From 240f03a672e17a4ab054e4d9ba746fa4f61c7418 Mon Sep 17 00:00:00 2001 From: "Matthijs S. Berends" Date: Mon, 29 Jul 2019 13:33:48 +0200 Subject: [PATCH] (v0.7.1.9015) Remove freq() --- DESCRIPTION | 6 +- NAMESPACE | 48 +- NEWS.md | 5 +- R/freq.R | 1268 +---------------- _pkgdown.yml | 9 +- docs/LICENSE-text.html | 9 +- docs/articles/AMR.html | 851 ++++++----- .../AMR_files/figure-html/plot 1-1.png | Bin 65007 -> 64905 bytes .../AMR_files/figure-html/plot 3-1.png | Bin 52049 -> 52072 bytes .../AMR_files/figure-html/plot 4-1.png | Bin 104415 -> 104427 bytes .../AMR_files/figure-html/plot 5-1.png | Bin 78487 -> 78482 bytes docs/articles/EUCAST.html | 11 +- docs/articles/MDR.html | 77 +- docs/articles/SPSS.html | 11 +- docs/articles/WHONET.html | 41 +- docs/articles/benchmarks.html | 81 +- .../figure-html/unnamed-chunk-5-1.png | Bin 85754 -> 83566 bytes docs/articles/index.html | 10 +- docs/articles/resistance_predict.html | 11 +- docs/authors.html | 9 +- docs/index.html | 12 +- docs/news/index.html | 56 +- docs/pkgdown.yml | 1 - docs/reference/AMR-deprecated.html | 9 +- docs/reference/AMR.html | 9 +- docs/reference/WHOCC.html | 9 +- docs/reference/WHONET.html | 9 +- docs/reference/ab_property.html | 9 +- docs/reference/age.html | 9 +- docs/reference/age_groups.html | 9 +- docs/reference/antibiotics.html | 9 +- docs/reference/as.ab.html | 9 +- docs/reference/as.disk.html | 9 +- docs/reference/as.mic.html | 11 +- docs/reference/as.mo.html | 9 +- docs/reference/as.rsi.html | 11 +- docs/reference/atc_online.html | 9 +- docs/reference/availability.html | 9 +- docs/reference/catalogue_of_life.html | 9 +- docs/reference/catalogue_of_life_version.html | 13 +- docs/reference/count.html | 9 +- docs/reference/eucast_rules.html | 9 +- docs/reference/extended-functions.html | 9 +- docs/reference/filter_ab_class.html | 9 +- docs/reference/first_isolate.html | 9 +- docs/reference/g.test.html | 9 +- docs/reference/ggplot_rsi.html | 11 +- docs/reference/guess_ab_col.html | 9 +- docs/reference/index.html | 17 +- docs/reference/join.html | 9 +- docs/reference/key_antibiotics.html | 9 +- docs/reference/kurtosis.html | 9 +- docs/reference/like.html | 11 +- docs/reference/mdro.html | 9 +- docs/reference/microorganisms.codes.html | 9 +- docs/reference/microorganisms.html | 9 +- docs/reference/microorganisms.old.html | 9 +- docs/reference/mo_property.html | 9 +- docs/reference/mo_source.html | 9 +- docs/reference/p.symbol.html | 9 +- docs/reference/portion.html | 9 +- docs/reference/read.4D.html | 9 +- docs/reference/resistance_predict.html | 9 +- docs/reference/rsi_translation.html | 9 +- docs/reference/septic_patients.html | 9 +- docs/reference/skewness.html | 9 +- docs/reference/translate.html | 9 +- docs/sitemap.xml | 6 - index.md | 2 - man/freq.Rd | 234 --- tests/testthat/test-freq.R | 160 +-- vignettes/AMR.Rmd | 9 +- vignettes/MDR.Rmd | 8 +- vignettes/WHONET.Rmd | 12 +- vignettes/freq.Rmd | 182 --- 75 files changed, 668 insertions(+), 2877 deletions(-) delete mode 100755 man/freq.Rd delete mode 100644 vignettes/freq.Rmd diff --git a/DESCRIPTION b/DESCRIPTION index b1347770..beb819a6 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,6 +1,6 @@ Package: AMR -Version: 0.7.1.9014 -Date: 2019-07-16 +Version: 0.7.1.9015 +Date: 2019-07-29 Title: Antimicrobial Resistance Analysis Authors@R: c( person( @@ -45,6 +45,7 @@ Depends: R (>= 3.1.0) Imports: backports, + clean, crayon (>= 1.3.0), data.table (>= 1.9.0), dplyr (>= 0.7.0), @@ -59,7 +60,6 @@ Suggests: covr (>= 3.0.1), curl, readxl, - rmarkdown, rstudioapi, rvest (>= 0.3.2), testthat (>= 1.0.2), diff --git a/NAMESPACE b/NAMESPACE index e233f55e..42b15afb 100755 --- a/NAMESPACE +++ b/NAMESPACE @@ -1,7 +1,6 @@ # Generated by roxygen2: do not edit by hand S3method(as.data.frame,ab) -S3method(as.data.frame,freq) S3method(as.data.frame,mo) S3method(as.double,mic) S3method(as.integer,mic) @@ -10,28 +9,21 @@ S3method(as.rsi,data.frame) S3method(as.rsi,default) S3method(as.rsi,disk) S3method(as.rsi,mic) -S3method(as.vector,freq) -S3method(as_tibble,freq) S3method(barplot,mic) S3method(barplot,rsi) -S3method(boxplot,freq) -S3method(diff,freq) S3method(droplevels,mic) S3method(droplevels,rsi) -S3method(format,freq) -S3method(hist,freq) +S3method(freq,mo) +S3method(freq,rsi) S3method(kurtosis,data.frame) S3method(kurtosis,default) S3method(kurtosis,matrix) -S3method(plot,freq) S3method(plot,mic) S3method(plot,resistance_predict) S3method(plot,rsi) S3method(print,ab) S3method(print,catalogue_of_life_version) S3method(print,disk) -S3method(print,freq) -S3method(print,frequency_tbl) S3method(print,mic) S3method(print,mo) S3method(print,mo_renamed) @@ -39,7 +31,6 @@ S3method(print,mo_uncertainties) S3method(print,rsi) S3method(pull,ab) S3method(pull,mo) -S3method(select,freq) S3method(skewness,data.frame) S3method(skewness,default) S3method(skewness,matrix) @@ -98,8 +89,6 @@ export(filter_glycopeptides) export(filter_macrolides) export(filter_tetracyclines) export(first_isolate) -export(freq) -export(frequency_tbl) export(full_join_microorganisms) export(g.test) export(geom_rsi) @@ -108,7 +97,6 @@ export(get_mo_source) export(ggplot_rsi) export(ggplot_rsi_predict) export(guess_ab_col) -export(header) export(inner_join_microorganisms) export(is.ab) export(is.disk) @@ -171,35 +159,26 @@ export(semi_join_microorganisms) export(set_mo_source) export(skewness) export(theme_rsi) -export(top_freq) exportMethods(as.data.frame.ab) -exportMethods(as.data.frame.freq) exportMethods(as.data.frame.mo) exportMethods(as.double.mic) exportMethods(as.integer.mic) exportMethods(as.numeric.mic) -exportMethods(as.vector.freq) -exportMethods(as_tibble.freq) exportMethods(barplot.mic) exportMethods(barplot.rsi) -exportMethods(boxplot.freq) -exportMethods(diff.freq) exportMethods(droplevels.mic) exportMethods(droplevels.rsi) -exportMethods(format.freq) -exportMethods(hist.freq) +exportMethods(freq.mo) +exportMethods(freq.rsi) exportMethods(kurtosis) exportMethods(kurtosis.data.frame) exportMethods(kurtosis.default) exportMethods(kurtosis.matrix) -exportMethods(plot.freq) exportMethods(plot.mic) exportMethods(plot.rsi) exportMethods(print.ab) exportMethods(print.catalogue_of_life_version) exportMethods(print.disk) -exportMethods(print.freq) -exportMethods(print.frequency_tbl) exportMethods(print.mic) exportMethods(print.mo) exportMethods(print.mo_renamed) @@ -209,7 +188,6 @@ exportMethods(pull.ab) exportMethods(pull.mo) exportMethods(scale_type.ab) exportMethods(scale_type.mo) -exportMethods(select.freq) exportMethods(skewness) exportMethods(skewness.data.frame) exportMethods(skewness.default) @@ -217,6 +195,7 @@ exportMethods(skewness.matrix) exportMethods(summary.mic) exportMethods(summary.mo) exportMethods(summary.rsi) +importFrom(clean,freq) importFrom(crayon,bgGreen) importFrom(crayon,bgRed) importFrom(crayon,bgYellow) @@ -232,7 +211,6 @@ importFrom(crayon,strip_style) importFrom(crayon,underline) importFrom(crayon,white) importFrom(crayon,yellow) -importFrom(data.table,address) importFrom(data.table,as.data.table) importFrom(data.table,data.table) importFrom(data.table,setkey) @@ -241,18 +219,14 @@ importFrom(dplyr,all_vars) importFrom(dplyr,any_vars) importFrom(dplyr,arrange) importFrom(dplyr,arrange_at) -importFrom(dplyr,as_tibble) importFrom(dplyr,between) -importFrom(dplyr,bind_cols) importFrom(dplyr,bind_rows) importFrom(dplyr,case_when) -importFrom(dplyr,desc) importFrom(dplyr,distinct) importFrom(dplyr,everything) importFrom(dplyr,filter) importFrom(dplyr,filter_all) importFrom(dplyr,filter_at) -importFrom(dplyr,full_join) importFrom(dplyr,funs) importFrom(dplyr,group_by) importFrom(dplyr,group_by_at) @@ -275,35 +249,23 @@ importFrom(dplyr,slice) importFrom(dplyr,summarise) importFrom(dplyr,summarise_if) importFrom(dplyr,tibble) -importFrom(dplyr,top_n) importFrom(dplyr,transmute) -importFrom(dplyr,ungroup) importFrom(dplyr,vars) -importFrom(grDevices,boxplot.stats) importFrom(graphics,arrows) importFrom(graphics,axis) importFrom(graphics,barplot) -importFrom(graphics,boxplot) -importFrom(graphics,hist) importFrom(graphics,par) importFrom(graphics,plot) importFrom(graphics,points) importFrom(graphics,text) -importFrom(hms,is.hms) -importFrom(knitr,kable) importFrom(microbenchmark,microbenchmark) importFrom(rlang,as_label) importFrom(rlang,enquos) -importFrom(rlang,eval_tidy) importFrom(scales,percent) importFrom(stats,complete.cases) -importFrom(stats,fivenum) importFrom(stats,glm) importFrom(stats,lm) -importFrom(stats,mad) importFrom(stats,pchisq) importFrom(stats,predict) -importFrom(stats,sd) importFrom(utils,browseURL) -importFrom(utils,browseVignettes) importFrom(utils,installed.packages) diff --git a/NEWS.md b/NEWS.md index dc924db4..4dee93cc 100755 --- a/NEWS.md +++ b/NEWS.md @@ -1,4 +1,7 @@ -# AMR 0.7.1.9014 +# AMR 0.7.1.9015 + +### Breaking +* Function `freq()` has moved to a new package, [`clean`](https://github.com/msberends/clean) ([CRAN link](https://cran.r-project.org/package=clean)). Creating frequency tables is actually not the scope of this package (never was) and this function has matured a lot over the last two years. We decided to create a new package for data cleaning and checking and it perfectly fits the `freq()` function. The [`clean`](https://github.com/msberends/clean) package is available on CRAN and will be installed automatically when updating the `AMR` package, that now imports it. In a later stage, the `skewness()` and `kurtosis()` functions will be moved to the `clean` package too. ### New * Additional way to calculate co-resistance, i.e. when using multiple antibiotics as input for `portion_*` functions or `count_*` functions. This can be used to determine the empiric susceptibily of a combination therapy. A new parameter `only_all_tested` (**which defaults to `FALSE`**) replaces the old `also_single_tested` and can be used to select one of the two methods to count isolates and calculate portions. The difference can be seen in this example table (which is also on the `portion` and `count` help pages), where the %SI is being determined: diff --git a/R/freq.R b/R/freq.R index 83cadbe9..38ff3880 100755 --- a/R/freq.R +++ b/R/freq.R @@ -19,1254 +19,36 @@ # Visit our website for more info: https://msberends.gitlab.io/AMR. # # ==================================================================== # -#' Frequency table -#' -#' Create a frequency table of a vector with items or a \code{data.frame}. Supports quasiquotation and markdown for reports. Best practice is: \code{data \%>\% freq(var)}.\cr -#' \code{top_freq} can be used to get the top/bottom \emph{n} items of a frequency table, with counts as names. -#' @param x vector of any class or a \code{\link{data.frame}}, \code{\link{tibble}} (may contain a grouping variable) or \code{\link{table}} -#' @param ... up to nine different columns of \code{x} when \code{x} is a \code{data.frame} or \code{tibble}, to calculate frequencies from - see Examples. Also supports quasiquotion. -#' @param sort.count sort on count, i.e. frequencies. This will be \code{TRUE} at default for everything except when using grouping variables. -#' @param nmax number of row to print. The default, \code{15}, uses \code{\link{getOption}("max.print.freq")}. Use \code{nmax = 0}, \code{nmax = Inf}, \code{nmax = NULL} or \code{nmax = NA} to print all rows. -#' @param na.rm a logical value indicating whether \code{NA} values should be removed from the frequency table. The header (if set) will always print the amount of \code{NA}s. -#' @param row.names a logical value indicating whether row indices should be printed as \code{1:nrow(x)} -#' @param markdown a logical value indicating whether the frequency table should be printed in markdown format. This will print all rows (except when \code{nmax} is defined) and is default behaviour in non-interactive R sessions (like when knitting RMarkdown files). -#' @param digits how many significant digits are to be used for numeric values in the header (not for the items themselves, that depends on \code{\link{getOption}("digits")}) -#' @param quote a logical value indicating whether or not strings should be printed with surrounding quotes. Default is to print them only around characters that are actually numeric values. -#' @param header a logical value indicating whether an informative header should be printed -#' @param title text to show above frequency table, at default to tries to coerce from the variables passed to \code{x} -#' @param na a character string that should be used to show empty (\code{NA}) values (only useful when \code{na.rm = FALSE}) -#' @param droplevels a logical value indicating whether in factors empty levels should be dropped -#' @param sep a character string to separate the terms when selecting multiple columns -#' @inheritParams base::format -#' @param f a frequency table -#' @param n number of top \emph{n} items to return, use -n for the bottom \emph{n} items. It will include more than \code{n} rows if there are ties. -#' @param property property in header to return this value directly -#' @details Frequency tables (or frequency distributions) are summaries of the distribution of values in a sample. With the `freq` function, you can create univariate frequency tables. Multiple variables will be pasted into one variable, so it forces a univariate distribution. This package also has a vignette available to explain the use of this function further, run \code{browseVignettes("AMR")} to read it. -#' -#' For numeric values of any class, these additional values will all be calculated with \code{na.rm = TRUE} and shown into the header: -#' \itemize{ -#' \item{Mean, using \code{\link[base]{mean}}} -#' \item{Standard Deviation, using \code{\link[stats]{sd}}} -#' \item{Coefficient of Variation (CV), the standard deviation divided by the mean} -#' \item{Mean Absolute Deviation (MAD), using \code{\link[stats]{mad}}} -#' \item{Tukey Five-Number Summaries (minimum, Q1, median, Q3, maximum), using \code{\link[stats]{fivenum}}} -#' \item{Interquartile Range (IQR) calculated as \code{Q3 - Q1} using the Tukey Five-Number Summaries, i.e. \strong{not} using the \code{\link[stats]{quantile}} function} -#' \item{Coefficient of Quartile Variation (CQV, sometimes called coefficient of dispersion), calculated as \code{(Q3 - Q1) / (Q3 + Q1)} using the Tukey Five-Number Summaries} -#' \item{Outliers (total count and unique count), using \code{\link[grDevices]{boxplot.stats}}} -#' } -#' -#' For dates and times of any class, these additional values will be calculated with \code{na.rm = TRUE} and shown into the header: -#' \itemize{ -#' \item{Oldest, using \code{\link{min}}} -#' \item{Newest, using \code{\link{max}}, with difference between newest and oldest} -#' \item{Median, using \code{\link[stats]{median}}, with percentage since oldest} -#' } -#' -#' In factors, all factor levels that are not existing in the input data will be dropped. -#' -#' The function \code{top_freq} uses \code{\link[dplyr]{top_n}} internally and will include more than \code{n} rows if there are ties. -#' @importFrom stats fivenum sd mad -#' @importFrom grDevices boxplot.stats -#' @importFrom dplyr %>% arrange arrange_at bind_cols desc filter_at funs group_by mutate mutate_at n n_distinct pull select summarise tibble ungroup vars all_vars -#' @importFrom utils browseVignettes -#' @importFrom hms is.hms -#' @importFrom crayon red green silver -#' @importFrom rlang enquos eval_tidy as_label -#' @keywords summary summarise frequency freq -#' @rdname freq -#' @name freq -#' @return A \code{data.frame} (with an additional class \code{"freq"}) with five columns: \code{item}, \code{count}, \code{percent}, \code{cum_count} and \code{cum_percent}. -#' @export -#' @inheritSection AMR Read more on our website! -#' @examples -#' library(dplyr) -#' -#' # this all gives the same result: -#' freq(septic_patients$hospital_id) -#' freq(septic_patients[, "hospital_id"]) -#' septic_patients$hospital_id %>% freq() -#' septic_patients[, "hospital_id"] %>% freq() -#' septic_patients %>% freq("hospital_id") -#' septic_patients %>% freq(hospital_id) #<- easiest to remember (tidyverse) -#' -#' -#' # you could also use `select` or `pull` to get your variables -#' septic_patients %>% -#' filter(hospital_id == "A") %>% -#' select(mo) %>% -#' freq() -#' -#' -#' # multiple selected variables will be pasted together -#' septic_patients %>% -#' left_join_microorganisms %>% -#' freq(genus, species) -#' -#' # functions as quasiquotation are also supported -#' septic_patients %>% -#' freq(mo_genus(mo), mo_species(mo)) -#' -#' -#' # group a variable and analyse another -#' septic_patients %>% -#' group_by(hospital_id) %>% -#' freq(gender) -#' -#' -#' # get top 10 bugs of hospital A as a vector -#' septic_patients %>% -#' filter(hospital_id == "A") %>% -#' freq(mo) %>% -#' top_freq(10) -#' -#' -#' # save frequency table to an object -#' years <- septic_patients %>% -#' mutate(year = format(date, "%Y")) %>% -#' freq(year) -#' -#' -#' # show only the top 5 -#' years %>% print(nmax = 5) -#' -#' -#' # save to an object with formatted percentages -#' years <- format(years) -#' -#' -#' # print a histogram of numeric values -#' septic_patients %>% -#' freq(age) %>% -#' hist() -#' -#' # or a boxplot of numeric values -#' septic_patients %>% -#' freq(age) %>% -#' boxplot() -#' -#' # or even a boxplot per group -#' septic_patients %>% -#' group_by(hospital_id) %>% -#' freq(age) %>% -#' boxplot() -#' -#' # or print all points to a regular plot -#' septic_patients %>% -#' freq(age) %>% -#' plot() -#' -#' -#' # transform to a data.frame or tibble -#' septic_patients %>% -#' freq(age) %>% -#' as.data.frame() -#' -#' -#' # or transform (back) to a vector -#' septic_patients %>% -#' freq(age) %>% -#' as.vector() -#' -#' identical(septic_patients %>% -#' freq(age) %>% -#' as.vector() %>% -#' sort(), -#' sort(septic_patients$age)) # TRUE -#' -#' -#' # it also supports `table` objects -#' table(septic_patients$gender, -#' septic_patients$age) %>% -#' freq(sep = " **sep** ") -#' -#' -#' # only get selected columns -#' septic_patients %>% -#' freq(hospital_id) %>% -#' select(item, percent) -#' -#' septic_patients %>% -#' freq(hospital_id) %>% -#' select(-count, -cum_count) -#' -#' -#' # check differences between frequency tables -#' diff(freq(septic_patients$TMP), -#' freq(septic_patients$SXT)) -freq <- function(x, - ..., - sort.count = TRUE, - nmax = getOption("max.print.freq"), - na.rm = TRUE, - row.names = TRUE, - markdown = !interactive(), - digits = 2, - quote = NULL, - header = TRUE, - title = NULL, - na = "", - droplevels = TRUE, - sep = " ", - decimal.mark = getOption("OutDec"), - big.mark = ifelse(decimal.mark != ",", ",", ".")) { - - mult.columns <- 0 - x.group = character(0) - df <- NULL - x.name <- NULL - cols <- NULL - cols.names <- NULL - if (any(class(x) == "list")) { - cols <- names(x) - cols.names <- cols - x <- as.data.frame(x, stringsAsFactors = FALSE) - x.name <- "a list" - } else if (any(class(x) == "matrix")) { - x <- as.data.frame(x, stringsAsFactors = FALSE) - x.name <- "a matrix" - cols <- colnames(x) - quote <- FALSE - cols.names <- cols - if (all(cols %like% "V[0-9]")) { - cols <- NULL - } - } - - if (any(class(x) == "data.frame")) { - - if (is.null(x.name)) { - x.name <- deparse(substitute(x)) - } - if (x.name %like% "(%>%)") { - x.name <- x.name %>% strsplit("%>%", fixed = TRUE) %>% unlist() %>% .[1] %>% trimws() - } - if (x.name == ".") { - # passed on with pipe - x.name <- get_data_source_name(x) - if (!is.null(x.name)) { - x.name <- paste0("`", x.name, "`") - } else { - x.name <- "a data.frame" - } - } else if (!x.name %in% c("a list", "a matrix")) { - x.name <- paste0("`", x.name, "`") - } - x.name.dims <- x %>% - dim() %>% - format(decimal.mark = decimal.mark, big.mark = big.mark) %>% - trimws() %>% - paste(collapse = " x ") - x.name <- paste0(x.name, " (", x.name.dims, ")") - - x.group <- group_vars(x) - if (length(x.group) > 1) { - x.group <- x.group[1L] - warning("freq supports one grouping variable, only `", x.group, "` will be kept.", call. = FALSE) - } - - user_exprs <- enquos(...) - - if (length(user_exprs) > 0) { - new_list <- list(0) - for (i in 1:length(user_exprs)) { - new_list[[i]] <- tryCatch(eval_tidy(user_exprs[[i]], data = x), - error = function(e) stop(e$message, call. = FALSE)) - if (length(new_list[[i]]) == 1) { - if (is.character(new_list[[i]]) & new_list[[i]] %in% colnames(x)) { - # support septic_patients %>% freq("hospital_id") - new_list[[i]] <- x %>% pull(new_list[[i]]) - } - } - cols <- c(cols, as_label(user_exprs[[i]])) - } - - if (length(new_list) == 1 & length(x.group) == 0) { - # is now character - x <- new_list[[1]] - df <- NULL - } else { - # create data frame - df <- as.data.frame(new_list, col.names = cols, stringsAsFactors = FALSE) - cols.names <- colnames(df) - } - } else { - # complete data frame - df <- x - } - - if (identical(x.group, cols.names)) { - # ... %>% group_by(var = calculation(..)) %>% freq(var) - x.group <- NULL - } - - # support grouping variables - if (length(x.group) > 0) { - x.group_cols <- c(x.group, cols.names) - x <- bind_cols(x, df) - # if (droplevels == TRUE) { - # x <- x %>% mutate_at(vars(x.group_cols), droplevels) - # } - suppressWarnings( - df <- x %>% - group_by_at(vars(x.group_cols)) %>% - summarise(count = n()) - ) - if (na.rm == TRUE) { - df <- df %>% filter_at(vars(x.group_cols), all_vars(!is.na(.))) - } - if (!missing(sort.count)) { - if (sort.count == TRUE) { - df <- df %>% arrange_at(c(x.group_cols, "count"), desc) - } - } - df <- df %>% - mutate(cum_count = cumsum(count)) - - df.topleft <- df[1, 1] - df <- df %>% - ungroup() %>% - # do not repeat group labels - mutate_at(vars(x.group), ~(ifelse(lag(.) == ., "", .))) - df[1, 1] <- df.topleft - colnames(df)[1:2] <- c("group", "item") - - if (!is.null(levels(df$item)) & droplevels == TRUE) { - # is factor - df <- df %>% filter(count != 0) - } - } else { - if (!is.null(df)) { - # no groups, multiple values like: septic_patients %>% freq(mo, mo_genus(mo)) - x <- df - df <- NULL - } - } - if (length(cols) > 0 & is.data.frame(x)) { - x <- x[, cols.names] - } - - } else if (any(class(x) == "table")) { - x <- as.data.frame(x, stringsAsFactors = FALSE) - # now this DF contains 3 columns: the 2 vars and a Freq column - # paste the first 2 cols and repeat them Freq times: - x <- rep(x = do.call(paste, c(x[colnames(x)[1:2]], sep = sep)), - times = x$Freq) - x.name <- "a `table` object" - cols <- NULL - # mult.columns <- 2 - } else { - x.name <- deparse(substitute(x)) - if (all(x.name %like% "[$]") & length(x.name) == 1) { - cols <- unlist(strsplit(x.name, "$", fixed = TRUE))[2] - x.name <- unlist(strsplit(x.name, "$", fixed = TRUE))[1] - # try to find the object to determine dimensions - - x.obj <- tryCatch(get(x.name), error = function(e) NULL) - x.name <- paste0("`", x.name , "`") - if (!is.null(dim(x.obj))) { - x.name <- paste0(x.name, - " (", - x.obj %>% - dim() %>% - format(decimal.mark = decimal.mark, big.mark = big.mark) %>% - trimws() %>% - paste(collapse = " x "), - ")") - } - } else { - x.name <- NULL - cols <- NULL - } - } - - if (!is.null(ncol(x))) { - if (ncol(x) == 1 & any(class(x) == "data.frame")) { - x <- x %>% pull(1) - } else if (ncol(x) < 10) { - mult.columns <- ncol(x) - # paste old columns together - x <- do.call(paste, c(x[colnames(x)], sep = sep)) - } else { - stop("A maximum of 9 columns can be analysed at the same time.", call. = FALSE) - } - } - - if (mult.columns > 1) { - NAs <- x[is.na(x) | x == trimws(strrep("NA ", mult.columns))] - } else { - NAs <- x[is.na(x)] - } - - if (mult.columns > 0) { - header_list <- list(columns = mult.columns) - } else { - header_list <- list(class = class(x), - mode = mode(x)) - } - header_list$length <- length(x) - - if (na.rm == TRUE) { - x_class <- class(x) - x <- x[!x %in% NAs] - class(x) <- x_class - } - - markdown_line <- "" - if (markdown == TRUE) { - markdown_line <- " " - } - x_align <- "l" - - if (!is.null(levels(x))) { - header_list$levels <- levels(x) - header_list$ordered <- is.ordered(x) - # drop levels of non-existing factor values, - # since dplyr >= 0.8.0 does not do this anymore in group_by - if (droplevels == TRUE) { - x <- droplevels(x) - } - } - - header_list$na_length <- length(NAs) - header_list$unique <- n_distinct(x) - - if (NROW(x) > 0 & any(class(x) == "character")) { - header_list$shortest <- x %>% base::nchar() %>% base::min(na.rm = TRUE) - header_list$longest <- x %>% base::nchar() %>% base::max(na.rm = TRUE) - } - - if (NROW(x) > 0 & any(class(x) == "mo")) { - x_mo <- as.mo(x) # do it once for all three - header_list$families <- x_mo %>% mo_family() %>% n_distinct() - header_list$genera <- x_mo %>% mo_genus() %>% n_distinct() - header_list$species <- x_mo %>% mo_species() %>% n_distinct() - } - - if (NROW(x) > 0 & any(class(x) == "difftime") & !is.hms(x)) { - header_list$units <- attributes(x)$units - x <- as.double(x) - # after this, the numeric header_txt continues - } - - if (NROW(x) > 0 & any(class(x) %in% c("double", "integer", "numeric", "raw", "single"))) { - # right align number - x_align <- "r" - header_list$mean <- base::mean(x, na.rm = TRUE) - header_list$sd <- stats::sd(x, na.rm = TRUE) - header_list$cv <- cv(x, na.rm = TRUE) - header_list$mad <- stats::mad(x, na.rm = TRUE) - Tukey_five <- stats::fivenum(x, na.rm = TRUE) - header_list$fivenum <- Tukey_five - header_list$IQR <- Tukey_five[4] - Tukey_five[2] - header_list$cqv <- cqv(x, na.rm = TRUE) - header_list$outliers_total <- length(boxplot.stats(x)$out) - header_list$outliers_unique <- n_distinct(boxplot.stats(x)$out) - } - - if (any(class(x) == "rsi")) { - header_list$count_SI <- max(0, sum(x %in% c("S", "I"), na.rm = TRUE), na.rm = TRUE) - header_list$count_R <- max(0, sum(x == "R", na.rm = TRUE), na.rm = TRUE) - } - - formatdates <- "%e %B %Y" # = d mmmm yyyy - if (is.hms(x)) { - x <- x %>% as.POSIXlt() - formatdates <- "%H:%M:%S" - } - if (NROW(x) > 0 & any(class(x) %in% c("Date", "POSIXct", "POSIXlt"))) { - if (formatdates == "%H:%M:%S") { - # hms - header_list$earliest <- min(x, na.rm = TRUE) - header_list$latest <- max(x, na.rm = TRUE) - - } else { - # other date formats - header_list$oldest <- min(x, na.rm = TRUE) - header_list$newest <- max(x, na.rm = TRUE) - } - header_list$median <- median(x, na.rm = TRUE) - header_list$date_format <- formatdates - } - if (any(class(x) == "POSIXlt")) { - x <- x %>% format(formatdates) - } - - nmax.set <- !missing(nmax) - if (!nmax.set & is.null(nmax) & is.null(base::getOption("max.print.freq", default = NULL))) { - # default for max print setting - nmax <- 15 - } else if (is.null(nmax)) { - nmax <- length(x) - } - - if (nmax %in% c(0, Inf, NA, NULL)) { - nmax <- length(x) - } - - column_names <- c("Item", "Count", "Percent", "Cum. Count", "Cum. Percent") - column_names_df <- c("item", "count", "percent", "cum_count", "cum_percent") - column_align <- c(x_align, "r", "r", "r", "r") - - if (is.null(df)) { - - suppressWarnings( # suppress since dplyr 0.8.0, which idiotly warns about included NAs :( - # create table with counts and percentages - df <- tibble(item = x) %>% - group_by(item) %>% - summarise(count = n()) - ) - - # sort according to setting - if (sort.count == TRUE) { - df <- df %>% arrange(desc(count), item) - } else { - df <- df %>% arrange(item) - } - } else { - column_names <- c("Group", column_names) - column_names_df <-c("group", column_names_df) - column_align <- c("l", column_align) - } - - if (df$item %>% paste(collapse = ",") %like% "\033") { - # remove escape char - # see https://en.wikipedia.org/wiki/Escape_character#ASCII_escape_character - df <- df %>% mutate(item = item %>% gsub("\033", " ", ., fixed = TRUE)) - } - - if (is.null(quote)) { - if (!is.numeric(df$item) & all(df$item %like% "^[0-9]+$", na.rm = TRUE)) { - quote <- TRUE - } else { - quote <- FALSE - } - } - - if (quote == TRUE) { - df$item <- paste0('"', df$item, '"') - if (length(x.group) != 0) { - df$group <- paste0('"', df$group, '"') - } - } - - df <- as.data.frame(df, stringsAsFactors = FALSE) - - df$percent <- df$count / base::sum(df$count, na.rm = TRUE) - if (length(x.group) == 0) { - df$cum_count <- base::cumsum(df$count) - } - df$cum_percent <- df$cum_count / base::sum(df$count, na.rm = TRUE) - if (length(x.group) != 0) { - # sort columns - df <- df[, column_names_df] - } - - if (markdown == TRUE) { - tbl_format <- "markdown" - } else { - tbl_format <- "pandoc" - } - - if (!is.null(title)) { - title <- trimws(gsub("^Frequency table of", "", title[1L], ignore.case = TRUE)) - } - - # if (nmax.set == FALSE) { - # nmax <- nrow(df) - # } - - structure(.Data = df, - class = unique(c("freq", class(df))), - header = header_list, - opt = list(title = title, - data = x.name, - vars = cols, - group_var = x.group, - header = header, - row_names = row.names, - column_names = column_names, - column_align = column_align, - decimal.mark = decimal.mark, - big.mark = big.mark, - tbl_format = tbl_format, - na = na, - digits = digits, - nmax = nmax, - nmax.set = nmax.set)) -} - -#' @rdname freq -#' @export -frequency_tbl <- freq - -is.freq <- function(f) { - any(c("freq", "frequency_tbl") %in% class(f)) -} - -#' @importFrom crayon silver green red -#' @importFrom dplyr %>% -format_header <- function(x, markdown = FALSE, decimal.mark = ".", big.mark = ",", digits = 2) { - newline <-"\n" - if (markdown == TRUE) { - newline <- " \n" - # no colours in markdown - silver <- function(x) x - green <- function(x) x - red <- function(x) x - } - - header <- header(x) - x_class <- header$class - has_length <- header$length > 0 - - # FORMATTING - # rsi - if (has_length == TRUE & any(x_class == "rsi")) { - if (!is.null(attributes(x)$opt$vars)) { - ab <- tryCatch(as.ab(attributes(x)$opt$vars), error = function(e) NA) - if (!is.na(ab) & isTRUE(length(ab) > 0)) { - header$drug <- paste0(ab_name(ab[1L]), " (", ab[1L], ", ", ab_atc(ab[1L]), ")") - header$group <- ab_group(ab[1L]) - } - } - header$`%SI` <- percent(header$count_SI / (header$count_SI + header$count_R), - force_zero = TRUE, round = digits, decimal.mark = decimal.mark) - } - header <- header[!names(header) %in% c("count_SI", "count_R")] - # dates - if (!is.null(header$date_format)) { - if (header$date_format == "%H:%M:%S") { - header$median <- paste0(format(header$median, header$date_format), - " (", - (as.double(difftime(header$median, header$earliest, units = "auto")) / - as.double(difftime(header$latest, header$earliest, units = "auto"))) %>% - percent(round = digits, decimal.mark = decimal.mark), ")") - header$latest <- paste0(format(header$latest, header$date_format), - " (+", - difftime(header$latest, header$earliest, units = "mins") %>% - as.double() %>% - format(digits = digits, decimal.mark = decimal.mark, big.mark = big.mark), - " min.)") - header$earliest <- format(header$earliest, header$date_format) - - header$median <- trimws(header$median) - header$latest <- trimws(header$latest) - header$earliest <- trimws(header$earliest) - } else { - header$median <- paste0(format(header$median, header$date_format), - " (", - (as.double(difftime(header$median, header$oldest, units = "auto")) / - as.double(difftime(header$newest, header$oldest, units = "auto"))) %>% - percent(round = digits, decimal.mark = decimal.mark), ")") - header$newest <- paste0(format(header$newest, header$date_format), - " (+", - difftime(header$newest, header$oldest, units = "auto") %>% - as.double() %>% - format(digits = digits, decimal.mark = decimal.mark, big.mark = big.mark), - ")") - header$oldest <- format(header$oldest, header$date_format) - - header$median <- trimws(header$median) - header$newest <- trimws(header$newest) - header$oldest <- trimws(header$oldest) - } - header <- header[names(header) != "date_format"] - } - - # class and mode - if (is.null(header$columns)) { - if (!header$mode %in% header$class) { - header$class <- header$class %>% rev() %>% paste(collapse = " > ") %>% paste0(silver(paste0(" (", header$mode, ")"))) - } else { - header$class <- header$class %>% rev() %>% paste(collapse = " > ") - } - header <- header[names(header) != "mode"] - } - # levels - if (!is.null(header$levels)) { - if (header$ordered == TRUE) { - levels_text <- paste0(header$levels, collapse = " < ") - } else { - levels_text <- paste0(header$levels, collapse = ", ") - } - if (nchar(levels_text) > 70) { - # levels text wider than half the console - levels_text <- paste0(substr(levels_text, 1, 70 - 3), "...") - if (nchar(gsub("[^`]", "", levels_text)) %% 2 == 1) { - # odd number of backticks, should be even - levels_text <- paste0(levels_text, "`") - } - } - header$levels <- paste0(length(header$levels), ": ", levels_text) - header <- header[names(header) != "ordered"] - } - # length and NAs - if (has_length == TRUE) { - na_txt <- paste0(header$na_length %>% format(decimal.mark = decimal.mark, big.mark = big.mark), " = ", - (header$na_length / header$length) %>% percent(force_zero = TRUE, round = digits, decimal.mark = decimal.mark) %>% - sub("NaN", "0", ., fixed = TRUE)) - if (!na_txt %like% "^0 =") { - na_txt <- red(na_txt) - } else { - na_txt <- green(na_txt) - } - na_txt <- paste0("(of which NA: ", na_txt, ")") - } else { - na_txt <- "" - } - header$length <- paste(format(header$length, decimal.mark = decimal.mark, big.mark = big.mark), - na_txt) - header <- header[names(header) != "na_length"] - - # format all numeric values - header <- lapply(header, function(x) { - if (is.numeric(x)) { - if (any(x < 1000, na.rm = TRUE)) { - format(round2(x, digits = digits), decimal.mark = decimal.mark, big.mark = big.mark) - } else { - format(x, digits = digits, decimal.mark = decimal.mark, big.mark = big.mark) - } - } else { - x - } - }) - - # numeric values - if (has_length == TRUE & !is.null(header$sd)) { - # any(x_class %in% c("double", "integer", "numeric", "raw", "single"))) { - header$sd <- paste0(header$sd, " (CV: ", header$cv, ", MAD: ", header$mad, ")") - header$fivenum <- paste0(paste(trimws(header$fivenum), collapse = " | "), " (IQR: ", header$IQR, ", CQV: ", header$cqv, ")") - header$outliers_total <- paste0(header$outliers_total, " (unique count: ", header$outliers_unique, ")") - header <- header[!names(header) %in% c("cv", "mad", "IQR", "cqv", "outliers_unique")] - } - - # header names - header_names <- paste0(names(header), ": ") - header_names <- gsub("sd", "SD", header_names) - header_names <- gsub("fivenum", "Five-Num", header_names) - header_names <- gsub("outliers_total", "Outliers", header_names) - # capitalise first character - header_names <- gsub("^(.)", "\\U\\1", header_names, perl = TRUE) - # make all header captions equal size - header_names <- gsub("\\s", " ", format(header_names, - width = max(nchar(header_names), - na.rm = TRUE))) - header <- paste0(header_names, header) - header <- paste(header, collapse = newline) - # add newline after 'Unique' - gsub("(.*Unique.*\\n)(.*?)", paste0("\\1", newline, "\\2"), header) -} - -#' @rdname freq -#' @export -#' @importFrom dplyr top_n pull -top_freq <- function(f, n) { - if (!is.freq(f)) { - stop("`top_freq` can only be applied to frequency tables", call. = FALSE) - } - if (!is.numeric(n) | length(n) != 1L) { - stop("For `top_freq`, 'n' must be a number of length 1", call. = FALSE) - } - top <- f %>% top_n(n, count) - vect <- top %>% pull(item) - names(vect) <- top %>% pull(count) - if (length(vect) > abs(n)) { - message("top_freq: selecting ", length(vect), " items instead of ", abs(n), ", because of ties") - } - vect -} - -#' @rdname freq -#' @export -header <- function(f, property = NULL) { - if (!is.freq(f)) { - stop("`header` can only be applied to frequency tables", call. = FALSE) - } - if (is.null(property)) { - attributes(f)$header - } else { - a <- attributes(f)$header - if (any(property %in% names(f))) { - a[names(a) %in% property] - } - } -} - -#' @noRd -#' @exportMethod diff.freq -#' @importFrom dplyr %>% full_join mutate -#' @export -diff.freq <- function(x, y, ...) { - # check classes - if (!is.freq(x) | !is.freq(y)) { - stop("Both x and y must be a frequency table.") - } - - cat("Differences between frequency tables") - if (identical(x, y)) { - cat("\n\nNo differences found.\n") - return(invisible()) - } - - x.attr <- attributes(x)$opt - - # only keep item and count - x <- x[, 1:2] - y <- y[, 1:2] - - x <- x %>% - full_join(y, - by = colnames(x)[1], - suffix = c(".x", ".y")) %>% - mutate( - diff = case_when( - is.na(count.y) ~ -count.x, - is.na(count.x) ~ count.y, - TRUE ~ count.y - count.x)) %>% - mutate( - diff.percent = percent( - diff / count.x, - force_zero = TRUE)) %>% - mutate(diff = ifelse(diff %like% "^-", - diff, - paste0("+", diff)), - diff.percent = ifelse(diff.percent %like% "^-", - diff.percent, - paste0("+", diff.percent))) - - print( - knitr::kable(x, - format = x.attr$tbl_format, - col.names = c("Item", "Count #1", "Count #2", "Difference", "Diff. percent"), - align = paste0(x.attr$column_align[1], "rrrr"), - padding = 1) - ) -} - -#' @rdname freq -#' @exportMethod print.freq -#' @importFrom knitr kable +freq_def <- clean:::freq.default +#' @exportMethod freq.mo #' @importFrom dplyr n_distinct -#' @importFrom crayon bold silver +#' @importFrom clean freq #' @export -print.freq <- function(x, - nmax = getOption("max.print.freq", default = 15), - markdown = !interactive(), - header = TRUE, - decimal.mark = getOption("OutDec"), - big.mark = ifelse(decimal.mark != ",", ",", "."), - ...) { - - opt <- attr(x, "opt") - if (is.null(opt)) { - # selection of frequency table, return original class - class(x) <- class(x)[!class(x) %in% c("freq", "frequency_tbl")] - print(x) - return(invisible()) - } - - opt$header_txt <- header(x) - if (is.null(opt$nmax)) { - opt$nmax <- 0 - } - if (is.null(opt$tbl_format)) { - opt$tbl_format <- "pandoc" - } - - dots <- list(...) - if ("markdown" %in% names(dots)) { - if (dots$markdown == TRUE) { - opt$tbl_format <- "markdown" - } else { - opt$tbl_format <- "pandoc" - } - } - if (!missing(markdown)) { - if (markdown == TRUE) { - opt$tbl_format <- "markdown" - } else { - opt$tbl_format <- "pandoc" - } - } - - if (length(opt$vars) == 0) { - opt$vars <- NULL - } - - if (is.null(opt$title)) { - if (isTRUE(opt$data %like% "^a data.frame") & isTRUE(opt$tbl_format == "markdown")) { - opt$data <- gsub("data.frame", "`data.frame`", opt$data, fixed = TRUE) - } - if (!is.null(opt$data) & !is.null(opt$vars)) { - title <- paste0("`", paste0(opt$vars, collapse = "` and `"), "` from ", opt$data) - } else if (!is.null(opt$data) & is.null(opt$vars)) { - title <- opt$data - } else if (is.null(opt$data) & !is.null(opt$vars)) { - title <- paste0("`", paste0(opt$vars, collapse = "` and `"), "`") - } else { - title <- "" - } - if (title != "" & length(opt$group_var) != 0) { - group_var <- paste0("(grouped by `", opt$group_var, "`)") - if (opt$tbl_format == "pandoc") { - group_var <- silver(group_var) - } - title <- paste(title, group_var) - } - title <- trimws(title) - if (title == "") { - title <- "Frequency table" - } else { - title <- paste("Frequency table of", trimws(title)) - } - } else { - title <- opt$title - } - - if (!missing(nmax) | is.null(opt$nmax)) { - opt$nmax <- nmax - opt$nmax.set <- TRUE - } - if (isTRUE(opt$nmax %in% c(0, Inf, NA, NULL))) { - opt$nmax <- NROW(x) - opt$nmax.set <- FALSE - } else if (isTRUE(opt$nmax >= NROW(x))) { - opt$nmax.set <- FALSE - } - - if (!missing(decimal.mark) | is.null(opt$decimal.mark)) { - opt$decimal.mark <- decimal.mark - } - if (!missing(big.mark) | is.null(opt$big.mark)) { - opt$big.mark <- big.mark - } - if (!missing(header)) { - opt$header <- header - } - - # bold title - if (isTRUE(opt$tbl_format == "pandoc")) { - title <- bold(title) - } else if (isTRUE(opt$tbl_format == "markdown")) { - title <- paste0("\n\n**", title, "** ") # two space for newline - } - - cat(title, "\n\n") - - if (NROW(x) == 0 | isTRUE(all(is.na(x$item)))) { - cat("No observations") - if (isTRUE(all(is.na(x$item) | identical(x$item, "") | identical(x$item, "(NA)")))) { - cat(" - all values are missing ()") - } - cat(".\n") - if (opt$tbl_format == "markdown") { - cat("\n") - } - return(invisible()) - } - - if (isTRUE(opt$header == TRUE)) { - if (!is.null(opt$header_txt)) { - if (is.null(opt$digits)) { - opt$digits <- 2 - } - cat(format_header(x, digits = opt$digits, markdown = (opt$tbl_format == "markdown"), - decimal.mark = decimal.mark, big.mark = big.mark)) - } - } - - # save old NA setting for kable - opt.old <- options()$knitr.kable.NA - if (is.null(opt$na)) { - opt$na <- "" - } - if (isTRUE(opt$tbl_format == "markdown")) { - # no HTML tags - opt$na <- gsub("<", "(", opt$na, fixed = TRUE) - opt$na <- gsub(">", ")", opt$na, fixed = TRUE) - } - options(knitr.kable.NA = opt$na) - - x.rows <- nrow(x) - x.unprinted <- base::sum(x[(opt$nmax + 1):nrow(x), "count"], na.rm = TRUE) - x.printed <- base::sum(x$count) - x.unprinted - - if (nrow(x) > opt$nmax & isTRUE(opt$tbl_format != "markdown")) { - - if (opt$nmax.set == TRUE) { - nmax <- opt$nmax - } else { - nmax <- getOption("max.print.freq", default = 15) - } - - x <- x[1:nmax,] - - if (opt$nmax.set == TRUE) { - footer <- paste("[ reached `nmax = ", opt$nmax, "`", sep = "") - } else { - footer <- '[ reached getOption("max.print.freq")' - } - footer <- paste(footer, - " -- omitted ", - format(x.rows - opt$nmax, big.mark = opt$big.mark, decimal.mark = opt$decimal.mark), - " entries, n = ", - format(x.unprinted, big.mark = opt$big.mark, decimal.mark = opt$decimal.mark), - " (", - (x.unprinted / (x.unprinted + x.printed)) %>% percent(force_zero = TRUE, decimal.mark = opt$decimal.mark), - ") ]\n", sep = "") - if (opt$tbl_format == "pandoc") { - footer <- silver(footer) # only silver in regular printing - } - } else if (opt$tbl_format == "markdown") { - if (opt$nmax.set == TRUE) { - x <- x[1:opt$nmax,] - footer <- paste("\n(omitted ", - format(x.rows - opt$nmax, big.mark = opt$big.mark, decimal.mark = opt$decimal.mark), - " entries, n = ", - format(x.unprinted, big.mark = opt$big.mark, decimal.mark = opt$decimal.mark), - " [", - (x.unprinted / (x.unprinted + x.printed)) %>% percent(force_zero = TRUE, decimal.mark = opt$decimal.mark), - "])\n", sep = "") - } else { - footer <- NULL - } - } else { - footer <- NULL - } - - if ("item" %in% colnames(x)) { - if (any(class(x$item) %in% c("double", "integer", "numeric", "raw", "single"))) { - x$item <- format(x$item, decimal.mark = opt$decimal.mark, big.mark = opt$big.mark) - } - } else { - opt$column_names <- opt$column_names[!opt$column_names == "Item"] - } - - all_unique <- FALSE - if ("count" %in% colnames(x)) { - if (all(x$count == 1)) { - all_unique <- TRUE - } - x$count <- format(x$count, decimal.mark = opt$decimal.mark, big.mark = opt$big.mark) - } else { - opt$column_names <- opt$column_names[!opt$column_names == "Count"] - } - if ("percent" %in% colnames(x)) { - x$percent <- percent(x$percent, force_zero = TRUE, decimal.mark = opt$decimal.mark) - } else { - opt$column_names <- opt$column_names[!opt$column_names == "Percent"] - } - if ("cum_count" %in% colnames(x)) { - x$cum_count <- format(x$cum_count, decimal.mark = opt$decimal.mark, big.mark = opt$big.mark) - } else { - opt$column_names <- opt$column_names[!opt$column_names == "Cum. Count"] - } - if ("cum_percent" %in% colnames(x)) { - x$cum_percent <- percent(x$cum_percent, force_zero = TRUE, decimal.mark = opt$decimal.mark) - } else { - opt$column_names <- opt$column_names[!opt$column_names == "Cum. Percent"] - } - - if (opt$tbl_format == "markdown") { - cat("\n") - } - - if (is.null(opt$row_names)) { - opt$row_names <- TRUE - } - if (is.null(opt$column_names)) { - opt$column_names <- colnames(x) - } - - print( - knitr::kable(x, - format = opt$tbl_format, - row.names = opt$row_names, - col.names = opt$column_names, - align = opt$column_align, - padding = 1) - ) - - if (!is.null(footer)) { - cat(footer) - } - - if (opt$tbl_format == "markdown") { - cat("\n\n") - } else { - cat("\n") - } - - if (all_unique == TRUE) { - message("NOTE: All observations are unique.") - } - - # reset old kable setting - options(knitr.kable.NA = opt.old) - return(invisible()) - -} - #' @noRd -#' @exportMethod print.frequency_tbl -#' @export -print.frequency_tbl <- print.freq +freq.mo <- function(x, ...) { + # replace with freq.default() if next `clean` version is published on CRAN + freq_def(x = x, ..., + .add_header = list(families = n_distinct(mo_family(x, language = NULL)), + genera = n_distinct(mo_genus(x, language = NULL)), + species = n_distinct(paste(mo_genus(x, language = NULL), + mo_species(x, language = NULL))))) +} +#' @exportMethod freq.rsi +#' @importFrom clean freq +#' @export #' @noRd -#' @exportMethod as.data.frame.freq -#' @export -as.data.frame.freq <- function(x, ...) { - attr(x, "package") <- NULL - attr(x, "opt") <- NULL - as.data.frame.data.frame(x, ...) -} - -#' @exportMethod select.freq -#' @export -#' @importFrom dplyr select -#' @noRd -select.freq <- function(.data, ...) { - select(as.data.frame(.data), ...) -} - -#' @noRd -#' @exportMethod as_tibble.freq -#' @export -#' @importFrom dplyr as_tibble -as_tibble.freq <- function(x, validate = TRUE, ..., rownames = NA) { - attr(x, "package") <- NULL - attr(x, "opt") <- NULL - as_tibble(x = as.data.frame(x), validate = validate, ..., rownames = rownames) -} - -#' @noRd -#' @exportMethod hist.freq -#' @export -#' @importFrom graphics hist -hist.freq <- function(x, breaks = "Sturges", main = NULL, xlab = NULL, ...) { - opt <- attr(x, "opt") - if (!class(x$item) %in% c("numeric", "double", "integer", "Date")) { - stop("`x` must be numeric or Date.", call. = FALSE) - } - if (!is.null(opt$vars)) { - title <- opt$vars - } else if (!is.null(opt$data)) { - title <- opt$data +freq.rsi <- function(x, ...) { + x_name <- deparse(substitute(x)) + x_name <- gsub(".*[$]", "", x_name) + ab <- suppressMessages(suppressWarnings(AMR::as.ab(x_name))) + if (!is.na(ab)) { + freq_def(x = x, ..., + .add_header = list(Drug = paste0(ab_name(ab), " (", ab, ", ", ab_atc(ab), ")"), + group = ab_group(ab), + `%SI` = portion_SI(x, minimum = 0, as_percent = TRUE))) } else { - title <- "frequency table" - } - if (class(x$item) == "Date") { - x <- as.Date(as.vector(x), origin = "1970-01-01") - } else { - x <- as.vector(x) - } - if (is.null(main)) { - main <- paste("Histogram of", title) - } - if (is.null(xlab)) { - xlab <- title - } - hist(x, main = main, xlab = xlab, breaks = breaks, ...) -} - -#' @noRd -#' @exportMethod boxplot.freq -#' @export -#' @importFrom graphics boxplot -boxplot.freq <- function(x, main = NULL, xlab = NULL, ...) { - opt <- attr(x, "opt") - x.bak <- x - if (!class(x$item) %in% c("numeric", "double", "integer", "Date")) { - stop("`x` must be numeric or Date.", call. = FALSE) - } - if (!is.null(opt$vars)) { - title <- opt$vars - } else if (!is.null(opt$data)) { - title <- opt$data - } else { - title <- "frequency table" - } - if (class(x$item) == "Date") { - x <- as.Date(as.vector(x), origin = "1970-01-01") - } else { - x <- as.vector(x) - } - if (is.null(main)) { - main <- paste("Boxplot of", title) - } - if (is.null(xlab)) { - xlab <- title - } - if (!is.null(opt$group_var) & isTRUE(length(opt$group_var) > 0)) { - # support for grouped frequency table - x.new <- data.frame(group = character(0), item = character(0)) - for (i in 1:nrow(x.bak)) { - if (x.bak[i, "group"] == "") { - x.bak[i, "group"] <- x.bak[i - 1, "group"] - } - for (j in 1:x.bak[i, "count"]) { - x.new <- rbind(x.new, - data.frame(group = x.bak[i, "group"], - item = x.bak[i, "item"])) - } - } - boxplot(item ~ group, data = x.bak, main = main, ylab = xlab, xlab = opt$group_var, ...) - } else { - boxplot(x, main = main, xlab = xlab, ...) - } -} - -#' @noRd -#' @exportMethod plot.freq -#' @export -plot.freq <- function(x, y, ...) { - opt <- attr(x, "opt") - if (!is.null(opt$vars)) { - title <- opt$vars - } else { - title <- "" - } - plot(x = x$item, y = x$count, ylab = "Count", xlab = title, ...) -} - -#' @noRd -#' @exportMethod as.vector.freq -#' @export -as.vector.freq <- function(x, mode = "any") { - as.vector(rep(x$item, x$count), mode = mode) -} - -#' @noRd -#' @exportMethod format.freq -#' @export -format.freq <- function(x, digits = 1, ...) { - opt <- attr(x, "opt") - if (opt$nmax.set == TRUE) { - nmax <- opt$nmax - } else { - nmax <- getOption("max.print.freq", default = 15) - } - - x <- x[1:nmax,] - x$percent <- percent(x$percent, round = digits, force_zero = TRUE) - x$cum_percent <- percent(x$cum_percent, round = digits, force_zero = TRUE) - base::format.data.frame(x, ...) -} - -#' @importFrom data.table address -get_data_source_name <- function(x, else_txt = NULL) { - obj_addr <- address(x) - # try global environment - addrs <- unlist(lapply(ls(".GlobalEnv"), function(x) address(get(x)))) - res <- ls(".GlobalEnv")[addrs == obj_addr] - if (length(res) == 0) { - # check AMR package - some users might use our data sets for testing - addrs <- unlist(lapply(ls("package:AMR"), function(x) address(get(x)))) - res <- ls("package:AMR")[addrs == obj_addr] - } - if (length(res) == 0) { - else_txt - } else { - res + freq_def(x = x, ..., + .add_header = list(`%SI` = portion_SI(x, minimum = 0, as_percent = TRUE))) } } diff --git a/_pkgdown.yml b/_pkgdown.yml index 380e5f53..b230db94 100644 --- a/_pkgdown.yml +++ b/_pkgdown.yml @@ -62,12 +62,6 @@ navbar: - text: "Get properties of an antibiotic" icon: "fa-capsules" href: "reference/ab_property.html" # reference instead of article - - text: "Create frequency tables" - icon: "fa-sort-amount-down" - href: "articles/freq.html" -# - text: "Use the G-test" -# icon: "fa-clipboard-check" -# href: "reference/g.test.html" # reference instead of article - text: "Other: benchmarks" icon: "fa-shipping-fast" href: "articles/benchmarks.html" @@ -130,13 +124,12 @@ reference: - title: "Analysing your data" desc: > Functions for conducting AMR analysis, like counting isolates, calculating - resistance or susceptibility, creating frequency tables or make plots. + resistance or susceptibility, or make plots. contents: - "`availability`" - "`count`" - "`portion`" - "`filter_ab_class`" - - "`freq`" - "`g.test`" - "`ggplot_rsi`" - "`kurtosis`" diff --git a/docs/LICENSE-text.html b/docs/LICENSE-text.html index bcc8c1b6..9aba1cdb 100644 --- a/docs/LICENSE-text.html +++ b/docs/LICENSE-text.html @@ -78,7 +78,7 @@ AMR (for R) - 0.7.1.9014 + 0.7.1.9015 @@ -156,13 +156,6 @@ Get properties of an antibiotic -
  • - - - - Create frequency tables - -
  • diff --git a/docs/articles/AMR.html b/docs/articles/AMR.html index f1537c11..bed45232 100644 --- a/docs/articles/AMR.html +++ b/docs/articles/AMR.html @@ -40,7 +40,7 @@ AMR (for R) - 0.7.1.9012 + 0.7.1.9015 @@ -118,13 +118,6 @@ Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • @@ -192,7 +185,7 @@

    How to conduct AMR analysis

    Matthijs S. Berends

    -

    10 July 2019

    +

    29 July 2019

    @@ -201,7 +194,7 @@ -

    Note: values on this page will change with every website update since they are based on randomly created values and the page was written in R Markdown. However, the methodology remains unchanged. This page was generated on 10 July 2019.

    +

    Note: values on this page will change with every website update since they are based on randomly created values and the page was written in R Markdown. However, the methodology remains unchanged. This page was generated on 29 July 2019.

    Introduction

    @@ -217,21 +210,21 @@ -2019-07-10 +2019-07-29 abcd Escherichia coli S S -2019-07-10 +2019-07-29 abcd Escherichia coli S R -2019-07-10 +2019-07-29 efgh Escherichia coli R @@ -327,42 +320,9 @@ -2011-07-20 -X1 -Hospital C -Staphylococcus aureus -R -I -S -S -F - - -2017-12-18 -Q8 -Hospital B -Streptococcus pneumoniae -S -S -S -S -F - - -2015-12-08 -X5 -Hospital B -Staphylococcus aureus -S -S -R -R -F - - -2011-12-08 -X3 -Hospital B +2017-01-19 +U10 +Hospital A Klebsiella pneumoniae S S @@ -370,27 +330,60 @@ S F + +2011-09-03 +T7 +Hospital B +Escherichia coli +I +S +S +R +F + -2011-01-02 -E1 +2011-12-04 +U5 Hospital A -Streptococcus pneumoniae +Staphylococcus aureus R S +R +S +F + + +2014-06-26 +O1 +Hospital A +Staphylococcus aureus +S +I +S +S +F + + +2012-08-04 +G2 +Hospital B +Streptococcus pneumoniae +R +R S S M -2012-10-22 -K1 -Hospital C +2015-05-10 +W8 +Hospital B Streptococcus pneumoniae S S S S -M +F @@ -400,9 +393,11 @@

    Cleaning the data

    -

    Use the frequency table function freq() to look specifically for unique values in any variable. For example, for the gender variable:

    -
    data %>% freq(gender) # this would be the same: freq(data$gender)
    -
    # Frequency table of `gender` from `data` (20,000 x 9) 
    +

    We also created a package dedicated to data cleaning and checking, called the clean package. It gets automatically installed with the AMR package, so we only have to load it:

    +
    library(clean)
    +

    Use the frequency table function freq() from this clean package to look specifically for unique values in any variable. For example, for the gender variable:

    +
    data %>% freq(gender) # this would be the same: freq(data$gender)
    +
    # Frequency table 
     # 
     # Class:   factor (numeric)
     # Length:  20,000 (of which NA: 0 = 0.00%)
    @@ -411,82 +406,82 @@
     # 
     #      Item     Count   Percent   Cum. Count   Cum. Percent
     # ---  -----  -------  --------  -----------  -------------
    -# 1    M       10,454     52.3%       10,454          52.3%
    -# 2    F        9,546     47.7%       20,000         100.0%
    +# 1 M 10,424 52.1% 10,424 52.1% +# 2 F 9,576 47.9% 20,000 100.0%

    So, we can draw at least two conclusions immediately. From a data scientists perspective, the data looks clean: only values M and F. From a researchers perspective: there are slightly more men. Nothing we didn’t already know.

    The data is already quite clean, but we still need to transform some variables. The bacteria column now consists of text, and we want to add more variables based on microbial IDs later on. So, we will transform this column to valid IDs. The mutate() function of the dplyr package makes this really easy:

    -
    data <- data %>%
    -  mutate(bacteria = as.mo(bacteria))
    -

    We also want to transform the antibiotics, because in real life data we don’t know if they are really clean. The as.rsi() function ensures reliability and reproducibility in these kind of variables. The mutate_at() will run the as.rsi() function on defined variables:

    data <- data %>%
    -  mutate_at(vars(AMX:GEN), as.rsi)
    + mutate(bacteria = as.mo(bacteria))
    +

    We also want to transform the antibiotics, because in real life data we don’t know if they are really clean. The as.rsi() function ensures reliability and reproducibility in these kind of variables. The mutate_at() will run the as.rsi() function on defined variables:

    +
    data <- data %>%
    +  mutate_at(vars(AMX:GEN), as.rsi)

    Finally, we will apply EUCAST rules on our antimicrobial results. In Europe, most medical microbiological laboratories already apply these rules. Our package features their latest insights on intrinsic resistance and exceptional phenotypes. Moreover, the eucast_rules() function can also apply additional rules, like forcing ampicillin = R when amoxicillin/clavulanic acid = R.

    Because the amoxicillin (column AMX) and amoxicillin/clavulanic acid (column AMC) in our data were generated randomly, some rows will undoubtedly contain AMX = S and AMC = R, which is technically impossible. The eucast_rules() fixes this:

    -
    data <- eucast_rules(data, col_mo = "bacteria")
    -# 
    -# Rules by the European Committee on Antimicrobial Susceptibility Testing (EUCAST)
    -# http://eucast.org/
    -# 
    -# EUCAST Clinical Breakpoints (v9.0, 2019)
    -# Aerococcus sanguinicola (no new changes)
    -# Aerococcus urinae (no new changes)
    -# Anaerobic Gram-negatives (no new changes)
    -# Anaerobic Gram-positives (no new changes)
    -# Campylobacter coli (no new changes)
    -# Campylobacter jejuni (no new changes)
    -# Enterobacteriales (Order) (no new changes)
    -# Enterococcus (no new changes)
    -# Haemophilus influenzae (no new changes)
    -# Kingella kingae (no new changes)
    -# Moraxella catarrhalis (no new changes)
    -# Pasteurella multocida (no new changes)
    -# Staphylococcus (no new changes)
    -# Streptococcus groups A, B, C, G (no new changes)
    -# Streptococcus pneumoniae (1,481 new changes)
    -# Viridans group streptococci (no new changes)
    -# 
    -# EUCAST Expert Rules, Intrinsic Resistance and Exceptional Phenotypes (v3.1, 2016)
    -# Table 01: Intrinsic resistance in Enterobacteriaceae (1,328 new changes)
    -# Table 02: Intrinsic resistance in non-fermentative Gram-negative bacteria (no new changes)
    -# Table 03: Intrinsic resistance in other Gram-negative bacteria (no new changes)
    -# Table 04: Intrinsic resistance in Gram-positive bacteria (2,778 new changes)
    -# Table 08: Interpretive rules for B-lactam agents and Gram-positive cocci (no new changes)
    -# Table 09: Interpretive rules for B-lactam agents and Gram-negative rods (no new changes)
    -# Table 11: Interpretive rules for macrolides, lincosamides, and streptogramins (no new changes)
    -# Table 12: Interpretive rules for aminoglycosides (no new changes)
    -# Table 13: Interpretive rules for quinolones (no new changes)
    -# 
    -# Other rules
    -# Non-EUCAST: amoxicillin/clav acid = S where ampicillin = S (2,245 new changes)
    -# Non-EUCAST: ampicillin = R where amoxicillin/clav acid = R (118 new changes)
    -# Non-EUCAST: piperacillin = R where piperacillin/tazobactam = R (no new changes)
    -# Non-EUCAST: piperacillin/tazobactam = S where piperacillin = S (no new changes)
    -# Non-EUCAST: trimethoprim = R where trimethoprim/sulfa = R (no new changes)
    -# Non-EUCAST: trimethoprim/sulfa = S where trimethoprim = S (no new changes)
    -# 
    -# --------------------------------------------------------------------------
    -# EUCAST rules affected 6,581 out of 20,000 rows, making a total of 7,950 edits
    -# => added 0 test results
    -# 
    -# => changed 7,950 test results
    -#    - 120 test results changed from S to I
    -#    - 4,812 test results changed from S to R
    -#    - 1,089 test results changed from I to S
    -#    - 317 test results changed from I to R
    -#    - 1,588 test results changed from R to S
    -#    - 24 test results changed from R to I
    -# --------------------------------------------------------------------------
    -# 
    -# Use verbose = TRUE (on your original data) to get a data.frame with all specified edits instead.
    +
    data <- eucast_rules(data, col_mo = "bacteria")
    +# 
    +# Rules by the European Committee on Antimicrobial Susceptibility Testing (EUCAST)
    +# http://eucast.org/
    +# 
    +# EUCAST Clinical Breakpoints (v9.0, 2019)
    +# Aerococcus sanguinicola (no new changes)
    +# Aerococcus urinae (no new changes)
    +# Anaerobic Gram-negatives (no new changes)
    +# Anaerobic Gram-positives (no new changes)
    +# Campylobacter coli (no new changes)
    +# Campylobacter jejuni (no new changes)
    +# Enterobacteriales (Order) (no new changes)
    +# Enterococcus (no new changes)
    +# Haemophilus influenzae (no new changes)
    +# Kingella kingae (no new changes)
    +# Moraxella catarrhalis (no new changes)
    +# Pasteurella multocida (no new changes)
    +# Staphylococcus (no new changes)
    +# Streptococcus groups A, B, C, G (no new changes)
    +# Streptococcus pneumoniae (1,485 new changes)
    +# Viridans group streptococci (no new changes)
    +# 
    +# EUCAST Expert Rules, Intrinsic Resistance and Exceptional Phenotypes (v3.1, 2016)
    +# Table 01: Intrinsic resistance in Enterobacteriaceae (1,312 new changes)
    +# Table 02: Intrinsic resistance in non-fermentative Gram-negative bacteria (no new changes)
    +# Table 03: Intrinsic resistance in other Gram-negative bacteria (no new changes)
    +# Table 04: Intrinsic resistance in Gram-positive bacteria (2,746 new changes)
    +# Table 08: Interpretive rules for B-lactam agents and Gram-positive cocci (no new changes)
    +# Table 09: Interpretive rules for B-lactam agents and Gram-negative rods (no new changes)
    +# Table 11: Interpretive rules for macrolides, lincosamides, and streptogramins (no new changes)
    +# Table 12: Interpretive rules for aminoglycosides (no new changes)
    +# Table 13: Interpretive rules for quinolones (no new changes)
    +# 
    +# Other rules
    +# Non-EUCAST: amoxicillin/clav acid = S where ampicillin = S (2,284 new changes)
    +# Non-EUCAST: ampicillin = R where amoxicillin/clav acid = R (116 new changes)
    +# Non-EUCAST: piperacillin = R where piperacillin/tazobactam = R (no new changes)
    +# Non-EUCAST: piperacillin/tazobactam = S where piperacillin = S (no new changes)
    +# Non-EUCAST: trimethoprim = R where trimethoprim/sulfa = R (no new changes)
    +# Non-EUCAST: trimethoprim/sulfa = S where trimethoprim = S (no new changes)
    +# 
    +# --------------------------------------------------------------------------
    +# EUCAST rules affected 6,581 out of 20,000 rows, making a total of 7,943 edits
    +# => added 0 test results
    +# 
    +# => changed 7,943 test results
    +#    - 100 test results changed from S to I
    +#    - 4,767 test results changed from S to R
    +#    - 1,140 test results changed from I to S
    +#    - 315 test results changed from I to R
    +#    - 1,602 test results changed from R to S
    +#    - 19 test results changed from R to I
    +# --------------------------------------------------------------------------
    +# 
    +# Use verbose = TRUE (on your original data) to get a data.frame with all specified edits instead.

    Adding new variables

    Now that we have the microbial ID, we can add some taxonomic properties:

    -
    data <- data %>% 
    -  mutate(gramstain = mo_gramstain(bacteria),
    -         genus = mo_genus(bacteria),
    -         species = mo_species(bacteria))
    +
    data <- data %>% 
    +  mutate(gramstain = mo_gramstain(bacteria),
    +         genus = mo_genus(bacteria),
    +         species = mo_species(bacteria))

    First isolates

    @@ -497,23 +492,23 @@

    (…) When preparing a cumulative antibiogram to guide clinical decisions about empirical antimicrobial therapy of initial infections, only the first isolate of a given species per patient, per analysis period (eg, one year) should be included, irrespective of body site, antimicrobial susceptibility profile, or other phenotypical characteristics (eg, biotype). The first isolate is easily identified, and cumulative antimicrobial susceptibility test data prepared using the first isolate are generally comparable to cumulative antimicrobial susceptibility test data calculated by other methods, providing duplicate isolates are excluded.
    M39-A4 Analysis and Presentation of Cumulative Antimicrobial Susceptibility Test Data, 4th Edition. CLSI, 2014. Chapter 6.4

    This AMR package includes this methodology with the first_isolate() function. It adopts the episode of a year (can be changed by user) and it starts counting days after every selected isolate. This new variable can easily be added to our data:

    - -

    So only 28.4% is suitable for resistance analysis! We can now filter on it with the filter() function, also from the dplyr package:

    - -

    For future use, the above two syntaxes can be shortened with the filter_first_isolate() function:

    + +

    So only 28.5% is suitable for resistance analysis! We can now filter on it with the filter() function, also from the dplyr package:

    + filter(first == TRUE)
    +

    For future use, the above two syntaxes can be shortened with the filter_first_isolate() function:

    +

    First weighted isolates

    -

    We made a slight twist to the CLSI algorithm, to take into account the antimicrobial susceptibility profile. Have a look at all isolates of patient B6, sorted on date:

    +

    We made a slight twist to the CLSI algorithm, to take into account the antimicrobial susceptibility profile. Have a look at all isolates of patient S2, sorted on date:

    @@ -529,21 +524,21 @@ - - + + - - + + - - + + - + @@ -551,21 +546,21 @@ - - + + + + + - - - - - + + - + @@ -573,8 +568,8 @@ - - + + @@ -584,10 +579,10 @@ - - + + - + @@ -595,8 +590,8 @@ - - + + @@ -606,32 +601,32 @@ - - + + - - + + - - + + - + - - + + - + @@ -639,18 +634,18 @@
    isolate
    12010-02-26B62010-03-05S2 B_ESCHR_COLR SRSS S TRUE
    22010-05-20B62010-03-09S2 B_ESCHR_COLRS S S S
    32010-05-28B62010-08-25S2 B_ESCHR_COLSSR RSSS FALSE
    42010-06-27B62010-09-20S2 B_ESCHR_COLRS S S S
    52010-09-06B62010-10-11S2 B_ESCHR_COL R S
    62010-10-16B62011-02-11S2 B_ESCHR_COLRS S S S
    72010-10-20B62011-02-24S2 B_ESCHR_COL S S
    82010-11-01B62011-03-12S2 B_ESCHR_COL S SS RFALSESTRUE
    92010-11-14B62011-04-21S2 B_ESCHR_COL S SSR S FALSE
    102011-01-25B62011-05-04S2 B_ESCHR_COLRS S S S
    -

    Only 1 isolates are marked as ‘first’ according to CLSI guideline. But when reviewing the antibiogram, it is obvious that some isolates are absolutely different strains and should be included too. This is why we weigh isolates, based on their antibiogram. The key_antibiotics() function adds a vector with 18 key antibiotics: 6 broad spectrum ones, 6 small spectrum for Gram negatives and 6 small spectrum for Gram positives. These can be defined by the user.

    +

    Only 2 isolates are marked as ‘first’ according to CLSI guideline. But when reviewing the antibiogram, it is obvious that some isolates are absolutely different strains and should be included too. This is why we weigh isolates, based on their antibiogram. The key_antibiotics() function adds a vector with 18 key antibiotics: 6 broad spectrum ones, 6 small spectrum for Gram negatives and 6 small spectrum for Gram positives. These can be defined by the user.

    If a column exists with a name like ‘key(…)ab’ the first_isolate() function will automatically use it and determine the first weighted isolates. Mind the NOTEs in below output:

    - + @@ -667,80 +662,44 @@ - - + + - - + + - - + + - + - + - - + + + + + - - - - + - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + @@ -749,36 +708,72 @@ + + + + + + + + + + + + - - - + + + - + + + + + + + + + + + + + + + + + + + + + + + + + - - + + - + - + - - + + - + @@ -787,16 +782,16 @@
    isolate
    12010-02-26B62010-03-05S2 B_ESCHR_COLR SRSS S TRUE TRUE
    22010-05-20B62010-03-09S2 B_ESCHR_COLRS S S S FALSETRUEFALSE
    32010-05-28B62010-08-25S2 B_ESCHR_COLSSR RSSSFALSE FALSETRUE
    42010-06-27B6B_ESCHR_COLRSSSFALSEFALSE
    52010-09-06B6B_ESCHR_COLRSSSFALSEFALSE
    62010-10-16B6B_ESCHR_COLRSSSFALSEFALSE
    72010-10-20B62010-09-20S2 B_ESCHR_COL S SFALSE TRUE
    52010-10-11S2B_ESCHR_COLRSSSFALSETRUE
    82010-11-01B662011-02-11S2 B_ESCHR_COL S S SRS FALSE TRUE
    72011-02-24S2B_ESCHR_COLSSSSFALSEFALSE
    82011-03-12S2B_ESCHR_COLSSRSTRUETRUE
    92010-11-14B62011-04-21S2 B_ESCHR_COL S SSR S FALSETRUEFALSE
    102011-01-25B62011-05-04S2 B_ESCHR_COLRS S S S
    -

    Instead of 1, now 6 isolates are flagged. In total, 75% of all isolates are marked ‘first weighted’ - 46.6% more than when using the CLSI guideline. In real life, this novel algorithm will yield 5-10% more isolates than the classic CLSI guideline.

    +

    Instead of 2, now 7 isolates are flagged. In total, 75.7% of all isolates are marked ‘first weighted’ - 47.2% more than when using the CLSI guideline. In real life, this novel algorithm will yield 5-10% more isolates than the classic CLSI guideline.

    As with filter_first_isolate(), there’s a shortcut for this new algorithm too:

    - -

    So we end up with 15,003 isolates for analysis.

    + +

    So we end up with 15,136 isolates for analysis.

    We can remove unneeded columns:

    - +

    Now our data looks like:

    -
    head(data_1st)
    +
    head(data_1st)
    @@ -817,30 +812,30 @@ - - + + - - + + - - - + + + - - - + + + - + - + @@ -849,25 +844,25 @@ - - - - - + + + + + - - - + + + - - - + + + @@ -880,35 +875,35 @@ - - - - - + + + + + + - - - - + + + - - - - - - - + + + + + + + + - - - + + @@ -923,14 +918,14 @@

    Dispersion of species

    -

    To just get an idea how the species are distributed, create a frequency table with our freq() function. We created the genus and species column earlier based on the microbial ID. With paste(), we can concatenate them together.

    -

    The freq() function can be used like the base R language was intended:

    -
    freq(paste(data_1st$genus, data_1st$species))
    +

    To just get an idea how the species are distributed, create a frequency table with our freq() function. We created the genus and species column earlier based on the microbial ID. With paste(), we can concatenate them together.

    +

    The freq() function can be used like the base R language was intended:

    +
    freq(paste(data_1st$genus, data_1st$species))

    Or can be used like the dplyr way, which is easier readable:

    -
    data_1st %>% freq(genus, species)
    -

    Frequency table of genus and species from data_1st (15,003 x 13)

    -

    Columns: 2
    -Length: 15,003 (of which NA: 0 = 0.00%)
    +

    data_1st %>% freq(genus, species)
    +

    Frequency table

    +

    Class: character
    +Length: 15,136 (of which NA: 0 = 0.00%)
    Unique: 4

    Shortest: 16
    Longest: 24

    @@ -947,33 +942,33 @@ Longest: 24

    - - - - + + + + - - - - + + + + - - - - + + + + - - - + + + @@ -983,12 +978,12 @@ Longest: 24

    Resistance percentages

    The functions portion_S(), portion_SI(), portion_I(), portion_IR() and portion_R() can be used to determine the portion of a specific antimicrobial outcome. As per the EUCAST guideline of 2019, we calculate resistance as the portion of R (portion_R()) and susceptibility as the portion of S and I (portion_SI()). These functions can be used on their own:

    - +

    Or can be used in conjuction with group_by() and summarise(), both from the dplyr package:

    -
    data_1st %>% 
    -  group_by(hospital) %>% 
    -  summarise(amoxicillin = portion_R(AMX))
    +
    data_1st %>% 
    +  group_by(hospital) %>% 
    +  summarise(amoxicillin = portion_R(AMX))
    22017-12-18Q82011-09-03T7 Hospital BB_STRPT_PNESB_ESCHR_COLI S S R FGram-positiveStreptococcuspneumoniaeGram-negativeEscherichiacoli TRUE
    32015-12-08X5Hospital B2011-12-04U5Hospital A B_STPHY_AURSR S RRS F Gram-positive Staphylococcus
    42011-12-08X3Hospital BB_KLBSL_PNER2014-06-26O1Hospital AB_STPHY_AURS S S S FGram-negativeKlebsiellapneumoniaeGram-positiveStaphylococcusaureus TRUE
    52011-01-02E1Hospital A2012-08-04G2Hospital B B_STRPT_PNE R RTRUE
    62012-10-22K1Hospital CB_STRPT_PNE72012-11-12G6Hospital BB_ESCHR_COLS S S SR MGram-positiveStreptococcuspneumoniaeGram-negativeEscherichiacoli TRUE
    72016-07-14C5Hospital DB_STRPT_PNERR82017-07-19G4Hospital CB_STPHY_AURSSS SR M Gram-positiveStreptococcuspneumoniaeStaphylococcusaureus TRUE
    1 Escherichia coli7,25148.3%7,25148.3%7,45849.3%7,45849.3%
    2 Staphylococcus aureus3,83425.6%11,08573.9%3,73924.7%11,19774.0%
    3 Streptococcus pneumoniae2,32815.5%13,41389.4%2,36215.6%13,55989.6%
    4 Klebsiella pneumoniae1,59010.6%15,0031,57710.4%15,136 100.0%
    @@ -997,27 +992,27 @@ Longest: 24

    - + - + - + - +
    hospital
    Hospital A0.46987150.4701912
    Hospital B0.47079170.4536024
    Hospital C0.45487530.4589011
    Hospital D0.48474030.4714194

    Of course it would be very convenient to know the number of isolates responsible for the percentages. For that purpose the n_rsi() can be used, which works exactly like n_distinct() from the dplyr package. It counts all isolates available for every group (i.e. values S, I or R):

    -
    data_1st %>% 
    -  group_by(hospital) %>% 
    -  summarise(amoxicillin = portion_R(AMX),
    -            available = n_rsi(AMX))
    +
    data_1st %>% 
    +  group_by(hospital) %>% 
    +  summarise(amoxicillin = portion_R(AMX),
    +            available = n_rsi(AMX))
    @@ -1027,32 +1022,32 @@ Longest: 24

    - - + + - - + + - - + + - - + +
    hospital
    Hospital A0.469871545140.47019124445
    Hospital B0.470791752040.45360245302
    Hospital C0.454875322050.45890112275
    Hospital D0.484740330800.47141943114

    These functions can also be used to get the portion of multiple antibiotics, to calculate empiric susceptibility of combination therapies very easily:

    - + @@ -1063,94 +1058,94 @@ Longest: 24

    - - - + + + - - - + + + - - - + + + - + - +
    genus
    Escherichia0.92332090.89394570.99420770.92491280.89246450.9945025
    Klebsiella0.83144650.91509430.98742140.83386180.89283450.9822448
    Staphylococcus0.92383930.91601460.99217530.91521800.91842740.9946510
    Streptococcus0.61211340.6147333 0.00000000.61211340.6147333

    To make a transition to the next part, let’s see how this difference could be plotted:

    -
    data_1st %>% 
    -  group_by(genus) %>% 
    -  summarise("1. Amoxi/clav" = portion_SI(AMC),
    -            "2. Gentamicin" = portion_SI(GEN),
    -            "3. Amoxi/clav + genta" = portion_SI(AMC, GEN)) %>% 
    -  tidyr::gather("antibiotic", "S", -genus) %>%
    -  ggplot(aes(x = genus,
    -             y = S,
    -             fill = antibiotic)) +
    -  geom_col(position = "dodge2")
    +
    data_1st %>% 
    +  group_by(genus) %>% 
    +  summarise("1. Amoxi/clav" = portion_SI(AMC),
    +            "2. Gentamicin" = portion_SI(GEN),
    +            "3. Amoxi/clav + genta" = portion_SI(AMC, GEN)) %>% 
    +  tidyr::gather("antibiotic", "S", -genus) %>%
    +  ggplot(aes(x = genus,
    +             y = S,
    +             fill = antibiotic)) +
    +  geom_col(position = "dodge2")

    Plots

    To show results in plots, most R users would nowadays use the ggplot2 package. This package lets you create plots in layers. You can read more about it on their website. A quick example would look like these syntaxes:

    -
    ggplot(data = a_data_set,
    -       mapping = aes(x = year,
    -                     y = value)) +
    -  geom_col() +
    -  labs(title = "A title",
    -       subtitle = "A subtitle",
    -       x = "My X axis",
    -       y = "My Y axis")
    -
    -# or as short as:
    -ggplot(a_data_set) +
    -  geom_bar(aes(year))
    +
    ggplot(data = a_data_set,
    +       mapping = aes(x = year,
    +                     y = value)) +
    +  geom_col() +
    +  labs(title = "A title",
    +       subtitle = "A subtitle",
    +       x = "My X axis",
    +       y = "My Y axis")
    +
    +# or as short as:
    +ggplot(a_data_set) +
    +  geom_bar(aes(year))

    The AMR package contains functions to extend this ggplot2 package, for example geom_rsi(). It automatically transforms data with count_df() or portion_df() and show results in stacked bars. Its simplest and shortest example:

    -
    ggplot(data_1st) +
    -  geom_rsi(translate_ab = FALSE)
    +
    ggplot(data_1st) +
    +  geom_rsi(translate_ab = FALSE)

    Omit the translate_ab = FALSE to have the antibiotic codes (AMX, AMC, CIP, GEN) translated to official WHO names (amoxicillin, amoxicillin/clavulanic acid, ciprofloxacin, gentamicin).

    If we group on e.g. the genus column and add some additional functions from our package, we can create this:

    - +

    To simplify this, we also created the ggplot_rsi() function, which combines almost all above functions:

    - +

    @@ -1158,33 +1153,33 @@ Longest: 24

    Independence test

    The next example uses the included septic_patients, which is an anonymised data set containing 2,000 microbial blood culture isolates with their full antibiograms found in septic patients in 4 different hospitals in the Netherlands, between 2001 and 2017. It is true, genuine data. This data.frame can be used to practice AMR analysis.

    We will compare the resistance to fosfomycin (column FOS) in hospital A and D. The input for the fisher.test() can be retrieved with a transformation like this:

    -
    check_FOS <- septic_patients %>%
    -  filter(hospital_id %in% c("A", "D")) %>% # filter on only hospitals A and D
    -  select(hospital_id, FOS) %>%             # select the hospitals and fosfomycin
    -  group_by(hospital_id) %>%                # group on the hospitals
    -  count_df(combine_SI = TRUE) %>%          # count all isolates per group (hospital_id)
    -  tidyr::spread(hospital_id, value) %>%    # transform output so A and D are columns
    -  select(A, D) %>%                         # and select these only
    -  as.matrix()                              # transform to good old matrix for fisher.test()
    -
    -check_FOS
    -#       A  D
    -# [1,] 25 77
    -# [2,] 24 33
    +
    check_FOS <- septic_patients %>%
    +  filter(hospital_id %in% c("A", "D")) %>% # filter on only hospitals A and D
    +  select(hospital_id, FOS) %>%             # select the hospitals and fosfomycin
    +  group_by(hospital_id) %>%                # group on the hospitals
    +  count_df(combine_SI = TRUE) %>%          # count all isolates per group (hospital_id)
    +  tidyr::spread(hospital_id, value) %>%    # transform output so A and D are columns
    +  select(A, D) %>%                         # and select these only
    +  as.matrix()                              # transform to good old matrix for fisher.test()
    +
    +check_FOS
    +#       A  D
    +# [1,] 25 77
    +# [2,] 24 33

    We can apply the test now with:

    - +

    As can be seen, the p value is 0.031, which means that the fosfomycin resistances found in hospital A and D are really different.

    diff --git a/docs/articles/AMR_files/figure-html/plot 1-1.png b/docs/articles/AMR_files/figure-html/plot 1-1.png index 4b81035a6d118657afb6daac5185bac473bb822a..7e48e6a05e0ab4eca97d50bb67703021528c80cf 100644 GIT binary patch literal 64905 zcmeFabySpX^fn3zf<-8yl8TB*iFA*Fh?I1O~*0%P_j|`1Xq)co~>@AFyq;BEi35JHM z>YCH3Qi@kNm@!{!SGMMT=J-zH)a6sJ)Og<(mHUj2^4mm7^ABB|d$_&Q9`mJLkf#Fs zRzdQCC-*`;<)@lbU#6=lvSINeuE^t;hkBTny#jtHOSIQ0h#O3~B!nnWQ zLEJmk!t^`)WOo3OsX$AKxq5C!*6(2z%arDK=SX^Ej#p)fM z>|x@}YD8*IanJ?t*{A%Q?2{Y;9Rjn>${z=^GG8^k`RM$qluv78Lxiw4uv|NCy~%zL zuAI0rJH5ac*W%%JXCG7Pc5mCu9wD?m?>V>mG>U_G9~u4n3Du`30X}c<-rSy@Jjfrp zPk!W_<@sr8AI_I4q}p6ly708Q4w;iQ0zHf})QcEDrKH0Qw3Xc(8jk)e$bzDy42*tyzu%qMD1Lhe|NRQs2%%MCNr2p2G zhIY1AbVIl(w(Vne-RpzTpY@-hKeQKJd+0Czn7ZKnepohjx5;|eGachI65i|r1QJ)y zF`XWK(xG=ldOO1I2L462AW^yPS9Aqu9#D?@mc(&8mYg^DVY3=Vm& z$?7QgXS0)*JZElU-6PVi+Hcg)*O_M*P%N1|mr$p=JQ>Bz0|%* ztF@v)wtmT4!@))MJpAYs_1f3ihQJ2;O}q8)>STAlqrSw>=56VUYT9y=-p!6C!dRl! z&dG<~$=-Uhq;I{Nn(6UalkJsXK{}j!IdaRPio9KlfI`@&8dbT zxR+0`C3m2zsxtrRH7mWEt(;)>%`+jFZa)lp&9AcaL4EV>#Ylx|B@1$85#=)(`8_wu z{0q~Zli&n<`}DmTHU&xxUB+Wx1e)E#HjAg)s9a>aUKyRw?{v^k~T?47KwmRMifBcB|yXE}U}1w;~R##bHt#9@b7cxItK_(=#))gwA5 zR`Kv)c+z)ns<`4WjUKC1RUMW1)(~>zY5)m!%=y5mv`8Z%s+rE=;obYDahjTOwpwwK zhwL13^<5`DdfD0h>Fn>dY2K$(I??ndiC2z7@j)!*i<<`r&I!XpJBc1#blX)sBVLJE zw9d+y)oRtYR)?_qT8qDpQ%%TPRg0zwjUCYbNPUwmipRD$Njei<_O$>M?Oc6kMHRJKJ)dzhw|5V5_XCo!8KHJrp^ll1aqW@ zs;szgOp@ev6vrci`zGBcBV;J5t&#z1I=LhL8c2?ZBRJHIw)*8o`RllHS$4z+j;=d2Y ze^dR-(fWUNb5#x3r0(hEn}1Dq{2n2dM!|eH)i_KjEiFtIAugutK98KwNKd?fXI#%qoS5`X^|Jxk>xi=o*`Q76D znD4qi>DVRBf)rW#kTP>2=o_Y}TVBR%Z(EM#&7)i8E9Hw_rvye`kcuq5r$jZiF3cu+ zuIhlzMD=AI!=evawNeBidl-B0kXCL@LmG^>74`>Ly#TSjv@;-)vZ$@u< zn5mwBMp&*=yPBZeJig4JhpBX|cy4tatkiLKCg0o}ACO2s(d7C)WxhI&>hrMy%Oxi-g+N|yRL+`H)_H0qc2{$w5Z&01q3qByksCWCgh zccS&&S+#wvTVuEf(ON4OiunXMjR@tv+S7EZM;+=<3CJ2Zg~@@Fr{IHb(eDZqS<$fT zea)&|;KN_lK&_ox+^;7hqTV7#6)DWr$wc7)ru)O;rInB)>~Fi77#&70!F*vW1fiI{ z^l=e~!>buD{Ng-@P^DIu#oK+&Nm;Svuaf+AWSB zt|h!yd!&1BY^S=&6TPwJFR_22YIic&!k^yx-c(b#ZMnF!Wm$SM0WnUHaP{x5Y#c?morB37N zMePXT9ty9(*p9>9CJChnq38LoojQ9xX|xF(?25>0@0+cCB^2f|OyY!Vw zT9vML+R-kUvb(zVH|}%RRpRg~Xg2UdpqnWxuQ7wHLAj9oB5CFbm=xA~-;zFOWQW^kS z_b&9{oH3G~bO6xAnmN`8$Bu)gR&Bfp~tE0O`9)XZrsUL$l@rxRj&kW!nJ5|+K*zTz`n7s%prC_je-z59_uQTvexs?xYkD(kT% zFWj-j|08b1^_bz$JWdj|AADsjCu;b(T?ckpp7V}`F3jS-S<)3?s^zS0a5_0W zzir?ImX8T3;GQbJV}QaiayawzTKschi&y}Kq43%5r?LEVk^G%Bu=8i)<9~YVC!mxh z28QKvtNqMR@BK3dm>h7;aRVcF{(0-~xdShj!LWwU*eCw{-amfL5_ru1Pcv6=56fHu zhBun{V)LKR|2)74uYg;>!Y}YAp#SAVFb|0EdHRM0w^NJ*bIF%q7KnRTLubfgr7Yh; zwDQYce|)^>5Z65z)9^ygq=>}usEDttKZ5sCf}7@=JZjV<9g=+woU@siy54YlvHt?B&lNY zvxNZ8aV_Y8UHO0Mk=^^<_IUGRYdhcGj*skVnkc}S-;FLx)@w?Yxqg6saHSVjrsASF zR7N1~-&edc2jaRv0(<3&lEQd2m-d)tXTDN*l6VMk;b6m$L!PZWe&4_Cc(tLCRxJiiYVbL3Eg`O3Kqi;AEM&VCl$e?kK%PU zl#`q9Iec;fpaJIizsLP!*8W@FpA6jpz0K@SQ(`837uw3P5Wcd$7x?Uqg3V{|Mc#jJ z?sqHzmn>TF7CrlY*MoP6fZwGtzwU(lDhhIN>0djkah_Gmd*CD|ee9vad9?@f%87Sx zYvZ&L517D_@;j=mj{B+tupsW|Pr-loe1DH0ur!37MCWC7abFb!K;yp${(F=Dx5EFj z_y29_f7yrs&hWpc<3FSIx7~nV{9m-vbGk{@4|Uy8z3Sa2(YjG9WwVLAE-NFvrmZnW zs6Opzs|NNB9 z-b#h-rcu+s9`7$Cc=ZkJEy0}I<_z*SsnDgi7;a|TcW-a|r_tJcxUg5g*)GzZ-^37) z*Mydw%w?4xL6cDqw|1ahJKAV)$F7}XVOiMW=dRN3`+_icy=s_ z(QE4~uhT+LQJFT>~XV9>Q{;*{+@iG%gn5 z6-xy&%DXz}J2irgE0#-SWTH9SZp|sVaf};Bp=7wKUW;$%ha>4-M)H$`x|U|!_=mHT zM{p2D;JBVwOuCN0#T+jBGE|?vMiCy2CtOmZN3OA4y;1Px6^q%Th*T1`fy+C8U!`PR z)K?EkNT}6HKRoy!?gmS`F7xPz1>AH-nE~`XG zSB*?_%#|Mvp%W@tWY9}jFjew0D2GB+@rvdO%v`?$YxIKgS5;1L@vLyElql!k+4qT6 zu|1n}j^4wQm)F)!{*0B%qhS{a=0IYKgG006(kn(@^9Q{YSKBna!RgFOw9Q-FsX6p= z{vsv55z$lOB2z+Ag7DfNT#6Ih9$@xbw$g9W3ph)pcu=+K#nljeT0wOE(-t^Im6r5_ zZQi(d&P_tCD;cBjjm12+TkFO&uA~(EmZ^-D+K%_G7_#TAm)2l8;(PZe$b3F5V6AeB z)ymiEPIRB(s(ev0=Dw&>t<(6N)+Pod1V0q5R_~>~vs&oMm={}hQ|NVne)8N){&COE z%vmF67poQrm8zSD=_F@gMYY1?w=CRlKY3lW+{HwaFd#S9n?LNlzNx7zXE8+qpgQi_d;@_`Z&oC^;P5WD9?l&eYr*JS3-!{vS>ZjD>0d*1N*dGD~TN6 zk%^R+pS=Ooeu9QG+fwTqBSoT%!G^}&%dpjlY5GPfC*kU z9W{7^F8`9075Ta__&h(1v!(dTG>MC=Dv7RN!Zr9m;&l0-L5;-lsyi`{LiYtwWiw)F=3r+|7=!V5q zhUset^NBh_svw^5(;;-9QIeroQNrAoW;M4NOC>r%{ZNv--qopO_jbFS!07AIjrDLJ zPbV9=-SXN*ePMxy%+QZO zvCFo$%LUefVGbQ)0+2!_M~}y2dueHec6_%{Ezj;B>h*8v4_-)8T$RPE0w=`OcmpI~ z-!=?<(lQhn_jFKWSmeoT-v+1CEIRxgPg>jXOnX9nJ4gg?bt4XV#ZW!U9JyZe$mlM} zbVSyma%|ytdbo{3(3J->CGpNXgdilpoS0&64nX z@^TTr0py5|(__&qyaG`~exDkax;ut(OjRvxqVR?cxC?rFBQ${(-sIdojgZ%Shh6TH~K zz6AV~z%o$lWT@xq%>&aV(;>Pkt9Cfy&p0-zM}&JM$&kf5`zFC zrG9=x>l}%9>5ygClB=puAX3E0B6J}0S$Er_TYtq^WV`5QE9KkmB8%=WTc5q*rI*Eh zT5QX}lWGc90cnmvO&f0Y%5hepUJ<@)9uF`1qDOdE#s&xsm>XJ-Nrjw^aNo|Z9{PMa zTBmEFwowf7ELpQz2?3}CAK;hM(VMeo9guZ84^C57N1mGh4V)&J@@CQ_d`F81ecHBF zl=`~GIfd=Qtku>yAKqNWZ=w4!t?KO>oYW8u@c#IYHm|S!4^+K9xLWqy3+FJ%Kg)rf zD=jhzXABHWf>_U7L&VRU|DPe+17>>mZpKC2cfJaE-e{`#MaNoHZ z5M}?nG{=9B``4WN{kOXRz|H?Q^G{i^|IY4TX9W1N|4h|S2L3d<@h7M^TmgtlFy}VM&ACwTXm{H@#k;Cwr^j!utCcV;nDYzgocPPItYNKPm zO1bq~t#6hssD(a4B08c{MoOex79%MYlFT|1Eoy!7HJjA3H6o(eHI*vm7Zh^|o*d;{ zL73S;Q-K7*_LKl<1`M84t=ivcNm!5R^}fq|NUfh|Trl(`X6h6?o_8f336G{DPSR8j zy*8#g*0#I2@*W<27h9CtQzFxJ$~Yy+CDNrS^r1Lk>2g;LBC14g!%khs>%`W4cRH)D zUWv74GyRiM4r`KQo8Rin(unu8!i=9dbN) zMx$qbO=9K4R9v&VS$c7~dV1J)uI{LJu{r|Cc(Q>u#vN6u^P5WL>YG{+-Mxg$9dbda zOYNl%#1X*-GelYTa+@BLANuw(dsTC+<@Qu_i7bhPv~oelZ#1B-=|Migh5vfjyit5tK#$5B>sIHq2sb|1i3l%Dh2lz zhD&Y3_|khKoJ#vUb3L6s;0}qf2(bSo&&zq?X0PavX*^B|J9=CBm;3rPQpW(QH%{Ek zeH#UeQjh{w^Kup-ytN4CD7gn%YAe4&qlO^I)v6uSX-IB<9>lT`Z?JviBNX>@XuM~t znxbF5x9T}7k~QYDGwPB~qwkrYF=m$Nc0~>ppooNdKt&aRB#$s{i;Ike1FCf}m^j|X zyyT1%7Tw{~KE&(3HCHt1JZxemv$Le>MfyFnkG`V@&}3auq@I;m9ajQH^i~kj+xOUq zer7Olt{bYuIRJm2wl?P2E!X|QZmKJOe19ghL+zd~3<>sSSN&hYx4%zmQa2G)sj^kp z;l+ssj8QgbN#hB6z&Kn^ioxyS!swoaU3=ZL6NT4#ZQ^d2+z;Z5l-P&}S9#iO$GL*w zwNS!L($t*wmmBsN+e~DC&q?(L+>Eu_C?1lqnHaNAm(j@Fmg$1bRM+j?)tvu|?E* z=jaE~KqN}cvS9`eP%QvN0`U)T1D@R@Xs}Wyie36}^$=UL6n92m@U10n9^gROMZ-{W z#?CgaiQeD*h`S*Ea@42uCb7xHntJs{WZIr_ltT};zvh6C&7+=n>;+#-Ue#!?9o9led!U3FJ4-)Ls*_88wAQ_Z=txX3?j{VLIQGH@wzqTW9} z#!t+k*4H}9x%FN(Fy`IMrQ?aY)tCkA5~qv}zGd}R_c4%bf#|WWt)-YY`iVnSzdnMf zYc|0}FK9jRTTO~ym&QW)Dq(pc4CQm!nc$JS{P&Uh^M#+yrAJ#|rOXT$-4}DBi5g2s zowbE`MjQ%bOY`X(0lyys)efPqn(lFG6}_`uHR4}6N^AXsC>c~vX#^Pn{%>#|Jh4+Z ziu(ix6ogm_hfUwGsa$VNo8kghBbwjn-|p1<9f@xq9u8a+iXsU-H=<}J$`jSPyKL(d z-v?@Fczq7`w`vaeYN$GF^4bCImCWiXzSViV5DCjIn~BSA2VC8a_^_CTtjZ2=hJ@1oD%RkDIrDP zr+?W3PAue$yix4sKQ`EoYoS51Jto z62{FCUImv0cMZ44w?HFkEe1~n)O5_^Lk*GvVQ3NBG> zH|d}K5VhsO_`sULIcmKP0~G?S3K z>eim`6hHdgmf}1epjiYApw)J7PNcV1B4M8Qz zXctGLBinm1Vy4GSOB&+Z0LAB2j-H9{9zWPF?c>b4iU1`%&UDLRsBG|?d&G(ic3vJZ{`)*m=}{RcYR^Q0DP5ry}A4kKK;YUIR?QhTUVmA zZNBs|gyHe`sp=)f76YxHO>qL0l;|$o;7f`>-v20F^jof4?>ohmf=LY-Axw{_Q0UCg zYvRtf4nB!68vaIVE8`BpaTZT^?vGhEfy|DMnyAsIfF4lnY#Du(8D_u-+)b9>^l#PQ zurUHM@m+%w`AzK3_;~U{j94YeR;FugOiTuI+1OQAGMOH6=~dGrD=VIjj`|j$IT}pE zWy9kerrBC(+SZ(@1z2tEtb&Y66&K1%P{d?K2jkNDa6PM{axBe%@B+-Bm?#^+YUrWO zFT0&E`Wq(muU-Ho-0E?Qi`XN*jp+bM3ZDP%i3B6U*^4E7-QD{X0Q)ASO)x9+I*a0{d2zM{&Hn^XNxP2 zIj9fecz!;|V(^z={kj0;a~J)T6~u}yN>*9Z-@JrsF*7+>$y|-8?W*9&b1gZ=Y>&4G zhO|0_D!z@^gq-8KBDVhN%;5Qf>FM5W87HYnRo8gZvU(Nu)GVhU>kA<8ORacKhL*rL zE@N)2ePdxxmBwF4K`|i*5rAeE$xna9UY)E2`7;jI+&sHk`dG^n{pDzhLv)8+Lr&Gx z_w$c?M_7F<^x1tBTb$eY`itC$p)~6c_dYw0=_@U9*F^_{OeecY2w%eLhpDg)WvabG zvkrNm{VB%60$`r2FS6$r>)X1uXvZbmfy}JHvcP!RLS|OM;1ACf2YlgXci1uV-BMq? zAt}G#Mkh&tj6T^|UJtT}p1o@OGXgczplZ*eyUe5|if?%~Us=3fpzlGhNd;J=u3mM0 zT~wcj(xqFQV^tpMc|O=h)jSJ5S5WrLpL52mM^VaTN1*0PSj|q=DiTUyiWKjRd8q3s zS=DR<>$Jp0m|QRwE+MWOZ^y8xakykA(UK?tr7iXO2?#S!kR)YQT>bqFeW(R!qQLA9 zIX1`Ei!CxwgiZ$b29$ITo;coOcBLahM4;cfA((UzK)7CX#Wde7{Q-CeaGa)Ng?o>|5Epz>B4s&rOU&2Fn2wy8j-BfQHq7Bo79F~abn zqHOkCkHB8Y0gs|xYWMuN*?vnfet59c4Wz<_W^WwYg)E?w$6uKV!tSk!Ye#zaz~ z?=L91`b5A1C_MMcZlaz{;*C{21lgR&+-Co9OP*{A;k1Ta=alu-O(aRAkV=mCP0Ts^H*txa9N5WC;LXgvS$j@#9 zuqF`%lj@4txGgr!=3s|6e->BWZYclIRS#|>_6}~#o_CJR#r>wUMt65u#Mc9ZW`#j8 zq68wH`HA0xq)rP0Taa|>&M6&>8v{>k))5l>$z|NjC1}kBC=dp-$3Rq<-U0G4tbKxE z%fJrFPxB-f*75C6CkJ!hhhzZV1vHAf7SC5RRp{|Izkhkv4eB4`jNF3EH^Eax5j9Bc zek3cXbxv^V(~QiF%MCo&n!k0g2tE}m(B3>{;*X5&T<@xZQc4yetveWu7jMHpoKdV# zp?A2TUUMJPW+;#5GoT=W1d0sB zyWsHRt*pxGaPO@Y0BwaLT(@6dmMItPa`r;W1FCZt4XZs?BCPF9T7`Jy6E40DQLzq(M0V5%%W=anQP9sJvB( zKouNxRZYs@zsK=;Ey(@HLJ)uJ(;0=-hF}_(0p<>%toVUt^d&G~!-bcGbXC^@3`L;e zpdpBAJdnPGGl+Eo{fZjOQ~MeCw6)p}fM9=qmAg8J>b;*##h)f1=?Rfd6{@cY0E_g# zTiulmHK5tU57`BzjH!a+lhSc-kMij#ZKc-poXyUVf1I05y7?s2c^*>8LDWb$W-(9y zkEsI$kJOjU=wDqmEGe@Va1Y(l)mzA|>YXYsG2l}nNrY-%OV(NtTkgHhnKl`ZrF^L& zDB`jNB8k?@%)DTCZx9@%K{Udtb2m~YJ&c^uKio`BgESGLutx34IntwQV!xR)7!sD< zun$yHVy75H1trNnp{^$YpuFEmrVIB*W$Bv~F9ZBMk6rcg5e5!I`Dqu0cT@J9%C$9wOk)a_mZtySWw{VjS%;`)?Nb$0H`BOb8~W-Hx`40yteCCgW^SF zbm&0xVQ&c_mbl|74w~8W9_~mn8kL2qjvCE4h0H>66cl1xi>>AxH>E{@a(~rz&@Lkl z2pdJS1Wsnb6+0l93zT51MT4gCsug!M1t>waBQ0s%mEQ`>$_s1X2sw1619Y|p5glF& z%7}%|+Q|PRxQKl z3lUgr>g!VG^nO-^X^fao|E{~V@YmY_5b_$t zIe<-A-~et-H^d$S8A(Fy65uN4c@St>_nnIIgsMl^8%YTnaG;f`GJ|{b?@MEO7{~iF*RIT$a0@;SM0(T{`T#Eq^tMuu>{l zh%0iNO^6=bN)vE$Wo#FkePexe6H?z5fu1?09U|X+j})vzaY#1+RDG7Tpxej`XTX11 z_pOvxqjDTuxtksqx*IpHL4wb%k7VB0A?{G}o+sE)W`6chyY$h`>Pm#;NDk8nQnj@G zcQi!oCO=sp-9EC+hQuP?RC& zQ9{4kfEiLwll?M8%@Yhd!6bz-i9Vh&A4bn25bc6fA?&Hu5bNlJ?e{@Kt$iHbdRHOv z4fWSh9yURzi~Nvt5WVaia6y zofr(+i~%&o)9*+Q48?E*js6={x(dU%@qFkbJ=-c&f#&q|?2?Nu@QXVP5;?zvCv!=r zsIh<-LXU?=UB;{CGY_zP=@6GXXy?Jj9P;9WXXuQEmJx)uS3(DC@}J%XOWT-V?PNX8 zlf?Wcl*9BS8Kb!9FcL=B-jHsc#aSE5Y3?xIFla`&^76sI(US z^JjUvnT1Vv@4{#e?W|h-tjp)qI4(7XoO_k%x$(uiYIcT&xd%KJNfR|s3?s1l)-|Gp z?Z*$WG8v+|!8FIBhJ+t|tF=D54wTui!^AOjOAA1!&5s3bm9ExQwPEMKo%=*Z zQ6zzRi|y+>L7Sr|=O#mtiN7K;LXv%Lrn*kH+z%H;FhJKF!Qntr7%HQm|4Gt1UslSZ zYC1b!e!3dr!v^beKXyR=?o{#Z-$LJJ@mgjmoyaBQZUi0GiPTtyZX?62Wjx zp!NaPgas??0Me8{tLgm)oXd>%yoq01OG~&+|LeL*SLclE{qg~>VzzCW{w8m0id20N z#vKZ~V*7hzv7TUWn(pxF9|~a@vpCcYpsR` zE2UPvK$0=_>;>o;Xo)%T*wxL@nwxD@O%x1wy-_9nx8a`RdZ6V!wL2BA@PjqUgFGXN zJV=!$cmvb!6fg+6m1oUBo?DbML~V5=x^5oOF4 z=Z2>Rnl@InywBm$K*6_*lw0-IO(;53b%t0DE|IH1if z8bi(vTF+@*yJUK&X=!o5=(*cw4!VT|guLUXi{ed7=GyBJbfr}m`z-;=TLfe0rdT}L zWPcWc=}Ffr4xk~4>bt;Mb@hF3u$3sqqEOTM)_h&4OP3XEq%EN5GdvqnkUQb5+UlZw z>quCKMBbXb{1oYg%u?HRHzce9O_kc~W@i>fZSxzb2jPGjGlPhy;A=+P_UtLZp?Rh> zlqubO+MbWy@i}w}_7!QamnexD9rX-GA&mzkT%{ip4z4HHy-VLW32$4q8}R}_bJS(2 z=*_RNtdpEz{bg-1XZh6z*+H-~r9%fA!x<4o3Gh+nxKLWZg_Lmdp*|!ZVh=F1@uMC< z5Niq+K>ddr{*{8b5S#GQ`}#O}Ndy^)vzK>QaG(ea4-m*I12#4w; zkU2B^XtN2d(!R(zy4^ZzV;{ZQttdsW$}JXPTYNys$n&Q-=1mrtiz{TaPoots;TTb>0KbNO=ixh|ag6#ynZBH(5gFuei# zJt1sLZ7D1pyU6o%no*4V--x@R^oQ=aVqww`-?Yfw0h)VxNb5h%$&Ye)`W})A2Qlrk zNT8*!aonURj80iTLCt>8W4Tz}*|x8?-$w}On!6#ndzyR#U{NCaN;JHgOJ)`&qI1K4 zsNLIz7qcn3ghgj!jJwRlH)AOa>zFIYEYcIY)N3%kUDF)ZQiAl0R!tihfTX!)XrrF- z;QBMO%5U6ySI*8dcZMDCjoa)+k z2l`&Ko91lMd{j;6J1Hs~sb%y&wX6#pReXOb^CRhYl$0(80xnw+=?9WAEjFJ*mh(KP z+2q0#Knp=IPY16#r0p8dnej$8wFCYo{{Brg1V4b=&JEf`J|Rhx3TGHC+Ly|x+!Bi- zaswUt3TtfAQ$6(d?5af6F}ag^+wwC4-y1RP>PS$)bSAN zw+Cs5yFsx)%qVq>HSah$eBF-Xb=zl&wYiDhE30eK%|^~SF;&+%z5)MA>(~>4>PwZk z>Zl7m#F*XaW%$rGTA|9u={X3RH`o-1`@i8S=yi~kuxrFWbjQDKwo?e|Er2OHOhu!! zS0-l*p?ZD{I-7HGwh$SNXp6c+uiMqvVJ0O}p@jvl+bp!mcnRKG^2}w9_G_9PSPyG< zWgWbUV6GTHv}Feg=^Vk`TGiEuAcn(eYPt?Z%3WJm#xp%FUHL7{QG#;*o#%!E07MqphAH1}8jjL24>5{>*u$NC) zeSpmE%lt#EP-Qak-q2#)YX@%U4Wt3{T{2v4V|cJ^ZF`60Hi z_S(zcaMg3_RhT%7pl9vA4P+ZJ zcSFu9+97cF38PeGD&3%erx9qQ1Ya_de|}MRr^IX5_?4A!dt>y z$Exl}+_UZS;5wen^o~*_V52VB@t`a9S`sA{`5g;_E){b8V@gPpJ21jK5$D}kpJH}| z@?5G!L<$EVn!2nkd3Vef4vNf{@QfE8nJD$24Lch#12XnS*zMsRt;ysur}L;EQwWtY zFiVBWLY9~mF*Wd^1FF|+vDL9_pqhtr$c}+FScrfK+Tm?sFH8kTLl_Qi0!Spxw&7KF)VH)$=8Kt}HBJ$+~jx#|>a#G1J?Z_OcJ>h|(cMCwW z$V26PxivagRF|(t>3gFcH@>jUQZ<8A#7%ebvKv^uS9_4X=})}zB`*);G(Fn^cb||J zYZ_-WE5#ZXsiwsmT^~SR&XuEqt^9m3cx!r%l9a+%Y8W&k^mwDZ1)@_EH&w^*BaXkr zMDUKmi(|Z0uo@r&uy}Hc|1(?2IQTo+&AJm@j?6&^9iB5h^C14}z^*gZUX{zQB{=cD zUoqJT(koE3@^`NQ2<7Sidi-7gMc=T#;oC$lv%N<{nhu5I@DCHuovb)qDh!^`C@u;O$?~+R z>;xp&xWWuapWIK7#H0VXxl*y32%SICc9IB?18AUhdYd9D_4SJLp&(}?`DK{V$#uMX zcaB>t;CS~BM<&0K613_)9pLu0{KWP76~)R)rF$n^UB*xeWsfqruD`GHCSCM!n4hmp zO_%oBQE3xx7NCX)v8H`KlvAnPuBswX-P5$lyX)Z6Au%fcxqYgB&^1E71WE+D0xa~bK`Vwgj`L3*x> zuV3dC&{~B#)*WL>1!wrfuoLa51nEM{SxDcpkJsS&HBKV=^*xH+{w2%3mi}S!$J?h2 z`ZUep<85s2W>-)wX}X-ZQJaIDtC&Ll1U*jFY_cw=I07|m{BFBsarS-l*z%2YnTWPs zP4j3seQ(l~9wT^JL-m{4m;;J;8y)u#E2j=BET5tYum_t?CIo~-T-OI{%Fhef=mcrC ze@!lNfbY^_A?8lKEbyHl9a6w@80yd&G@b+%eic{jZ3#E7Zx7qf8XG^eui^*rc|;7b zHtrP_D9L;De3>Z?A5v_#el*M+vPehjA8bThtT)hfkX;qs_{?0fAS88a&OCI5aW9CQ z(l}HccenT_ss;t>Fq-1m(Hcg9Ma|c;dQgFpb&|uLn{B~uHsk3D&O=4t9-l}9oT@%L zYq(v!Isnh(`{#&xU@-2763is~WM-tr&8bdl0lvZ}SDQYo!WiZJby@1m0)ZV9IC+8nb|^@SM9OG^5-pj zTc>JJL8=|=KB?Q=}PpQ z))^0&G?!VIu6I#(OO*gjZE&wQ0lIX&Shs?LEr{9I8(3IN7ZloQe^o+JTgZ~V-%8Sl zg0f#EZ7$d+sj;4LDoZc;#zh&9VinGMipxS5eK`+yQULQ)JjPm<$7LMgf0>$0HrwSb zP|{@TxeV_uzw6MSdmw)@ z33&6-qHhCK!;<{cJ6?~fw23-jU79foxu?uuc3c$p1lRU%PgF5PvI%+jv9Uvd9t*GMo1sjvVq27(97yE5V@R3PR>-EC6EK z^;1_$Qb?W}OWIedZE=+h7@?e97Cj(p57MM@R<70AV5eyyr{yiQTDdv1+JH5ta^BxA zC~2@=fSN4ptd_se5^J==?U}CleIZSX)-;V>TKo2dtPcff>x0hTny+_ho#6d8pYAUh z^=<%xlYT`-M_%x0Mu@o!cbL5JOj2y&-Mnc2Hh@Ia#H0tHsjNJtLkh2FzE=%6c?X}K z+A!*@N*d5jcMEKrbckgv%iC`PUN+uJxPd!iw}vosJQ$91R9lh;1xMyCehwvGhXjF3 z&Uvn94YHZSsL8Oypj@$hnX5+dV0WrQ57K+-4!BQT! zM&pngPC!8dyOsMuOxUP+3yOMo-~h*wZx;({@e?@#Sx1?b z%$yBX;CFQ^NF*$S)eC;^lnjJBBT$Xz%#`UHyT%^vjIcntPk?=g8Xd=w3eP3|Xv_|| zLCK6@fJ#|xo9fvh0O()sC9F_QOUQdj}~dSV_>gHf{OrAQt^Sj!pMb)6%^E|@33g_Y3BdZGjE zokxS9es%Ny?8S$i(fI+VsiXD1-9W4LvT};Xpjm)?bF{~4s@I+s0ki9}7(YVO!cnT@ z?P@?cu@0+s75oN78H3k%LzyZSgE8&EKv@P6lQb4zWI_N$b6$@vmj}es=>T1F0Xc*o z>w>n_xo|-wMSnD)vJkJ8>2PM~@d@a! zUY8^e8+?H?Lk~+j0)l<|>(bAE&((Db`+@jHpbE@aPDK(M=-~bUBb2 z`F*|MQ~{AqkP@RCvQ|ypAQbq%3OElLs61O3qEVnuBfw;rM}=$x=&1np-zWzWZ+Wgj zw=55GJ{|m$0yr_~MF6K|*Fg%%3<)BK^u-T;Bd&+ooo;+$x)*>*N2G#Q32-J`v9BIt zo2@*oGc1YA{AD>*{V^jRB6(E=YOvD&@zLMr`}TbUU_n|ZHi2d)@pjuR!biNJACl-& zYd(zlaS9>6{_+)IhHbShkdgMgqD^!TslYjjhykk!5`231ArY-RkUw=1(dfJ|8i!z^ znx;wQ7T_L>zK^|fj{pZo$m?)#+;$l2LAz?-!V&EZ&UeuPW^u<^BX3X3E>zFfz|4dw z+c$Tq=j_>EeVoCgW0l~uZqGJB<^N{T6v^9QY7;@u>fOmA!0eNzGD%C0r2 z^MENcpE+oUBY*odqV~T)S zj=JIsdM^*8Su5+@AvD*@)3HP$9?f-@Eolc>U&vUbL%KD-<4MMm8^DG}Cd+T$I>GTe z3d9~NugO{UxzyBv*XaHc;Q@W8d|oxivK(X}H!>Hm8dK;i%kio9vnq(8RG^>8*jNOj z-0Ka^%jOfj4U~r*2ISK+ARp@Uz2HJ#<;Hyslrmb>kkVZoqDD$xoI4z75|5gUQ+#|$ zE!KZ;qlF8xLpA%!at+9g#Gk45e21c~AYHV_y7y$&Cy&hj$rz2Q1CZ(d?$PM<{1k1U zlX;aDrI(k}LU~MR80hBa(&KoJ{nvF%avN5myrZkbHBBwUwH~gZbJcWU|b6 z_XSKvrb2kSpkFRvwAlsnw3+3N+aNf&_xj+fFFz~C9 z>Mn!FQbhd{1jv9l__h!FCbZ+*=X2c;Zw0AAh)ww+poi$1U|k{J8c4wlWjHGdL@jM- zI2bz5Uf2iu7!}9qp#i(q>rh(cYcC@$Bt+A*IDj(A#G?)E;UI;K9x#d0yy7D1wLD}c zo2hIE9~Y7NR)Yv>KVSOwcU$Wi1IrEwH7Ha3u-~G8a06fiZMS0k?3IKO>I*9a`No^` z6i>I2l56GQ_X>K%wj2<9Iv7-*Pl74vctXjSZERwn{rKQ(xcBSZ^BVb{UnOZ!f&vUz z&+c6$)CbPG8*1Mov??FK(V)qlv25M5w8n7Tjyy5TBAcx&X z79ZkIbNBtY_F|T@ZU6hcav+{rXb+9}&BHtosfC1#+rS>}dm9(qm3h{uUK9mY61r@W zDYAEYmI0U4I^pp2ouW5$vlAtUr7TTx)*s%!vW25=l*H2osMm8>G$iSag9>OM@JR~& zT*+wV`Emg5@i?_!j|TYi4?(`Pe!)mzG}{jP0S1;tSEHacaW&m&?d+s5;r{%gvUfg^ z-fiYIEk%eF69ZB>$afbs54r0tk)MeMyh^j?bY z%nOE6bK?2be34|378I3k9BBs+Rvo5*)c^r@amB`>23iLY0~BmI;Ky4&dajZ*2CoTi zOP-4$>0$N_BfhcScM%p|-est?Kba&bu4adLRCjD1K>1Z=^eZ(%s-5jBcWB+(0x58; z8|-yTzztH0#>OX$$^7<(9F~kU9QRFnjyC0UHQ%8m+hYsksI~=JTwQ#}r`caGs)YJ4 z^_EQH`+{as<5n)ncPJg(%Pu{7VR#rI2%5K(hf6&jft1YUPBmLyGHAo6>q(8t-VSB_ zPUvs$NLfIozp7e%w)spoyK*I`!E((UBr%Ojhq@btKyNL>puFlLH9^$0c$h^vF!5q5 zE5H2|+u02QC|dg=5UF%`0i4!7Kt|cc89qN3=Nzb7Em;BJhXeihNvCx&20D!jOF^|0 zP4}mg8@4w)BoO-Y)~egUv?oGR{-E+UJ0%Kvntrxw1-@Ptw?Yj&-7NtO1KG`!@vh{C zqDx$AAv8JrYxT)_`&D}Mvll73h*1qf>ksP98@MHXmUjRrcD-t_?^?QP)5QJ(5WMY# zXJ!3vLbfiFvnAAQA-SeI`Ku8C)><^PrY}v0RIkPXrnDRIy|Kw9j|e+aTB2v)mq;$p z+vDky20)}&`bEK9vAnN~7hB;)HC$Nk=WCFNcXNUw7chg66^m{OsPzV()XFu(^@9)p~BG+%mg*jC6ZDAkLSkU8pMM7Ks%Ku{TEyJ>0yRK0{5CjEjB~?^9 zMLI=5It3&|KuWr#%K&MW5(GgI1SyejB&EBg1O%kJYtM`Iyzl$0N7nc4WB=I4KKAF2 z<+0?(`@Zh$I?s8|Ip!E+{>GP2p*gQ-Cy>H&t2HHq0x#RlA)x&+M6L$B-GEgpr7b7r zL4a}X4t{E2P;SIVLO_u!yWLffFghB>?9$cB;URayk=?TpU2(XPwKj)jWm=w|6&g-s z&)1mY(AC{iQ>vn&3cPSlWc+f#_jcm#ikll^TL-SwzvpA8=&TWLE}$;-kxnmO6CB_R z)erjl9<@Ngn}M@i1_4u%6V=5%5}D-EiLhBF-e^csGD|<`Hp5Rw%H|me)3#;9?u(3S zsC}m!`gA?r%j=*y(M#hNOo_BAM@Cal+m8(3c``wkvhxXX3M#leQJaAjQ~PWU+t<9f za-kn7=6YD>`k$F=rPrC7PyI(baYs`4U#O7N%uIJrGj8z!VTeH5zzV)IJMMf!xY3XY zc0n!?d!^qU%yw+CC=HqPOH7m`u29`BM7V5Nsz?W0+lYp0Up@EAr6VBSyu6~yTma;4 zPQ(+3o=QX`tJij?-_Jq;XuCTvv0lf4ZY#4oAi5txMn9d40HHO zO$>G>BNhJAnORjFtj3T;dO&Nu6G=mLdl?;+DW><@Vb%y>WL?m6w$WZ{+XHzWKuzlBY9|p29NHdr|`^3ePI=0krW5G~uk zz$81mpdjnJGEuE_=&s&eXNOl8boLl#6Phd8cI$PV$+{ocw);gWPEf~<%Qbr4 zQNb#%?XcXjY_9&(H&A}vT=IWu60g45L#|TPHfqsC*3BQwwA+D9nz z4~g(H9nHXLsrz>Dr^7|3_y_3iSrvyanvjCqrUpx0+&~mHRKQj%UFE(tW(qA1W%;G9 zY`|aa?_a#nfOU6Hk?2cI_AgpfiIP`t_4wD{{=zA|yk6so+a6;D!z!Y-Wu z&wSQP#PduIYrem(rCh7v6{7nVc|F&syM^KiuQ5Fugwmu7N#83TZQUJn2s`7~d6~>x z6ZIO;Bk|JTLn0z=@{Rz-xK`D#E58RRwiYsOX+pqp;F*25G}9xmjq5g=2 zhsq7_)6BZji8!PpB_yW~Q&o3Pe3dN)-umeyzOsua-dR^n+x51lTvGaA17X z1x=OVIyV;D}sow72>2^>Z>(c2NnStP?9J}7e#g2HI$dx$V#)V>3K3TW9b z2cQE#iWCA+V5^IAck2t zF+)CKip*py(KU9!xbLwuxeoku;hVdYw;Uu7J!uF<)ZKjoe;d=rb_X5Frsa7j!}cu^ zR9oA{01{kTK)Mw8#$V8MUI}1&Jpx^43dMp|X32KS%OikR#Hin|&x6T)Kh;JO7W$6O zZV}NFVn#q^;0!sQa+uYNEny93$+Ko04dIF&Ns-wB+7H-M&>+rtg~2v1xf>uRvOICQv>Op*)+Cu&08)&(6x_4(Nq!Nz<0Q0=#* zl>=FCEElrjk8oV(4cZ_UxzOPIXsbIUd~4U%6{MP7K*oqJ87BjMs>3c&0pBI4ij_?m z)H>%n9c_F^&PMfTlH1hN^{y{$DcvoytM;jnwk2JV4iIBj>1*`@R_Lvpf?|EP`1bzl z7}ECbI|mKy%r($_Fb2WQ$0Lq}5%!>6fRGF84&GWE&s2oeIds}C{H~f5_0Bg*Wp>(? zHD!KXn~H4=$?l6G@t*IWlQibF7)KdKP>G$H(-;$m0%Ka2q;z*SZD(50!)M(1ayb&S zGuOtaFL`*MXZFAaH;R$cGH7um(I;;&eIGAx78S}q=Lyq%ycQ$=b0>Shr#mk?0xhh8 zUZJtHp%lg_C0efKS zT2;4g2{6mMA|X|y7?LQwmz#2v;=Ox1-8&7OYQ)EOw8YK)St2q%)<1jzzgaR~r}QHL zm^XcgCMOK|J-EtYgC+xpo%_~w0hGFY`$7o9!^=8KQ%97x2ASU$GBoxh9Ay<|j?WGe zb?3W^6s!BWZ~AyxrUcM75@LbvW(u|tjl!4!`5BEILgUVVct;4C;fkA(xCYAVIn9hC zSggrlk-|Z}2LMMBoNSW|<*lMZh37o?xvyJQw+z2NKFa=i8BHYC_effqGp zQzu3Us)(gz*m3NbgV_WQ5DR7S-AI`iD|*zlCJpp4EV|c%i2L!G5WNiVhoGJYaV(0h z7un(gDBM(R8o6|o1b7yKnjk)zWG%^f!W>NR8B+WeLCdMMc(H=w`OtQ--W!-B>;~Xj zhT7htWb_i=X;6^QC2@QgJgj>B&7R8wg5Mn$y>Jff*+X>E zy9fq11<(eCwC5O(Zi=I3zMrl@%?|rV#91U7ioG?4RjjWx{lO#^Kj=JA@!vn*x1}l9 z?{UqQihAmHi~MlgYJbG%ZOOIYa}zvey=%!@e1wauWf*j6vu@Jhp*A}um&Z%Yi{Aib6s-@1Mi z+8FOZ5uG);NK&L0{U$f}%lo=fAuFN`5Z$-dfdIA!i`o1S!2M*_ z7H~Q4s_SZzk|={(0b7K^{F7<|g&b2!Z_@gyMJ*N@msXu?AEO`O&m*oI&MXKXP&x-u z!A;Y$XmWLSdc1$!HJ#}QL0PAT8?C~cifT&h+NzM#S$)tdw?m@VbY~AyC9Q)3hzZ)o z!Ect3(lOH5PqSAk#})b;Eotu!ZaSd1uQUZE$hA@sP2>J_WQ@mD9xVGkp(;jCXtjLi zC+p2YWXaMKb|<>&fYD! z;A($6p6tCr?ke^#x)OY5wKS43yT$D->J^ka4N*#Fwblr&XL(8rJXI}NcMP5{Lih*= zUhM2-d2Yg?-45zAB`cmsnvxI57~7hdVal33&t-RDq9`co7Apm~bof%(-eD0|!i@`< z0A&P8UT6TxHNh**?$GA2rPErk-@*cx48x4=xt~M#)+Eta5cH%VYusJp!TpgfP<`i5 z&F``rh`Z#{eFWxF?JLAkBQr>+l%?Dg9OawdvU^T0^YYQ$2~no+xMH4V!Jeh3ZP`J3 zGd@ueK(R?3hXPt-+}Zmnar~0&Ya2Qz4003E@z%JenJyd5L5MFTK}X7{6d>|>(a(LJ ziArc25PJ43D&{zntsvrZd~FF0iX`FLJR}JaEJnl_r>dMD=vpv7`KA#|#ypEg%2?WT z*?OlmK{z;|69*qnGJvcCzZo%b(Q)uKcy5XB7LnCq!at%b@HtbPln-se#3m!9O?!}Q z$hw+Hw=54!12K4Z;J-SnU0;ngL5d@;GjFT&lZQubr%tz&9|r5Gq{~Y6MZ6d5ZY;{c3UA~ za`U5;BS_*&XqE`O90kB~C#WWSCswns@KRwpLo;f!}i!IQ^^DxPWl3Q8Y^i&1+;+;^D+-1gw%P=^Fr9WA?F$(x5X~U<~gD zkh1q`uv1M+j$d}#&`f6uDGEFgiZ8 z$xh%?GbgoE4O5~INy@*zhM>h3%LrOrYk+YiQeZUo;8OkUi53PbRJJG zfPer%xRKdG$e=Gr+F~UjJ-Se4;%nCvTCLMLn5od!m-JUqz9!(>ti)Hk)ZgqP-SAF4 zZI_FsJ(ri@i6n`W#C_oZrH1>6CQJy5FxzE{X-OyD?(j^BWTLnz*HS3_4;1pRoQ&-r8aS1>_$!~weq;~w(Ybs+u1Cv@h-nUF zy0SLfMI_b&SC^rK-Nb0PXFGA_wl+xmiUnV0jud5+ace$vt`(b{rR?*d9^b0aUaOV&kZTO{`l*Hi1y#QbK zDbk}Inp-<`qxjd9A45(%G#KfN7m=k@Liv85SY7*7uZBU;cO7>Zcc|#5CK6)mkTD~f zcH_o3)r{)f3@!M#e>}BQZ`OUbIZ2XNY9I?o+kMKF)ojASchD$VyNo|236&0JNc z(Lk~BgtqreH`6S^*5o!qFd@E1x@$(fPNHT0YK{h}eN2&32|vG%VHr!0#ysTGHjri7 zM2$-;G-k*QLZWLB3W!jF(77K9N$vy)CM>}rbGI-0smSwQt9^=# z2jy_7GPl}uNvATX!8ajh*jT!SSo1X|-QIbb(nD#$3mR?}CrE4}c1W?Zh0zwAJo7TJ zVrUeDT)D`M7o3CcBYEl$S*Eq{E*z;7d}xqJDBAEfMK6n|BRLuS!hNZ}}QDJLl4E;NQ%jKn-na72Tma zD1zv#pwss|5c=!-c~RZ&C&8CC8))NXfm$MapPBsTV}rX^>9;J6YE7Q?D|KF03z9g` zmrdfWuXN?I^!;wF8NO_@b;BcsZXyrWJ)(QF2hq+41f*~lcZ5DJ@gUS)T78E4#EWr< z>mMoV;_N%6bPlrF5lYP!x{%LnV4yXVU*UugJ;#sYJ0S@b+f)aL)Xnw*1)f_V3h#(# zx<+vJ?FK*Fe$5zlw-B$J(h9c^e)52f2Y3bCwf>85x*(UzGrMUUHjrY0zf6)APGi2b za6fN)vu_TO1`7XRpS7rO6HV6-CSb-FssFTMQu}E_|1A5*mC7cp7Y4xw8&2I7!I*+R z2I-COEQ@FSt7-RKo8^XRJp9;!e}~u{OkqCex`7!g_(n>=roRFw#*@cynx`}fZDlZs zA%A9TFwMW3>?M2I<^i-y!QIfjXplR-Pw>~?qPC5B^;Y59MZ23r-2IL*>*1Sj9=@~F zUB)?ww2jj_h5ha8@#>cW@8ntDKW$Lt61FA-c6jy%MP4RZJrE4Bh z=kb{5Yud(YMhxad6!~uLXy{Pm$*1=v`0Riy-b?ieNj72n;Ehc6ELN(Ri$@-TMa-H# z(+_U5D~|pStzn)0Akuv^IO~1yl@AL`@sGh=a`uKD-U-vFovq4$YM^Kjhza#|`_D63c!fG!C?&Y#07U z-G^+ z(yKJeH_KdKeJSy$c&-zjK{sjNb#SE-oH1(s3!wk|8Ta7)ncI}B8mR7ohyB!S3lUho zH>~q&uiZ^xL3XiRS=`v$E8yIPN@Ul-UH$bFudYBh?v&;9=L}rIO#qT zDG(bLJmH?g#i9f9EB4@ZnfPzuArdol#ek59>#%k8w>~h!5Im2x2EC;=Nltw0c3gm* z`MZZhe@7GGCt@OS7tpT{Xr1`hBK+tQxf98Yzt8f1iMUa8UgWRn#3!ou@q5LmpK$iI zNG zE#+MZZp@ex2x`xktgEvw?S9cN>?Xa?e_z;lqpWD%Uazz3Lxt-nqx)2Ca6|UpKUH|5 zTp!z=EQ)&8MR81m5JSk6dZ9uPhgEHBvea!=Pu)oQ)Y?#4y0`17r_3Dres^cxP9r0( zdN(mu-m1jozMD|m+6~3$uW~`IfxT4LapAimhpO;fcDw}+tMwa-i_`#S`m<(`q1`>a zm+JFU2|fG4x%1!6)Ms53cGgovENHOYp%q z^|@&Dt%Md5_z}QRC4BQ!M=SUT(MOl_6D9G6c}-vFBRu-=OwdAGLzkUh0H|g`O3+Xw zn7YwZDr+|8?6(^3!ZV?}Yzwxa0BC#c+!uE+yKb8*OuAqT`UqiavAhBuVc)x(mXQsL z2j+Ecw@RAH4=4bg_B5V=(4RH5O%~)zx30cmY)JRUH3SyYFI7~G=ll*+fp1TIoWx*R zrSA6R>~FyL@g|Bzrd)SN-8e}kiH@a;7+9~I;Se}+JKBGOW}k|2YvGAYRM7?&a4qe( z<&&3pDm44#V|gcjKev&`SPRRWIPOyQ$-|95LM!mk7yj?y^5+TvtuFbqr2kf5{Mo~Q zyB&Xm)_=zhA&5M_CLoG9KZjaNBlX5|K4`|KQQqK{MGHvO}2$t5Q&rOgdw7A zpb4-hu^ZHVK)O;E2pa(s;~;sneotsmCj)|Mi{;b3lsEu0}C#Z+O|@Nh`XSC zHQ+gk<{cEB)7ihx?0_9m8Bcsc6?I+DmolPyI$ZreFD3B)OaTazg=w$1zk`hMc!UH( zWl4g;2WbkS&WKQQ+1VR|%A{kG~)7dJlg@G-3(`L0W5i=;t+v1 zIYA%++E3QxIFDT_cfONv#s!SiawzVAPbPsC7jxDf1VroN?2-+gHiKItRZrz={vFyJ zT?k}}=nnmSDv_4^{V{=BB9)(?oxzKLK6($HA15WkUzO3_RW6?Y($op_Bwio)Cy#(? zB!{SgqJfs(3F3)ihv0K3CjDo{y+zl~S0NtgZKKe!A0`$eB_vDYQ3DAVBFp-DzWA5b z`T@`uq?RgN;$tS7-d=i+T-^s#B-dCU0+VcNal3VdR6Y&^{s!@&8^M?YIFzHU-0pM35~QLOm$%1c$`bY z?|#Z;{YGCoe%?{5>};E8iMG$|bdJu*hH(X7nf7d(c!@T!ZQJS<7cBbP^uo&qk8AOj zoOYJA@_mXrv5`5!UuCS*e90R~Ic|DT;&2S%m`FTOL~lQ~3jsb-j#xTZW}ie5SvXQb zD_S|m?E>xSc`mHq4~USjFAOQFOIiaS@K?>4AVhEkH!AVqr#?WM#r~MrzyjvgOt*@H z9F4?T?A^?*e|XM$Xiu+T#OnLg+xG9lVos7kwd)Y>QB~<7Tc0`h(FQ-KtaW&wB!nSF z37q`l)_|jfUogW)4(a+K4i_aEfv|{+)>eQHt>d9M2BM<~z`XJ-r%72O0C;qZ8+X`o z9hv}_d1lAEMy~BdgmGs(0MU3@8XghbS<(QT8;iN*9;Qx;W8|SL&0nqnhi@BtwTm1{ zsIqw9FT_Eo-zY)gcL>A{Qdp0y)#K8w1Yu8uPm&g94F#nz~7{#0Wbu(0zbik8$@ zcIHcZ6nQ$QbEcWLEIZe>)i%!dv>9#ZHI;S@$pOPo=V*a=@?08MdDwnQPRCGQnl8#P zi}Mz^=!+OYTxmMMiccg4hY&3mkI>PrI@~9li92!6X||d!1KggL_&bxHL_2yWqr4xFF*qj(L_ylW-k0f}4f40j%Y35TBZ% ziW&l$_5Q4rBiB>82kq$X*|W$2^9^sO1ej07Eyo1Og!x)fOC9TwE%yNGPevxIufx=6 z$Bp_^I3Zxpxek#kneuV}Wea#!XOGO{_Gdw8R!rI0h#VF6aN%f8X#1M)U?ssUv%SD1u z?bCztA!w+uEg{oiIze*~Rp7Z2p!;F_QTMp_Gqdz;iD*DYJAn}x1MRO6qO{NTLFAE$ zzLQA7q8!+Bo!cuDYa0mXOd_)L_a-Dfb8pdWY$j;G-h?AFnX|M(&xNSvbUUaS6KS>) zN0y1n+k>E27js+FW&j@8G_Fzkpsi8 zVt1?eP6X3H4FJyHS`st2PW(2P6iHyV@=f#KDXGVRY7-#x%!&4wPh9=y>0oq36IuR= z0H8>`AwuX^D*j#Va9m)70mf%|Zt&!bYUcp-u!&CRw|NbJZSY2T=Py1dyK3Syvt>~K90rkC@gmY3G z1_InYz*2iZpOkIF?O=u>eg%P@&wqcq$WP({Pi8Ue|MPf}Rru%e{`(^NvwQz7fc)9L z|8_I}1m}Mb@qdEzzn|cL&fb4p8~=YidnLkj`!mZcRaNBf9*E**<41?SBWwlh$Mydm zB=G|O=s=;DKKV`6=*QhX%m)OSx_NQoQWuKFj*Cq%jKe*vHPrI#LAiI8OrUIXrrlh- zm$kLFk>x2Ao8c&3RqPwxamE8=4pIWj)dSGYr~SMmsrEO%z|8Q&{9W2} z-XkMAyLb;k4m>zH?0I7#ni28a8z7r3*M)xmlA74qow&AlIYT8PHnsYiX%*I*dzvri2;BeH1-69LQpdkBu{{>ILp%}QX zRI}3xdY*o>&gnTSAD7K z=^ZRdeXnoV)V;2rzqJ^ttCvxhBM1)sZ(|1qh=C|cL!CvhL18c)kIJ+h!o@B zc%lB%=fG7z{@V$En1sVGsIBnkpkdR+d!6uy2s`Sj_S%OOnJ2x7{H&b;ej#Jr&Ims4 zgbz>@@zzH>9UsuZqm5k9Nxu<)7k)vjcDnf=F2M_}7X7RUX{b%%3D zR^hxMdGh`CLZeiT&qQm#VcdEa(RCoRaK@)Vs&lgnJRyjWz@f9^8JJ7lu%GMAsD0}% zf@n>~*UMZsu-B&B@L)Q{S;S|P2YjfjD!os={du=RK#s%apPrr~CYnPJMm=KIe!*=7 zI0024I-)|nq=D5?c-b5n5M$8O#s(89of`t%2D)@s?=qNJDvu=_w{2?r@2tRj%JJe*3XG0U zv9XylxjzirF9)W#u=5nP&>RT8-rX>k50mqrx-|u@$7{IKUBtm{9`ap8O#!AjYiSSP z&2x0^rK)`N0h_Pu?&j;#>Q@j3N1|Td>ey3F`a8sp9ck)W3`}|Xq^VMeo2d~^tD3@T zld%;WX2vNjJA(mD}pIJ~balA`{CA*a4zeNLCDlAZS1beadYXzrr8?o3;hDidp6(tf8cW0bGk?6r;J zO~;Kd3>L*yR&HZ6TrF8t9DCJxvwF;Yy?h$NZ!KBpj8q7HG=$f5A|@5*j8$~tzkmI` zM{#cI%j=8^w~V(N1#&tx#~+?gni7D*Szx&FtAnOFmYK%2`4?Anq zq_JF+1<=o|Gi8XPWnDvDU9`cY#5r-i=MZ{++>SA)i0_~YJhKC>q(8MVDDI3Z>P@M1 zi527B(F>iTHpP%Qpe=HfK3>EED;=x|-m83+*Xu|SU*VYn%=CGhP54upUkZ8T5m%?S1pGYT_4Y6dyk3!cIsaHSFXpXNVWs zJM$qxjOkTC40^Hb@zRiqV6qv#r}eg`lW7`lARup^TSY8>GN!iYucIek?9Be2A1>vm zemR`CXqEJA+C1Xe*Sm_7R2jla*GQ+-8w8RX$DICYhtc44%b~cylySeoF`zXx4^x?L zgA^@_Ux=S=asw<(pJCvTJd~{6LUxt?bJ0F(m|quA4e>y#4)=c@4A0%CaT17cP- z*|%KGU^AE5aea4q$%AwR9Ed>SME(pq*Y7(D!PkZ-5NKtxaYAJs%V3ht=}``n#9R4V zA&7~aw&%fy%@Al$GzAqB&+h-z0oDDgvLa5c_p7@9#|UbNZl$rn8?9J~UA7ZA0_$&G zfYETlOC^sN$PhcAZTq$PPr(;&To>vOaps10w2u-J67Bm|fG6^NtlHNXI?95}BHWr9 zgw4q1R=2+wBTt@|gC){fiT4jDwFu=Id(GVsOV=E7g~nj&yVhBe3Yg+`E=|1Y7h*&L z!<0VjX}GK_B9b<1jU& z1%);1)5TW;H;tT}q5a1XIMzsRqhdU|?d5ZO#(Rm{V_WZsv%qzXXhIE8?M9O?@Eq@G z2CQx!6uyg{(ow!xtJWg&bWRT*B>54(LKM*F)0PGctj;cnH>SOImY!^II@Qjsq*?xv z9i`08%CoOLALFb@-{xkveNzD>Rgr-wUmWm<>fo z$20Pu(zWgkxU}No+{`!s^dUNs&h>0K&iunihzw(2@X8#NoAamthlTj(5|GU9&t3RG z=q}i&4&F@bA_ige#;kpdc1AwIc2AZEu|xF@lD{t*~J&u6>5-6Ua$c<05syd3@v}PThLnUS7^-Lrhe+VdAhRIYtiA zzcy#PK5SOzWZPR9d_I*4;sN7lIFlyJq#(>mJ{YTdes06A;q|pV6*id!FSKk+0W~A1zgOe z32(+fM3#7w00@u;ZyL}1W0ls357Fy?eG&0puai=1RrudSz%Q*_pXsXZPE|4B-P>BC zhVg(ZYlit=*i5Wwh=m^%MiSb?U!P+7!XQ2-*0e7r6C*~1mwQ~qNmAI{ zPHkW$8&%s#=;uSGR7cE#p$s--My|5Bp?&gqB8@K(r3xVxtp>8`(Q{*vv4_k6v>YR4)+GA)aYU5{ancXk*n}%`)_{ScgQZxtvtn;qznvvcQTzd} zH^KG#UCDAdhykERp|##GIL-UP3%EL7^l24jANM$?AN7qUVC?n1&}7w3UFE<3ucgjF z3d^!6*6uNzH*C&lP~P-DOdW+~qrruCsz(;4j#x5biuy~dT$}48Y0AhgZSBiOpK6XG ztVnFZkUb-W45}UjUp#->g;LsW*=SgoF%_OihZ&kH;Cf9vl>?8cfFW+m$TH1E$vn1e z=`t#+$^n+5WGgtJuz}ZZp)zCo=UZoga=4Ax_^m7fH9Uya1Tn3CyTCIL`@Sl}X3=JGI-YQbRA$z|Yc z(i|!|#=(GXu&1YemZ?+1)mTn4Yn6yb?3S{zN=(!j@?Wd24v?C`3*Ga4J}AtGJn`H& zN&3xmTB?BFNFfB?Z(LN_fx>sqikh7An#-}#27au;{AD67nXK$Ovb%IrbEKwaCS_x* zZ%&~;eA0$^Zt@`T0l*Yu)2*>IwIFOJD$JRNcRM?}H?ma)qhH8{R{Rt=*@D2L8F=0} z>?p%*?c4x5v7mLAflnqg%N#NQV;fxJh&m4gN}OR?ms^9?U|ormiR#x_!2#8|je_2$ z$h`Hke{G%IGT2J_+&AlSfnWRxHv1gPHH*tmBvK3x5cuY(90 zVTl>Bpd6{Q*c)JItd+$}_yHMyLdNGXOLRC_amct|@3}9Tcz5{0({okeFi9LNe7N23 zzv_9k<(byoS)}w8$=J_1G9%u0V@T|$c?DVqb{Ov=qz4tv8DvyK=?hN%niuUES_Kka zJEH#;VN>oxM9nKUWKx&IZqJ%RKofXi;Tl4kZ)|S0F~4p}x|d`0yy9TNY77i4{dLgV ztKOi9W^>w2HCJZ%+Z$&CceT!tlluU8q11ajAGFs8rPQg`x1u7G72>G0syk*EAmZVL zUYEm$qst*C#MX9DIHNjX1Fx8=H>un9%%{(m`-s-%y+WK&cF+B6j;V}->RGKz%AWx7|1cM&-=;WSpMYT z&Li(AwKx_g6R87WzG6h=z*L)hcU3({l$pH}sFUhuei8WcRh{bTm(2T+M%yUPtHJ8A zG{f-$K#)|r%i(WP*Ix}L$#hkJ2b`dOmE#;~oXoY|!K7=CzN>dGS!S2!IEUw0)x0b( zV%PKZfq7r!>6pWz?GCuf`>jNlZ_S-GIRxkKjPv*`iF2)xS1vImr+aeUbzur?sos*q z_@((2nN-Y8xs!D{Zl~F}3I?%|hK#-gi_ywyRXqP5-C%m&cOP&&D0`p;!teJ1nTtgt z3fJhx;GAvC*R&g92DSE>;`xg9XQ~{1R#F4_chjay8gxhpCdQQ~o2Im+h97v$>CV`_ zO3zvP>*P%F5$U4YcobG;$k2|8&T~l^{9GrbT=EMk9(IvZGpk?|uC2fhQIgEK*)<(DjcvkP*l5}`pC5moN z6qAw&aZDF!y41DG`0|{P9s6_N$eVqV_U}}$IrzEp=uMY2RrBZg`BJq0Q_wG}SI}K?NVvo99FMOD-H`-*Yfk)-P3$ zN+N9G-k6z4{k(!^PUb^CI1TPhk8DLtlDa-x$d5cHoyTHZjaSaM*xbr^ZSY>zNcS!2 zkErA9G0=6_wJAqAZ$MZ4wk@@HO$1YI4^r8l*Tyz2J-y$X9(IemdjrOkyZ)6d_&W-3zo0 zxeOENPN3Ndq@|A8W*5d2nE1*GVaYSmiv#s%wn2TJ+9O>U98rDQmx6%D`!aR%G`cO! zYEHeg5-ubx6-e9R@88Rg9)FMID@O104H?sWSxtz=a>)<^G@hPk+uffQriK|yBwA)& zw}KvE(JCR3c!qntwx)uvnXcE;FCg#}YLTtI%qZ#X} zQkyaZK%wshcu!;V+?y6;mOeA(241zn8^IB#xf~N}v-Vq6faRRumhbu=HA=`5Z(f+Y zaiikQ{%N)Y#MsuK$iFARwn@`GmLA8iT%t>yVov*%r>~pXCBFk4RMkzHp~+iK4_V9~ zvPuvXGVIH;`THJ~!O73gBa0Fk5$L9S1~(gz=8pKwsDn$Mxi7CT*9agItnnM@%H^gN z5_5*-Pv_%)sd)u3=jJDme72Gi{e<2se%E7SW+|e$x>g5mYToxAu5(ADZ2)uriwWn# zE7d0VT7>f0bRZYBJY4}cm!+VT2)?WGSRQBkH`yUQ28D6{7RPJ+ND?K?+UR2pE zo{CB3bm=~NvcUf7_T8va{9x4W;eN<;$USao;ChR($aby1JrG!HUyV87|0*5$MaMY& zhWm(>h$eS_3#f=lPIb+@N`+J4B<;H~GgoHgqUz6fgS7{>7QJ1dijyR{1K)!BxA5H| z?E|?z8V}O#OngM7SR;D20?8EYFTb?{z0sZkwS%#`>+0}-{Y;?kaTF}MC&&zppwG3@v5m3$y0 z;DMaqPV1s!z_$iRzEqkAwG9_&M@Ekhx5%$ge0X!pN)yw@>z%w>l-JA~-w4fIK6$^; z$MOPa2)eKt_=BH1Yf`WaU90Qj@F%$+MuX9UrAqkV2Z^@)m7IccTQnJ=^(85hD8fVY zD{n*;y>0Dmt26S^;|nSIS()b?8nmt(7DEm@L8saGP;0egHsH|RRLK!0Z22NEA1jV; zPZ7%3X_!vQRSMzHMs7#Giy?ieJG%I`*~7-l>ICKQ@S47i1j|c-!gW2XnG$#wTXj+< z*-;)^DQ)OksS~+B$FIJ|5vf%+Yt&?F;~e6Pyvn!9m~mle4}4iEwq)ktVrg`sy;-6h zEvkwr-9IE0Z~-BV!TB%|Gi<&D@S}6Axx~qw&I;+3Pec^@qcagUW6yBt=fz+)d4Yu2 z&~Drl71J6>k;ltJ+y=51At^Iet!DIQTs$o;%GxMq9bQQ~XJ3hmSz|gddN8YA;omf+ z&#;zsyE5$Hs<-p3VRnr@fFUMMbh&b}u;@ zb2Nvmr5c!;VP8UwhqvV};int94^*g}Mq9c%HD(#|ibm20neXB^c}+uOah*Mf`xKyC&}CG zH>?;Hmv}kz)J>wDapYiY0kv<$7ym5#vTRV#)w@J%wyVU=TzOV}i_xUK0@j$+a6C$H zMF_W~-Sib|g)z^+O1(#7KPFrY9wjnG-12@*7@ySpROXae%R$GNE7zXLUX{1xZD_rY z+mB2RcdCl>>5>lUm5O=L>Cf=CP%wItmFMe+rDpT-+x+BiMijJNxu34SvXW*Bty#_a zYV6aYc|8xkX@sw-FwCSyVmYd&K{UIYYVLJ``EHZZFb}-~YU#W^{Wnpz;oSW**5hxV zw9&tjU^4^5NJE3%WR?!@S;(S?OrpB)Eq=LVSVDQHf=1h|@%j^K^hgtne(mKbXHAvf zd5*Oat?5-&z7aN$wwYZ&78;YUvH=fgalVQ@Ny#l&AQjare!TuvRvj<*2lG5$!~q^N zy_9oBeeQ+i9!stc{Sf{OcV;YO=AA~mzH?*5b@6B#zy7jk{KO7@Dn&P!tmQh|7xdmj zo|sL?ft49SZ@bkGX+h>c1cRm*Pd|BtzO3xrG|X-LHL9j|jL1!Xhp@)LQ*vD1FRbv# z?eVRv$ooB!M?c&-7#qO)VEa+QIdA>ufluDLMoQ8S-*5$n30vi%7ys$b9Q5tXj%!^h zN{QpKn1Qs`+Lq(|x6A2Qv_zXcSt6AClp~o;1+qA!VOq2!r?tAg-gv?Bn=kezmbZ^b zmrzP4NzeLhWUUw7p?9qRtN+_Rf|l=PX=M|sPKdT{Tz|&ej-DKA{OY?w-J@*I6j?K^ z-OM3qmg+a@Kam^A0;e zaGvUz^2z6Fz5Z^Xv)U+nzKqR8)cR@YMaz#$$ec>AAKat}%Gp<0x*w%+fcslDii$ z8Rerj{rYyjr(uOilg{BUwWmLBWLV8id2222oVym^T>kkpPGD)?w5aiZQq2;}uv;TOQSE`$z`)-Npcat zw>EoY@*@VrT+FOJ@18_4k<@`S>By_F#&93PpLMTnKNz-u%4O@oIOT|Gs8ZBrJZ;gi zXB+Zd^YzCrPU3hQv~$GU6MGU{vfa9iCW%6Jm;HQ|R<&O%*MAup8fbf1viLxIcae}S zIW4&Kb|fWJ$QNr`aV{Gs?Kj(t9F!Z+cZY|ng|)P}HEm;tzZ+^CVHbRk`&Vu(3owW_~S3>a1 zE>sxp%sxrSm(Z2x%tATN1^MX%rT%3Ft;C@-h1ENYHXUKY1fwNLNq_qNfTy*L=l6Qf zf{5JnZF>F;s4(7! zX;vkhuHBEyikVqkrMsCvWbj^jhqpWzg;algq6%BbXdkAFok1j~B1;m_ts-46Byf;=^_|X$OJ zGQ9C4+a(?I-A(OC^NUz)*5uB!+>xPn#pCh9w=@H7uk6PzxzX|mEJf0wqVcY?MxiOY zO^vxBYzp&Kaq2Ymq$a8G?j%)V>_{;j3j)z)ds1}6B+q-h0rCeqU7vym2Z}JFgj`v{ zE4%_Pp3J0aEaNrRy@{E+=OXOPPjE_{q?10@UUDzCH4{9z(e>rkX!jIBmttJu zo2o+}-(e0s2$KF~U}{TVoNU4pH_ub-b{Pg{I$Y&1k2$!!)>VIFPC+qvkx6;Z_=#={ z#>|Ow+k1o#-LI=E8jo+N0Tr4;AJnN^AU>m{X#HL$_=R4;COlS8LCmViBOH z$Y;T?Y?4V0(bQBWIo(icC>ATH7e;!OZv>FQmOIrVW6CqEljLPK zV$Vz|(H@Jk{!}JzNdzVOFir~Y_=9MobcMOEpR2-V?Pn{Bpr+GV{T$rwxafaJ=b>Tb zD}f7jHt62Gnjv;EU$bwI4CCi6Poa@ixaaaPJGywh?Kg536^PJcLQbdteOxPsO2?&7 zX_@|{4+~2^E(d$fQ>5-iPnBm4%)E7tEB4fP7Wh#VQ}bMH)7v>CzH2Kg;BL#cMSHpe z%a?J-+r(}$SmhWCjweH#-$!R-!UEKH0M@Zzkd=99zh^eP z6s*=U#HIV@x?D6-oV|PjRd{l4AkhovX5T|=XOt@$FSJ5CZ6hX&e};z;nsq`l7mXfw z@!jq@i-3sxKaD@(p;9G;?WPDoo@^l8k<`oNUeA~+BT&l3n&kUFDL^bH5V4&PaR2rZ z(}$g!xfAPkSAl@vVE9{^40KiYk9SCA zzIgvcz??s}T1?3_Kd5%c6WBi7aD3?d+p*5#V>*)ny?R~Y2P zW7b(CaCEVrmfRhtbKG5jP*;j$n){7ec9IH*xOHiI9L>#hfZF=i_*TV{`^uTf;P>*c zu=jLZ(<*GLj1H5Q*z1$Do9Se8A5Q7D3zUZOKgL#Zp^|*eQ*qJsdoJEXxBEK`8RV%$ zy%p#EV*?%*`280egMpxQpNW~oT5zm!F5^9VpLYYZcYxEdF|3~;ibOAF{x#40RW?p@!| zgsLAHv=c)f(&G11)^QEf5i5{__sdxRCa2t(nb|CXcY$i0O1VIo1z2jc z7jA7N9q@&k#NIiITBmlcKF3|7H{eNM7>@R0z-C|z9vW9%=~i!%KzQ)Yz(t*Y-E6!| z8nV_YZ1Ig-p_z~RSy$W>4c(zb{Wmr`BzsiNoeX_Hp&vkF6fv)^`>x;0$Ww|N_ogeZOh2LuPAG&_z2uxPu8y{k#0cfC{D264EMVw-I3ZW<@^J-%DOy* zWmrGh>V?&K%){`mN4a0RDLY{xBK}i(bR%CpYAPRGO0tSR^okUf`HJlWL)~gC&ONaw zjWFEuapL~ANW0%9V)rnDU(yc$S7T=$4rTxSamH8*As$;jC@EP6lRYugA|&mi5h6R$ zBVmeBXu(ri%2K9<(mFJal8~j1?AgZBknL-ief^z}=*#nbyRKhZQg{U=drqd2{xNyhJA=n*S8fMLPDhk@QZ_4M-q3I|h9w1Ss-mrX zpmZlbacX^&*GRaI?6ttv-ic?$hr^rrBmxb)956oJg<6e zWzpFsY>gtf?(Ji@rRDUX>{46_P{yP3xivqy}8OmlD$1QrXZ7ug?8svu5>2deD zIVGr{NZ4R5^Q3LomkIL2S2M+S`mkXSE&E8fzw6NoFPKWz*`W5?s)nQ(gV-8}isez$ zMs@A{l^dwLPg1GR8DKrI^{+QKgXma9Ow=Ve0yUyZVP?7D@T~#bw$@yNkwQGTTgvb$ zajW7XY}7K+DH}3QW31&S*)7k*oJq7mxhb#lIy`HJ>2XH#p+4H@c2nh*?;LS8Cso!y zZyK>3POrS)SsWBIUayst+5@GH8f9*g$txYrT+Afx$@la-*HMJ3_yPIg8lUpph1WCyUy`6pI-#Z-ZbPma>gqcYqmUchhu6?+hyD{dd%Aq#P(7a;@gmn^Lx-7!seU z-Uxtg_NBG`6^Zp+%Q!CWtz})3Me0O+_J#Kb6@BbJF{zoEoG0*{B1&T`O8?}tZ&@qk zLvV%3Ei$7Hb6FPI(Hh!y`>6ei%5n~VU6Quz=b$VA32YI*BQY*??O-6?HT$dEYlR>C2;{%n zQLb&wPFY(V) zRo+6x8RP!5tN;5dWX)E=DqW6mHlG7}7ys?~MNxX;d!)Kyy?5~MR$0dnt6ar+x9=AL z@sCw_ZveoeS3O1kxA!sxR#{iGBIalI_}{B|xEZ26@AO^7HNU|;DC*dZ${i{S!3&pJ ziYKG;EE?R0Amp0tKc#jSQ1r;QnLxZ_RLcn9o=?s39wi)TJP31v_ zMRPzR2Gh7I9_-;mp11?heCrI`OFDX>WkIcTejE&h(UVVhs8s-s5j+|S49F(e%z^hz zD0bOR-8(wB<9=N}B?halxMi8;K4bPYg@t=cP$7eqT`&^uWI}G=Lv@+{cck5E1ED7q z@X>HG0}u)IxDY-xZ%h+dgFGlt*V)x;cRdk&1`IP5X0@q_X+W8pigNi(YyiSiS7?3< z?1w3Ps&O%aV-Nu3re_U5-H|tb67ba!R2#a3pmvZsbHwZNN>NOxelR6#8Awg<6kmM| zX;6e9Ab_KGRk-=Yox{(qm@uY@3$!DZR<}AVd1e%6NbWrof6M)|M}|Q5!bU)C3kjUR zKf=|F#z2xOD(~zp4EQ8;G)e#2pC}jC3iyV2gl6+aWryN~Qn);7!)ZoAClU(phq+F{ zh|}%Po}FPv?Ki!o-)k!-Ae8m}y763VL~^{lIFh>Rhgc^>Y}1MSn8K(?PiP+@r7FmY zn+Aez*sLEyl6XS+{?t}|0JxVXbJazR%^i=XEZ!es5?izrpb(vE$-^p4u?Q?~nfRg+gEiU?vQsnMI* z(D167I=|pQW~N_-SJ4BLyZ#0SB_F5Jk$hf?Wc1f&ykjW^b-olZJu(M&xC-2QKlx~h z;W}Xat;u2gS2=RwFW|`tea_%b^(8;h2*n(UVxHx@HUtYu?-2UZ3K;Xn277*fG%ZV< zJu%kli&}Nqv=I!MYE$_e0Bamw6&GWpK31ekdzkD!h*%~~Zla^fZJpOO-S&JByw%=0 zlmi^YkR2;h&XCeVJRVfRMXQblOoz-o5_4E;+8%8LQxP|Tvz*@qM$7w4w`9DM5+Es# zT-D1c{^-vo$;Y4hpGS|Ir=S?)bC0D8RH(Luf>@|b0z|!JPPw?H*Ke^B z&TVX&mo{(K34&x-GqqLU-0;kDRw(Z}(!%F4iLY2`3IVOx<^+?CRmRf2Oq6jzk32H6?UqTO)3G{=T^qITW zYwtUH4hFr~iBd{xg6tjsxpTpC8K( z8Mh)06oicWdJMjIXiwDkb|#sv;geSwMhzuxig%lBQUcoACPJ)$lQT#xP7>ZGH3RC$ z?yq3>Y%V0sa)H8OC>H`*UfO%L- zNf=|B&(eoV{d7>lt?!ik^A+@2s20T?=E!KIOonCBKFdA6;Mwv%xU=FxDC(p0xUQ+d ze#-|Y%ObOWw?b=a1mLIye!oYi$7>-Nv1P@4Oi^mT7ojc31Jq(^oG(-_nUL&5j-3Z_ zrv@{@@1OytV<*CdbTRDJwI1aCHoGj65J{|za%P&9#1 z2Q;`;W@AQ9H3)avODuiLr!co-=urbRMQs;W|4i)$V$|0314LCI<)&VmpeU+;9PhpQp_Y`Q+}~t4)*6XqGufoyr7TAHsYMT{r=&gWwmV$Vl1*4!P=pWYmu-@LNM zfx<;YKZ^23I_|}m!1iB(DCt*#W95PDZh2`>K0KGYb$!Uh@aHG7s}U^}tTHwG&2oiE zjgI%iZC#uPjTEEf?aDv1MqTUGsIv0!xheSWcu)zg7u+wHRT1I{3`YHftsD7BsWZCZ z{rgd)pZ86@fO9qAXj`Vf>zn=KMXn4ARHV4r$eVM_uhUVG)k0NocIt->ScEw=_Jwcx z$~YDrUw;ep9G1MSn|}E2*FgmMv3;P~;Wm`Da{K_v@4{4jbw1Pk+i8GwFEWh})lkNf zzFh%$^0{rTx{{Jkm5$I{Te>y2SMf}amDO4)W0ttAYXSY|B`=&R*4p5K4_#{4m(%V+ z#Ctmb^xpY*#w?cQto9zjUxuJr5%nvL>Yq)VtZ&bS0hKM7GY^{pt+cAmO)y@v6f?>f zY+avjg}Qv2*!&4{2G>&|FI8|bnGt5NLTlYoP`G1)72+8>YoZ|z0htGvE}s~F9gl?0 z8DD9yv-6JS=QAe92?4gT+g+F&I%Vcoc7!$KD@0gZaua8#+C$z!^XKKh&b!h{VC8UO ze{NRSO;G0jaqu6D@VYz3LgHY>UmxB%U`nP0E;fR8d@hPL zVFoylZhC3ur$x6Jx(i46VKx4;Z+I3ShHALN*927vH8W6In{-vpC$*;lp=?*Yu z49z%bOImDq{~HAn$brO@LV;s@mo9waMTgF9H`LM`e(&}F{(bmMLh$W|V;Q*j+fy*$ z0QXfpPc8mJU2-~E^x4GHymRrpwdCuM4m^H?dPLjL9)bU^{?|`tQV=Y$ YrH$filP2{wS>WHU?WWtFZM6>iKO4+(^b literal 65007 zcmeFabySpV8$JpM$`&OQL8MevKuV;03_zqox)h{Kx=U0P1XQ|5k&tv47^D>hl;0$HP1FnfNI9P1Td3bUZvl8uMGXlq_#a-?Fu`wO4)gz{ptI*v8o2+(Cogq?0@k#a~EMt9QnC-+Ij`F|Ez8W;j{M4g1RF{%O>x zyUIb_JJ{Uh2m4t2b0RfWi|0|~p$*j=QYW^#KXw_wB-CptB(KT{I!rzdud68@bimeo!G@% z`)zC0#3c-RnlHBA!|nFYR;k;aH81-lp}8r~$>k@J9LIK2qQd>peD#0s^H%D{8fI)4 zF>sgs2#v)#w2Tkun`BZQu5mr<)X8Sq6Vw77jIvZSTYf6=z1zqjd*58GqnXMtgBANY zil%2am8+YmJ(E12@@M+_l%GWYMZ^+)EuieUyyg*#hb*w8!&E(HAN)y=UZ>2aqzN>5 zYeG$n`7F95oFCKprMxnH_uDrE|IJTL`BxtXh(D&vJGT>(Mb&P+nE6!K=(L14y8wa2 z6`J#>di|UAugk2xw!4mh(JfF^el3hH@AO0LR?l54Nqtd)E?ntL9+lKM$w8s~68QZ+ zo~v@Ys@+-aq^M_1^{m@OdSyE`1_<3Lb^&G77)?U4M$@Lj=FHCZHMSj#_ai<(G!_f( zYqc9n^5m*!tu!56)XrHS9j97ojj4W7O}}in_(OwC$~*FV3?_F)PgKj6lT<1zifGGX zQ=LX3_;%Kc|4KkUdl|DA3$CWD(W}m@(W}Ypiypyik@|%3@=?x5j1C4hYZlArw1+*Y z+|Cx7PDNT~-MzqMb%ue;zLI}b`N8!i<`cw5HUxxGFTmPi7{PtpmB3i|qTvbH%^an)8 z4YB}asx#c0V0(wY^Mg&E%5G3scanQYEB*Bu)o5?p@L zm)HM={`DPCl97(}*|mzT>#p9oj;VpK4p|ru-vR-VgoOcl){6t0@0sqj>2WsP6fBvwl+)>b=q zb*s6pjW@gDqef$%{kIDR9r4v)V=B3sS>#o};-A4k_V7(bg&xLvzHEDlB+7vlGrK(7 zjCr)K<$*2ecJC58Za`(ZuDMndX+=m(ejetFhfnb95AaHYOtnwqofLQhvSSKleEAyGHXrE}B7149~30Q2Fgy{{AL8Z2QEa&*}?PBP485 zd!WYp`&<0yo5XOhqyOVAuM!YUW_-*DKk)wh-z01iKXUj>D4oH_cU03q zWLmm4ojLWfid2?KIz&#I!R=w8@O7h_myWHH)G4)$KB6bVVYDuuN;R*1@|XE+4}!j{ zJHb*otKo1*z?%+xaAeZBJ~AaaR9tw_XAk#5BX{0uc`S%aA?%8L-81Kr&wl2u?*AJw~DO8hTD@#S^iXZC{Qt#=qN**1|RLH0Nhjh;-*?e5O70AW`0dKf+&0 za2bkO>orYsL`P_(cB;>KuQv(LWKkm1*M~f?`BkJM?-|70-w%~}q`f%JoI2<-EXJW< zDyZi^m69!fe6T20jcDj+bNcrU;4p$gMY9?52TMP`PrbTD`rYJ8D5Hcpz5C?bK?~z7 zdNJ$1{MkM|m%#!(`jkAjoKF`ywDK;A?5{)CzgPL?2clCf_wd9_o8t4qBfhU9lMuyC zN=w|m6+k-Ir6ivuE*6IqbzhmxDn~_F<+n_h50$!2yM1_NZCr8tocMk3}gr& zz_Mnp1V1KjO>QdXU`YM6)@O;KSCN8C!cChKv)7EK&eGx&tX@zm=e@ThP`2acm9NA` zOwPhlBJ~*0Z;PD82kyD!(~h;CG1AR{yzi;9p2OY}OpaCs?u8K<{w@;!>?CbuszO4nhuj4}QNQR9j9kzynaTI$3n|Vk z`4B8p7e#D|8RJ$Jf{1xhu;Fqq)zZIH1DMfYloo%5+-|I zcE-fc-mEx$N8todWAXJqaG$$&AEw^#h~kwaC6YUDIPkqCCEQxa8XU`R zA%qN@g_;}|Wx3-~vC_^fMbj1-A|;WKWI`QWQ2XFd{2H+_q${GswK-r?@mr|lG1zIK6ym{yZI)Y9I8 zpy?oG|MfYA)>K0bPy1MPP=5l2&x|;*YRWx2tAS5;y^Hg@?Ky@-|Ktz9oL!bzzLy2< zk2)kcb;;0L=PSo@8%b@|8|=P8_1l!Fo65&rzr1bQ9%q#&a}~Fo2riVNVoS{X;_#ZV6FlkOqXp-35vGN)F`XZ$rne@9G_(oyYRq=T>s!)jWsN_F~?C5E;Ej;(O z_cE*uv+LDd-Uv0kvhfg+)L?-jLFn+#6%Kn(d0{;a0@FARd~mB%PpS3qfVZ-az4qW{ z=IDGAU-s37XNN|0qEq0~#mR`-UZm+(Z?ku#g7DOP$3ds=6o+Op0TI4Bmtn8<{Jq_6 zQ%hKs!El0QU2ft3@&qd&g;sx0s+P>fy}Ze|w;_EzqcvGN4gbhdN4GezpvEb-@#M$? zYeM1E&zmtLU;L4(6HN(mz>Zsbr}!kgvi6<`!f`xfu|5OS^Ur{9lK0wPYwSBCE6kx+ zoIl@}euFSp?f#E%uRlnKGW1rsf;GlWhrHF=+nd@;a9UT+a`SgzpHFy3#+W#`4i1+5 zBFvT6uZd79*kZ`E$#G)rEQmhpDZVr<^>2qWHFEPupV4yG#_S2D0At5kc=2XM>!rfXYSU7hC@)@8o>}@;#ZO+5&$a=9ZM8 z{3W}3F!a!elD~M~*XE61m;9ku{`0y&?ZKbj{pn2nG3I|xANlz|XZI&>2>UV=^Pb`T*LwX-D9K?0R`nz{sWj^nlQ^DPO@lfAMc@u<+=MOsmI`q?yB;d1mYixEm`(&WGDq%==M#Oo&9OD_ z%VfeIeRomT*1=Dz^0ejLBrMs-@Q0gslr_~j8@KkF)zAqNTdS&dDLBn* z=C*AOmvP(cii>%FpPS&zAjivEyz78z%C4spSU&bazxJV;x00{`P2SZw)LragQT|^TeLYoxX6zWv@|kCSB0;zb$*B_ z{p1iffjjvC!^!qy-kzYIwPh32vhE;6!{)4w+}%SiH$SL$rOkQw&wZ;-B96M;g1cac zIPh26Qe=r*2CrG6WC>du`Ny_oePK+*uEYnE=Xx!V7`BNlpmwe4IBJ_^eUxxD!hIX*E{iUqjpfA@IWeqmJA)%3O!1P%a>|D5gDi z^5SpLu>Y@N+<-l+J}X^zsDp)PE4~-Aiz-3Sy(XAey6*@s#VabKo^M~er zl(#@+d1=={a_FZW2_P$+e|Fpd@K-tk+|8dC{>KWG{_OD2*89h#e{sHl&hW2(?~l{^ z$8YSf%l|Vk4a+UIY`x2G2FRT$h`n?fax-;btfp@NWH;VMrDOFP@C1b&NYiF?2F~vo z!<}wGuOx?{se(&__}J8_hnuJbL!uFY6^zGiMb| z#AXvr)^nDy1E^n*USGs{RukVbK$!HGlk#_rQ@Z4Llc=SZ&Owe!93mni7EQ)73n3ND zXQ?hc_MEA$QD8V;L45OvW6y&CCn4`RYn0YjjX-(ps2g|HW}juQJXCdH0Yjmau)a`5 zW{M>f-x$dU6mp?3mF>}!=Q?ua@DI(h16h=!@wVOuFx+iVm6yeBt;!DX?XIf=Mh>~? z-X1p;?!6S2^gh&QXM751H59h76+TfH7NWV0R7#gnfG56yo7SkPBbEGCHeWo0is$!O zo8|S{-LX<%`TF9tPTkyLuM30I5FKA8ucWmt<)*EmcNsuj_T)Ti#$JtB?b1n;45Bi= z;P|0bM8YU?HD1V}tyX*ukw56%Uy$*RciXM%q=1#${K-RKCRQ1K4S&U-OguW+fW6{% zp(Gx?jwu;&LrG4l6`*>1x0)!-e5Pa#u1bW@6`q7gv1`3~+Bv6i@35`M^SeUM(r}6n z(dA%u>)DC#^e7d#Dg38J%uXtw?tgjgSjU?7(DbW6=`m8ep7~i7Jo+!o7Xs+s0LCOS z-*KwV>U(H5s_$xbam!*$WfLkb(fw*;G&j?FxU28jl{l+69&)1@r@!gUcytz|iqAJ( z@}c|mqvT#@xJx-ZHRmQl0mrIP!}>(q&{G+YFcY?^&KU`xhjV~Jns;!HZM^NXPdC7l z|JuRqO$2u>@y~eyiahU)O3T2+qjRFJkJRr8=guwW4AstJH1~uEek3^ev97NG8Nnqs z2~50$%FcvYaxnj03Mq-L$>gbLv^IC3a}>*KuF`kk|D=6xXr+#A8J~x*;m}{)%kI-1 zAKU`e-FoXYONlab@VPlrT?BI49^pgTSEEdD-Z@vXZLZxjikzEF$P8UiiRId4Em@6D z%*VvCn2zPij&kco>QlQa@7Ct$@9cX5b#*v7{tDoW6ZJjj3K|SSNn3O!g{Gc_nzKP{ zNNp5QTeY*{p`JgOKJ3_z%63bBq(?>>^@D@d-d(Y~I_vj*QM|5Vy$qY;sx)R-OCROE z7-aCHivrVkc=AT+cayLsGaIE%wN`VThMuS)Wl6KfP_j@{d)(G%TZcb$vx;%|(L5S5 ze@udlzWeSbrXBJnfU$429|D?#un_UB$^348kCb%FzI^j3F|3POxEmt zQ1MsY9nQ9!o*76Hsz^$R<8A7(FkdGcYj$76z+>2T_Bh|>kH`kG|l17lqmf=`cRckU;HEXp)TsKo9HOh0G9!~TGH-EA;V{b8N`G= z(47T91dt{#FvzR(j4ATRB#ZBm6|zyKRJadPcZHBCf(>uZ3N@bisqJ3xa1jA>pYk_j zf33_9mZ;&)@hF#a=QxHEwnR{=F@m$Iu7AHEBKMuR#dADiREYPj>%d3MZnV6;g-oj7 zmSvx_176ZN4R{$wgQ0r+W?F8;+v*IKGX00|r=wpbVN1#*0TXJBb;=S%(qbP47$bD0 zvaq5S9qAAo?Bc4=-fGvSWttMiS)5+w0P(`~9?NmV1EWHR`d}EGh2ZI5aF;&wG%LBB zirp<|qtj%prGUZAThdH&lSCb3a6K>L1xWA&{WTDHQhAyLnQ*hF60)HZyRIb;n1+}z z2G4~rSv%IY9y%rC#}9vWUg**Lt&sBW^*Tdu#C~9bSGD0&z$ALu1R8U7fnde!y|bZS zYg00Z;&og4u>u4%1y{Ms+$P@!Fp>PI-?m)vOtR za$4ce;;XOLg@gRn{zrj4;1KW2QVe^*aI*)f@>T%R%}ww2dOl6m(Av%}xDNS&(?wmeAsH)RtM9xA)CDPkY z%lhX5sZ*+Jc7}B@U)P;~k-%R!1Fl81ltv_w`ON#!hxLV3gChA%^1c6o`-cPgy`FFO z&vzli`mZj{_&H4{N(@l@~f4rK1LP0MDA;| zT6@7(c~s}Z){Zp&O<{jfXT^GIaq2D+S?EkVL}MHOp|DkUX(n5f1BMm(`j5f(u>m+a zpkR*D)=)4>br=U3=*%J*P>Z#U0{Bl)5X-E1fpAL7PR}u654=OMn z{Lt89exQ0CdA+XQAP9?D(&4L$DNmY{E^-K4!?3X?!gBS?+90872#4;cYh_DyY}GUG z8Px9G@A)`^!^ufrfV9ef$Bz@k*`8|!WsC{vt$yO0VT2p8Pdmw}qcKlp%6BvD&G)O* zCPv&AEBcKDRc2lFI**TNY=NU1c*ov28L?0W>%O(EncTtwv#GWeZ|vZ^2LbyP0&j?K z06Bk?rupH$T<7ir4qB-y1@UY4{&#g@Mh8ft@s|;ihm+rLK?;A8PxstG0SGvFel?(L zP2m5`jVC(=iVeIn}w`%U#t(7 zapvZf=0(hD=qJ<>lWTJO>9aW(BM<6)11~MiBAZji)_RhwI9KNfMONqf3#-Q29N@7| zxpm&zFJD;xMJW#!?OkyC?tw+S%JOJuu{Mo}gz90gxYyRbj}ze;S}qzV^&-~iGps{S zv%CSc8n?;x9_R)r#VA?4D-iKkl zo*N6!g0fMZ@-Bl;8tUbXHMEd;KIO7(eIp2m0~9x>cXyH>Bdj&+2X>qqosei7yFq`e(XmON-z zk^wNH6AHCrk%?~h(;X@v-v!9KORTt;yY{C?5BdNImDdfBgZ@;aJ$Ie&-jYc<061TP zko2eP;JhZ)gfb>UlK%k@wo5R00a%NI0GHpF!Y`IYbn)xyspX_S&#m^P-Ea@ArvGMo za>(5PdS}gPfSuYk$#Rv2KYeT03Ly+xA9h}cdcIdnr>h;?k_o$#!sRt3yNELOX!aNi zBkD?dtg0Y%xta}C(XSxt)xlFOKg5u%*!M85z&6e#IR8aOwmNv=^^vpb`-$o zMfE%vtBd@sHJqew}t2O+uO7)vpc6XFK?|b)pMog zdd*o*6;|M^sobN6&l9Yctq+OdHfkkoT(C>apt66}=Cd0ld9YIuK0y%1tf)ZoUMiaI z%LHhxi0cAtY=xSGaC=Imn*l&nSN3*?_v)L3)_RN_`dtAsY%*$>)lG+VFj`vy_lZmN z+1;Go!mSTWkOWk0b>^aU8IkeH^8i}S)#{BKT1n*vD4Laoi3Asx>cSjTsOX!<=#bto z+_WOor2whQOTxN$m$U)oF?MKsXr0qGLd&2Kz$z<~$)P6QFVAvctUfUdni3u&^NpmI zus(a+j`bXc@9ViLMB}XWGCYm9&ma>ah;n7bpA0o1V&WjZ;j`MQVd}R6n!OSXJuhzL zcHKHBi(3qXF_HY(+YXSLe~mf-cAUF2@|-E;TV)qtw=NIKOWX3z2}c0<8S~g03B3f( z865k)s>%&(Uf|je9@I!XfZxuslY4E92B;GD1BytYVzbd!yD3zwCAVVNy?$Gha~yCf z)^2+dxt^CvN|{y|1Rvd(b<+@`5U)LTf!kkX`lUzB8=8vkL9EK&F0Q@QZMki4r+F{G z*hRyM0d$XXj4t0eMjy^WWM6$oSv z-Yzd--Cd)paIvz#M<3XrRhM;1*sdP=7u!wtanKz1u-?#f4Vl!~^n7FuKzrE9rHHE% z>jMr*ttxbcC!ls3B3qv41u(d?BmkR02Z#)WF6_MIY5Ep|1w=;gDLU(@UBQhJf1S!< z2>;Z%`o8M8#t7`mI(LZ>>aWvR-a{un+eEN7?-IpYt-;x^&P_rX2$(e9_6D6)W#GV; zz4%Ek`*$TGPdK#IRhSBOj3od7n)Pv42QB zIkQ~^2%r=_=ibYOxoFMJb1fWC z*@{#d9%0n@pgu#vE|n1R0zHM~IX*PLW51F0aP1LVqo4u=Xy%F$b};j>9@;idbUPNj zy!g*7fGcbaLiP`*2TNRrSfPlAkB`4{{Jv1ceHIDl9 zXyX)q@x7hpDL^{Q(l@e)qHi~eZ_iR%+SUpWAsz;RzP&YY|3U%fo4*@p`U}wNN2k+p zVz;lmJaP_$Tf#`}6{UPi4j@Oxe|#*0CYuXFa}^`??5fYu>#qUImIa<~~CbkKzoX+N3^=-%l`hb9$muHRYO;ytz81yb%&9=2Jss+7WgL%Wwn7n$< zdXr2nh#BVd14Y(k9*Vx7D?o-Pe*8cTR=cF+{_TF2$PP$`CQxHgWGkM07o;5mg+b$r zQzB>{PotCQc`Jx$h%)eYn@>T!zw>0G%zgFl@J5Y*eY3faYs-ye1zD#d2W{G2D8@YG zgY_7e%`IKJ>ueS(wr1vZ*JZl^1RxWi3*-^>4h`I_wl!{9MmP}oMN5XIXsyG?jG18P z4PbZ)*mnnpEGRkoEsocku0KD&r8B&xe$~K5Fw$2L1m?VBl#$JH-atga)|cbj@&G$j zh7{gg2#|Om-6(2Y7k=+}Z4}0&wH!1Vn~>er1&NEZOvCXZ(4$AcC5954z7}Lv7itCMr=V%{LE0gP%MgfGyPXtEqI}r&oB+*i<|trH_R;#jFg? zI1j)%DkzFB-j?k|Bs#4)ZLLgcX+0T%`~fsF4pw2k2y36F=vh+VcdWPmgjtP{z@VJ9%{2L`4OpO z^SvvSG>JIP==&RFlQ5eIRlWPp?s|n{W^TEA=CnqtL2FX8*Sv$47e!4jpl5phDU94g zpms&J+|uhJR6NB{MujTQ6(A(e2d`PUwh(f_)A0BSfDk>E8fSACN+XaSHF9Gj^PiX` zH$==@;8yC`moz+W)a46LDJ|)0oq_v#zeLljHF|f~9x%9Rkg~wIHz+-ax5~vWBg7Zb zY2VF3`>rBFR5E{awcDWi@fhRI$T6+^B{knQ2?m~dE z3lgZKL3vwx)A;wJf=^ID@w~T*Vkok*b8{J!7Tqag(hz-b_k3A2(SS4U^@rc=pSA+} zPbUqNUC^b?%JBSbz0K{v9WXkg^H z72ZzN63nflEd$RXWdEY9QT3Ml;K2dEVF3+M#ezm3m=FCloeh|m-pPQP1MwTmCE$Vp z6&rh*l6d&1IRLP6;-fov>-W$L@yUK;5O%>6>3$$E?|)i+3SbwVkIYW|?yC2%707hn zm$ON8`maMjodzhA-v8?_{Oyb;nAGDA^6NI>vSU4TFZfvi?RDnmO#R_Bd^2U6(-(c`L0IVnq1XWkU^Y5b6^)&mh4 zY%Oes_bwbof_xf%s( zRY~@)4g2g-;^=tIlx(7M%GUZ;nq10xApcxcd*)PnBQ4%`~Ra$%f^!H%!I*=l2&}gn6JObH7h8z-c1tn@!j@4nQ(gFKb^;L820<9@I&850mHr zZgMIrU;@fb0(%D_p~ZM@s3OpgG-Y0A3qrHM%e8AfN^A9sA1GQNR7oAv9K*xB4+v=u zRDiCb?2w9`rTVGGTE^zOcOlR$4oC$D#3{>7p=bfapk0hLSLwn{ex@C0s7Owz_*Z-S z`jYB~nX}Cx=GsCdQhMEoAdv1HpT#}dGe99G7b?1RN8R@9gtcu2oyOh&a34cV?k4F2Ag-!@tDX3I)8mb(;D)cNjh~8H@qiL(GrR3 z83xKVqz5PfhdIs^?wmlHHG}y$1E&Kg^~wSnbT)sNqVD$JPg zU_eiz_;zn|stdp&dXF44vWhe%saojqTyAV<207Kftj7V8I>i&=Qk=?|T0+D@1z;=d zvsrIopD8|*h0GK8#LXBqi{*Ue2FZM|kd3zde=YVurfa6@2l5Jm1n^o@9JX$}JdO$k?2An{%KCHUtq4NV3XC_E@qnd?U zuum&r$h@yX$f4vNPe?oIXaA%PT4Ghg;S>%NCF#$!nA@5j02DFh`3MeW53g0vN6LEB zud_b{xlqwUbk;!}A=O8Y%IY+ng-iz8)RQ(kUQ6 zzZPds$Kz*o)Zs~a3diFfTANQ7bYd@7{)k@OX$|$}l}x9{4zHvN7|Y%d?>pBm`I-L4 z?3>H7ZJ-R?oHb=9Ife8$;I8&8q!s&oqjE|BB#420)s(L=H={&7(g*IKFzZstMWU!mOkA&xbo zwpr7iDZX3Rq0vg+ZIgRD7_>jz%r3UO|9;@`{74B6r-F%Nn9>K0qx7_!ruz$Rw>r|q zBg(MT51vq*ipp)Jlai7hSsD3#L$g79jDFzok zLufh>39e%=dYjw07L~prjA~P(xfyugGF=L}%mE3|tk&$ON}IeRyL>{9U5i9%`UrRB zhxGPPJd3hLpjO|@gzXmzR>9LtM(AyXz9Zoh2x7XZl{=e=p3qkkC;-vqOA1z?BXv?W zAEQC6VLJnaeK(vM-h{M38^703!ljV3a>z(H*i|vlYh7`iK4$k@zP_A{9;L;%eo{@( zaV&3lYo;)aPQXUjeHKxhx0=|`@KQ+t6@3Ae@b|qzg^R>3kqfc`upnhgkc;7xrp3%> zzavPRul=?aUXbQH4_Vk}k-6f}xC7r=Qdm#+;Z82{>~bUQLrCf^j(kP+H;G{5$2xnd zcp@r5bSV_R+*K4(fWTJl?K(o}W9_>=v`)ixh}JNLU@iM>oBDA$M}_h!)+R-s|B=Tm z*!mIQ;wt*_W_FMZI18(oplEAd_v%yBi0bR~DXWpl$NUvPh}sc^QdW!iD^NP-@)K=B zi2U243)d=t5L+*!%v3??tO}539#nmyE6WJ}F}fBNO60ro0d%k7i(m*fiXfP8<4eIS z77gd5*Lj^p5m~!Luk6!sJ#;l|{6@gy`AVodEX-&-fq}I1I_EAa!~#CT9k>z|QF3m5 zlp#n_g7^~M59VkK&tRgHoLz?c0PaP8<~JFOthgx3LG%p*xbqeS$T%Zs%t|5{sCrPP zJ6==qDw=fboDmU8)Y~b})!tJ(J)sF>c!cv zP{tYjf#HB+5Db*c->KoQr3*_0K6aoRRI)0BY5S1OMipa*AqoT)lehNl-znz4^&84h zs0fyIXizX3g#V2vbA> z;phugqFoJ5Hp6>OVf8HZ#Sa)#4<{!KY(I) z-ld|x%PXX}6*UH}wm_=;0XEOf!cWuiVi!#a`Wh5TUCb!R$l0@R>AEZ34`6m#hGk*s zEU)cX={6tpv>DODtvNLxv>KjrI2rB@q(Nu{+ z&4}9OeZSIc3??plK)F%LRl_xV_T)v7ej*1EDmR`qA#m$HdoCruB6U>~sOZ5#=b+UT zqu$r9cODY(&TIVj7+d;8S#98~d-bG?^v*UiQcSbfbNlAvOvj9PUFJ%Qq z_{U96IjoH}!LU`(4lzC3VZ*o$Rw7Q%127fFme->+905*~3Te}|TA@g7&$8tS04rmx zq7XWq{Ygj)uVGA}hQ8b7Ie?cHjoN&83_%qn&iy%ibhX2PNHal(V;bY4NI@p2jtozp z2io&~Ej~o4lypBtf!_igifoCqu2ZMl6j1Vh3yET=(bQLbvV`!IW`7N)t_C~|5cT}1 zo36P{FliW^HguqhInGSZV{de2*;ITvhI5+^wLja= zygfBVQ~!N3N96GH?76Mxl;z|^XaH!tqJ&trKPkx0zO8^cSNzpk3&go#7q?dma=o%0 z-Aj@v6l%Bn5T4&Q7RQmO9e}UNjna_0z6|)QW|25Q*~hw2WrVIi=&P8Bg=zmxsjVo) zt_R0Z9Uy*)9nX`K%?4ej2b0#4h~Co2cd5`>!lW0@>9D&|kkw|^IFCN1P6c@!2Q)k` z0l;HZ5a7q3ED|~RoTeYjI&^HHR3i-_W_&tt#z4tn%^I2jX{uF}yn(w;{h*qL64rM= zjlTj~U9=YVZxKq=#)^k_Cu(qI(f=o#GS58Jyl z_$LbHO(8{xz_NsSdD12)^k3)IRa`^VD$WW!R?<84zVC8^mqex)wsgy5eSR>H!Hn>x z8_(oYPNrJSaDUfb_f0I1#l3Nyo6(oYMCMcY+Z;a38t9m`_{67anR$On7PArD!DM3qGX4z@sYl86_8|IWQ~$SuVQTp}LQ_1#gJW zW`u_1#`{)iYYItd9NbfK%?p0S=9%;z^APAfn5ucz2#|)l^UL*$FIVGhL+Inm>gwlC zv;3v`IQi1(@2uG071zCcppsTrh&bSF_n8Ek4EXfT!r>#r2(MlRFa=8*U_O4X-~K7& z;Fpv>1(4UMig1C%e%}#L8+dXD(+Y4}gRI;fK{O4A_u-8Ptcb!Ea+I7}!ABq9VRV3Jo z9Ma}cW>3^fIMYrd=;Cp11j$4@7=zdbs=oxz(uGP#$lhH_$LZ<2F#q1^mmdNzeY{Js zKO+)e`ijLCl#6fh%U!M@MnU@ z!k1%dpu{U1bn-uX(n8G{0LlPueu zZ;sr$UUBKgah4lIgvxJxFP*s!qk3_QP#s2i`&In%8=ea6V&>b_G*f41lxZevLcE)= zzw?ZO+F%-Oq$#OwV*)g{ass?J)NZz_HTF(VqAa@v3>$6FE*y%z0*0DG{dedEp|#*; zIzT@Z?bM*74ECFthKeUqyTGN&+9~ohT)PD_x9m0mTlbBdg8ssJ=LQJ1W*sao)y^R(CV2iHxRRV z^{HVB!mQ0oyP)f@9b&s6I;nIQ!dqr8813u=KD)6N>P9pNQFX@IGki?*!P7JLLNAHm zZnp>aHj{AVEBQDpj*{cM=0gl@Eq8S>$bxvA1LqO`XAS}k;5TN`pEZeElBI(0f+9jc z@xc!0mv|Tpjst>LIcpE9j`dwfpO%U<5S~q8od7djcf{}Bv#P+Yu|Doan1d=@QCzgn zHs6v0COtFr_Az=~`^e;{rYL>)52dn&Xedc+_D;0SDY8F1Y(4HX#14#?^{(?1t%jrB zhn~$AM?XXcei=|?>^Gj!HuAR1nS&0=eLh402?pL4&%E^|;rw*J7WJ`Rxk*&Y^~0i@ud8kqC7vd`H4&2s$YS zb0L?Uq@I_8A~Y?XgdQyv$X~o%>uq;Zncz~+1%~@QIbr~*DHGqgX5yTS>a&<5MdsY} zW7&S^M18+)Fxj;><<(h%+|qs#htW3u`vW&mLQ>bCmamB@i8@gGoTjmvB{u@9QWq1QtWn zpln+-@Qz{0JS`zoqx#mdS?gK{q|kkRC!nW5Z?$s!3sp`+ppYKOt*4+W7EB=a)V}XWRJ_{X zziE`Vt6K${jv^W1(IVEHOm|;U`uWtS)(w~IZ=Sj5g6|dV=A@xE7Za1eo?B;}?k$nI zWCLdAXw`$6Irq?GpnXjA*>qoqc!1MdPTj+FZ-H^7QiPk2c);TQ4QH|dY%^kQsuY$W z!In_b|7DIlk^YRtIe@RlUcEMApchOhbX}4IW2W3+#OE2ZN|8#1zVhyH2^SN zu6p}Bf4>}+Z!_P${V4>bBO+K@p78zx&^?Fg1b#@Nq;arI@(w*;Msl^2^xz~^|4xB? zKpqmqw7(1DjAc}E1+@DBt>67lsqRP?P7)opj# zvOBt%O^#Dr1Dys3RY{owcQvIs(5c7*@~&c8u`n3tc^cn&2P*+a)2dH%+~@34y#Dn=`^!=sy+UyR;U5_t~?3g6|^E zz}Qn*KQh>(g!5KMi@7rO#w2b#FXCoj+V6RQ|5bD<^|Y@eF)ZuWZ4P@1*)$o$jSHD| zrG)8x#gPo*WwFIB@nBcvB;k#iWWE@M>$b#B{*Y?4L)0eM} z;BDoU%-6ZJ>2QqqxB{m*;WZWtaL+=^BBu)`l+t)OKpdlNrq{QDtK{xh4>?yqr;RAz zsFyAA3Upc|>u`;}zmspNEcNik<;ZWwg6}R#6Smmxnt9=#W=nK`Y`IC2vN4qnL62qD z8IE4tZkP!DHbD_LpZemLNRo^%FSht;ihX3T{l*JNZT4-Dq4f2vT(cKw$8?q|+AG`e zUK_SxnFZa94&mGUQ$;>$T_-xRCL3zTL;XFHEowUgx=$RPO3L>rwP)wrXe-LSjTQ}- z7P)=B0YBd6$rQ=RCC)>Z;}C@BUV4_5S_ZC9aAX(lO<2=fM>fVbtldDk3k}27sLmQy z1WncG#=%GfH*~~~I76O5i#p+F$#4CAiWDal1qL0n|VCoHM6=le&Z?B+B+oPF2}Q4JUq!y z>G!DNj!k#qY7l$g9mx8jY2Z^p^K*w<_tA~QRkQ%W)^)uh_-vwkYzIpE0*CccD2M_C zPMWp5gmYGVeKGNu+~FU`EPv|kBRu+oz+^EX8nPAxz^a5(_AqEEE{@cpHoW4*ZRwWi zHeo(EfL)h-5t^A(oKefY_^R?9gHwkigPsRyUR^$N4ALZ|N;7)p*UnR18U|x>-Ml(J zhfpC)fdp}M1;_%^pu_2=w;2ke#FcKxK(BZ61&7ZxP9-@Z=*#(dz?FO$I@vY~i`PC! z-=O1Q*eYz5qIK%m_jUl)om1K1qpFi7k+qH&7@i0MuP|}!h`#qGdXQ9Ndlso0UiaMB z13)UXC=L^gP#|xE9K7Dl_)se7MWjR`A;6cipeB%ttW0p}8`JU;GBEMHlTMhrAL5Zq zT>+-=^mH0=(L^>0$eG;wA*rMR?#AzsE3~(M;DI+TJfYYi1(OMyH*gaI6)~J3;{+fI zQ`R7;JK90RXV@J7u;;S=% z8eaSfMAl_{(NaTTt_lc)B6^@e1LKaVYnudyJ>670-ic4b{g=GHzMO_&>gZ~E#rx#| z!)iaRDEfMR5V-d`y%b1k2lfq$(bgcKn}cKA#Ly~DI6|SB3q$~eA&Z9(L6$!QnFSf6 zC{RkYK`2W7y{}oL#E+QFI2cd@ASFmM3Kc`e4IX3kdpkfq$zl2d9a$ceZb09I|@UtGuSnNVBXtro^|*@ z3MQhOtG*%jRM4=9EkIr*DFEr~&i!&?kK~DEjQDzy=<+8u>(m&NY3(z9HiQM-VZ{Z! zQr!wibf44oEw;a)Lf;rOmFok-k+z#89K2TodZG?J$ib)1X5tmUdfr#F*q%g%3^Y3G zSXy&r(=avv(1V6g(0F?C4xZQ*cIALg&`wMnc5C)fiXWd~{O#u_cnxI<=;@wu4;KdAslg6PCr<$Z5k7_DlrB;kq&ViK->RpS&WYUsipLe0}a z)&Dt~;riq@bl%)vk_!EJg`bpp+Uvx|57MlA_v5>Lb5?8;;t#ANT*WWiZ6~JL^9nRC zWK-BA`oXguVemIm9KjzoNP|SiP(5T0*pS(8PD6mCFb5T{9C$-p4IhABSjSpqd}sqI z-6S7Q;M*xBfL_le)+j`%c#SrSgwb>1Mj!Cp?akh6$Q6+02iL2HuIWNr(!j+RrX?ry zo!*7|CHC8O9*@S?%dS8kD7l}7e`fHQeO-l-q}JmNh=q8#z$8dF%aPx5a|#+N0_D5X za{D7KDvz`MSa1X8En}MCr0x!i$##Hz#DfbUR-kV9Q`EXzT6MXqsAzo75b2k90vXZ4TsGiV*PK4q>SE4=MX=S60DdDejX>@eWXi z1ZonySb%<(IPrkIAPpMGk&UQ1C*%P*;G3@Uqr1nv$MnY%`wDuPO>!$hi@;`lYct_#xt0RU67fJMoYVAl zL!~PiZ^@ARtiJj{2TYBD-%0+S^MFrx5PEOrLQSC{%|ZkDC5uAYitg%L*mquFW``UJ z`^V2_q1!-9m1qJaY!JY>(jzdNW^yDLM~G0`?Uc}j2y>7Q+)=y--jv08Zd1@(LYa?unJNDLi10S ztIjdq4*@r678RQ0G`QVR8sf$Db$4jJJnGhx!Oj>ptBEc|NEfZGLM;3WSOJMpnSpUA z&B_O2jfocbAvX+%OSjQxt2CoL#IZa0*pbEA6q}PaGFg=akGxcMWqkB0#q4_L)=Y;6 zBdSva;B&(Wy90_jzY9zY0N+T1IQC)N27b;c+q0@qfTS|RGSxo(``I{Wke&Tl5W3mH zQbB z>qLpa2yxw>65N@aV7~RJQ=4jq~_StGJJ8_ei(Gl*poH~S3&pCT%i*Ekr@_b>*MDO(Nl@pojByZml=I1ck0DVs93oVuNF0KV_eUoI1 zgrpG|ttQ0oF^P>ELv;9-LY^TJ%6o1A^!Sbz8hiU98{e_xg-tdy{mi=+sgA0U7B5E* zi>n}Hd|{ndtYshXqC%pWe7%7>M_T~B&b?ejoMa@~ke>*8D3*$t&T>^^dZ>(VUsMXk z6K43Fm#X~}Ye`o0d%eZ1lGzw%o}%P6z^em%$0pQBTjTaOTmsfJt$!Mbh=n9xUSsIc?6BqRPUXZ7 zo39|aiVy~oqkALyYMm{q_J!;_P z)Mkh1_073S6JrVRr<0~Yh9M(4I3bu$oEEej*bO}PB`zwSoS@aRvYK1uRaY2ppC#K4 zq8XQDli2yFso`y{QCmb@U4O&NPENGrnl?faQNCJ03}=#K?C)YtLzI!$k^$wL`y<`e zgMS3BB>>joxLc=D{^nM{E5LA6+kr-Xpq2tR%-eZSHKm%`KvdFtlo;M$;Ck)8Wl&!` z8n2j+98x&TNj@5I*R{n4T`Me{!)Y;glZ%78Phm)`a+ReT(V-%Xwx^-!$<3>~TIPI) zOvB0=y=^h5UdlKqP7x>_bWA+Ndge)ckG}u-F+~`jm@CTtK%X7C858*f2hnuSn@#E2 zbYzGb$DkHx;GLVuwt|)zl-FJ5`hlyBnqjVGpG?P=He9cNX-;iawg+`a(23Vtp=CLX zEHlKyt)r^U`oCd75D*nnN+nbjK?OldLcl>l z2?>!nlzx-X?1(6?xT~{FO$DhEQj$@bNf9q zp@}zqlvqYqljZYBZn*Vo4>TVl&=H&oLso=;N~|r|Tq)iOM*>we8($>Gb!Bj3RXtf8 z(8-TdjE+asEBTt_#`?bY0J9(BN5ndsJ~IP2BY5YRyB`XUcs-u2Kn*0jk1%Y_|9;}~ zZ3{SMMxNa&zl@z34ZsPS_JNt{Ur@3G5~sAwwrh7br96C>>V$|T5juX|Vj78eg+m5A zR=7|z(XyT1xY#Hax$B4ZX&S1hK%r3vEs`o>&nrh^iVmUeqHq)s(705z>1Z|;GS8ga z0St-%89AmLNEXY1dVFJ%)%@Cw;>rFMCSw!$1o=;5J|%P_1$ zFrHxt(UrQA)Wf`)?@`Mc9h6~H1v5o95}v6&)&pM1zh)$7N-Ugo!-o0? z7OMUFKiPl_m!@N{MzyiG@fu{8lB`u%$3@cKe?FkPRWUh+PQ*NU3;$Qo1()EYkV2=B zS@>8m2epIOlthoUwMKQTH+dXCDijyt#*HkLWfRm4@R4-VS~SV*RszZf>B1Pu#}^(G z(=B>oIjCgAUF8%Gd4;%qDTVWusGzQ9`vm!Kvx=P^aLS~R{!qoxIc|kRFly$YA`SW_ z0P4mFR`)Yus)wg060%5zO*(^%L4gH!pV)_G9SD4q5P7vdo~;Yd+CvW{ zL143wSPvjKlO`Uhy^l~>+^4*soiCs4PW(v4mI%Df7W+w5C=TSZs+vHn$THy2abWL& z$Q8DY|IYIh&2U3{OurUDJ@5w3zH8J#klh6|qVt{qZj&cX5R;hCjeE2j)+)+R226;7 z+^6!{td+$l>SU0XY=xQRY^3H4?T@+7DtGK$R=+DycgSr_D^*mTIN!3^PVCe)VH245 zXiF`J!={wF%4c+G*^0s|uc(2wKA+%yc7f9lAASX;WvTP=yybqID6D?Lt55o;%-XQ98% zN&jp`zXwVu`r3n+gK*s6^NKm5vE;^+&<%M?#2kRVZkDa@O>9}!B(tkJ-WX&4$Qx4C> zO5F56Tu+dBfZ*UDo{B`Z2!&>~a#3@L$VU^orm+06O3OV)x(a!JoTo^f|ms z_k!mij3(uwf_e9R<=1b3Ua2F2cSR{J_CzvcT>^{-q?TLk-9G=O|+@_O6eI{~1eu8Y)DcJ#roM zBsy~S%lQVBfh{67-;s5|_N&*HgPREQ&v zHRY1bN;o2T?+nT`Z8wJga7f!MR-kuI z-5|*0|L^-GD1-~OWVktSHb)A$XG`{(jd?-dclA58e#X#okEYnR(9Saz?E0qc9mV@c zAxcqd3%!e^pdD~KB4)nG8_WV1{USHdf(oYjwbUUbc`H+Ndb&7?iC;>bDN7EiK!n5I%$;F>Gt0t0hi!~0uF13&BAvsDJlN7`wB-?id+)$98h|6g-U&+y`?g&{Nb8H z@%mkUMr`m_p@zxrvfwWxaTbOB_H#tuiEK32f$drwsUKF$QhM+j^SNZLr#mRu zc2b&!>Ev*&o&D4Pj3WXlV7HjeaX(i-b;Gl^586h4K@>{&U$XZ-p{-?_uB9B@cX3q+ zOBFl+&aVYqj3BNJ;)tZ>&|qt3q6S=xL%F#SU+XLgNthkhi(OuX{TqhFHFuq4QF+HG z=9H;_G5P%;q1vH(4ZsDA)Hy6_jmab+Hv-5Bl?1Zo9D{Zo6KC8v`mjrgY|kjB>ED5x zp1brE#5u(;gDmpH3Lrww0i8Ff|6+-x8Bt#tKUd}!1yidTqSQ7ujCx26rLOq4 zxQ%@(hG5_M@kTJl5b1BMgMf1A;|>BYPx7p%beTTK%VPC4(6DC2ENI2c*c?U+VytYu zu4@FDo_6`rHZlFG+AR<`kTC~$pZ5{)G`l2}S579c^sS&4kB`k7m5C%PuM?E1;z<7j zDGTItijF$L6nk*abA4FY)5L2_vzku&a{E|9WW+KUb8m86!?IqOe@5%5Xizi44bRN% z2=zr`=q{$Vt)pHV2E+vxiqbwVV@?2PT5WoUaxnbj>cBv7p{pP79*&JJ1Xe4^xff-# zuywiceZytlOD=!@@tw2d(zDw7nU-xM%O%Ey*RLx3)F-&%ny0O2_bES_Y z2T^Znjb|X*eV6D8hp_MCsbF_R1Bxdo@+2SWfv~;6&-$2ie69T8BtalFL)WPq$|ncU z;Ch>V$rAR&;-XrrUv!a3ckBCEi)F2boHXSp}I0Rfmaj{&Kg1VKs&0V z%%PSX_T|yWLfxC=kC>(jz9aY|pB5L+%IE+>Ls=BkId3Bm&l&F2^V&;DqjjwzhQ_ME z5;E}NABbPm@rb6$LZcXV_Ry>inpBgcMsR~d(R=_Ec|~iEK5F32kDMuI)t*rYvG6hA zMwo=cT)~WC3v@`5x-{D89p{czR0K~0T0;+prQb5X(&75twlr&Rn^0ry00>h8thb|mgb zj9f)>Mop;CR&!2K0IH~{#zjVzag#{CAnbJ>yYM0h^bJS0Vh3+l3wpOzwQP?>KQ~D! zVCzO%^^~nTesWW#aFO_-Sb#B4S z-adBEu{ftMj$2eLTQa#W=cehBsEA5qGJ_eR6y_a)zTbTC+)1Wsx^X$t_b0Dga3Aq$ zIH_?gql(UX>Rs8^7oCJo4}694Tv9Ev4!Xog;cKe=sfylF0l54je zU3Do#B4SHrQn|3adcJ3SImc!*c2gwpwfGBtdva#z1Mzh@K0d_BaJVWBV88+mmqB=% zs+Z!VW+6<*$5bNDJya6?J`LP{-rA?$ZB4MvFLQZt`m!>3QwODK3;KvZ8u^u8J9_jv zPXP%%IksUFtM~CYWfHxq)cCna;<(P-_m0Y@!V(F2p{YGSN+Uwa7Fp$@U2PDK+H_=P zlRf?ITEe(*Nq9sq);fECI9acm{g8xzgluPxj;4f?EityNy3N${J?A)~Xzp=rz3Mu| z`Y`?G8T_#`QohNFS-_cP{E(>R1c8LsuuY!uR~yvWLw351z%zDHv|!m?%08xI9FIbU1^>xhNl~*r?n_o)4onjs zv$l1RQ184+*?Q|`vCB6IsF)sZim()bh`!YiYVYIu!m~=#u{lGz#n$&!^O((X+v{V} z5^Fo#5h;>Xz#)r3v3MbT#=PU)xJpGS!2ku3uR>Ck_FB1Og+tk;$rv&)k=a+M z*fY&BZe4M3&eZdG{an@4U`d*2$9m2E8>5(D(XF{)C7R|GrgFM*g^G^>%1>77HSMbJ z89gdHxU^a(rtcZrFh#RSIY64x9BW=V+Adge&m6!W1z7owG3#`{z)44g1i76(L(*kx zPH8)f9QQ_X@DZ(COPcpi#+@h8!q2JW4tqFfTrCQIK>dIxrrWgI{!vRiUL$~^j{7u| zXZggEZQRgvx3*S!@{NQtTc0Et4V<~nUmW4k{!Gq9^OchLljn)XdQExr$&N^J=!+{t zQ>3`#(aITT=4TCEmZKwK1ctF+Zt&q=uDRp?>3M0@5JzQK+2!LgXDgsqf2~vetO~gs z#2mKvk9;0kpB3yvGs2WZkQ)2s8>Er}>%0?rSNU=J;jUyfdbU@VW%qN8vjuekPvq4u z&hSFzhs7T>0A|>{_sz6N_-dD}3hPF}s(rShk%NFQtL~K6`yQewd}YO*Uu&SPqly4k zY=i-3gwEIU$FrK86N1Woqtnp5{pO;Ho1MaD65B)IE9!M3U|$nMtn?G7Av2LY@8;%6 z8S+qRSxCZ{p%iEo>L@mL{F(_25(XIJ#uPCBacF5{jCuKrdVMX{yOrN zqr{^KR%1#b6M9z6bNu3zdHo5C5r?K%Fd*>F^f zVD&@qk}KMN(~zM*T4B_7&)%Q@$ZA^afsEq-v>3lfz`Eea3+D9~q1D1s+yEsad$%y*%{v`TYncn(&Eb3e5ARpJn6g&v z9mV+fJU@C8xmV<E``>wA78F%?H}tZ;98D%per;AQ0^OdQY&AI15{7>ofp@M}%% zpR5S0j#+M%Vli2&U=+?+DK-ggkd(0eZgoiZY;2$* zH3oRhr?Wot)srAy=SEEjCTWGHPI z#W=ns*F%FMr(?1;@lyeiA5n?SR^~W_DVg&vL1yH&{!_K?o<~fe!8x`pm~UB8ZqTVq zGE7Dspr6yznhfpw`j{H?CNbt5)KT0T6&0v_w+&pJ9Q`|;3n;eth{9rzj`bJuPkMgJ z39=*olhfqXsEfe z7IVE3^$Q8p+t|&qly462Y(JOgue7@1?hk1dQ`%H*DSnkhCbKAm6Ur`s$SbE<+$rv+ z1%`}GF+;)}WK`)B!K=yT)sw3#+1ZZ|^Dv}&%z4%ob;bl*soZG_GE@*PESwn)ObFKW zC=`FPhN`)iX)U(>s^Kpl<6$pe6|_9?>wWZ}U=_`C3pTN>W~~^Ur(mt({G%?Bnkvg% zi`>B9i9y@psqzy$RzL1>JfBqIM5U&4)3w{6*kp1+jQL>mrBS33*COf&lhsCmh5DZ{ z@KWj}`7F{(bA1*$SUj%DEe;+#(L%%Fj$q;T1|~hw2QUbQ&hIYxJf`rb5mTkn4gHiI zl}XyI8^_&ITN?N_2%N%qhfCW{)cPYFRVxrSObiM|u2K)l#@OF%8u!-c9#4#wwKhcg zGzCHWHJqv3VmS0_ND|Ar?Fwp|2W;(%zZ?}G_n_UN3Fol<}T<9Ibk675!m1KRI%m9PKs2w zc0(y$kngUPyUTi}bb{R8GR4OYfLfen*KMAJ!`e5?nJNo|2^$|%r4#9dXN%$v(oDiH zpDU>#@EzFJDmPUT_kYdsETzn(OdmH{#`etk`HDG`dozH-XVf;Y2=0awL^b1OY_*8K zr*lql3YCVP`pCm;mhZb~pm12j_K`8-<;Q3BK$q=NlD3uIWAW19&jYoc1# zFS;(0KJPJXN|(%0VlpOWWt?AmR~(^&mKZpjN3c-Tgf z;AVzhZ<)?D$*SpjR1sjlQ_I$2Fwo;+`ws!kT7|iePAFjk7;DL5eC41>XHgmiLhj2RWS&>=Vj2bPfN{hq| z9_DP}x)Uo$izS{vBlq^{DXs6)GVqb+`C~0um6rInK}*cjH3Wpx2^3`!p!c3y*Uw?5 zd3}7x@kKflrmNzfqDi#c9{uVU;x38$R02XN!Z&$auTOzeL7h=E!`zWL>irEd5euj> z;k4h>Ue(+E3L`qFQY%#XeBbA01G=5Bg}`TpRqJC8d9-o$ENwOUkQhd}t3r^_yP0HR zFYK$!>2pUia$@ao@?B-AR3>H8ep>PPLM#n%xl)33Y$!Skm!&`hbep@)^OsEku+OIl zsEkXnQN!W;QgUpOMU%4kv+E+?Jay-!%M&lBdgVbAv-&&LUYJqA$G9xv zWdw~01&mo93ZUDK0A-V3OL0%$Xr56f5nKtY^!_yo0!x{@_f}{75X0oFfaJ%D3)A9< zMlUpl?@g2v5`;-F?*2BWUm7u}iyUx~1n{-{45%ANLf=&Rg8xBW}|N-*Yuzza3jn@;jOhu-}F0PSZ;Z^}VlG z5gPMzSXX}?ccA4F3S2b9@vr%pfB8D-H_KgON$y|Z-J(1o0lB!A^^-1q<&xk&YwZpbm!hD*Cb{2Eva9;pp^a4mrSq?i|8R;tF-crP zxu~8~TS=*suZo_@Jt`vmO``=9d(DKC!6g6+zxsY3{#s%Se%=m`m3j+nQp1Z|c3W>% zo{q0%T$ovoRgcV4Y4;Jn3yj053a!M{lyNgfotd{1Psgp;_=)a@tc;jlg~52-YW?_W z>5*EoYfn`ER1t>Z!5^A@HV)8KerOXXw3g;#LG5=zfWaZGT5%}uuI+S@>i(IAKR@Qv z$!|4_ojIN}Iy(LvJ@Bucl&7B~V3H`BXXF>LVfFC4^p@dM^}E9#y;Q56BfuYKVHhzz zK5pA~IbQ4S35VD3PT&pP{l<#~T5LgNYQ^wQ6%*=fF{SA^4&e8G)35i`pG;v@wNkF5|3IjyAMt}?SEU&iifMAJT$D?%9^5Z%Z z!2WrZ*74{+?(tt|m*5@T6J&zLV9|ouZej>rLK6uCWPT(#y*7fnp7_+}(xLZX-CF0c zB)LBWW3Vx35r5r~0!Z@O5;Xgy=tN%JM52d)#fWVHfuin|Vx-;;9PSSt`SW2Q$)k>? zxvB|cpUs+9|?DF8lD?K5MIlJU@TBa^?0z(I$j5#}6W)5Z{_4VY*O7oOFYZKoT; z-4g@j6dAau&pdu41#hWT2Tr%&`-hK_j$*}LM8J$^m;bHafbCLdl5W&w4MNtjo_D*{ zKqGStc}El)0_SzAz4?S-#V$;x#ggbh4!OU^RFq;kUW}hevLa#w_VvvRl23So6n9P* zvlPoGTs^>H=&N=uZC74QtIkM@EjRaHWxxPiW3~{M>ClM=RzIF`e(;5vXB_`S)W*9A z(-d3;yt4M`qjCI5+9A6mIr;WIVAmy24{}^%10$uaC77G(0<4=kQKV7$~f{Uk&64b&O1^O4=G1BX1 z?<#-~5UxPBk!3hDvw?b-fVjD3vtr~hq0IPsJOrP zByZ{s1cA&F93s+Zi`HJp+hsEHRXt_TAXG}nqqp{569MYiEhwbzv)>lDu7`)*+F(uk zAE_q%34TnW!Lis*ZW8)>7aga9r|X_$t)u-9Xb{Vygy2V=sfU1KoaPAoqy5ozOFojb zL8$OCB*e)P2Oz1&)PXat-o`xbU=JOPWY0DQzgW{wAhmE(Vlh5sOOEgx{W&X0jp6V7 z_OIhR^ith(QuEJ*=c_el5Ua_SDA;pp-X+u6XRkd+rRsQ&^a(vGo$2dB8nk z8J>!oMnbouSeCX(}=+iX@*- zt2b;|9=|iRJtF|1>bo{8PWRuoWf*~Dm&vsYMUexT!tRlUtx0Zvhp@%Y;ye1N_p-+spPQiGPV(M3>47kCrv&2zzM8`1s{7GyD7A8D000@m_X zJPc(}yvyoB4kT3*upVl%J5u)S2@3k*o?zQ&3t;%~1ExRjDlAb(THn;DzVA)G6tdBH zM#8(T=9mP_b>`xFg;lDpk4T9YwyorD*aumd_5o6aq00v{;ru#C^CwqWUi@_#!z*>{ zF6Fp&tP|W1&kF$ha18u=W;k!d(zNvWKmkw}DGVG)1&<1VCE56#gsuVhS!WhMjiCvW z5(BXnhF!8e;1j3Yn>+r%?U2#G;LQz;)W(gO;-0Jtn5Kn$gKU~gngM(XNm%{HEu4D? zOx?GFT4KguB!;LhTTfG4_qvRM1qF{M1~Vc=hqeyoh<;&VtGe>HV{nT=|@^O zn5r{X+L1oW8wwOZA8sz|A-#csqY#MHy4j(LonY;(@uX3P4)ZIT0U}w6^buV-Eb4vP zz!Z7|qCTgBI;{b>f}ET|tVZ(K?bf39uaHReXubBtCthx?^C6SzS%dM)Eu>gvvJGg| z3y>74e2gfjRc&|sk4D8`4}Ty|Z~!FsNYU9#DsVRo5UccMK6?`1U7|14Ibvp|e;D`d z5dzWLVTG<+1%t&e)Q~?DiwE$oQt6dF11Nzxn3r|2ic#;m$(#k1pcmNuey?N+z7_Q` zu#R{kE4uepNrU4;5XYroF|NCZMFqm?$2R?w`7~hs9~?qw;vTut@2~swiu(O@|6U}& z7xQ0PFUrS$@7=#s#^0gpr%3ucGXFGn`h5`nbjtewK6n2eLI3}nW>CsIYUOR?0BKim z>$2%{)o9i+?p_Jo&@U&Lr&RarGtDf2P|3}tpv=*CINV`pHa7P8O~SW(X-Q#g?=@(5 z&QAb~ba3X*<1K8;$J-OjO2;3I=Uha&;R`JnpPfhi-cpn1`;G;JWg@<1?VZ`$djr8-(XN)t`mJ>VcY&N z-7Kl?vgpIk$vY#pmANFwg3Rdkt>j9(S&0R{ugc+S$ndy!TM?VPo%{OOJVkXUEHPWw)yZYBD6 zDEd3AbE$;vIG~=Fbvuh z1>SwIcze%u-$k1U2JqL4rhlKh^_TTI0_pbf-9{s&* z|4uS~2jqY6klz9Mufy~AS^Mu38qn7X^cO6I&*wQ=5KLf(WeIPJT4AO+OKnChOf^@ZJ zfurUI?Xyor!FhbLzbAQ?^uUQ#-W zoO|BG6vXXzIFDPZYQa;D(x+}hhq=#QQha~v1vPKBj9Nf-Bf~y{pCA0s>%`)$G#Bs|7^OefUEt6d09H(7b=+93H}HYqjg->IH=9mgG?n@{ zKFKSVKmV?uzn-)xj>R!&BpKeX9lhaIcmpeR5hh(jUWV+GP{?_vL~blkowNnx7hNh^ z1Wb4j&-9s6hPE3L(eqA&2XvhGA0H5%OTG<3A5?4PTvgy}5m;c;FuUmdxzl}{et&drK?bFT>5GO6@!mOIl-sw=ut(dzC*sa>)St$6j}LjR`;f+pSUdXzRVwQD27_jA}VRj0kO z3B8|hUIMHcikiWW1Xsb}uO<^XoHs zetKQ97Xm6h*N7J0-H(tRGA{gw_+IxCZ=4?MBj`kYnVJQ@@UWo|yFJ9A3!0nRGFc4<8Ip2o+vQuCvEO3~X z<({D5oZCLwv(#wA3hv|~*N(nXm_HML>41S`*KO7RgP70_2@!^`JJy=Q7y1M zlhsmK~4!&I#- zmp-mF1Qj(Mapp%LmfqFMV}Xe2Xbi>&?2C9^d1fQVb=UFT03yI+4vvQPi}n!N=tJ1q zdSN*lX(z{$5=86NMreS>v^y!APR&8Hk(vNuY`ljzobmhO9q_H1E@3hgMZ~mONu}=r zI>GA@nXd6H9BV`|&Nv)r1chQ2OIC;lHd$u*X#8-#6CxMP?_QR#cXu=y?l?16_(8q6 zY9U;ktEbMB^0B;c_~QN*U;#&-|5%yo;M%_`HgxwJU)=otLhR8%2Bw}yN@umAoML_T z4oE`u?KTwihm=dO7Uw^1scy8Bv0$kdbi~VxYh&fh=e!t_6?7R=iZaaaW$1hkIw;z` zX-u*~%&MPKhM7MH}^B~d0r7{e!Wz|E8Z|@&~05E=l(m6G?SX^O` zzmIH2Q4n;=KH3WEU+5&${P@Q4&to1bh_l@P>Z=%x079D}RhQ!Bs&wFA zn^QL(HY@oZ?r0opp?mc)!gIKx4fEY^oN=<~-W&IQe!8A_|J$o}#^7@@f-Z_&gn|n? z5P#Z96br3Qgg!2|W?N=^!dttMn+m(2mqD~jk8H2VgI>d2f+DRCF7Uzlb`$Zw*cTN#W8E@YU|EFOF%9HzlRN z-r86pc359bTDzhwh!;rVf{HUJjObFQ!Q4~Ghvr&f&|Rx*WQjH|AmV%el3L-_X7TX^ z$c-Kf^@2nM5jx&4RRb!U7EHt5wKD`mHnsabT*!$ioefz7j$QbVEB)y!_|x5^pc>NU zPWgxAB}&i}LS{~ICE-8b+e#8RCcFb1|M4?26(MYUCcTDl{b$%6wZ>T({yt&tmi^@b z!x35!Zl`VgbALr-m&2Fq;!4w8E=CCw;dO&GxiJXUie&1I*pJaw&vF13YKxG+?@T5{gK7h^jflA%M zYqpC7$lsxUeg~x34x)Mxw;N?kj;p1#Poc1S289~aw!?BpH)9>Qafw7d4o$}bAE>MM*l+-;;&vh>EiM*9=t=i0w13ej!SxFq31ay zk5L<$P{c7Cu6FOKAI6EtjYN*>vj9~u^Rw(eW>5be)@4mkvD1!x$|{Il9$RRGN2DAe zWyY3s_aj4g&De^svvZOoZXz85IR>+6{GpOWCa-vUzv*#)lm0KOR`Ai~MC_4Z=zSt( z)t~XsXV7?~Kp5fK$ep!Fukx%Gd{;xrioCApJV>wBT+&dwRK-WepwJ79*~4_A-Um^c z`#Qig1!R0oK}l2Lr%{@5Qasj4R*s1q&a$haKfZ?auG;4vZkSG>`}-dFeN z;6qDlA!l+Ys=BZfL+7!`nwJ-a@;p#wV+XDQyr!ycY(FZOlhmaWN ziD1Z`k^Ph#Y(>h^lX#@M6xie4z=R+VTKbXZ$YDPwu6{sor>u()mbH2=@Gu5c`Pkp~ z)Ie(f!iQmG7HoD4=U3TABsrisU!rc8@Q^9zV@u-@ zlQLX=NbeNtM&#_PvP`OCwwfsWkde~znoxFYDb49nIFH4Foh9`hvh4wZ?b!OahJe`Y z1I+mWGiqsJRnSU^n^q}q9jmZ|z`^a%O4;f7?TjL%3ZZ5Bi= z%b2lsH6)y)6hpbqw0q@+^D|mOB4gl6XxKKWH~4JX%QCM|y}3xdzELgSm>}ho(x3Tlsj)KvbnEp9bc7vLiS-E?p;N$ZKUa1mmn3{`Y=uL_(F4s#uAh7 zA^tnX1VwjEgM_#(7%#3vR||JNVK`8C{L*z-O?MsyFE5)GBsen9`vEusoFRpB9}_c^ zCCUBSN_c`EH(>AI0!>YyjSvJUA2qtFYB~wUFe}#9Xsk~;7JJwGx|zwzwu}MHJoN+h zPmX7^N+jM%QIKc8K|pVuDkY$r4Di2w&+ELng}i+R%+1|}sQX+VPR3#yejFQ$p-QGG zUNJx308J1%f8WaQSnFTG5qC^u3i`t>l*oAB4mBW1- z@i^uw*W01S3G?1;@vXHVX43%YH_r+qpxwyzn!Uv@8^2uPPbDS$Y}9)kN+1FQzki#Wx8hm<1@+(`M7<&rK?S4)LVBKx&~7{CrwO}<{vDiyfI`cUP@cc zyV=~f^5?N5ClodI(w0N4?+V!{77mqfB;dj4&R$biIs9SF(t z*m3sps$j^Z@ofTBM;e1y$Ct-D?A}rH;H?~rn{+jC2iD|CM{um+3XSl?p?Oih?+}sH z*J411fAN#Ylx#tO@Rm~4;pSU)Ked81_i~y2FNXyV<-P&?Lw(_GUxW@L-)@ofeJ^y{ zk;bItdQKN8+71}~u^c0oZY!gwlrf|~{m~+oJG`AnwAbSviAy5#z?=lIavt9B1~=qH zPmAh9_%~Q2Y2JV90n62)*1Py2M=ouFL?k(KMxwX*;G-GIdauO!sY$1y6S$RqF%%?t zh{Sz$DJ#OjJ&tjj)-$X3Y>5L1_LfKKhraA_pz#f(c~w>9%}lg^^9`FLh5c!(MwMe@SMB53bv-L?}4O{j880#%;VY^ zP6bz%>{CGXvo$v7p;E6YGjP7)$cyS~7;EG_Kl7Q$5|`3Onz4g(V?+L1y7YyNwC_Z- z61&;U>`5eO%*r(@ewb>3n9$nTk zMIZ%Qeu{$W)z$ihID(YtvYMFnp24%Br%K?Ap;3NYC-%7c`(ph!ziLAN`U@}o?qdQ> za0k?n$Ml&34^U*rF zH>+Zik!Q>ObcKZ{C~@j8dG_K=d|r>sOl}#1F8DXqX=pSa+h<9M6c33@pC0l|$%zvlY18NjS133? zP|y*okU7#*mX+?HBH)p<9JNgP>ZXUDNj6foabH{NQdotBy zm#*|&UzRezSW-rgQNCl;niF^GF3w2Ih2ptIEAg(rer9a5<9G}Wd zjm%{2NK9}lhieLoz1^FY1Skvq7uv%@r{_bo2+9|AbGFiGb~n%ao`^Mr1*1}GZw~r@q{m5929dfOx=#( zA}J=aZy~slk&LXtnwh4*MjJM)ThI1>N>4qgWb5MLz}UlDv@v-(gW_gVLKF9Lg*|N> z@xnDFkU1TAe4D%c&9-!^?9e;3n7yBu8&qkIoQW&8xE;NlwFzzzw&LV(C9BFFB76-w ze_qOq55j|kyx~nG@B8n+I5vZ<;t%r98eWD0TjwM2UH|kT?^DI^oML-t!T- z?s|9u)D@rjn7k+%D&6*H_L)RTDaKl1Q9N z6wKq!>yuZ;k?!;k4+>n$A7t{of}F!lNK^DbFs3GWnTCKiCca4E7@400i`CHuryS@ zqZ%-EdBS@;!~VU^zgQ>(#xaQ>5rbzd3|5!82)67s+B5V zpH!({obbfi+bnv*0g|0Gk}DLi?=@IybDG42AL3{8_S3`Mef5>=T;MIuwYFZiQe7rL zjOzoV@CPblnc8%#68(cwiVuA(zA1BVJ;*S8?Vo_9W|>bqcq-TsvyFRoPV&W6CEtwRRG4e69#sn4t+p+;Puw_WO_woV+Q+b!aP(EEZf_J! zt}aHDaN9Ke5aFDSC^xg(cbx;rI;n7I`ea_OM1Q~W0se$d!v6GPI+KJOVk*XG=Imaf z-*^2y&d%octO2fUUSmQbWp2TTRHQ>zaJ;Ivgi^ z&Z2Z(VO`~of5E_?HM*`5wz6POPHxpZLhSX70o>d?|3kPYM{B3jb`(#@#b+@&C``k! zH2neVr+9;wlY_S|iX81y9>lZCfx5RuUE@Oac`qq!ZH!*r4W*l%?OzFRXo#JE=k_U; zo%(z`)2*p=W}Bf?&($b1Pvw64b};9T8HtPk?dJ>g#)?}9j!4H2v0bOcc-FUjI5OL; zp2F6nnf%ev6q^6VNJvA_dnn#hq;0)I_!x%!jy#6D;b?$BJ|2VpSB3NsIq}J5^Ae>g zX18Jnia)4F4KX{Jzq>vg(wt+yP{Opj`Shr?wz^^~o=A85LKNG!Y`;~|^tIJ%^bBRx zJm|p=i+7p6S+kK;Jzp;@s#e)SJ3K`c5@g6Tdcm1jGuMvsoU7$o3?)~P?8lg7o28KX zMw|eP+ZOq+9q3d&-Z;h)&D<0l5-TM%9k|Kea7FhnCV146Wg_!@zmziAFyBhjYBQLg)cK%l#lq~cLP*(oS5z&g z>TsZ_Qm)^bu&dH#w_C~ry>AYGHisWpE2F|`VykUKc_`2Vukm0;5t{%U75HYr^ zKHut#dnZ$(^NtA3KJ_y-B#ZBGkxk07a5of~mwj7huR};_Y{$pMllT0KD&b<@H(D25 zM^D|hZ>yilBijmQ>Ua&vc=Z{&C%;KyIAClvb#+IEDb3 zBC=A7^oB&;7W=+M6ZDpD@=g+kn@gtLvxY0yl0y<3pV_@Vc_$O}zTIl!Q*n-QJL_UK zF2`vdG5oD4KI+Q#TusI)wl%NQ0U1X3sgslqJU?&SH_q$gdC{f%hc`ooAt}bB(U@tI zR;^I8Xk+7lLVh}3I%$(i9pg;Ix@n@}#>@ut)ICp-@zUHGJ_?lsmz%hPwAK&nB;2A9 z869~&%^fPa9-)3J1j8}YTJk33OWy; z7widI%(^M=kHqtqxxTsZ;!kaw*nwtb1Z9i8atdBgrstTriCVncT* zeVI8O>{7+E58_hhdhsoVRej@DHL0UL%_PE2vRz|Umwij?Ru%2W>3+&OpUCw?L-D08;e_ory&vUMlbx;-kspyEcW+L- z+}k(Far2oq0Y~3%&6yAU5fx1S$xW3nuAx!WmtQq6D`GoDukEYRLo;{1L@5;s4X4sl z!;ohXB+Jx5^7fGG9rhq8ODfeO-&Tq^o>$cBHQT;xV*?>e=NUw;$di`XKBW!g3|?ZJ z5(?|kIkrg`S18+MWEgR^w84qd$+fO2W3eEhe4+B{_D#2{o23I^wYTH0WSOsPfAHwa z9`w3AqR3$6_-u&CSOJGPA^u&k!Nu*#Ci~hvGnXmxBcWRLrZ{!qsaNVhM|#S9j|27p zw2!Di%XTI%DUf!4R;cjOw{^s1d=yNRD83`bKhQu{QROW#*89@)IUt!tnu=M z1!J}W4VCb0h#*_a(g7ovv(BPo=R3>hO{^Ub94TQu*k8A_e@mu8fS!pXNjdIzqOx)j zLGMsplPD9@1)_a=DiYDOx3_b7T?|P^dG43LIG%oz#IT@7JcUVLEuu}MIWJkH!oIfX zxpH^XN!+&{=Ui2Aj}l%o3$stcVkaJj6Eld5??wj8JqeoK6Ki2Oj{Ws?s%!~|QGVcI zy3yNM>!0FktxjP{?$o}4JI*3`pgCdbo}z}B188|-UBI_-%0yc3O z(Us1wJJzCtmflScl4d5Hjwlom-#Sd`B;DEJ1!T9W_vHw1b=BP%y93(LRuD-2jkD(%-`ZzvJ!o# zYZ!J}!jE3kLy9Ls*+=XSM&!U3@?jyTTt2Lq@?TPJ>2X(?s?JwdxO3=1GAHR;dr)fY zX|}NV<$1Or&#;JP#2nXUg~o8~2q4 z`;hD5ej8Jc_%c=bJ+9e5E6@J8PWZ)havKAUc#_PLDq&exIfDD+ui zs*OAEwcG`|Ekl1^2U`}cZZ~$!AbGs0kK2Kf6*Cj;qT)&7+?#XY#89;QM7%;e;ilWx z<&hsfS2fsn8dib_WSO-|=`mLpSafOBDyezh7_a%z@xJbP!TzWn{|bMaeL%C9oZ*Bz zL0OIPhmJ4*>c%v=qAp$Qfxzftyj(Y5{H(h6kbM&dp;sP=8MsS$vfQ@3^;)`7%(mt= zx683Fli&ExPh^^&HmNd>b0=4O1ExVmr;YvRW8%njZZt~im^onL$HMF$p&!d)=*8VC z&T6|+H30?`=k|B%=5@+54sieuCiooFE#+6%N9dT+d*BRfy>^S!w`O|;tQb8g{0L{` zogMNv%H^!`e8X|dlMJXt-(Nm&q60bKD!oPkvvGon%Alt5hmUtcD#Q7&y$CKE&2Zmd z%=3K15@2^p?rL$QCsEzF13)26Tu~Rq7@H&O%xyE0gYg@$0V%<8xW5g%&0oPOV_>1X zacMur-Q2J9FbydDHiK93e(_}O%HRp90Npppk@2d7! z-_z*=w=w(8#09EOow}We2}9LlfKM;q`N2+GiK;LdmT)X5cyetSAG;LgcJloF*H_~L zRcvgy4c3lEaUAJVtg|5M2?AIcXZI_0iD*~>9YKVtbIOAJxE%;fvd`2U{}o2P;T%pe zKJFJr;;wyl`H@&ODQyI|%`TcIIVUxI(v1 zUmpVL&jJ}o`%|Mgd_DNZ2+iYo{&*j{?n}}1@YO9M{JNe6G6fY9<@=30JgQGK&uSo7 zsfv-Sb>ZYLs+gdoZ$|o$Oo+X=gwfrhEp9&}?hO$d|C@r|`L+CB>*X`}#DZ^@*j#v* zhp3F+d=c_)bc|rWt4PbNZ9;WDWK}g9&wRWir*mvfAh?Ga6T4tnwtQOs>D-1~Ykt-% zt>{c<=t)EwIWZH=Q6t~)0otwZ^?2quMd;|!6c&@{AW!g8%oF@%^|S{EGk>St;DUUS*!cc6 z%#K*3=lv~*fA!U}VECtCN0htymf*fJ7svlr&__twKx3wFC5`mY(Vzf@I7p>p3-{tF}#MqPsQ&wdO&-Hb_p}{I-tNC;3zYhuV zpZuk1)Z0a}#`h||8La;+XU{?PmXp4ipkFcG$zxt2DMY20&V6-}zt>Wpub;{~rJRsX z=lk`U0Za58W}8j9)9ufSX3ow!N<@EMsiy9UccIPHbb?#=4vZV+Nf;@pn#?(n)4 z9{37kL*iD(&EahPZO8ROwzJ4Pv`);%c!PGQ^w+{yGT%Y)N})h zaO0$%jBI>;cv0*0Rz4M{)0i6e^5R^4g7~awT}4qB?%tSk7K%+32N083tTXb6`|tV^ zdcEXDqinZeT_1{G`pexvZ`#V`xwq4{+JF&>w{4S<+Hg$_kDl|c+*Vd&r1Lm<)bzb( zSfJ=!w$~-u`y`W38i(PbM|_XZ=T9A6NEs6Z1_~#BpT0~`IO||Wy~)MMPmHgd7_Qsq zZ)D2%Q$h-itbn58Knrqn)$W!5+Db)=l-@y7t{t2au+=2;eV^)}mkQU|9(v}-Mn zzF|{O3XR4Fa1N{r%l8yKr!AuiVn>%}3cg2KuKK$Yo~zZ|HWiIiFZ;~D`O0@Fs|@8| zr<6WSFZe{@7!50$K`Joz$!hkV5mCa%P6(sQve^yqlS@d&>+-At7~E6RT7EHWX$5S9 zvz4jWf_sa6TxWS!g3GvvErHb1O%X{3COEgU-)G!+^OC%N;SNX?f(E_eV$R)++Q&X1 zGz4jJR|PD;qd0VAqdRpjr3)d54vRfV+ycYAv>7#jehn=q|6 z5cI=a6?MKZIuh@3bATk)!W;BPrtfPx^M7QT`W zJGQVCwCYgxpZs7E0f|M;dw@jvS%wX^WJDqnZtoHBL9Fw3{E3w2ETG974G5!`$MaFC z021BHrUL^arul}{GX}{nwfTL@-&fo}w{K>IxgP&#n9}WZjHSrpOGHhq$lQ06)_7*J zU<_jWI7*nzxHJe$sePsI{*)j+31}wO1?g#`nj5q>;RboDQ*9uF zMv1uwX=)1;%l8O*jIdNr2@gC8bcog(8{q@M0qC;ooIZ53D?khIRXWNIF(98i23@hX zh^24{n8{g`L3`ye?U9GS@LkAxJU8r4M?gU6hx3MtbBw!(b3l>_8wTAeuouP)mOV2w z4G8WnsYk(Y#h~2QL!k0|6xlriNqCB9B-*NFrE>C1NuY)`!u8{TZ}9Ds@Z6E8?qo6m zx7P;!=ej3QI-UeNQ#9~Cg(pFP&jS?is$_igVz_uvgSqde5iQ0zK2U+QBZ03&j}cS1 zuXU(-{t(2W$}L2M`Q$60DO8XyLXtS>k*g%vz64mp!iV6sx>XN^8tw18VVVH3Ub4uk zBJ8fL)+?xh@JsM_(} z$r0i;+0fR!ttN>T(Za68G8)gfGk+WYVTEt`{1g}z`vh_CmTdxhvL%vYTb#{MVaGBw`BRe))aKk08qW2%*Nfv$1h-FY?j}c^?LK|bWKnIcrYF_91kTho1 zh#D7Hrw5(yd`M$mVISp>>NDw3U-K#PDFD`3tF_o#Rq+7FwS)sLzkNk4Q*yZS7Rcls zah=SMY$>6YOq;WfFx&}thE_IQY-cc z%wEdYHm~icaib(6j<=f}N{l;X=@1t|RnL0d34)MvmPiMT?|aF~0VgY8ToQwI(V~67 zHeMTGUbkJY*mUMldRHI)}{S59Hf@q51Rs2u(w=o7@!ho65t`tKUzD} z4(gxcjw&L-^HuVCO{&IS*Q9h$Z{h8>BNLO(KOtV$zw1W(z_aBv(Uy=Q|#qs)>plb832p> zPabUZ~}_?U+wVdHh}2LtwpA<#cY zm!4OhF9VS`RH(%RP?+ySkkz9nZ}q~=IRy1>GUNYJJ;94wR}C7!FujE+N=zC z==VF_C^Ya_jtxCPrTmLMeWn!W*HiGx^!jfadYKm^h2y7DLCGhPeIIjM^}W0T4OA@i z(^5_Q%~!4$_=dy+QO74c2$*#Ng+om21+v_YGz!erQVT*s5x(1_`Ai~_ng;c2Y#4sg zUy+>b&Ws??B&ETkro?1)4zv=hK}1#1iW8SKV8h1s_c)ctwn|F|2-eiLngq@km_S-TRoU&{si%q|uD1!|!jc0HN8*NN=2-lwF-szy}%C6h>8z8l{` zWq_}(Dtei9f?(DrhIH(!&T8?I4@y-ZPIPQY7BhiPE40dw>PoSof&1ml{B!vf-UMqO z%Mou>J)_kVqi!EO1)nn9(35`Wh0RAdn_l@=z3Q#6)B5X?Q&r%cpxrsI>HMYL`YuM07g{me>nS=U%(97E8 zS&q`1fZk0u+)y@n!4kGd%Pzn%qdSPX0n;A0+~1>qf$MUHVj&oCKXr5{@7U7_o7ryc zy7suI5K^NkXsxsQFYHr*N|xWj^(J!pp`Ds52)oES&uYxrtqcxh5UK zvj7Akig520-09xbV5D{^;WIP*AQJUAYa&g%mIHq$9)T>P_wZ|tG}uI;vy>g+$$4=& zR?m-@|B0r$epvpIh>}K)OuH@{DW4edv4`hEygY?W3|Dt^2t`>* zMCGUiNx_as&%Ln8Fi%6nFFn4-SnWhFOU>>naR{gQ)J47BT% zIo3(EM+)eq!0t~%g?_))rReLs!bamclpmXZpDG?o86&1mYvMk1(&-A}k^3%5VCttxO z(U%$k*p6TC1CLkR{*eOnoypuAtan`=@Rw;QR)l(`_!(+>W8jFF-Rzf-o~$~p?toV2 zxY{)=Zbr=UFdQ+%z9}cJ3BQVAUclCGbsJ1%_r?}t^}0w2A+UxeV_=0iruA-#p9hBw z$DR_&D<;IjFI8G9SX{p3#-N_hm9Rrv2?hAhb7g8+DX&jLh*r!+l76HIh_b<>gm{yjWE9{6^{27lT2(@PNH zga_wu7BBsvTQ*N?5N^-%@#fNZYw5}Ob~wRJe3#ckjleP=Zedso0^lsMbT9J3OSYJW zlgULuws&Y==!4R$AEtUZC@XJi|*z~7#oCOfjX+lKrP)v%~z diff --git a/docs/articles/AMR_files/figure-html/plot 3-1.png b/docs/articles/AMR_files/figure-html/plot 3-1.png index e7b3a110dc6a991aeb6a7e685646bdad61468a20..e398d1b1a23d46f8991584415ad8bc89dc1eedb0 100644 GIT binary patch literal 52072 zcmeFaWmr{f*ES3YQVOUDC@lgaC5m(`MMXhEQd$H>8l;=00tym}f>H~Ekd#Iwln@aK z=|;MxyWTO~_ul&4&V778-{<`fe(ZgCti_sf&2f!5&vT6VKv_|CFWF%-JUqO;moA=D z!NVhp#lze6fn+y)Qg*K=5f6{>kg1G}vbl_`jJ1XJZB-jXqZ_g}tZv*kHBym1i-#u? z7^tpyi$R@Q>b;!_+tFH83qc?IMCrZkdqXt@Ut||}b$1I{g)c7qL#CKhL#4J6o&9roVG*19i&hMJv zXVh9|C*>JvdUKGczwthix~kdzaH`<16)P9^tP8wtF^E+#n@AcRdU-w4p*uFiX4-HI zXZi7#&%9+>Lfvzm)V*m#-F5EM>?3_w%H@+D<1TEF^qX6HBd{O<_mYft?5%tlrJnyvj+?+V!hX(~Z z5wn%I*DY0J=0=9bPe)X{xt!ZrD|ETI1c{;UCbmj32F&-$N_h#4JxUv4&NN-9DEUaN9dwYj^UM zhk;5Ryzj;*RhjgmBAd;looZ@sa1d zMYG?>UfVu({IafUYYGoVt}k0P*E*42(Z(l(4Basv;VZfQhoTEKYgY|cCpJzlac`Kt z{_ZuXIh%L8Qv2)s%*$ny7FX?@)DK(k9-x`|_PpXj1>?N!?4Ty)1<$am=OgJ0dJ$=5!8u$;^GYA$Gw$#pj)bb9hTbkMAJPB!3&Wm-%}pY;ggM8-}9kZdUkT1uRkaoFO0z(Tghfc zSNDauhe%}pUPor}kYH_ITeVf09-@F4p@;j~?B>>ZUm@ z)x927RQEQkw%t5+UaQXTc8h-5`<~@_aV?47thqF%si3#5Oa#d#wAi%J>TA)AA{KW3&lkycOkD#L-NEiba`~ z#XIf$3>N)CHteUuB(T3>M1NX|R8$yEn-%nRB`_r=iEVt`M1j7#Y9u7F+#>G(^02eP zN=z@A`JrFcarpKigA}SEAooi!nte1!2HhME!nb4;%>To9{`pH5UNCFz#~rMww}d5w zZ;AXU(HAl#%o|UP_tMnAT$PVEUcsF*V)TW)D38I54twp0epRt&F?f0(`*xu(Gsb^z@ArRveuFXGHQJo4>BprSe@`pxrcY1N1pRQJ za1UL)LS)zz$L}Aoh86w?`yR>avwdaxhdme&nkYL zUFx*R;U;E$ujI)YBLJ1 zeBFH`jnj%6JnB-iP={Jz)cDYqua`h;l0`7$BYO&g0L z@F9z(<=z46E-4SBIx&wNau~jdias1j==o_k7N`9Vm@GbGNj= zBA|?%zc6GnZ6s=VYVGnruI0CXV2_YCEjt!JB)c3T$mPD)h)Y|KyBlX%w9+3?HC`~0 zrqj{X@7A?E9BJ+AGC%C|?Uk&bYpv~c~kM6;) z5Y)A7G1-4QopZ?>vqacMo~e02@<=@i{_>p*iSIeElcf2y#_1gAC$EedMAF(?d^#5^ zPDXv)n@P<6*74K21@@*5ism0X#U@fh8C1n`7mCnl4EM_=^DutFSA{~~hjgSYX7|3U7g z$<6h6h>@J!=BYUvb44+BNvDhJq}K0Q=C;Roq#2t%(lqeM887Cs(3K{St_NRiMrPl< zSymK#lXQ|LgcMfm@{=>1B!aphiemfN>+uPmQ;jCMoslJ`$7N6VmUzi3*-79N96AV5 zkL$AO@nClOFtzseWd+-Z*ZQBe;%SlUg<|Wo-3Dgd2frD$^>@bjhA4Gwhe^TX3C7 z4M&X0Y^vkJZ#MK#EWo~mK$@&}yX~!ERSRM+PQ4y^75f5c`6EV7LLqSwpspRnr6pJ~yt_913=e_OGyF+qtkStC_0h^yw3TAe8G;av1I zfoT8e68^%&L#Ilo@_Lz&D%3yIb14g_AZ6g#e&dDv@gO2{ntSGH?>O3>U|XlniXPmH zo;6?zNbT3dsT3oHc*|+m8STCb7|z!STOXe)e{i5IOvmcb@Ym-DidQQ5eS_Tx*;o~8 zy($@3zY9G*fIZzU<(;NptzYEo6Tn|AayeS;beChN zWnWTqnjA%7C#C3Mh|Oe1C5Ig*9A{7`Iy9ogiIxpu9uc~xczSU)c#9eF%vOz<#JF&r zOSn-*u3t^QJbB!1vrTU!c%^BNy0UHj#V2T|roxzH@wuKy`x@ItP7-TpaCX-}7xMc* zFhWFx_3bGE`ul$W^zQ_bWf}6iuJC%io!g~i3E6qNzXJM>G5@y5clPdYE^WtE{pPrL zJoDe71TwarK=dm<@5J5T@{RwkX~t-Djn$YsFP2HtwW*_dWh$Azmq-%O)?7?@w{#b| z8SO_VfBwr!~HoQh@Qs3_uwWn3X>9rOb~qeWEZ; z#I#vn&-P#|97Z3TR^XLS+oZ!fvTyV-}XyJgaJ`2H^RucQ>qS#ljv~n%9 zWR+}@B8dhPy?l}8g4|o*UYbRo%CJ=CaD8!rkfdqoo@9I5Sqm_!H509Zqq2=ZC-dm{?|7B`CCE#4+rW4 z)3HpyF6=ksjSYeOI~&#<`|HAf`@4E)xW57OSYp)sJN6pz%a9wVkD=WFiJ(3}>??;y z@qfGSUxy*%V)5oP*4pcjdVhhmR2bpn-L7aw7C=#CB(daL8h4MNeT^A_l3?d{|9T`l zPj|!?TSU2#_8uwRWp< zWSCpVk7BPMv#0ZXjnskPlCys@xmcT@tP`&`HBfc=C#-u4Un@_fmw4tcw&;YW1A)bV zIYvTsVX8B)=7`kx#(ZDN_IgRD1Rv80=^;6C%Q5Ac7|N+vgpNY)vSNQ?dbnmI#@tp=3g`mUy#+`e6rRt2VwhU7Fn zB=TWAmty>-fbomW)j{R*F;3LSzRHtK7q9<#?RkJx(Si&oPZX$XJDFL{hj6BsNc1}N z>y}rZESCC^mnBFozIh8PuPJ!NbjN~Vz(!|WFe0K>9kx+Byl~rX4>V_aT?+dwDcAaYsI4cj7y|nx6W3} zsoNnrEH%4m;ZA81aZcte)It=}D<3Hzv-Jm15K}O;^^dCHG2R_Hpd=x%F~sjhiV!#P z8*RX|$wbkL6=&C<{l~<9`v>+1oC42vtRe1Fk=z-(`To?bTCuA52HTqDyhTx|O@>vb2{pX$qbIkWMRR&o@gqp^3-PWSM(Uw^yVAkWWUIr)CNxNk62Nm2hkopAY- zNwkB;eSSHKktn-TC9k!{B+GImBk}o>y5MBqu(oA73mw=u%E1`TZfT9?M$r)}miik6 zdJg=fnfULh@Ch7%Q*EjkK1$$o;PZG?a?fUo|D`E_Vt-pmmOIW|pcC`KlYwh#~u*w>zc`cbiYS6ryYPm6G?G-s0 zBVv2KMl{NZM9QowaWGk1hu$jR5K$sLHWlfA!jMBSdY4j4q&!_)J~iQ$Iis~W#1T0H zgz`7dQ7u^~E{gt=Y)fFygOu*4ez{yG5!suhF76Fh7S zk!x) zxEDOQ?mXS^Uh$V7R;I?564r-uD9D-J25K=oQNjIEpPp0qQ;XpFQ%=S%zzjYvs|;f7 z95+P*K>pxk`O*qn1BT(+=+6E&5NG)!o4+%!!z`I*{a^UjZ-j8=O3zNPTI9Chtdifd zdN&m2FQ(_vtj?rZ=jgc&=*;W2~MP>{5pq@Ag{ebqlR_^+@+OG1{61=Btq> zMCN5RDvJ9sZ;r~c`gYh2e%hP zqvJ(=Lb`;mXTsL{_xU*)q}-jsZ?9RfAxfE=j!$+!;7}3k$y4{|#kV2&?FB|%F-`hb zee4O?BN46XExwk&<=MY#&trEGor}s9-#v#QM7;|8c$e63fVvDFZb3!KFf6A5MlySH7!|O=!`_B(-}ySAU)0X+?mS&|liM-o z-(0}X-u-1HJFaTSGw%c<$Ub)B?(bFY|C4EkYq;0j7!NFTZ`>>ibp?GZ2T{S~R)$1q zSt}O-;g(Wt^$((QD18yGG`{+k9bv&`mgMC-F_Mz}?Kh+e`Od|XL*Az69W~4j$>-yn zb{$8cQG^sEu13xB-6YM*q=U+cxKQ-$UdG8>iPTi17(l zA#WT>xd}MRXRTm|a6D`Zl;@je=~bC3wwo-X6pB0}TixitQ%FYz8NeaNBgo&8;X|QpvwckW(%$Y#EGDII>`hbZh(^T1Y zL^&LzF-=tDx|n1xp?Czt5=p?(Ty;}#0i82^2ifaL@x9&XsEGw|hFMy)MW`t#<_Bc2 z@AzNf|H{~ZOS<5^1fv!$=hJ@+x4*s)af9sjhx{!()WrXDJW#-q4&S&@liNX{NTb*H zAO01(es|oNK#|t&-0ojXz4LT`8433PSH{dDOOOzCTW%Cu8s>7YSNJQAt$HkXw{lI< zy!%!wl-%s8xgjwaXGJhts3s@8)7Qi-615>9TUr*KT(bRXjL1mU}kegN0VODa=i>V_$ zB#@1${--A8*S`Ocn;E?N9q{eF)+L*cbIpM0F$AA$ZKRr+pP@XDzaY(%f+{NU#`qHy zsanXZqWFx0xDSOc^Q9ZB^Pw5jh4Zyl)g%Lc>d6{Dzz>MD7Y~K$_@24D8|hQ=m1Xu2 zM9>+-s>kex08H&+-uO;jR{ugKbU@ClaG^oI&)REU=jz*QXEM2BQ(P>I^J`!H$9cxK5x`{`=6}CK z{`kx%mJGqYm66uPhdu=}<1BDe9aM6LdqFM6|WfGkndTE)_eAv9O?0ffAld3&W& zXELDi{Kg=sG$}yeN+R&TvL3f-#_J{W)laxoOY@2sQ;pp-f^8*Awl}BCDy5b(Woj1j8AJ;vc-6Au&VEgsv>ET z+qUEdOY3!5B{|yrCC>NLX!Y!`I4^fQ$wx*O17eM%kY4*1T)LayqCT59Ed|!iBsGk2LcSe|pbLSt7|Xs*}hgh3f_Ei_0&&d%ad<<;ZqIBCztWCI_hk&8#KKv0xV%BQGVL&s<3 zsFgc3V4UB4pyYle3TU7{uxjpTjakWBLytB?KlOWcv)-`d^ZN422 z`pAeovDLf1**h~Ly)F8t3a&Sd0R|zsa~?YD*2&LoJ-_H&!|2$?n&H3R&rf{4X!jnv zkf!5OTwB!!TPMM)CHwM9HZ9w3gzH5JKXU&u3f6X^;F?kJGP99EH&LtYgC~S?+fUfy zhE*(wKkSoz-4XK%P&v)-@!@Hg^FAI<-K!({;uBLOBxQF#++ljElxVMk+weMLQe_s7 z5hKuB+$Q=#G}a`~O(-V+S6hddyP4zX5LQOX)V@lb`&^Ye&RakG)|IQ)MT-$@v1xpVanh9cN`Zm7vrrz09|Uxu@yw>>DeU(iBL4(|-T3-0d>&F8Gi9Ni z8NJY1WE>H)qGqq#ui83GI@)l1;hQX{(%7ejf`R>aheU#ac;H)Q!2Q@9*DQ%hsg&+; zi$2Y$RH&hIQ=lo3)ow#8KqJ)GflAko1pAoeRwlmo7EZNl2-77#9 ztaLshquhYtN$JRnJeE#K7?*UkC1Ig_5g=`vetV{zu-X-uB!^Vjyme82;=gABkjG9u zwPX4{4g4$X#8Qxyo6^WBNeN3^!j3TSpibz#HN8LK;Yxd*XBYz$t}XDRX%4%h&%V1g z`Q_m~71y#l_RF-+C8Q@a9>|M!8Gf$rRDltbDxwcxIa{(aXp!wj9=@iy60D$>>4j&GIXx@+gP?7!REFb7nE z4`BJZ3mIeUZ5c+9E#|4^-mVR=FXcE27abE|qDlyE1C~&SL1#kDG&rHcr?;01M-sf5 zF62w+T`Br(K((P&*G{2v%rFsNFa;!fjyTU|d|w0$tqZP;YgD@BPM0*+Nt2S6u{}QgX9t z{KJBnAy8H{(Z@~2O%Dw`SCrZ})4477`lsq%_!mYRZ-#bPxco7%Pec?`J+UgJB7n-tGs_(F$ zS?AUhh!Lsy1S*JD>fO`enyc&?Y~>!WEGlg;C{;{gU}CSC0tiZTH9T zI#jlr>{h#4nu9EhQ@KB#au{!lpIMdOo|i7W#2MXGNMAJqQAWrz*iHs^=WGR@nD2K> z-Z-P{Hr?M?N>X#*-}b6YD|}{-;%Hdv1+Wd(BmLAAHQ{tKVe!}VSBE2I%;#l$VGu)A z02!s&Xsiu*6CvxQZk!RF8?-{VNI;)#x^+k1_SU*^YMu#u>TLE+ni239?uYsyxd=(o zTps}9_f|*O2K&9#oL+mCr%$1m?@0UM1k7{b`ku0F6`Ov%L)2F*K7Cp0^0N~!-h4W( z^m&HjUuDN~_;&81Jv!D!>i7*=CUrA8=^ni8GzKfnub4LzuX~NjNK8LGRZC*~W1!RO zJ?}$$;k4}Jv}uI*PFzx(f#^r;xiydDwEU4#$z<4+c!kkS8o6i<*Q)PG7GVD8Z5o#+?b0bVupjCA61ReUBG#+jVbgE zA-N!LUe|sKaL_a52b7LhGB|bF8Y+xX$B5e9tdRJU(I*YDg0(h*VONicWaW8Uy(hZq zue@Fh#I$@x5E$ zXExeNayd#w;7PpuO3!jJZGUJ5(xctD0`iP!g*^OHmJB#KDMW67G+IjxG29)dld7y2 zqlH(zM`~l`Y_>i z7Nq>0hMSA6N(GLqL*bl8NFGxPtIG%q3mQ56P4;lz2EjTc2x$mBY3WE8dHcn0h5QcE zRo{MKV!zDTC|yaV>6!j&%7IKIeKXja3pY&7X@QGeq{O$^=T7MT(@S-qW!YWZyS=p> z8j>ma9sKYUjnHXOR=C|~9TTWz2)$Ql%Qw2BQrhr@5sb(MiCHvIL=@B~Yo`0#O{`Mk z9Jfkoi$lIDY=EG|59!@C9cE)*y?Eb_huLND(V}3deQiV#+#XCa5OL9l{AF1&jTUDQ zrn=2=vo0pOuv|dOmH|hDI6avtFHyc$eK*UB1K(0}a8dPNn0M{ob1{B7e>lSYY>K>Y ze*mMr(pgFvxKN((ff@7^CtMdsHMGA}rZG+L%8M$JVD^{}D|#sXP)m=3!S>wWZMq<^ z*K~YP_O{t;JJ>E<_v?9(G`xirZ`=8ioS)K<52T<+*>#nIy&eynwzf^Md}lXxD?6z@ z=4X~Ss&e~Q6tl1tk=YwQs;n2t)Cankxl6_t?p1nw)CP1b1j-*)R<1s6HGaT987X9` z-EhvmK`fUxAp;R^g~p24a(90d#dUV#P9IV-zZv)4397!T1C>ZI*Vs5bHKk)dm6s4$ z5kTvQjD1+~XjBkZh|vvJeMWtQtM;P5%D#a=idT@b$Xo+iL{dh=ZM!{p#JTtIm8fj^ zeDsrAcrm9ComtE=U|PfT!`#x#ZFg4u2qlw*NI7S5KtW1-x}<;7b=^M=0r}+ZC&0^2 zb2R<275>`yYJeqbs%8YDf8BER14F&}<-|WTAbf%fS~_6l=Ux`~2RD&4QqK_DM??Ue z`G-4ER>oR`7wQ8KCSUBjM9oc;{q+rHwUXTU>%&L?{B!sOd#pYVf1x2xz6{*Z`55#| zE5KqBcGssDubGJqJy9)1y3go8ZZ_^ouD?kjIOpLoZ}5~ z#ghbqhfRlR0{e01^|s2=Q*{ytm|*KswN{4*doH}HDi+x*tJ{B|UP)@zc$M|vnEpzF zH%cD`AnLw#U!5C#GXkO^R?zRIbJRhRSc=qeZ=pItCKmb1^A`!a!_19Tm%^XJOhP=c zq-@;V74l1NDSm_n;U5(E9nxnH^ZsTEfd?;cl8%;aEv8r9?^mr)^{I<9tTd8Sl9gU; zQjM!AMiozbV`_<1_Qq; zyTMyObe`?6m||K*3SS0sn2g|v8^ECAx>TQYF_79YjKd6p@P{i9yDgSK4@lJ8wnKf@ z=@GQ+Paq1(@>x0w-jv+40j;GWh+Pc7JmKmK#cdeVor+%!zoG|I6A-oIr6*!1EoF1H z7K8pUiP-lfDf&fXJO;%Q!eyWZwH|FhwK$?;cgmA-N*mj>Yjk@hc$-91&p{m#xcn^S z-;Ko3gOE`vhpri^>Dx_kj6cKwx?``$vdzp#;yjVs-6;2{MZ02C5`3d5KwdcVg6`6t0~kc7&}3zLK$n+Dn0io_#QEnGYgUknI4Vv@;w2G>`aGw z`e{p?psC6;NCF~N9R#DVp(~sSZ?lH1Q8UC{L4dVBDEP>ctva{)CLxAwmRo9e154@7 z@{mznh%|{(V&+2w*S{GQmQak>JLrO>>jDV~RBz3xvz(GaRrA204-)$?)C^PkX)>tv z0Vei4!5e9O#)S5(Q1a_pu*nAPVY~1!aYC09Ed_;^yj)~0ltlXO&8+us7pGl`f!fXx z;30?TiK8e_3Ow@XFmEoAOm)g4)Jwz|5~_F+ti29ZB*U$KH8CSd)y_H2qm_A70!9P% zA*#t@W}6TAeJ0ZDT2~=YG>b6-MhMOI56ZJF;vv=B6wR}fH{?WCzTXYy60eos-Z%jc z!4Ws{@4H1N;ro3hiOSWN0|CVRg)^l#px(NnBR~BwYt~J$cWoTv6 z0p`wbThx6V!ixo&t+)XcpoDi20XTUF0^2&tWkH5>#Av6uh5InxoLsgHaGg#4 z8DbyAToQ?z5po3W2gNyP0}Nw7^L-f6N!Ki*F( zDo%jHTQWf$ZC)9ckLGHo@gRzwb&KT}&IEfYV+R=OA^nv-Lhm(^5nqiY$H<_ko3&AgdLWfO z;W*j$7D-XzKmPI(LPo84B^(oz$HKRWgguO6f()K3eY{K3v*ias2WdrOH&VM7(j<~j zi!6mUK>tbsk=J1`N6|E6CCC`yD3?|Wkp%ILY68cqCYM*hY8!%c9!-b@;pnr|<{B#> zh^0a*4aesXlf7obRQBGI09-WH(Hx?ZAux-5kU7h*bWeMRGjsx2@D@s>JXd`k@d0ba zzeVnY^?=bzcY)KaY6XOlmP08f>Z@qChIriOY@YC}us}{2-7#VC3@ehB9od6VV2Y6M zL2iwEvP>>Vb-gwh`w(az1oK9z!xkv2wh(eGNFzDBZddcd*r^y+scQvQ9Fb}ZZe97d zeK2!L{_L1Y_a`L5N8+M7!+^{()kR6~VnEhInG1sEq5;e_1mtyk)bwB_4it`;RwO(( zRtAN6?h;c{@E5OK7Xi??3k_Z8dZGgkN?WYhmFw6!k?3X|rP&asqMat%#{a6E{^gnTX@N<%0 zaNhy~9#icaT?t9VD>$y&Cmhd&aZk0}I}U7=J76^$_;GJ&hRDl!-% z^Emv#@C}Q#=V_Qa`$+OW5Z{v{X;GxXY}Me3&f}HN$NZkN0WX}UPgj@9^PhZZ_XQBP zhPHk+hWC@1@+TQDY$V`MX~`)`TW3_zOo>W7S2?=-yKOrZt2$At9W)6H50uU$D(?SI z1P9fxMLV>ZMkop^UZEek8}v>m$}!LV!E=M{t<7p-t?8Qt=3#3ZAI+K~xxrYX7dRA4 zu2??6U)Wsk#TBZ}7;Ft0Br&RFq`KfS$_%WWv)_}I%nLfyOEI2Ir_Iz5awR~fzfgF# zYGQ?^9tet${^c0MY%Q9gKGB z5iNIlF|fc87neFwIdGl12PUo=$BeHKl$lk-khEyR?&hV6y!)Tt+3|pbPn7+z`HJcE z2-UF|P#4UanVlmX2YNqIwnmiDpA&{}6-GEN-tSk-pB=h`WEJ^{>bPjRhdzwoAm-~T z!-$8}L`qgELMNq_Y^_l-*Jj%*AyR5vv0#{uH9S1@aGQsPFK!@W+InjhI!Y9UHW9d5 zU?tG&(sjB`1oelT;{F;Xdg?NeG?3JCh^94J!L{G*X!PsdTFR>;rw+Xkxw#Kl9HeCX zmp1`G@0T!x|n0ytOeR&1ol7 zNwp?#u%@z7&MCDIYS%0GUL2MoCLE`T9k3Rtm6-oZp_?=%W8}6-SU)SwJNsx`#N&Lb z_q*&O>)v8Z$D_Fpi_MyTP$BbL0Dp4OOQ3(FRyF=IsqO7W5d~TI*=v(_8{{I++K4|f87!C787@l;cvlu~-b21!OEn1}5? z62U!W4W9%E(Aa87r1Cb%_=~8iHO1qzd3Sfr-ncWH+_8VVp?uZ6Ul7p5AUaItL?wH1 z;@g&n7%2p2fqsN);7-k_G7$-MDjAP%{@dnF$Nenzk{~N7kc|#}jL`wJuq16)igo*| z4S|VglY8#Rl?U!YbDYwvmz)P5$v$3w8VwHpG_ip5%=fp@t-{$i4^$|>cN&*^7o!7l zJ!h27SrPE0Do;%zD$W^rOg8a1~K^-g|nZkmKzpFY9eWSAc!J- zx3Sw;Fai{;L{_ZWF9Pr`AL)S>AH}gNHsgRF(e$gH| z!{#J)Lx_H)=5sTqs;@L|bJm}dmxOL0hwknN(%)_04Frj6XYU)KfQb73@szFNNNyOU z-E6D!cF;AzY1b|&Ew#G}ph`s{>zrnds$~)31!Qs}EagEaXz?0OIBLE9(5t;)K%g!6 zzt;{{^KGtTFwR*W3jRRte_>Zt1_fePgaOI8HvCBQyjWDr%}IN5Cib#Kh|`9KgBu zSY*{aW**nEddH5?S_+lAKYKHt{@t4)Y#Gdb>gHFH>M&k;4teDFp&kOSgS;-$K-V5$ z$;KSjdei&m-ZwuvRrnt}zeE>MACEEbn!ZD7-G0JlZg4P98fj3WgM1*9TZ-4C=JYnM zNE|=wRnmN=Ms?b?EGcNz5z7->)+kz(h)&a~ej_&hPH$|h zOEtkWqQj{#a+rRV|VW&5cnq-2DS z56&DD^HgR2k+!Q?6@t-GeXot#$^--(3~o_!S<45L}i&dHC$X$#E4wU*dWJ_X@bv=Zo(84CU@50Tt~D z^SQ{A5*v7UDid!FBF<;uqWhLFP3-Sg%zm1l$gZH#c@0>)@Oca)b`Bud$5Ube7-U!T zy*KW&A9*2oBsR!Uyq_TrC`oF`bR+*E*y2vWAKc9ph|TiZLMhagS+R6yV)^R~l9ivT z$5A5b|Ep!&J@5CaKCCW;4#?LemeSy06JWav(d&r%b~^)e+lXMpNW&O)_u{Jn&k^F~ z#l8*Nc4H7`D23}eYPAfAFpM8FGHD?*7oIHWT0lx*0#+Msa3@Bx)+LeUN%+?o-{PWm|K)HTzXXe$_r9Ybc#e zp*C!vquXx;)m;r!$1?PpiIZD(I$bS&4v2w3g(h1(s6gUZw4=DBX4`>Pp*5lHM1^Kz zRS53V>qXLyu*Z9?hI@@E+e<8-jHf%yhU-7$B_K5iz9v#pYISe{%w{mz9mTmJs2>gO zty_4K03j?u3*OD6vv?o+pDgbNT;P2`KqHhtjgSt6=|dr54^X<()e$1}x;HxwBLlfX znJDwp5#QKjirqx@88t8~7iTF331C0pFgn~5>qB(-FvhR!0=?xETYDx&HZOvk5*9W+ zg)WSrF9b0>FDeEkP@HG^Pld}*#8X={HXCmZfQ*UQ{gSb-G#Bm=kvA-iHHxRaA5Tio zY=yn5>o=s2;xQq|z)X-qCENqDr3UE3Z2+SQTLQ(3Js9;3F#(B6$k{?`n8Evw0X8CM zX=yq3g**K+^m0~*r2{>m%02e=UvBCyrfk>fRBk69z>tRRXAm?g0ZM~co8C~B84F1R z$|wj$QZ_Wh-I%~Z8erjauayJUlBg1Wk%L`ZU283gp^#jt7lc$N8#>%_<)`2wjfKci zRO$2U=AV#+!g6YY0w9}gICE}^(7(+2PUSt3{jf3Ek1WQaMQaSmX9cMLOx9Vi-wK-c zn06b}n|9S)tKj#1gb?D?WmfL}2XGgO8Ei1?jyL}Z+mQb}{t%eHm3c!^_@vkYEO!4f zcJEpxPteeC`3{asOhJ_3D!%+@yeHJwgO*U33Yz13I!YR=LU>q;uo8MZqa=0TKFLx) z_Af^E5L4!csoX_^Je7s#b?zJP{@8NeCQ~&%ZQXAQ%O-nEQnB>ap zy11UzsnTxJ_l1%)Hr(G`lConaSPT*0#lcuzjz-;l8^Z#4PMLmt(sDb@#sUmBt`|TO zHNlnIf^tZxG@c_58k`~bW*?>3XV)`02qdOOi!Id`4FCkUhj2lOD?DWx4r7xY_L}pAJp5_lDK(O zAmPV~rai1_#44TZ0l@sKxvKaFDf6??J-F|dGu|eYRIib-0h=J0yA&+Bbd@+Ba1d_9 zo)r-YvH?*u7)H~g--$9W79z4Nql4NS0+6Ip4~SLXB{sSr2>htP`Dv2_==(>_0I_&Q zA&5ad_FHY0QemHh7$f`46#o-1TD3h=O9I{;2IKbshVens_95$g>G3{sD= z@+8{w9X~QN`YJdcv61eUo6vP_3SQ!;wTMr?mFWOCyr-r!RU=0eoN}5_cn2EvI|D7s zuc1gUQldf>ehuj$x3dRWDGuQEWm9H)by?{AjLua%fN}x5_-0^Q`sqMm`^#*h5(tlh zY3N8$Gbvlt2N>RTVf5P=vGmFrzp28+Vwmc+W|`uPaJF368%efUF zcfT0RCpsVJ-&P7FhQpyk4U9Rdn;?KQp=y-sE4OpW=)L1zo!>$bxE+ zP(iUGD)PPI;ECM}4U10pC`-f3J2Sw%EfRS6bdn6?_546YW~&Dwe+(w%UjiIY5okTD zrJ^!leKk<)>#cHVoIyFt5GjJDO44ivITf-+LxDdAz@}4hrvxO<#%vHXlx2nE~ zjIqPZLiqRLqS3O2QMqe~u%LJIhf|h1!o-LHFH_L*HPatvK6CecNJ4oF%{5a}r2K+V z<@kl-XKBHSbH8mG?LWZBj*q{fa>of~L;SJU4pb{!%OyBaPdoy3awrAN^A=OnVk8Hm zn!r~J(pk`C~)9Bx-!b@2qlSHHTpnA?EHh39~qD~Si>bDVc zupVkPea0y30rCPyxGaYb6$R99>(yZWWs>_vbkAYIV}XZG-F(B?izOAz@@5r@c;^sB zk9x1#FtM?_G;pK|&6rv0zrx+zv|=1VAIVPx!!Pq}21L=@+~Lf41Ex z{YkuC&Wh;4ss?67S`D|@TA`Z;GNY1QI7St<2*R9#y%xE1%fFUx=PCb}@&Dg6>=W6~ zm1^Jd9!CUP=V`UU6=0=E@;w*ut2hYFSiWm3-@Tx5p1_03hIe$=V+E2XOsrNq5xnCf z1zUW4e_}9fs)`O*&=B%Eeo}Msg+n;IF&rjqa{DhY#DWkY)2aDiu2xq9$V z;pWezp5WH>e_71WkKy8vorjExEcq;|zr?`n*(Cq|%l}%UIB@;)hW}Oylf)LGvi9I8 zkyp@hrI4X%(qRekvzJjLFCod3BQTEENBsr*inDkxG5yyS{^t*O9^%eJ+}VjJyLe|O z?zqz(cZw2EcVgoIGl`8%@`V#lKe_}#TZRxLz@@ozrGk*fw7>j;DNtAnGQNAXCdYe# zsDc4~R&q!;vo=8At`j=F5eQhE4KGV{($cW-0-($39Un~^;AUfpq&IIO6*Zs0s1qJP zhyk*=dhGjMN<~DW)gr~6^7ianjkRZ}2ZCZNJU_|4mtH7E$&&WW64G0Na1|Eo2=da4 zPy_bxD!@3TX=4nT*LoOaM}Bi@`ThR(Fig_vs)oCOVJRWL{l0Q|AH$!?&eMa5YIvJS z%Mdw^6U26kATt#N86m=t#izRuaU*Eb7<9>B29(MkcX%EoI<=)E$iP1jX#Q0|6pXpO zyC@|>5c16)WHIqDI+UByZ8C%LOC)Flm)1bTs01{qg`dOhb(nFeWBi=x&+C9s5?^9& z5R4*Sq}`zZ(+VC$-jTT%S~fuJ+j5o7V?@07lG{{{X2IHca^o3d#wK%;4bW>!PV`BD zWP`^-AEc@sou1I$AO~IUW@}9eQcu$g#*^$p@fHswWN%I&DlP;K($KZ7$c7HI>}exk z)b!ASI`OLv35<69l(L!I>$$!(BWhhw=WhgTrYW#>S|ri@(?8Y$du)W}mgh*Dk$<0E zu?LS^wNB4tK=v9Ca))2hWqPDA&wiZ@9idNrf!r?uMZ)IAbe^x0xd=v|xw>Mm6&qO4 z8%ZGjPpdB}dJ%X}A7n`u?Q_-qy~SyEc#NIMJ0hnhYEXO)B*cmYPY>N;`{Ww*hK_`m z{-i;SbnM&wwD}E$^#hfK7{8U5$5c-1&7wC(569^G*>H1sVs}Q^f<%tc!)xYLD)Z|A zg1q5x`@+aMC?=jW#`#D$@Y;G-`$2UdC6ZC?Km%n+tT5L7*2|vUtQb738Pr8;?>(A> zFa|`r-=N7V^Zcq~bnEisqNDz1Rf&ej651f~!V=S}ZfVL=km}aRHA?9GF4PDX& zl3kz;%OpPLm~&~p>#K>Wh-`bJ{&q8}E!2ndg}LAm%mUTq(N{L$~)Z_l|q zaws1{3cm8JcfiuA$;R%-Ux3NJjr7)qk8)S~VT5m#ddu zM56+sgGeQIKi4Sqb7s9=2DPhFH__MCIgk%Ikbdhd1zw+r5oq@@L>vd#Wh(|EAMweP z!1OGDA2})sv!2^e9IA-<1}ah4+)a=#RZX7p0fyGx6*?=r4YxPWKiTx*cW3o#?^_3% zOd~=UQB)U#_d%YI^nad@4R503dJ-eHm@J=WLH&y(VG?hBO6#56++4G=WJYWRsoD|m zAR!&oxTh))r@OieUXJ=qksfmFe z%tCu)_f&n;!`ocSE0L_wbW$b!jxfFpvfrUMWvb3<3AB3G3DSrTnkzT6)+^z+-tjDL z55!auMl5RA_txG$XwKBk3J>d}`kPCH^#Vg@>_%K`0P5Gt&L5z!Xsa<;YY5N0ZFDQJ zQAyh4(agK~i~={LBh@7N`Y}p$J}8M#`8iX)OFn&305X^Ldw+YZr*(O zZ6hLPwpiR+pTV?VvtkS2CQ@HWFj>Y(5f=rDWC0 z!Fce|Bj<}@e~$qApJ-{n)oF_dp=b?fb}tnvc2GcW*X^vUjUH2#6!>N)IJNC<2%CGO@p0wntRgQH=0J}2Oc5lg_P{O2A=0Uz z;S-#0`^L#?o=`+woFZ$NA&{UL9nt^MGh-TQf=rEo?l+KDCuFX|TXRn!_978t0|8h8 zhLU6(dnQ?j5wd6U1PRh{R&=yIGiNp5QEkyjV11 zH{}o4>_^ZAW&g;rmRTbIv%eJ2eV$vdDgK@XFdGfR=ZytWUc46B0>Z%s4kwA~GhSBW&P8u|=NUowF)v#LOJ3f{;P;Ud_@_g(wM z_d$w_v0PBlM`UV6QDgCGp`!l?eKy2hrTC;&$CMzYi?QTl&&$bqs*(nLABe~%WEVTH z?j>C~5A-O%TrR7!2h?@rc^QZIj|O0}^vNR@3)ilj(Gw8T0L{v8*3cx6DAD4jq&a21 zG4sgjf9j2Palz?BI)cu}x*(^|vy3`~#Zn`ue`{E_`|-yNpc%D3(ABf=;zrk8I>6yu zbB3BDQ8ILV0(Ou;$nVxb&t%7sgY?C`I$8KPum3B5lmkUa_?{Gah3Kzr;UACKqz+5c z8m4KD`t1`?Z15erI*ay8NX>!YP2){R&&-c$!GTY{?ME*+H6bt8)6p+N|27j2Y<#T( zHGPgv1CqBOx6l>+TVptI)dzp{qDl`^YX?i0MULN6g@0BXQw0Zpj6H~&@M8;LF7HIg z+_=Io_xaB+@vx8Kz&j5X%u9La!T!C;c6RK4ywT2%{o5o6cUX{?ZrwG?nA%#N*4IxvP z#=gliE4;c8D2GrP9k!K>jWCg=fHzrs-CpO}LDUrP))lNAQ9bf5JTVx8(+HzJVoq0* zai@g9te0M61LzaJh~U^D6`ZhBJs%!Rx~AS!g!28_1CR<66#iyyC+$LOV3tCs z6u|^=ZKpS(udepaB=TB8q*Z+kT2vJ4B<3&s&8=lA`4J!_(XU+W?-Us0gCOX=Fiv9( zrV1*+tfGs^`1Zr_*3*{D<|!E$)@q%KL-&^0!ia$c7%F1zVOESZ`{Y0~8nmAaL(j7# z(lKQE{6^R%WLkCyaGs4&N;D#4Jt%H0n&2pioX?<~8TznD)i}J1VSZTF&2|{y)i~2v zCN6koPlW(9^;nPulDu$>+yV;2#L&?q4>)F?OqXIFS1o?%q}S=idC+jR5uj${Y8PWq z;xGK4_RcFRs;t}h#0G&D6cA7eW^#}y2$Tw6AlDpZAue2+oOlu<+El=7Y3lqrA0-^tvk1maRmPLLb=s5U;+oR5zchk^+`ZNB0L zJ9Ra>XCWc1IntX;xZ^z8r8}8h+2wWZ;|JN4pSYV|U`nhy*?@zjUvk^Mx=;)g{ABcw z^TqCj%M8YxA{qmcyabTGj6*a?I|lyIYA?_THKi<9W)P^25KZkeUt9==^=THdJ=Lr_ zFzZNA07R>aPzy5L6@KdmOS@R=5_6J zDnv$*^?dn0$&4r&Qp647=Bh!0{;S=PEls+~yv(NTfsh{~}wQd+@t}Mk?r6=l%+MF=a<#yT_PsrCcI_L3({4<&OIvtkb zJ8Sm$YUoCeVS&e8zHgj$vLOP-!t!D(?K>~{L9#P1%%mfv?oq96QQaQ|9#N#*J8|zv zr^8*%SqMf;ACA)2m3=QTHXdCrZz~L<@3QAjmENQae6aV)cQ+%rn+G*tgt7~4$K~~f zoWf~y-4s6Fnra;M<*QI#XmCXH_~UE-L6v?)Thi`{b`cMm6#lW^|78IZVKNioQ14CW zFj!3eI2Qv(57fWYu>jp*ydR4eJt3njX`b15c^rOFL_B)&)a#<%4=>>$@t9%0An_Q6>WhOk%02=&@ZI*0AOd#tv!%b8%L0) z!1D`NyoOO;Hls}%KR_*U{;@gG;KvbRCEEhP6qY2MXE)QzyTYRTUIN@`%XsH&!Uii^Fs9?(>S&lwU)h)A@q zLv&_1yk;LQJBrhws`C5iAWjo(`Y~8~0Ll>FLSugV@Z@VSoOrk0^x_kLy{dVdQU|eq zl*AmA2BJgb;yP+1{<9^JRay#l(zV6H4wCxEwjnX0t^P~1jFUvJc{&FrHxEJ=lj()s zh9K^zP=Nn@tRn=PlXNH(n}d^Y(h}MxWxiZI*&ymsMOE6E_i6sB<{K%VBjUFAJE6u( zf;G0XZL1@pk|=pkiYLZ*-%_#mLtoWzU}N^0UnM0FY#?jxYW#U_`1J?nBM{;+57(02 zGj_tC22l);WqYALcaU$FAt)0OuXbb4PpLk*6X0$aGVhH%&4Q}@w)pp|d-nklbFsOz zXjsaf*z18X=8*BsdSF7oXTAIXKJL$G90XAQ_wD{?P5e)j`SyKt6RkgeQ13qd`==&C zNhMJ36448#L&ga?u)VznKwONbQj6mOHsx5%ycS~DEP;eb%;z^8;m~D6kK|-FXGxJ{ zGFa_98BvLgAUh`G0amImD@I0N7J`g16R@HZbJ8{rjCqxS|CdpCh+Cr}uy7jGzg3Y* zXnH0tPAb!bWlGG9!@+yKJx`xO=8>g z(_rYO#QlHzTmCUtr3~{VXCBpO(5plV-9(~2V7xk3kpIwW;LEd7kor3W$OB;9(guCF z;t{<`JV*uFwl~1tYB1(Ja`0UySjo2$>ce24ls`ex*4BXRKX30BOMsCir7FEqZ?A5; z*C3F;-qYUwysWam2Px&DIEUL$|AFY-m-0X=HnrHB zb>0LXO(b{=y~D|#=u2W4JYE-m$blJf=)fA3dPUAar!GQC*n$K{oKdi5e3#%(Yfe$n zHpoecY8L}+F%A{$fG0rx;N zavbO<**Q%iJWmg7;T>56p@sqD_7Ys=H1}VXRPz`+eW1mmmQr zSLmRRCwDgp2Wk?ce0-vJL~tO`Zx2m&1KL>=s-GQZedS1)u83ad&DCmke?!H;etrz@4v_Du@e ze8x5+OE6o1Io2^hbSVL7Y6;bg=ycMoAx5ouk;F^&|g z)Gj;UmIOu&UGb&!OAVJg+7LjAwC2Dy`UI$I6W+`V;Lj5)*S)^J9G_dTh!<|tc~Rki zBm~GDuQGw~Zm%~D-s>syU3waVoA}JG)3H*NdtF2I)GKzNnGv_Pf%I#(dZR2E`bO)c z`x2sO2c^o_#V+fx4o(7=$SJ3o_Olc^3}^QM@XSXx6lFf(01A!i-$D~_>U*q}@%}Z6 zP}`fQ78r`xWCICpd4*Ats^p2|jIO9EjZg3UCZh4n2GcWq=6i?umOfD-hLr(|(OXl- zDoeM$r7aA79^#<0d>k;;HJ%ITw1d!^8jl@`NDi~n+)-XK^NTs-`4)&J60-H>wW56m zZB0k4B)uh0NNtTP8B0$>iM1ZCEx$MD^tI52f%bW?IVcs4;sILQP}4+GYVVywz-S2R z^<#@Sbz6xA1Cbycy)%8u=;NUd`>QYJfvgszIm;3;1 z!(O_=<8MZXQIY5Nko5M6@>xPS`Bl+=kq9k-m_f%Z$^5`WJZ~DRwj_%bG`?=naI;&O z3Cnlc_~jZwV!j0X&;|__vxN1TEQ5H#H1WG_qRv1#RM69CEa^p1+>)m!|EAclUc8~I zHoP`$^#{G$mnX&E`sbY@7L+-0QcFUzsHo9^-9IHBaj7Vy4RyOcS##z_25h)}^#Tsa zqmtbDv$_z)(M#WUCuG^ciaKuh>4b^~)^w>5}l_eu$ z!e&%7=JAcjBV0uY5?3W9RNV&P63jUwD~6lfuj>Ku-VF4ka46`YMfN@an!xpTXP~ATf9~x^^yb z?i`L~XVh)mxDyHiJIhAdO<>A*?3C_SSRzNd=RG5{)~AS8P2)2!Gl zv4X3clhm$rk2qXC{Pk{F zQ5HQV@Tj1`qv#ODtMiW5D}qPdmSowtK;2~p7js#MdXTO0h4{sh-15}{FV^exgsM{I z8q1Bu;@h|V^G`#W^GiOO9l1&}l>=gtP?6aaP;aef@)@t^ZPJ2W6<8Izat zX*3F%?yxVC9{$R4aO^7E>{daKeV0+ha3Raku}h8BX$c$_9xhM;9qB)R$j!`Nc(}~+ z`>=iQX`GUrk}rA0g0zl=rHV7N8_4H`gUAouGMC?JkR4A7~Sj^yl4&irAK zCnXMWaz!z<7SnP6T$b--n&w$8O`tRt1PT%NXMvzjcZuM$9Y+8yH4j&BV)X2&1R;?> zy*IUUD)fqcXjpren=cWz@TOw+pjDEyj$rV2`^|!a!Bun^bLwcZIqB0C1{38gi2-{` z=%6FN3zLoHlUm=tdPBdJv+-+l;{XYARKlzo?-9@7+zn$ z1|dGv6-kRMU;QP6?qPgjotdoY&J^^8bc7eY8oW2}WeQc(dOF=vT`hEyX@*+RH<3Se ztj950EGI}!>;0lZ>OLBciynwH%yp~+Tl?q@j3$q^n)8(hN?w{xlNZvb7}Z_D)YQ#5 zcz0QVw%U%Qwo8pbW#;N*ZVOAO`mdn;Or|nV(;q4xSlQdsIJo}_?3%esJJHxIH*EES z7h}an(JMLZum-HJdZI>-lTv;G4<7w4GUhn6qkRN>slrQX-u)%RbzL_ z>LqEi4!mfg^pe=sX5i+E3louuQ^?E?jSb_WQk#d;eKG5RxGeP}2gU(1sW}g4tB}4S z54Oe=^I&LdFHSP1o{NrcGw@?(8WP0HJ#RpJIPJChxzgVBc%KoH8 z>#zz{J`xx*yAsIwTU^d$Lz9?XC3vYGYhi&B(FPOeTQ{G76Sz3kJEP?BM+;xiAS*~j?Uq7PR} zXg1)jSBNX?vE80WBx8n%-}ib(pDJX@WL?|2cO36pDbf2UBFLLvJs(#Cqf)XDF?1v} zoV|5cdgSKWz7Kk}G|~!6#RVA4ex@r-Dqecaw=BkDp8XmO?N|<`SKuVYmrC7Pop#W3 ze6?j(5g8Df;Gn0V9w`rSsYb_US-r|MS4l-HDXT~^paFj@Rx#Lgn0vqLOilpzCq+&o z$%vG6@ajV2B}Wt!j;u5e5MVj+*hjAxz1{Jsc=C79eQ-x?kfQ_mPEQ?}i@7Vx9({^H z{HA2&*?sEz3@AeRLtiRA1Ec%M9eu#61Q3X`h#bxts$8p)R8+8*9MiGrev9}zcVFMa zzXmsPG@da8_h9++l(VZI?YmEyC9wbw*X_aU-VnDc%;b~?$3r)mnfhGU-4}{Yz|$tZ zqY`rQ(82q!F!R?d9K0Ryc)O@UM=C4hi|Q)pKj$XF^===ocN%{%p%6F;`=&$>Frzwp zZU~%L_mf~Qe4~g?DNqALXp72XxHzBnS+M5x&O!~l@3*sVUzC;%q~MZWm5+7rmbr0< zf|`MS#5Qv4GO5eJ&BVr`&Hz~@@2L1OD<&0e@t2j%R6DR)d6*^MSK!yFH2_ODjI>BM z=rG|elE%i(cL@)!rjV6e4_$h{>l??SrXJZVELfvg09Wgvxlq_srOjOpl`mVg>?=4| z@B`(4k3nwc{+zK&vhVXA4&9n}j$>}$CK=4*f#~H0`(>&S#@|j9OC0YLc{1ah-kBc} zYgmmMk$NVi_yW_w%iOm1u|WbR&B$ew0x70dN4Fy=8Uw(=wcK>OuDY-`4K@o?|6WP~ zSV{aGT zg$~HZL~i}n(Usjw%hr%z0=+~LTT_?YX{8q%L%m=<#0ZY^ zSE&Yc@@hi5HcKt3uELZFu_1St9;27%3Mo9Roi` z^t--kN?!b&V>*fXHHe}O&U)f`-#}_8rkZHzdIIzWWR$6&r@j{xpDXg6^+_d}x|Mpu z?&MBHM^M)zNq0y|w?UsV9s<$=lP%8W^y+bA%k3>~2(Q#4^<-eo+(-Yip^x^+iT>@a zS+{5~UWJ*^ud$qKDiv==(gUqf(N5hWYM1%GFjDk`YSM(A_7SL9&&NpND+tMsHVoUb zrTi|?YxuYsC7f0=dbHnf6|#IEjsmzL$M&3m@67|}D|6EhTxW*%K%nzM+RKU=QVGf_ z82l6x6YRLKarTKRzPo~00kwTtD_t9hJ^VCHz30<$&}~zw6_?SYDnAgZ0rGPp2J8WA zY2CYR0WDAfr4FrLDX~P3{h6RxbJq}qRj;LX?kDa@M6FBZ&kjo}HY!*_pPzyNmE4kN zK-Y#uAWu)rwg8Eol*JPANM2HJHMV5mu-GPhXnD!WHmex29kz5xKfouIJj@=*e*s*S zse_}oNy*t&!Joa<3Kik$Wb#D&oNas(x+>|E3hKSapSB@s85KW1CKY@sQyCsiD!V$H zXVehM*HCzNnV0FbGyhCDDDD3Dl0`WRgC2cWUBA0{SQT2@y9P#JZrY$Ow zn%)-mmtLIU?*P&=2e5X>^ty4B<2|*z`b1;x{4CsbIct^4%U(yVudK|KjU9+o5)hK> z-q=CymfA}o4kmg8E3Q8a27HUwJ31*88e#-mO_Z8}4Y+N#4Dj|a1Mc>y_-#Gv!DGg# zr%}!Jaqax$%{mpoEk?;VC!7OlU|+-J5m}vSmIJ?XifvwS73Fwj`)|F1`TqEVz-d#e zG8>SSVo;BOB*Y&ig9C5S0cmAm2_3y@Ho&E=W|0Y3KY=@1IZI?5?PA{viLi`g8G}39 z_|muQ_C~IJ`^)Dc^dI8LZiFhuFtp?jqkV+d`L9x}Zg~k?Zy02j z?)#*NoG6%?c+kGSZPn#MqJ?1oowm)2&74Ueo~KUCJNfaQLz}4CD5K!QyEg$<+wLxC zSCZ`5K;9*&bm*vEei_mCywC8p8gRVdV7jvpyD3+E>+-shUJI)w5*_|XiyJ9-k?7nr z_FCPO7pQt@sTuw9&%m+hS%8b-CNdq_@UQ?3ZvK8sI!Bfd8jWZUzyigS3n7#Y*nmcBkXufob$@tZucH7=G z8_*S77r;c#;n&+ZpYNESamD%eQEDDmX;5OSazWx1GX803p3{MrSo^)kaSb zf8dDQw~7}Z4A}$8D-FZ~8E4P^H3}}NFf$;~P^;L2a_rGsERh1+GwLAPoKy=)vK9u@ zNk+hFFUKr@r>!@#Qtd{T)loMsHQ7hEt55rq-cXjIQ@-X$<9%A5%8i}oI43XRL0SKA zpZ{QQ{rzPwDg7G*0(#j$4`PH!Zrn&>_r1mLO+@5*`$jMYDajJH7kj$7%c-ktWq+@I z(U}Jl*t%CXBhHt9mpboqnNNU+hbQ^rHPs!bIhZKgckaC2tWJQIK=rlRJd-Az@Wk@P zi(4xszY~)DMf;_uMu_yuQpA;w>N~$6uKuvInWY|l6e zNna-@M%)9s)OR~vbcQQ$LnLgs!gD3ME>o9ho9R{iDSY38DE}b?j>&QG14(Jy@g%%I5m;-r}&_vorja${_uaY zxnnvh$6S8r4104peS;^yHCa1i`?=2(0wOzg%uW#(L9#W&xpU|69R)K|Cid`a^0>DI zgkzb`+}(8OuXn%V-~T9YlCqcH*o;0VfgvCyq1oe~rkm~rwpvn$EGYK=oaWsY5lM{c zj^JIgy)WU8(W0Pnzg}JWm*TO#ZUKImr4QGbc6&1Q-`oSu6$L_~h6n2!xg2}mBMl~I zg_6cSWvl)f^PZ0h*Lc8zArR+br4;?+-y`tzmcF^dHL`Y?J`(>o*I?rzCC4NT8xF+p zHBRt5k4`=e!KW4JOZGp%^#8b<|NDI?+j%^Heoz~b^m!h6d3nKq{y9*zpH*sVm4Sg_ zb98ZG0l%nv?urmrb>!VtCkVW8&YU`9Fr7cIh*h>ipZ4P|;c;@C8CXSK&}04pa%?_MzIRfX zu@|oYyd5-kgGj%)r<`RX{xNtSou>fYP9otj7qe*s&{=s)shT{l{Kg&Y>8crj*PoY! z=Uj^>AiTeQb&uKk_m`2&x*t6HI_)gSKeJrs21c_&dVB3nvUW~gYpVWim7eWPcgK<) z_|{tY?yVPZO5>K^f$(m(mECk_%XP`+Tbpo@>8U26q@XbCD{`?1c&TQ6lq3%qSJKf* zaD+|sv9l}nmR;Gk!93a{Ql{5H6v=F|H96a`az8c&JKH-`{%G4hl(=>o64m)mCVfSP zh-90RZCl{f)^K;Ub%RUoLt1R?aS7Y8XLhr_JuY@*4aY|I*JNAvS#(yW=;rH0n@Bo2 znY1JZjTe1;uB+_?YLS6vizBtCXRk+!cYxDs0N8-w2rtWDUl2_crlQy_CKaD7G>}{m z=IHMUfQh7WfYdp+sA!wKy!_yd9AQ25-qwDyn^cQ;gXe1fpecy80F}o0PZhwt=cK)* zmS7?V9i59Jz%o5MWLHSkIv+k_(V6+)pIM?6PGL;gr=G=nOaX&~2GwKx#pqY%xG(;{nZI1`S|Mf90o`wtiO9>J9iu*V%rJP>#063aTYhc z)e%vPS8j@P{owy(!%p5BnP_G%NvWGE-qeXrRxMVx_Ly{mscxm|8#C znPNXojoyv$%#_|*dQly!mZnpBzc$Z$SbjAFWDD#-|t$vjkIcq z<-Ts8z~-eN=JO_dOi2cVa}lU(>4uS!s_MHetEyle!M)~9(oo<$fd&1(ed_8W7N7{B zNZ1JB|Mpl}UmYeNAf1-6zTqB&Nbq{JD(?_fhpkBW!5J_9_uzYipXuRW zx30%0z=|JLzbE_mqk4FgvwJ7DW}9m>D63xeyRAaw02LU#i)y1m`*d%p^oxcXy#k9$ z)DC3m7f0et%&^ z6PwOa6#cT(J+p>=h2xCT#eXcC_wy1c(ldi4C}KBpOTFlLZ?CHLMM9G-8R6KLgax|N z{){?DMZ3_#_>Xk&Eg-HKhLTNI3CxnXOfHVt>!j~rJgC}MQ(>ZMaliiUWqR_*VOuCqT8oTEH3-(+M|D#RwJFV zzoARHDW`TiZrNlLWNx=YC{E+<#8hCX+68)rW?oHPaN_B$#upS#Y~PB17#mN314;WS zP!CF9o@_hw=|jyrn6_2T)nr`j)9|w|=<#arsf~EKXf-wagddQSl3L{I3BCK&^|TXU z5{mjlzuIwdo$BgVJcV3UF*JnwMy83RIGnOM*TaDgh=lwP*G|l zEx@jp2g^LgN{;^6f6)HP1|f!qfsV6+KQ<1Te&7N;T#ly4_?rW4F&kvtI)OSot(VQv z#fm@rLFMRqx8nhYxGzszO?nIRCdFYNVLtDW_7_3s$50rpft32Xy6Zx3-FhRm&(M8I zeL#Q%jV_Cs{(^0TqrW->CHv^v2wX1aX;Pv4fVVRdUINCzGLbkr-hC9x!ajg)X)ScZ zN`O&T%zDzYu(;S$Z@aZp$?A5?!4woUv0D_koSfu^FsFp*WO{S0-fV$O`;>QacbAf` ztEyTEOmd3J3VJ$YbWt74Qt``_bjQ?!E7R8fjOm}jV2dTHYK;`LitTb~OVKrNjFsJ{ zTsF8`K#+RYyE)yFsru=RIhd}Lq*z>CX?hi2ZHeo22LZuvBUfcE+#={a!Z774xsr0D zUp&ljynQ}By3mQ6mp2>Cs=`an6zk)lHi*s2A){iv&Dn9`rCAZx+|Tj)U2hpCB7Pfwx<5HRh2P0_^pP!FtkK17^`^k|)|A*bRRiJ(FC{(*&; zqd_|Qz~*FXu})jV>r2%-gVPFir%s(R+Th&aH*4o#G|@t8(TDgZb?iPQTnihF9|u=% z+!y)uKWEW<2Dmw#$~~E%ws2{tr>lUw2V@UBVOt#`lL%y%xQ84M2%mRCtUyBlI~;MB z0#)o9;;zz~HpF;D%s{4<-$;;8^W$ev!iB2Vo5Az2MyKIOpMJ?}e_nME{fGWMy_k0* zKsk*g&f?ot?PmIs{=xtmRIxvz8f+SEv$D)9f(uI0x z>Q1{h-O&nmhYvBfpmg1>R15NrLTw2jSwICU`?CMxy!zgpBA3k#!tJXsPUlHZybb&+ zG+imE&R+z>HB;`*S>Fg-xpvxZkBG}mJwV~QdQU#(!mrlX1fDMCx5Jly+99R>r)Q%0 zN#&FzriHNbr}*jSZjJj}^n404q2WqegGG(qs*+br6K+8}RJ^-6lxA{&YY>#jR|4Kg*D*D z`@nBE1EI?qS@(27_IFZ_3wIeZS2mvayzpG8l8+WN4v@~7xMA6zRywV)SyNx112LVd zi16tDOg?fp8c%RNi!C$@MOz*}6ukEI$JG3$<^ca{car3WF{mVCC*5KenHCx`232Ly~y8({~rVV(*Te^hV!Plv!U8A7yZ{*97ku~{~dz=$05KI-#lg@ V_$P+kl>q*`Dtlcf<>GD6{{l>Fu$uq? literal 52049 zcmeFacRbd8|38cirG0YyF^J+R?9Vpb-$cZbsMzY1}mYgSI~YkHtA(Jo3TN?0>Csje%1)=_;O}5{YB3cE41G zi+*Qo?@r9Sd}#(MW^1Nf*&~T0kNt7y64dG(aGf_^GD%KoF|OPi%jZK?@j4d_7`9j1 zO1MA2cjpJ!VDn=FH5HS`q2&Hws@J3sZt`Wc>0=a3CX>g8-`t9@@5N+V%^K{)n18tI zwP;?M&=3|Q@o3gSXOmNab#&lbm3(qQjPw@apsBfA9{u<3kcgKQlKWru^o6I#Q_Nn{ zN$oz6TpAPmF8Aqi_t8g!i(G@;j~j$WKdXG`NJ$Q?j{M+Il`o*RupowC{-j7de7?qJ z(_AHbVRU#xAiU1y{-v#rlKWRy+-zb*rpH~!79WLhAJ~cu4SGmb_3*LBYv~Isqk}t{ zJ#ysxj+)R7%X;txygj7NJEUtKKh_|BkVdG5NuGLg1AQH{dnw!3#xq@Wf6BFI&y~8k z3nwPmuT|I6xW>4838tVuN=dVc2u{5^xa^cpq)>j^dGJl)aP&*`A9sV&Z67$OQmkUJ)h#GV@N6K&LxB= z$##_aaOcAYJ$~7hm)88aC+9W z?w;kis-x1L%5^Buo2BmbCV}qzt&jSdI^$eI*YXCBMipt)uj{W*Zt<^hZkfb>_xPbP zpKnv6^`$uLYUPyK4O>SwI`jQQ)N|j$s-ILdELzY1&>)j`52+0sO<&SIuW8A1NIEr? zV8dix{ix#eOQ}l_mwa-#-m|-%+Wz?dtJ`O{uWt2jA9V3viq%C8l@9P&G1=;WTrpXs z)9QDjzE7KPJRV}2DtDa4jEa%krb2MwngRa;`$0m(i`P2PA@3$PsbhGf#TgD6GL0l` z>Xh=R<38EU#9LC>QBzYLw+cGVpl+!kTzY}>*-0s*XF-Chs|6a1uTKOk4PU=Ut|F#F znUvXbfy^g6-T`Bdx4Fg8nq-l6eWJ;*&kawrS=3^Z^edI4d{f{px^zK~knoAI$BDGw zpRW4dRq^RE*E&Wp+qdMu6v1CiMybss6S;Y?yi{_2YLjQsF9#=t-VnKcRNvWR$7km1QF5kmu0z|_0uA&(Y8K; zZWb#Nqs5Xj5!p4l?Hg%A^+Ger_16gknk~5<`ad7eQ|NaN+GoG#rkCOF&ef;Ym zGERyMj z4xT4Ymm~H^!8bX<@L1h;Z+9e=XR(+5Kyg z{O>L1M)7wKvToD|u*z4+vPT{9KEyz$C^nswoV@nsY{R3;^fHMr(c)rD)7?U5rRyUG z?YfSnEHZwnH}nMBRk^-k-y%O$F&6vAs5sRh$p*4{9X)&J(M)fO=?JM%4|)96umC&r zGWYEYA0~HNMvtv|t6uwduj~d1F|+Kig4{*#!%el0+&X~u!V@SAPr`Sn-R;#%kGJOB=$i9YUWz5>8Ffjn$H%MGq&Y;5hGW zts8V?7z}Lo@45@G_Sja2o2F^1X?zVA;5@p0{#MoF*pd;iXGhPnEzR~za_JPDDOvc; zSvz2oc26(O{J;I}Pe0QVh_bgFtxGI_L_}GkQMwSEtS@@wZd*!vX?SW{=0`d&U2ch? zOvipVp)X-)*`Lvi@T=M?_+FIkoS&;C^8rtg*Yo=1lEiS3%4f#xKomFrAjx^{O&4Wf z7mh$2^c0a3wNbiK%j5E7@;R;>R1-6@%r1D*1f7$C&Z*Z1^ds60yK|nPScqHHaKxSF zzN>Cn%@0<~io7GRgeP#eQ5@*0FqTO>td-<7rO|dpUQ!L7qXp7z= zufF##?XhOy7GE&oHayr`3JyP<7zYlC+df!B#Q}nqgwHzmbns(9`KxmbqW#4?V?P}{?gh$GRdusFW<^$wTkTS zWi_Q}r2ohcH~maix;azq^Hr$7r02Df$xESr*X*fGt||IgUUG^1aPg=JL?_n=G?g<+ z=$T&-!OgDPJ(MHAF$`~zQbMBYiDJVSoz!gn_VMG(6a*du zH0*-O;-~9%D`H-xfdrO3cw>oFEUPlSW0{#l&37&-d^rbjq_a z^8{-RVF7=XA<^0~-S{#R1DoSUJhpPD9yOb$72dHa zfOiQtWx~E;FGG+L&+c>ZXuwp|S!2buvA6zOk(pKl6%Z?Ik$bQRIWLX--&kfUP@J$42&4^i#vWlKTS_Dd~!S3|8g1oNfxTxPrd|x4$`g zWf?ru-NO~9RpKA5-6~`8KhJMgFyO7AE9SnnmQl+V@klfKju(rc@CnzI>=;sOo1NmB zBF>WSm2QI?2FHW&Kc>y=)^Xvca>Ur<1K8Df*Kmri>pM)gac?apNRkG!D;;v|v6d-- zeH*AUw6ne1FG=sV^sSb@vASKuR$+d*4Qm*utc0hl?wZx2^3dd4i15O?7mXg_OOvX{ z6t7`Hn)k(rn|5(61yT;)olfPEQh!!w(%RySgI2;HvAj0P?Z~^H-RV; zqLyITKf3k_AITH7Fxk-r4DW6>M2lBqE<6-<4qGH5|CH!S(KtQ!YNof?=ebZ{0fX_* zP>@O5dQEE^)^U8{f%f(wGT13rCc*x_0tC~7o0s2V|JDV*oheq{hyB~V-~Q&?UhIw4 z@1wD|Hhv$Cy|wZCXzZq5?~{0?P|Tqk+@css=yJ!DPw z)($jynlx}7XR;(FbUnpbs__LG?QEmk06)D!S3G=vE@sbqtI?p8t_K7ppQr1qN_WB% zz2x9pvJmSsMH2)&m%HP2B2OYMnMid93tlJ|K@0vXn`^wIA&f5Ppn~K#Zp%WE`7C5}VdKP9$1~*M zA3!!Iy)xCA{WerM1_ynR#EHnjTTG@Edz@r8&p1tWFBs@aq^;?JZ>faVNd(MXjARzMm3@d!Ce=uVlb0M^vega=@1k<4Si zt**Z=gW)5o7=w*AtF8Toif! zms$DU_lUA7JF;Lxd35P40Ifa)T)|wu*zBWkZ)JSm<#lmP6^=%~*3P$>Zn{5_lu*Io z*z+yT*0ICD=Zr;9LA-4OpzP7E3$^jnBb*NpkR3X}p?Gg( zFw@(9;WMa@6p@u7r58Ta0TMKmqWxJbY-RF6u5kWuz z&IXysnv@f;b{u+QHb1W5+FfSAD$_`0M;8%e8qP0%IqAwM=3urqK;}Wa{~#^7p4)P( z6}*Hu5G%YoRv!okVgnUTvUl@3Zu!o=pLI(gyl?$zF=l5ep)o-zCZmq0I4BZWvj*1g z8b%khvDOrg+RTD)WgffKn^V8-#9yz6@#COkq;Vat5|8kSR-4*yS1su28_p5B%LO?ad&lNVlw&w7g&hM8v zztkutOSs*d?w)IvSQ%p-w7j*xSQ%QjHJs6`C>E@vPrF?*|M6JpRQ@j>@$Naab)}4e zR$y)@Dh=PlnOmb(P4iz{jkyL-*H&jWAh{t@EgXi>Ha+qiGev`Lj(zuy z`O9n%=J<;obvdWs{mealI^+j_|s=&${sDA}%_a@kmH zkc^osgLNmBZ_!)viqG)k!MFOZ^VL=j;;WCwn-hExV&~dhj@`f(gaVEPt>W!EecP`B zl|Wo8ue^!^r*&8U=BF3O&7%V9=Y^V1OP|IkY>~z^M-${Gm0l+zzam?n&CGhGn*38C zN zt&;W@=NtKcSTRlCb~}+PzS6-G=`{GHmV{#Hvi0s!<4B4@-@^@}lc{r)`nyGDN9TKP z)b|wH4w?9}wu$fWriN)$WoguG@E>kftrx&2vvAb8_k=>>h2rXeM(a5k(9iP^NTmV{!wKj|l$$QF$_TqA!l z5@S|jvyppna0g4vXo&W^!@wND*Ynt3t}s!M6ubAvKRoZk0RDs~lE5#UC7R<;Tma6K z(fQgj!qgIE>a1_-#YniRm!jpEQOuNhx@WKX9^s(aH&$@u!N|yE9<7{Hom8XOW;Ts@wiaA6&k^4_l0RJWN*zE2PSn!A4O5NV|%WD439iW|$z?h3V)Po7&*kB8t^=TSKAztHd^L$dU%DhqsbB(`-Q>DRz z{SgFO1s`OS6D7Q_&MgebD#@5o!=&Mjb;xR4zPDdEQ7%0EF;c|#qN~V2<7+9Y_OxN+ zV}&zClN>ANB_n+|Jd2yTqR?XewOI8Yje9p<}a`E*F>Y8 z$rFoliW*Np+)qk8Z>+|>Z~sBU`I?JZ|E)CDDM_w^YXUhDe_h~r!+f2R9F-uQ#QZOh z^52&@MNN*PF}=Z#eJQtqW+Let$7AeQehQFJH63=o8^tUDppHop@d@l#z6IZAdfQ`v zs4EI6oG7}u2mkRYfBOS-10)Qo22t1_YVUP_8?3$A{cDk+_ZIVSyKQgp{$-c;Ox15* z0ljCL{~|c{9MNxK)}G(}&3^u08fKtps*km0^EN_F$CSo(QcwcMB0O%$ovd|^%bw-C zL_pel3ghC1Q3HEwx0*eG4?pV!tZ<4W!TzK0EkBs$aKm6Gi$A3^O_R?z*&M*Z!N*i((-)mcZd z7&FXqf{`y_lq2;~5jk#v&&umb(+YtSpOMjJD${6}EyC>Z#_B8+AUxCvb1>H^Mdo$c zm)grbuanJnLM4V6cm&0I&aL?_({!)0?P*H`5a8FQ2@}+Sq&^^(j6w8VYJQ)ymr8`h zkO*M2I%_ez>oI3+N4}gf>&W;CJVMpPc|hNb$4dr-L-pN73Tr%Z_f>p6W*M1^09m!8 zhs37H9XfA^{#eq`yU$v(voZM^YC8sy3k9COa0d_=C>{!Fu?1}EV9aLEXvN$>rLV80 zmgTHlIM13<+}r7-k5jE0`lLWJTwS2-&i}Cg7($t_o2TX}akw!(?WS%YavYhjVIuox zJ>C>&;LDwN#T`MyMiSV%ITzhHv~RLc9YHzbWoiEv;Qb13TJp=+M`M@(J}QZQ$#;e8 zYUTV)@vL{IVGY|RLbwd}lmmrf>9jeWFOM4B`lb?pl}LucUbT5go~Q8S*7pOFce{3A z9Y%Z>ohcZq_)!}e;a43z8si~B54B1^>mzD+3iymZy|DUrnZ}FPb%2E1uX_B1`*MoD zSFdBgc;x+&FoXPF2a?P_uiH(rvI9PnTLw*~H)=Yf0cR3$-C2wwgQ^v)ft(*_^EMx| z_+6P$KXWRwv2XK8eR{k&1D`K?W59=raRvah3T}A`!<7JZiYPOC zpZ=9U|9dTBtO+a%hePHTV|LGnu{*aUUaP&*T?Sid0Lr|G5rAEIW9)69VgL4wBW0|8 zn!>dr9nFv!!#tF$7>^xb{?Jm9;i z-$W^ZzZJf`rL^wzzWOH(oXjkb7jW}n#8;E@#HR&{7wg5O4&FD!bmyA3XTU%87JeY+ zcV?%5ce{TMN@3XCY(Ae(I61ntRwJnx-q^R`+uiLd-e)`cE?+TqFmtUA-JuV_x55U8 z-;pw)aVlXCGg&|xUIrAE2=SiioEck9GCLlXkzL1L*`Z-q;ns746N?9bP=PDgiT|2w}%otFFf3Dzm%oszVn1V`i2Ak5(wogpwg^UwM_WE6#ZrGS8XSx zZ9{b(G}k@~mA;Imlxh@S5b}QGHQe35a8L2Nmco$K22oh6+8>PP z1v2Ig5Ly)jMmfvq1B|q{#^^#1Fgh_4>5#CyPHOkdNuy};pd9PF(a9B;+4rGWDG$qB zu3_~n@?*h})CrZXe>DoSpl@XerRAz|&~cg0t#zR9-He)bW!Log$XS)(?2dLy&--#K z@tD-enyxQP^Ux92>N@_V!=9{q807 z;G9Ta8L&J98I^}fb{BYe1FVn&B!iF7jxxLvna*hrcp>85)~;i#AiG9S^7OcABtJ|2 zEPbeCkmAVGc%8@aOIJu*360UWcq!r94(NnciTqh!CIgSb>8o(qT!P={8Nt_=0oxL z%q%3-WT#>(9#1AjJ9AWx=d*H?{ptm9o`XAgO+u|mBX^UavGsGI-yi$a6LkQ8@EnQP z%Z9JK-N0W&I8=`db`@8hW^rGP=s%fILs85p%$;AAbmmsZ(a^P~Vp_8h?OS77=QoOa zM6CPA6JqpMln=%ZjrA5((QH(|tQ-!JTa_&qAD&@IAT69sD-O8U&xfCua|CbG>Ac^5 zCBrApcdFt5s)q`w;Llt69-H~`p(1+Lm)AYM>G;m7#BHR0*_q+A%{0ZvP~VLy|MZfD zGnzJGpd9R*hpqi4 z&xJry7;AOaj^CoEhSnen`Ov9(;V9Xu6k#=adT#xamcdO`9e1tCe=23iP@#c8P9OXx z>~`58>72OqfYZG3d<(g?=##ei_oqsEyu*h>+Ae;pSg-UZ}7}ZN_y-ttHxAzxja?%Om(hMlMn$;mNV_C|u zN)=*KrsOr*ymbVXkdy=|*>4!{zm_=_{$OHTPNdlDR z8?X^0W;r?$IzA$A=<&#iyy>cJw)ods?UL;ufl6$!GAX*ghL*Z*vf190@fA*R(2}RG zKJPfw6I+nmrj_#b)`3Ix9d?SYAB+~u3#t1P;*Z4_obXhnP`UQ!qu`6GV4R$N*A~io z-Nxmoi`*7z`g14W?23&;DcarTC76laaVM7tZSjGUn&Zz_s!j{80Oucn#tDk@uEq~N zRtczz@z_Z4kQ@0>3dGxWQq0g1I=)Np^VKv`nb)j0ecOF2*FHQvK*RL8wFpO4qc<)K z%Tw$eS3V!Q0AA~8dU^`)J9tZP^&hj*OT27DqMgrG*xbXZ7N_0H{~=R%4r zA5SYI71txr%4WlbEcFWD;(^bthdv4{TUV3ty8?+aP=8GT%WCoR6e*<#`9dEj?s!+O z>Dr8AS;Ukt@75*+0-81@85HTj<~3i8++6b$n;|s(`0O-&^2Fk^v-O0-(gbB-F9!yF zc@;k+_0yF=_=>8!Yfaz#nmQNo0VzaQ4Ojf}lrxQxFN2qh$!+PHfxx=iyR87q2y@p_ zv3?@2ai!AT?OAq~+K8wCGwFUrDlnoQZ>+~I`01Y^`?)veh=*&LqP^M& zmEHqjs4TixA2Mw*A7qj^-|1(tl#~$NbwrOxx9D7tL$|pByxt)sR_^p|V{fIO6N5D3R+f<8#eU#=D@k}u8tv30S6KQs zY0B0vXIX*}g}8sCEkE3E)cP_`RE?gB@gMVn_NJhfbay>Fh{hmeVvR?TfFsVCW;XWIQ{XP(O$v(b`J0kkxg zH|a6z!IF>j5>P8I&!2DO&nRATnMOD0>gqLx^?Nx90@+O4V=@Nc%h9r}Jnxs9Vo8CS zck6&!|B4sKr7j-Fl+9I;M2r-=gKkGIyh&@Fl|7{MaTzmGUmwVlsekJf1H+JUB=yPC ztus8Jlekv^agbEH-ur;*lAYt8^`;F;LVwF!5dRCs+EwN2#*&+whp$u9oi}YutuR?A z1VM}!Z2;r_A1}e#jy~|?W#zisnK|Hn%)5VUL}&ma0@B_hd(OhV@aMu^NSdcK!sfoS zK3WM+9Cc)|v%y`kN+g6#e5ujosd>?z+uhCKokf#r5zpHCKQh`8LBnCN?v`%M31D$nLYv6CrkD!h335)?>CCt7Xr z>1o++O`(d#2pi}tq#qZtly>c~(b0<>$6kHRNZbnMO7A!dOc)EI$XGmZh+c zwddkhG@S1+^k==`7^zY8)>a}vUxKqay6p?`huJrmeFG?JAad1fzPq^6_AYm!TjgVg z7fB_QZC~8d0qsTL%SmhEKxfT~1lHvy7Hrfy=0Q0uJe7ef<1@7Q?HmVrN>#SJK7d+b zd{9?FQ$K7a=MJ@hu0x6VbIs1l1EBaCd_3!{t3K1txSae(7mHN}lbO*3g8pDO)jva* zpPvK)UmdEF>5u(ub**yxMoxu9oIiFEF5WWl8JMykm)(~8uXA5TGdORjK25+_V)s9l>jNG-*xe; zRg)~c*Zfe8k3prkm;3gH*Aq&1wp8BtOV`)F7)wwhs=ql%RE2PI+5R+iuw5{j_$CX7 zE0A^_hyvwc|ol;_HG%>FD%h5`^J!_Au5U@ ztk>4JMkSf_AR?cG))_tpdL^ziwlVU4)%S!456hq=H>a|z6aGn1Ku;3Oh*F9^FTw?8 z`slLj_Hw%q5>1_G05?*B2m#MP1BndR^#vqPRy*I0eLBcLg`y^Km-Kfx+AlHtJpkOn zF@kPBvSMs(G}tYnv;lRaPC%+=#>G$@PF$ipOwp3y^REr6a*yBeJfD&=N?ZPjy zj3PWj7WWGioZffZ`HkuNWwF&HG(2XGb;wNr=z%HD-K1m3I**>HJOYSb3{~Dc0TTjl^V9W8QDaMPLitZ|jd{`3oHobB1& zo!NoUoaqMv#v$sqC^i>{nfobJq;>-O;E-|j{W}F~gT8@=5DTav5=yN|V=N6F(5WP@ z@vEcRde!k8;!EFR@EaBA)J?eI7VkgOnLYwdC)X6HlaAN#17OKRY<(OgXiXu|Jw$YC zCBKZ+^8K>9N;hEsl!I69mfgR1A`@gT=pN!{$NDzPTx-oMRU=VRpsm%4I(O;pZvodQ zFOdt3R&n-UL1%y{v}E*|D>}H>i#tPZ-`I`1XmJ;B1WHSqi`m^8by+;yO<%d@o6gg7j@um?1te=ZHXta4So#x~7V;a|s2}r0PAv(E(NBLuo%ARjf-WbNU zi`=)7Ry-qTG-N5R?w|>+ZNSeQt5_Out^`<m%p`uElRZ(I3725kx0g6vw! zczgshx$Ns2$31-4J3u{Nc{1S`gtj2;8r_p!KY&GH5&g0^O zVCVdN73F}x$Cjau1+tO!T&7zm?9CaTm5GRqyfUl+iCusSB%!oOBdH&wAZ|Sf%lzs{ zq(w?(#r#@##9G8FIr)P@5eFLiwxaoO%h|~OV@s>xr`a)o+IbWYKHypptw0y(m8M(l zEnIH*ez}b^X%!y60#dVxM@`m6&w()Div*02b+qH|LF7ezd5TW0H`xcxLLPkxv6M2r zoFco>sq1RRC;}gs85})x6Xmqrs!<6E3LT)zrI2yZJOcV6=|^~*Aku*K#~iepI_A7Q z(K^@y^1#q3-?G{#tB-lrpBbzgODu+wSFZH$?yM@TmQEz6RDjG-J}n!I4w6|3&$@gV zpj4z041%B6sf&9zLsu`S$GCR%CpkQM>Qq<7RLC%59C_e$+24kciA`nr>1o;QG%HCm zAaQtOvE%IATc+((sjyUP=htYymn_zk0P3y3pdI$sUqbX8nV&rIM%i|gDruYF5FT)*XJDutvvix(=1$ASqGmc=l8pdg$)&6cXw#KaKH;Tq~v`O1HG>J=y75@h5Q0?p28mia|?C6`RkN2Y&HD> zRsA7gCnx~m4z8;p;pKm3`}s)4=*8|qReB_);b)NEO2D1gBz_ws)aNv`5*dB<^x=JT z1yIkx$enh2%2&m&>e@F%qW#}H@;=oK1SyGcey-B;aUEkgL!Hpet#@mr9f}kNb=!_z zy*YfnpZ`Y6#Mj`n#`RZCC=>cm}mJnPS)f%!y$$j2;^LuG4ah%1f}em;$e zexVQA;S~r)jg;?3cg3cSBT-d?e)UQ)t&D2T?dJk*r(7-=cnlDD-B#l0()^|3XXm}D zQ|fyE@Ci#G8jjbKFeHqg;xg}*jHa2KgLTQas9Hlq8={S**C)q#9Jxv_pR12DgbE0h z0O-V96AQgj+t4qpML))b0&N0{@#Jf^r05Mw;Ni<8rl+W@ldOj72;hZ2TY=oz8^Mi{ zFfVLTq<+)&<5A;B2uY;l*lU0MP<_t1cvLTbqqV62PXTxD(OpfH4)LgfWS{FM#H&gU zy6)@4$M=`b^U7ka36N$TrTYBNZrAC$%Y+r!D0W`utHkCjGW2c?GS=EKqsq_AA%E2U zdOHoeiq#_>!BV9Jd{DuN=Dwov87k_h=H8XqN7OLAc%(|-$aQ;CU&;NJ1ogwwB$Whj zkUz78J-G?EaP6rvgx;G1D9OIvozz4dGl3(z|20UfO*aoQ2pa-4KscZ9wyuWBgC4OU zKeFU_X{XxL^=;1YP{+Sx-MRgQm-Lx@Wbt|xrP5VB3)=jl9mHTYRc6rEKz#&FM38BRDRb?BJF zS^RV9_K_b~b~b0p_-35}&#C~7ojR}Ap?f5uGtCyAyl*VE@F3J2glUV^XX;p-p5n!? z9RY*z(kl$GH3UKl&=z%|#TW@4kK;N}-ZA#Fg!F+yJ2Ssyrmdr54sUqGT~C zZBEeWb<^pqK)YE=q5}gHztI(&J_N3CrN$e(_(>=2Mb4!14C4xx;4Cq>9Nc#}Yzm7} zLq8F=R9GIjEk!K*O6J^VYh?V%&s zX%r}!vIPs(8;rg%IDU3|=%04G!QbQlU>0DEY%yM&4bUafb?KYTYZ-sW+MNm}$Yl=B z3;9~xEki0vQtXB$k@*ybqK|a0Wet5KoP0mRJdcP*&&l8wMA!%g9^Q3$F;|LA{2Wpq zgvj;{Ztsr~q%vW3#M8}I9fBNIRX1vlz`qW#sn$2ogdH2jS9=1d{B1?^bHTTW)#`^M zXbLNk?F5h&;%r@4Cdro7j@AJdTcbuDE7UkmXSaTi0+#wJEzB@T3ImN zw*70zUaS#3;~n9QMoH}dS{K4C@4lJoG(Tu`cmXLpTDOUIo=BQLT~sY%-Li<(Tev1! zLX?-$uIC~UWjh?K;VrE85n5U@LB`gdBbjzJLXaB?X~MYNfX%+@SN%eChgCD<=7j=4 zPNh;+R%bjCHXz@qfR>qoC398??2R{k5%@Nzo3DheZ!L7kaOd~%BP}9Dj>yRCgDCEh*jvz_qPdxs|{45;g2Plqc9yxe82v@U0l;QV(;T@Q*13;wHunp zi*h5A7o)p_XBx!q|D=9BQJjQVU!6JL3yJSIfKCcXjR*AA@F;?)I9ml->njIy$=t@I z#*s3=hBmF&di9x^cyaiR-`?*)RgOFagiO?vW<#~Fwxjlw(ght7{_bfv_=G(kkU(yi z#TsQA@TXr!46i&xHbAvQ^}UIfq|=O3G@B#1c0C;A7ZxaF=wB`;`mx)6G{>8Ncou3W zmjHz@?q+mf8>oJh<#XU8In!#dqkb1Sv1ZU5ydaqV#wmt3N0@5pN>BMGntz+y_YXuRt_rCYWb)uy`JNnZ_cRfjGFP(?ydqG~4xL zGn19;yjis)5th*i1e{u9eV+Ub9!(=#IiuWzQ!*5dxgr75ti@pc6PzeYe=OUn^L{k?Z z{FyxLpUaNHoTc2Iu8*!Ydp`NIQ( zdw{1fwCUa-4(^;B4$)4lwBh|D$o=^+7<&R(L9?*_?}6NNyh)x{0XYz&2-1VIQMA#9 zVC`#1$VA65OE8M@d3kwu)l?d>(7N+>T{{pXZNYXU|L{^5Fax+t08@n?0(gFkxooYP zw+V9NHurL*A7?}i>@+&a47I?8WGy#HY?|eruQ0{3L6K=!m4b`eW&DiLeCTbi(1|9VfB$nk)`7S7Dd;P+PSGt~w`O3@Ue<0CDQx={ksY(Gce3l{fM$N-}adLBU#_ zijufMuXPQ>w9n($BBiVEXX6~-PwI|C$?okUP<5!l9!gSjsOc0K!$5`5cw~IOb?wfII{8$|RU3)a4oy>E()`?cD9eg>8 zyKCh1KxQbfSbex&um1WU29_U>bQYI^jM){;L=*Vi2#L+khC5`(%#M<>V`+AOlaHXQ ztE&n4Od8wtxcqg<9-F^^Ae{{@TH^TeNrAg@4oB2v6TDG8rK0e0g)n|rVEz<4t&TyW z>Ov>s>ZD>QEP`d0aPNmxI(zv0M^LcdsI=2DCjdcR+x1=RHPAbUZc(s#|ZzBIvm& zn8#+&Ry8BKGDXSlr6qv7+Mj9LW0MvzD>I?J4>XGOLgVBn(8;_4jal%WFRxxMyXzTv zQDwCvu#6~R3t988C6Q$Wc<8R;;>g!J$K`*hE#qK@t)`pP2~b;er*TXa5*Kip`RO(B zF(MM2reI)aBsRYJ$0KEx3K4?u3L@@feNXbc254L&jBN~{$8k=y1H2$sT7tMOo(ZI6 z_j(GfJ0}38;pv4^+x7TTtZk7zQNAPx8O9d11AH#j{78yLX*h)C2s>6~h|8uQZ#A*pNS5IAYEO1;^0sEwm$sunALsFaOXLuCbn^RFZ{dg(UBqO=;&BF97kX7ekLFNEV9?Rg+ zaeNxgu=mKcdP)~37-fwJ`DtuM8-`t|3Fyr>_Qy=SYc=DL8`u{CW!ntV?`Dqw^JEri z)1|1LO!VgipmAx|fawVV46%Kn0G7Hu6xBK*PAzM|nHSKNbI|;Gsgh|YqtZc7RUgVM zw*}Ruu)J&>QI+zs`PTbd_u_(^pmev{B;{QQ!coK_709`{xksPAJ*!%+PnPDit%{Aw zL&u%U0Q}NOCI*V0fwC2nunh@%>S|#@YX)wpH5ApSU zgp?)-(y^i?pq&!{A5E~W7h&J*Gmzrt;DrHprA%SQa+L*qh&eMDN&10KZ$eB&AIKnA z3!;Ksp|zSuwr(qysJh&fkluOh^}V&Zfh5>h)h~`AV6QW>P&iUj1JVixpXPuQKlJIo z@D*FAN{GnTjikbI?+|ifh`XBrAL?qbM}h$85g;qMyWY@@NF?KxVxk2hu3cHaGr{`( z_@iYL%Umo+oG2%kgNIOgM)Dq9Ujm}!od#Dr4zI$!{EFC856X5I^PZn&`IBI448W7} zJ}8UihIEj(3DVcpNUUUPSP z`O1}20NvXLNmHG%c*2m7a)ePpqRX>$m5EVYrjRD{HZO4vZ)~ z)dp9M9q^x zO@ZascRA3n73>AE-4{hdTq5dxr!I2&Q;3KPyA}bAI+fNnhCeS85?&67c@ucSkgj=# zSE#cjv=82fY1b5D3EF_2_ky|S?r~DY9wmH*_LUYRZPpgppBL!^Ng@=jg07Q>kB!a!>{#-VU^4=@| zW!Cm)`M-DD|K`G$idg><+5H9&#J_rWuUTPhjXm_7lwo>db`i55FO5Lpu94cw#sj$R z4PV z;t09&JWW5`3hYFqSP67UI66}~F5k=~fV(4=F)gVBYqwas(Ku+MgLf_Quv%U6Q^<)N z#Q($TU*dl)%D-*wICw4j|KUir_y54mV~)W4oc?kpq7dT9K@beZ?ZiI~&Yn5FyJt@S@m$kAbNYXa zIX#nOf^R!ouKn8HE0`fZm=6A(`MsLKB}~ zy8P}QQaK9pJKNCP)hmEQX@pMR8j$0B7bLMguH;zUM~pQ@QN4`0j=Kbs%b-ID_X1q& z?dj|aV$N8ED(h?q0e@4_X_Y3BhHkVtP#8gx&A0KDZp(%|CO}?Rwt-2$0_3zgh#1_1 z;UO&JC|IQJPR)XLN(neZZJ*oKG@#6c&TkjKU;~$xHPLbejYvsO)*RGE)s8=+R77A> z1%w~ln9wK-N6@5t==W;Za!qDAiLVR@GUI_o5Zpu|Lh~G`%{JQX1q${j`G%aA22}*v zO;Cu_{JI3n?{23f%Cj5*9vyDb@P+`(emO)FYnY4XAXa7bL<;4affEl{zJi=&*aT2# z_KKF_bAcwu(#5D8KoVn9(uz13KpOwvyFC5O~d zWhtz|l?~y=#$QMsl113HHaIv<>??>O-T}^b4}NOWUxS@CnmDB#=0o0RRY|J3X$~sH z=>gk54BwF&P`5Uf++WNh7uE0UT@5>H91krq&pv08l%T2{b=|zN5|UrS3Ycgd(iu@d za-px`zUBA|)tx_a2>3)<3jGufKIoIml;Zt zj=t}qZ)#^2U{a-Sx}!Lvc`gH9G+pfxSokSG{iEXQX>)F|W@~T>Al^WV+zA70Bkdxv!AkslWZ@Z;fKkFDo!hU4vV$B@AxWZ4= z7&!mpo|7MgqCv3`I>`l?Ey@yaz46j}b7OHpe5kFs6CE~_8PKJWVJ)eBcEC^OZcJ@| z@agtd1c<`$<1Qg*Smw$xo^!N#17w+z@4~cb`t0N+dyFf86rio0BZ!3K`uv+UME;_^ zqrbbXe-C=Sp8n|TcSh8Ed~JKyBgO(Wn&<2%S`d=R-lYJF6pYA}r%WEw%KZR#d&VUA zHj*o~qRLedHRkSpc6H=nFcUB&R@eRbx3Y-}5bpiL-NyfI|= zf@YA#Gnb|8v`Q zap2p(Fg~VDH(ZC)TZ0BKJV}Uh&=Q?3S!`;29gOjxfSX`RlN#ettk)X>XErvNg(F_0 zi%4EA4nqOyPr@xcx1yegxm*88JQpVf6vc% zE#>JIH8DIlDl6`>l%Q!sRc(xBI)S;ld8@aE7@h!S;w2mg^SmZG&N$ls!eU?JQdg+| z_wB8k|6YM;&^cWY!2?pfHld^V=sU=;8cK^q%MlbC(I%PE`T-$YjI+To>m>6ueI}l; zTmhLK|8igrnqqpVq&!j8_>e`nVUndVF_4dMKgvFaeoAz1G8a=8b%3+&JbccN_b}yp zAZQvtKOCuF4u>-=^X^*L2tCb=K)QJv4}WZ=ONepbI5A*5YG}Xe4Dy_M^=f5CHtdF0 z7sD@(S+o*zrm+Ot%Qr`x%YPio6gE#x7HL}{TsI}^Ye4B6kY?!{%a_NXf%?@wr+AY!Dt;J?dv6kzK>}QwOKTC=R}7ds4%nL+@YvG0VL-+mK(sl#v*F((~JQH zAcu>EM$8#*QU3rpt6})1tS%`H?>i*S90f)Cx{t?iun#IhTuz9b3O5o1xIDuHE(-)_~`tj;QtLn~VaILXU zo(8b}rE{=zj`rkphX>qAY4_0TI?pohuU-JJuS8(8Bq$6k0S66g^j*f_ zQ_lD`Ev@E`OhXk{>}E$<1D#e((5@!+9xJ4b!WaM`;{DGZVBy<0-v7jLzXJ5e;2%4{ zzJYHO4WhAQO>}GkqSO9k2Us}OiO1v>RtOyj?F~n|AN%Kqx4@wJ(v9rBF07rs+5H{P zd%Cxn{}Y(p-P^l=87B0esrn0A-?PmB*(6{<_Z-oGEa;x!{cDo|A@u*nFyl`S?N68Aj z_8n$cj)su#eD`%Z3sY0hI2|we#0`kniTq5u!(+alrWf>s%%m_Ikk_?Z8Va0jq(R?# zPknCk{&IDTAU+`%2eYSMOKehT2~@f%xVeM020cOrx9`idzJtI2I^3Q)m%$gch}_0B&fXkN~d-MCtY}nv9R4rUM z08OQYjdz7Jpg@z?wJ?GG2+#nyFzY@}>;b<$6*;OsceoY%85XRdirJf3Bw*j0*k38{ z-j4mZHQL*;zm^2yo+u%<&6P#Oml;y&@mfnJB_eN zOVH9V9ynY{1!$Z+4K)b}*W~La@w31cN?e+u)C4IH2u7%k9H2Ymq5r6zwz|j4c-|S# zUxWO&IIr;yUNA96-+4UF4mw)IAq`th{ixJ$9N&h{M_)^kVk88|hK_x0qw!CfU7*;t za|I-hNEMR2$9kQ96KkkWKf zNp(2!Dh^UwZS*w@sZtoI^l`lVhW4o;^v&)hr=z&IDhT9P0({bi70xJHgYLiqDGF6iRs8u~Smw}DBy zV_14OKO;ZuR`w}g@5RRpY*$~s*vMAW7`1}x+xQvhd;W9+9B{0tyYBQIq@u`~>M>b8 z5UAu<+;gC|WCpgZgp81!5Xq#tbPAOBK^k-%VUW{HH%!{N?l<-nK8F?-f!v?-Cre7# zMEm25vu<_Q|DX2GJf7;U{riYR>Vz_tOld+0rG#x48jehdj2TLjIhp4nA!Bty$dEE* z&bZCVRLB@IYn$h3n{A$Jb)P!!=jncae>|_}zx({r%Q5Wz{eJga*SglVKG*w$K3Tlr z;u=D901Q&HR@ZiwP3kdfL-~0s7{De`m=W0pyD;iKI7Stm<&D7ix2Zra`&+2oZWVQO zFeq66_A%;6P&wirq)-ivmB7>+g&PF^vZMx}aCNlT30U`rFi;E)57$gLVoIW~`kT#3 znw6Qn6Sge`IVmTcH+m-v?aqmYz2RhTxbSgBZ}{q9a_zqwfYOdBJ|=O5V|*iY&lXOI?=)zsOvNX)#JwV)v6;=irfcBe3T1ppf0!;kw0GT#DI(fs*QVfT(?9;#(-O zav*jZKE1U4P7jU~>q-kXnd(rN;EbwZKC58SRqmj>T% z!tnvkrpPBtIp|>SOLDo&|_QDXu_c=K{t}}y~F9AHLu0fqO+Zy z4leUH76w&$QFW7zm@55B)dqdV2^0jjAwH8ipNzy_MrZbHC3hF)GUzSsgMO#V}tUSSj0f$#ce6KK4(Y zE!G3xkpkeeYKqNXX>`|3+QnV*&Uk?tg0NC z#)+U8i3fE@veW@>IL91EbQqJgT-6A1hX+13(5kOo2*1@@K_l67YYjEuO)Ukx5?=44 zxfKb$W$VyP7@F1%=d_{r|JPs!vvc0-%l~mwDI#9|Z|9WUdA#yqE%_NS3DN=3F`beJ z{k`-RHa$T1GukGuD1fjf^@a;ooh#7nnSjuc z+CUGO*1t#tr=Qc%4?GU%)7QcIcsA3ec&riQPv27E31L3jCs&nD{ecH_w{yr1)lbxZ zD~kZD%^Z5f1M>9H1NZsv6&$zv0A0xU`A#B@x28PkB!(kWhZXDrSY!l8;ihYjNl+`< zj=>Itug0y{VGqQm|Aq!6tkPtcK@X_wTsfukoh3Nt_=d%I6XekGv30t+ z^PlZW3U%K5SR()h@UX#WY~BVI-FH~tU)D{UZj%vb8GCLs*g%ZgIjnv}{nMFH#PC?M zJ@dzjlZi}FRr=*m_olj&IO>(K{@U3)7i8xh32$%wTGY3Tm&2V+-QvnGdgnkp zV+I=eTq9$KUv;6mzkd&<70UMR=3m~BA`29B%px>pe)&B9d%HV^!GAy99S`Gw8qCa^ zkrAqI;*giRjB(td&pdO$S9oJrJjmKPj+(^Bfz4>qu56zt?E zwl+;OKxjhHwOB1JE|rLgA3Nzmn&doK=r_E~q&FfBM_K>ou*W-8{Oo3`eoCjbuna3J&uwc|?>y z& zRwya!jb202SVGzMMp@@Nm;#(<1$s}fd1S_Fty<|b7&TEP0n_?r=?O^DH4Z5Gt4KoX z2;^^N7zU1YT7A#ZN{|DpP`e^sH3N;y?(gw?>Lbqbx`4+;y=@P06Iv-Ta~^DajJ_=C zef#ieynk!DzXf2I;q5?{B!DjV?C*!pBz5b@fShL>L`8M!zXMRsI=@@vqC0kwTnF}S z1Z44n@D=0DSJ>q&isvscJ5?MqNqxFC9<#+g4H6zBz=Hc9o&)8r0^&1%-wqIio?6fv zAlsU?x_$jVuxJ5zGb$9IVL70ex}%FUeVKtw@XUBm1LDORy7}))uFMy010LuFvH!5- zA|iG>0w_Nm=qdSU?C0W$Ez#f(G_}1@C0eoAC|TyR2!Of-Bs4wW4l>|E@yn(2kmtUL zf{osyq+!P^=Ym-@&42b88=sm3u28%#aYBuoEcOKw@1n+Oa~Y&8LwdG5lkD&bAn=gw z8l|BQ*7QJG@rbgTL;`Y*AOu=CbM?Y@XYH=W+~KmO%lC;0RROq&;7)-8M4t;TS8*Z* zJ*&E@$12Im?X@jPy4p=hdXpwEZl=0{cuWDzx$fI;t~Mco?Zm=n2GG~PQy&5kolWkZ zORi((gK5%FhJaE?KDfToza1Sy$F3d>D%z@9T5z1vTebn+wIQh$xpLJwfHpq4rgL5A zm$wX4b}ixNpA~n5j586WtnrBDlm@RKrRF5(j@?a$+{0VI*5L`>2~*{BX`Ztcnz2J& zv_bL3U5eDoQ!C5PMXMNyJs6@h(+YP(jUaxVR(ICEMy!w+#j)%F24C6Jz${WZ_2K*3 zlFC(>GOwytLe{A(*=^}Cv*0DuDex2xR;RtOR&P0_yx)u+q${7>=vyguo25b(# ztW+F_>qUU!NGTJF4+Gz5y=N2?7Dp+yY00AO)r!>RNax1*JeXPV2rIZoRUH9wb`yyQ z)x$VLeR2u9Qy?7F=62*qc0(nheZG?ydk)ScR>p>gBm$!p^)02Jx%I(oUrmst7bK7b z(@q$pk*XjG-8WeRhX?ayNcNe{=Bu=TWOPKy5^&+lXFr+FfLPCrBvsn-^NTDcj7)~> zgzn$xh;jK=nr4?$Mn=z7AJ#%IvZ z13ni~u`yt^W)(fbr+>mZ30`Ef zr4svRGB(zn3=tl(d1?fLc~dhliEPSj;yb&a`~2Cw_$rZ`Y;0_aUdqV&Y!nFNG*%B! z;u$w_kIvD==xY!j1Sn2`C6;g4_%m7lPmbDm1U5lRT0xGV@fmx|Ea8i{U4H?{%q&bu zf6`<*BC6(mIv#n4-8>5Xu{u{a$&Up1^{LMjx!BjPF2B+!Z2(YIEuC-ClLZgGmTX*S@%xX5nJuck2Rv*I-ptJCq2fLbt{wSamG}aE#7C6#3{q>$`vt@<+0N zOaDAjL;G{m4vN<_I(RiUFRr3V+6tG`!iKq`1l}5-wrF4~xxG}?wrQJ^uNrG=>CFMv zy7lT>gIj}`+pO_6PKpP^AqiZbuG#h}W3f842*h?l7HgcJ(bb0KaOA7vGjHw|bmWy0 z7<<7FCQdpg?D|6Jmd6|2wyfG^3sP9|c?CeI6fXh5k(^+({wTNkaA4nOK^Mfu(=vT0 zGb-1mi}-Bv^LtDQetueWpv^s_Isl$da;gIW-N}yWTzxHYX&kCJuR3;}#XHhcK92rE zCse~%il9Y)G)W8G)yctZP4ko{J!fwn!Nxj!tV&+MyzqNJ4&civ+r#bPDYU({VR!-z z;m+mKv^Dz*2XH#zSDwF!y8_Zlj|K9$!K<5FY<5R07nv{6L@A3uu)ewWB@q+C=eO^O z!S!arV-3fuAC^KfuI{{-5XyFADIjg;Yq~1`6sthyFgpsc3jXd>vrEi02mN%sCFCsk zOcj9>nQ1`&s(y9~H@hpBK>nggv(p7fP3f=Cx4(5cMB*pMp3+GOAy5VrQ{)M(-fjxC zW4DGdd^f+*9P*q_zI;LQ>PU;y@O0Qk>&RMEE^$bHM97mM@r9352Adb106CY)OvaHe zYx&atp2oZ?(ODAq_xDn<&I3*`Z4Dk(`&9P!etOP+)-}vmYj`l?-O>E+(P4(NjI3Io z&bstyE~TCZ2rjb6X{9Wy=o=r7*S(k&G}YO3Wz)|I6Rh%4Kw9{$xIw9LdwVFl!0JA6 z0uHowBU3CNk>i7LR5rJ}AUtHxTBc}k#xV`@kGfgkB1%waMxIu2f*OSz9y|0$VoLn))%#Ykfx`!nH3}Z|955cn8qL;7K1D z$jvL_o$b>z+=!Fj_>+4y3m{V5yX_$}n`nXm%f=XNHRyf&YMSfTP#J@fWYmPq+K=tG z`O_b0T<0FH;rYvIc3q6Sf=3M_kJ<%wtS~YeRm@^S)fR`(+*2&YRjeRmJ||XEH0a{F zXlXb<`}F%pUtgnlQ><pyg(=|--}q9jRcG^_3+4rZw>)qAO)7b{fRy~V z%L4_Y(I%3Ldp&Z`Brw|=qSEaXHo?7DEjnJsTLuMPi{&Ak7iPD^RDE$sT{-qv->bT$ zw}4*CY^d?CG3Qj~{Zpu&p%wAFdKnn(u2l6ieOIU_1w%TFF-uEep#Nx*(&!{QawDLx zY5w^d^ETSt*O5&)Ymd%0PjYTC2lTa|wKd!4`A|1OWb?A=3iS6FMvmsUk8G^V!=73@8=g;^9L@|jICmm^9KyCWl&C2Zk2^om7N0sGh%5O%HlZ<(Cx|V z0UxEa94|GLHH-11rQ1~pAg4b1+C%a!%8s=i(z!$+`Rlz`DNS{Yx1V~%w`;`WVPXpk><0>i=z() z`2&&nz@B(KO)oB<`#;3BT>_2uQ z;#es#?5HCP>9d|dhUjM}R4r9GIGV9Y->B~^cAzi<&snWa(KJueYTqZTpsee7a~6ik zICLI;oC)&#R&cv#e2mo$WzQZHkdUYJR~xG%x};s9Dp)Blwe9w&;QL4>-X#vMO2#n5JZ>ouD)xO&r zpobod!M^KQgfiMqV-gogwe4^+k{FI)n##cjYT)wi;-YOd`;>^=la*qKt31uT)=RgR zCupr3(AL*W&#HwI+!@ss2M4dux@)y+f4;0htqT05t9Sxnm9iQ)x}Tt+rK$G5CNQnr zwxPJ1%u>sQpySK!$R%wt+@L#8sY~#BDQ0KBk=OfFhL#Y$QhefbjHD#OjCJ01Iq1qI zQt$RIkmSOLxxNId+92qMnPO__%gc=>@#v#ShlFp+@Z5*!)$mzoKHm<9;3Vd}6Rr(T z5urnlPr_JgUI4*o*`u9N%k(K`;c4(2VEbbBB*ul^A$W;ECR2*-nSbKbO%S0*@JfHhI9cWl`!YpRH%v5 z+>K4Zi43uO*HEfiswIAp(#Z%G<;s$Bi-H0ux03O&dU8&-Ij;?eC5|n9ZR>zzkkB@a z_qQ=KKi$jvep(}316u&#deRPb#T>vQE#XWs38v(|=rqW&M@03qz(;240ccH_ve9CJ z@^ujwvsn!c<^EwC4lujx)Awpcq`c+qUahyp61JgX#FyvZnhWgvlTN$_mq{nj3TIKB z$5Faz$tn!Do{rs|GJ_V1&Wr0p-X@zp)w^T`AaQu0aD5zY>}VT3ACJS;$bG&bt+Tg^ zE=qmmb7a`MQJ<@2q*Tx8JpCXsG^f)qyfgC^~-_gg~seMMFxHB0+s;izHl8|eb zwS;aYS;4(m2%bUR>texty=_~9z< z!HUfnP;F4-@Qhw1nE;g6#C%W^&gvWF1Ln3uEM_@M%beB)h6&b?>(To5Zx3$wtv0QJ zHSY9TFIRv`Ic^e50;~f1weWUcIQ>PSt$(h5#6Nic`{9Jg2$cHHDQKNPK<2XFH@dM| zj5|Smb=tfpzhv5M+6}wh9%(ez^vVd)Kg}B@7wd(yk8JG6)_BkBy~0&Vnx{zujWyec z{c`Y_v)?OGeEW8W%d|;n9C{X=xYjjC$R1!qZr-e-r&;!Yr|J{|yIGn$DYHP)rPnWC zKC`sqNJ}Fsw)90gJC4gV=tPfQ^zEsdv4gDNth|~ag4Z(miiKk!uQa5598-WE3pZIJ zp1$NL*IqwC4SnWl_@Gj8U669{9i^pVm-yy&Ad4musNhkLnowWRGDl1Cq2|H!u1u?2 zD`hbVHgEbdb+t^=?Y>c|c6h(PlqK@;HDLRr6UFc*ax%6{U&#Xp=&4Qxy$74#sNMud zg{;OJ-5I0pF$y|~h}%=cR2fB%hipsTdTiM}+JW&E_WdNamM3K>#c`8uP!_fSuyl)7 z2S8TEl`W}RaZw;&o_lk44+R*XxlGgl!R`Prj|o8a!kT1^{<&slifGVJS@`2eEB< zccp#Gy!$(Q+Ht5;J#nd;rDHM8ya-ufV%B{0py7GPKWbK|!TQ0{;l%4ZpcZ8ErAa^y zQ>lwryqch2@qul<{ncB9prHQG{!ucpFR;J224{su;`#QWQo0GqIANIGe#Ky8bz9P# zD11g&H^&t4UJ#F(b`|D!H+FU?a21!inO+o*kufNR_~nQhQdN$NTuB*~W&cQMo8uPV=zCy!8{Jbsx<`oJ-7 zNqQl3vU_Df@_wY+Y<=EYAs28=uaFK&aNgr>zt7pJmmU{bT%JDR{*E#}6 zzgQ?V(PBBoJ?iVPE9+e?d;ErdUkdl6#;l8C?RpZM0x&Bf)8O(v)J ziWV`82s|v>LUW3jSzASA$g^?%GdD#vwEP)Gp0|v1lP_Ld+NS&Dd~EU3!oaEycM#AH zDQU6;Nyw-;6e%f$wuqFY^A~XZpxy za-2`~(EsbtzrV)Le-t+;PL?Ze#BlOrNl3|QfALStpY9~qnixiN>RFuga2=H5sj`BPn-4CpESc;}s88F6DtF7UDMIrnJicX#~e7gu@B=!evP*)&Fn}zxX^9Z9JYm+pksPXj8Dq%F2q5i>tzg732JM zR)C*>Ie2t*>9zD=eIgme~BmcqVGEHl@)eWvG6W`g%j~<$OSXON1)QSfOvW|NQ{$` zZpR>qttDGZai(DU=b^p{aVN`_^4TY6uK>l$Oc=)}rZTQwd7%$gu|7CRl{10v+a9gG zRx`K*4`_D|ndDR0->gGE;eK2qZIU(_H2i0R&wF78$W0OmBNc~>vRH@$qv=z9V^@Cu z9z59X-L&o_W#s?igCX%yBtKbBN6q{2$iE&umY(9d!6u|rU4=H2ro{E7^eGvT)yU~0 zCpLq-q1&C?U{PnbwlEx&V$zXr3o*5;-)(zZ=eW9}qTa^xbT&BXd<26sBMl9WVRh)M z*Xk~D%6D__&NIt1?G(z-FqvpeF$9C*Tvjn#oPLSZimd<}LBO}ONgcX2bBhv}r@OnW zm~^L%WowG;v?HdzMz~e^F{rAj+=1$A7I?!IW$a_UP}$?r3BM^f`8C%hY*IPR&_XUv zGgqiLOf$>ML=JYbPtE#@JBNDTDxWACdL}ys?h6kF=U~47GXOsv__(^lP6#OrIbOVW z@ZgUhB^@9`CN9GxBbwK)UF%soIj{y>YmI#K-de(JXLe1*S(A|<@N=wG>97aLwt;8u zgv#%uum$bA9CTP?#4#$v-KIFqSAx-t^c-*#)LlQJ3IyQx#$`?ZpmOVV_d!wJ99S)<#&0pf+O$4hpXCMMKTt zz+f3fRfQy(Sysr2RV&vxq^L9}=L@K)hSxzjz`y;cfoRGs%8jedO6iM3m(L8Otqzi4Udj$fvwXs)|TbjehXBIGV8%LYq!S9>{0&B z7Mx3NUd|SJhP+L{`YsndiV93kqLMZ`oS`JHJBh=2YN;7#ZFr@bcacA7J@mMIM)a+2JU;i;IJm{%U&P`Fo zfIptC+Q`L=ko&l_(JS`l82wep)Be2nV-)N>K6Hizc4ryLDr2po{-1ZR`G}e~9u7X{ zGL#qz;1adz5>mGc*bpKSDy$VMkTXCP+|R8z>vxKn8+iSBd{sKR&xp#W01z2;0ND0U zcadF&kxO|2FUuk%`121NVV7-rOn9U*X14mde|wy%X-F3iAnwHLGXU49>MhH9-DVw> ze>^b!daHxZoQ8)JMK;4ww6I~&bWcGmY(hlN1#CXIl#|*S3GS0qVSNT`lm31Hv~;8t zN^MDSY0o)x^rZ`#%%ds;8=htr61 zxG&L+l*=*HeY`~)X>QwF{A29(_f<9aQ*0o0gk1wrPy&*zgFG#Ed_Zq*!s=Fg?ck4S z7)njEr(}}5K}U2K zj35nqZh<+<^dEjn$`>c@L}ZnNbeo9FF}>Krm;U%)5(XvL3NbcRA@P+fOEqE=PTH+1G-{pwTf^I&=Ge($ks8ssmw0^R=8G&7Ww^pwFdzGfM058?{I-g>4mh)u$n zl7=nyG)da25wsXAW@l#~_KCCDaX6wQzS zJ-j^%kKYHWPUHkOg?m8sUK7V8#1@;`zTO64dnl*f%H7;_UI|a{2aZ56wS^f(iF92L zV+*;*{EEAOr+9kKyyqUcd7H$wZVtjKwV0osm9;rNVSdltAkHbgsg2cV@<(()Yeeh_ zO4`gnQvH}mN~8vp@-NRfrk6gI__!*E62YU2MkNE}CI>5D2iP2=O^Lr-Sk9F~UD zy%}Q*8s^jQRk9wU#PnxE@s{D^_38ToKffn^WdM#7?F2rz`hg2U2+Re?k8rP6rx{AT zG7BG+hb_O|l(Fdo>wp6~%kZ1s;039@4fWr!xnjKS{;w=)5xn6urNu8R=@$@8%1l#i-S%x<^28zLF z*A~2jswGY=4*-6|{yhqz)A5#3qRVaOTafT%L!5wo~eMyp9N!pF@apOag|8`^FsA%2y)r2Vh9ke*e$Y5sW^z_`!|I=W8d9tHXGtYF~GtH6n z7J!np*LE8$BMIM(c*%W%wqZ7ungJxdfW-|8O19v7g>zERzAM+FaPgS5kg%{^X9e{@ zazbvFuVMX*Z`H_O2D$IaI*La@{euRbSd6AC&8c4;7cuL?DFjNGb)D%*%whxo**r)R z3S4Hj`b%AiB->C3?K!m6QgbJweK4Gtx&M_E<;rd8kkNavl=G=)zW@Dozzi%eM}?1$ z{v7Tw@UdXGiB;PbDEo6hDhz-X#A%8v3S!e|?5-X=O+TkH9%$ZM7;a3B(b$Q5S54LK4;U&7-*ewLI{!`EQ{xg=9#x zoNBn}c{mXYCE+uCCr;Ev#fGsuhBrBm_X7glv@^?KM#lXe*U2P|!@?b=oaOar+JAX2 z)cz3zYp`VAgp$SA%*lBSMH*ki9rXUW_b^Vu z8X3LalghKJK*pajAytP$Pr+K*U5m7DYRa^(wl=w)K)pXhGq?6RUn3-b90X7wi~7C)1e1UJ z3VRf`wsfCr8sc`YeLHiB|M>-|uvZq|W#8L**E@Dc9L}UFu8vOjJ z^VF$BKhp9Ye~d1K3hjGWtLt}UxI2Rnl{DIWA7vNwzr5qJcfQsKhybjmg2Fq;*UndX kN)JE(?<4qsd<0vh%-ni!NCj>rlE8o0WaOpOFX?&yFaE+Q;{X5v diff --git a/docs/articles/AMR_files/figure-html/plot 4-1.png b/docs/articles/AMR_files/figure-html/plot 4-1.png index f4358c5d53755a971fa989878b568847982def2e..c5771f8831a8e8ced026931a20fa8e8a9fa6c3ae 100644 GIT binary patch literal 104427 zcmeFZWn5I-{s&B>AYgzf3Yc^#F_e@F2-4kyAkBa@3=APEN-7{-f^yCMM~9KB;D1kbdmMd@L#kpoNPQ_Z8=D{@m|$C5I%T=;yOpw$>a$*B zy+OWIldm89j-L2pVlgkHz<1Z+$k&qGZ(jtbGg5re(_rQ{$x|kQs8M@X8cjd=>;oMe znmkS`s*-1BxaQ1iUcQh^{W_9(Ge@V>gBZU5j#YZakOgnPRCQP8D?hw?)?(y~tCU~3 zttrxMpl!sYyF+mJpgI@c8ke9_Tem^dqP&!L` z*^X&m(Vs6Wlh%lT&IFdd)cg1hqX?Sy@kQ)@pl15X!}3s73`iy zOAn)On(s?UL7;yFP5EhZj`%ylC@K|w(sNHaWGJRDj@sk}(NYM|7tvo1fqt-Jyt3GI z@0WN*LU(h+=a}R6c4*LEbx#G?(_pFR7t5FqBML7LTK+6}X>4&p+K)$sM4IjLwew>^ zy`}<+_;=0%#5cS{?y2CTua;eSy0Jg1_m`D*;s3& zkcSre>SibB0l5k4uoYTryv!q_f&6|srB<(J54wjv6u@&I+I^hy|DpG@%B9V)tFBD> z%c_IEtEUbVjAHKMW`9Dh*2}T> zg-X|NIxw(YbomUK)p#QCi~Y%)!rYV(@5XSF1>F65P>W$A*;vpv#b zBnOAgLwSy6nkxeqQwS1+L2*YcO*ez*%rV)cDP+La@0w1UTBhF8cp zrnV!ulLYGME*SACBp;k15NzB;7F)Eh)ZGDM0G zWwpJCS0^c}FUVn9f6A5yq+ipde@ITupnmQO{y8%>{uK?@{!2uIuEVHL^ArQaR}$S- za_a8l*Hjs!diAnmBPyNrITb{c{WO7lLOOA+`?5xax`Rf`{x7h!@z4}FP zb;~DNn*aTG!S%q+N&i22^T5`#*8*hbPj#h8jQDQ%D|n08%)VrVgz_Te>xAuxc{Xrd z&dt422VIBTgKEXLkNHs*wv)B)w;|Dx>tMYZI5&HxPvRA$*~nqop@KMDbgsr`{Rhc* zT!Mi6ingE+-l46mOQ17ex5$t|CC1)JPS5yr$otXk^B%!E=ld*5_l>DZx23*jA*ZPcx7E@9)tbfB1@NaJjw6VYjuw9~<+H(iAQg7$ZpJFc zjIet$u+xWlj8n5uu9U*@?p);fxLXR09dqDS+#6#NA;z}JBYspdYMfkRubTEhK^YxKJ?6Vh$?E&b zz;AEfwHSJu`l|ESb5`J%?kWZr;ldpQx5!i7Gk<>wv|6C=besL0U<>u|0pUjL31dL}XZEJ=leH6@AlhOi?V3ms2Y6v@VY%wH&0!-a z@<{Lhn#eLR>ORt1WXl)}iRHzmvGN@6z4^FF-56H!v<%~cXm&M^s;X%}OodJV=fc{R z{Pp1?BN4%A-#wE8_*S<_xT98%s<8CYcJ%UiWr2Zh*87Pf*TtS}jZFE=Nn6JU8%a)$ zN5kD416iTA(+!ALOX|rUu%s}l!_6=0emaLc)BZ_|Y5r29t#E9SH9GoUu}y$NQ3*zY z74dYTD`74y*2qz;ykGuGf+-5#QnZkbI#{ohHKaGWs{gE+d~(}%FgrmHiWsWLkK0=X zl3%=2P=rieo~)}fc=D1#V33(D1+vGgBZgCc&Di|S?XbcTV^@{({gr~YqVp2G zd9K%xzx>%>@eUi>^Tq`qfV>l$Ym4-}nAnKce4N0bXWYM9Jr|J;?lhKPaJM7|(dT_K z7b#sUepGYEcHovZ*0pCHpaZb0X{9L89qo zx+*Ugg!H^|z;Ijo>-g__#lRgq?1l>s@`q7Vm9a}9`{I*;74so`9u!cn|O$OzCt$E zPdYd=c<_ro&DVU}JAa1@!Lou&%%iU@N)WVWGPyPkXZ1fUwZ$Nd47}&xPpYI5CrG(c z-{q)KQAET(6)+e7Gb3b386RnYbTKD$m=U#{j(Uy(YpwGP<8bGOzW=2ANOw(x%HX@Q zzy`CFO+0RtqFob`o?OXtU@6Hk36WE1@+sr495vKQ)mX^D#K{3vK=C@W`-4#b!$kY z4vK0EER`Bs0Mh0;Y*96&Ym~M6^5v#oX=Jo0r8#$m@)@Ji8PyJoRIMVTs)))@&6Vh^ zI8&y)>sy1GJF>dR`lB*#D`A2?r&14=A?+W`-1mS^Wz5XC zgZ3VigWjS~w&u!l{?z7A4%|cqqxo}>X`c;LLgHHX$*)fS<}#O0f!m|=p$Jr)Zfx7v zTc#W1%2CA)W8(h9rao&zBL1{vGl-Q$`(i~o6WE=h64PzOc{W9F`hBTXtYAxo*jcZs zXJ2UYJg2_Fp)n2bPL@?XscwOO)J zX&iB#Vh_prtv9No_1Eu$_D6*bd>e3Da^X73DRik!9`Vvf!vUYAk19FTfdSp2?cg+r z24#Sm2ixd?VTt3!To8r9%dNUKJ>Gs9&3D*9qRm5jW0Cc1^GS9i#U|l!dXCF?%^x~Q z)->?Mm8INos5od%0Z_#D;1=r`(r$>Wd$jIb6aM^m0p-r@Oz0Xaz6@1okH%s*cMRE# z(g*SJkH<`1gjf1YqfsRaJKaelYGYF2yCvEBF1C;I|R(>ao zB0X9_apfNOHsaohwUQ_iYEV_8W=Clwr?*LT3;dhc(r0r-G{pt>n0pClr5IE`F~IbqQ)j8J0>iI2yIsKOr=OHNQ3Nl_HGA2|p=L3#c%X>8; zFCUD@jV`A8@Xf7nV@LS)b!9utd&IeMdy8px^9oIp=MARJa{y~LvvBa z;eiF)D_-9wImtP8)#OV&MWGxXGTrHGWz{SB1<&{TDHYcqh!U;&SaRR_xCOGk%8mFs zE{dn3EB@|H-nW)oVISoqt|n;m+cWd0C2DbpW& zqZr{~QNAelwfxlOSs9yPT4qf;>BDCo*%Ho-R@)5~C&veEsnS_w>Cr-e-PARxE8JRT*#r{}}-m)SobcNVQP z#I$R(_#gf>GeDd})^J!b>Zn7mUM;V29*iybb_jwyu>1&<)M*R9!pM_@Tz-tGczRHl zjP^i37`q}2I?4EpnZ14mR%V{6PQE&_!8w*>ukUY~%c#D~Jr>=~fH^hnE#yfb@7}D{ zUjc1X?b}F|6KK^XrD1GfUJ=rl56lCdRnkK&$wDa0ET=?`^UCMjpt~7c7q@9puQ_GA z-ONda+x2;*V4OKMqb7oF-hNx?Q$5iC~=6xnbs`&vfM) z1SyhLDvKUPl|jqGRU~E?#_q)}Y<{7OH0dF9+o2c!b}T-tr87Ud3JTBPLrSwkJeu-n zytkV_J^9il*n7{y%_-WqlaD}- zB%O4rthhzc-mIc+tG}2@>2+WS!jNX$g z9z*J6bt-ofG_A66DfQl50Efiz+zQG+ra8w(yzGXR^?W zia$O&sB23&PIl?wOt4}QLM5|hdC^x~Am^*!>XEo|rKz_%w)L7Ns- zA&@qwPdAYYNu@Ow;oZ?!l(hmzk7I^cQ9D!FFbuMJTba(mvDYlNTg29ZD`dtyn-Wsx zc89yZ;rR`!rtyjX*6jDsh@)sAqfMi!maPks5J?~WnPKjESs1LXs(;~FnCkgU(kFhY zje2J7$6@1P%o4+DE<2DB>+!A4Xq!*s_tYZY3*GOzCF}V1eU>csUzKq_{;)hzQ*HnT z<>!mebgKbx7C`YYxy$W)=CLHDop$Qti*5*pXECavqyhdZY)zQ;-f)o1dXS2L6tc)X zZFF0-IUkaxuqir7YO<=n`Ry3~q4mc61Qb??b}g3=dK|CLTe72R@@28!lo~?kud8!F z9bLFZonVl+5%_ZT!SznZ>e*Lfj3aWlpsV}_hhLI+@FVoi0+8_vQ! zmL(zU2+qY0gNwNzcba&*d2Ds1N_xTAD?a*a>I7%%q~%FAC?I)?GJR_-Vx|8efFDv6 zUApXRe!{rfNe^e0s`|W9{&M)sufI$&Ke%Ox#G#zA57M8L4I5Z9XQs`sfBHhZZYs$} zC-&oPX2AT1V3x$ntXY}Z=kUQCwcc7^w*}CbXEYy-`o=o~^pYp?-tY6Omd~zxOvm@^ zBu5vKEHVwQNNT?7Yb7jZ4YdAHBg{{X7Qbs!!61kGOJ<^8wPNRzw1VCgiK^D^>eIYN z$grg3oeBUSA^MQ3XHK&%>|I-Sz1G{E%^R!MB*^48c#ORtswB2^Jq?+)ru>S1c8PWz80Y4*I~yGCCw>T8YMlzJ_m6kkMpcehbKxRAqcP7)#tB%GV;c71 z_IRgW-hFguCvAq!Dv>!K2g}i$GPtt|U=&(u3$5hCF3rLf7;7iT$0L|$zHKiLw#`3} zKxzhOMtPxz6S^&$+BSeR^jIKZ`hNuNZrE45!P1cI@CBDf_y< z8uV=|A?SE)*s1hIS)nJL^g0DQuQ#z0nC#DOx2C6-m44EjLJp_WU`BgA)FW}d4U0zn zodnM6U*Yps5p-y_%h@;8>BzQQ@Bpz0cgz)-r3^T)mUZ$igo{kwNfCDsnIxUp!)57} zm@cf>ZQ#`&H;l|Y_Y07viOn$`XKGi=dw3YhqB^Fszi)f+;}gbKFy4Dx=pJ?H)c(@2D4Q< zzeYnO2lt|p>JjYk4_V?fm*skU7D+UAFLA)+c1dKBG~8Le<-Jnai~U}w_vnw{9Eaj| z;P<2o=26O;X}7(d-je^P=`z)W!bIUuMWjAW9>e|XH;u&X_7=mC)xIgaRGpeUD>MA{ z&4o_nfnD4{;8J$r1^1ICQo8Cj&TA=7$6dxW%5VuPdJg`w5DG8fg#_y`3f(U4AIyBS z>9St%^O0Xg=&s+mXF{WF4P7m)L*JZq=N}U&kEVnu^A` zN!gxrd&ib6B5v%Twc)fo`jE2s%tkQF;)T`F;<+@Dk0U;!ybncpmw7XGRwPUAEoa3l z`O)#XPYV>41UMC+m!g>6`EHDTIZgSCMkY9Ja3*>-)Tss;*L(Qv;PD>MH)|uFpg#j5 zAb_llE-&I7fTh%dq;&WC9KaweYs9V`Z^nn(9+>gol@)!P)w~^JB%r6kj};!)|3Z%J zy|>k6_7lv(T`F2kbkkqB<1fS0(-%SX*lf!g%GJmT=RzB@kjPB@JpfZ=%h6i`Mw6KNeXL6MR?fhV$h{_;Vxp~T=ehen zCR^7_c1{v(Hg%x{fi5}F$7J+zhW0NXv-1axdTlo&@0}MBgC$B)A~f;~d>@Mv6KreqbGZ4MQxj>_hYFP!Kd3qdlds?Ac~ z?LtPR#i2bCg>1hU2qpY7edUvmgkd21QtN>fAH)w<%LlFAms3{2AMU4Tlf0+mvE~MJ zg!P>|r|E`fB0n&4HB(Ue-m&Vsw6&1rWM%wVtOXJ2&07Ibau%=Azt)TDDnQ{@juCKj zy2}E$tnyA&24pfG1k-klHWHTXQqptp*%7!`&bIw)WyZEc7e&+*0x`DEy@xB_vd+tj zb?MeK3=8F}<(Mm8I>Hr}_jHIhzP*ih5mEp4XsAqy;r-h4RH+jd#I}ZBk>BNL ztgB!>0!7JT85{!7wf0G|zieV$4;BK~$8eOvX{aRpXr=ttIA7|`|5lcI$zn}B#wv*7 z{CfP`uLq+?sd4uk02>(2%CiBusykp(cQI^GY>ayT=wPiX?I$UfT}ozzct)t`e_7y?vo^7?kb%sY; zX3d!01jR$LsSyUxlEAA7H5Xh|-F&Rk_ltsnX%xvx^Ml`U0?>$TX!!5Pz_d|1__hkRpwyKWR5WsP~2ruVJH6E*#+ zH;ucv`tyWquVlk=Gl~yR!z9GJQ_))W%>UH08aR64YyfP^ATYertx}rCUD@G&7$l z|EWrxmAMujKy!*fEZ!$G1x+soQA8nvxloiIJ0|lm-*aQCc|X4s|1qTK3&pL$*g-gf zukE0S)I?Ur8TC@!7>F&EbR1kMLp{@iY|`^s1U=0|;K$g7?a;aCAK#+2kiqsH*&2_= zrmC6+kURP-v%##Y1qx~oeVqEO6ovx}>^007Ey2- zG5ywKw78{@cg||MKPTouLfGX;I~t(!l(HI|Ndd^C7y@DYsh(yjr*d+^gm%HiXRXq9 z>w78>;Ov`!A=zyvZsY}$Qc`p-UFz(?d#D1ux}U;gBe@lmNu6<4 zi5HQZi{1sgMVf#C_gi_%X!=Yf#R4*I+lOE1PRemmXVZG0_YvPrQ4<6kPxotGV-TD} zYpKz!4Etg02kp&Ij&{_>QoA`(Y(gl@&e%M1M&mpB!`b<{r8R&=VF->?$Xi^f_uc~Q z<_J)~|F{Aw*4=Rh(cFl4D;aq&O}Q$URB@yXfV{4ASM*2d#`wdi;(Y$YV@^RIjXo6n z7_|+jkH$?)e}-8e+_8O7N?-x1@52x^pJLLjwGYg{7Nh(n<)+&zl?k|X+5-b4C+R>Y$)w^h}15ML))4FCvN8&3y8mK!SO;skQZI z-%=W*ewDX*&=`?3{xoXTH>y2e z=5Tst&Ce+T`pbCIdGPZ^s)kpjv9pkaHY$qc`|`*rv{Z~BQ4t=b@+4;xyV%^%ffkm7 z!Gj8-80ItOt;Ot>jrpR!_mpU43ZzgM>5X^V_}3eNe!?kn&0_pzfen$N`)wRt&!k2v zs>BnVgy^~IS|rtS zS^7M%-x5|ThS|Opb6xnj>P2HvH47E2J(UysW=x4M$oDs+g7gre`wz863^cVb$5m>w z>4{`9+`|;?K_;5{r!W>GUhAx*sj+;)pD6mVV8m~gjo2Q9^SS~ydS7R79Tv$Ow=OHa z*d3$$1&;RE4h66dcedxQMzs#?Srg$CaMf5Yx) zj^GkUb1`#Yh%Oqd)1$uZJI!K6#K51_=uv&iM~T@W;Qv7|t}Z!<>Hf$Kq>e z1PrK;8jlp)uFTp{Y6-!{E8f8J{lcEQzM)$dBYNKj-a1>XA|?GyBD$w7zgzf4EJ=OpzFvPaDt8?={c zJdIQ0XV4pO3DlmC6&{+vTX2)ojahFmd zzA_5GbcGpAGN2wJ!YLo@DwBf z2Tei|a=gQ#wB=&9LL|#V9MtcdHLkD|{nB!ng5j>#Vw!Xsn`*NDLz)`BcQ}wcDL&04 zar!`q?CKVoUNu#?z^2Uc40iD^D#gF#SWOVaaa`^Dr(zV%rs}<|W|{(v@sIgxZo#-$ z&Pkdz1(e~Il(RH#F$D|kpm-IG0rj)%qhhqOsD24cAFp8rhxf>pD9ciPAony93=Kd$ zvj{1=frZDJ!t*4MaLFSe4;sW-vi&`KPTe99cm`^A53bz}1Pd@tAg`@JS#d@=e_=@T zUPxE~g1o>yl_TG$CK4;q(>h1gRpc_zp3yy#oG%Ipw1Yyz)2|jaKlN*DU&sIxgad;ef1dv@X z2kZf;<3Y>!a!*KdQaln9{Ezp-dx}aL_VbT7&ieeB_5UgdGLnSkR->iwcF-r$Gj@Kd zu|D5`I7n1Y5f?5@DVawd0dGnWFCQ@ZG+VG}$H@T6ySw#@lLIg~(YemQ*V7&8DHZuk zU;cev?N2guRE}3v9;C}sbtMS4O?b_PJ5B?UdPIm6H<5hT;?*87N=>?D&8SnIe($k1 zo)Ez-QQPM14>-DoSOgf@O&TWMhYi|z0P*1*%7kl56?4r_s%mAjuO?o~pjJ%~Xc-a# z2Cq1Ai>&v$0=2wV6E3Bl3L}wHddKrsQ}9j|Q@gw@WuSs)gjS~?g2HTF0n2h!e>UY* z<-N5a9NP<-&5V>1D7Wra#S$0EZZ?3PSTzpxk_C8rFjl=}GgA6^)ECf{@>p)mM{#^6 z6Dn&UTfY}Cb56DagVP#hsK(V=I(xT~(-0Kl3R`1r!1{0&}G1+|tj@(&=j-<*NiL*oz&hHWOC&D(BPzuoKc#jcpN z-th)FPw?ZsV~LIWau9^pT|hnx^D{^{-T6m=9eMDx$WPStT1pLEZ^?f&S)0;2XK^J`+eu(fb8EHscZw%Z&oq8KOUhzeKY# zM0zDznSg*flgh>P*^CzfC7oDCyjtP@%iElELl!|m{oy)IKH0XgF{H+81iIlU=!^T7<%n3$IiW z1J055Y1v~kh>iszwXs0q!Qsl92Ek%M`{BY0%TOGho;knaM+bEbOzS{S_D@miUmY#* z7jSZo%PVl4(vAYm;k}te3sQJCK!&y|S|P88^q`ZuB3nS!U4%0goRQobUaaIu<~1HR>QLSdS@_w;>e-pQSV}WoyH=o3JD$$+rKIt= zmSCd7YA{PWI<~}1LquW4wJTgA)?knD0UE8z0uk;vKki5l0*yV{Z4>yveL z5PQrDO^Joe_c!c`1l^(D&NOleYn0l+US@nKmc2C>ZxP{)>Jrq!1BELo#bf;2(p7c3 zXDLoAE{JU@DX zl!;M!bC#!IZ8Y7k??7n$ijY=`$(3s~!!-o`bAMX~WdtJJQtwqfWKqU6t*N)o;joD(c-vBU+Dq|Fx5P;lC zD+}DNuyixELrkI{iyJE8B8PLfG%*AGXQ(9gGTeV&{adpqCUc>tkNbr7^8sVK%r6oE zcg){Xi)uwK+^?#geRU-fFmas~1R~QNbZuAfX9)gj(5N`$KBilH4kdA0zJ9Mcra3Y zg=6ILy?SM28*ud&Vrz;lpW2hI+J=@?e-CM;2oPLA>Z*C+p6Qkbdd5YH7m*x1tZ7A{ zR@|XW-tQ_J{Y}QG*;>^zJ;XP?5Um7rTE15Fu$nJR z;*(_XYvyB_g1+z7qNSv5G6n*lax)$Fsk2pStl=2;xM29o5%G( zG>O@~9Ty4hnPy*OWy#fA1|{n6W4pR3v5QRHNZj~2jz==yDTvdQ9fuX>>tC81m-eYR z)KbKUMzg2u-ry?V<5d7n+Y60M&&b*eb5`ON7`Y~Yqzh878>=B(i zlNpd7g0~p`^yD%|60z@QK^frISzOk^#RskQIlragzGqI!<5p96wB@jK{5+WN;nMSm z*#lKhP(fg#Vk#dZHLB@w54}j<2kN719REGvyEl^5fDuw{0E&Cbzxu;xRt^hz&%agf zbb`C6rKa>EiRC#U(;_0rHAU!YRpqgoc9aZBMeO3-_`TmPe4fQ)^oe}nSAyepQdMl8 zez4d?f{}g-6z4FKSZB`L=G@&D-&I5=e^87Mru#7QYyiify9jxm@U?W3ftA23w0sL1 zFxgO>x|P#MJrWz$rckb(3m}a7y^Wk1IGT!CmQVJ2{kz;p zOsr!HjBMq#Yu%R3DQK8}{4#ATx{{JD?knXeq5m;K%+<>6+>S303rh!GRVqk17YuL3 zmrQMNbu6b8Eq%YAoxw6wd*_4c%7a&D?gHF>$7Az8qpz;r`4qYpUZ|4d0935*$UdXb z?ON6JmI+;%Slz0L0P4^HQ*W zAH6|mGVaxbSx;0u6TtN|&Py3Vcm_-a7#EqyZ@6pCXk!LFgx^kqu4dAtC0Ty5x5&!K z!RH~-k5iS}`*98Silh=;4`qPB4Vff{rb_xS(JbW(03v)TUpSQ;@eP0+7-Y)JB2LdB z=$Gvsg)GK5vCm3=NUT?X0R%p6znpm*x20l(9H&sj;jhkQMr!ndXfa32E6oqP*J^uC zXU*vo9Kr-gwVN?@yC^$#sDWcL7~aBe5)*NscnSEpEsMkl4}rGGb4m&dNXG?W zm<%s!!`N6s(v~_D4+@Sq8c(D~!&tQi1`DQo-PX<2-6%>vV4h8%U3gwpIe6@xM$ zq*HLJ%15%S!95gqCZ+ZIOh_5>J@K9VjjQa7^?DnY3|VTx2LMlOW0?2V)ljordjNv^ zXTw9pVNK!Q)HuHp?a3yV>kz($`N8s!-WvtZL8KJ2S6)|-3LvR&;HYxU{_e`pogxF9 zFC7Z-SE|_rVqk6a7Mn^UJ*NKIS?3h@;WsAPZ{GkBFW39QkrDb;N^f)PdnmuhmQ{D6C72P@E9Qk{KDs--k{x)3(a`3)h}yDjOv5chHx{lYX1)4Im$-xE z(f)a%K69_5+(_xTN>ibs;1cLo)GxZm;?E@_u%JJVPy97qzflAG##9W`ISxaapdHSc z{ETLt!24KUBMM;9#qw+oJm#;dU~K*>AUO)s*0`Gr&jMfiAlqZzD2B_>u{*;sKcaGj zi1$L)gt|uRJfI=QUj)Td5f$vL?f#sb6xdr(@}OSa&Ac}(6^{TO*mz))y#DC=2eY*o zr!N?9tO7*GovY}bvc*eEN$VE0W4m|PqP1G~>K7~*$3z3dM?|rC>Ew8)k#D+^4Xi6G z-<^`FS%9WK7|D}fS;`(J?N~!I(zq@Iobe={uZ^l*Z@Cd84S061ZeRS*+ z`PW7Io!pnn9Lxg10y5nCge|ViUhNdF1d^YX!+V;G*$!rC-W*GJ46x=spND-Ch_}|V zCL7G8BaFvY$;`_9u-NYTD}_#^DYjb;2gGQKLDNvPCD@EG}#!T%bZuLm5oG3E?}s|^iKft z%q`tL&7OR=E3RBc8q z`=CSb4q8KjnW3vnb|>8soRmRRq|iZZRwKftrQJ;@+y+%RCDOAC=DuD~J2SjPx7zel z_9$OLq%lSF=m>I%03^Ke5fBXH(!NUmpQb^mnK2rG5QYrM%BDw=Ib0hPR>&jyEUEMb zRuO11a={A-*XEfNE@p@*5Lkp!b$e44iVk}2$w2Jq(|Of9QYdt8Fyu2{N9~x3=x5PPQAQu_C4X$BFxJLsA7Xh% zul<9Bmr3U#38$and)%!ZLPR3>`=pw@tlT_WM}6~Sv}%W8FCc2V0fw}rKeN5(TVDLO zPnrBa%*jL$jCYw=TagN7_MZ2LtPAA>r$K9|S>s}OLouzz6zmcQ=#a_z>$-d^5ZHM2 zQBnAs{7xrc+(TA-UUj%BOnjZHgIyzLcn*|%PeulM;}N-6zM(x2=52?6_Sf{4TC`n5 zC^oorc$J99G~7;9x^?;l%r7Im6>Q_Gum;m#!e(Osm(eCB%U1!`k4k0@d=A%d%ELm7 z;nMt)j*}i0hz_=N`yx=_>-RwO>zKMSgBv8e*yBkVx{=J23m&ph;Vv2uAeuSMu zKOmN9N)}tI7&Pwe1$7->O(}Fau;ct@$<6sXwq0X`wpYV{8|byGz|q5kgWWPuoW6`$ ztjM^{O+q#O-I@tVALr#{BTnMZe#Z{YLFn7%-`JAkty8_TXC~0@BQD6WzkM#5BSt{z zokU*uQEwq(;!p`%WP$0i0ip>6s z^M7lUfn4B1CUTU~CjVe!{`Eh(6a!>WaWC8SUHtn_{|f@7hk(7(>u-Ll_YX|)FA7q3TB>mgMs4m7`#~-p31E=Y4V+sTLhV)v6$PA$G(y)FzW7&|?ot0fPrHKVJYmoW zk-}vNia7(q%jW9;dR%`X4vb7&D0KdDhreS&pa@l*~Xi;tFB=QB2K0{cW?dlW7PwPU>;8hJz@Kqz$nSl#_C@$ zw!f5_8NCHh%}envGVY`vayRO9UbTz<6px1j#bNzu2ACmpyR*x9LE5G_gF)7DGlz%> zM7zuyb=YOWRzm%nTyH!%9(R&SsLCa(!S$Otpa#Mi=P2(;4{oV&?|y$3Fmi{ z@BpAt4tfznOz0soN`b3AXQvlT2yOKM8tSyX{d#~fW_C{Fbsl_idBpe*$ou1uKa>xL)TfjcowwLPyS%6!gerYCp|_y7V76+{)JW| z9x$IDme$H|fE`n(AyJb)ssO#rzl-9EgBii(zqOPZnF!XWn#rSk?ZNqtovdMvjzyh` zz)RA8^-1+WZ~5A7W%!&#k+qI2DOOJhhdT0JyG2dNG@Tn@_myaG)dhluKr<5Kq>>~& zi^o9E>H-_L1YqbXZ7rhxnIJm8y=O6+!8`@u%AYE80STXiduH$+Gr+3Fl-mF+!vKo6 ziZ!rG$iJib{ip#g4yNl6iBmut%{DL#B<~`eq!CH7Jxz5Bv3lOY&{St=2ftVu%|j?D z+HXM7<`R3mNA{=8U3=!c2dNz9ig(d(n&QnC= zy3lo3Dy|&vAmW&O+@I&$HSN03J^+Pf)t__>&#eHe^J}1K2IyBHtiB%Wxp5a zxVTNb4!s+0Z@=Kg#$U6Sksf+4))a0Vt(4UTjIx?Ih zfHs}=gJte4(uhp-g)s?t;GRo;e|^*3lY3t(Z;?PsQR`z7E?`2T8y@s&BpD|hrS@TU z0`}@V{QK#~X(9-h>1lV^xf&+D+mZUrC~%6aI0~`ybBfMS!imKB)nrjVr zm5ku8-@GrP5=evKB%G>O0s87-?8uA=)#n1nYW`n+9(1BJ0W+Z{Nby5>!a6Q`3-F{< z1etu{#Rb(<7bUKEhOgnBC&?SfPwjG^cf=XHyrF)k5N81R zoXN#3K8FH=FMQpf&V&b)pRLT$x)bK@#$XpwsB5<{-_l|G&B%BH3%0#6J)J_`|DGTy zdG-)2GwXV0{d=>EFaN#kT8P?5e$C{J)uG!Bev{lLp~odlfRFQXX>Ds+4d&|H(YLm1 zJf<8xvED!V1#kw{c+QCA?HNsTE_bTvc$RBT2kY!HuNn0 znJHiu6vXQfo4uqWD+C^ZV(S>ci~+X`rOShWG0Re=p>A1h6N0v*fXqB6Z7YE_(d6D4~S3Ua>e$3 zL<=G(oelwa_GbC{t&C{xPYj_neSn&W$Cj?2ykch!GeSVz>nG9G zP@82h?%jGoj4_$4s+Q4@4{su)cf<75U`J}1TP8JwIO!zQ3$^MWpb06!^vNf4b)-{b zBG!B-6Kzp6GD(m>Kya`7jUfSRP;*zz)O()6Q~8VJYwzr^{dki{`mArb=KUXXO) zvaF~1R$mf*7-t}Df|}lbsTDX3WHNzAvmaPos5Ema-}yP_BMBmmqcAyY$Vz1pQi8%8 z?vy*?1avi=*vRwC8OZN%x9H|U(3u#2XK)0{`oqeTETSs-{kEf3QKQM1U4y+gxGiYq zy}Sb<_w!_oweSx@qpy9Z9G6t^gLQvmQ9?*UeiZB-WRb=GGa) zbWWd0&#~Rw%;`hE5=r=KT~8;4eO}F{eULE{@O)Rv=YuL~Em3q4eL1V*RV+A5+s7<| z8zzv{K_~76VcD}^_9XNVDa8(Y&DFeX+=<%g_nTsJ&53arHQyRQM~AlB8RwOU8D$t~ z~17_8Uz}gSYmPM|q?*n3w)Vhdb-k50^uhjM`~tQDKsrN{4{Hz~27SM8o%WJi=}vrFx+ zV)4=%di-|)V!s9)hV+M;ZzxVN1nAOYIJL6l!3nuLbHIT;K$%vl4$5~>YIp4;Mlk)| zDYqXfF6PTh{PnW;%ABVC{DF67ZzJGsO62#$Z%IkN7r1X*9HZGunRetna6+=eT#|9E zg8%sb|HIyU2St^?dxL{l{^J9?t1=zUld-=M$9j>nCiJsc1(@ zNg0}>93fU5F~lEy{}4*QwDT4`+^^9rcRpZKu0xp(=dmyT%Rt~>xfTmtcQ&T*bpXHG$mK?d+fu?~vsI_# zK4wZ^)}K7pDvEw`1QZ(^25nP9Hsh)~OwQAZW=UTTQ=KPAj_Q;Y=tPCqGq`bUC|S+7%0K1?T_hemb`MKrI-jMJEq(=K za+h#(6$3LXvyABF$QlxHq$rLugCbSBGJ3#2Nk%IENMnO)Jja^(;@Amu{4Mp*9cRB> zDF|h8Fe>Es_d0=_Z{K5k>}fTPD37k_+Jek7{##3gTU?aXX649T$;&PdR*b)#CH~i; z0JGDGr-R!TV>=Np{&xPctdt#ZRN*t)6WF>!in=w_!2MuUao@D`za({TP@> zDdD-Bn7BIA&lV)PA4Cgs?I(na{a|}klrbFJERBhX3>EWc8ropTXjU*J^zA5|yve-2 zXR&imc3R-C_0;KxTtsO$8tlsIC_lAm4jy_QS%1nE;613zPVAo2>wGM~nR{UIT~v1p zr!%9-gN<0VuS4G45|!tVu-~4YQwke7JSOgDit_)=ps_x)iYII?s%%mjgNNr@@zeUv zv#V|R+wuMv*PnE_t}E%QuiNMGY(1UTUK7Pl0&N;hNFx)ueMjg($ zjN3ijvc9_lKf75~@tp7tUr;!?_P9kh&O_83pD`BBXpG=4H#Eeieu#+0)zEE*vJ|yQ z-6*8lfCJNDd~B$fiDYV+z()Gxn&8b;`dPauvJ7Xn3`DuY><2Rk(F@s{JAizZdnwVM zLufq3L*|<~C`WP}YYdpy7jN=Xd(OJZy**b#dV!@Gk&y1(*=)mGtjt)9AyCk9(>+3g}7G$naeW9RQ*@4!0Wce2CqjOp7!nb}puWt(Z?t+-X*qZw+ov+P|SG$+2x zh3V4uxF!e3yPN1-6?vtqj(o814Ug5~F#gBSI83}mT%rW>{Z`fr;IU}5@Ab|#1FF91 z2G0*m+f}OFMWn+Y6-U_pc{H*C`)$$u*bTd?k;aDwH$3YXlJ(N6W4S7O7SUNKx^uNr z_ps=3U5E5D3}OsO3a}>v!jMu4!Nl8s<-8Pbzhn1e@l4+Y6qvrDdb`iYr^t(pQ;}_~}l_ z)w#GU3{wXc)4-?_=M$&|1~9fqsb=hyp1v{H5!3h9-_VogBF!o7pmK(zNJ0fQ@3_Oa zygduPyXfY_`prvpdZ=*mU*NEc%Es}^Cq2s>j)Dx^*LgrZ zGFrSgE91>+mAVG-<|Y14Gf8i|AA3qCJ$sxvHo2C`#Yv*-8Hn1#G`w=y>hFaE4-3b# zcN+!l61Cx|wO$X9FnCQYGnLKYXXjCR?chOHdnVisuR~K4sQ{3AtzooDOtOL$S6}S1 zsU2Fxs|BR*dM0k2VSEn|7#ZX_q?#`*x|tG(HGqP+Pm7(O7(${Z*I4uuGTzZcEZ$KpxJ z(fHUFPunOm^xpD9%%kbbk)p<|Cu5w0sqWc_Kd9OHKPZ?f%i!aB>O4lw&NICKnn;_E zOtZ|Jn=%Ov9`zsM^$K}LyON%-qkWXN#=IdOxYx`F)%0)-bK7-1oW}xD+jKy(*y>>C zRA!4-2g)|!i6pt(ai7b_h6EpTr*zwoy+iU5NV?edl>r7AU2%~pj3;q%pe%y7@(5p*|H@&mH^fNQs4=(?W`@9jP@sdb&5q)Jd&!7F6AKlP0;h;F^J2w~5RdXGDiV{!XYxlIHlodnKM?_K4JU!Cnz%F#WW{gHwy2cH7i z)~PF8spXE{KVy`q)xbMF&*VIzC@M-CI~iRi&!dHU4WcVFgEr=zqMI~I6Ep83!%LG9 zv+Bi5JB}#S}tO}c9RF)n$VKrUW?R@BM^L-P@yJmVpL82Q&r61T%(ezL0!zP zcXz=*$-OB0&gYdgb4+)qIRiSfiT>9pmF)Lk!m|y3+643Eq~PJL;!)yy2Ju&34STWJ z@m2C*&Q0A`nC3qZ)Qa|i#x>4~oLVs|RCq;z=zIaEE>)Q5-yWrzZzG`O*N6>n-A6$! zE+#z3+p2e7%H!!{O3t$}`*=LusReb`9D`L#6#iyYU#0rlFag&vfNLe;57pCu2Rv5ILZkA>+A!nM#WY~#fIK+ zA7M{PdcM3;74s3((HfRoNb=kbNa8-D=|gUU;GfX+Trxh4oNmHPb_2k8&NGO4 zD=IXu9KiOmnUbiH-CuS?CgZNhH@Eh}Km8F6zmU7@<>9Rf{HH(eLYZ71er^wP9XLGv z_D8rCIYn(Wlj05-4_gq*zyA<>0chDF+Ed#B<-7g40n@XRH2mYQM=tpk)Z)w@pHBRK z@n1LOR*#f_rZ=d!xdSqa^YB1)GCdg^%Oi2KLeV7mr;!d|rBpMMIs zA%nrt=J2KXW^=6U^VQ zuU={dIFk;6HYN7$tP%?cs`J^=?*NSeNXeH}gixJG66v!h%@(>#rk$-Brd{ohpjX!g z--315`!88Npg-x~{I&vV4d3xD>jA1=)|z!7+%Q#)SH^^Trme#y_@1biJ{lyDI>D3E z>mCCOO3dLJNfZqR{QgV;5N)2&#kSCmJRA{5LK&^Q{J&&P)ktD4+fHhLSNi>z(Pq7S zsZwF$H=VTtEk&Pqm49e%7?YjaY+AB!FjrcJEwpP$T~XIs(|4nI1+e!6PK8Y*k+TKU zpAeCA5+i(@bWjZ8NAqqzGr@22k8YMj;NdB(-bv*TbMjM}D?JLysfL^@&I?fMV+ZWw z`ajedI_aLqtT~t{k`!nF?j@3OTpn!>BmSo3Mb;vC@))pH*tgy&kQP1D)#5?#n8 z)LpWC{@4HUzwTBUxyJw+1wzEJXkfJ$>3<3xw;yy=sm?U z*RgKczmR0VG5oMzDE#i#BY;nz))cAosjJkoki4bjjm`y}^)2uw6hA?xbamHX{ zO4fHw@7ZcWQr4m~GvlV6ruS-d<7Aj=lk(yEA?r)b{0k_zcKUEiE0gEx!rRQpa5rSd zW1|e}`tSVN|8?RTs>6)^pWm?af1bmyA@sk|b71L%V!;=oCs}0Dc5kyxxVkdvkF%PE zaZiIrFX+c-&tTw%g0@1fK@+13DCR}T=(z~Nm3)YUW(6Ig2i15KtjRuVV0VyI;u`w_ zi8r#zT7{ehg^XQ)-We05VU~UW;RxL8cd#>T8MM;jB={B}V@8rYR(=I=_45eC3P;f* z0kB_JInG7f9%B`-_>c=;f$xyI^p}!lmmC0)$={_IH1E-Cn2A%=TDx2Zdi+moDCR79 z=PVx5X^TMV)zt`Te68aE=jwu8!=fhONk61PSd$MTm?W=Z*B#-{-p1%MfRqIL~t4WNrwCPrjxsq z^P)5^sjw=l8}Wag%>)AUo(7WN%nwfGOF$yp2t)!Fr|;k12dt^t7$mFAUdx8a=M3Yv z`smr(HH2LR1zs@hu?;Vn_^Y>sF+j2zl#Ig0-Wk0tzd|$cauPD2sT{8}%|WtvFudm= zI9&vR#xDqQesX=y&u^a6q}S~C^wh@YjvozQd;bfJUSO6H^A z;5Z9zc$Xu_NW_7r;Xto$d_M5B`mT4epWN_OZ9oqO|Sn>U%}TV zcl2^5q|=&Y%{q>`e})QLj~?%6ZkuSu0$#E|9WQ$~;cT~A{Mg|`?*tIm#=zJcfy|zg zLCoh&->iu5q4S?m`T;V_Fv$5p5x$4s0T2UkQ%EUvZ$rWe;V@ykvD&j41R*5liQp9& z1aO2GIgH5si10szp1vI>(lrp$-0S)y@?%`{M0cUX!!$dvTz(fAdanZ*J%0m8Jp(Oq zJ5DAbCo=BRC-!Em7ErtgAvS-}OV^K>KcY(TIedxpZA`{75Rr#ay`(%i;X%yqZXd|U zk_l@l#{1_2gI6WI*xA2OUemD9lmsOCcRBQAWg#_cI$+oRPmlJL@R7ty)*wcx%W9YM&;9h13qqvV<4~?Sr{w}~_Z_Z)`)mODWj5s+ZVm{h{a=TO z|Nh${NtiA4>`&udM}emQ4$!$i;%`C(T{+>V59`c)RZ%YksBq*mC^s;&x-h(-1foQ} zG{A2WklJ&Ei!EikCg4JRCd<)YGXwJ863S;X;KD*C|4~zf&gjTtflva^`50vqPK0Vy| z<9GeX)CDpFd6UCkzaF%ZR_(_D#^4F~9CBDSAlRon}g=u}a8Jv2Wn?&ES!~9?{)^ z7UAkG1j+o0+BNZ;Frj(wlX8&C+{3QuHY#kZq~6_h3-un;0%o!*NFf*rC7dO~dx{gh zOD2?t6IotohkP&I4UY=D&n|-pB$}zk2PtexFSPVRtUJ#Thn%aU}crIhBMf%}1Kn2Kn6 zlWu(qV_dh1TEYANBbpnbke-WISCksz+#mJ6-FibCzB zPCr~jR=XirIv`jmVNW9+CTY9K_chXL$NbC`LXm{f4&%I$m=cE8Y4c}eCGe<)a_9X4Q<$yu+LlWz(Z#QEFz zgMyRhR7)8jjMSf5*%MhEF`8u4-tu0r&1TA_gaex9gm8{i!}?~pcp3k)pWv?Lhf$hD zWz5x@^n4#8naBvr81g(~@wAdFly9czbmf`!7j@yDH|atynir<{C4|}kTKMD6l2aF~ zfimZ0Uhed!*<TcD%+b!_-ofFWYUBaAG8-Q}vHhX$) zy5DS+1|M5566a}?vBYx?ojCg3TRMiNuqbf;36tp|;;Dxla9YYQ->B-DBG`Mau6R7w zVQDPmTidXnXulMLx^&v^v%YH^&oa<;xt?|NM=Gp|JSB%SXEHl)tWw`0xj5j<8oND9mdU4!-@N{;0q6QeXPJ3Kq{W zzVkmtVv~1*rDRh$ra~`~cHiia!xN>6QnZduu8%61mO#jMhi%e$4=k;CHR-^h6^L)PMb1HeRJgE1R28q)@KB5#)l`Z>$G7%zl0dxwl-Xt z)kgjYq=X}38T!Lk%ci~8WB-N&{ZeQ;D0nWe*xirm+mVa5;#^AXi z`Z@e*$?6TXKasvIvYoq=(N784CJ=L|k)l4vvF<_9%~?@;+jpFZt6ss7?b@{58}kBK1-F4gPPykFQZ0eI{8ZTDESnn@%$J&%F9A%H9Vc7 zYnx?hDGYg&H9M&(;@moT-*&0#gHxtMWH3_Z2QR-vfN$Q=9k}PhVMFjJG=|_958N@>p69Psgv zx`z@=m#AV-O|n6BO|qLC>zZT>@AN{=SCgH3VAb^CgJu5SL$J`iL*!}${n*t|`%#XT z16SpH4yKBoF6Y|1MAntezF|NdhtJa<%lcz`m-%D_WMk(j}3ov zx7Q%F6ey;|mFLo|Pzu%j?$tv!yTd7B$2)@gEQ>&i5v3hjf17>x5$=k0fzUF5WFq&~)?e$CHdn!l&N-|bU z)3`5lb=KCz{CNI>Gz}q5wMbKj>|-}G*wodIz0L?+kd1el;^~D zC+JE(=G%=4E*^_DuPLjH2>+8HEqPGXcp``k73(yq*P}+f`zAz0 zS-uW!Q1z~?16uq9CiO$L{XP4x1|cT%*cxbqYqD_~;zQ7bqe=5oZ43Ur!@%3ym^wI8J!Ys8y(H^*iI7tH@4luDOR zzxJbJcmD~`{3>)er)y$wDz=S2lf5|IVmFuBA(!)#_(1o3v@-Z&{Y*2HvW%M2H_}_Y zCfwUG&N|V7@?GD!1uui^yWufSc894DL8~zD0pCa=)|2Zkf%YikUDI_Nx_bJJF4M}D z(w1ba<0x-&7Mv9K#jqV$6kPhVN3K-4z4s4_3g_#qIXf&sKJ0GQ>Pbcs&GC^nBRXED z>m(95b3nKnR8}c_rhyt~q^^0mTg+3Bn{f|C^hq(a&xy3W91U2vyUu<)8f?&{DfLI`x8AXjcU{~(q1~9 znz)8#)5tzcXSb6%+p3@^d5*TzrzUn{(eiiG-qzycvYXcF9k&JJ!Rh5NpbK$v0cDJ1 z?9|&q+`+)c4AoYOF;pqlq2_-#>i-QXWWn31USLGe%Z+g3vQ15pYzb{HnqRu^-|B3) zaauM?E1PPWPg)_6`?4oH9T5Zk_A&TxU$2p4#q|0UYfu0A=VEL-;h-XU?%Ce$m=yR8 z6t!)ax#qVcly1-?jt&Jve)6B0vATKF-$q2{)k?}ifX6* z{9MfD=I5ok7(1nRU{7#x;Yw1-3W@DWZcfq+t`Ez;<(sM)Esagrm2L4Js0{4zqT{;I z744sy+`~j#)#2QHazkxMTK<)m=ZX`)SZGx5%q=OGFd{CK(?40VO39$;`jZjskE;8h zCXjK3M+wfoVA^K7vfqcv7QOct>EGv=zmKnC$}ocx0xy7{s=XD;at;p3z`BQJ42Hj{Qr?`wRc>vsTnj7#dmwE3q8`Al}zYo zeKaoeB3V*aVL$;j!+1>MV{W4R zTctMy&rD9)Mw1eJ>sPG}7!`Ra6!vSQtY~%Lo&R@)#6Ks0#{IC0kXr?9M?gg)%Md#K z`=RZg-CkH_s>uXpx4VD>T!8tpn(mA3-rg?Q4D`rCPHlGqcDR7gr!yC?ZS!*2cEH=c z=z804y9?051+L$D!}z;R^Va}+Ne<(SQ7rc6b{9ay1)|PXzSwp@afQWxZ+OFrZN}ez z6kI^z?ftT++pwkg#9%YnRcr8X`{zFs;;B1afc^Ugo$cPz1>`O580LMp%>}NC!v+3- zKMal?bk)kYF`*sw+jcsr9hc`evVYy@W89ijf++NZLD{elxD=nuh9f~OJq8-9e($<{ zW#%dYR^56mI2$e^$xVKfJXOp{i46z)&q+lqhDIQ2s0eP)F^@u8Za|4#+y=y$1EA#NfKAzUc<^|%rR#Md zr92&{^4A+=_K*sPh^=#b&49^q*OY1NM~qtFFg5NlPNyyz@{d=9?g)P>_`gs+xWLKUb{6i|zhM@}FgZHD|l7irv-%hC@@2FE0b zT8l?{7J~wVKL$xeAnHV&|MOgW`bKQnLX4{=-Mx|%%8E(`$L1^~7J0I0)zqjnCzYs? zTMyg_p(=G2ssZScgsz5mjoH!NMKoeaSA$gZxowV1`)_254P(W)Y}4FpVKd5x()@IU zO0LDgIN0>EApX9c=r021a^uO)+^oB$=mzw?0O+kKB==>dhRd0qggBEM-?LOKHiBG zFs2TrhzSS{t8KmN4HDI}t21B4i41&t^Gq6YZZ$;FXbUc$j51+RwL|<_&;)?7&5%y$ zXi_FRoi{;TRv4LOLbihn`%G@o$o*i{Y{UVgz-MeG63 z2i4=H4Vw}I9xNis13?576@5;?=!&)^E0SpVr^nRG<5r6bw{15#P0+|qBWe}4KiS7@ zh~_@c$t+}JwVHq>j@m2&CZJpWo>54d5KCvJ%*=@nf{gu-13u0D+Tf(p9EWC;sgTVe zoYRK*nHYK81>~PW=MeiESXGF$IfgzR*?jLBHFA z-ymv(MQ8xBLDLZKX=P!;2p~@}<9wHMcfagz$yxz}neRJ`TQ1^2hjHsJO}T7#AZ|?cBFEewV>ruPTGj&MH`QcA+#oxGmJ8-Z zI#@Rw`9~({*e0RqMJxqbPJLgV*}!aShbd!%^!kIVhcCYg<8FNjV8lulADGx2;BS1E zhFy7?nh>V}ZOMh+QvPuQT~%eXBG)JC3eS8wI1!+tm5Q|YqAO?6Fmo%#*Yf1NR&{IK z$1IrBS%X;O-0l%yVp(+Qh{q6?;ug7#i4d3)HEL(UTgu0rOjm)v!l|9ul*TC&$ZcJs zhx$x+4x2}X62pYLY}jSj!^7+5{y458#|3Rd61*thqo1-u+r_LN=ha-ycR@LF4U#NZ z9EMgELxw9aqYTgdvHc2GY-4#VMJ8?!E4Pc)-0LH$rsH<%#Zkf_=+1Tx{HSA={!5 zgoUOj3%D=GH`M}bk}eEZFH`IMm7gB#-xOah1@x8B(DU*+v4;mt!6eM9yqNU<$MNev z8PK&gzr{;L^@cL?dLpj59IAX=5L}p8UeoEpCZT8N@sK&KKL#1s)A> zs`Fg<8`k^8_R?gk<<7bLdv`y&$!7gm@)<>i6pR7Klf8_6?y;XeX|f@7w++C(0g93t z%_i1k=u_ZBZJL1QIo=MFzDi~a@N5G!C0Z$CGB=@lTh_(u%b%m~%CjM^TbtPB-Wc}^ z=#FO1^A@%S5k&qd50g5s{9 zKYs{!K56|Qi1aH@IL(~34CdM9DRqTW%*PyfR8j(ub$)GAPanA!ooC)8j=bKhu|;0( zXK|C~_EQd5;kX1XvHL9!am4}5H3ew3<~^i8;F;PZqTbG>M&~XQbZFmBfb119r>BY$ zL{$jdj?UTx-V3EI(V~hOoGoBdDh6|EYIqEOCUHXKa$-{(BnyV4JZjpfHnl4%D;tzl zGAM8-MaYOvmD0Wu8m*AQ7%y~fbBS;55S>0oUQ=p>y-&r9t0ohBfWS^R`5doC3^zK* zmb{M3bZWihS*rN@LlkvYGFE^q5L6Q(PW)YkSA?ub?}7bL`OH)nws2KII)kF!FDblytWq6XVSEb^wF8{$t|Il~;n)Ia=LN(?s|z4V%XJg0fe z*~`S*i0Rm%c$RlAoaY->OcaC|+%#EOeM+8V!>a=xNw{x`+L>5#qZiM-Xr#x!j4et0 zlLg@J$%zXgx@L=XH5$$=MK&_cl1?(4I3gNdfoS}mU8_#4{!dP-ItuP3D(_oa(&-CX zvxyc}Xs3&Q`0m1euPus;@4lvdo#E`gu-#+Fp5e}hB}8tVK);Voa31}YrNO32v7)Wg zV=RNI%Z@pqnUi~tG`3@0xd=ZNjFrBB?e7n@pystgDoRy1aH_eJ5}SXC_0qV>Q--gf z;3|D=iYp;JU*ND!$F3SaPN6x>kkN-J2UkO-DIE#wM#s!aEpZXzt!C*vMB{~0%5%t? zT+Go^NOQ%gG>Hcl5@of2#p61G=)o10c{mT3X~+kP&c*U~*ehH$>9Z_c$3gsQPiR?C02|x>$^o3o4b$Z z$oU4`mO3dS>}jEC#9~$V3HH+V|(~x;4E`-^g8;{LD%lr2UfS{k%hRJ%W0!K z_ylQl(KEL(tBnw49#6Mh7QK&HjU1{pyMNxhD(x5kF~U6teVDR=eaZEMoa~P=`RRGk z;n*&}$V^k=GN3EKdhJC;XUa*rNfYlXfP5-cy)Du4u`?;9smzRyx1ugZ!In-E3CrF*=-bfKyaQ60GFrJ=uY%!8%{bVFP1K1kd?lkoUCKZ@ zgA+&if#J=@X>Nc7B#-w{-OT=b+~>6ZgjCE_d>M&E}l0GqTfn*X>ohT zWzxu!YtANWC*gmL*C>3n9dAvYGyq4#+F)zx1nomv|LhxFu^2(C;a=_oapgtp+GeU9 zPBW_qiLE4pb5j`Dr*o7tE~rCmn;Gk!9n-!}+Lz#Ka)l=+7s1Upt{rmfRTFsGUkUMe zgWMYrK_FIIZ|QHtlvf)ys6}XpbJ*$N_qo!Io$8S;DucoevLdW3<7pY4?^~Ez z1XL~|9`KR#{;avMi<)L*mksHN(vD*FL%Wr=FRA+LMgc#S+SDvv^W(Y24gx#d3J98( zswTB^-}Ts!oeiv1v-5DeNqb~rRoNF`s9uZKM`h8uHkD4U8Q#ZxPC7A_2tv8@!1if1 ziR;a}06K59&l^3d1;%@4%QHN)5bvR(Wl$_hz6jiXxv(&pgYK4)>P;oN0-Pp?V2Al= zTi#{#I8EfLeD^qVqBK$Rq7Dn@eA}Sz`yl7Xt~ss(r(TWI%K@VaTsan6s~LhgfgB8A zX_J%7TdeoL9|QT$?-JI3NeukJbnBq}=#Dg3s1n;TxLv3hnRiu6G>C^lk0f_y;!&1? zbvlI~oV5t~5AjG;8|U8Wj)$Pb(r`8aTalq831X*ag$QRuvY`cPPKzJQ>ij-Xg@npb zMY?8GH&hs-$^w{hZnrgaY8k>Pn|Q+$n`seDpKZYq7R@3pda3??APk#twH}S?=zzbHMVK6%a=opUQq;H{L2w9rc`IgxDkN5!zT$dFV4xoKZ+=yI9N{9%X4#D% zC&DhPg5$cJgvmhruLNYJR-4%Os&G^8h%8wjEv9I|eRKM>=k%9ZdP?6Ja#NJ7hl(G@ z>lqwca_QQD%QQXn*t0qyfMTU&trZ@=l+< z#fYN0&Fym4bsXo4Z4BC)uoJuP&4 zNY!_Qn_?MNv5#@IUKiGrGn+mKuFOrnDvg&|pEfAiqV;gJ;g5F~;L9tgw-Tw?-ih&T zIL9uI)!X~t8vF?M*so{ZWxYhut&$Rt&zP3k#t`L@dO7dzn+#Mmwid0n8Ig@ zMzmRY6mzVr5%~H{0E*y#eC?)tjp23iS$B%@87GDCqI29Ob3lbv7mY zXXBGs$%MLnBJg4RlJ54@3ylBPkpsc(*t{qrsKxXQFE}MUuSZ{AH8*HVwKz<}a;0^E zyBVz&y))upd&PhKYa7^S1Rr0FzZV|V#q}|Y7r1vazfN1f zFF zBM^W_TIsRK2e3QbzT^FkU=MjPucz*Tapk}6@jw6e5=EhYUz~Lqahd*kF7F2D+|x{v z@xV5pcu5WDYWf}e;q9zf`y~K9J^Ehx$#%Y{dmeDp#&1z8f4l)eL?6im`nmgbz|rme zFl`8Y%B1TCa>qXds7HZoWBzpW{*CRvB_D!KV z=lRj2FD)q`QR=2z7@%%O5E5-oBC4gA(er4%Ps_WgsQ}<#A{4S&W3df?Qtn7re7~UiYEWiV?~G<1Z-XWfbQ{)jXq6-l14M|R)>X3jH4>ZP948vj z87)w)OiIlm4G+m~ZhFoP$m7af zHjKHZvhBwJvHkxw69zM->78EZb`yaEv1;DePWa=(39DKp#GDBxT&&624kK5jXIH5p zDM7gHJ^9|neW%rzWhYvyv{|L2Mtb-$xO865YO|2TfzsWqwh^oR2=Au&ST_5d&sq5E z=0&WKm8hofeaRKUGeYOT|rG&RfVj~$tRbd zdt(^9D;gL$j}+?Rni>B#t1w|5rnTyC9Om8jN@w#P#}6+O;tKGd2Hl6KC`RakZ_6t+ z_|N8t{|SXZeF|&U(_6fsw_|eZ5o1VKUk1oN{`ds1UWK*n>ZzbR+wpB95a}3VYThpS z`wp>Hj~zpHm}3X4&TaR6tq@I2_T`D~7R$d7AM2}Ux^Mq@e=x`MV8xGBf4}f&5Sq;G zDMILdy?XK1e?FN10Ib=%U`J>;d)r~V3tUAAy?c?2zqh3NwSK=eg&kvrK6X3X9osRu z!0`)pdk_Az@BPQsk;ir;8{U%D^9GhbzXP`Yf58R*dZ+(nJHG7$V%z(lVF1J63iSjv zoO_Tq2_O@bYj1CiSDFAzjdgh!BxqzgE?d}+gUg~T3kp`gk=(~^NI#hz`$?ciJ{{3Y z)G702ooatL9O3C@T_nm;_mQ`=)L5kh9V^ONZsNX0dUfmLH4=a3Sa1ml;v zi7|wdNr~`3l!!dP30MrD-R!+!aF`7Y44`O+wz9i^pRKftFa(Z9Sd64Vs(Z7wEgYOX z5<4K??2RTwYi8M#427mY?l1vC9TraYt>zGgC|hr-LrK?H0)oT|pLXamL1k_=v#$*p z6(Y1SwE6Pab=qWi(Hd#q!K)q8jk{0(QH`))+|A;zBbITVi2?Z{A=ezqa0ZtU0VMy% z7IOkoUtB7a$$_rb!IzBQ1e{fG4g$T_u~>Ka-jfNJ&1RwJ1?@v@f#c4rI5Tyb;|t+>xD34dH^qQ=Pf#nr0=a;HEy0 zGU!sAdNuwc()|gF#UR-Enh^_B2armMj?1&bO&5V;RqDPMO;*P_Q2Lx9--;gL+=Lfe zKOg2Z&S?{H_NZ<+1QM8DMSNUHnK#pFSE>WCHx#5Pm_*g{cbpzi7^R(GotP1KwATLi z`ee-d++bBYREn+Of6}W8x|9xV-j|i~KPx!*pF2**oTlPN^L`~DAHC8IdE+q!wYav# zc_u`D|4CsrgKz%?6yLl6YT^zgj6BdeN-j)fL!QeJ zf6&_w;d6mz%N6vXKkT9S1_YW+!6XHpLI`0o24c*Y^mrRGN)v|NS1odpCBnyeEDKj} zqDh{77)2%sKwawpTJ5zyH=JOScOya(bHsV+M@%Dg6G4SvGe?eGXTkxdo-9|A(~Oh6 znJobOHlVf7rEADL_aj`~V;o_T2(dKKVavtK8^SbMT-MC9gOz zHbD%2pfa8?Z*n25FR?XX=j{_tDr6p>TYH|s+3Xmmw%2ee#=^h0fTqSI@jG@RU5e-whwi`gLO1 zFGU_bReu&E)nmwc^T&GL3H$fYk>znemfYz^a7E<9U0`?lbR140S1cK+-W%Rnslko# z`DaO#s6}T#gwA6`Kn(XNU0n(%STL^g`)mS;a(f7($E@Q|^~KN5&UUgs0>^~cgyKj0 zfr^3s8m`9;HuT1Ln#p&!NPLmnM<{5@Ypm@tDl#A^1hJT%it8Jy^()f$&IQM(T4s*@if8#M<)&OLIv7dr zbdAjICyZdfj-Q<@VKu7EDoMHnC$JxtMvfwJJW#}>B7v-+8yT%C8}vwWZc4`f+<=Iy z$sDB3jFk*_zDX6oW;hIr_ZCj&xL*G9NvD)NC>K(D(`{IwNj0*cIDigc)|$O%7NU8y zrPs}&axbfH@lYmRDq?90(YMab8tZ!kmbWw{iIv;?Y1VQirUt#lbx12&OSsrB-649C zJx+A_IQxw|;89Pq18czo`7kt-$m>GWh5>L}BFXP?q+nRfQFw-Ob^ZuwXrQUD(8veB zL@4&SiREB!9IdxP@;Pmq)%0?&)NVXl;!|vExk?}eaQ}oP<&={$Z&YEdX!z(w(<`K? zWrK>~E5ubhH=zDfTBf@rs`cmd!&eO4a;~7I`8sw|FN{HL@NwC0nNB& zg1x_@s&D`};c{pX=b42TtsKT%6=BaHee6^HY4dLMf~~bP0{TTh6)hdO zjp%PQKekh5f)m>WAzw>lW8*+sinLParuO7i482b`papHAvIsheeX+x9>wDZ6ah>$& zXkP%*daT-;A3A>(yRA^}6lE3aTAYJ4@s8*upVs9+dyS48jE zd??TL%qi(!n3truRuRuZraMp=*AEBFH7Hshs>8+@f zRxr$nk$Ox21z>ZYI6fqYT0bT20? zlGt13k9r>I!`@tNYQWJsA<@QJfNQV{CBuE#K$oIc_^#T(v*zV5hu}_jK|ep+za)y! zifpF$Xmu9tDj%n&BWrogjQ5D9xZ+Yiu(PYL7+N9AYZklw8M6?(~7Q1(uJBmt!TW`RcJC6P2Q|=pa+R2KR z?5C~GrOj9KqO<%Je}Wb#3)syvi~A2o-baqNv?>Alpl(TW@bpu{oczbyXycY9`6Q_R z;fT6)Jm-dR+GSEa>!@6Um&kMyz(&@GUM3v=+at-lb64@_9t~A78};11qbZAj7xJ{ z$(+9}18jyA8jsEyUaWrj=YojLjTbso+&;)#wH?H%a1hG+Oh&ze?W*n|sJdhK1nK^E z?O#BHTO3@#r~So6t?kNsS=a#^cFJDd?gEWSS#MIt_;)k+-#+&86s*by?lFwpUBD17 z5XIO3;#Vxy??uZEKUiXT#T)i+SJq#G3n&Demu;O_{s0AkxCw{rpm2k2Vnp^o4T1~A zRbB4i3NZWEqJjKt{Rues$ky@#_5a(~L#}rf>CV%r`+jCSbjRQTpgX7ZgSI09B2U2u z{&yb+ZWacHo-htU`3*|>OwfF^_LV-rSZhDRtCpl8Kv0VHIjfOViyW{8z3+uLAHHO$ z3MWO)N-Fv@DWtI$y>N!;hI;_|nsnxz2Q$JmL<$M0ucF{X#<)z0$7n18dzPwyECnQR zx2-_Pn*~y=y~A&A`vvi=howTaMZE#rj?9&oJG+9aZ}>@a^Q-4tL?eXN@rl4|Q7d*0 zo11sm>>9?D?t|KNa-GP#c0nQ5xfloH<2Wr(ke8+*(uwMSOcUbjoF=1-*VZ>KLqwTk zyr@#ZsC8V=A}K%0xhyUEyXZjO0o!QPuDmRed&(E>lX)SDg5$J3V7;EsUW{yi9!hL4 z8DTWPGmph=H(lnDno6{E@BZIs%GS{RibURh&uQS?<^pgB6txjycXw?oYrh7gS+~<* zE4%m)aOCbnxInGk`5oJVp%*}neX*(@Zs3Dt_-C?AMZ{Mj7$jrKl-ba!B^XTbt1hc= z#U8?Y_7T>G&U*Wo>Kg))$gq;w!_WLqWjM-mNX%R2o7KDM6@f!puLFrMD#3BA;XCuFcI_O~uvf3KlzoXCoGq2a~0 zKx8_yVtF)d*Wm~509LGb24&juv;DSE)ZEZkf7Rs0& zd@+&Tn1>QK8o zMSZ!eRTb+@Qw1yk90>Xdp-7&bwpd%5;jU0VJynxg_j2 zF((CWOTFk8et5FtAU>A}X*Q(^gv&ZNrSeNh&z%0_nA?vuGh+<>j>rT_y^ukW3C%oB zQ~ANB*V=bJ{_@TGWQU6yi@%}sDif!Oa z(4g6Oxt9!aoa}P&D;_}rWs_ErV$4q6n7jDS3bZd*iS&AB;`Otyh78{O<1pT`lY00K ztB4w5EX^A;Fr|pL-oQ*#{9z9b2~o3{UV-81W+35q4MmJRbIX7BZxN|HtsWbf_(a3M2FjuBHY~DM;-pLUYG=OD4mMmBlO2P z`!rH)BTk1Fb>Z@0U*dOa8{6KGZVR9v%TZ=5nE=-$U-Wz&sK3q9p(>XHl2>#U{yAr& zQj22%{H>LNH3K7WTN^IE0KT3Mq|c5G7hM?u-}eCiTl6fSL=dN7Q>a&bO_a2;2E5$R zp|7f5UjuOaBs|hvY3wu7-q5bX+UYYjzbb%FCUucg3jjvqkZj^2D2Vd-z?4wxIKeKL z(T-%c-8C5#H!ph~r#bMM<(#%_zWxUmO6U$eez!%#(t85Zuu7_~T>HZoDaKY0i_gW& z>&~bQ{Cy4oB&3fK>T%}E0(>Rgk~XA8_O*W@uY_4ZXtD`Oc@;1&b)f@IRHji&bwwc0 zlzTjm+6lD%`D_n>ZZ<}$BKAZ-y58o5d#Fd5oOaNzdI6x*4rmrUf!JnX7M8aoEk~%K z(@RFAy1_--7n%hRQwfWZ^_)h`YUjk8sd7bU9#&sh(1!m}G#iO8J&uqFh42)38wF|C`r5I_E0^fG+?Y;MiGoPLrV6y=&JHXtE2y`SM84id}|Ds7`;id3Y9n2cw{5U1a1 zIh%6MLlZk{5k81YgzGY)sa`tl$8#T~L0KWlqHQWTV!zazFWJ!cHZwJWgFp{fvYFU6 zc(YS1M%JmDJ7i0&QDFh?{rJt5K&oA1;ShnBSDt{hl?O2Qfn+(Y%^BxXs}xN;uBF7@ z*(hI;!$vBkP_RV}?iiF-vVeR)qdDFCU!MMzdcJh3vBJdL?H{H4GHTu}*EF7UrspoF zbm5At%1HJ=eKstRQp(sK7whf<8{i>e^HUNr&g~=hRl$Sxvzr zXKx5gTKaVsyD!2;8!Kb{LRuwvNn;QI!%O_Kz@R=q!G6dETvmfrB7_UYqB#<42stsq zF7?E{t0WTBj=OVY@7+~Fv=DvMP|cn!M6)plCIodNb5D|miqQ+40I{ikJ7`A|**vuN zhSqSMT-iql;=<~qd!HdCuV zc9h^s5}WEF&o~ogykC6gXdtu-0_5i9x(bt{QgrHWZXD@J%0hBDCSzuJpt>QRQVBJR zKBRy?*rg1fv8l;}>z1W-D#m>L8<$Zz*5cnlX2;%=VE4B=IhQ-!Uo&0{H6VJGC&Am9 z=ElHkrpTAuZ}JFnPW=ymZ5bCh!WRt-^*O7cK)li8j;7J}-Nfh#Lc_gOb%iT}EV zUx^40ewQA1iral{d*0+ch|a!JqkMf7YRR2zk27lAls=%w+Xv(v9ojmn6yiKl@2jM^ z`*je}W!(WRI*8$ChDt}}PQF4Qw<9D>qrRsCFIail+G`sjBKag)ZULWq!A-nu64w>! zyC|DV?-Co5M31#riY@@WJE6UTRq%t>SBt6j5x;A)#fZ<+aAgr{JmgyIp{jF~)Y-bg zII;lrbb0aA3sw$X^zHrad^LzIp7yH%_REUM@H3`@TbjQ+1@q*Tl%Fa0Q1m1C`P^lD zB-H5mMV@8={&bM^9QD&!#b3m$a#0L$JXz&jZ#x+uAS0t}$hpO;Eg)@8O3LUy0K~Jl z%|_5eq;|8ki#q@AG|zQpvH#70fmfUPY|fQ4$Y@fXIRE&|#EbQX;W^_p3QOa7o4xX; z*(Fmk37mPi<`GW8nk~q)#9cDx;`^H}_+K-~&Y3QJh7Z4Z@OOZmHDpvg>VG6uF1XMM zIOb|PPRFl84I)a-X;q9!po;z>kI1W-yxKv&5yR^%kh$J=}j?M>d8M9`q&W$KHD^cG}QEw;!3N1+p5cmT<1XRyjM7|6Q%0O z>Vc@Ki`3+z&`3qjD`5Rsr*9#u@m0g|oRgMraOiIMEBBme|EAHXb{jk5m0j^YL+FW! z33-#EC)?-k+Ccysx}hW68cv{GVg8OC%2&cf!7{Nd7xKJsUT5N&|9Ffbi$;nIJ(O+? zLRm;R8;?d|%1WFxWaxe&{e|YTjHt-mvwwlu{VrdlXT|G8_J@l+$`3xS_!BJJ!?3|L z3B=Gy3z{ln7+T<>yRkJwVG z1()jYpaQbx6#OpowqW0Y5vF(!$M(hS=izEEQoTW;ycmTGkV3fP!+~#w=UWd!$QvX0 zil61DyYm6TY8P)$ZVoSK4DItmBGvh+jub=2sS}5OoP>Z+`9bO<$S=SGZ-g2`7Pc2! z6qxqj!+a=C(tgsB-r|d_BV2`8QS=@1zB~$bD`@Ku$cLUK?=A9mF>%~qU+#|7dk-4V zlYV$I4^XK0yf~TbTLg<1=Xl~<3n9OA27C@+fo&V<4#JyeYLQ$N-{kexwd>eTZz%sl@zbpj=x#FwF{xGw)#mK$g(@* z2g$Zq&J#C_Rx&NpfVj0?x7^I zDq#9K%$Y)s$e-AhkoBme%f8oAbb&ZqQoYnMk02jQNqf%RD8|mvJ5TNdPzg#p!EDOJ zsCafvS)c39hCU4y@CMIgHr2Wga0Mr`;%>!x4$~isOL+t)F%J!z^B{>U5^;(g@KBNuGB4nUD_M(L;Rc)D|!gjHY3|;#b~7MI`UA4iO#jU6{0Fi#U7c9({hr< zP%&>OX)T7z}XFy02& zE2+DiyuU`pn$rCAkN+p+`hR*p=wtr>x(%4D$-qdH3*w?er~%tbtfOG9(@1Wkn-G`i zWmnyvwig(yEjjJp7!(p4wco?4%9d#{S|vy5g;eSppnmhd`J+?XdXA`9#+&BH6D5{b zJ{VhxlAt^F{C4(3*>oa=Hx|dSki|3i1>e~3NWdcY^(#rL_T4S_dgZp`HyoKu?%Q5` zLW1U-@X*?i02<5u4yrU=Kp1QbD5zP-79LMIvL3V-*ouElLgb)i*cS&u2#YwGXblQN zEGzgfI6W=}hy7cCtt-IhY6oWkGPY!SQ_}PR8sdwQ{Su)Hat$PXfY1(Q&IIrn)sCMd zb~hl*$VG}BfY)RL@1M{O`JN0+xHB2GXb_{;BK{tXKB@rnf-2hjP;EPc#@}}s`yujg zG+txMEQUCR@$p9U96UU|ji^HMO}evB`Aq~|`nU4BA;SQ6ESn{j9m4Jf7}2G4#*`hx zKzPwwtOjHUU{$g%-xbm(mdch3HHO@|aaX%Vcp2R`zbSq@Ix6c{5WN2$V43A0VrORF zKK}VM#wT9ZF1-WJ&-$*WafrhkLOn{#+JbnFdqDDXr-9tB0sg{-tJ@~jNmCdB=5_~= zeYtA62G5a!oO=t2@PM-WVrjC;u6JeW50bS}4g5p_09})OT2HO(p$mM8gfYSzE@eoH zc+d+fNfQX;@Z0XEb!&lna;zumFOX6%zyOY(Vxh4Q57MBmo(n{jYTM2LgS6WYy4ZDg zfH_|qbO14gNeF8&KsJM$LdL}(slrKb(;N1dveohzbD#z7200qRjJT^0`#3WpS{--$ zoSpQiQU*`$R_$%f4s=qX7gw}O5T#8o*fAO1lAN?Yb;|#sXwCdcVtwI*A=!U*c|g?k zk-^yPz5$(w*#5@Qm@AQ^VA0SzW@NDQqn(0sZqQUjTRx)7KCLvJ$>H3Dn< z3Sb`Y0f7B$ekzIdT!~w{4Tp|V>$!c%0bw2T0nmHW0Ti@(eH_}F8KoYmv6FM^ zWyC{Eu-$896(k7#v|Nx!xC(jZVUTIO`Q-%|w)?~lXHCG$Cs>X2C-67<*BV&q6BWB) z6(TqGpY{|(Y^)#>M6tUwzdHlXaHCziTkK1FWb)teZ0fNCuOab4-!_1kMhMKJ{=5`$ zsKW1gWkKAQV~;oC(#?XO*P_DwJs7^OD~lZWqO6jKx|tm1=4VApKu zdk}&kY4$ykPH>)IV6`wQBeCnPp{wwT|HX9(-z7&>mvBBs8eYq7(P2K4@;y_jofu19 zC8!&&G|74@ML5}4iHcBUCg8ZdkXYCj2196>{*>98^;KXqw+$WrG=&xj-NEqhtPr z^kTq-v{kGn4CsX?j}F+69(RHOb5jsmLUzW4TE=nO8xpOmZJqL;<^qX&5c(i3d0@X% zab)XK^s}6%^&+>qwK%5FT%_0>E6PA z(5tCJ9z>$^UGkb#C7GfuS0e34j@qq*_EDcA{5q?+cg*($UzB6wcfHuy=v1<9byhIe z8vl3@I7&p4fj6y1gft)CmVMG8ol^Zd$u#~rlCQ2YU`+1unVK=Pb4Nk5UMaO!5nxh+ zrEu|$qdU_;8PB}%R||?r3alcq$nst5&v!WU0~MF}jv)XaR=z87Ld?gxGbPyhx{RDyF=0tpPs^jlM(z3)4G~&S8n^I8tGMp zJxfnlev^K58Y&_CI->Ve2asc=csLSqL}bm@9*^*i{lh|nWm^B@EA+^N5PN8`K*0{Z zcEdF&F6VHrHwl?E=(!KEeEtfWy=n0zRwC6r9K?@R`@7|2QErRDH46|LpNYuQXIn&1 zd>a2DZf%xsA~9~v->SU>m3S6Dl3hO!4BoTwZ%x+0as#fYUCYl$9w>i^1U*>q3Y?58 zU$p`*1S(}9)`_>TBR}^-X71U7%c2oN5W>)?8|O|=^hXkCIFoA&MPSgUj}OxS%aepqd480MLURI{&Yo^qfG08ym9xJM5;+h+b=n^x0*l#1F^iM}Lc-e;TXDzbI!`b?ph_2zr~ zjgvK+l470rotu1}LA3#YjPQcKq?On&SJG|Flv|arrAY7$qbiS6A*e*UoTpDFXMRcY zyCb<&01B2a<2$k>Op@Bif2yq0)|ILv-R>r>I?mc~&PLEvphL80YhD?+x%bh+jy^M1 z+qIhWVinm?=0gMz%KRqZWq>`}Lvvl)5uJb^$j^;_ydu^E;awMcmBSAsL3KBOrwmQE zCicSCm)R74$g)ZUBt@+6IvmQ{GrcS{XMc~-aCrcRQq+4zGQGc{f?`9{DL2@Dhv8X zk0e?l?d;rn@^8q(SCs`h##3964Q4es(pJE$hy&mJwQaqu-Hy=mq)2=__p4$ane%=X3! zKd0E2{20iZFhjP+KZDGWEaxD_JDl0M^phSqbRY20ClAB<(mKzHT3T@<^bOwCGZ7bnZo)j9ez%dW<+| zW)bos2UtAZWD)Ts>6AtUFY!H$fd4s9o;pfO9*!uEY2ua->_802)&n~?Xfi@Pul{rPX&15)sWwlmCAPh>HY-Dcsx?6>NA%sfB37{Nn$~7H4>(K) zCB6ORpU9L0n>!k@9fGihMw2l}O`>yh9n=CE>9$y&4x>NNwuLQnq?RnVNNgxQq){m6 zi*a|eZXh2Y?cj>O%fYJlWKQ`$9Gin!qg{ZOO<-jYYji?iSEc9?EA7asYybUO+=b6k z_5sS5pzfRucXio!-7VMM5;(=l84`18aV#>)#=n{0fPT7S%x#;1nY#yQ8jXyiyNZY; zea2Sp+giBJdN}HMg>;Q>tff-pG=R57!UakiG=WP+NwZXT{H_~8^oL3(!G(O5 zLo!3c(G_@MDYmkoYGB;A(W6z4BM+>ef+ybc5d4pKxuWUEcEYV1Z;uDau}sq`r~B~+ zZzjKUS_fg=*8Si*rS6tB;6b~9Pang5qdpKgb53TCZ}-l**BKYDw<@Lo!|Zpbd)>;S zI9+X?LpYF7bl&QBd6LTjfZ5tY+8~f%!%ts~BK6qaEZ?$MxH=VYtGjaCo_-pA6t%e4`1W zg>!%CUX~0ma$KjlH;DMphW;)$-&YoJk&FdHDggL70nB!-EXwKOrch~bC&P`@kF`dr z=cj1`Xn;TwK&6KD4gyWG#&3J;lo2tpo=#s^0TO3LwJaIEo1gVT=@>RiM$9r+(!P<1A}yojjcm!)2TrK8Pp zdFnZ0LEDPC=R&kz6Oo1faR#LN113UrpD2;6KZO6?1fh`R1PIUbU>f=j`&A48;Od_F z2OyX3vrqZ6x>tu@ug>-&yT2~>{-aUFEWY&&)@-bTapXES5w!HSz=4|N@50xVhqM^W zB1VYh1v2!I|OcUJ*gL2>&T*oS2}S{-1Q@eSXedV~ME zFWrij+}D$p)|IB3-n}%gRV5FJbGidL`cLIi-=TNDW?Gmuubq;VG^z7*7rDrBpU=h8 zmtZD4bQWDB_?9X+ZRYB!=R1q;C@)iaWKzW4CBgPJ5+7)eLjq@m{wmNAO#;f9X^5zQ zb^87*R<+wwfc0;YLD+Z}e49N$zxMl=lM+QRG|kl*(|6X&ck`gp>n5%c^g&DEwjk3=5MeCS0+Z^a z1zyJY({_ip8S~@MFuG6Zn@GG!?#~$947_g&BlX( zAGr~0guXDTfeb7CM*H%{_eDT&a8JC|x_rvkBk)jkkmCcl@KgoR6YC|K60fR{yB|1_ zi8u>Zr#;BDS%LF1U)usM#O-JwxKvT=ec8GaG&OS3MnKQ*1(d>@e2F9?s=G`y$uO)U zkRiZBFVx!8Vxz>cwQU8*JV|qqotXafV0A2uQpM1$y(J%;_iAzj?n$#b8#+LS zU*cGJl3#kjK1pV!UjQu5Ga$zI3krDYVmTbd8*B z6u1+$#2YpL;nD+*i9}2Xf=CQVJmvrMO5KOEN72>@G+rBI&A9b%Hu(UaHZ_ixlhI(D zvjA|uo>C3>%M3tpoIxi(z0BOuu6JTj`V=~eTTgg*2cQ|(7&d0SgCr$8o_~5_m-B2v zQL|U@@LBV+#`*(OyTMjv(z~P88|dwT)02c{p+_c{$ciq1Xd}tZCb8?*r3r42mz)B0 zyqy;>Q335w-;%jr?jhC#l2~}0=RRVNFf9bQi}x^p%ZFP(J?;^ld;M>aXeu zxI&MSe-qlEzPl+u=fcDfK`flyX|S7m@=zGC$$vgq?w+l-@;n_3hqln@i0UcGEO}C* zGGW>MuRx3V>A=#tu-*Idi^oCOw(6xVXvwbKLgnxZWzG65S#rgGcK}&+PrT9W9e%~1 z=La?ifNwKb%`sWqT+iRc#rOpGWPcYJ_OFndX{xk~zJbQ9LTc1)x)kera(SSg{zz^K z*)U(cr*@RX1g#xA-Cctr^xYHwqXOsJ9`{=XdBI5&j7T>Ez0(iAQn~qYN#*iV;PP&r zWZ#5JHG9}=tFp$DZ@)IsIsUY8@dUNPGg>#-Gi{EHg$lRuUE-gL_6i>cJMf&RW(t=z zsO27N^yZt=IizzC5JZ^L&u|EklXJAyXAhpbMe|SKPrx1x1=nXZ6?{kGQ8BlpUq8cr zVUlAtNyGgm#k16#nz*);mU-qv#HlO6*EF+URMwbBQlW0y;1#$(a=!S+rJI_Xd{H=a zqZ4rSlPCN)!nJ8XC)8YVe#WWg6j5ybN9<;gx4h5{vVm0fcc>YRSB{xOPERvdcH{-L zb)Rk~gucbmG56i@WNgy5_CSsv6HCn*StT6m$U(aKtmsEZk%$qCe23b(V;8-`AtTdT z$&(iwUVSDcF>V*5H*&A|z~}LD9*q6~>4bBHLp6KPIjb`N1i6x*JQ$h`ZsP|e9zV!G zF}RoEQ&RiXKq{q;EPP6XN$_K682*+ipenYbHg$Tiu`&&+73!xX?Ta!E;o-0bsv~2s z-80_J9S9vRRU%Ql*_9PKU}cmdI^7Fc|8!)^XXZgF68U=u05NSbF^p2ls2tM>rSOk$^??EL zsa>ZB3eQYXm7?*cI(58k?XL5mk;-&=ae5~%@`r&RTVfs@rU|z_u%Vdb?%xfmxbyz+ z#0S@Ru59_0RF^z7Vq7Wv?KA?2L;<+6C)rZZX*pe<%z8M%GQArdQrIx89rQkf7cP?Q z_})b-sSMBfdHLE>=#tH^!W^Z8r{3KBuuPI`HqTg?+!0^)Dg$<5e0ra(uIqDx{zCT| z7sJk*_27n3v>NrKPZqsCc9e{lJ-Wx+s6trp!_Sjz^i)RS=q!18G4GV1l(pekN6%`A zIe^e3gD!C>nDZ>u?ei?uLys2NP^7vTR+6(ftuz>ME{||K^Bahk)sFpc6#fu&4!_b} zv1XbIOqP9x7OpKdSE@PhXLUc_qEVw~)MQrN2t?wnfllEGezFPbnlV+e=ko$m7hQLu zrq?brv|`tR9kQqk6Li7xb&^XAPK^XKI;jcWboGF>wB4>-f5enq#z4r~#C>Hx%lRq` zZF8(Br99TEeXwKD`8hUoO>W&KZu}bO(4zv)WV`U1}dbRe}v@$23wSN z%SP(~Jf&M?__ilDE$z;Sy@r#WvEAmhhufbiS9_&APvxU*d!h!-M&As6U6MAG!kS1- zuKlFsaD=>e%d~#j<`2%Cw0}H?aT|lALoBt;u40m`*&!@&?r{PU$URe#U3MfsWu)UW z3S=Y1yt75F(Zi7dienpmW(vis@lnp2*2m`uN{gMIP8IS4or5Y&zR+xxHQ;n%a?owZ zCFMDV34tuYGhQtpm5m<>C_6Z%VjP}56yz}53kA=t_PbJbX>G^1aT*!b3}lopKHqU{_{DuF}Uzl~Cj=Z-S5v+mX7FEBfof3fPy2P_%I3)aWrKgWNy@pKvD)hK(k#3~^pRFOdP zHT$Kam8RXbq~y^!L=<#pM(JD#dMyQ7Q*)(An#t8HZS%42Q>v+UQ(}cxfWIgr@A{xZn~O8B zs=4H&0;1+V3IqoI%C{~37jL5_?-9_In%4>&7N!{&)%wD(R$4W+9d!DWlrGU zA2TR-_VF#oxQC6}Z|g_baB+>DuG`7ZZELfhWkPY5{cqXTj~b#G?jH1gz%)&2;No%8 z?mN}I|J0Y2XV0z=YmSGL7<|p}I*3OG9*|nC0KEqJiOx&it zodLmYoR!3)@dnl)qXOD^tw_=UlOfQ7vob71U37*n+ANq7e>Z4N#c@aRswIPjPNe5* z8P5(<_GomzydUMkB<>;)+fH>-^vyA6%@5MV0EsdFFE#w+PpGOlaM3F_j5UfAIVb(A zp3`7CmYwvoHB?TJJvk|ifxW@$t5%nDDPFPA`Mo9~+dV>ME4NmWg+zUdCxn_%xU=xd zhZGutAUlPSlnKyKK4jSzKgTs_#xq&-6=(Pm;5?6VC;L!~)XtRD!)d~~WFc?wVu%lw z>uo5FMB*8FzPvp`!ynMJz7}yBUz#}KRsVYeRlAAkbLYqcvau`V>eVVXJu7RLz_%Ay z61Hu73=@kM>0xUrMq~TQ)JrXT-Z@;d|kh zA_1|WB^x4xL}TZ)lgUVT_TD{m)>z$_;7o74eN2qRqmA-|aTIa}3I8D5d61vY`Hf4c zB)VQrXb@Q)eQyP9^NdBc$$t8I01@;H;FaMc^;zj^wZ5QaUbhGCuy|+*hD9A%wQlcG zF$s!@BEu2~`(NO2H1}$|q%2aQFZEB>F#^C-9Nu0$Wo3Ps};TC)_E<^@Vm26EAu z!GeK2WY>CWFf@5I3=xxgXg+6HdeBEskI@pPSHyeSE|eycB;&=G2I_w5*S?nJ1I&NP z|48YGz&WxfpM!Tw$C{Lf8y0_hA(j0oM`t-I{qKpw+zTg)e&cEAfOxA}d%jpg2lR>e z=NaArIGx!)j-WBsYC=C@FW(CC-Lrj`C^%hB{2grG-{Xc*q>_@ev1n}~Jd~Q%GRcFw zaG55KtV@pX#i|(ex6BJoC8wK;NRj439jSOErMvd?Pe!5=8kt<&vonQ-=5J?w(F)i*N^bOM(M;|&&IWqj_xzS@^yp=w zmfMtgs@H9xlRkzto!z@UcOyplF=FaMKVi47{XysyJA`7uJ5;sB3j{N4g%O!Tx>7k3 zqU8X9I>8%?{KXAwr)rLQc%4Ak^joI);Nhs#i+rziOMaXTP$e2=p?gg=&6GArVvnhl zfA^Hii)wdXO^i%E=yPGEi~d0yW-%NPp478xyP9~F%uHKYomuq6*)(TpSw2DXc2qieA-)hUz`=i5;P1Ao|;`CjOnrXmjwI^o-7LL5uhNw zQmlk+OcMP`+fN5)lTdH9S*@tSx`)n3*{t7qS&~-3)Pq|*Mf`Be1PI=*sRsn?7oOQ2 z_Vj#?NI=IA2X;TH<6wHK%b%K@6Xb~&m6sYsAT+5|;c=h_hQw_FDdp{mdvbQ|n_6#e zf+7JDvFeg+Ibyd)R33@E)&7v}*Iw>E*DU)bjcf;hL`I|m313z?@nA9r3_Pq&Eo~uj zwPf{xS!$NZy31D>-+VyhMkRxq3FiW}hMnvrP;K=&GYDf4ox5{=*|o!QS+G6g_-}Mp z{T-_lrOo}aMy&5+ckRfzAeeeOu&?m%Sv2r-WXCP!ZSTc)uc^`ZbZSn4f2r*{^wwb@#Lxg^As4 zPrI%%!80uzSyE{PcVY%x<>^R48Vq6kTcbSnmhxeLZ@5n0N3Xe+phlAJC`DkbBj2{~ z9a{kyw|{p6-K)?ESOqXo66*PEVc^~UYEg!Y)Q(%|VF~!c8X0u$`OTjwwWc-yt326n z)(^H^CUHS%T1dd^qmjh4-YaX+XFX^sA*>pVkCvntOmeO|r%t6MItltOn-DK@a;X)M zv3DG0=DHMtE~+X5qkVEucLrGBDRFrOv#XAvW8@cvBCE3e#F7^b+dQHN#PBn+ZiGK2 z0oL^jOX`fQTu-47qR{*}AP=3qWd&ZvjwpZ4yC@G>{9YX!Pn94x#}*bo@Sh&0tb4gu6YmM;j8_a4J*E@je^H&!(cMr-%p zI^>aiL^yRBZo!gav$r6YXBXR7=>8_#VGW>hYuXhJ1-^3Mtkx)CfV~d^@W~ z_Gc{sl=hWinvOVC25Oa6fS{-fw{h)yF!iP1LFo#nCcAHgD@A?C+3$aumrvDP^oTng z-LCo}JM>)-Lgn(!Wd8I;)3xp!owp}wOcriA&@9^jbR~2Ewp{T+;)pMr?SK5d@P(sk z5FG%COdlSp|C11yi~L&3Nus(M9Tq4yp3Q0uwt>nSzQoP2f5Q>=)GswSLi%S`#}Jyo!|)-aI)?K_++2B ziBoS_Ghs^)p)2bf;$<;&o^FZ90@8pu*O0|#n+~wNNz$bXVW1tpWWg$iFz`2>mZ<;v zDTpJ#rndA&;=V5{%oI-s4T)t15-3y1J^^yZ9>8}sZC)V?LPX_{MDJY*;BP70m%@;^F0!mwT!3$WZOKm>&snzB|?KzfLh!Ll2u znNeI7IDms>rH`Q~)?#PJx?u~pVXe7RgMPbHIwThB9Hrwg|P>_G1P+ZL zL*Kd!f1x-=k8TSbPU9?rl>mO52)TsZApl9=0XOOB3;=UAEv5PeBh-(Lj`|~kf3QWZ zAE!9zJ!Dnl<1xMOJyXN(0m|aSMsnDiuG-l>gsj_!d)tO9s@QJc>@b6UG=SkX;1iBe z<*VwruE>;3It7TfIx^D%+8PQ4eZQ;F%@*x{h|hZJ8Aw5Mk!}`lZ(Yc9xAM@RT>&?_ z#<^T^n`TRScsYa949*J`(u?plSO;wFzjxPThDPQ^O05|p7gc<+4#pA_c)wXlQU`cK z4B-0JyB=J<6@@(L&_>v?IpC8M7qNb%`@J`a_}L&sAnbmKC_~a5EBit~QrlBJUuK*_ zS^BJk3?4V}dPCZerF$a~EDA(?pIz|Wn?m8UQ0B=F4iMNkIDu*HAQ2V~0DV{h%x=>6 zh(VwaurLOgU0}UV^*AW+O5IhbCRpTVh^!%FsoVkH>fXxhZsLt7(94%O*a5W=nZhfCMp3cTN5N zcEt$1H`%wfs~&36EI)L6b1<6n%!~b#F0OHyj|VCDxRV}`RBhPZXmXPrw}(`$=kUD* znDl|fR|jk{xyYReHPjSNU4OsPCv!*OmqqYd&#>%!=M=HX04<|T8Ut)zg6|O!4|@io zG<*6@6WCW_$gG7$xp?!yjWpJyxqVcR9Z84~@|6py@{Ks!lKY>U$-e%N-Os+F!trw8 zfP4Uu2Vn;E!I=nY1Arf>3!g26gH9VDv{*!n6g0&A<^79mhBpA}T!yI7AX~m)hxQf6 zxeG6n2hMJRXaPsg#c zRfrq~-J(@78XWz6VEQx#Kj12GOTo=^IcoctByeae9F2=R=z}j<20b|Sc}%v>lQz>` zM0gC=Dl4Jc-hu*1N=4!rzDd^!|Ib&c2kh>Ub(EmXOiF4xCwY|OW<1y^l%UJvN3)90 z9cV8&%@qru9J^E$*`~@6Y54q@fIwaXvSKuTB;2L$N(|^_n(P=(lscO);m_jK)ocq<`Urz6T zo#ELFxrW>iAgT;^&yHqONRml8u!X>k1$Lo{UyGy*wDlEFk% z)I7Rjw!gTbA%d?Hkx9cE)gnk^*kzk;ki-+=u{4s;+(xu0@mZg6=I8c`!iQBdoI7H? z=w1IaDrJ|D@?ZnJFd=2%kX(iIe`4n}`d_?@o49pt3~2RogkukEE=dk$p^Y;Al;x)| z%UJg}uIriA!A}?5J6_Mg`Me71ju7cc;I#dXdle3=AxEo)RMW$~FYOvfrscRe{M6 zo+_{D!qQZ=)DB0uK0wLYa0~om`R+WuU!7O@7|ny`-h>oqmTn?vz;op4+0lvU;+lDZLM6X z%-Nwpi#$=x@BDMbR*ZxIuN*Z8tA<$qlgUF7SCH7snoMiQMa0L_z`MJ(G>dQ>XZfEd z&Pq<)jl@SIk369LIiTi4^0}lYjjvIIkfPxdyLx^-MAaI>7P!pm z^czxq$k1((Ul^p6rt%z-;c)7H+TpUzvAg#7J8T#@eGVR+uxq#0XQ;!t+$9_j(a$=C~uE-ZLCI-nRk`{HU{L4eQ&sg0vmNDK;6g2%%A z|5o(r8_~P{6oRQp1wU8jo|KlH(}=Ef`8W%q7)VY-0!d=IrY-dAcedk?#}^xK&+kP$oT5T{);hC}TkZBI4o7*lvQDM- z>I7-VbEG1D1({)~B(iv<9HlW2Yf%YB=Pg8E<+`8t3B&WfR^q7{y^jlfDa$IH%(v7pftS?@IW-aMC@qWgH(A`3sFxNbgY4kTLswAHf5(xNv0I@}1_<+P}(3}M2 zP~Uy-2@qo2UE}e@Y_(PVhQ#8zT3Zd!r+(Dc02}>WU4oHBYE>NB_p<4_ z?`R{~hbc84wM_n0>Sw!bG}#2MCb{vzHqU$I=*`?#X)6&6#xcdi&csDR7@R)iv#?*S^08_a#s-V0Hr*Q!s66~DyLceL8 zyP5fJ_CY1MO?OAnZ}ZGt^)zMa>NZ6DztgcNd@*Ww@6eP)q%fcH_RLcmx>NS+9GkAZ zJ+7JxM_fhLM(zJrE;rJZ-fzed0!KmSO~Hw;+I_s-J(`lZXM6xPDMwy$E;Ai0DHVa#m_g>n`ZfYy`QS z*Ui_G*a*bmbd~`EtLDmq)JYwONiQHp7m#je!1v9xgDj}FF4G#HTqe(Emcrbpj#f+v z@~o-7)e>9=#i$!Tg*GA_tdpcb$z$#^+7FQiSHw%Q=@J>tzmv{|f0GVU$dMy84|*kc zE|4=^;oKNx_E?5UQ`i&gra>!%_Z%ReN#iJ>NXMfhJkj)R4p?SFv#kcm*Uch9S@YYU zXXJ>TblXnS=!4l*&Sta1;ny{X@9TbMIg&2cKCaMF#EHwrglf^)QBQShKC0m8z)Q+* zCKrFcTh3XYC>insp?F(a7Y1S;_%P{~P1e?Qkn3`_6FagMC>3Zf=L(XS2f&!%ymb4o z(z2AC>gsP^5vlI7KX)Uz70|cULd_=G=0-YMHJ-!)8RH-hx^O9u zGZ=PtE7C}s0X7(E+N^)X=1Uq=J}S*f6Y}eA?bxRKQkt&dNP4rh#q3-=1o8Y`5Fw>( zX$b&uO-{+eJDu=%dG+=YKM0f1B~fL3KWDnDT*B7pm$xloVn4Q7rN{nS_4FGFCS6zx zt%;df8Ga!2x8%*7YQC9igcIPRmZJT^S{KvkAGng1P_IRf4tg8MkwN67Ip)fCD>Y5i z#xY49W3!1ZyGoGA@XQTWE;zQCeKuv*dHJ_k@k~6Twub;JDOF9}t(1guHWDmHrYi&Y z&HNQwsKDdSCQ8RhBYT;wOHWR!1VNX>QcZ`R-D7MTi09htH>=yksF85v)e z6uxWpJ|aQCs*-@}#&qDIwcuJvZI}}`{zjDZh-VXe5@D?!8Y9qycvL*}IGquRZBJz~ zSqf7rn<}i{qVIKx8U!^EAvHGuYv!hpPi`c!9x!VZ5*ntsq%1yzoS-Ia|?N)jDKDs=&!EFJl` z_SVCZczmMjioL4bh}(nTIG+l8NavZ){?wU!i@vp7p~e(b z`lky!N}9TyJ_mkLq_BQdmg;VQoByyg<`WHtU+TRavI>eL1j^hpW;Q3juE2JzB`wi& z&a26_WL1JIqkSvuw-xz;Hie8##=e zVaFC+ofubidt3Q~=Tag%SoKM9U2&hVrXHnVX$Df0yo}Br_PT1D^?EKlM&3 z7=MbNeBrc47Gn10aKiT)fF!fw&RcQggJGOsw>Ox>O~(_LesV=5oIGr|ZJouytxsQz zhKm<8DswMb4VwBZTsOT4Td-h3oA^hH&>pNc$P%5Qnmk;_l8HTsMdi-P$h}r6kt&e& z2`eZ0_{3)J$L4oq?0*6cfe*q=*!#mCD-PpFi^CVkcJ!G@v2g$Jq?!xQs( zS)YR8grR~)iQ$B$dSL3V&>!%rK8zta=@jOE^K9thu+f_#a35~^T(LpDaDqDs+fsB- z&3r(8`iF(c&5+3v9UkgjtlwXFg((O@U{ZfxZLjYMPxze5`5iXUNO!XQGr|7OVej7g z#5R=Uz7^ashT4wuciEyTUdRsm7?;3d4Y{xNcho{eDiWg8$_!YoxWBejg+Eelra-g3 zNg0^^=0bX0n$fkah#)hOZ8qL+T4985PLd3nO4Kur!t$&@p) zJ0~u#RLjW7`{2qXzeF`2PTV%$ooc$XWAhv&3#s)!;t!JfA7x${U2xzmVUL=i8=STunaBrODz<_Fs@fhYv5e!qs zJf^<-e)XE{=<>I7Yzu@(RqJ_0gyvu(-~~e2*8M-yq{DwmMX;u9y~f`*=CdJWxLP}9 z8@&(&(m7#CH**6QSs`p=?kpQgW9#=Wn>}G~YI}T=)FwN%_^ow?9O;xn!`k~(7rAw6 zKJb%H4SCl9BvoEB*=jI3IYbQlIOsEI7kGdmI0i_~R>&=r>kSX~(8OqFwm?72cHPo5T&b{vWBSqqU)}G-l)> z?RT;Ssrc82yylDwvvF;|0<(LUMW%jGa`dJ3gjc@(g+nGDjZ-}E6aBj;$pSlyO-0L^75s0 z<=PxRmA&!lg~C1@uGn$)D>+T1f9KxQ-p$qw3u2v+4b)<8X#H37*M0SyY-Cl&i+0%&hWluL`w3pL~J zP;~g)1UVjI{y?b1FfZ8xYI2)fl7`NuUoX z*)JeI6Q*x_q(1g3k;Dpy=VGlllr1v(-C)ulD_cfHYtFsFCz2{C(@-<-Ze zp>}L^4;t`Qg+3f*uKI|=kJX$ALcgM7l`Xv~%1EPIkVn>f91SpBgWdXMBFmJ;!cax} z^_-|j9*X38EAh&uz11nxGl^>f6kRFPw$IzWj@|3my<^gKi~F(N?A4w#sy=8gWZ!2W zE0TwhopBOENBIz|Rl*YDIXiki^>yCvkJ$qYuIh?n@{><>9a72p9-xu1$6FB(e$rSX z5EZgqOQTBdIqi(urN1D1jX0?;D)oUzkX^H;2#yJDG4hY|)~o_)5IhOm5sio$@NK!EontnxOvF3C6+YZCO)r>VI5HWLyL2ptm{Z zL4VzlLrcKZ@hg)f3ixajq`G-Xo_Xwe^aRFh5x|FlIuV;{h4Mu(xmgI|C^8aGia@Xx z0?1Boj$G{Y3^}s*jp&lqe!(Gd4j5m}X>*B-DaT&4`zU29co^{T0xA|lXwX_orGBO8G6tSBF;3j5 zmieF2774-#BqXvE_jswIMD3gG>R7u@?PFx4tc+!`@g_Bj5q#dKmgsXXR7Bov+IO z&H{*#UrtI`l*AF9ROk;L_Ik}$r}FC&o@apDC8{+-8a)Z-bgK*^OLLJrO>(=B$ESBA z+x}C*bgpgs$6XG|Zlt_J;c6l}+bl{O=fzFrPH9e-ATF5*AxJixL(hX4J)LjOkgv^f z1b}O5Eo*TtE0pw6Hp;z2xklI{?ojlK=z!fbS-`dmd6&IaOkr}HIMD1k>qI>68q;C^ z_c{MXnRM)R_9sw(Q3ubaomindwIZb|y_dF!Ux`@Ru<#bZ*JXHOVLgWRXS_eH?%`Cc zD^c4DU7TC%>Mu*%wE&f+<1vp;p79RlELav@2hYmO$R+=%#H0XGRiErkWNUpe@42~C zPcUx~&u(ygTAFE4a!atX?i1s%ylsky1Tha+T@GL}`qQiOIDacHKJ;*6oaxNYjbbf` zQR^#9zWcT;I#uZgATP)RNFJj|sTOgFpz*Cmn&J^bOv>db^P65s3~Z(6`yJZIi#vrK zmyG1^-Zns!zqd*JSbJ9~N#;^dn&<`Few)rBIR=XR1kXIOF?3Y&Ki}q1az)26mJgyB z+Y*}*6hHJOIKSsKl9${pxEd=fuQfRCJ@hTA(QOGQ-rc)yb%0v3<8TmyWc3uhWbBNE zyKNdR-f}o{)SnN<86bFm>Ogb5GR72&s+$ha(^EB%NOcXGPt_=p2Gy)XJ-mWZ2%@Gg z;o=_HmRk+X{!A6u9;|7@ko4{YzNRBM=8c`|?}XN1#eRykH1?qU$D$JB=)k-cz>9H> z)YK1A;{8UvDa+NcVdzwz{0{|{Ov!^SvcmIpHf14?lL0>7xA?J zU>6EIXiXC*n4>QzZ$CRPe}-dLxo;C^(PbVyCf7&Mbtz)`(00t=G#;OmofddJ;aPS% znx^e<^>ft{!V1o;OS3B^c>TqO%gBgiN$NH$pX-(4#i?7LW`~x&Ng&o4uy)39EV4fM z^jKaP^LIQWJxFm@Muz)**G&`R!g@o5P)UhFh9bk&K6slR`rC2ZqZ;A7MC|XP=uBm znn?EUqyPGYnbre#AN9a!e!*(ItW_;&S~2P_KDQ&7(vSD-m25er3u&KH5PO^+>mp~eU3i$-S8 z;0tWM0i&~$J~jT8@81hfM+Swf5JAIOlBq-JJZJvDwptmGRa13TuWt3M^h>*t`JKQ0 zL%|b?6Smwwzz=!Nu4fpm9x?$`65pCiGXkd2P9!MDj%y5|7a=UE1(8+M+9P&REV#4* zuk{&^(JC;D0MJxB{qXpM6TGk5w)oK{h#VqYU09&4b?*uKzkhH_2-9~wBIGKq%)=Qj z)X6f77^=WE{yO>RBXJ9zjz9f<*qeFN(J%Y@y#L`Vcf6(~r4Ogo7|mBf7snlsWB&?M z^oXM{fmEP;n2xUH?j?2a$C08(YqMBOR@YceM+SeLiL@Ne98S2<5Z0=orF=BOh_#5W z(ftHUJu1d|@FikEBnR;x6hDu8zGzixXp)a5nZX1Dzx3sV*;_@TK` zN|uY~KcHwkilpU$0<$Ze*UAKB80On$(;vU6Lp-$=!9J(pKi}ZqZ@sD*4JuP|)Kjh~ zMwew-K1ipc2>1Wk%>t>Jd;x4u`_hfVSw}R03P<<`d3`_D|HIx_$3?lW?E*TYfM5`! zAS{zsQ9y7g5xFaYUB8bxyGZqEI<*4lf2ZanedIp^E| z_yZhxhO&A{~HOj8z)_-Sh^z&pQ zAnN=>5?sU{+ul$Vc$0p3So7weEA~5eqGa^7o)*sg_9WmDR3SrS4>&i91T_TY5Eb*t zxMQJ5BabBxu8nkc&4+`})P>XyUbl$`aTvoAwe>{4>FjFnE-QL+%nps7ia*?rNc*6k zWu2Y8-M$B@#W$YfV8#}bMy-1%MJYGAct7j0ZF1|EP>dUc`tnQQM{Q-3!Z;wb*aUhx zKZWUuWu<<(8wL$ub?Yv)%r)+ zW<40Uy5Iz1B}NXVV+Bb_<`v%Wr!Ci9(=?I-oSrj_n{v(TZo_* z7`f@_B%^UQEOd)}(M~;o1}_jOCf45oZ#*Et`6*VMr7+6UCaY^$<-B-1cgCAKnnv9O zm=qM&>IMwzb?2o*6zCVx0G8ZUQr&&Dr-kxg(^?mNRrt3Z5iMcP>lz^U%@lN8EAVmz zN7_lK{2E^F*JXW;a-x&ou#xSo-F{aF=F^7A#q=ClUD>b0owLaVTMM{5d(-LJ>=?M= z>UUri1mmoHNfzvobf$mXhzQSim5`|M^s|QK9r;^THm=|&f~@$5ZRX+F&4rvQ-F1#^ zXF~WbLb8aR?D_!W{YC^l0^4wp@74XwgS0~6u4dzlnjrsc_5bq!jITK0)@&KNl|jGbvW1uUzwsg@ z&!}=go`j0~2Wie&f_7m4Lbm1{joSA+Jtd#=8Lf{=vRiv{G@aHR?2i^=-B_27DPUHx z%iE$4-5+UokK~=Gjc*)JYKi?9lWWZ#CHGqn-SIgRvM>}sNW_!F+Zmo}T~Qw&uNmy6 zYd9IC#Jv^N+ONUAML+&fc4JwjAviMI55~JK~_|HMmc1CuaXP5`-8cKSs)~>d^e|Px!%~P(3t` z+wn$&TegbOm6JEaXX3<;pAa*Z!UZ!)(V)oMC-S1h9~7vGol_oeD4n&!RgBuOO4rsJ3bmdT>}(}(jFA|J2nF^E8Jna6asuZGQ{Andn*SQ z$iPt%yW`6T;!`#{7yk1S{vWvtmEYFk;D9a$|2^36_CIT-U%q-LM7#aC@*UBYjT!g% zE8jhTQe{v%0JIk5U#19{Zz@1W?Z7X5cX7AcCdgRe4CU+wDgLhOE%-4A|4s#x&RFg} zqy0PIIa&d*bum4)1g<4wmvzF#6>%r?K9chVXGKx@Z-My+@;_XH-L?}!N6JRNJkK{E z=`s`M5+Bx(Oz?COo`Yur zAiErJj#L7ut;aCn+e4^hRbA|W)g%WC3=e!nt$pC%oQEjq7+ZX6(qY;NaS7xv1>>a< zu!3L?=k_%IjoUUGWmQ;7*b_d5R#kh5aPDP;5NRL8f;r^SE~I@O`Fz^|%dJQsk>xpK zdp*TUA>nl>0!-;Ts{L;_d@bS3Zv&#|x#gA7liN_HN=i8h_BF=R`kshzQy1$;pL|TU&_X*!D((gAQ1q;_ac%(OU_k7` zxpicc6K0&3iHzX($ssGVwA!cD&WRoiFwFf%)c?&3_`Y69PQfCF(}M|a229w#B8;&; zP8*n_-gY`6SDZ`0TlIr+`c40H>V3ws<4VL~d1BpZcV`fTkn(OiJcXH`LxX&(k~YK^ zTXiFkpCW80=d-pKn)F@70e747CSg>(`X<+yv)#PuGm+R~lWM)76z>+;?}Bu5#vSl( zA7g|)alqD{QW%?d`Pqm3`=`BqPKaP_o4w~E#@M<7X=wo6sV0COc|ZgBisXZcOFaqH9~-Dey61*!RQFK?e3Eoo29A}5 zbwV4jMh5fwWIK@2AD}ZrvO@@fXc51%X@%l(Qg~Cn51}e>Qq+jay*nTBYmw`x?shZq z1~_SC=y@%)w1TUDdYW?x9j7fA`vUe)Bjc*9F2{|4-ksTK{w#5Ud*`=-yp#)qOkt1p!5GcCs*^r9Jl4-5k`>Uy{c9VhI$&rWl*))(+MCx4t(5QB;#;8Hq+P$+R%HT(|4*kidXhfF zM^s1T3HtJ7(gzWha_An=XmqM45T)SFEK)OMMVl55Q6pffW~-gs?jyjTEv645MCfU_ z>{jC)@lYl5IU#TNySXK@(#k^$efD^Ec|T#AJu$fe7YcJWenc+NMqrbp_t5M^x@_c| zKQFBi_ukP5&Yb6_k~PO}gkdAahx10W|M(MHay2?2sUkG;MJu zY?TxtTr8)rX$9X&lnczFYmA%#I2S9g04ut35FZ=}{itG-C2GtM{1)iePSd!M?;&uE zlJ5KfiX(dcei`p;oh>AStOMWytGj+L9^1+?AI+w%-D87qXXmUxCtW^*lr=($H(3U7 z+KAV+hvN8znxS&eCbHZKQzx{3zhn$MGH{n1r&|&vBIf8>gkvVu+bSXe!sOC#{!|yQ zk(vx;Jo?++QT-HmIo|2cI>wH9j>L5`DO+X8(EdYSh_(keWW*1PVdSacJnbPB<49~w-`iRngktF3r$j8r_U0Cx zd~atYi7$agjyAL}=e6%8VSMi7km)ht@eYd`IVttM3Wm3O45_ozta)88yv|AA+# zJW<|5X$bSI!`U|^tKue;wb(F`%6Ar*AmLJ;NiSADQfV>dBNC=qy8G`-)kws4dImJ5+|>!_lB6~RozVwR zi*!fHHJ~}0r^7)(k*}V-FV$$=OnS@S7F=$>0O?@)C2)saXuuGZ9%Q+9$Y`s8 zNm? zg$kL3*PBE#0`zuiWS>zYx52TL;q+=NtH~}dPTQP`2VM)VceSfLN+(81U%GuUfD@o# z-5ivAB!OEqH8Pz~_3{hYfZ@r0^{SX-<~_I^`0Tg9$hpO%nxkI2y;Xc{VtaMnQI_4X zbVF}`^*(&SrOxFRv`(8%$KT(-TsDyq&TAR}=qLjSuSFD;X4fe-uGM<-AQK)1Yvg&i~ud`UmZ&NJ^5gUu)YhqiZp~(Lfv(uzzq@ z)HgfFsFn^=@~v`&1H6~n93`j6?iLw(biCGkwnm2dA?Rf#Wk|i3=O5=c5I=2Wet<)) zK%Qg}Tue1hr&LRSYLR+RuI;`qmk!RnT0*GSXvNADTMYb(?kCsAx`YUmhBkwC9fd0W>_$YPJu=^;F$pqFI4p;x% zX(_2i*OE1y3YagadXkceKRV2CBVE1J>7m6>JI@gxrHHI|Z8_xHOn8M>NV^jlkGTru zB4h9@LZsMEWT4FQJm#g|U-#p$ZCS7};fE_kf|g6Mkd#E<`q^UERRx2ka*&(<_@Oh4 z8reo}g_LoWUKf`UcsEGR63`;t60$d+x52eov0s zlw}a@94oP`7_eD{i9cAP`6e6|Hcb>Kbr-9gK=MTQoCd*}bZmRI%Q8Lpnw<>MP>d(X zi{0T=qwzZn7s{?c3$(p?NAj%8c!5}WCrVaVpFGhviu7j!t3O_wc!P1Mz#Pw8#%!g_ z!AZ5s7~ueG{H_q+5N?5{^O#iGZZptmm*3;4asZlc!F`rVn4wqqEG`nYU5H6vyhpl)Dob52T&riMdx|^cj%5 zIV;YnyCWcr>ZnVtUqY6h-8WR{A6%Eio_-xEFx!|~+HXhQvl6~q9`WCBG7rTg! zPF~y{fl>%<#^QpC>i6f8V+5$ahJ(8d>7|sn*DJm0Pg<^YeMYwKN$uIw8{)KOXa)|a zNENx@$^idq0m|L-W~#0oQ1tY&K;$?$(BS!6i!C+1A3vIh8_C&#L@LfeV;yS*G zzbGT>rJ;6R%5G22ddJ2qS@ZlmHd2gFF`~xR@p0>uWehHE&sq4Q8O<`1meNIa-avgr zoi>6i%OnaZNz2H3MfLI>)T2hANx0mlcWc-JCmYC*w7y z#nndBVQ$iLPVtTwFYF>hOMA&8%`BEC?gmcZ9y@rlSM^R!Ap4!Jh&4;C6Qr#+E5(V2 zLay-pOnsMPIB~3NhKDxq+fQi+uuMlC!jmnvhM6+r_A*Mofy=EIzx>jxfia~LlABRb%o8?Fp2i*hKtkuicX6Rc%1qw18fo3N@xXbBSZq+E?Z%|a zFM7$UU90hK8yf)es?PX|8Pru-fRDDPa}UR6eWa?Def|o>XG5g?B4HN-@QsUUJD2iIT{}J~y?)E*!U>nxnTn2e8}O2F|uSCkVm~ z?g#q(Z0XB}p@;8txE|;tlt(J*cCzB2+=vCh*EUx!ocY3|pqK;G7M2qV<0sy+wJFHG zlFAKm4?oHhMaQZ^uL84YNA|&inSpsQWwi0&iJ1f0hi;y(UtK3;^wG917MX$*|R%!Knu|XNX`3#@bG>P>G+oj zd~({}w1rAdb$C+fC3_mA1<58#mV2q@==r9qmkL(+hwu~t*pmlHB5s4PwMhZ;%h(mO zPR*0weaYSj3@T&=o^7b3)@8x~z~U>_uDROsb0((K)_)(REy3w9b$}hB z(Lj>q%l@>+(WG^x5`?nab%OdL3$}?3>uVE7AFPqM zU;h2|Q|HcwQ_Hi5bDw$M?FZAz?@2S$5{HtSAKdF)wY}`{;Y*;`wt%SVT3Av9wKLC` z?q~bMsAcUxRsCQ;?-jJruv*j{&)zDLmwU7`@4D+|=N~it$`RxE`)K;JVzfE!6QL_z z)7~H-$4&p%s3-r&CjIzDF>H|O zf8+PDS4*3~9_&Wj-#@aYacKVo9RY1g(v_HK9wEw$pui z5YQEPi@+W*xg}7;6%Wk7%Q(`L^HyLR%5@_kj^@>IcOP&N4`m_UkugHxnjs{&Ckl$) z;cT~ho*pyznukk#TL4#f!TbK{BVI#v{F0tz#NAQQG<8A512USM%cjH+!i$-9YXEMC zgreC)IMGZZks-%}ULLvMz;lJCUs-cS$>J5uwR0hVi%nui@gwj9<)Ls40{^RSxil4h zAf%@45$S>^Z73p0#>@r?Sj_6B6hhO0+xu<~@B3X@X5@;iagm$U!bC$aUb$$H;Bl;*PmjSA%F-yUZ-RWf6NVMW$WR>$@L@&Wl_&i-C#PYU zi04P#t{E-g4(OjI-3^=#yL0-%;lXPCc;_=Qi3QsjKUOSv=$RgwYT-(72|@Em{#Y1I zNVH@^GKO!BOvjV`s;yDKfhD#{wNwev7!KtfeuYCCnZ(2oSmf9MgQwUWjlqtg)V*$) zs?deV0Dg`&pfw-~UBY)Xw0XDBYy6DRfQAX>Y!DN7!vJ!O=nV?Dh2c;)hHY~<3xx&9 zwTlSy7~(}3T;z10BWW(uB!a*Gz?pk4h47}4(&>iI7??SVMGE#F2MwQLSB}0`fiov? zo*?|98}2@no0V^x(9Pm~JNOo96|N+xD2-z}zY9L3G$g74iWD0ATR#<_VI(c}0_dhqbe}3gkM_p9} z#@UMCdU6A88#vSc5{|(Ya6!v7d+Jnv_W?$#J4b)e;0nq@=6Ho8({H;kCrv$zU{4YS zgRcig=)SoHUO}nY_S#IWGl?#lS=w#Lio>k|B6T%z7BnO-$pSDrH zBjYbqbXH))oPa5)g)?hW#(`AkVl`))CTNb^dY-)28$3jt_nBHzUiIw3J;OhNkSZd= z@D?jw<*d-{o`BIgze4u49?`$#OUHKmKMSn2Jk_tC{Vm5$Y_P02z(A`T zNCwli6DX9bdlrbw*izttp7IesUpApDf15yN+rN+>74JzxQjo&zzJ@&bftSxG zf(em*ajM5Z6$MK_CNA!%KGK2N_cuoSgR1ef!{(`!C(~N2)fS6G*p*Hk(>y2ppWALH zThyVrwcB#iykcmc;3Fg#f19N-#qTJEM()VR?~ooj!_COqqh$34 zM=?6Z;GhD;N{LgA<0G=eFVZP+MNK8E+RWLqiiLtJxLFvaKikdaSds0qK9G@>%>af1 z4(etbH1W_!7+7@p6Q)v=3&B`)=znoPFnuzMFA!&h!KySt z4^O0GDvX*K(`T!@1ks@B^lg}`V@s+nI()sE8_=l=kG5 z9*HJ^l%_R|Gi--jNsnY))K7~n#B!efd#3hZ`-KDNYpTigoHb-wu3usCjl$L@lj255 zs#t<2E-G+2;$F&oNmpb!QC4k%LxO5xs=@J;*I10eVl4HKNMpVNZ6gGo=A^i%l1*xyb#p3qXp{}9C6Qw#Raifgx*C;( z<(HAR$s_7R1E*OSIPG6ulcU22a~p>$hgYZXcHeY5CgXAXYtANixLSsMZAJfsxKlxO zWa7jN(RWB{&5@C+QQXdqcMFYg!93R!)0XqIdm`Wcy4EODueq54=TzgZjn%1|5Y7nM5k+es(0m!uW36U9 zQQBC6`O$%0je@(@Vfg>@E{#)6RB>o}*yOIE@tF%sW&-@q=D3dxr5c4VXKZ$>KQf#? zK$kGWk`P1va~OpsAJ3Tqa)L!}dBBr2KL!k~fg;O(DakO1!Mhskc}YBfFFqKZWNwIqnL_yZX9E(wlvRRailwy)yu$qI zw+$JwgL(+zJY3L1tjUExs@riB&+V>`jh8#k~LCFNf{U zIzy1!{YTquIJS>-y9=9sjPL7`3k8jc`6unsEZn%N7;2l`O7uKS%Hua&6N^(m%tRUbE#)MoK##s!XB zv#As`(p##+E8Ne6NkIG;AYQ3z`BTI|R@N18aPW=f*sEt(Jtrp}a!6a4^_ZGirCjF_ zaK0?HFJGE~OJP>7Cy=mnp(R9(iK42K&5*y^prLE`&7F?zdh}h5{s)+cj>h*fmX03T zks^fsNFe?mC!OHUKsVMS?%JVe?di{(ilz-6x1%D~7m3|J9-RtfU|`qm(A_k61bprh zoqIZYL_OuhK?hZyI#2CNDIZ%@A>0JmR|$q(wbQW_{3&}ZVB&;rv)+0LZ%DY>63U?D z6r5%{ZV9ky?svD51v?(h1S3jGwb@fJccMmfIn-9}>P%*zyAXqIPo|&ZGiuE-C{jS4 zqJ=J{YU}m`_ToGHv2|dw&g@chEklJby+lCOOvsn=T{xu*Fg5XH^@(1qLOI08QrXnC zo06aG@*CHa5OZzQkPh);O)EIzXPi1mSCYh?5lR#TW0V>9-dKZ+;MCLAW+B(B(I10( zx_OzsQg@mfw*Im_q6{&JKW-_HQTJ9CF{Aw%YmjQ^SdkT}c2(ZGFLA&GqLwxXZmIrY zmX0qdYIb@|GzCR!`Xd;h>)v$3!|lx(;5a#g%oR+%AIW%RahymrSwd7J514eNi&5dm zQb&0D9>%VcnKE4NxGN~FT0^2!4+itGvhK>Mz~ufJd-Cu1`d&tjK-usE$>izd$614M z0~wr}0l6tzWF$veHRa1yw8{E`2)`V|-TpjULOnn7gLNk<}(h zrzO@8^e%qaHl%I~V7w<;0%I3tp98;ShLW~1eJ=u zeF;=U#vPi2xP5)!SgRntIC85((>6g!^^m?zPCpNsaf;^&dck#%4^>d+9rl-e zs^dn#qAkOu6lP&7x56i?>VIEMClf57UWn-PIHL(PC>)82Wig>y4+DB}6B+?hdzUVk zfC#7%TY?BGxt_oxIKEGgrL5@T>;rkce6H7GtVTAc100`L%ZX)a)#`eJ0a=m)<4{L* z!KiUyd@ltp=P4->McS_8_MN>k zPEDLJOK5@-bASIO`O_z;T*o=H&WeRnGJlJ<(~fg-$|%WIk0)9Id&^v4nqe*XcW}P} z_D6f3vGT}d0=u_0(*Taq5^@cCFUagS$c18{-bbl6Rbcp1 z2l0%1-`aX1umM$Wu7IW11MmE6;WwwI29-O4493KG5q>7dyt=QGd7f z85%OINVjg=w(NPukd|-atCT&mW{RDyC_|FF_*gtau3I+pBZI+S&Hfe(*=yJ5SMQDm zlit#J?ADKzh$-?osiRHU@1C}qN`XCK34c~vs5B#9qgYfbQRX>kj$_>qw_(u9S@mqr zQT;fl$6%#0Tpy0l>UX5JyV^Zjsb2!PFz;E_^Gtg5P7x1}=hkX*X&2$$ZiP9Ex}7!5 zWFv+Ks_LQZx5MJ~D~?rh^h|(9vxdd-75cSp@N)VN>GL_zrr#K*Xo!7FaQcv033<)T zPbG2Gc~`5oyRq}u$@RWZc+Ve4Y6->^&M5aE)e5rIS!kLSakECKeWQBHE1@JkeVeW} zqRk>Up#7O`F-fR6VF!|_0lRcWRL@9!MiGDS)w?KyM-P=L6MZUAUseZ+++do}!;CYw zX1(PjSdJ3S&jT|bA`AsF`R_2jz z@d?+Nv~iTW`_7N+cNiSOZkF9q`!5mxv%UVWUok$0XS{wn(dsuwln3^@!32--C6Vzj z#ri+Ky@tkbkKILs{uSH)mqCClBg_fNKQJ}!`Q4lP&r5(S^Z&^QA(>$=z3+bM=piEB zv*&f|-}vViLU;hT45kG)P6 z83}XRdOGXSQjk;&j*+VUeq1D7PHUS6aM&{o^k?-}!kkbM3PP2Of#=jsSmkh4Hm{{@ z95(wB`x&HHd2Uo6&8MXrb4=`CUM!BS&pc1H>6izF<_79h!ub-Cg|MQZ6BZfn0}gLjUg`5Q^qWw87)Qo7Ov^aZ>t8iPGOa;1c2q zTs+_Q4@Hmqf`ilFUI4%R)m0>&Qx}PF`p1KRd4N83qW|z(5*#R5OpQZM^zXXj)8iG5 zgp0^~&#O`qNA=w#)Vq!iJpdo!25Vf8RyU&0u(jUn|4Rwi7FD>Bh~GX#~*6% zPbcBtFLh*HZf?DCJI(LTbfZI&+DLOjqug${Gi79>QC@o|cVq^^&UFn*<4*0m&GWk* zEedECjidvetQB|z8Tx$Pjy0QpOT z*ZAuRfQIv7zJ;>-hVt65lc0RAD_9S-{sso0ljEQ)7ge-nUbcY%!$Lkt!7#cvjgE9q!B-LmrdqL_{HvfO>yZP^tu$?(xXEk8QA5_&Anh`i80Gt7?0#YNYr{Zi3XDqcD94#yf+l=Hv_3v<%UJEqhYEQgx@* z&qy5w?hrj}34U$^VY23}_24#stu^IG#F_DI3ZaCHE)go8ouoVMILIfLbuF0BI6m(5 z-jy%QA%naOP-H<)Mo2bIL3=xX|UoD zv4g`A>FAhqJe zI+|OcG;c%TRQnDI?oA_DM3M2kh{r9iV%*K?a};$Kcj`-``r@-Tu%~t<>o~f{5B^jiUvbw7?Ljz_{m zz<;oOmtYQT*2Foz@eJrq4jvtLm2^>4~L{zp3 zax$gIy+I`&Y|@k9lG(nWmh;o4!7iHqJs4Zv+Ti;FkCv=1##?KCKr>|+zkSz{n1+tR zi3S$qGRn@e$bJq|J*^ftqh2jD2o6L!*WDTS-G7S4CpRy|>?-+^!=)D4rh^Fs%@JK8 zVYGKY0Cydx?DBnM$Rh;vj;g0)KYc*+jm;E5H{OQt{Mj%@LJ{&*Zy{E9${=qB;R6=f z6i?C0OhA}|zA7`cE)wct?h}(88E|U=gxE)5(DLXv0@Fh{$9BGMJCKs zw>luz<|-$+%mcPP0pn3~xGDrWM0G4Ews&=iWM=&4^Y@RI^8kP=9%Nog{qFNk*WT1b z*)cK}@2wWU#5|fdkfmeAx_7b$24=Q=D15x@044@an@W?bVqa3?yyeAV&dB4A?ZXEC z2|vDSAcC9OR{y<}b_TGQ-=;J>zZTvme`O^+@#h{URJ9wjmB*xH;**s{H*Z6n^$hB9 z8Wck3j;}K`i&8~LO#pph+TwJ>8{QU-rv!HFZGnJX{m>IqnwxXnh9~11R$$;HRz5sB zkewcdFe&lKifc7Iz;J-LEb}lX0^|qDP!|Ict;SyR;P;<>i$Do)ZPXSULjWO_FZ2Sl zUQh^~ZGqcQE?lsHp58^S&j9mkh<5#Hg2|6W+JR(=tIIcp2_Ml`vXa!|eU$$0N-3!% z*V1IDdyi>al62tfnl#nX&V+Ki*X-%#&aOQXLS-g-Q`LG|QqkLi>}F#o<0o#}qNW%0 z8X5V3JNiBT*~~giQ0Df>aWr+rqR@>yTnF#S0+*vjco-x$&v8;^_FyIfF8ZpVZk5(5 zbj|{aKv4oog~1-b(&yjMd{&1TayI6dpzrNM{=dZZRnwi zxgDQ6yM`;;uwdwE=gd`B$4 zB^a5BjZ>+szK!cF6s4F22eK|uB}4Yq@ocbF%TXwGY;0>-L;OKBW;b4jNqA_fj?q<&SWvs)-1N3uz`1|=}%7E!u?KN<)Mj`3K3Q#)W3UX0ti3p9GY;tm<=ioL_^&C{=f&uf%2K!O{A9ulUO!9 z&5}Xb$ zmk4l8QBD<_1=a`cd;QFjCZ1l;)U!64krA3e_3%>FMxhtTubd;b5;Q6U%~mSFdH5N6 z$lvJn^sDCEtkhW@c~;dbVH#B}l==?adof*uD0_@Xc8TETf^;!>{EPA2&}z?QI1LG* z|EQAx`IW{VE4{v5)teLZCs@OUjqYj4GoLyGAS^2W>#5o~ln zs`8p7{GF~bpT1PnMRO(PYeL0L&1S53dW=xo3mqlH;q>u)qWc9{22vHfQJ^djD;?G< zF{~+-wuwcsamsz@=VmBti*pYYK*6aixU%;;K9zeyNt{tFW1{Cl@8~qR$UQfTc~`e)8}f5M&r4{AyxwKgXmp~E zsjF*xE_J*dLPlJEe%E;RZGdRACm!Swp1q%k#ESKjt#zRcpcxYI^flq!t04ON>yH>I$A`E&fqx8?J-Iz;KV5 z)jiP{5cSf|E@l4`XgEb9)wHQ9RoIedDK-cv%?h))%8Yqt!k-xONl-pZ;&U`(dSv;e zZS#a)q*^Rc1WYog6DY8T_c@KdI&|BH@IHAno5%(*=k{AB;vW#3LT4_cME>_S_6rw$ zw1jF{qQ+g1-b3EGs5AWdS#}ja@3eWN8 zoA&n&$v|2ePTyk*!pC(&J8`tVp~9(QM4)QV^mWOlpi4+jZCcc`$u;pyRQv&z+sg&y z5&w1;<1s$0te2TD;M6A*-qeB&F`>A;4-zbp&^E0Iu`65DCfs(m*}NJwzb+gnSm(h`3rRMHjw<0BEv=(g;>?3rs&urtY~K#trKA6lC^$?F_5WsYPkD)P3b1 zeosUYM?y(WUBq8YlEFft+8%T1==?~7ZQ+}Mj>5Mw{)|O`M7zBgt&4sGE~r}FN?n=$ zQd+=>LoTAX(k7ahm>cXD1!RS@3%KM|rzB*(THS%>{G+4{u!Gu7@gIs5EG7Is{uOt& z-lRXqr&)^B67WYu2Cs|G9~2sp0F-84 zj_I`!Ao+D8_c>a~olRuW(I&6>!h)9vib%%*?e!bor@Gs3EUpegvm#nuHr=pu6xiyS zGO@k$#-GN{{RR_$^#>tQBdy!;`CqV;zrPhKK?0Bbg9)X7|Kt}sw~z-cQ{BCxAAea8 z|M+(G3}6}kH{WdS>>@-!M0*H8p+EG<(G~p1Z~eV7b2w(c=J}fkXx#!Lv_}*# z+0MVu_{tQ(kpEnS{}vY^N@FnIFIv<5$nFD7S2gP2@Seu8_a{T`t^_AouQ-er^FDjh z1f{zXn5u%ufMIK*FS|kp8XwUN1O}$-BMK*=#Kqwd;$sTg6z9}2gndN-KE&SEO{cv}6M-F7$DL^O7_Hz0o%p$Qbq4?YYHJ~xR%6Ws`B@HP z^V8QSb0KU;InPLOm4)d(e$-HFU)X2WxSyNC*o1C!SFn))wtr#%%FB_k3Nh`ep2DfM zK-|5?rIu-VFvq+-wi-Ao2!z!-cyS}4nGUNK%9#&@^TPbI2Jy=`H@AYTOaG8+FQ`kr zHGO@vB)y;B+WSe;=yW#dP@c>=CYp}lG{+{^?Qqr1q~puMVQ z%fUseye#dnSjx7@Gxr)k&dE3*_n37|oK0FB35s}{^muVO#ZAnevZCa)69f692Ojv1f^&-8^~V0BrBXT8w&oezRE};D+~h|Jc2?-))Dxk@=g@9ygtx_Db}#`-d3` z=<^Q7UHO+i^j{wyH+n8Ia1qxT7+qTmF1 z`+xcTH-0{UFp#*y4a=$IRqg{IWtxk>c{ zV*iSe<+Q39){u?)$n73n?3tDz89LkSqjmK=ZWoV*V7H+rZfbC9#|>+>sIUPq2!!X4 zke)Cs=^fy50ikE@fFZqv6ee&A;y{Mqo~FtN)6r4otJcXY1UY%(V3NSh^+dOZ z$i4{QF3`vNjorCj+4gh~i9yOF^6WCs>#U$Jj*4Q8-p9J*)u|G3jk#CpKw0%5@^wha zvEH7)AXf7rmXr3Y08tu!+ounxx3=#Pi4uN~GYRGTclSJ!aj+9< zJ#Ihx$2!n{dJW<}Tn6ik31BZTg^3)Gv>T>v>3}K4$r{RF*`r?2!%^RfHAik}Ht%OE zj-~Af3p3wtiNdt?MZ7LT4FQhp8Yp*91+?3w7Yx&SFMxVp>c{2k!>NNRX5|=PP5f<6 z$LF>xLm!dczgO(!B7aeiL0dIP>4t?NSnV!6_>-6VuNyo%RbO?WyY2FZ)1I72ZIy`l zcK}pyFyT7$A=oC1v>yDrM!11de++UijK5}-Ll$AttpH@*i@f2Hj}-J)@4*S~3m7a+ zxFv<|-;CVesKnTT0hrE{Cr{w1!l?$@aax$iT&#A(wINHON$3KP`H5#Iy)(di?xwdn zaG|>4S&T!QQgdiYDo~7I8^DMSN|1a0V)s)nX{GGUw&R!zlm&wP`Fn9A(&D_I>&E3~ z6pf``^#mc$Ey|2E@QtMhAS(}S`9sz?4rAgVD#4J3v194Wf^ha1O&?YX%qK+mtoC#S zH3s1AlR5}^heXzb&Tk}ZtP1Mj6xZK+!iS{RknVfH`=zd$h4QP(B-xqLr*Hp>#dT6Q z68Aq(OZ}1~*0G@F=@fKZTUmzT&lGUi^Lt09ZNy0K$j%-fkdkFsgk94HAZFb!>dqT? zLpVRvJN6Wq`?{FM3^OGnvB*t1)<#^6ViieQG81DF#D^6qeuPM-JTS5?YNcE&Pu0kA zYXI3*-r{J}N8@zU%Hxl4r0rY4$2HMeAS9;KfF9kN&?r@&(FQC-IOsjpQc!rEi83bE zkzfsGLRRIv7+o%9rLl_+P27;Mn~9LSBAdyhw=2K-#1iCh5j+A#8=9{;@gQfHUduX; zB^pjl2UxKf_#g`|jC*d=JrVk$h!k(oWpN#HS*mR0)}Hi?yg=`$V#m6IyMiSqr#r%% zHoghwR3?HNX_rpJ$f=Z?h86a~t8XPTSr?rygEig*n)#m`E&|tgG>yc=YofBxH_ye- zwWd%!3~=)Nnb!vui7;ltHM2xY*5Bea{OB8sQIE@%nUTx3l)ZGgtHDFOl@8-E7=V)2 z4!N|i0Xz6KXU#*9z?lRAOx{1_AXhR1PTBdlxT;eeAYHnEprBM?g#g#y3qKWh`_k39 z{S7JkFDR4yCY>o)ENY>Z}^HF zH?O?+f(%m}>#3tJ5h?iomOzPj){^kzs$+~#ahsg7VteZfB(UyacR4|@YKV&-rRO}sue5_t0L*tZladFSsyW|M< z>T;GoA7hHNLIbVuRk5Z|DRvv~$=12k0Wr2-sW1 z=#!!i3p{0AYMX{lVL<0KYeTNoOQt8!OJqX9xa9btqqO(vR|>xw=B9N5$Pp%Y z_zTls#slO~$|@ceVfbOxkrrN)s?w*!w4A9UiFnc`OF46gP4k&0vYHL)EUNwxPM%K^ z^p}cZ`%LTsIoOg$mRBs5FFHAfdcg#+)fmN8bdDuNsu@L&Vqi4l^KPMX3@(mVh;z)b z{q`pr_AaH{e!WlJ!eFG$ymdr-^3J=#@yjI1tWTclyiQlhjH!y|!YgKfSUgwgWMk{Q zf6D>+hksV4Qv~;?H&yd>j^CvNjZ6e4{_I(V@-UPOi`$L?FY=70xHtohZwoso{z;_( zG8qgiCbzHi?RAXZzn3v%l}Ow3yYZHJ;vYB55_)FJ+k)G)?UO=27Mb_XeET?wc;)(+ z(jf8`X0$CT$Ms}m7LGVoWSK0XF5CtVlRiavZ{o#{S;-V*)3Om&|TjAwEvkuhIK z>F4`t^V(14APA^;uNR}Hdo3Koari8qZ0Q|Ob)kWCt|ZO^LyGacL1;ouLn+6Yjnlv2 z&<)U|Hs}OP_S0Q%JZIrULcI*kSWI|s*~lpq==y8caZ$@)EBaz0mIjHPfX-M}vO0V$ zzn)m*Fs5R24N{VBjL$W2Nng%mT5;^u4k|2Lh`Q>2BE?bQx%Z%ZWfR_UK#@0Hvj%oh zZ8VI9TFBVf#YVq!2Jg5otNU(njjk)y{P;14cD5-1T&uVe;FQm-`~Fub@h{tl9XmA5 zq#vi<-@pl$8kVFSaYm1U3L^}|)q7g2&3=ezQZ@$LG<*%THq7p@e}lkXyLi&d!) zy^#9dJ*&x8z4W!)SCWX78x41tE;^%dKvbml_gH-t#1v5Vv`^sEREux62UyV=Q=Suk zPCco)eVI6K@OiRDH)WfQ1?tO`9+vX5woAkN8-xZU9}~SSPv=ED4CUEdk%$_2=NCB{uv?Z zZmPY4kdBlJgI!^3M3}eaYWpEv_ah-U0Re30`olJZ2EVpTHvr!MQXO=(? zSm2T|E^~eZgsbLu8P<0LpamK&AhAh#A9^8eYgMHs)VMcQnWrUoPMVco1R-RztG|(Y z>tK%YP%&Ca3thCazJ3iOLUle3>Xhg7O_Hp)k|(JeIgHm2v9jJD0->=H6o_eJvnE;! zAJVkd;%M7Nuf}w?h57>Ewsz%?B6#ovudxR6Ils#wg)=`Fcg%oITGmSQ7UpAdPh|4Z zpQFXSJ_t%DlhD1^_ZoR6l%7Gd^pxb>~cncnpkc<3IBr{|$Qc>MTN8wW7w({O$qz za3+ROk39Tk`TzZ`Py{L?Uc1JJ{r!_)FfyTdRC_AD8QfW@L_lPRxPuaVLQQ^$w}()} zmalK_{q&b-{`=b>&!LOtr`0QZ{`XIQX)d&speOv#MfmS<5roPs#7;}BiSiuWn^Ok; zw^Vz{Us$@T<6l^M0&dDkUgp1I=|PjjZzop%#?sgR!qO!adppw-|AD1vvHyvsYlZP@ zSEd7XflIHk?8Ay64jMkoP#)6=XiWdm*6B>UH5eC33ww5*jWm#+w*_UMz&Vuzs6iZV z3V?JwR$0E*2$=w@rHiu0ck_;io35=gRLqMF#&d$rv#sNub|$^`vE>xtU%g#$sIg%{ zJuD2@EbCB^IJkPB=oS<0oLzhr>*RcQsQ&=7VULc?+vRAd{*GyHY~=@;h2>5FHm? z5oPN(Rp%3-N0UaK0-+dh@lm(hO@I#O9nT94Rshw;xZk0Y{9dsh(+9;Ka*5 zE@1z-B=Y{zcR;j4WKWeK#0cqr;K}}>^?l=_He%dCS6}3WlvNx>qcM$(7mVner)3ey zfLu2|JwN=h9UeIXbNrmG&GllZvFQ-Ydfu~Ej&H965_8m5G%3kL3D`2Xh}M1rdTF;| zvP2=(qIZYL6>_%(ICYS2AcM-&{Y2D-?{uWqdj6^OYl@?lFB|%5bOP&AV;U}OI*=KD z33Bq#-&j%fQ;wx|^q%E2H+dPJ*0v@^5PHagaLZ%g){&-byWLKdNi0Ua+zpW?J5NWh zoq+>FYnQ0)&h<2bYZRiARo`kP-?3wW_n`%c+;#3KtDhX89sbJR7x1zF&tHOM#+dlb zvFq(;i`<3!NMRD+1$O7**TI4r2j!xj=^-nZze1W+E~45E)~sA(*qe??7@>uD(O#^e zHOg(1%L7)|aIOf4)fURtLY|NDHWOc)V6_I4*41}&b08HXe3~8GAkI(*@AYf?nP%Uv zAr$Ibf5Z9xeNdDdLo8<69g*X9Z)I@`7w-0wLfADZIiP+Hz{>+~7{Qa#c+Ia^WcB_N z;f#tZ^A=ni&9FXawHX3F@F>tHO&!_m1DQ4$x| zvStNupz@%slp$@6pOwN>p_Sb%Ptxx!>~)>lH%c>zBHfWWi<@kb`!Xy*6R;L~@o3q) zcXqu9pJr)$Dh{tDy)d=3;jcNzKzV{p`c$@YNlBxTqpaysFLXwJur z$fXt{3l<*W&q_oXA=er-BQR)9yk9(#smQ9ScOMPrYXtXvX=OYo0!!Vv)%Job=SSPrTI8RbLN>EQ4DrASn+z zR4m0l3I0 ztOeFfM2MG$qCVhVPpl!r$0N9{dOLzIXd-G1#Qp``az=v)$F+q_q)zJJTH;}4W3%es z0;1;;1-1>&hb zvRFkic9@r@kS5U$Fr23hO0VyNzGK9#1%b@a%or{q&=^UIyMdSW!YF0=BTOW8!9$kE ztwC7tr)kWUk1sgbw^+Cd>UiaPn8NQMk1Y_7XQ14Vh5NcOQhoT~apq~kt1EUPp2p&r zbnYwFFJhN(zDAdjwgcaDgf*?B@Pc^GA=eDjQ(K0AOb8@6@BQ(tEVn}q@7921<)m87 zl89>k6*+k!YXJlsnk-|b#T2<;$# zAXAHQb$wtS1)RDC!cJtJy%^yzce^FX?KMg;gnScW7T8@vAN7?uKH_ob&N?yvTql41 zgM$6@R(^YDN1@o+7wlMx7*96?Z0Q1_kKibZiDj1f_&p6d6{Q`FEiPI5%#A zS9vQkfKy1H(4XZ5mLQeUo2V-^={9q*i%#x%P~l1M%OAF8eVlLD$VkHR9>Hzc&ermh z)i|LOU$Sx~(Z2-7C*m`nhXpwU_vu%^zqU;n+fjYQ}|3`b* z8P#OAt^v(Bf{IF0L1DxK0YL?c^x#mG-bCq0iS*v2NU@+&MT&qBihxLo6lsDe4g{%E zq=OBFND(xE^z&}!sGM2HweJ0U*Y!tMU`3K|XMcOY`+1)-9;OTFE+th`L#^YMn6w#k z>@B*CJ&S-IaPNGZ2Pv+L+uxHp{apLLIf#{j9^K4i5}Ugz{lPOpxzD=FbY!F4wtQO% zZ8P+uq-)qTo+RILygzZRO=bYFbrGl&+xe-HlP4k?-T32t3zpGv-7ChO_Q!to+ME2G z$4sl#D0T;yE5WI9TOIy@!R& zO*cZ%3F{lmQD{<)te4ASd%0!DQ2cRgYceBJjob!L!aoj_L>0M z+5X9>iyDLL3NJCApthKL?{nZ6waF>N1fV+&n(DMikh1$WwhEk)8 zoe61w_~R+Ccq!pb8NeFkD2mj!<$M)lcZ2Q~wiTz-2gKol8Kq!4hLn;MK?{uCS-9*@bE$Xfa67JoaNUFRS+#A1Kk7s2r5 zD>@(Ek$H{mP(W$Iat<@L{I-d055%za`|Tb5b8nNEPHWI9`Wx~@Z@s5r7~r9$NaQ|8 zyQAr}=+{OeLr1+nbw##UcaaCWy+PDMhE;opocntYzUte>Y+??ss!OO(jEu8=BQ)Ed zN0x;hEL1D@LkqXko{~p7AG{L1xnIJ9Q_EjmV?Z*KEBG2e=H}iniiK1YRxXT!DSIbZ zgd6R!fcDL8=JL3D!8sgHhuFYhs&Y82HkM}Dh6+wtN&L3YiUmURzC@w3?XL#WSi!SaKtR)VOruvODVmb%JNo7VC$%$$E z{qd$y``olUe+A!(S*oHgO20B=*M=TkNu5I`8|p(Kt~Nra?mBB)U(fwQNrbn*&HkR3 zCZop`?qVO?=!!w*07#vwBeW#h)wl2Uy&}B2DVorLopT4j78RVL7GA};{8F_2&Me() zPmjhJnSSN;wZ4vEHs4)oyBjapjzhcZGvUD4b!+j-(lqhA(wRFGy?c2E=QDlASC>Yl zRfJrlgA7*_lf|Og4dkpGTwPv(g-P{5|EnWI`dM@fkMOH*$*CNJ(}Bc$X6eT>%r`8L zW7T*k3~qVs`!Pcrgu*WL$BelhRfvWMa(YhgdoM$sEUE)}Mr^s310?VDhw(J!K1Q~o z_}Y!aF1olATGO~)A(EvnC)g8e-$BYViBfx|{sI{Pv3T4m0^Lm8L>@bl_h>FYvxWFD z4rBl+__$Tv$8NLfa@PQ88g^3C6PzJ-k#u^{9)_g$3uJxYXw>dfnG|MUfG%zUXyIO@ z&x}H0J7f}KadkiCF#Q%vMgTVcCNhaq&@{H3UtO7#_E5Dn0B5EPZ2j8XETd&dk~-(V zwh%M*GM*Jnz14W6?PinlKx(O#lXj0yZu|H=_>9@OoMT1JqZba4*14n*sBrTVhxFwN zWWX3jlJXL{L?zraYu)qQGihxN^>HYiL96I^)0dgsXo!;5hDZVp(Z1Zbwh4c~D!dRv zdB`I>K%>hI#}e^L4we8-4D(+dO%0%WWBRyxHsB&AE-iTWHNT9n92@4D@S@HoJ8`#9 zLpqe&Gq9-n9_Y^1H7_qa2g_-i$M7XyI(h?Z_uO$3bX;&ul3uYu6X~Op98s!SR!e+a3@AkVSDkyrV;z=ti#vh;Z?2<5fM#FZXbBms@r3+A& z&x0CGYPET)DdIbJ?!a&Ha36`_p~3A@;aI#t?T^X3!wev+7M&t%LJ zl{nw=0VMJI|y9JEtmaA}+JW&yZGkski#kJ^1FLhP$P#UGK7D zrOXMHCW>n0E_(_JFC*|b4aK8c(55x@8tQ}yIJl;oef;3;>v$AQAiHKF?c?i3SsOiq zq+^%nclIe(Ni3kfCVxi0s`)Q85H3X;QW7IxdzUm|pIJJF&AMhlQfk}0Qf{7S_HtY+ zQua_@*TKC+H#kun0f#QLE4Ft>H$SamhuamQ)lFWu7E&h>JG=XAjS=7B1lVj6v*Jpz z5SD)H$qs$!;@XiaXPq0U4wH(Q6u*me^Ns`bPg$5=m0F5q+lysNWYF(lz!UOAm2}@~ z5iM(TS1^z7cQA%n@ZLR>Gb^;>W_CKd4FcaqhDBH9Vbdg(jcuS`4#+*GljL4$jDpY3 zjx?9tQ5Acc{&@h)OG7EPebxzWjx*zlUK~{(>Jm9&y7~;!%q=QYtedYrRagcxgb6 z>^Xe+XoJ2ZV8LMch&q!`7PLpTeho>gU zEYMh31zc`EMqh#-KFmHLLF+=k}Dk&A-3cQ-^C;28zM^^P{UVRXS6(hiDNqJ_m4H8G@gcthTRkohc3U_JYi&FuT zT4;iEC(dDTiNxZREe%o99!+l$9S9mP+B)` zfhIcbDXkXdH@NzFb-Ai8r`~guhWgmc!$eogA5^7NuA;~#XP@N&{xfiMaF`eJA-mqS zFPbnEECz9oFK<^dq5UCsa-gs2 zfxF;)A2a?B$x#<>6L!ymd+xAaC%-OcDO~ImkCysZID`wQzfiZQBAwr9JLKc^#Oc0$ zV-}+W^IPpHJvW#`m?%czckEyM>*+3V&s|i{gxD52o!2DeH<4GsLZ8 z0>g{}&@-=*)Uak=uHegZ42!;hr_$~3Td6oGZmqfxJHgOrgKD_cwHnSRxXj4=X1}lU z+7!z_75CJLypPxg>yBtZpo&nn2w~EZ0}Og1cf3-Wv@d=48zhyPENvO;FQ8Vg|%j~!**eBLX6XkRqp1HeZjm?+;Yqsnq6r8IWhTBY<9<6Eew>=8El zX2V(L(#}ncV2Xl`IrX9|n_OLe3W;m`{f_Z0E7)p?Q=f-}=5MZqAPxJ|;97EyHb;Kn z$OoH5>GDet16Ruf%&e}t9v>Og8DQ65mkjw_TjH^?d?49g_M_WR{905O}kN(3%)VT4eehAj&rG_NChXR zn16h5Gh*}7)Uqg27=dNjTQ==K7V{D3JhH0WwS8ofdBmEx@SY_@QxK6?qa``TNuMd zErg2xG9f1x4*Fl6yD7r|{SBZv2~ea+Z&XPX3RM92ipOr>-hxDj?x zrrP@gNhuc^J#xjU1(>Ck*$Y8kc3{n~ldE?EWuh)xw`YVxTFTRTHX%aeBY->gYi_aR zLT5lOjAhvr7=6WFGu9A;mxtOxUT25qfjbLM2Ua2%syCuYHapZD0PL?1>G~00%$Cfw zZfaH^fQg`-cEG{P^T5rs@r^HGRsojao> zHDU(fUND{409|=LvKxoIyR|IZU`1b!qbB}a_epdE&V2ik(OG98V#Wu)2Fg@1a-uw6 ziGbFz51@|>&b0xdBBH;z_dAhU^vQJVKA*E;vX2(txw52)^T$Nva-;*-gV08EI4ox} z6*~ZUj#Bx`X5hqJfm)}MU5%!g%K#tyz{#c2^mR{~0%J)9AoBL&7(Zk;pkLwXRBd+O ztOj!auE9>O%r`QqaE^K+&X zPXe80FSt2y8`KATVga+wK*o`|nlxRpP)#&Y)1BX4W9vmG9soS2N&;waFH%4_gruLj zUE`xDfLgNUFC6Aci}+^={W9ltWRiiHTlBJwdxYzt(zXILFAed3^LPdYP(;`?KK-v!C;UJm_PR zB!e<%^TebM;7-D3BbBX92_JWvZZl!-`Qw^kUfIVzT7%ZZNteN$dm`e`ZM>RK2u^&D z@_ah62!jXm5p&OVw)Hn!0gR9Vu#kSl&0m$p&&Rpl!AE;qofN)_F2Zb9jXTcKMF^fR0ppB{hMW(`j4$yte{Y9 zx9u|Y2(9>!z=krU^oj*;^A8KIKX#r3*lhx=E=m}-OT*L7D!TCUexU)TX)+j;rO%RkmV zQGrJgmZ1lfNkc(q|5*!ISwskpyXKC&&lbMPfa<8T;*!f4h=>sbP-bOW<~UgLDPSmf2^(J5qDrxyEu1S{#bLjs|J{bOLjJC zBah@YyJFf=q#$p0r?eg1sXSYGt~V4h<}0B;k#&5Xo0V3Rp&lHI?hMN|mQvs5pM1`f6R% zZ)sf!I6^CY$tX0|9z_x~_`37hS*&MgVFlwb+}g6vc%cr_q(misgnvi?e<%7g3Zv|H z)VzPP4O{gUMDIE|g#gNg@@wUddddZiAnkm?!}~prw?kKa3czwzo|U)6)mGzED1$&L zmwUc$Fzt+zUehXWH`|+1!@Qs?)~1b_V~{gZlkj%?2W41*h7Da z9jp0XfxM*;8d-*$jJ+pL%srqfPz%~I;DXqGZ&{(qRwp06&rYi5I)TFvAh*fd>);D@ z$-D$~rwU22v$CR@&2i$QKQpRao-65nB00EFA23*UX8qm{-1v+c9Y*K$Xy{ z*r(%G0sWUeU*rze;L213D%0BB;A`K%9@zPZQqkhWaiTZmdl_)m;8{zc4vxiS655LW z`#u9I&{^VOT%sB<5VlvmH%8x{LQopJeif2BOOTKW&U1vP&B(GU@}ScDPPQi~QB&Y? zPz<0dz0DF|m1EP&p;6}k?Ojj;fuCPAJBb^c914#on(;qG|xh7 z3Z-pMSR-;qh4uM$%tCxKvJ&h`NqhJG67ZfFRp?uuUKs*~&3Wj%?{wFZ89?qypE`5L zid#cBD}?SDc9yacc}&>N_qz|uH=I2JT zz3v#Ce{gp5AM%cfb~?tdlc3{^{0TgKj8qhc%|8s17Zf3sit8C4LB$&EGR-I?rd{Q? zJG@BL1jp`|nC=r-^nt5Mk&Dbq@Ll&V{}Tr``ml&C2L{ⅆdYa2s{KUu_gB@?{$B5 z{c8gv5UJxOzHRHe$-VxyT$ZrlToKt{^h;6)q6Pl{NBF-n3QK+ga|*=FcYpEIz`rwc Ls@Iw7o>dVm< z>%O?OjdbXGoz(`#a$TWr{DtKT^^)9`ybe)G5TyfX3I5qWxnwH z)XtiZwYf_9zq7IYaeHp)4TYA5?VE%%QQhsofa-Z^PCXr!w9HX96GM%$;@foa*VnqZ2oy$$gRds#hAX#4p26ps)9Q74_e}P%2Ld}h2e#QW0Y7wp z*0^-&cQ;f#Xo=ZhgRK2-16f*{EF!D>-6jK>-B3jBKsiTl{Vir%jd-IYVvi*7I#U1 z8hXL|VvW^Gyj`)d-0{hnBCAN^F9!y7TywbC*GYw@xQ}~@ ztU$H0et7IlGc&xqy3@Qb;N^cfyfXR4wRnj)uv$bst$BLGZB$C;xQN8+T>vR8!&i&k zkYFN|!Dudi{$4}YvKp2Pm`9~C_jB00Dc7j=Hc3#tB&D$cSwC%^C zt!PHZFJ#)Q6f`}hZ%$^8Q=C8Z441JX(R(BUO=+s@n(|x3cixx~5GSBjT=v#}h|sFT zFH)18Ukf(+vIJuY!*SGH{Uey#0qypX5-xKuXqc@jOTU#2Fb9(*N~` ztUs0fAHUw>EC-3v1#ND*|NYq$XTX<>{@?lK)+b5HPHINBq>8$BTV?pgdxl&v@pY~o zR#&bwh`Fh2r8)vw}A<{X2EmDavw_X}zGqy$k7>A7y45pHV?sOAItL=1#N{z&as%$idn*5-Z8%>1d1Y@59?ab4c@822U zpknv^v`V;RKmMu0F@%X?d4!p3u_Q!2J1g8wY39IaK*O;Oa!y@#Y9Y0J zdn5kac=5D9q3218a8J(KuOq@n$ijL(mM`J++@LZ)ZSK#Oi_9hEUoTm<22h*p_Y64K@SjJa3Tx=vgYwzuBj-Eh43eoz=?KR@WmNztJq zGWFv8n^Ibf`FA41_0N6}Qcf+Hn6yTrtHEBqrdi4sM7-LN3SFz;j=F%Lo` zpeeM%;~ZzaHW0hP9TNXD#9{Rm%cMqAbN2K>0yJ(L=&8n|eXIjdCw-dgGrpC#47ci0 zgpFp$WFb4tQA1Z1PwZe$xSsXLgHkO7VZA}V=6lSo6qA6%5x4cpiDEd?c73$mT!DCA zBYO6J%}4dnOCQWEdSZsZS3yw1^A)cgmKrvi1T*~iZPc2%!G1OObn!P|wl~juCoF(b zWYf9Vk~KQER@o;dSZUSgA$1#bx7)9vyFo{jF0Yi{c@(m{&0at zPl{uc4cZ6GTlwv3cw+Uae%JQu#87cXCpR-TEak4<=xsr>FDC_U2Crv%@KtsT$d6)6 z8%p({Yt{4GZ`0z3Mb8-QH8Zqbz?RgcceNcZWdtObn|FxO^q4r*Ep!(amD+ktx$6wo zI?vmWXeH@%N-Z}YFC>^4rX3k3-gzEei5Im32gIcEN3^o`gu@jEx9(}Ld0HHJOLF@K zgYIq2NY@my#&M%?Kr|PpCAahlz7|)}Tqx};p(H6{A>_LFLn12P1T7x%kv99k9f(SPoC$e=iXFC6ym>A6Pl4+ibe;laBl#A}NR1s{u3A6BS`9@_59PIB zyvU?eTPhZHkClsMnP&8qqe&Db@U{hcryjQ4WK?5zO&;5ibC{~nN%vk%iombdEv3t{ zl-4aKk1vEx^|E?So*iZ#6IQ9Lt1Pk~qV&)Z=6vrumF9^S#rKFzYwDRW*mDT!nskku zT6Qkh(&fsbD#1hN*awQkOE(|!n!Ea1NqV3lHAbDrx+lvn5bnQq<$%w9`|{}(?RvKT zjOYkRrn)pNhRR0X3vnMV2}tw0v%gq~dPVyvuUB*_b*3)EA;gyp`uv9LwTkX?SU}EED>tooL+GUv3nm=)H=2*xZu3yF zJdQGI8Xtq&TX;WtGKVkixxRu)DZyDC;>T27aZB%M(RmKFv#&LWM<_K8F>=$lp8vj0 zby6CuiR3{`yfu^2`ydIb?_`?Y=^;;x=k0#xT!!Gg48Tf z2#S8*_PTvE2HWMrh2r|5+~7F*ipe+;uDbOB5`KYqFanWs+MZvw*~f{Uu4x<{&V_1d zP(n1(1(aD-P>4aI>SEV!=;W}micb)H+@`B+hGN&ISgLLva1^+57+S$Qo`<6x8hCSd z_TfmjN-h*i%4rk{ z66^xGht7YQdLGIeyf8=Bueer*WR_yfNl#Ivf+>3=I#@#thoXHDx7G^x-DdgL58fKz zAGT|6c5pMXB@yF_$?mOuFx}zmm-~{uzhMoY0xjG2-#;B8C=F7$I-DvXZis6PUKNb4 zS>uNeMt*?j_30qke?hS59r#lt|Gfn*xW*gVCWz8pWwz48r2k}JjzF15fh2AxUgn(~ z&X(aKUFOor&9Q1|M{KKqomv^nQ~gvN9KV$2X^bfbO> zsj$PgYWyBcs{jUJ7qG+PD|-y8r8o(x9h+VbpNj4$Q(65o`;?|@?jU{S4QJ^Fovr=}@`dWe zy$h{P$ZfiE(zWc~pz+sVpPV-M6&UXGHHuwYN>`uh*=k_2EXu-p%6*Iimqj0q40R$w z?sjUMK3-aYqa3hg4=^|MtdpeteDpcGaxW^|k>i$zhMzW5&AjI^5ieJ6LW z{gxVI=wuSMeE7F7-q`a|MQTY7wFUKitRZvQ0uFx0s(8-vbuas^far;o3{W~HbIT@r z*jsy<;8ofe3%>+d@VzJ>JfQAh9ZCXjI#&@ zAAUhgRtv8=r26tO!C;Dq^Fx8e;r38##r{=$*Joe(3Ssv5?_0Xg=ki+N#wqdR65p7i zg^|pHH+7#vh7$IzzwcOx7OdrmR*2XR=Rd1D)ry;s0&D3ICAo7lw?pziepn;Kg7Hgu zywj!}3RJif4FJEQ_~Q4$+tj!4YX%^<72VD{6+%T%7yrx@vsN=5Y1F%TQH5)K1*_5d z+DQ>}`Q%s<)_M2=A%$z|Tar~ebCuDOhhbRk_1!C%UQ~!yX}B)+(t0RLr}5u})$F37 zRD_SF4aPOj3m-$-sN-=Rw=V@gbqN@Gz5J7NVe*LpN!l=0vRBkWKe}u;+lYY2GNm%r z=f|!b)NKzchb$cIX>{*l{G#tEZb@hmw*1)pc9JrEGD)ouKVMl-xV3*-v;NvfAxCv^ z&1|%tLH*<9v9U7AIVp0jjL0NDuYC(0-RBfcr|BJ)qj1E1$d*#hgv^Wn<31cITYuce zye&>wca}3rZIiA;tX6c*U7*Re@%EeDfv7nenXvi)nl-I&>bBz9Cu?4aH>l^|@;Fn% z9d1deNFDar+8ZpDF~2YLDAzF6pK5p>g<6)nq()0+GCX9+L@U6!;7vQ0W9&R|uJ>8t zj3+!Zy{)NfvpwW`Uywa2s+Yzf-^f`Kb0|jr<#xkrg)AWp0gFL{W3SI-A+`5|VLCQ* z!~JZ_?)K=B6k)Ye4;!`*(v9Lq*`;%6jr#vS4G9nOn4 zqtBDC2e_@RNZY#@@`|4mYi3yW!~A`TN+JK-zG&+PugE`v&YMB6R;334M$NxQ1`o|C zCp9yNYFuJ@^lplWa04}7#o&vZu%H+;7ZCeolVY1_z1qGS?`nwedK^H}^^4j`- z%l*Sxi38PpL3pV1XkoAP@j(QxtF9So4Ho_DYo@!`4#YT@2w}ej z@>a{0UveQXF_0)r*YW3}a!iWQQV1<*qY`s*94pZPPYteRO8uv=4yxzr|Fph-3Hn-Q zjpA904Q#@nW}fcBRNE#f)Y%$z^PnH3A^f* zz7o{K%i2v{Rt9@R_DR^Ys@&#=Vc?4x72&&ZtEBS1ES25$sSv!9x0(^^C#0$_;9aok ztW09Y(gx$j3h6B2EQP3@m`OwrK50kd;QFOvy1pTERy$UDRx3vKDks%dc5$`T0BbRi zRqJ>?%cL3aNpf-1Oi^%ji@K@V+tmAlxZ{>YpBI(DJL`TR?aEkhn?rl3qVTX(g6U93 zHl%3$mayd0PlYNgXC->KWthaz`&Kj?=T|%y-PK{?!A}+s&YZhB95)6nD4lgRE~7{Z zl`bkge5E+L_o};ic(>)j&d2u_B2#Wdso~hG(fm6Jw~wCpLJ4+ZrpzgeZR6eJW+M7iJ7CCqHDSU^{=Nf4&yo+tguK#U|O; zq2GFnJrEwEk)vgfYo_d5YYA?hf584S>iM}PnUAQktv%hBy90~n!T^w^i1$_di|$@A z;CF|JPj7)7P8q&Py}3`Z);Bk`x0pd7xU84KKlJ_l=HamKans#|$#^5D{aIcnpeAnL7KVYn$V8V6T;Up~41v z(|Fa>uerFlhbArj8q0paCaIhIF6h&D{Q>(q-j{(@^v%(w3!*+ZZW=-x;UC}7#n(^^ z#V1P4y}1@a7O%kO{bDr!HMt%&MkPg<7rQl(1j4LRnf5vEdA%N{AP23vf2vY-ZFcM# zHxcLcOvRpiR3O1u_anN|CvZ>fz|S4h;i!t}hLk?d8fNq$k&v$IMEI9VS@ouJ56$1a z=ZKbYa6u1&^c`wC;dJMEV&YOrc3+T$ND5q6inPzVUxiRc!^^!e8S0CShYK>Nzl_qE ze3e~0Qq@;KbC!2u(gad8>?(*vt7nY8`t8W!Ztd%T`%$!T{<2D@<{Z@Y9Dz|sL8@$T z6I#l5&L7~RT<|2$BRMKG0ep)rfpAgSJD-mz-^tQa(Bj^@6iAn0Fng$EcmL0b`>`5; zd%=mCuVmb*^Yc)kE<0=w&DKo&qagd^=21dM^=@}Td+Pl)_a$_sv>sC^zvn>1J7C~TiUoa&6L?9XM@*pYB70EEIGrb2@D<9Eiy>-*QV$2?X^RC9I8jQN<{s@_rG z=M)Ovdd2-XH=I-{Wky*_a_*qw6I~m3_6v z(O>Y!6c0rh{{)}eFAFzEs&pD@TDAn&fRJ~ZLm|rqh1{Oe-7)C>L-nRIPw_y@o4vug zIvA)aNO>)v_kQi0;{U0B$vT-&S@=N+`-`SlG zXb#ZdLQpbolb^QzB!M3smGM`)G1uJ4qw9|;$cwLws^OrELrmd$ktq1F+j3cj-^W9W>CNX385^F@OeZTKx?Fz7zCYz^-h5U5mbX0i5FGX*?UF4$ z-VKZB{oCK6A-CWBr|PP0P@I$*BWREWBKcs3A9M_zUx}`MYMU(OlzUD8pacKoG*tzF z(kAdJorYMtMoVP?A1wV60OcDR>xy#e)c7NfjFx2Je!aKUE*Q&8f1uCki~B@Bv7?InT$hbg z42Ol^n{6DJ-RJQOXzREs=4I(6y?sB!)WnVTxKRp$ZnL@axmDHiEJA0)dqI)ET5}6( zT0n@m@uTo{joZ9?vYBZ~pZ`GWy(5WOV=86FX%pYBYJ~4%D9WVMN>K`B#{8d}M|$G= zd%wr-5ocsz+9xmjEPu2FL<=2K3>;h6g*Y9`zBc;LLAPmh^CqL~!hH0~DtpEFKKZTJ zEm4M>xQ}Q#BoBK1Vl!^-?kA^^bVT5_v-k(OJ9!Ib54U(ns#&X-0M9~~oRgj~5!|P* z#wGVzPCAWG2ds+Qm0xZJe1yF~nsi)K^DL>nD@9^Q1TzB? zTS)JXIPQBCQnSAWh{lD}li1J3=W?Q_$z#TwYsJ#N=HAwRw;9?NT@F__S}^!bYR#Hu zSVlhr1syHL2v3j3{dWp?vR+at`o+igpV0n;gv_@B@q?WpwerN4w!FXc@X39JbwF5{ zHyvzsaf=tbu__@xW;Rw(Ke6P&3>3j|&<%tYo8R^`2DZk>Av`w8!QVR%Q%kH3X1CA# zpJ}tl{_<9YEnBA#zFTeE;PQ&Ncy5W<7ec&d+FQ2?sXmhI`Q?|YYuk>JyvyHcP6Z;aC8!zEi=y1 zOEPLUXX)ugf1F`BDyS=aP#^+cW%mqvG!z>kj$}Zn@3hv44joc38J_8`Kiol0VZSdu z+!aIz9Q#!Q-aFT5@+a=VFK44{E0?hKmBleJ#i9PYH0`=jKJuyf+KcV3aQhntV^BEc zmv`KO&lmyn>i}?acHQLk5;G}mli19$KvMGHVcFJ*tL&N;Z#}p&c7HzbG-7%KpLFRO z-@QhW3-a|btTQW8tdn+!<;l07GOcr)atVM^?OhIbHXM+fpYoiR{3S8E^rG4Su<&;B zOWAW7H?%H&J@KcEAaH6t@C=byd^7{(57mh=Tc=9N0czVM+DF+wJFCpaW%c%|h2vuO zG6E3M63;eTk!<@-P75fs4sXwK6~c^~7cSvL(TG@(tF{UVKaLlh2_#p)CLi%wCH4MY z3utYw{iRp2Ykn*Mpho@17gYIdf1ykZwy=lYfcQtF$|Z$D*2ay;3s^nITh~H*NHK65 zsB7M8Us{O8s%nV_Ji)V*Za<*{(X7!HO0UWa7zeJD@KIj#kVgeKRgzD1p#uH&Q4sWk zDf*oVI#HN^{kys{FXL@TXz*9wXv}nTz^91F@>P4srQw&S7}PyxI)=g7O|2k*LD6Ns zR~!9B^o)*UuFZ3rfb<&cfvdk!EymspjGjZHmbf%Zh$FJfrjyb_Kr2bfmfiln_;@ZY z#%j{|u3)bOt{djCR?{nvxJf7VYbJJWB6ZO2!BC2bW4b;_av>Iw!Z7X>W!nHP=U-m2 zJ`Q}kpExX_SW3v)UY_5uo!(L|n(4q!b=Sve&$Y$4N)gp}-DJatu|q;}A783+eWh^! z^G1e1B@@LIG#U{YU%@1#zN2%tSAC;dc$~QwNyDm-n2D}Z9AraY3EGcG$a93jN1eEc{vq*MyAdCoFJ z2hZF0Kzmzx9=KhGC}qYXOcSY_kFj2bv`I>QA-+f=8J#OE!1@QYAmxX#y(M<7XM)tp z`;oNbpG?p64<;C<1c+K_$Z1YIObNbf0hP*Ioq29!5_ZV6wtUEym#Usar;;e@YT3DC z-CGoC5wCZ1o(W@U5+8%?1x?;rlr{<~J}ynslSyFTH6)n35_0V~+DyGE0@`vew=$t( z?zzvsy_I|ZAkt39D>+z4U#j%FJKdKNRuNwNk27}nO_?1k1By-G^SyY%12{`j@_t(Y zC8skgyrTu#_>ES}r4gz$G83(LidKEp2}NOT9a+O9RhS_=*;e;}gSmBax8?U0w7+9@Mw?f6%ln|b~kMuiUap@{sUt}dlG%Z`)siKwkA>=^MFPM zbtT34nuV*7l@Pq3NF6RxC2W%O0~xQKC<*oGj2wIK&T=G_74B4@m{{^d;9H&ws5dX{ zZsGoDn9jT>;kv&XKsbK_6CLQ%j+}Y%Nm+^UIdqk>?~oidG`MhPl*0$%gYUfm?SsF5 znFSxr>M&w>;7eGOHl971YwgV5MYYneix(%R4C#y;}W2{lY- z3+2c$cd)T|YTaH}Tb!8Ji2=x3gEBgI!3&4XA%76paNVNEX$Z z#{;ePhaejcm7u%12>sCGwmNf&tWn+JTA6%=x(KJIW0m#$h7LC9 zZQdK|Zb=U^bm|qsF1%W;RM%aZ95!tl*u9oUe7%@(`7}LR=kcMw_J*C3R!(31`cy+l zlOrlTc`-ZYsld+IZJP`pXOz-sj)K1E+MTv>FA;7YG$P{bf3x5TlzrX_36 z+7?69*Lf7mDPIk?7z(V6mZWgKAZh20i+>*Mf<>Y$)^iWlA|Y!rF5fPwN8hKafT)t6 zLY}|ra27Q`%9&6YhCJ>S->7x{%EF_o@q}wv>ikfy@7OaoeU!4;x46=vrO)KyUq>_w z2zF3gmIb(Wq?^(86=bzt>r&SAG+4f-rYF1Avv@ulgaQ_!AEZvJd2tsVXTwgDX3X-$ z1rfzm-{&JeNKzoo8&h6T5J7gZz=@2cG#KG%@=3$a1xuM^l5YCK(_)D&{$5p*#UCdY zlK`62efP!*15i<5Urz{7!0d`;Ezp}_=dJF2vs&s+n}S)?@hy(KU6XG%RRc^)^}zmb zitHcjOnSn$L8cAaL|(=I+kXZromaa=oq|OQsYqU4GY!ktD$*`j8HxH}&-c?by=RJ5 zViD;1|82vl)(gDcU%j_H;6W^HL1Bz)QC1oLmc6N>mYXxJ%qX!J-_GE+y7;MZar{Za z|LFvNR|{l}&cLYLjP8f6k`u2hBS&pb(jP=lRS&m;^#a-8BJJaR*}h?{Ufm$O_m8un zDf|RG6kn@~nef}43R(J_mJ1W6ITKjgqYwrEt&i8NYO%>nv%L8v(Ui?+`3jR0+g-Dl z1H2kQfQYICx~*W3rP$w|=V{>i%hl`e2TX|zyF-1?y1!*vJEId|1Jl>^><*)PR%sCp z2tY(9p&Xm1Bz}Hj$knT~WKJ-r{M)5eU_pncoC@JW$veN>5!6^HEV~n*H|=A1Jcl|q zT)KFz#N3umfiP;q;u$LZC-UL9^?9!W8tbQ5FZ@r*n&>v+lm|E4o?lM)*RTHfCdoV{ zCF>V`tNTyZ6dBk>@P_|)h5sY#5cIme_=_0u6Zw(xH*N;+0bReRv|-)$l8~*YA4_Sd zL9(c8F0-Iz1aJ<#dV+#OR1)}%p0vGgR2f~=cutI%FK^Bg`4`JB-kRc`h6kv#f7$u` zII``)(zwuf@?%UvAkxR|K^L+JypeBdrJDB^Q_9biQ=YyMEw?Hp}gm4v>1sF5UFzl1tfDEI_}~yTKHET8Z_?~~BxH1_iI0IE zh|lu#%TqTm7wgb3TlOT!HDdAKD|CxN0T?Ix87zTH)UN%(9Ra*2gRBOKbinwR6?X|R z{FcK0{3n``gCwo^R`r$li7o9+CiVa-lDoE$Qq`hsXT$m=cMV-ZADZMsA;P5h;%w!w zx$p)9uZ9KRVm7#c%1F}A91!A9`JfAH_Uy_Ki#}3Otm5$02IZ+^>SeP|W9XVi6Ik(z zq+-xISb__=Gcf~LFjxTz4g2f1$-oLhwl2K+L>BgyqUmVg&UN+`Q~g1kRl2ujb&VCs zla}a4?{)ZcX1I3OPRc!-bM~(NFxim`703$!f?MI|$EU5c-bD-wS2;|HCH96O`JF%> zN&-ss`10ib4$9H)n68}a-$DQHBs+W##CG)$nSt*88%{k!V;2{UK@F}UGEaxdJzF#i z_)oaT=fHxqNG!@uom-x)tDNw~_4FL<;d-jaj16i$A`!BGNgc3Yic8u~DCf>$v)aKPu)4M8 z@Try3a&I9a%3wI3YA1qOaI(>TRIh_phRMijFk7*-36PBq!_0tWPac5e#A$~aN!9yr z*KP4P19i?}igOrYLhst-^g^N~TpTfk6ukHw+(qn^)7 z4o+``H|yS|iUE~KfaJ_ffzzf7xClb*j}CBst!`-A}7 zv+XW2e0|=3S5{&{Oro$?3jtM=@w(H5MS{(Vme`)Q)P2DA4C;HdQZUteC$l4HFW%wM z-2pBm`o&|Aata>OOWyNhGw!2ID6)STmkLOj)-8C4wOSe5_{ZzF$c9W}^zr<0lg^zc}{_m2rSv&9GZ|Tj{oi z#T3V3?O@HF{^-p#6(FS<*SF%O5|w5zit|GOzP)+CUvUs&vcEG+s28-NUBms$D+ zds0MH?UL0W6(e?#@`xnR$SRBt=}O9J3E(ZY`L*%MBOC$1hft3-68Asw!T}!S5?*Es zE~0uTddRePslqQ7miqz3I$2~iuy=N^Gv+PyrGWfWyLWhXAIw&K$Qu;6kP z0KeUr0c#?U$hN2e=BL{9It*`-U!|-EQ5~yGZx#NOsDlTjxHBb2v4m}!+qS09dyVQr zm1CP_D67XERq4Yj19{0P$fr?=iR9o2CH^81U20Uyj1h)Wm}O^Ip05Yxtv0T}V^AmB zuwGx}z5FpWf->-Q0% zPj78Yeps06yPL*-E7d6&Ymr`10UTfGRbWw&UkdaI#QJLRd*PS09i2x$;=USdI(2c@ z)bWdX3aNIe+L`KYZO{-7k_nRpf@tI@TZsV$-Dzj{VPQbsx)y^AgM;Ap5 z05xOetb}g%(C_GAg)z|mCLqQdTFW$>7djKLFWyi zVM#t~ND`Y*y?|l3IGjg?nX)B^wH^R>hd9K)^wxxrOc^K%rN${P*K*jVX3d7AvbBMH zE;3EWmRJ$gzqy(kMeMa;J9mnlT|`pU1}CVO?z{E9 zRSfWmo^j~b!bg%b236Lx@s&&$)xqao^rtX6tn1$oL8Zy->BE1a+zv?}!MyVY=Qyv# zY^XY08xR+;G_izCN!UoZ@zBUqmhPtpCaP#aqsAg?XXDF*_F`$X^LVpx>R4>9@!)`Z zVL+8sS^_fO|GC<7-MNzRrN3rxj`s$z+Lt*yC~?3MMKgJU7B9rGCCTR=Q~d~VL=I1a z`k(8L9c?WHrlr`f5G-`BX$NW7+GtOI;L=Is3pArV-opCfEFDSfks(clNem~(s5tdA zx3JNxa@oZy+mUM%xi{|$U)q$a$-pO##Zu6ZMI9l5#I|gh5P)`MwjZ zJjk(TJcx>IIWkK6!mK;w(=h&tcAptOa>1JL-(*W-Tft{ef-9 zs1L$>&49&J)xdW|OGikUB=v4hwa@3G(8@5{#s=SE8^-ZlokHtatun%czVPhBLu{w< zox4ZAk?^Gdu@*#&=#Se4r-Gs>e7VWAevn(_Xxl=Sscde1cITQ3S`%HpxhG58hMQ+2 zY@dW%m3nUvC=}h!?t>O812TW@P^Uf!qXR85zd7~f_Z&@1m_ zJgG&Z)t>wA4sZjOl#?&jNeluM=Oh~Dw~ijC4ol2W?e2VLPlXf|P78S^GfWq34Rj*| z^C8vR)c#J#5(Ck&9p#!@0bmNv;>cBbclL+c5y*LS7u<({E%0(yU}4yf`M391m{F1t z7iT|7N+xP zfYE>=>&$h-jHkzZ4pK9GJ_i*O*tA8q=-{srR%p6&DPUzJYADzwmr zEpj^m?Oo6JXFJ2hV-P&&3OaOLKoYN)$r==RiLwTgz2}sB!ZZFAkoLxXLGt&Hi{6OS z&?oH$fZ+~rT8Pg?q0Tn3w_P>$UIg`+&)dM6k+Y?gZRL2cFQA*~n2s$nu#wjU@a6?@ zmd$J#ca*TC<%;=AIf(0KC*3udcRRc53q+stAy<_ua;`=F>xpIP4erjBw36ky2f3MS zGxc{q8e>8zX$9I|(+YZQK49|Iwmp|dkKr{@QXDi9Z8)^c?04hHStZB*;kExA!Kj%K z-P9&g5(J|UWYkrKoOg2BzAElqed-bl46_fjP>tR=!#jY}&k*X9z(rv93fBMz{8~&@ zy(k{K^*5QJ25Oznvt+Uzs8emB$WqF|6hW&<8m~gD9ni_lleM=y+^R>f_1%DbpQeN%pzsgl8?A})~LGEHHTjmRGS{KLhD=Hc4|_zi}~AE2hOd>`2v)a zXyh?*qyF)#YtHTOHJq=$f+H1!GYj%z?_kUsSK~g<{%B0}quXU7GH7sL9Uq`I^#WM3 zLH7JS=9>_&VgN)LQQ?j*tg@dNoWfE4z3|)*U3VhI6GC7^sq9meq zN%Vtsq)lgtZtQdbVk7FJ4`<$B;?fFI0eW^AU2oWM*xy;RV}q{V#SLqyGE-R713{%~ zWVjN^ltWM}`;{F&_>7Z8(j7BgtYwuP0P-?L>k^T2B%;J}ycbJP_acLls7=7gF~G+Z zDL+GODH*)}hataI0)A;zm5T}Ow`(Ngg$BZg zSqc-~RboR^-gREU`TLE8dqe=21g2VmV(BVSim5>r>F_hq*;*Q2iDI6W-S%zzv205% z5lX&AbK&+IzHe+s@^?-LiiKpRDsZOJHS2Kl#A(`-5e3sOa;i%7mCVP{A zk8-Eq-98HWPoMk$(cxHufHU2s=3)58uN}w z_pTo)JQKXB^HE#61k)WLk30uJDURdS%iwC@M|DM1P6NmVySd=rTeH0}Jq>PPLE+t{ z1xn}BWkoP2K#@#cr^q@62Jm{{vE(}eN4`vnIvbl{frojsNa+&vESY!jXGo`sdkQ1@ z8P^Olr2K+qDk96(Be&P5#D(vaxP$Iga;mPev$LlpeYhzv?qMu8ulRL zmhZ34S-u-@DN{8!>n?_lDGD(cs&hMu-=3F|UaFq? zhF$E|V6hLpHv+6^nnWdf1@7tCnQQdefPajE*yWCYCJu)*fo)x@_0h_ga+_MneGFU zBCcXZane=%q-iImUWiYHp6y3awXRxF>AGPHdjSthg~bFRYTsAXC5J#J(gz%xiR{A@ zjRr97F&3-h_yO+Fq-sx(sj9a>T8X9YueX6OK`{U!(JZ21P_>fA0~gznUMiM*9vxpZ zGQ{{D05*zcRT~;{2BsBCEP={n<}=KHBr9e5X~B^{%Tbd-jYH`XNCSPUbN{1N;FO`a zW?6x8s40>Ozh6zx(j=W_%b68Mwv=N}HG*!HA|@`hR;&|@49xk!xfRO&99=@j0WXEd zr)oW&2ghq5U*XdRYs#Y(`~H5;s88zhoI>rXVEByKzTdl_;nQgw*aECb6H~s9$m{ST zF~0ics|nm~OLp4HC-MDSeRkE#E3!nc*ql7sA;z}v)AP11bfb?a{iS=~c%|(|i@6K# z3nQ(s;bueG>sK(WW$9x`#|$3}z)=X)pnZy%#oY3rCC8d|f=LfMN_w_cpAx%6#h9CQ zvUlA5ZKgBHukS;u?8bWWsoMNDjA`^r1DWPovJ4~2#)!(1At=aRo?ZD;yi9yV%MeTP zAmv8L_aon@gC^vBg%Iu|_Y3y#|3>qG`NbegYKMdzOE7{MlzC#YC&lW#rsh*43JO)g zl^5f?6YsVWsWr}v%eXyDqbnbis9z${^_GBIk{6ADM7eBvis4#ShY=KcTPX$dvTA?9f4_{k3Vfxs?spNh#z(>E`No< z!$JTBy05*dkamAC19&MxVXdHNk;ZtB9KeOxkkyaYgMyg?I9~6GuOxch?f2aqa2{`Z8y2!^wHCTNR=r}_+hbdej7;d(9WaH(SZK@z4#cnjx*~APft)x~wF2sS32ge*@OUB%S||Xcp>keWCL|Uk1d367e<_6++;DBiR0R zpYD&rg0PAuuKv9~{tMA6g74s2vF^X{zwbc?Mt2G*PYXkQB9?$`f^99*r{-vW6mmX2ZdWTbgvO88f<@RM{wg>S18>aOBM|)N^ zCG7sct|aaN2Bh8wkn%=%-VsZzjNkcwXm+r#&+!2OV%^|XTO*VZd|Xx(w*D#vg6Zlvpc@mD6vSs{?buumNet z;!6KRdUr_}@W}ZQRiDbw)I7tdVy>e%luNQ=`-*BqHbJYJEO$ZgOEKV;oGX*!VKRdq ze66_)T3Qgt0Aum*4~RR!O8j931-k1EL106NFOagIR_n_pjy4+x9OBn+4eXzC!Y%d` zt$r=mtBhFW1zJlkfLe<{o%EDFfxlx6Ai~h-Kow9xzbr4s5eFE6dLu%^8!L($1}(%3 z;3ieh+Gf;mdKgM)S&$R2WY@MjQTeWKp_mOt%aR-5#?6ic7ux{6HJE|U4Ck{2;_RZ& zWIJye#R!Wd_z8mbTVIv=5mnfN%Tv3C?%6^DTVGPXD?2oCE?ZFE`Sj#)VGBD%w%+Lp09T#9pSNhNm|+I;9M<>)dpi|uq{-}Pp6@7~49 zXQ%)NYdX>HVguCDIF-dpX)W!rC;jDW(Cy}6spDKgx?;Rj-6_EIn)PqVCFIF zJ>5*H4y`El(B<5Y#{oCRq}RQrAb2dJIh*IIuV4LG-CgIoM>qic?%#61 zYz>r3uMdrEOcm@+pM4|UOLw}UleNyJN@*Gc$3G9?wZC;zoXs-(HOpI$QM|tu)M0bd zh3lhCq<-HG0Mlh8Q>PHcCNEv%2W+Q3O@ws=xg`Lg1s}dX?HqD>r3+0oW|GzVw*p0W z;xcr#Tt4LcX@JQ66t{5oZYySdVET&Nge`8D$o1X(&9!Vq-MbDhv`Fk(gIZ}Y&3N?*0qik@0uG%&4UdbR?#qhXrcr}Z~viscWl*y(64vFn;44qaEYp^ zhjgOXf0-qe&;egO^zg?4;F7>E6I8wvU5M2PZU^&W*1NBaAr}FGu?J=sg1voUheJ)F z_$cbi$J;kbJ@p8=pNjp>Uqx zl3r?%PC^#IwitB`XUQf9EaHtk^me@qXi(e$DpwGuA2M};u5WI6ZaskNaO30UUckbI z(1=Nc3{Er;+yzkGed&Q)4$;4wCI}S5WCEkEoBuEGEC1eg%?!S16QCchUqzIe>?)0A z9`k?+sf+2UKb`LqK6Y+NjwT_?j$5~nla87XK&}klS#ekW4GHBllalod&G%{pQ9Q_p zYjd@-ul^7X#%T;U^;FMaA7MH{5duWrjR?tjA>EH;q+rmk9Lt=Ov5X-~nhpF+g$A+^ zKRr#DzR8IZJC&eChNt(hY-(>5;(EpV7SbFBGG7rg^V3x^qW8eaNY!*4}SgR6DdT(_-DaB`RTz`a)?pverg%99;ajMoPq*_ zsZ)MqrA9{lPw`>I8TM{4na_l}Oi@OpU-`yYKBw|^+H4vgURs=V?Q?H#9H3|QD(+4mfhvt7L@|7 zYEOH-Xg=E-0=g?)Gv$#&IKIBlq%Vf1mMW{A3zKJRh`Id=F4VYoU21+r!{B&m*;i-X z?XWL*>?NP(vW}%ys`G1_GadLXx|*EvLr%Od)?LJF(-a4+1Pvx|B8}njBvJ(J)y6vH zq`K<__5Q6H0RjbC{{lYecdJ(b#kPhLd!TmzM8Z2^;F7hhpHc*Z>isHJqXtgt3=1=C0kiL43Qks#bWg!?x z)1YzwP#|B+3!e5>g>xPI0}AZ!9V&=w@Y5KWnSeB2`1ofdxBg?Z-+yKW!}KlnV&y*S z^92xS01$i%^r7MUR?NSO@%|C+auZ7f3!}W&tyz^$FGa98P_@AOf*`=fOd+<;7cK+w z7xazLVrhRCC84uD4aF_R#})W**P>2fmxKHl3t-j$@r5$wWM4Z)O9IP%jF-5T&SqxH z)Y0qza^KE*ENhy>a4K(c6BpB@Q^>&XyW>vC$S-2LNbExL*T|^-3m%cbq?X|cT?2Tm z8~lPyva<+YY9*vkKi{G&UbfHD=>KEyEyJoz+x}5vmLMoF3ZepnO`{lesDO%etVM$& z(p}OeprT-a2#A#AqPuehU8Hn_Ahqaj*yoKi@3Y@gj$?n=`@{Yp&zG5DSgg3$bzj$c z{_6ZhUKYUiz6*FWOt6CVdga(l%fy_8ZMY8x0J>2+zb$bjB0};+)K!dR;)qw{4)25; z;j%wQo~oPH?eu-nSi8O{>Ohe#J7T&ymjh)Asax7D=p@%)U}p7E@0ag!Y_oD`{D|{g zvXY;j*NA<;eP>9eY`I-M)eu~!Zb7@Y4`cl9{c{~bk+>X|C637dw8++U+)I8j~9xM{%E^CdQ@pp?L7Te`=e8gs9XLbJCAp>r&g!IZku^n0-dHUTKgnj)uuj0=nI2I<+jgONeAInJpZEU06M!S_*%|j)2q}fWcBQ{!z z0&keyO1+c6Y5OLhD=y{x^sxu0v}6NHa897KiFJXMyBw4l1Ft+u3S9GfI3 zFB|D|*xD^HiF1TpdEP^7^^?!e6Q`N=3u_;q?x?Iy?1A<<(&d!G39Fm=eouCSFW`t> z5NKNW$dlD8GdB}O>xC5;X+)iOv`uR?sOG`xDn*)xXfKo+*Ky)3OMJV zlN;ZWw-f($#ZAkm%wezplye21FL2=fUXin`C92(fj9q20l!{pg8!5ULcS?4Lyu?w` zxXVC3$=~2Bj|x6`u_PqNRD?q<-aI(&wpZYn3_T(w|iY8`v-CQCUmdFE3;$rzwCNHk*Sb?VKKVG;GU;&n#j(-AySX9SDi<1BdC zefjRt;v)10_OyAvl#DZ;jglb%tQF-4(gU9mP`mme_nTXUSc?Vo?ka@)XfzruzvBG# z*S7i5Jl710trzmPpBg$3yGD+H-kwW4=)7#1gl@($ePHvB@2(!Y9%8ZzZWTy6EJ!H zlOSw&@p<2^fQ>4UpS>nG1l7^~Kz%up@94B~6LD?3Y|{};doX4>)Bhcm;{(%0Rv5Mp z<~@ib(t_~tBkbxbAXV=XfuQEv3#_X%QrN% zeajl{UwA+0!RIOBN@Pvr=C2GrSExfw|1%x;jZ+IA^`5E7zPWn#nQqE%PpgyqSTnSR z^qaeZj&~LJdcGt?m(*t7fb7m5j^`sqQ_MD0GfUI;Sji4-_KUd=#!1y46VR;CkD!wm zDe-4>Ep)u^?Npu^+za$0-nBWAD-DNAv4VCk47!FI<)G`*+7FbuM;MByb9?H*bLJUQ z7MD_YbPtFr{$mT(2o3U8-8oenpu+7^g<~H;Ow&y*TiQ&j2p(^P6Fdi=v_BnnYtL2? z5xJH=7|5ci6hvpxx%$Qywx+|Z<03V~o;9Vk*$U4}0CF|UF^JSSYWwY$IIU>3c+cF8 znepPeMTMS|so3{5{c3!zaD1$?Dvv){hhoSOx}|rli5tzbcyiV*OgK1M$X00vVO(}Ae3 z5%XWR*-zL(rd>-FO* z9bd__pY7*c-J=jHG-JQZi4KC-^J{@j6uC+EH;G4(k6>96qFh!gmIM5Q%UyXU6$i@Q z#faVG16m_g^n#Dm<70&Uar-W~Va!yqY<41&LhVL@JHf4kF=UaGyMnQr zhR{r8VH(X2bEe$5$pQsFr2es`%PpJvr|gBxwO%CL)=(y1ofu2qSa^pW_ltL=!7{&^ zgHHH|T5JN+vFC1DwI#@(8s%Kq(%^Oyl*3POjb2b`LrxcEfBrDQ>S>roK4XV*c>nDs`%AEl1{; zGc&a8AQ~ZSl$^R8!BfCOWPBR&nmQo2gxH#3_R4Mdi9{fKh$*HW04pmn@oXg`~pWc5y=C)Apl@0i@l zL(9}?wQPV?LclB0xGfu}`$^k3k;lH*+tVQD=PI3UdVF?=mb7rr4N*q;A3%D?qNYDh z+5WB#xSGmc%j0lmCy?8`;E$z79@w^%v_-vI6Z8XIWv~%1&=`3xw%8Q|;2|1X&$YE( z$n_F+p^|G9JiMYR^^NJlcMnOwL@!%>8bJile2rEb+sF`lwgU;ka*b+gRS*_wJGu^x zo+Y7@=2qM04Zi0@ecCR|L6fFMkTOY=^9*lfoLkK@o*Za!Qb(Re;`uzQo`@u0dpDOR zX;VQgISE(_Ke&o|Ne&uV#B!1EcG{( z{_8`SHGw^t@M%SM%e_VM?|)E18ODFW`|j_53x5_1P&#MdtCPRJ_}{Pg0L;NPk(Uns z`r<#|Zln#o$5=XrJ*&>|-iGK4xFE-=FZ?Hn@n3H;kP}Kpn_EV|eEff2@+lyG3|^Jz zeshKP9^%oAI{8iubq!kYBSg}nSMNrj#Q*(d9_&PZ?3s7o6?ExCXY|0QadJwc?x&-i z>7a+i%aiBj58J}ud6NR8@QV1x6)FQjsUDDmpeo(4Ehz{)3!3FiWgyOfVB29Mewgn1 zRSxyss{k0hRfRY(X`YK2(>%uQb!%>!uAm=YgbnaK+Flxy4Vh12O03Ek8*gmnOOl+5NmiF89DgmM;u)6*(P*u7kW;YEe zx`^?~l(Xy47q0*`f%fNP}DN}c!r6yVr zmXFl`J_B5btI1vUS+?NQiWeQAQ`#I_$u;5QQM_f#rFg3+#lJo`+5cs0`E^(!%+(UR z{YLIrJ*0&9;>x!H1IDL+-PwWF%=@hSY;RmgIw$w_;-QJiW#yUowNvslPEqpn-z zR@fG+5Fwm4*=(t+O_g8<;kcMQ-kw|k-je>lC-Kh^R>dl^OM0K15~5Q{|N9I87X0@* z>@A`HgRaBa=^bd}-lNEm{m3}y_pih3KR-V9@Yx|;ogjj=saQk+6e8%5iRk~kmM*)crh5#>MmuPM_LUtzY6{i)GtfA*@K5^*ws`=rXuv0>gO6VAa!@ob@TUlV& zz3jUP>4lde)~X;x#I02I;cIb-d^UaIc!Q038)0Z)pS>Ll$5ZWee=$tc_l z!YK}jw@7`KSTK4K39lVRq&0q=h0KKGp(6A^kpJe^_TcA$g2L)CjZP_axqYp`_4Ok8 zwT~dP+PX2wXBf#LAshvCt`)J!(%bi1-Z%`$C$<2egw?P>)PEIAl8$pg1%?2=-w3Qr z*_%-DeWVMK6l9<52U5HQRK_`hOEoqN0;gISWMQK!^re-|$2INy+72DRRL-#o;CaEv zZ!^!f7vT-$`+^BD)37t0TXz#*kdg^6UFfv)pKs=W|JTToggR!!f|ct5j-Vp8&THkL zOnz%Q0gj&TL#G5g;Xtk(d1^LLS|V@cXW#Eo17sxwj;=3R^-4>zgLN?O)*^`G9;oG- z7$S`Al}B~Qk+|bfB;OZ>-BY`d-kJ~zyj2KiE9V@8X&oZqMf|=15}K&xnVEts+7JmT z$>V4%0H0%A$^uxQLVzai%fVbhlF>UPMsg@LB& zPz9$7?YTYPa(GF_^5;gm$l<7SOu3 z_zn%qRfMP%K=V`n>O0u0Dd%>fMBN>z6jGR50m_mGw29Xt&(V*Z>Gm;8hX~)pbfZMs zxY#Z5v4!36I)L&k0mGz3o}vuj=P95IMxpSyzPml^R!>MmuhXugd)OM%i$al9^4K{! z$wR2e@xYxf$QWCcTgdAuO+tq0HNmc8z!pY5$vH1U4t20$Pi{&rUy8>ON2NYF3lv>jfp-93wO8GVjyQLJ>UL%Pvs4rg6Rw{t9m|f6hb3etIsD$eUAYv4p zDi)i=V}_eX9SCNB5w$wf??bdE>BViYBj3n*I+Ii6yJ{M*SyUjV{!kM%4^>?q_itB{GEGNfqDe937vL_d@Q^ha=23O?4W zts>?`GAcIalKE=7BKI`MBW$8cI*>jo{oQnfpN1XNIO;{g|7BSaJ!lKTwVbj!j$GKo zWYmBpcZ|5Y0!UO3cD+ZAt23r*z!guu>5h%e&CLKxr9ia6alIdiEyP8eYD%kVBcEP; z3UP*+iAs!o>4!h7gR3!{8#P$cjV;e7nkx--qJyY@s|k6iPfc61oWLh+TMZm*;N)Q! z#Dof{OYQOwI;{9RK+{8E@9oltqt9?@XPYDJZH+mScZOR|`Oqy{gJeV%1hN-iqQXEl z)WH}62Mu{#Fc?h*%+T^Jfe{~mDx)A2K#nYXTzpPp<=!qWjr!7h=tK3TveQ2=yhkBZ zWP`(9SITW5E$~F-o3MI!q2ToYKt@KY4P^2t(1tuBTXSBMUCw|8okY=XE=}ly2b)^8 zD!>1$WR4}^0HFx+ii)fll}?R`JmBTC4p_j zD?i@KQjD(i(>RyHKB~c_bcMzOtqI{-S7B#Mb4txk*hV}g>e__1LaQUNMO#+rPj5o5 zc=)^0TZwmCH!%enHU137a0X1E71Nb_;cX zt~Ac?qS#%!fP&Hx0FN*LMt(!{oWf=;RLPaUet_qvIvaAc857t0wI?wR`iV{0f9dKUr| zBl9?)21Ab=?&yd!8h0e*iQmFQXmxfFxBQ{fa-V>E8k7c%$rxFDKIJ#KZ+VIj+GmKe z+_q_%kNV#S!T&TaEWF$wiBGDSmAezB@?;$+FWVzkCPeRkw7vMb%-=Q{&^#Ik!qoTb(+Bk@$b867siNagFpGfV{+oefro$ z=414#L`ul9?X7C!^;UAk!54rY`M4Rm1d5)%MVM{TH685gnbZ%gN-G_p-j5_=#}h6O%seAQecP)=QZxGM1sEuhz79aOrjB}rou&;E z_!86hNk{~ODK)g_v!Cq>tKRpfd2v8UDrx+~vq|r8rR`R)y`~*VYlFcN$j3ilSTMJ1 z;jNS$L40xDA!Ya5ae?SpXUjA9u1*kZUPW}&&X7ET{pgc;!_2CsIy#gyiY`lwt z_lGxk?--w(6 ziRI4fd)9~y1>OW-<80cjWAby##79`o2f>2#;Obfgr6`u?1*N-0$Fhe^1Q)L}8Th#E zXA&1~uTFMw31V@>h-3Ku=wvIwV@q*j=A++HSYCvca%6-DqVb;(e)^c{z~ z4=tsmXw9#wgM+ZC2ONf|NQN%GBw{}p89i_zLQ=D6gffPlxWsTw|x&{x|W<&vk=bpgjv@wS#X zDh$nsyvD)q{EX8K8BoEq7K2yhGN&=UB@}4Oj?9FZvHhk4cC4$2=dA!T_Ud2*FbF&% zE)@L}gZ-b|^`FvM=a3iGj?=NVk6F6aFD`F5=*0~Y7m(Sot|bq}i#ye_GH*aJoL_E` z&y$&^-a`Fj3lxA-y`*VmPqBHX;1SVCSD$3r_9E(M#eJsdAfsS=pBlMBAuvT%*U&1# z`0C?zQ?+!HwF)rO|5)IKmfOj2Tsz1UI{Df zfOWwgT7H0jrGCD<`dYh6l{6#2jX@BhE457t9BrBw9r1MEDuqoycV_6eKmcg`Vr;M$ z9uE?j?Yc95>_ex5o#@DhHhUW-UmoGar=;o@Lf!!!vZ3+RbeRhBTz1+^DtzHCl;(`Q z9nOc3Bt#cFOCI5=*pZ(#h>(eeG=EoaL=E>VnAqwBMCz6knayN-{qjR)%8qX_w~Ms? z!qcRDOu>gIpUQ$^D>>xVr|dfKBiS2=Wlo`9DT61@f%a9KyBAO@woO;MNld(GZc;+x z-&JeGPgij`=P*i$rZb$^GMfAY_=o0wR5j%`}$*IHbLB@??R(7N?y*)Wz z>FKC}?I>1APpB!N+#nHXB>qh|2fKHMC~;5Nb?ee+j-)X<(akcrmS>8NWYP;Ts7A|>#AjYmdzHfe=iTmmn{lmWv!Acc=!ZJw&V=ZXer#NJ zl)hrk)#0K!>-2Hd!F4eVPA&2~B%9>I=mX2J;wFjOh2N)S9${UN)GmSt0ga6(6MbOj7LQe918gU`WeIh@Z`^O%6Iz3 zh~PeHl=3!)|Jo=Gp+{zwPmwtXAj$06U2Cgf-q<8qu9?dRJ=|S$S>oW- zy!B*t^6`m}XWd1M31&Oy&j>c2BP`L5#|v@49sQ~TpwbWM%HDRSXco1D!g|az1hRcD zX|M8r9W~4F%p+rBdz{SPGjzSp9)0*eiei}S(fFo<1;zsh4PUR`q)|cU$K{9;?p$*I zR6HHF_{oNh-M5OaEd4M}=X@xtRG0B>+xOr0vk7QaXatdVfntq^T<~J|<)E6TF_u!d zAUYNUiUql21$EAc=fs9zYR7HcQ2hAROpjtX>pI~15foK-d~Lx`!b-RkDILVV?QgEn6|Y=Gg5j^!wd}Y0g)4zQyJ>+ciS%-2%gwIC0!n&KwUbB;xCL z;D^pz*nrs`PmD)97!|so`oAU9{V$~C3qpv5xcU$cD;D^{B%vNSW=^T#Zte4|Ojl3| zgyA7$=f5W)36@W4RsR!={J*!rhtUKlnnE6`0sW2xx)V+Tn7(sI-VTTIxiNcSIa~&GUlKu1&H%iHH?De8Ht*}g}+=Z#wv?gz19?6x^n(#zY^v>DX~V*BK^v_4Lx zTzH;#t1DHjr28GaszP^N6hqlfZ!$C%&EYpRnf~DO^9Do6zRHC=ys1vI=xjLGc0`8F zM04{gNrRfzv|G0MRwI(?xhARxE+hkI{dy9sqvoHqDeyI>SF1F;E-l9G?#8Sw#x2HO zx1Z5i-9anFNcG5;X~Twjy)`1Q`J-;EWKc4k+-ApXgSql(*wBG1uWkyIx|+An2Hf8{ z{Ac%IZsge#isj8xSNqmRmB7#)VUX7=pVRi`mrZmIc+ouRUcmGUOY~553?HK3|Jz~( zI*jMQfy5twKeI;+|GKGoXdqE!SjhYO#cKX{?Za{m9`Hb?@E6qa^*1Z%*xxf6ypoK#K#!J)8Jsct$!0$ z_ak6+k~J*1iNh#GtMvl)d)e*s;RM0f2w!<;2K<)N=3-opypjC&c2Zs3Tk6jR-n;yV zCRfYe>?r+c-n6~@vXheVkGe1Jqww+e+3Q{*DP}D9V-@$=RtezO#Rq=9=6_!}1+cR4 zpHH^glPCV}MMMcgJNA2RcTq_o#p9m@$?WsR62h++PyT1${nvlpLCCYf^k$ZQKASrM zp@G)^lSNs84i7(q=KoJH`oEqZCW{*X?f~2Se@y40c2KO8jNfO`62Pw=_C{O&_5q)e zAzqRy6Cj89{l#@BxSF=#?+82sfoGRF$QJ(ZY>@x?3aH#iul>&t|Ly_)kN(m{8~%s{ zr$BAjo~q%mN z(2xrDNp}NW6(-OJNf!zSv4Q;VSQrdBM27ygL()nUWsc>rL=ij-VDzq82wuCeuy9l4 z0Kk0!x%rvY1`X3Ru6l2f+emOm*efp3jAnR@rJvQ_6Q26}*#x6KdRdBK?X*qc?Qw>Ci3#f=36G&c5N4hbDt6{^W zX2bMLBgkGM!!kg!o zSTU&|7+{_i0wWhnO|-}e)Q>iV8?&L4FX=I1m6Mdd#>qyQK^DGlsW2Rp56F%*f{-Lh zDe(c4$w_V%%%XTEMZel1ST(zd%#i3BaKdpv6T!VuYh_W%$1$ z5&JzOVE#x4Sfvt~IZHxsA!<_KcFCxf+1}*k^y}NFF1Nkk0jpxK5#x`Q9w2C1VUpT? z9!wd~MvQL75FeyBnzF^OSvNPZyOSpbNkcG{%&M#t_m0DOp#-?W2en&XN{qM8qrn5D z1B*FP9?%l5FWkXjvg z$mkjhP2=94J5Ok!wBzYBg7vC|2UKW8sbih%;qkkxwOjBRwL(A;JE_>aI8Zn!8U6h zGFLeGDKpBvcwWK@Y=oM2Mb$sNw!ccgUXz+1Bq0wC6Q-6M-Gt1j8TJWK*QPwV`gf;OyaZ{<- zol8zVvytSiNn%g9twHK9o7V{rn{9SRRD`n8FbK(NX_GN>>Rn|?K`9xz2Hz@|V|1{d zjkqJb9c4Q-SH5YC#P|vLAHRI&n7hpK<-qf)2 zHBJnx$^I=n^4KEUxTKwzuC~R~^}HpGs2V|C8#qn;_BL=)8PajOmid9u{x{FCA1=Vv zk3LKF_3B-eqq0H_`1MkKGCT{Bp-P$-6(~EHr&CQ-KOg^1zxaSxR=0#l7mR@JfwS)v zdG>}&5Nddm7;BboUdpxoIyzZ{(YbvCJZqmlLxqP`Yh5fJA^(V__O-PNiqMi>KO0rIodT1fF1qj979dhy7Id$BR(XOld`3+HVcAQ>{{h-f5w}!P4-2^h@EKKsUk(K zd5yK%Z^1FY={uuE=o&=-OLqdJS$B~BtOSGtm?8hN*qnL zR!w4SYvSf1rg^+6@8O9iS;6@ySg({r(}UuFZ09>SDTmaNq1nh)tfg9=<g=bvcvlcaBwEI5}?q9N7ooHj(Y0b>S;cLYH)` zd9HWcQc9v2tr@4}?goKC-Kw!mi)3uw-xug%k$XS3N~(IHqY`IFTMf1pH&QWvf@#@I zNsaNiLt2{IvN>Tv)7V4z8Lx6O4=eYS0m#Ye=lJ=f1dBkd zt@!vzSnHlgm8aU9#gdqP{yo*DrLE^2Lj4^ z`8nnY4I(@cCsK8;pIc;PQD|D&H1SB`plRWD$=vBzY0@vP92vdCDnRdkUmYWo+ipmI9?g3vgglvb(m;FK=ql+{hT+h zD)jC12u@i^^Hk~}h29w0%!X6Vthmnv-IW`ZyP=4B>7_^QEZQ6#H|N6q7($JM3mvO* zQ_2@oJUdulM@440C$h*TvLDMqW^C6zYGYgKsxlKFWJCqFIbY8zGl;4loxDbJeIVIJ z!Xi8~a+%~crB2c(pN|L^vA$Eja4im^45o-i@l_1G3u;VXhpb$n~0PN zw$(IUOc53+PS9Prv9v~zRn1<6B>o&0k#|?4MLWaotszbC-a4eQ$L zOFX2BULO?2ik5IX$CJ;}Eagz54!I;AWK?NmJFQBf=EA9(`IijH?(H*#+Gx?wUI3BT z5o9K(N_j0vZmxbcw(f`62$NFgtqL8zK@%td&3G88ltuaFFT9w&0w~^Cx{7`m3*f8BBfci{Z5}zBq?^+HeaG|V4%0^Z zAjqe!2;Ddqm&>;ue-EpC(ewE7P?U|TGgI%LJ*V=SD*X#2vZ+QVVDS9QR6!s7**w#p z_7wEHv`mAxA>ucs5|KpMia2gMFjBwJQ^yMWnkOAjj&mP}0&9e}$f@m-E5e&{=(inS z;gGlJOj8sQcFK!9WPr*A_W$#Yb8hDBt<|056~c%#DDT+CIv)E>1l7S1F<<*Wx0xzYxgBh3Uh(2zDSQX z^1ZL-oC{>F8kMp=Dj%n%#)-l zY+()A1vcK~Iu*U?Bz7;b>UJt$!knnu-dOev3UA`p<6*nx0Lq{uzg0l}YlAA~3SJ_k z_1c2b7MR%UtpT{J38h*7vD;u>rdxGv*46I+UcA^~t#^a^Rl6&$4y~h+6Gb!L>P_yl zIC9yu;(nP-jq-&Y&tBGTssYavO`$*l3k~sD($323D64+MO)aM=W6^Pu(?AxQvT{XB znZK0P;V3P~!*FH1heQueXC)S^~lsrQXl4u8c|*Q;l# zT%VJKIJ#o_WEoKl?uRhM<25 zXI7DL>u-kZL%}=aLvE0mIQ`;EgGIk<4_rk;eN+fCy3U?L*-On7`bK-&=S#FsOS&61 zB0Jw3s_H_n^!fgQd-X1Sbdq@OhIxsrS>eQm;6HZ|F4U}aV(0~YVR;bFTFdpD(7wGI z`TD`YuKYxC`I{{YgPp+=O`m^w-WU_JMsI6FWFH@co4hc}o<;+G-4?QBk513LV-Zam zoPx^n0q88_)#F^1Z{FHmmzwy*5UAtrIRIH?R?E+oCC`5IUVGl1vhk(|m??d-aoToj z6U<$*AXa&w+_VslCRbpB8j5DMZ|r!EMlNzgDnjt~Ox73jlX=?l+i+qIe^~OkaieB# zlX^tU#iuQBB9&5%e@p&|V6qu<0CH>SjH_SNUn4znisZDT1?a?rHn1{+_j5-rU z$RJ3LQ&B#aX(nz;_VEHvw0#FR!y)OSt-Z_lUI^=YG^m{!pHJ2;L)Zc2aSt@-8V6r; z92B19C3{0ltrNiLN3<+%d2l8er#oKEMs+IrD}$ijTt?@Tk z_l17D_ZKizbrIMYhD&MV&nOe>i*V^NVB_Xt;)CY&1HHMVbENx{S=59?O{YH|)H{uB z^-;S-%>UP|zX}z?AMDyHLD!8s9u#tKKZ^jjxcgJRr}{T@-ckxoUBaZEO)f0|>JzVU znw*w18xbmkI_R8V*%z(MZI%68C7+PYzNgKFPv`O4Z=QD#rVBXyi8mF^uW1 zIyk*{&8RgU7sOVygPd0Ylu{yW8Z#GH;}ZJl=Z+{77;$WR?;Sgf>1dO`cGOK2RvG(F zeBM?i z>2ak|;s<>dU3No}4TqN9UHL7C76-*Ja9}&Ru_emKO~((U0ct>pZ&WvI%utAxL_lSp z7bCU7J$6KryG6hW$oeMjR(QNp z>1~M#+j0%6FUo}6k=Dy~SImEp?}{>gM(Bt`Qu|Q!?xLxn;%#WV(pbC?*Wy794n~>F zm-_bO&cK#w_Q?zeC}w+61WY4=5& zf3Iw?YS+_JidqV~Qx#b`>w)}-nloA5`mbw8^xebjt5yQn{qIt{On)?eN4E3!epqCDQ3 z{f-JNgjDkXU=a83DA9lR=uhhKfWpswr}le`XJHjt{}8*fpB;^<4<69M(J=qpO8~+Y zdW2Lvdok2-KlTGIBSE;CrN8e#@9AIU)Q_jIO6d8%N&Px;>gQ|T$%6;j_*o17{%a6r zx(%%1*q3LILifAQh?Oi}{loC@0dxW)K7`b~EpxR6$^QG@2W>{oJO5n@drRS?&+uV@ z?xECrL`*^<<(Lf^Z1*0B2UOUk$@;>GSq~Ve3iTip(5BhNFLMa;6fCxTVd#!{SFu>n z3&@vd7zRrK^S2$>crok#e9IWy+5W!eT|lTer1t|K9>BfAc>tYjf(-dqbT5ES_MopI zWFCO4rgjRXqM3;C2cSniAYrU~jKWu7Q#Gn|@hhA|;##(qfKf{*qIN1ms4fOwurhG2 zlvXetsb7blC<7GdJrHco&c(%*&lm9f+cEMfe11RDAn7o~^ktS0yiw1iDx}Mu0ykJj z8y3?8pUMD6JY>Q&t(x3Th_-t(L)Vi)N{I|9%WH!~4YemJ_j11i@NUi^V3!RXLG(k0 ztpZFm-$k`tagzJ`zg>M+a*-Mo4Sdat=+RWJ_&)(URegE!r>_32>HBqbinuB9P-L*lUsK+{yBS4SNVjNQ z>ONk+(oFP+^I$eQMGaA=4Hyfitv6wUP0+EM=g(ftJB_|pL&F!G)Rfi%>59>AB3>8_ikBdIF6B_a}+ z2G!qWTnNpoPS&x8GEJA3sdYZBXojE1oCDK00g}@mR549&2Z}+tS!}TfMt(gQ{_)F< z)4grF04W}B>WjQDz?yuAXr;f}Y}%=n{dK|l!(x#uoG?k;L{_;14lGne5o|R;mH1DW z!C1WR=Gc3t$dm!&0!V1duq|Z_8k9?SKx|Z#)D~J954^V#&rZdp4vhDBlmnPzsCFtr z8fRc9%rc>aX^{dSJqL_-jtjRq-K)Wm(N78FOARYFX;$dz*|3pL_aIg_B+ieGE?RU6 z2HH$vMv5@GYcQE&fn!ltMsQwi@>`6r8}6Teaf?L`XjhCC8~ZC*0YUj}E@5@Sylj>i zJs4O9XvzmqBPXvYnmj=;_Q*h`5$pEdTLd2Cu$lQc6kKf+TG_peReIu?2`e%N8zcxl zH!Zs`1O^^yP`MUN%b`Y%?MZ&AB&-YVcbty(rL`#m14vhxYzfY2T6jsv)7_e=*mr@< zeRD8t;I?WjnW%B{vu+?$>B&WnOZ-z@Td8$0imHF=v0&E;Z0=Tv8Z_WrNb16?uxC~`7l{AflW+M>40R!pBu}TT| z2-m7yR|`&bf%dW>%o@`S#|LXUevOj~c>t(JCJ;h(nw_#Isw?6)>NbYuX)m_MCmWqV zVI0keh1g1xyd0_FcIg^T(AGggU#I7Tt@{dw-f^?;R4~I9-s@ZC&|ca^xdNX8%#?>ek!5lWVj4_;!EVu=wM>M*G!EqWfhck75XQB?vtBq{KZB`%Y>% zst{vR9<`lAmn)8(hF$VL$o(>q4LTJJnf0TiUa7*9m=gtviLPe`p~3s!TyweB&J%IC z1aKrZZ!(&#q0SOYbO%^tk2$yF5QY|nD5l8Jf<($T^?tCfNyUoz3od-=+;OC8R~g=v zA9$9D&C#IcfuTpV(;zvp)Dz3Dk}P?(y7jW^ev6l7#Ow@#D#I@J+?HeC z=3ow`C}OltK}RBt&SA5{uHixP)uGL21D(NRolp=AW4hpUdI-8lJ3S#S*L6Ki+%Q69 zBj8w@$BMvTjA!dIF5ptp1+S2pF+|M)vCh`lJ}Rq;RXpkw-WWey1o{|hTCqcmY?ZF1 zzmA?k&be19ur{-n>ps6!&xvr+d>EAV)SPT8>B(Pk@*6@Rmisao>2jZyvL0n@UDo3b z>_Z6en%u*}a_a{*r!J|WEA?qMn~x(TL=8rf2_qfSj@wceVNHy3LKO$)z?etbB0n06 z6Wo8n7IIdto}}9)z4)B2^i}<3hS^9xWF`~2Fq=i%)chLLA{>@U^(FyAD;BF;KOJPh z9K~*=Pwd5M#qKE&!XD4#!l6{5(q<{s$_bP6@>FOykU%xvumrP3Xf2bW;ED5_PP}H= z{8vy@llS6MTgO`5c2I_M<-v=8Nh*w=@qi>C>oA%3mrlFVVg%NK8nGcXW^8qZBWD^a zv)r`>YD5(P_Vq78-{o#6WhKXT*TMt?JC`ZItIbq@ZW?tYO)eJdwZh=@?kiZYCW*NA z4ir6w%O^?p0l;>SFcEAAi=#yr;LtkAX3QtA*glUWz@kBN|AqPzdQr8k!f%EJtJ+A@ ziaubGo_OvvGKb_?qM!s6aDBRMFVGwh8MO6Sl!$RWZJr7TsWczUh5S{D&gA+W#gx`K z2&9WZcW{S6e{q5O)YybqgPO|T(X_F!O~SFYCA>Lx#q@|Voa0$=22|54zw_EhzT|dL z&U2W{FWL16aeUG(4Y?vP=u4~C;0R7Z_&_-1vu8vaUz)_YXh49t9ng2(P*2X{FB@+| z`sNhWwwHp^o4hF+0YvWnzIB`vTqbld4JL67NTZEyYk-jd514 zAql>giLKQTFDIpI))eW%a?cqM;A6?&3_T(HR1fJ$_3&Zqp-0!+L>mYjkO^jFaY@yg zM1Kie(ARCWxh8!T)F~&h_b5T+Gl-bQ9@GMsdRMx0O~cZh1_F$v8LhsY=DgPp`V_Xp zd%>JDod9eEOk?7tP83bVg&{EpSx7>9-j+r=}MHuI#3q`QaDwzhB{x%d7+h+URzKcY9*Yz^Z>Ksr6WHc%u zaKct46JUv$XaGLY)AR@F9~+=%sHH2D$MPHZ!M(p}9r=;n-LcI-ja>p-KYKw+Gr z*5y5|_+dHJNkv+*)G$^c}9opL2=i?d^X*{{q(ZIX7pH8*;9F$JdP4owT z->g!7LB_rm*j0yc?br2RfCm_Qj$YcYVNQiTz9HvIgY)k@Ap(!9@Bo>kSAF+`ldYry zcSsGl9Q~;{`DKeE{d5-|5E{vMXur2;412aUurAuaZHeHEkcJ1e{84}Zcl|nY%4r-0 z+`(A?!}@-}gduEE;TH@j_SuC=e}uxVqaiR{N4w8;zJvH$uHLXdzTaEyK!Azv6Z)n5 zUFT3l4t+4R>h}!{M7&*qZ~FiIr4XqR>R$z4WF++;I0`zmzoFmY%5RF+U#v!Os!-~g ze6RFIv{J3~pQs&E2PwphACqzqu$Z*m^Y`9; zI*Bl>7KG?AvA=~2`+iq?1jF-Wx1M^Za3r&THN+9c9jb;dqI zM61wC2jS)wE#+Ie|43_WsQJ3Pnu|4j!)@0)@3 z%C);+Vpk_G6^|1m?h@kvuYqs)BB_a6{%IoregA_)26n&yA$(WuRpsrxUMs(Pn41S3v7|8=)W`yqEIM}A zYDAEIy&W1yV@Qvzpu4E5{-)rGW$(GF`NE5dm>;Hj z5380ZJ9>~x8o( z_G~g5*1&{-H+AP<48Jo-pZYCTF8T!7gNMF;fMbXQBy%qZ-H9pEp^pn1GFV{T0DX@w zIp{O;w%D4tq%Oc9>dxqxcMm!5)7$$UsBie~&Mzhk#T3g&v54*DQfIaD49YlomIG?+Fb>?2qR&F6jLN}OVN-_&&V8R zE8HDHOo}j9#k(Flc%!x?JxFbqKBJPZ3`yNKChBZP1uMg?Rx!{2Afexi_XTD}h zHx%-8l+(2OK)m@bUF!DTQH3VU?aK+8byH~c?0~hXF5H4yThq_kQqy5&b^(-a z0AN`b6dpx7Nk8@av_Ddm65phNM-=6qlSR~vlSGTEsD6cnwR9v=+lPX|2rf=G$lwI+ zUO@HK1+zq?PxP^dMd?fpefHBV<0_u>G|g#4uX|SE0@2rVt7FR7ARfxB=9E)%t)nm^ zt4HT~HlBRz`J)tx(};7og`#H~0nb8RLR zFrha?YRM$n)_{=E2ggWQkJfIs`9MF)Sie4Wggb`jk8Ne+_^pA6@6{>pou+Bc_-Em+SSpmqUn z5Gz^*q(L-ceJ&1bdwPDr+<8HMx`zu*dqb z_3l>ImOtGzP<}2ao*_Q3X&%?D$HAs4rnZWz&)4EiY249qIp+PM%byTUHf_z!Hm@@i zj4#H$OI6EB0&(Sq+;F$ZW;&o-irnxsE{x*ges&9+Yr{re$SfbT(A`RJa?R@ncn$1d zPbJ@v$DzwyUF;*qBLMw0$+8~KQ*>9S4LpQpiP2D9{QEo2)D%5mRN3IUz!**2AyG#1 zWZgA|GUIK~4C_p1=TG~xM>7oH%jwUmGJ0;x{Q3ppVBe_Vn3Ej)M#8t+sY{7bFUYTw zo7UBn69Ly0r<2<9Gy6`Zi>f2n5X{-RZ(V_rl|?>ql(-6pLaaRs+pIIy+uGo!V{}=1 z-D3tGO1lQWF_TM83E#2h+dst-Ok_kG2khR@zTTnhmQTM=LCU0q&SpNP5JkTB zhE6zN?F})rbv`gO*PYiaoFL&*^TbO!v-}EV1TBU{%_T|Dr%|Q-^A4GD5~64}p&eB2 zdI4UJ!U{_S!ZwXNavTo8mjmYqtTjz!rI!0P2j#(8lz=*T<-gq_m4#(0MdCz$PW zcN9J$5_HYtWzp@*HS2^?9kYODBd3G<8&BOZn z*m#ZMVI*5kP^6!g)%mQjs5lcNTnan4jX8{w(Ln>3S1Vwsh*whO7yMW7w|y+*nUGY_M?f#N<<&jE$GrPGqmPcUZOj=( zi||-4QPJtx{t)LLNyU_&$>jc)*eOZnG*00$i%!gJl#x4F^|ptD)kBu<=+Zc-Vwcp_ zHZysj41{|1!iK}za}+)hZ(irp+li|p4ouq9JL*#$nR^lN3v{qZwA9V?u+yuY8Q)lL zF^m~lJ=R%$)&GD9r?)f2F_>Qk!}Axcbbp-n{})91hQ`=<%T?D`HgF`{2NS7A_y41 zx30s}&kvn61+2o&rs;_jO`oczR!3W6n6;EC_Il-y+b^U7mc?cPP5zDT7VD@&zFp&5 zmy^I@VVZ^B*2e&K7T9@t+3QofDDz=qqNB<6ebf*~&GoVUhpqwn5HPSCy@fcN3%KS5nV@(ee!ymxmmYa?( zBI@R)dkBJ;t9`r!#&Qj0pup3cDWW+#qS~5sz?O2yuV*YyNe?Hec18lS-Wq+AlHSrC z+M4cSNT(0w`G)N-JSCW3{SxZVNt9S8$cO0;e3E7Zsfat2f{$Rj3SYWT%>Vv7PX}QW zH1~FkTu7nb$*q}_)NtsWH$q>{1p}K3{tKygp(L{1Tbk+t*P#vG9!?_y+Z^oX&A>^= z=E`{>l5EJ9KWuSURl1##l|&n`7~E?9HFAq4Kp|DPpxPs8{~W9^E%KjLIDzP_P(O+0 zxrIO->YUgF6&h6W$$`yk73}*T8o9QZx+}-g&84!fo|f{~i!CsO7*wi!&>B#w zC>SQ0$Z~cO!QeN+xg}Bcnjf5x#DRa6CjH>%8c8x@_nCeqW|k0 zI7-)d;_?5Z*8M+f-T&V#%jaQY(?3hnz-V#`_&;Uw25wLzq$SG~rY^NSs9L>SIeuKL zj*)!C^qP{--w2Fs`WSxm?)O=lkS9@JC%mLBIF=NvXy=oJ4>QjGw0d`F{CHO#E&Tt2 z`aXZ#Gq4Tp1S*vUjLz2iA1LiXan#jU{>V4#!4I60nX39$vWqYc_BdbODY9?|lBdGo zMrwo1k0?9`RfBv0C=6z0jyfHsC}!DIJOwLSjQ{_hegB8%dV}U1{e2x<;EFMvxiF!a z4G2d&R5?CVgVU^Xh1Nr%@4YsX*y*hpKq)G{xvu> zRG9GssMqIcaaXxCvf>8C*gI`D*$)II8RCq=?BE|{o=+hy4}wAhzMVZ{-?-Aa#Q;rr z?U!GHMlzdt^_cK%%d;gqh#&&~b?=_U-W4+V2bN#)$t$!W-5xV(Sluv&Y527h^O(sD zd|X?e#{Y1z50~j?TPAP&6ahP<>eG+2tXbO}?9;pE`RL+R|AWPkWPEjdg06HE_kbVO~V@ZFqxf|gLU|RkrblALT61hFtl$E(cGszEQz>@nk0z}Sh=6pcw z+JX0=W<+t`{Gd(D*A`_(&9bvL^z#VnDxF-o)rFi%k^H$GmZv!Q;yEZzcM%4w_TKPW zK}0K-z; z?7UdXq!0GgX6whh=VDmS7T8#kln!TWWIyPD-f!G|b;}U(^nfNvy!LKB?3A^F#~9DIijCH!UI>YVYrsEAM%TBPa6H4eKN7 zlHdpOwl>$gd>Ht;^J!`V*avvybF-jjSz&_MB^BTl%ynNOgn`in|yPF51A z$#1QdZLNtGL1^#XxU`*zB$$5jrrJZcIekHE{%=tH znTc*L#|qCk+~hu*zA_fNZ#L~*CHtt$OXEf0s)l$KQ;nDd>|+Ni;1J$|K)rS7i8_Ey zHc_hLhCF1}Ce_`&aarQj@5LWpe0=0cie_IT(UBQ6i2n&>`2=*hII9{5aD!S?#xuxu%+kR*Rh+T6*yUGG^3I317kh5_%*LG8^+H%4JK20yr|-GMZ-<0_2nC>dO*Y#AuE za|He(o{_71b%xnHEHtA!yQumJ4}DVnnR}JjRvV?SU{m##l*F_(e&}6t9bvnYi&$EL zeb0GRV&(?;(rKI3uK63Br_D$-sN@*6rf4`Fs4x20J><*dQM}aUeKwYDFboSWD$`?l zjFqaM1G@O#422H{QzX6!koZs|CLL$f)?%|}= ziCgGH-m2_q#D&u9bu_Ycu>O6)&wr#HCL4aOVfqO`g*Np*c{hGltq^W_GH?6i=4DJ~ zU|MJ@`^;Eqwb2B4IBh z&_scIY_k4hIEt*m_yVW2)3;a0Gke|!mOnR>|3V4qmv5IMNeln+?PV;Pf<`|_O|%WN zoC-S6+ARW~Tz5-P_zW5IyHo$MbNCUEwLRs%WhFGTEy zDoIzSVO0MJ91sLr#1FM7yKBztmll_Cw#@zg5@ftJ$MO92j=$M`j&OP6 zUFsKcy-Ec!zS3kF2~bTB&|55O(<^c%t#~gzWW-&n%=hv;GVB7Mz-4nNNQc?<1W?*^Ht*266L~g6xG($c$;M#{fMchs7rPb{<{BY{|?Yx-fyJ+ z`^Z4E`(1v+*BwAe9X!D-viZqgymPeP7kpsV`i8+J;AI+*RMh3X*#yeb_x@6*IVNq~ zbbCdhR${O14?OiF4W#|)`xn7T=!h|yCViN4>u-3YjIPJ_tv~XARK5&nKBXG2MW3QU z15Z54_1BN!zGtTi``vH>XdDQOZPhfwigX#qCph0;Q=onzOlhKZwv*pYLtvOs_oIjU z%nG<2=iV!E`g-8A@D>~<`ZX$y0zL^V>||+d4tli~u^;hPJ64`7gx4*+&^bNIL|zGL zcV}Tve$;RZ*@zJjr-X=nMFs&k#s!rGs)z4x9%i@)1rpVIq6+cb^(;;G7mKy;aC)T` z(#~~YHk8JU0v?Ydn7;=cpW=n%8vG+`%eqf}YM_lfD;GARio#^*;@e`+#7_i5(2Ky2 z=4|T@fMNQ16)!C#C$99u;Sitq&q}3^tqY94+dnqoFIxA_(R{SnYmI(!p}Q}yW2OM| zTu>%TQM4Ze-x)_m5(dh4EA}$56_p4_{r)et)QEZt7&H}C;7b11_%N2}+%1b?q`Q5NHZh(j` z!n9B%PRVThO0cqgp<~{GV0w&8U!2S{X3vPPZbuewDi4?~F_T|Z<2jsHJ&C(D%>P0U^9hu0NO#n1PDN#1t#ZvJPRUIkz;*(b^F1a3kLF%OMGMNXmTK z;;KH!{_VStf&A9=DbBOJkaSP~Vd+uZn$!o{W_Qb?<;ozeU9dFUkKgX=1FYO{h2YEy z%J3hxooK)K~{O zS;jT6A-=DbJn_tL15#)TaVP;73$*LZg^p!dyYfd|t^h8}|8<6#{Yu)iiChAz1Qtfn~ZLthw!95D(~!V1ko@bksIswR0&Jk%_ zK>cgwt1S2%_0Rf-7&!^nOAQ$IjmKq>rLxt~!wRPH32dXtjlrv)Lpag<@ah|8BxivA zvOemALX6Wa9xCN!8&42uz5*a@`Xfd>y#{o=p~hU1U|67K`}}~?FhM)b4#&i)RSf3#39B{6u$jD3>NDcCYA;ALGN)S=+-67N*= z?DO&}7axn;%?RF+<@-gJ`%ah^;zCWUpnf$Gy;|vU&00ivICW(idKJt-tKsw@SWS*P z$?pe%1HblyOJPtGT?g+9IIL7Ei%OYE_ZDQ~>N@-+elG)!^bzWuCS&fA+Tlh@gGy$hqv~imD0&PK|#vH@MS> zw%-7)3hV`XzJ}z1oP)cm0;G1$Loqf*K}_kjVA?m5&dtC?^DkOHz$mkH*sO+T&xf_a zP=f?Ti}__6wLf8-?NZVM3&`}5!t@i#8K1`p!$giVFWOh$JN(I0`k!}Q?Dn4K44qzV z(p~!T*yHlbo&f=Uh&M8c;#~9{V3eA8Bh78)uj4#G}-3K=278*b?F5x`2tc))`bfSMltX`XonfQX8`4nVUm}+EJU55hD;>I`oVey z^e1eDiwr^(!Dl|0_XsS_skavZ_VNH06FjDTtwAwlq%4|QX@?OYfzS~X^EAM-Wpuq! zO3foOvvJ|T+(?H5ced4cy@>2{3ttPrmu6S3;qAit+$yrhU1%?9*5R%Tq~2t6qKMXc zJcIZ)QdC0IFhX6-yzWpxoYU+)}xo+6e6qA$Bv)-hvf?@UFqQMlYxp%)Htl-hhb`V-1Z6_;S0_nR6J zx-aNVMfHvoNKU4RuMZgJRi%x2fDgaeHHwSDQps8iFutOLBTzVc^0sxJ2L2YStzKTn zhT(YCb&d#nwi)PPJK&Ui@VjNp1Yj#`++(EJVZ3<%F&4BGQ(esE+<-w1i`?1G?d_g= zfX;<1#D*aw8&{8l)M?bmB*}-C$#O)N82~d9w1lo1tuAd?-;F(b1_#XNdD#fvre|qL zCPghb{<&ova{xJRrw92CQ^3{^m>W9@k9=<9#uAT~lUyz(^fJu5tLvQ?A*-!d*Sr5K zy=~f+Bbwjwx51L0Vb)LYHIW3jmqmBath)#M>dV>H#pHx7jZX-M!bPpWHn1TeSVs#N z)hgoXX$l4U-IvMI8W~pyw2{pCqTu)t%M12jjK2*6ShQCCjaah#!}GXu_KF#ZWBU_#mi;?ES&Y@)xg> zJ}1S2fSxHvQls=^o9T@Oa^E^N7wS@rhv8nvt1FF^LaR}vna^91C4!zo$(vhOHxFgy zM#R%6R z7Ha!?1sjIgQr_6>lJ)wUx{{=-$6G-i1+`yUin$^^=J0kbVq0ZlbNFFa(Ym%^cb}^| zhMO1fQy=<9?-{o%DiEWdaZfm?C0=F(*m338#-z((tJOVc`5+EKm z@%NDGJQte>YV-8C+dy*ac@6@a0)a6qQ}#Kr@&~L!NafvqDdqE2sMId-iBmjOPL|_! zmCA@y=`CHEN0#P--W0TrxiB~K@y2?EpiFy&>?Zhd$|g?Wd)MhX0xgW7a1neC=cuLhDX}P8n%%wZv`lMINelHmK&{;tZDq+cof&m|EP}w) z3=Ecs&<$V4MRSrLSCt+VdiPBzeq)Q5G5=cY#hUnEVHw%eM%JZu>G~Bb0@?obr19?} zBBsm~D`#HK%k5r*l56Mys_H`BAme>lz+?`!flb%#i1C_LL~@|eKj!d}obp!1>`w5c z$6Oq;1OZg=0TE~V!2Wh{U+u{n`;NRb}dIG=VS*^V(|4$6b3n|K&PydLR`kkl*U*k^aMzV~UnN8-k=D|p-eYCf<{ z?oiE10E%BB3)k|`CXQmyZa^!mLD7ChQ<2TP1yl`#Pdk(+ItXtRCVgEhG z>>_F0h+~u)E>OwORH&aX>F+p^p%D^q;tD0m3?`vWC=lYt<|&_ZQ0%I2+xbu!S@Qvn zD%i`1d%j{#{?&qCiR~3DMJYG&fYH+>O>(1L-AZGp`s8G~cngq`B|4|b#keSu$#j7I zTmI4`2OlLd97BM@6i>ku!?~a3SvROeIH*;_Z>-jh2fQZiC)~g6hvN!Gu$084*i;y5X%xjS!6lk`LQPMUW5-Xl&>U2_Ed{JytYzoE zLA6W@fd^=O5#;7@9a!_9;rq=pcR1O#dF}S}3qm@v8rTp@NvWC+lP|(54+kgaZ0S50 z;D6??!d*J-67DJyh^|!j44qBse(!)fle)I}fjZ4YVr+S0jXN5MCGLGsHG@_Um%@JI z4u67qAhU>zgMsvXJU0IVp(RP-voEz>99{6Mv%3c~J&fs7Fgt>;?-%X1mrt@9`ywaH zOq-&b^79!A(_|h(lo9hVFP&`o+n&`;x z$!u^*VRQkQv2YdAI21g;f$VKn@}xgg&F-(aMQ3%4@GiE|%0o(i!i(yH(BoszOu`_g zpv(NVWa*OC@&=N=W>np78RI&xRJArLE%%#Tpla=7J9DC z2A|?es@HJ_ACW&>3O;?cYc-T7op$LSRhfTI@vUL@$v<_Axk&qH{ffYv-w6^NIuCxG zA9i7;V-If&%aE=N&pqKGX6hN&>aj?;2I_DbW-<_e*SYRNgjn`9job&WN{jEaRBYE~ zY1OoU8B45L37zoxC`z&U&TR`LJdp*lR|VJI1WJs+Gyxg;@q_a`{cfeFX=9_|*46B< z_s`OhHLXnpgL4nhn>I%F8E}a2gj4>0N)z)0TdjMvVqU7T1tJDdZN*U-uPTsK#!e|} zJSnx}D)~|&y4tuGXu5Xv`nLOjGh_q1*NUNPOg;@J6LZ|AFzt9r;)@t~3!7G;>AHj) zN!edCCD*{K%&0AkvuG~-1z;ao2-xmeQAzdSP8dz!ak*t?v172D!O7Qx+F3cIqV~GPU;ZFLk&`h5` zaz~O(Gc=0lXSrO%r_fwjj1f~W;P2f80sbe7v1UnpV~Y#rqhHA`X&sgflr6eym5);N z2!hnjlA1t9>6sW?mSG5?vRz$Gu70EHxEoWwZub2bewOG!-ZK=7`W7lZ!e@ zwp3odT>%QrlqDN&qPT}trubIc4HP-K6x^qO`BrK~h&~dU0yq?Xg zKdM%iRJX>`(#dONAcl9*ewU5O8Rg>2PbcEH1YXanpO{+~KA*PzSpDSEVMSNzH3?m% z_)}V6SBR%HgZa!(kTP!#&pK;sl1$3nSPqFr+3r-N^WZkOx9xf$ly6R#&s1>|WGGbk zIqo2&>OJ1eweOmC>FqfVX?fA|1hV&87AiJa`_oCu198Y5;_!qjU9iAX3gBUusuA=j zqdvxGnc&>P-oH?0zK@H@cPszXsN6ven`_fnIdVniGQz|>+skl2Z3nrLUwn|%y2A9y zKw*U_wfs@adSL-NMC-hMAJ;GzQ;YVh2nOa{hpy>-77M8)c)c&Oi7nU&)Se-h0_?rJ|UjN?lMgg6*g~Z&*LF3)T%^>*#M(%n~m@Z3!$wWyYB(Na5;XdW9oa~x4-D9q`{1PHrTGTRp%tD|D8 zUW|IQpW{+2@57dhCaDP_U#P?gb{}}DUaqly%=9^};ZVSZ{~<2=BP44RU+G~SJ1$3t ziP|vp9y`aY%2~B`w{jkZiVr0yFKJDp5a)73{LU1=+m!o`8Nl3|_ZOGPwSf5>Q^J$9@96b|)0k(Wj&Q_JLjvlM|&Z=}^yaP*90+ zgyP}MNoV;$@q^0XOry)_5$wgb^GV`?Zhh)!PH4{yi464G-%eVJ2sywj5n6O=x(o@E zv3&}8xuv?}M+tI8oA-d2&ztX1(kplM*G{$4M`ZI`-UQJ-8?}U!mCXDB?2=sY9Rj7XOP`_neTcM3IyiZe^gD&BPm1iQ(|MOF)v7~YJal@+=yW{S8 zXs#!k=|IE4dzW(!Z(5;e-fK$>pXL%0QSh9l<#l zLZ>BGUWtVGn8z8{){F$yb$_~_imW}}KA7kA9!k1JcCMW!G>KP-DDrp9G*USh-MoY&p5hZ>fv@KS!yfs2Qoq6!i)8hH*)9$5I7VlVDgy0>x>rl9fCvKwC z-8oj<9lpD;#Ctg0nFvN&)hhxaQj2^4a~*Cq;!FK<-JU`O-x%f%i-+o&AoG)c3$Z-E zh`Cz;2HFL`?-a*Z%)^UJ1PWnUO)9zP#G#qsYBS)zB5GCMpjM#|x$8MtFS^yeZ)uZ*GJZcsB~gQU z>~R-#rNb28Le8kl-WT=f^-`X?P4Diq@emW=;x#Q?(z@oq6me?v;n?0r%5&b-^K&e7 z#=#5kzoGUpW)d&3-TX-K)#U0y<2?QxHO>RH-I{f6*L^2kBL4i?Xxy9&v)RU8ID+QU ztC8k@14X&6*i0@Xofrq#O0u-aWbVk~xa{61UAD#mJfC+UMham0WaZ@pB8LA&|tMCdZL=|r@n$bude)d{dkc_7)3L87gH@) z+fysJZYSZPD)LjaG`Xfjc{yv&@z0MXysewV=PdAnEluOenY$_aPOU0N=ZP)a<%TVB zDq^che*%sQG$DTEy9Ws#S*KgBMG537ReFp)m)7v0avLjjN-ODq$$3H}@JAR;vlEK7 zaNO;BXLsI?{Z~J>c(TBHzi7wx@(<7v5`XWgo`|ERdzHu=(bC)@r4SyIoG=aj+^+|wyBB5{vBCnI*7q0nyT!v%@b$+m zAVo}hHLiv>tZ9t@SW~v=zcv0P>*IIF`5X2U$;p>qZuZi)IQY}XD>)5ppI3Js4mAB4 z;!NL}WI(OzJp>(+Yvp%~izE}C*Cqbjz4}?MfT=mW!$vVU+0296@T)_4BCZ7Q(la=5 z&YLpV^I-8P9{D^PwcY}SN@Pw`-GzrR_=%kp{l?PtKIA42NPH zG;$4FE+Ru4na`if$8PWqkCNdWMqL?l$ys)^5ZMS52xaL+ZsAf^j}z-F+nlzN=9Dp8EuQ*TzDw#> zH>y}OyswV=sF3Kx4e#gPs?&e*eV|Q8bGycuXrv3nd;1eTe`|hlsC^fG5SGzo<3n?A zd`3QaK9y^a34`O5W~u$D^4H>D&b~TCJ_4Vq5+%`>>aK?5&6pPPFX__u87h zEgG+~LZmxUXptc3D5V4#oBs7T8YH1+?R3xG zg^-_VT2~OkPFjHTUw&R}*B&J7d`YY@M zf7_ISLB$SCGr9iO=Efu}nsX7-4%4R@EcNnW-t9nJI(TLgRgk{(H;S>bLR3GfJaotE zJ-QD8ia~?{ zFby`MmMIhjp3Jrl*B60u7-y@c?l4SsN_dAr0RceZd|1$Ss)FVgu=ss`FIQbi;r4mJ zG`Y=ODfU-l$iZ)WJ>g1rAlg`{Y1Rug)s6w=r~4TNhXLpD1G31eHWLCA!Va(*`u9)i zSB}4W0~lLf8`eJD7Z?QTAF~rnA?aum7AwDb9RL2rc9gs}x$MnNOIlz8v~TGI+n*Qnl8w#W@}9i4Att1aca#Mh|6(HTrMD z_%(D1@dKfU$^tx|l)>%%*WH_ zVwm4gd&hW>ADn0%h?z)K>3z~?Q~bv2SXiE< zOMQYZwl2)&^U_vLDyche$35aKtoVCZd!w$~io|LxVTS_kW))fXyR5wGPXJhaf(~H_2a&zLOHhtij#kya?B0+pAD2(;YT;G9`K_ zbP8_1A?R(+S>vlCU<3TfJM8J}-GeC}(;xZNmi#w>AOvqA+mW5k7wcdOdee{qSp}8D z^^uVc#ozxCtItxK!aSV^WS+00JCxqN^yqg0{3~-G*qb5GS41mro@^i`0*~qo6hK4J z^B6ThJo>(iLh^tZqUOP_sNi|07lzst_F1pn#D#ybo**BId3^M*wkBeu)Y{fnr}@Ex zN=bFjeRGag>Do_F{(j+5O+DICfWTnz8@&(gmu%$rm!g_>jG^-FIx3I??j!Agk1_qN z6b1C*bc!2Ac9Sx+hx|lVjW}U%TGS<@F@ZGg=fRBh*SR?jmBU6W?5|)siu74P9N+VB zSH`PTIb;w1T&e$68F}XHPExLhQP~92(c@8Ti~<5-{o*>@nx;FCIN_B{Ha^>dAbodg zZfCynIRc;439=e%3c?K@{q^k;V_Tu9wsV6;akp1sz$&b`h~G(2`ZbW2GJU2U*g1d~ zS2EQ<-#!%t?2X!w{JoYwR}za))sE+)WePWzCr7q168U8J=o9&e=1$&jpR9Aim z7V?r3`m&A7z_Gpi*d-%*F$wW1*N=`P4bgUBZc2Z&p8D_C0t}!g=+LzX<4kmL2nNRb z2~?MEZ90S6)?c>%5h9SAhgDl9vF`wSSlNELPd5MhH*ulAX%(pw;W#WxC4s#$GO5@9 zjbe-tluEc)LIe}Tx(N7!@0)lj{&rk!zj{Tex@-brIm{y~iW4xc)Tarv9Y273XO`K- z_jjjMI3ZvHJO%qku3eW=EtoApi3Q(Gv}kn~!Y@Sp$S=4oBk{RGxto#4~@0PPvzwYWMZ&I6g#vRd%w z6p-|8pljm!{a`~l59|%Hp^GWl+Cr(MK>q8r`{`&n4pQ$)U@bl2xBWd>g_v-llG#Xw zwbGM{phYsQ{A4dkBw*}BzDaEl&4FiTx;W8+_TyU6kxalMQ|F<@1I0G?4qQ;M*CZl2 zaQX%|KgqtZ{i}WG8!&^g_3gR`boi$5kML>lZ>$+vrFHPed-5p;(*&cZUK=wbnb6FhA<9W9rJ}J z{6|7pPdR`KXHP!6iA4{4tLtmY=0#hsu2nk$eHDG zkT3??d@9_g1l&RSBD?RUpT=KY4#@5 zN3k8R`p5EJEEAR8X;`>%lfl7a0ekU*RKy4}e=H&f_M@EUA#VaE&sj(R>7?%@dw2yv z-+2K8(uw=ja1om(K+Bk+lB)hAO|5(sdHw?7!VDOo{5aT@WW0BE-E?1sRopF6teTw^+`T%d2C`*&-@Tr$^xTk$x`a{AyMucO zlpuL^wo!5;>}6K45n)CSx%=ngpto2>jhfaPwDj7y!?vt5Jgf5*&)A-6KEf&U<>2;5 zi24Y7FRWem)8q=9tIJGbs@DyB&JZRzTs4GY&gn5)I1<$*vp_D36Le|%Dj7}<*`m&B zRQ<>#2FZee5;{cD8puIgD#aQmu@Hjfqo9wrI?cCky^u6l2L{->sJ}M*^csh{9 zEfhnEYI!5Zg`r|taXu-1MHw_1S(&{b_a-@G=Vi>`XAN!0MCDmBPAMt`^(~RK8Ppo> zT?`yfLXAip?_fOd@yt#*Qq16=k}9Rs;sK87u2lRzc4?ztT{Jl=W)^8nH9Tdur}FwtN{FLO;R#2Pmt#i zE52|u+oNt4zG~soJ2?Vg_zR?JOR;k`xT zIukmbzFi3qMP+xXM3wXdY;IN+rhZJ{UC#E6JQrbO zm4jQ>n-y4DnEi9QiJjSlV7_oc=*DF8d5}A%u<`rS2ExjLeN$hb>L5i|Q8=MMk=e}& zwlL^4Ruj9-26@)w+$<4R6%1d^zsp|f8I-czS+<<~C>CXm1x^+~u{&8)0CwKpL9#9H zRDC5e9PM3>dgHIR0MZs*Ejmga5%QD}D~9=wf2|ZwxoUMRLu?6zRDE9k zBHsx6m*u*tFoL0KruBSF3VB-5dtki| zooShsZ_ue}n4QsC+_28sASNAL_nNBwbDdtTP>khEq`@ti>NmC0asgg)k&Ssy(Rmpg(Q|;oWWwHNbcDqk~cCch5X^M)fe(B2ZYshJFZ|4mi&6ksLiJN`6;ZFP+Tu# z8a`R(UC7fF>Sm6~B%612hUE#VUtp{&EOK?ZA5bwalvtDp3MLWz2%wSlp2%jOD*_B^ zDlDm?jLo-y`N74~9JHbIH&s6-r<=+WddMf|T)vKUM>Tj(W+~t37VdUaIdLCTigyHa=& zqX?Y-e%zd$(?zAJoYLAl34sb}6GoGv$R-}^q286@L6ovcVz-R)AbPD(d2k--H1sRn zbEC}mx>)7Su3^Doq2c%XVTlyOo&2DrxpWWFrZw22<_hbTf3_DXfIG|%dY9H~BuH@J zw47>QQMG4B!0(h$yqlMoY&jO|us=e&IWv>{2Enuy2?yVV2H?}?q7H~rt{rG})FJ8T zf?;wyhOi-E8_{G)7M`uVpNq+(^@*zM&xT8-J73gof!~r*x<|oO+;5TsT){7K)lQ@9 z8TAJ;HM8ozYPuE6W#&Ek^#?QwNcearzR&4JTYNCV{^CJGx~tY+R&JH za+Z$^RzkE}bj&+udj4}z^GyC2$J=X6cU0w77)p$*)8%qb6ZZ!e%R?GtFzs%z$q%OPt}`9}bDmR{56_E6NNgX=-|1%P19Ag1r&JqPB%5TV9N0KsIG(?B9Qn_<;P#MbUNKGG9NtG>vez|Se<%-| zUm&nw_05W+wN*W+Qqm={MsX}mWZgx-E&4mIr<%~^)zTcTP-y+*Zf&PXi;ZfJBqrjK zXRjsc__0JSe2Ys|d&!-dAkpFS4%gaR-De8rvqBQ6LVhzPcb98Xbpy?5`U7hRZ@h%! zRTFhw$~zt%mSE-6G3(4%$NZy{687U=gSkY*56G>xZT^TfTp#ae!Plt;9|(M^=;)&> zQSocez(GT#>)O?B%CC<+okV}~)ZZO=M#=itm0Rwek|m?#A6QU~xHHDRMz*a}KUG34 z1zcaoMTCmiriv6YDk|RxmT$jZ>~!*pA}P^HTxVMR=5;>ZPg4zF@L?8g#fK$&dowmc zKEdRJ13{#Qk2CZtk+rEjaa3<^uf0jKT2=6-UB;i(U+-+kk4SI8G{~$$G}lu-EB7lw zj#kC(=ED2jaN>fRC{bAB@NTzKw!2{Kb)y8XmY%Bj7OXg}LD#e`*f4nNA<)s% zbBm~(OlF%iymouHAESV+ktdn$%#A^qK~(zZ9_Gy1Sh~&%wefcYbwB+rRyKqB``DnG zee0M@vg`S=I#wMbXF+fdx-ukaqmQ?0~|FQkKleqn8VAUBKpzXK!+|$yf zcsodLllVkUtupX(B2PCJFTwD>>p3KF?{2Zg;gjF8rM&ktO-|he!#qi=_^+ zQ*&t2W#~k_QvvM0pH9PQy(0Z4Nu;GOAi4VGx#wu6ElM5fLqxj)ulkhej#!BU1o`M2 zmbP)b;!%LozN_!d<}d z@${LOhV^&_^`XLf;S4x2Q4Wv81L?6##CBm^HI4mJD)->in!D_LU}E(6E%EnJ>H%%0 z9Z&x}5{>|s$?c}SiloVch2x7{;S+-Ru|eaW5oxbb|Oo;wwaFzZ_|W`PjZ(E#r^$V&!a9-Ij8v z-faKZDT>5tCAN2uE5?hDm?P;Drb8ruI|cR0QXU0 zA}?#xJGOk9EA(Vv|5|wUNdecf?M{b)0G`&gyQ^e2pd~51_uRWt9t<);fn7Qe$jkya zwM^4ET{0z$!$;U~OqhoP57bt{TaRfQdwiGWx)4ND{pCZl$0vnFSi9H`^rf1*rRe58P}sDUb$1YDmNM{F1a64jpVa^ z2FiiWBz~AFzpXU+J0spK2y&)yGeV=4iN9alSaIMr__r?*|DIDNJD+7-ckF+0wqhuX zsGp*<0`6M{tk@@NP0ykbZjAN}H*~@VG%p<4J`v+xoa-w9EaxgV+O+zY&(y4pbX zj^n~)*-=<8HOs2K>3l+bpk2oT$20*nIW*GI5D-M$Z)R3Lpfm<_H0Hd zs-&cY;Fjz4A;rHN{&eTIeK+-f8TCe}cG(nj)l6!-_sH?RIp5dALV*ur^nyw>(OKQH99)pqkb}Uil$x=H@P!qt zufk(B8D43i53qVW=Es1eB-osc+)(c3U0+7#d`Ojp{6dl^o`mq`&x?a_Y{SBH&Mz`C z&L8HPtPjZRE$ABE)Imv|=RAdjhl5&DQ_TXC8-vtvk|v?K8&tQ(B|P15JiTD3n_iL2 z`$OgTEl+3GiMFhqNRIqy&F<3VOD{^J2&!kdn|LyEOtcEMX85jg?bt>+s@vldvaWm1 zJ?~1#3N|qd{s^hNMm(4{gcye#MgkaLeB$fsOR6c#?47BnkJ$k+hp5Oxbz|Hsmts&L zGWkpF6t`mGJ{{|uk*v*$4bU>1gjhfwpVCgAb0;1n_1j8jvut-CGIZy%qd&(iRCSAC z-Y#4pg4sC}*y-2O#Q_HB!Ux115JCnI1}v@@8YrVs5DwhFh;Nn=Y#^7dZiqS#0XH14 zXThQMc4-m^Cx?THdGT8O1Uv35`yB#L(U_1t{qdI9X*@R%O=rc(Ch`!7wCWlf9A>Xy zzN^NcGZ_aO89tnoKIF=EC@Ip*Z5WUEL^lPjolcLGEl=W}>~2)xk%8_hOf5VTGQ++aS5 zluYT_?5@wRg0T}-Z9N&frRXU5?|+?R_Cz+xKnrKJ87ghk3>;O7yfl{68bs}L?Z`=M zMFjh`j3`UoO(}~%rUko+Z4p|JK(tmCo)F+9rkXYa)@uUFEr*!-P1Sd*hu=oBwGvec z+77!eaRZ5e5hw1aN^-jXfi)_|PQmqe()<*NMHN-|XC^K1rQ0HUUh7mhg3b7Qk)En$ zUnrP1kDk>O1T+Wxp|kgX+IJ&X7ga;rvBxjB!*f8SfL1|(;BlVLJu!FlRmp#E+Z%bJ zoc&ulg(#8j{Jy~J?#MQk{WHIAK{4}J^Sn8-JObuJyZosoQ@+O;fX-Cdsb>U zMK+i9L04U$>ay}X!G{E3Gk8k%OaNkgPORiX?J=ZN#~!GLqRg7Sg0Xe*go$r3&%-Gx z@qesd4T3xbQhi$=rj7MZ!yA{bgu;4y??JMZ(lg(H{%`36MVVS!4?bVlDa)jOVehse z1*azLpU-h!fFks12g5%aPf6N#+a_5g-;gv4Mqua49O>*O9=`wlKCyKQz!M!?1NBuL zCa3pL4)j(jMp$orQ%E>g%h;rRPi;?vF-IX|oyUG|t;lGXUJJzQ+jfHfAyjYWDce}+ zzB3ZcgZ{phJLl?&R?1n2;FkLdktE%A$6Y21XN{XUjSj*8W(uG`-qA%qqtM+v%Y+4p z2FRd2tN1*9YjW%Pxa|JsDhAIc71dtY=ps6iZdA27(hea-DS80RvZ~Ic_g)ch{Eb4y z-Iy&F>HhEM8MZ=kRJLG^_H8J6cn(CC25@t9UN>Fjy#kijq+u&u#{a$o+i%1j?~kY_ z1mD+7_===Aj7QGMe1I3D$d6J7ioFR?1U2&>1sWuPY4dj>ZqvV8d1xGOAgJ+xCSKD( z3reI3gahXN`ut1_So@Q{SAHT3RPl4`C{=>f&CHh_V6i10nH+T*nn<5uyZtF9X0_xr5u=i4Tg7R ztFY5Tc#PsbIzM<4Ruw~2A(&Kyppl)R)eWR(WNKffX`9R=arR>P2V@$i1$ofP7I(Aw zqW}sW7Bx5zJ2uBnqV9l)*%`Fy@QSEavkkQ2kdr+ofe@#p&f&!hW_nF78(a(X5Dy29u?3E6m6e)|kL z|3CKLI;!e*?-vCWQBXi76@+EdDj=zV1xhI0rF1t)mkU$`R2r0&?wWKNfRuD2DBVam z=lh`h-FvSEcf8}?d&W3ty!#)A$^_>8{hr?wpY%h`(}{1He)SLjZSWPBQ|i2ZgphN4 z+cp`wE)X3}2>lGc1o6%bLju`hdp;xn9_0u!u6dB8TnkwR;-|vOc|;^oZvKyK{l87u zXsnv6L_#>aH5f_@`y9UiNsg@L1*Nr9Y69?GSnlzA{u)~GVgazHDaS`maJAa3E4C_w zR6t8}{p16#sD%5JK^myoW6C9qckl0Z5r~6o$Oiv&71nz_=;;5rFT%yCBBU$YueV6^ z1w1^W+$Rk2_MRxK_XM4;xjeU!Gqy$Z?`HUA4i+mV1-)Wcay z15z95p%ROq%5ZP(3^(etvV20SUb@t-)Ypi@O;E4{DTB0Wx{Svl=_S!v>m~pE_viR$n(JoKe4TGmcs| zv!}oZ(GCRJy*Y&g0mu3v>bhv?jYu#1$x9C`Lz)oztLC&8Yu^pY){Js2Y#JLiy|O)8 zK`OoH%6`uif13!Tk7#Q9v&-0@t};jIJDf70`qg;gh(i7VA9@51YU^v!AeA#PU=_oSGCz~GgH#cxVgktUrhqkIRNG#m z7!;KO-r}q9ty$a_Bl4g{ONH$gXbjJy9FD%ioI0S_G387k^vMOLz4HVzk!@PXvm8hmvMC1Cbs4+kn0@^rC2YirIVoOTzE)9nEr_7j6lj^njr>2fN{Yv882Xq zsYq`)lEWh`jf94bnNdfL`;pNMm7Hveph{5{aVyAldHsliaUM3?MOe0)10I)9L{zd( zDwbUajJ9vP8Iw>t+C#(tV6wv+Rfsx?4_$4W6vtB25{E<5U^UOuor+C_jhx~zq@bMf z_44`RPQ(X)i$E3a7e#~B$(2oAA-LoV5$2EE9-R<{fzOQ`zcay%rVsbNbl7Y-jZtMd zxW`Gw-$7{YJF9jDkamqK0K=s$&dH^B<(w?GW}BOAx#Z0Owg#?`xbYC=ug2+hxjw3V z3RD3)NQ(u-!I~voVZjN+c5zslZq0B|G{;ucI>9KAq#j?X7v?s(SSy{O98!*UURk zB*q&;ijpzNP^U4~i+1Ml9fgFHGUtlm%!~mRJl~4$N&2*mx-#~Ye#sIa5TmsR2q|P~ zKBvz{#kn?>pkvRf^(ft5pEMdMcLgf7XXqGe>)^~RkMZ#eEp})ry#X0iGpi7gvcuN4 zE-PjfpkWK~r^@%qR4AUc3;Iw|ei0z@HG$$;qzC$5aimPv(R>&2g2qPLNUyCg#rerT zu_uit9C$){qQ83l7C4*V6fnbncL{Bt9p0rFsdEEsc^%gMKSXe!(mWZ!E?WKJWdzxA zEZJ-Dc{y=U`+{yY8BS=rgce<27;?=37*ztrm@*a*1=b=E%LI&JvR3aMrMU669x|?` zxU4|L%!p9Pgm`kDXO@3}Sr7F1R&$k!;zn#ha4SyKsYI9Tz-yqQMnR_bsYXr9fJk>3 zJK?r2b?3p9Tr`lqTw>B+id$ooK=M4xS?07oNaNZejEpnPEmhGIrybN#^5=t7=g;FC z62Yb)vTQ!z!{UJfI-usNh8v+pC(`f3GeMU}y({v0`3)|AFP#a+(JLFa=$yiGYwTbW zD_tplV@g~Z5pHjr|IHGB_!Z!=|2D=agoXBL*oY%+xIeh}83f?3!3{WVMRnk}UQq{o zsUj*u^P1zbaLzbe0N-TO?`bkJ(gmk+{l09AjV9cMAs>NxmWRVW&uhhHv1CHZ*YT1R zYw=kkOg|i9Nl5Ol_&$=Y6(Dx{C?DfSr>~T?)s@v0E!1%kP${0lP2sRyi#+xA6TC#N zUNA9)W;wQj2D=l~gfb4?!c~;9zAYBZ_aQfC>4HeeCw-Ke z7f z8s&t|r$pNNfA9%V9i7q7pI~9cN>*YbO*xhaCy~#`B-e1;TnRaiJhMy#N+x^I5)a8- zW=n}O5!}6CMknID7t)CDk>pn*Pgzo)L zjWuzEoB`kRA-d?CdrPJdQiP|X3;}vm>~fQ*!u|)t_*rVCWk+oC*QUlyO%-EBq$`I& zE}aX{X&o+x)Ue~OCjvT)gK^SPC^GM`zZCw_h08g|cnH7fuZKxo3jY1*K*1P4 zj#qMX3tfL4L&g}>p>v-GoG-?Ox@G84&)K=Nu(FY)*zUB}G_vp!ma{VF3Uf-Qt)??2 zkGRUG;!(dsUyG?NVOybUfqCp?jyO3r1Z1A-d2}1klVMH5KZ=Zuv3#~8QFKG|n!fNw zkvGG;J2QWbOO4^(q79~|>F!{Q_cM{gBN$!Vf6gLbOuk$fI&^Z|yu#B_fVLkt^E(^l zk#>~~-y@H9n382*l$evDK9OV`$>S$A>I~g(h7>ed$G%P;cvq@wI!9!Tz<}5ZA)A?A zZmy)p1$FC}YH>W}UhS=}(Tb+U5toV``M6RZ9M{MNX<&f_N^bIXQj-Zk8y+}eMR&Rv zZ+@`vBF!Blyx?4Zo^WJm>&ex{*0)MYFlR`rPc6fpj^L5MKK|Y>TDzc1;}iRyBX}qp z&M3~lNjzQlfE=j=nsePdeSNORT&7V%p<)6{T#Jsxr8V{9#H(~rjaGa)N7)EQI~~{W zcHh}dr8T%Z>D5hdX|W~eEvd(45?#b|Z?3Ry{T`v{e(2a)_pR&S9RW#s9agEsDWtu+ z^1SBBs$CV|vzb~~;4?VBf9W$wRqJU7W~D<wVcm=b`7yMQgyfmFqN=f_yg3y-=Qo?^UuuyxUiOCwVR<*_%y(_BG%Nx_4DOb)AZ%9o<}8h-v4L z7EtcOprSScYXiOjXYq0+vD{#IhmUYuNL%>;Z9W^LVH87jPbir`HN=yMX2v*158lc7 zm~OmqnFHLtaStPmk(|2Eai#Bdq%C~T$g+vs^t^pG4HUg;fVwCGd`DmzJ$9^3?@`8h zFv?!88m^VX=P+hvt_?c>bAcXu=B4zS z-#@3RJGbZA$@Vf#$Id$kLph8lSQP@k^FX9n(A|`jF~}2;5;sY!2}brMl`G2tabwVg zH(wQlmDLR~d=ofX6Q*;JF72f$xZz@?=~3Qw0Lb`)7YJ7GK-UeGIci69cLS( zZfl0MWD-(ZgKQO|`3EM<3^p!84lrwUE4FooPU7R>h3W4kX;z}1q3?DL_*9Iq#wYO^2^1=-L0{4bbb$_VSS1Aa@Pf!4(vD6b zOD=AT;}s>X3)1s9D|*$7KpZL>@}=e;B+`{kqa;@UcL|Wq_s(u2F>Xo&_r1GVNKcHA zFNfCcjueF!2%jjZ*2Rs3`l4CZVt2|mW+e=}mLww=jj`f`GN&y=s1STD!P>koL(cv7 z=Q|&(1kL+kY{2)w*pw-0+TG!_d^(v)yK6k!EtK`WRb5UQQo=KKT(ul)!~vaNsI1^B z9EH?qm6UIeLO}92t6O715!EsJqL-2rOY?m!HnzVgo~=biI`g;H0Zg0M5X#oPT9uizO*sLopSovy*&KzQVl8lw*R#lV5tS9BD(?%>iaHTgSN-fZ> z2w$2HPBtt`avuYhQk<7-I$88fl1x(OPbgZaJivpPLr$qGPn6nfQ~+_gxmRfdsMFNb zgr9=gFkXCsyZdFLvS(WS>Tq)JJ&6rkBCXf8bsbo~n3C_0LLXKMJYcAoXyy5^K(-W$ zWhue)5}i$&k(>BN!_Txou`G)vMSmH_1jeCkp5=yp`%3}LVR5%}m9Hg7%>k0I;=g*4 zo?Tuc2M8C2v+@&Xi<#QwWnW3=2DraF#Slrws7|d6?6V{D;K1C#0AUB+spH z3iJcwb3w_~bc>{8=(r`5u^qqa0)0MpTKsg?!ala7ox}du#mEaJPtGkxK#nGbT%1{= z5gp^6y`JzGoqPdBT%Zw81tQZm>iXTk9{qn~ z4y;lxry4_Sm7|SiAj2}6P=|KU2?-7s&v7&b{>fKAOt ziqP?kXGk$e_69tNtFhtm!fi_2g}WclcoMcI|9KN|b!h+RTnSfm?hK+S9Gt_Sh$$Rh zyMEJQSL3QnD*#2>1)org6&yOglu|#-{0sv=7ukn13CNf-;KWrK%(`(%4jP2p)72vU zoIQC?G0LUoz%ruM@A^FRGa!D6sGBy>%h?mbc=k7-#&!c}`WXDW**VkJ?;+R4t3-C# z$S$kC{Su}SZM5L*c_EbE>kNiV9t)#jsJF(CPZd!|p*$iO50Q$O?w}5=%fOU})y}lqdW)Z{3-w?ufNd&`HTHo3q z#Wy>d9rI120Kpb|jIt@!U&=lz^E{X$02#TU%h9pc{4DAH9+O!F$8SYo?Oh52rZjz+ zzT+zcV)tbmF2lSzyK@k0zh_wzO{~|_m`L|~l=dl7gqf0l&g870+R@= zC8ET-{c1`QW*@&|LNd7TfAdK7D=rpQRQ49_4nA)z!UFQ;_~tVH`|oR>-5s9jkAf7J z?-G7KwTH(w4exXvBS;K+iL2Gf+HTYtm=#l{*+>>^EVa$8CfAjLvo)l+F}f9KV88Tr z+tAOwC^p>_QKPqW*UI?q!bOAS-6G|3E7MGV~yS`!G!srxA32<01wgs z5o3YY1P6o?=@0UlC-*^q56&w_DyPkCAr~I95JAj9J=96#h4DL=B1sic1w&3g+#?jp z@UOZ)*yI*MUBLB`RcW7m!1s;7%49#)hBu{2;8X7bZe1Nv#UKd&Qvt|+>3zC8 z?tar2H>Haz04yK^sKt%2dWLuk_z^ZY$B@f(aRJ27J>WGP^uXIW3W7||$(DFuqr&mH z*b^?QMb@b$0O7K56+^SmAx>t!uLzn7gRm>aXdI02i>q<_`=$rYezZ)l{IGR#Uj?kC zL@uBX5Z3T5pB*rTFT=U26C|<&SuPNfCrx|O4yD3_kW~RRCRgMDX;)JofziSpm8S1j&Ot^kGSHl& z(nGNX_Ns~%T|iJU3{S3Lk0HzLa@eIk(G!@ivT)5=4k+gOkv?UCv+Xpfog_+r=P@MQ zfbv!rsr9EPA7lUlg$g@GDXaBCbd!V3o5e?mL;0bG;6xop|MPknjSc&Vn8c_>OxRAgWiLETBa` zTiaVnC}%j43?tf#{H1x+cX113$Q3uXkPjMil8r$qvYU7#ue17Rzu@#NBwLJM$8>3j z&1t^w7?<~4zL{H=Yt%i9n&}*U4L^BYTIZGcLP~vF?4&WnaP(lRyzg)%Z&3cznIS z@Dc@Z1+u72;Gs}8u~K;RPT`aup#NUaGlMrx3H)ILM!yXjLinH?ix$Qp$asM_91dRd% z_@Rt0N#M%H`5{DQ_H=8Mf5%LrF7zR`vQZdoLK_I-u@qZ84m8%xIfCDz&k{eu;6}|+ zS*#n%8tY&oL_z9>ktmpVcKM+~Y0U{5PUE)(R~Vn2F=WtU1yTfj6>hmkJ?*GVK!*z; z9CClzxICPZ(pWp{nk#aR&LFa5vDiW+Qpntdsbp6p0v(P~aW!h?8H71x@XOMlh@d}H zoDu2Rau-{xbO-1Q3#&>QHisXdo&&X*UQkA=BLA%2UnRZFOE(o@&6yAPbIhI}?a}mm zo1Er%_`t&MUSr6`r9rPSn^~dWc}CdM_De6BqjBu7P01?)9N{}6BiwIha|-6WK9()Kk!{i{R!PZSyoe>O#zR^Y3)#oPWIYBoLdcW`oXoYmerns!+9ht{hBwA z2>6O`^j)tJmCaC^Mif9rKT3fpX-^Mf(S)uKDcCBN8IxT!||xPUXUZ! zA6xDrt#bDqmH=0R56_57tY%2*wXI? zc}sKyX>ms27L^vn- zJ9=137Mt%yayw8sRvKL4O4cI@o`$TVK4h*CNRE&TVJzj#m=N3;35u1xq)?woEJ{tWaef)CC9vUj9DfeaH(6~CwO2(H3gNEGnBU=Nu(-ANiiVy2 zw$5c4Pd1iyG3LY(aQ7FM+oidrxP9Ssmuac0dD6zE#RQW3DcDc+X>}!yWb!0RHA?a8 zSNNbmqCOaLSV?)nPyc}m=HH^dGoBIR7ilP>i4$g^K42? z-5e-Y5|$5F%fn-799!p;$I}vZsX42%9aPF6jI1fzDBdkzEWCw}wDbvOuXbiu5fn_n~D0oc7r?s^<7;bmsd3(WiSw#J<3ay~mSn#s) zU2l$b&Z!}h)y_8IbAcl=BY#494AFH)jgGwN5ee?Y0Sn?7tGV`vTDJicA3@P6E5o9c zUy~M63Q-+NE|j-yeC~mxbuZU3c<3Tr9U)u)ZX5x>M59W5NBy#^xz#EKbN-ode(K4& zs>|{$=ZdK-I=*%D9;_NKs7Xxtv(_S^J=e#bhj|k+S(S}UwW5-Tgd{u^1BKm5+8{DV zs&(vycMJ0e5V_r{{IvThP%=b*Rba>rNQtv}&&PYA*`Jtr>IwI2t%IWyv~RI2#h;Gu zzO0KO@`?MK;x}z4O61?BEM-%{l}Qt5@E;Jjo#Blz>{4HB4#X4)`B|v zY9vSL=n9`8NWLQodR~?BLjgNvq=yBVN=SYWzct2jUU?z(+$YBT#tj zPyE+fYnPltnsA~^2^WD-AK}4w00D;BM-sYY9A!T0uT(bTMzX`)TP6##92_FQ1u;qJ zIO+4*_m&*ql=O6Gkctw0lq;RC0m_1z;7R;MACr7~t}W=+>IPR7IpwhX80flQ99?)g z6izD{%w@`E0kdl-4_CBZYB73 zhj?oVXol1&@wIR^fZd!lAYcrhWP7`H9e))`f@ZWpp1w73Z`2yUSTI@XeVtw|M70z> zz**`|=ck}*H|^hC)uk-ro0RKm0c$>|7i%`@03k=&%K@HE3mW-j57I~R#~?kY8w4=A zPBe}K3fEqJG(w@!3su0?@k)lD137|<7PY-rE^6ZWE|&EVs%uk)&Om`#9_Mbl)z1$) ztOgN|&yTld%1)d1KZ=QyY5D91>strz=2CaZfewq`dX9hF_JDbrr^Zv7-%Ak^>_CM^i!+So6Sea91;IQtL|ZEXR|=SWP;Ac42H7RsD1oKSwa#N(eh zWx!ts$~PyA-WXPYtK&DVvSFurk5lvlhl5d)x|qq0GRUy6(|NK{UZ6c6GNCAY#X@z^ zpE~tauRe-@@!i}z2o072@UvPyky(+i(8To&piE9t3D6QRm!~YkA7Ri~ZC5e@hNba} z7ANBsTT~I!uz|!-L48T)r_ok7`Eu$&ny`^BH$zM0dV^xnNY7(0=H7n4@Qryw$U`>M zx=He?-JzyV7JT_pq+`-mf0nMzQ&bFO(8Mn>_$l6;(S0{^kS#Ko1`#U}*X9!%>|y&S zo5O1FXn-0Kba`R>CS`kE%g$g!+FAq7F~;kVDo%DdWd^pvX$POX%|igBc}OpQ`2$qj z_MWs8$S!xaKVvnhYgT8zl@t-I)~a2QL|hlnd^e31-?&Iv^}Pljmb_kbuUx&BN-`#S zb$~HT6VH44tU=ZUGlh#WL;+935S+<3xDhHeENN*7Y}1Xrej#cr>Guz;HAnZ~OG{(f zL6^0q>ticoPB@>COG~Ruh$$4;7|U8`2-6?5r|Q>FPF1Gv2jxOh_h;0Qc#x4)T?Nk0 z$xF%ImFp523Y4V~$P{fatu8lwnLR>SA>oV_oU5mSakRF23T0WR5@S-1Dro8Av89qy z$&sbv#PYRpta6UC1-WB44LmU_!)d7*Lgjnsti0S?R4XLs$ zhZUsy#njJu&J@pt_2x-1b{;K>iZW)AOO3S6o$FfITeIlQI zoXb>z0J z76Z_cZTNZdN?9*b z$Z?3+m|sXb9WlF(aI?u~o9h}0N zz5)-l1n{~7GLx7zw?6fdT=x!iO<4=*JN?j6O>Kue_(t-uAYd3?{L!KxS5`+ zkX;$j*cl8J;W4zf64=Xg7&>tpUlG$%>9pHbDz0g5_^u?+`LSkoY{+ z{)4g2LwND%7|EHlk^%E18_q&9GrD~)5^NUqdww3c&S{5l57rO5?dIrjSze~{2(QGd7@ zEArPL{rejPSP)nFr$pqj{a$bwpm9%A@$nOXyWYQk1e{C3*7Ar%_rN|cAijkSI!7w$ z!hfWU{`EHvxxsx?roipqb9V(huK!$y-An!d$7P`F%ujrpp=No+wfsokJ6=vLqco^~ zy=L6o*_H=pOC?Yk)J!y3-vy~@7Ajys!yhK(F5?F^K5BW!Dk$wT*#son7+3=Q+ulvT zfS5It!q%rh9qD>Le7J@BhcO{i)|-%?Ef0b$rkArH;jF?F4<5=Mz@j9z1E*iGtFDJ+ zLOHu3=LM~*mD$@e`TA`P(Ai~MGvQMz7?>xSdwcr6%zYhxskTbZ$)>fqh@D5*``L{d zVCQVnk*DcxZp6RkgmRkw!%ezoG+>vW0=wokO5olyz&EK~bf2EL)XAiE);DqU^jR(M zo|i8c`C4Z;*83zz<%3^r^C^L#oUY&VRJ^6?xsQu{k(Z$~0E;bh!D?unbDv@SN*ji; z-k~_VJs)MjmemlGH(A|cvfm5p;X!FRD!TO7@&AuUu@sCq4IQuJ`}cc6C}OE7gC~B8 zV*iEji!7iB_(vANuerw60htuj&pj;r+lzm{fSo{E*kViC7gC-`#>~qIRgGHYT9`0r zRXmM@(_UCaeiP(w^sr?A`aI=)gDt0DD^iHCj(qmOKp_=!HQ^0ltEt}lpu{V4rm zeM6=q?k2uQKgW(^Lcf-I;!w*HPf)KO0nW{n>W3^F1z#@jeb&Ol!9ET%+AG)Sko~Sw zBM_!|MxS)|Y0af2CWae{O-UEJAD4Gf3})T`yoLW<1z39i&lw9TN2kI5AB+eyNT{88 zs`L;nC=EAOl=J$)NRMO(raj2%WZX4S;eK*PDUcMIjh0Z5vsTyjL?fV-Mt#h{_j56~ zte;*rg44KH*KuRnYUwfrVw=?Lt!_N*e;b|!?hLoAaX9FRVUK{B=(Ev0Z2hO)2v{<{ z_+9Ejf{q|%^XH&BtTjru>V{<`)NF-$@&iiSY?A`&C2K}s9S?+k$X^ZoYr7l`z?$68zvo>#4>_|3b?gY|uY2fw(sfy9px(eeSGfWQbo z6b4iv{m2*71r$fANWO_?4D0nZK#BWgA>KfP67#^=53(&PQH(k8e5U54n+0;kd{s&q z1-wT(d(PPN;*pYPmbqJ1+Uryz9-QOAO3gV19*E#cXXr?r27)qAIAGh3K(`F&ur5d} z*9F?Fn<@T{+d!C%S!=_kx2CsRlZV1DPGl1a#Iw1CD|>YjVDIspTn7$sk~$uJ5T>Vh z1c%QQdBO}@6JGa7>Ty7%A0evDwRZ$!LJ1POz1n`bSArrj=Sd=))8WSLpTFH4H z02jD9Q5~ag`W4iHC}KUYGz)W0B4TU4leY9!hUK_q%Q`IHN&plYq6Q1#5#(>)y!qbo z`aauQa1{MvPrh277*UWMX#yn}VzyD&vK7WTflCg~FIm=Od+eSD?i8@d71g71%Cj4& zhCZ!uf&r={R9+AB9Zthqg78;EB(X+rKO?EATewnKn=jcK=(2oOuS2TNGLW`Hn5ENH z5R_{S<{zolVbE-6K^;O{Y=1r=GFx%7-!PSv3#gS3j4Wvlx&%u%=|xl_@b|Hiv>L>O zN*aKd@jdh2A7fWp?>R+1;9iFRR(~WDr$I69^b);z(P+5+#i>jpRUtf;Tv1MX>7*C# zggn*$g)v|Pi#xqSubyIc+vDif`uye3c{eNifF40o>%NzIeZi)XX1ZK`&NsiS1zcw7 z{hz-%uBh0f@OQ%>pbYL}Cs5*~q~bPz?+um|4#Q4$a6_qR+B?4-b1`8x^6t>dRj3$2 z%&@UQ!k`-TfT#5^%QN|wJ?e^&^uymJqIFXlYWN<@1?P(kGqMn8vONF zd{}C}rub77az`2CB)kz-8eCGaS{vrePu0@TE4A!}CfROq^!C-6#&WMgqk3-;#sH-A zXMT|7UgPn#S`-ZJi!GE=SjD9c2yOinLFuoUu^sbM)1?FIQ@tjwk_6rCcF)Nl&cB+N z)Ce{l0|lMw$q(Wscn*9TR>B3L0efhep%HJ zN#=WQfSfii{m$JADYZ?*F_0kip~4Yzp)-ydg>X`MJ&-L6mY>(M^76U>r$;0b4l8|w zoG7tGe(+_zs@}GHlZ2^kk0~6iPir^t>z#wlrEDZji9O!Ls>VL4fbEPM3~-=GS$^jr z^i9baDlFo7KTN{kIs2C3{>1LYSdA$M5n&%*S)zW`i1N8>_I3cmC+ff0P@!MvJ4K%y z{NfiRP@Unjoh;|qBq>Aku(2eC?l3JeA-1-Frv{bEWrw*u5FXBqxRe^KSERC&btqeS zi#SI)d=$QLT*YCo8!r;kBeIO*h zO#Xxd)_itq=wr)8+IJSBoc=$SDH070io4o`$;~Tp$veSikP0#&ma1$?FS^c@bmZzn zdBiQpj)z!H2|eEpHvQWg7K}|Dy5eHazfoK*taDt6q*Dg}`F+2OU4WAtAg6%l$t^~G zL-CII?~PO6kOd;kXz^rhgt+jL`mE*8Um2DYuWp*}Bn&3gy-JP_X%AgXw)2;~?Ti1! zpnVzkGJW;S_5OXM7!Cl+_Icy0KL<5z%nJO3yiY-pI$r{0?CbIZ zgM>V$cQNUTxk*doEmg7K8}Ww~WF=;X!TSBVEfX3|^0mI?TvLsZ2_cHy7{CNVMxC6U z>6Z5~zGP+y$Ba@+w-(>$V_b$Uk+Z_V^$?=B`hgkR%vFq`Rt|MntMX;Q)K>D09aI5GYj1DS|g!_Kvj_3tcQ$lQ-Tq zzs^zNz?`g1*{&|#~ItkfAf*g2k)47(JA z!}*+#aP7^#Hw3O_2e)h9&2_MbDPwjf|BMlZ))Y{BG zlgf3X(0f=y&DMf*w_z4Sy;y}sO_PG2I&aMchfGV4K|3r4YB;+2w|^4x0&1;7yaoyV zoUuo`fYkCDvX}ulzc%r@aW7ZP(P>m1!=A0cR(Q=zkrNkH?w-Ropy7HTqZBjQG^O8n zULw0%DOaC#Tn*M(x1KX^=d?VpJ(1 zL@o2)PR-X`4EE96#(_BzH&PXvZrCqdR_&HOmASd$OhSzYQgtmugm=N^GRf@sD7MuY zj3b{%oR@3;j0`LzN}_NE3e93J<2N(*=Ni96EKI>=+^~nd)9kQFhS^IGD2{WX)JdDc zJyCVnVsg4pOE!$RZ90}fBF>+G{>eg=jgx{e5R^;jT?vIg$}Bp=RxF8h7oHj4OHfaj zw4l3W#d@I&6KKs8OA-RsacBg%{D!e8$FU|`)$yTB6O*yGOwfju%(*4BxP2$4SZ;X! zee7QNV)T#Nk79boi)zA&4BMwdL>=`#yZw@)iHc9N>y|I^$V9fHbekbp0hVo+m`SU` zwAZ#*-di4bEhYwJK=tUth)ov6@sBKA35v(S?k=pfM$*5w0BVDudf%!!v5jv9o1A;#ydOMr6pSYg#O$7Xk7;n{pyP3=H`ms_c8&7@ z&E9ULI`p^s^4FVzw}8{Q#_?lupO7x%>Q}JTAH8WovB#MK{Y=_^lyTMbtVM0V7u*KG ziS1zhqrZOo-^h`x!%4u1{&NxjM_dHl)0_cEsl7e|*Kq^~k~^3m8Li2p>K8OASSx~l zlUX6_y#wjc98`h)8}`fH+dO{_mA9f4j=UCB?gcdda5AlDUYc52>A2*{%9W^20yu|{ zH^*{c#~C(Igr9(lXviv89sw*sT?wXEqmLfPhTXq>PrddV{G~G1S_>WN_v|)+mtY|L zZ(c_HLwi$4^$8BIBH?Lqdr6t*uCLO$SG(*iOUFl@DZX-ght)urO79Z0LX2|H!!os0 zl_HMVQ6>O@T3CkH$dUhF0*7&6NpI+L~VA%1vr!dG7bGC$NX`|H1rj?s4 zF1qY1gjiG8tVC7Pzw4;JQbGhf%{7Mdqhk)#w(Gl@@_TR*?-k&Y4|PpEv)>afhn{Gj z`Nh-wyx?9oJkjh2q;Bj7F{i@=`@b854ro^9Z-a_vGTg%6ba%O)#Wr@Y)O#IKr{j`; zP$lF^fUB8W?C{`*_=C2cO<_+3j>)5w8;ypYypCB%!U8qqdZi5pb6Ve)2s`&%j=i`{ z^i}l$>ysh=w2o^W)Dmis7?nIyZ%b_Homjfg^l)kP5e1;^5sJ=E)V^3G)po$U7> zO(}iZ#gQrUId%9{(hqQQu~WEGoq*|`@Yo@-{bt+`XhIc@xv#e0bVh~vx7+SFrS^Nl z6`0crTXdVr_nR<1(Tv)t-Uw&Le?iy($==b5!VUV!9=fhW61SZ3<+}rJzy8;;1out zIdwiluX#J5AzBcsl?e_zV~eEj6vv&VbZ12EO@k&o6Lh%eW#m{L?|(M)(`Vw{lWHbD z0pnWXOtslyWfxd{YkOa4_;AP7^%ysJphh@2bO25_%?X0G@e%1xdHltwIWJE4P zwrFDEn{g2apD<~Su00*4uEc1&HLngoBrgpY1v8;)(pXF!EIYBrelLz`*9Cuf`wA7Y zXv-HLUGshdw0Qx5VbsGR8@U+nC;4cuzj-luu}$83PvH{n9e8%Lxq?xZRjf!*A=y-J zhbji-``Ve;?h>H{{5#f&k=iQU@C&ocnh3XFf zhC+6zpO{7Flb??P*_$;4e$+T_9so`y{qP}x0J~9#7Roz=gfu1Cyr)XWMw{TaCH^?j z*li8nd2y{Ip@}7*$&}9fLr|Ny*juh9l%<9&6JS5Qa5Rna@N7>M$0o#YrSSvk;fYQe zPGEY0s=m}7{^j6OF%-rH4PEjO-1H-E{9fGU3)FHnr|1$=F&zmKA2HwT3~Z*{+}xgC zOxb&8qrrV4NWCCI>*e@BTie*u0uV60-R^*-mt(^SK%kEm0)RW3ya(00Atj9?D7Ehf zGU}$D-lP|w@*?VHNZ_>`6GwpN6buNP~6(^`r->02mNIc7pwbJkcCYg@~PeS`$P>XJjP!LGi zl0yxBe7*u|trNq4vtbSmg<&}DND+L__j>a(q;g61Yeh#c?$)^tb@PRk>T=jlnGGkp ztO8vlYMY6CAIQmqj9aKqmy=idrZes&VD8glibE2vw%)gkvjE-><>R_1^N7Pb>3kv{ z+Q`uM;H(euHsxLm!HkE78#c|dCK`H8#QcIRi4S3K^`+f^l*r(OqntDm1F7cKX|TjG ztxftyAlF3<^egk7m=kNI!nFc?=0~+YZm0}9fdaNXDefJB)J!-HoqI6-+NpLkFr=MK_{Y>R&=o+ZF=zSzJ<=@IOIxNOkPTMuPyvA{iyC z=MV{$K@~L1YRW*0wg{u6$K~!gK+jMcIdXBG8|T_IBN=F?QAeN=H04&$YSTE(x!R|7 zecrwmH&E#IRe1U*^4+LsaPUCHO0PxRRR9|AVRh5o?(xsP>{MyFXf~WWki9)d#bv5K zl%KQ$E{~!$mx5;hDKJVYDyI~KjQ=&?=d{+1?+7DOsWbRB{N_~!Xo4phWiBk21=mQW z^9{(XGykJgorJUzuX0^jMxsUx{_813s#peAN>(VhhoFk+2}4@R8#K(&HYM z;v_tIqt#4EcHexCU>F#>C z^)=ni&e5q0mUw?gO-NxQdVQ0xsmiE5B?JnDw2U#DwJHtV$O1mB`%T+Z_R=3uLpUb+^V4%BT`S>M|((+JQgF)4Uutj}S z-+(JR>*ZjqA3Of+Mw;7a{P`ph+7ix~p)5E|E~YK0S@IK^Q8HGJw&KQ*WBw0O?ue7w zP*dJVJhyA^3fZyXH`fDCi@YZ9&YeU~q&M7YzOl|z(@j1-wDPm6Eo-+4DRBq&dS-tK z7*(Vf^#5>2jbT>?`?Hi@$Z`q~%ZV3vxUEc@w4N><9O_9)XsDy9H0xrdzY5qFg}Z(( z6}{OZE-4O}D65gQEot}cEPT!SYa{3yNie3EYG9r8Vmq$w4lBCRh*%A*Y{KL2f!q~y z#-KdP8pjmMRs=_f-ALX1)MH%Zm$G;YqK@yqo^VJaiuI=x`RV!{*rtTe5vLK1_U1bK zX%sEqGXq|vT(G&NcJeh5fPdtS?YM6X1Zh^Y?%d%#wJ69(Jf#NO@#Q%F&Kk+ht2Nz0 zPpaC?NTlWPkJn#RD=^o3ecPZtTl>#RHS?{hnX{)i*B)0<+q}%<$})tssMn)m8=vBt zx_a$8Y0z|lo z{9;~k2S`?y^5h)K%+Gk1F+IrbpBEyjo&#zj>!7pgFl*baD6S<~Q8`9a&T@s0rwF8L za`GV+uP%I6a0zdK2pydkXBBHWym^%i|uNz=;-RjpRv9^I8w&7G6(!TX3{x<=G zIEjCr{N_B-Ojdl7-J%lj&zJ)RT6#4X69y)ZOu_@bjOEmh%a_2|?iL;oo ze$z!g-9<5bha0f4DD`&LIXNzZqt54!9?LhoNoE^A0o;OXEj;M+q!}9~3@kjq6h3Br zkn*(VHu7);T?>1+r&kXP$N7l#>LmSF)(dk0krqW};Dl(2d42EU_!o%U>9xIdMm{v7 zvy7$S@?A1R5!T;ya7*GJMyP7il;nf1+z!CK=lg=|p z-7(tO{&JynAY0qa8P@$YZeX=v8j<}8f}M6& z#2WA8PluH<)Lr{~EkE+%=9BiePffzIEZ81kNo7QG`R;Qf5^$N0-ZeIk?D~Ra-^ohc z2@pjw6&_^y@{Z$k8|A)5@w+!?##o)V9Zd8^&W)=gE+kaW3Yt?PMCOni zQ59=NSL-@kyzn6CV$5w%LKeKA`DTMDYGqDP1L#@MN*UUB-D&d)c`%F*4X@s#voJ;4 z^q>e(7T+vM>6cIvS^rEn=>-bFePjF)uPWw1U8y6Fhol}|V^S+kX@VGX0K&$lt^pc_ z$m?Jw&Gn{at0WVX$S{k(H5LpW0eIVi*z>?}AJ&eTfR^!c|aeI+< zvtt$r#iV<$ii#cYTPnwr+JZN98g=_<2d?TuMf?BS^I9HCXvW-8&KruVD2-G5W(oXuZgSx%>nY?`auuA1A>Vt7Ocdp>F zYshh)mo}Bg9)zv9f9LUIxo+>fRk5d=F_$y5PRMSSU1V6pvQ$N#Sxj%N2w&| zLse2Ky8;+uce4F~jOm=}%2p9C2D7%7v4H|-t9)G2Smi5x51RshnQM|nFhLQYaRm_` zMR>#0;!C7zXN*x$?{IBUd`dim)BpShr{6yWr-uQ%cMRgYbR-T7acjSXWyyn%Ypese zg%^$s3_NsQ6q=5F5a!~RhJSvet0|WHUbZ`FikMB>k1R}l&T?Rm6Er7Wi5M+>KP_4C zfGw5Hu}&Hjv3G4nbq*HiA9XogRr`1c56<6#^)CDA%2q!{1pLjd+HNphWlJ`OsFpSMl#&s$o;UTNf-=Dg_j7a7?idMl+wOR$Eo{&DP#WqnEf}T%g|83b_G!Ef8VeD)F-udGCLpILynxh*a^A3(}is%_BKUO zp!c!;Zbt+pLMwsO@>c)XE5}s9NNWfvRhkGoZlH{nM-!@J>#X{%bST_Hr3|IUms2lq;yk!f^u?8`XJltzG2(1W ze+_sYNxkPi17@rmRtQf+fpKKl`mcNWFMord0A3fZ^Sb-hs}QroBK5~<@j^sl|I0W2 z*ALtEC@E7O=|(kHd%Xa}Yw9iU1~@%Z9$MldR-TC|=c+~}mnXO}6hH?v|LuGSHh2?t z0r0b`zdqn{AO#@8f^S2`#{CGHn(EAKh=k1p2D;*ga)pR_cHrhBtXD;f7gB5C2`9Lf zy@2tCybTPJ_bipcX}KL^)FZBlTE!5|(73`T>JIW?E+vd%$Ye7#^XS38#4`8?xyMx7Z^t(b8SeZVK_tav%9!?83%Zft1!7K6z|(x#0=B#`N<_vH&kIBzw& zmL3i_xpM{HG_+u-ViL8w8dz~!EUlyB6k9{4y0_f@R4pcv=10^x-%loxl(ICPJNV&J zq}of*W2d!ug9v2D3BSR`2!ot{`kB5CtEyQzU^Vo;&X&b*hl>8RSMMQTpok2?zALS*Q~O5b;N>Ca^6nTCjizGzIh|pRHS|OK3pX_P92N zoC2X@*OU%^r1G` z+E~d0qtTu9BBw1om^mU)D$w?FUYWw9M^Qb?2p0iRi8kw<^E}{)1(DqdWg!14f5;Uv z7RLGC4~;5iKE7+v80qQ==e^}Gmm)f!9X~hqf-x-v8o!F~i9wh}$p&py^@m{cb@d9o zNXlA@xAhKdHH_)`SB0g$acVNLbsgs{0JSMnLFs=0vxFgFoJHLMyw6=wTq5zlkn`J< zk1!|mk-z0z8}gfm;Hli5%~5`9=r8DoyjcZJr4kyX1)hY^kmC+4w=^L6A#Q_G)>7}M z9Q^!-%pZc|%2{TEf~Ubbj@q)~h@@GU448`cH1TE$;3U`MhB^&&W zf)V|3N%6TrC+>-zT;k>M7XE`cXHAg|Y+wNp!$BMcd})+ZZjG9>KozeJqBY+z#}O1e zOtAqmKq-I<7|Uh{LRv{}eU0=06OTGlz_u(yxR-g)D$f%p1%Yk8Rfl#3oq|X$m<{?2 zOCXb@c`La~Vp4mlrO_yE?R6Tpm_nR6`qi*qIuLi%d z=*ZB9%Z`wPVTTqtsaFONzx8^-xcb!}#v}3lv%qGVjW)v_nevIEoQ6!3Tu5OeClHwY zNJE_s)h$joXLd-qkmL>o?q)YoK)XG(wumLV51m%oq_FV0oBV#XfUmdJlMT|5%o6eF zX01d?18pLdS8XXjaRl)^!R~jNw7P=VxWhDR_ikgbYKaGyj7h5*-{Z`8Xw}fcq4r+O zR{?wnAgGK5jbPWKBJ2%lPJxpl1X5Z9UY1`TsC|a6bIM%@wZHb{nDp~C>%<-vSHy~a z@eEYa&thCK+WL|;ERhPS>sm9<&iQ0GZw}JDrY3Ej>MP2t2R||Upm2}ga^dA|B8FHK zuJ2DzZvJ@c`%>#xsCjy$GZvkCV#tJ+V;QP5j-xy${Llhs-69RxrgcrH6WOx!Dpu%j z{fv!vNvw2&@#uRnA8x@U-%~(WXnHxe!y2ZcQ=qB-m=m7aZ+r8r=+*(flWouK5s{ju{F)FRpuhC9VaABVLpANmsYqCgdx za{o+v<@DOa0q4TZN*Z3f-fKLX)^S8#{w0{ojt^XXs_{z)jHrRL|=$*Tvkq zD3-{z47h*L34xosYVhvI!x>auF5{~wGbv%}E}IvaR{7G*x)~@LX5Q80eke@73MgQo zVCeDF>AIN07tPpr$ae}sq}t?ll23=}WV65hpG2a8ZK}5O{txc{ulBAq9Lo0XBa>3n zqEK1>McF+MMJOgEk6lC|OHIf&vW!9!o>ohdUBcM2Wocw@v1Q*f7*ir!Gt^@Z$$MT( zIsV7fal9YikFO7N9O=f~*If5`p4a(X&cTtydlGJkD-gEll23g40{Nu4wGKbpG4fSk z5!d)=Mn!HL4G_bnS?{IcRCIN|XKiJ39qwqNaRmZzG> zCxtW+#G<_N7AK`{J4o2{zRU}v5k8*?ftPAAGyfv98vWOFscdr8^blAJ=@vuwX$$OP z@&TGDjH2P8upGecA~F=HPX)dq0c*HWvq;FxsPsy%=i`{;b3}$nD?c}AyGZuu1~94D z$8!$?i0IgRq_ohgVxHKSX!Sw_MuWP?T7CF<)8Gy(F6yt8ul2a4_%~O+INd!>fi~!{ zm6GU#F8IGMGxZ&qRcq50^B`tE7gu4c8iAk4x)mD=oTmKJ1hU zZNnU}0^p)#7iV(04fIBXV-MBby_7U|qiI*{wxxM;1s!OF1iqwD*C!XUaj)qQ#+E~k z+Q5!*!r2@@*%0(%l`B5v!6OuQ}0IVky^cY9X6H$+;J#fN}N;qAp{X())v!x=Zrv3&^rr$)FF{)~Vx-H9M z+n9BdsLFN8ACstzAo*#!`vLRR5_$YD%o4=)|B#w_$HlFYQ#g0;8@qAfy|=ThOrjA_ z^vGxrj916bW2+6SU$#pLV*o>vJdn40B z{MN_h(7g4fP}|OcMR#%NKB!DZN!y0c{25Xp*3xKj(B++Xyk5^yb%lt2)0&X({S+lh zzpkOSYKe_BNM(*3=%wMjNyD_fp@2e8k(qT(Y~r5l*z-^v-f=kNhwa3Ct(aO+YQgO~ zRpRDQSnHU|i8%N?AZ9`Je2lZ6?ai!-(O9=0o8Vpj!VD?h=fO_@s(o1LTTLGTV{1`u zRoBkr<#%9-CCsW`WY!JnRa&y@`dBUVV)roo)^wvAD9WCnXH{$*U0q&*5~r8i z+amtKB%Nvg33iDPPu%_XAK$o#xMZo63u_kXB09ojXYXF-70lNmd85QW$X)XXzJ6L> zRyB-9zz1m|XX=f!m7R=iNS;AhCz#MpdpADLnL@||B)VDD9(T-CxkOm2WvX9h~V?%CDKVg&!xmS*A z$PN|*aP0qKY{pyHM$GZq`~U3f49UAu z*NNwH&|To=vY!7qWC`Tl^^?pC&+~m7T2&To!{f_|{!A9pUKyn%%msZiWX z?-Y}w_GSQQqqStBl!Fl?aj?X22J!!6?(mk?LsGSwKm80kl^kmC5(?NLtrGI%x8H_3 zD>VyuiXl2Tz)*9%sA+HVk(2SKmr^8M%sDplLItv6tKHfx#e!}?W08{`{sGcxf%u>` z&O6t}KGb8c$G(zxP5|nHRO~Yt_IX6N?dug)bCh6&Pp`({rp^H0HddTbbc;D{S|eN0^`!RHNMHUt z<@|5cd}~DJbr`mLkB^=RzN7Bmq!c)cyLZHjVxO-iK%NB!1kJa(c*_WyD28NvNb)uq zsO{Qt^=vl#CM3x$Hfz(;m#cA}q`q$!^e(R?wMpJ9hkc@BU)Gu<{SQhwK{9o>hR^1> zc!$DreB%o1P|hX`j(+%7yd0GELyqr*fAho<;2doR%8^uZM9-EkF-Fr4f}ivfi-*0X z;vrx=mUS6anThU?ft?bY9`#Hlr*z_O$rdzp&I(2zq?)97yPOtTx2RCke2ZrIIVdsXX}{a=8sF`rzO(_ldoBbX}r)p|1|EOoL$Erht6zxN)m3K zlZBRmY`rO;?g+bmVD3Z#ZPEF)U__eyk9HZ=*aTNUThOoE5s!TEu0*2Naolz$`( ztC21R35piFF9-0R^^*Azvql zxXa)p=h%pg4x`>+*if(NOY3O1L}!p|aF}kHyz3&iRzTHk-sQD<&iR z^7<&NSUGacs6rvneGa{3ToE7i;L#C0R3CzZiO!y2P1BrhJaL2Y*_A={kRCJ#44w_`Foos~j^)P(Nl);E1P^Sjs zxd8s;lGa;FikREJZ6Z*kn9;rt^ggKMQ<3$XVytUpT6~Bz6EEal4hcG?X4VtKmYXTN zo5k!Q46xW8hYV|1N;H8aW4t%=dt}u)9II)TGr$vP35&rEixK5CB(zRI@Ci)VDfX5l zH@1Q#u5k}RC^FrZu}-)IvId6{=Yp~EbU>np-}AxDqjXm*$(@62yjS~@JHFbh6QL1qSYIh;{IQU_-KIwGy5 zU@Jko)X3ufG|{&VmC_~M!;CDu`+S?qU!w6}N8a3$ZMC`NTD}pE*IE8$t*P(GN+QX3 zgStr$Ci;uz2ON4jjsz;sy6PWm>=@{sR9_Z952QSt7B?>VVyE)Z`XSCq*V*Ev6gl_8 z%pLL@&2OkQABei)z)hxE1PY;-)2?T=1Dn7K0AQln6}HwW=FhloCi#;vRv?9`n05CWl*hf+t(PnMM)a$3Fcdg z^~fV<0!v%#0jV=xm`ld_!(S2Cu+j>`RhSRy+|44z-Rf$xD*BtofVtG+kbxZp@wjQ- zCMrD_;LdT4BGSPa!(?E1;ZHpE+%mii$IX(w(f>gGGk^mn$az+;Mf$wqd=ljwjR-oz zJU5*a!6Laz#a7|N{bRj>dkHZ2@=78@sxSHRF}`m?@mB#h-QK-_rt0(iSJYebFzd`R z*kIXB+NNy3tD@-Q^(OsAYri0kxnq6MI&sqp-KnDVNnPY2PH^;sqv`j>89SGD}hS?a| zKPm1Caxcb8AD&9U8r_|+v75<|jCRO~qV3$)7%;6essK%o(~sqFqg5fEr@rHt9J({f z(5aUY55zNbNrv6LCR`2=IaQA6&3@`+pE2LzsnPb-GpuapIlKTSjD_lJJ1tekPx0ld zjJ2>R0pi&EE_$&P=I?cj7xwn+IaT80?&T1^jSQu;ext1oO5Wa-+xE9!g&AM}h*f5B z`H1|3wB;ip9G~qM(M~Hf>f(im@G^Q59qG>?F-5`=aPd##jdg#ULUGrn8u{&pIyPT| z;3q}>d~{S=xKuBPoDJ4cV|BSja25TAiTWsBC?}-%!pc0<4Yk z%Bg+cMv!uMB)1i|vN02QN3HI8z5aqX_LPp=qpqs+sp9fiqKkiVve6 zI0*|}%>5=Blg0hU(ncqprFoL=P>u5}+x=C?wX=jA7e+`_iJSNvi$}zWMtkfB!OipezsoYw^!&P z3n$F&Q@?8n^Xs04x8bxc{NG!h&_+(e!Ue3G)0yDU{VTaM{uvxd`}c|cJ2?w}>MtL- zfP-HT^V^216U5Uhtuw!2nLxlrR9Inb66z0OiX2 zYSh!^mbQ8}jZ!iy$h%2EBLydP6!mj~Mrn+grNH$Z&j4C0bXn(y%o`rcwIe4&Xw4UF z;*sZ&Go12As#^dbGa&&XG-$*ico-0$0tf|^$~)T}0K@6bG?GU4<@V5fBms3=l{D~c zJsFtJfrNr5r8P-%<%X~f7%&FhOKVNMWj6=0j1FuKtuB9bRFt{Yhs}UNT8q%1Q6VkU zeqrWVKKL)~Fd8?9q^LLp-56t_J1-LT_*gb_S@^NAli+|Yka;@n;g$Y7DHa6eqyfAl zNyAUjko`1&=-kV{&(lDWWRHwCV63rIRcG#ZRB(9(fkqeV$of}{r^doB2;Nyc9yqMQ zQ4KoK*LXPt6Db`L=d)-Uj?AS8FSa~CLT)&Zxds6koS!=z&cEq~g0Qd@tlIGk81Gq% zqY`qxdWlQIRUsORl|1bW27@61HnPbQKwrk5zG+ z7r+6xvhhS`!v{E-6i-LCrd zQDCD_gSz&@G^pgq9>MtJ&Xi&J41+S;AHY`XL5}iaB8$OZ5@tIC_9!HMu7WxNS7(yd z+m4RiJkGWMQL!b9;W3?I&Bn=axFf;B?xB2M6^wlNk?X|7NUPh*3h@gtfssHA^W#d5 zR|!#-pj(JG$+_BEEF3Q>OLcv4Wa;Z9-q2~vxx(yT-TO?2r|QJrt$0h;ibb$H!S5hF zK0FkOvxjMO_e@Hd23QYgKyko11B16KsX;eZ?iCh*`Q-JO&1;=HE=sSg0C>?g`XbK} z)4QzH0!JW)-k#DciVIs~T-6*tBZ?S>?WargfQ$@KNk|#cdGY)5NUdTt%}@X}DFBpH z6QE&5-s++Qn2UT{5_+`2-gK*bE-P2PZs_lo)xcQcSjp|dO?c9C9Kgt+wx z@k6#8hc3k<4`(uO%IcTCc)T3@G0MFMaX@B1nyUzOwd|c zX6z$Yq34HzPuDJHK^4=Le&nS+0&&G;cAV<}`eJ7Ra5_73%-%1(Y7;mn5tly zs?Ae~hbI5{pHYs^w!aDm}rKuFwRYUB>ezPG-B?NpjHNUd5~CSh3F`>#$U z{#@BhtO)4>xdoEwqr=+SWqo)R zcmCuZ{H^nxB^n5nEC{(bWeIyX2h?cM&TeSQi05e*5eK$o9yK2t2&jD=VkNCAGe7xS zhGM_XD5sbj+{3zcD@sy`e#8{Tj+8&^5R<9wa}rSO5!Xhh;V} zcm2u^gHXIK31S|0)2_gu1c{fTE#+RG6ew=bvY2~K8_cFLEqxoFIBB;85NHo-R!+!+ zg5d44F_8$S#Y=rNCNT%BfNwEoN`{H09Ly|oqao;b?F zgIY+MT}Bv!W679IhDl*I<%I0M-7x#1elD}SBib^P|1+3l4Rwk-)c8x5M?NX<+KzNF z8gZ>@C-)Yr&&7v%;E;tAUK=qo3`)$N8U z>vX{WbAfo7UFp$VeRUPJkKcj`6NB%Ws4+ER>bw-~|BK9kEx2waB+5S35G73&8-&|5 z0^=y6Y&U%v_3(j)-U&_Z{q0(79|$WgPCd{9d<4^V(9gt&eq~f8Bt6D!)h??&2;03# zW>3Mg4rNsxu)J7k8{Pq=L0Rg)>zbAC{8#<^zxfS}BlkB7Q2*-(fBw@M>HM<;*Ny$I zcveQE!35T*$*y|iKYtp&=W})&^l$Cy6H8xjcrw&TYW7*8R3sTw_AQF t4p#r)@}fXGWsX1g|I6@yunfzx<*Z4kEkiK&9#zhPaj4LwtB_3g5 z;3Q#Socn}#9vu1dY9bQ@1DnkB-o1zB_oVMxTUgsFKYyxkC~atEXlttfNcuMn48FiX z6&(`_6(W%;J7f5*4rL3j-|aI+uiU;8s>=1gxYA>MoX09chG&F!-e707BkF4hA7|C^ zdqv5IZtRP(L=AOio-_>G1fwFwY~dGgkMz+nh!pR=d^qo)z7#FU8EslwFk!grwiUmY z;JR92yoNJh@j*Qzgb0&3CXa=LW6JJLu#Yg)+gERrNY1}kQ=(+j$&$z7QM}|-qBVK% zv#Z{4|M*E_ZkZJ2bs8J$XGL?FmwbXT*E3Yw95G!ELa0R-HK}%<&6lx@HL$sq|Ii=& zVkhDrXlgXWJk{%iqoQo)6L~eby>U+@rL}u$R{xUix^vmlEGWPMs8t z$zDB2W_Dv%#)I`;3ceQGw2o!^e5c%H65c*)IpU=QuSZFz5=H*Dp7|Q*vy}n@6-QVq z7MJ#w8aqhb65W31$@cQ7y;5`mhau|jo0^Lc)X%{T7{ty`5)YYVy~IDyL6l2G=BM}G zh=d&ZNoZ4`IQmxSl}E3q?a znejq|d5-K&xW#oUV%yI=Ka`$wY|>xG)BjCr$SWdu>5w>)EkT$PU!Qs|<50VnRTb0s zumB77;6z2`@xt>kMoLxd2Yj{SgaNni83cs!Jl-u=+j>tMt~mS1^s2I;GGSIhpE$vr zqIAb3ORU2q%Kj{?!bgie`V$B&ja~t(r7PdAJIVEgKD&|6b0;EZao#7B^mU7Tkcsk} z5lc;SoV5v5Fe;X#ihxjyRXXnQ@~2wSjpakusi0zv2ntWHX1En;XDjXm4&T z%8>hRm%jJyF7MPGaJ+Co?pqjZu**TRc$V-A#@9`**$;?_on~Vg2YO&8CAz7c)4sHZ zfgy$=BO(6y1?KWNZk)c#FyHrkAro!h_UbO-n-}mHR6f`fJruxVy}xxY&6nm8Hg>8L zCgy^iwcMJ{Vvp-u&6krcsye|_d7jV*9D9n=ud-3^8fS5e-`%trTE+(NR+#B4wAIX7G7_t-TAIiiwGgMzVVv+ zF{Ybn1!N?;3kYwvz)h!o=@kg&?~30;Zfp@WKnvHVXKZ(Bp^e4#>r&=Wa@rpwpn=Un5<$SXJbRci~>3-s=>HPj9%bY7K zNw|W$J3}9I+NgwTtkx>KH$)DXix^L0%_W`KHmP3NH8wdi=-c0d+T2awn{zrzEBI43NL1+ zY!)_CdsMd>_LnZrFXKa>T%7AU*nFy6X_jw?*f@Cc-3xb)Et(whn+myk%He$0NsVx+ z*XeZs1@iNyF21fJI26#K|k4@*}cdH;y)p zKs695rdF+1W>YG{gPjY%(#iEc;MI{XwT07j45;hRTH;>0(br;>HN0{|z^4PcSJx7j zF7>J0#PX7M(WpvQSEulSD(D&E(^JYtd(*khUz9}%Jc%vZ^xKPG#3NI#g!<6AL9(MH!j z0`6+lqET))8gj_OiRE8>fjDAwD$2L}W~H`5JNf*}73Yn@Hdd`)Kh_h&UbOC$LNG9s zCD^*|`?L0KEM=*UBzi)|*B^);qZT&X*c8`l53OQsTN$NCP+Og%ih77`l^BC}GCidF z0U?Ky11RrHtWis>B;;1kQ{TfrMb4zs!EaGgMWTt~f-7f~yC%SPM$8?IG9%Y3b2isx@KnwE8 zgv4ZKyI}Klf8)m1d`fV-O*19$H||00{p~{1?}ux3iEZ~A@*Soe^0Nm<^MkExwp9}@ z(dxc2jYULF1q*qC90jXb7t3gLp#QC#8mK@_aTbOs%mTO(&3&p z%Y@bgfrZpY*70l5ZeO~1bm~OR!pC&P=FcM?Lr~U4h)XlY<3Z(LM15_4%Dq>$Se!-MUl6#A)fM)u^en8;!PER@!D| zl+fJ~p!A{C&9@|HSwxa7Di_k7$6J~5<5YnNa!tBzrPb_=Fez4(BH;5>^`3W4QdLG* z!9I5!Ud)$ctKphF-3a!GbKfaSoF&*{Kecvi>4kiE5;x8bX9V*}B6Ys_#sQh$b4Wo= zfp&h)w_|4$$ENex&elugN5*mHmQA>re!U&pUSc*~l2g6CvoyVrOia|1o91TM_1D)9 zF?3t2*>${}J+h?T+14)n>>d}W zx1KaOOY;}Ln1l^7X^yde{Dfr+6uM(AxOEq{yH3!-ors?CSw-_2yL&Dcql0BRf zT-kY>!G1(fS~uBDMO7^q`tPb@Wqp(mcD~)m!|yK%I#ffhJG8Sm&)5XyO%D;AnLH6MBR%STU}#ZQlgF%e zL5=3$ZQEEPC!CS-N0p@cvB0wELGRw9cX}{LF<-rq9{WiCH?;|ut!?(&yFnWg>+HHD zr`!1+vux&x?gtA;?lfksyN}Ihw%O^z{KcNXAkMAIU(vFvFcbi0#O`ZBIhB&TMbS5& zwz?C)!;KRfO#|-c$c2!8*W>L$k~eGR!fVxAo5u`Kc`7w)^qE9;;R&;&jmN8+O(Ilo z>-9%eOTc?7*6n|@E=0N?u0+<2`CQ)m$Z}ekCfHf?LX=DfXQSFjzj2GFwu@B2-b7%# zPg$Su2K1@L$zlsvBBY@3@!Z2CRK1hLLPic;Rvf8dT-PJZG&}p{^_8V!A*wJDb)Ed^?t8MH9cZ$!RdbWks7Q*gJ)`0vHf?*ZRuB zY{CyCIE9>T4|A zlhIYZ7~#b1FPKIk1DB0fgx8)PuOaOi4PmqHX*nf9?r8)(&cl>WW8JeLFbKz5aIRWs zz^N824HQhfM(?b{NIGF!apvT^ZeRu0ibR}>o&v+ZVt*}-|N7?X7KxTc0W6I}iE`;= zEAez@HjV9}V8r&^l76-0x4U01!)3|p;If7v1)8op$=Wf_6f`aw7Xz1Gvwxs|kjxic z^mv3enEoVdw?z0rHK>H>NheaR)oj)NL9+G63GKwC>$xbV>@g32mQn`d+0jQbg|M{t zQCM2e4lIqvN>|l6XY4m4!r5|msaiaQH|~sdb9fx-rt>_Nh7ZjOWk;bbLQ;JusD*mHncGH zp>T!`kI0b6F9$jGR+3n8ArMhuk~+GVWhQ@Fxp?oZRdHq&g+}KrORK$v>q^Ps=1RYs zUc3iw#qrK)@MGgj6sEB84av#PM02UEz?Pmn2oo8>wQ9Q)XNx{(k%iPy+rV$t)2t^I zOL3q8*IkmBJ6BrT+}@&*oqU72l+mh6Ut@VX*yBiFV0X+;+NG0liRnSr;TY5H z+cUetY1nV3*7td2E5d8}=8N0UoqYnOSBSBRS$qN61xR&JZ^e$nP<~8#E!1;UU(^^! zv#0M%KH(QJsX188R-r#1K=5ofH|pbE5k3`#N@e+rgrN%(u8Ub2o0jr)k8>MweWLK# z7v)b;8KNum*Ql+Y#j&rNZ1fIm67oqV^3ARP_@d0%R?++FWdW;Z-#oMC5w?SUSyX$L z8*RprM;OzEl&HH(aLCmTT$}G$(wApe=hv`05*5{C94+tlZ8Eo(f23Z`)6_cQh6wN- zO>UH^4`*qj*#6*J*nfCHdYkfD;WUG>O0ksgsJ~^abqdiyvOjCg%9opT7lL*veoz}y zCWm+SUe#l6h}`x#9G$df{5a*mgI6xaR9oIjP`R&|qR)h{mT%l$SH6;GSdbW1&3-b~ zw%ttS${Y)Y+Rjr*hE7=S-IWeIHag}2gI7^PRhxAsd{SYa{*V5&JqaM*ThbwfL(&?2 zDa`#@jQL5USLMN5GQykjATDOastdR5N)iwE-<)>g@bt6DkFu=QWIDFzU<-2Tnq}Fc z)Zhvh+Psgy*z_hqsRS=c`n6g?r_wg{_!51z!MhJt0R%;9)M6?+#y8J4EMCk>m%7Tu zGN8z`WUv_zU&?%Yu(`!ONLBaL*&YZ}+%@*##x}OPxLxYg_D35^l=0>AJLFZH{M{J$?Y6JuV9O#N+RIcTF!JvR*5XUc(MEW^DN9i3cHyZ!1 zr&IUT+vjypiU#MkqWiTf5V_4EffOuQ?Tw0W+YTeml;++@(m58azJEj2s?ix@Nm*1L zxkxuh;1MD|pu*&h8N#BR+xRARHBPPsp?PN8SD3ou2b))G6J8)F_MHha=l4pKO*>u( zg^wdFgWnN`C{dCXvt!zZ4f*I9O77Sg45?lcYu-q?d_RlI-Y;jlrI4lHbCu(;0`Ifq z|NSfL=2hM{!ZY;TArazHG?qW;2qfx2~QE(50X;$Za=8j;BDu+#`%pl+RDlm z`ZZ16-!;4xY*66_H@jyGq51{W>I0r(1Ab-U*0eCX?2bdW(~Oa=3b&fWGkfj?KpKScS_}A> zc|xzE4gn@=ClC>=?LB|U|F&i7j@gX}Bd&by@!aN(`djXPZeuphv!9;tchD9wc-L>- zOg}=FZg39oeVsFkwT$3=y92UJ?Lqz>*l3^GM$z!zRdT{R;bkqwK?Jf&{`?#cXNH<| z2wEhYeigNEhUCe8s%|n`6AFAkUZJ1_9fw5wqnl0sqzA}qZL|DaG3+m=3g)jUiNG}t z-}2Qii_9mz+^jUioCn@S_<_(y17iZc)0mBPLPm1bIk@%X1NynoKEz%#n>-dnA0PMq z#;T|5TsK^xvYHXnJYEnmO+?7kWJlMU5MG8ipf=FIx@yNZx90PXTAI?~@&5ZqZeEYu z342U`|HG|c!;*bo++cVY4>HCg>6NHai6g`Lm_C>kf&wcYNeMVIAT{Gq&(UU!AC)nE)r08jMQ32$fkcJzW zcd=SG-kTn-lqr^t*~<0HoKM*b5?qby+~1oHR#fs3pyLU+@Mem1<0+%}u+l1=uA>{u z5uQA`Xph`3$UdkFl-&U_MPJvrU8is_^~w4hp}NnGqn43%M>VJ(xvf`qO196C@lIAK zA}RCJmJfj(T1o@&fr%c`tnqN7xKi%khe^1%KquDiJchW=D z!&yh9z}Dar6sj(udKEjXSZXubM5Wv+Jl5-Rk!=|YRARgL*G2}nlSy%;h!>T#)OG~d{@vrB)Q zZs+QiKTC}eegsNVvBAT~hHM456@<7I^UT zp09;a(1i)}hEw^k#p*&a}))vW^Qcn1 zw#7RjD@gQY8(f?AIB0gr@!b`rOIfZ;T#8x_|d7_A}b(Om1N) zkmefxF)wnu_mQjw5AM&%@vW6JR%*9k8Nx}h@$99Oc=f2K)i;>lgAhufDz}UFB@dku zv)Oqk?sOx)(G+Yo10iV)hxPCE73p?r%_c_sU>V;f=SaK#(CfRG=OijDT$oSJylGNHK=wE(ME;+Vv-?tQ{@YjwtzI=^Haz7tQiE) zV`BAVS9@fpKhqGrbh&u<>WW)#K)jeR$kUdTdfxmjXV8%w#8*A7qT0`+k#HdM4}*b_ z3(Fq-UAq6cTI>r@%`2h9Xhayg^&;%5XP&eSH9GA9Ihr~MN}qC^!M8uZ8hC50u5E^e zd+6_d1*ib8ywO>v^dC9+mo8;WgIiPGM*OU_(2=C4n3(ggzgqn3>c9Pd8xK!xFeUX2 zoB8>(xd1^nemDBcFK$f*ZtW6=x{3DQUatX=MNU_Q`IEw*eSaUE216(Koe27!==unD z;)?;#-`@7mi@jX1vH#iR|5}^>D>s?6>IaL|^mza_KRAQrdlg0FCtgekg1Cq?4FV>~ zjG}G^@~02&nWUC7p;b#%rC1_PQliJne(~XIRfd`#!XY&@0R&FHPz+@RfM}_BX-xp*3hMZ(sA}A%beVs@@J^0Z2E@R+85k%4{10bYGYOeA zvX^-Kv;VB^khM^}$TA7SX$|+Rw1^KbIA;KILDLN;$vV7scYw_<02W4J(*4kKmD-SP z%BC0wmzp`0q~Viwtp@3xv(CO~_gcxIt{ep8x&T(PP0e8}e@tz83jj@dBXt8&0*>mH zgc{=nB709<07bc35tg6rD7yFzqzKas-O|)6e9d_WjTHj|iLEPu&8Qg@U9@W6GcVCZ z)a_0AD-5Q%i9RJBr0Ym2{9W=z)1)*t;&H`@KDymKh!#sU5R(o>M%h0f`uG$gA1QrN z5dC=oIF0xwa_efY4!-FbjP>*67G2%eU^l+)0%~XgHK1jk22wInh-BbjcLo^VoC64c zwMVS$jyI11wtSn?w&mu+O9GMkA!&L0@e<`-7V1xy2)9*=ZWa@!Sw2 zO6k=%Y!u64SvqWF3OLZtD=V9Nz;ifPN+o2JVJr>cu|(`7kAvRCbg)gllr{~p zg%D{f8PWZ(iaikEMF)ag{Bgi(mQJ7C3YCBNG7T0Mv^)n;>OAGidD8m%vPpMATnWHE z_6B|0givpM(W7;)*)ZjFz$x-ee&3HaPLMH9a5lnUZX&(&vb1d6QLA$CLv~NT`*t=e zh5DF*dJCwL9MC5ZKbvm=M9mtA5;;&?N9cRNai&N*r=SdNp#!%Y6<`{Qz+~4Lbl{V zcAyu^PwB0-fn~6r+(QC_th0>{TW$hEgpaR%EN8=>a<_Z z?ghFi8X$c-jIssGAj29?#rrr|(Plv$-6uRqyi}nx%6Vo-K$^87mz!Y5`Hf52U9@lh z#MM@w(fPD%e!DC2%x69(oX;9ug1AiqES!yOv6%<8?Y`NA$Im`l2Z(A^dbClD0&_?Rh4@IzYgSDIu0&vyOas`P z?l)7|$;SXnW$Ob#UWAU<--xzjj=_V4IB=h)%t&`93rS$V_5X?wm*XpRfS+>#{91?j z4^4ePPjl=psm-Q&wFis* zOZ$u2`5lILXz@UygyLKs!;g=jFEY)%y9N`=&5*?4Z&e8^16G6`0gw)ej9kVOAz6YC zQF;KZ%D%%V!91_RPlf+eRfoWmy-<)~Q9FlRhe6PjMJPw4T}s#VzeW}kNJ-WM6JoVy zZ-P95F-@~G3FdsuOrS%oMWKxIE*D4_XLFYF>rMpngWH$!#-x)f!Bfa3K8aur@J_nf znHDZ8IR9GJ+aA)s6JPpgc0jWGkyWD0h0M54Ert#ejmJ7 zO?qM9e6A5G#oTPYC-ITPj9B`-o$%>PpMZJVj~X9ILSap{@X^Y`>x8qCVikA|Qi*u& zs)9y+zXt);$gR34CY{9XT^qtqDY}wrQ4riB5_F@xn>Oiaxu`QeD8c zPwbd3uySr%A_J#d;ns72Y^CrFLP%o>G?B4%WE4XDxM?8wz`Xj{{mG!f#cD#Yy)XEJ z%(%U9K_QOf>1tX+!NQ7IQ>A-?91E@=;-AYat_-_F^(~&CKEdX{4lWv92kJE;%H^tJ zA$=wW0+&!TOAbi5vxKLZH6BU^L!j{0biU9Np&zdZ=aNjZ6;e==ee^+}EU?qyPxwEm zM*ko`2EoU-Y7K*3V$6ZoV+k70R>QC|vqQgaSaG20GOuXn9=)uWMC>y^#ybN?yH5=! zBzA03{$J0hT$aSnS-Q|be7O3-y5I<4hu?6Su+|$lKb$+L`#lhqTaswDM9V3RwXF0- zu&@R$CwP*)EGz#TL?Jo3us$ArV~8#uC{7g1$4%0ossNseFEY_bpsin1o@lQq@tC=> z!9(dqZ32dU$s>HF&$J`Dt}EdYAUtuaOYop&(9V^-GG_uvQmvAHXANx4lr}u8eGK~Ug#9!{<$S&WgJh5Hj3Flr>gc}kTt1_)Y9CeX`lVqfIKqFrY3PoYTC<-8 za_h@YdnTo}^b9Wl+k1;jOyY3tF zN=f7vM;z0rvZ8Q!n-$S*p=9~yB=MKFpANndh~_LOBrDh+p>AQ7!lHtSw+pjNqPo~d zKoLfqwf|PI{ATOUh-JDlnQs+o10oAU=tqFZBOzfvpVx z2vL3{I$JB)gz|5v)_}`Zgu-SuP_vPGbG{pX7$ycNsrV_p7^$WW zD9C;}4#O4!MGv;|bLD|9{gT-{=}=J*HB>Mz1HeCd5e0*%&814`__6v%Ez5N7w7zZ! zQ3RuRh0`R$sUt4Prg1vzBb)ciz1NpzLinkMzjQyd0PgewK8^Gf{?-@@=a~>^ZJU6W z%pe|+dCYFrf$EE15dOw;cBTw$0eOka{lXlOq6bIlpW2Mm76}wK!rS(z{Mi(MsWXc~ z>Ei6psCIVIKoOSy<>5w@i(@EaeK~TfElb!X6Y+GVG5Edn8Y?7+1A#2_SeEpwQaZ%@$4gqy)PcH#3Rc^0 zQLGO3rl`#PYRM##LO=hQPS{M~7F6UBztVcxbWC~=JF~6mTO=rrD+Z-0sh}n#PkGnn zP--}!g@$d1Z15?_G&&tJrUe6mfn<}sDxev%PZ>SG@w<32Uad6C3d0wr>{OZ6G2GJ} z<>RbAT)54BEbQ|!5V}NVlCkV|Snx@mgkYuFn0GVF`Sfm~?`??o@Z2S+nO6|iF{bRMhAyglAe zdSF{Y@D`D^HiUh?)RW-txx<6qvLb2|YN{HKdF#$6$a_f$0G62~nj5BWUx3iE?W}pp zBm|BWWy$jIcK(%3FL4R-4)2Fpj>`LcZVPR-EAOVm`U2lw+b+&)B04mg8T*_(p|8N+ zNW?!~p0FXAD0MJ6S{Bkn79yi7AE3S#wT%wj1rKmRT>HF}#&O0Y{1;;JC(vag0kA6= z3*yW%|AdPrS$Rb;)GO_pxR&dOb^Clhri*+2nM&l{IC`Y`6u@MWI@6hh)m^_`3TLs2 z{ON{gPmQ_$&^twge-z>de!fEN0RXjPgjAu*J2YpD08sa>br?Mgj%{`kplLG&?|%Lv zbR_0F03TI59RKD5|GfC2GFS?_;4>EB=SO$t06?tBwiMkegF=NE@LJr?Ik$fPAvoe? z1dzDc@FGgIXa!y$5dbc~>fc6xmWv5MfH`q1zkmSK!D~IBV*17YX@Ipfn*B4r`sohb z;I+&*)n(AEGgy;vU@du>jM0-7S2Gy_d>Gm+i!Sj8Xsaq%%YU}`-@(cMw=Moe3YX0_ zBKXB7dx{YP$URo9=&W+*-;ezF9|4+T7%qKMF8@C8mp{OdvAP~44ZlLKGE#s!5;lVi z|0FwSI+Sz)$QNCg#c${(C9M0&9rOW9gQh=^tqY=c0)GL74OVz_e z0JxKY2!AtrY)y5s^Y)kYDDI(EYcWCa4rN>YoQ`N;q8P%+|M~HMnY@1%>?f!7kC6Ob zcmB5uNr14x`BPBEkqTfLlO>!cjiEdfC`Q2r&=yei!$0wqZ(kmzJUh3*j0kz$xw z5Xx3}#32m8P1AQWbTW1T6I`AH>?~D|wc-{;9hd@)ncDJ=GeGitq4F_e4TBK- znGorq(&G^r+E`&kCrJx)9wasN?4I}VAl#F{6Ob{qq z43hjg5!kCB;^A&;k0YA{umxMw42`g0CM{-=J2m$JSS4zSCzzByxlk^zhT_=I!Mb`w zDzEYA8}DR5U)hK^R5&EO{^^|aY4{RER|w?+;I7hE#hs#UdI;*K>EE8cG|gv21trr| zcKelPyZT3AX~mO*^c-jGh#2>=}TNmO3DAZTxA6IgM{Y(=**$9TZAy(Dh`jn(+ zV>&={mYcxL+k3VV4mlJaM;pD@n_H&f+}=a|>pkf>=Wqz=SY* zx2kE|Na9m9S4e$#%PDATjg_L?hB`;6fMIZ3PCS~S=jS}^kz;!R#MQlHlNIX+`wxBj zBhuzc(9B_nAyk;HzYGCsd1W>29BuZO8IO|B?*a@xVTvLH5G?l1luk1R5*PwlO_En@ zLTV{-Gp7}>7r$^cmGnK5n>Bv{8d}o+RggBEI#wQ}Gk19jZ*x~WHW%q=*?AVxJ@LeA z(54aYPmi;0J<`qVKHi;)dbD}+zI*At=$U=Wq=R7nka@LR)T)Ac05L@ci1h-lBmqJ~ z_9lJVI8EUQ!>?umFUN5i3j5lm9h!{WNGD($Ab+sID1$&D% zHM0>~n+0&DN{CNE;ZnQ3mCJ3|G6qf|$H}Qe4|^p=Uapgyn#Q$bAOTAFo+RO+X3QOq z{FvTdxM8YPnM>b%3uC;czw3|0`%hLy@S5l9$oLH`;oA>|y)}{Dv=7Pa$6B~_0c&md zkk{J}LVQ_GVfDShHe@=I)sHZ&tOLZ_A~g@D9k>G=SU@prkP>#He|Sg;C5xF5=qtR> z>fKqu%8?52)m)(zM*t|bwI%mSI9CCvaO=yEVhQnWj^xz)2KvoIty>HxIb((9DYfl2;C(}sl*yM z19Q9%uw53nE3@?q2YK(*Kp8v~OJu&$-k%f2%GrSE#Wdi@;F0b=*RG`i8cD-HN`4)1 z_{&k5taL;HVpiCyRR{Z$hDO$65)XyUWa@x(gI7rKSP8T2!1T{B@36N%0Z4`=80NH! znodcZj>LJ};!WnI&5n(F`ohQ*JwQ?=IfaF0(qGkDuF9@$+yrizmzo1>uiI~SU!3HW ztEbFg$G(D(?oj}SYu`zb#TwqbWy<9|T*7jWp$bO03Va_;z$4NP(Lg*Z>5nC< zqac#8^?l9Ie3h&h^m{5K$ghI}-gbxRsu7;TcT8H?O)1*V7DW#EL2H1eOmL#~LYlBY zecGo0HTP~!o1ID|aclOO=M5xFNMrk?tRt|8{KXvl0>A-}Za)MG=G-%98!d_=yh7f> zHK_yQW+rN_f}HFv9}8qkkiebDvAs6ElXuAtGH%W=hs;iarJQGWW$03A6x=KQT-PPG z>gOHjg92vrG_m8Stw&5VzSR%p9b8Xiq2=V0<&r4132XGR_+cWs;M*dSX91z_v&md; zd+XIX*^jQnExQ`MTV{fmmjG@rS_5$83ZnaAiL(v;s+v-e}3GHFcpZnW%s5oAjQdcgFAKr_Cx zQV9lX*f=rXoQq_%K}11#yYJ}ZW;sAnt>DVMJNuv>Mc7(3`$)>(r-!oOLEI@Iby#mv z9P&e?jytVuwF&G=ke&a#+p{bjF=x$_fT2%~GPrvnIcFb+;|zGBwyHTAXY4GvkDmNU zIVgWeKG}!R_D82%9fE9$gK>5p(Yw9(Cqbxx$6DFoHOV=szf54!fuxO=@C39>cM!@G zlZ`Z1PHB>Gm;29Jp+ofMsj(gmdIo)8WvyC%2P~P#OwKHb;#ef_a&maWFY$07;2$Xn zJ1haC5nt?wF;{!I8ao%IA5;vLplBFH-!{G?y&s6zA(gZZav*sq#>k^S0!ln1gCV$* ziK2JUVP}{?02|O1>t>-LHtWRH8(`LtgsL#y4%9p5ALfQ$ah6p*i zhF6}ju|OJI158m+Z@@1`Nw{^LMK)X_iQgMoO#IQ7q#$1kxCtfqyObQMBd88%0qS>7 zhXxVESXC};im(CVLdf?icB_Bo7<>2kd{92)hA0Ku5|N=Ytr(@oQiub^pc&|W{rbfu zbxoEjH_Y6%ISTFr;mora=&eEb^AQCDN0)vx)U_a34VE7YwKomIp%C!o(ak29o)l4< z!bJk~3Pb=Ykj(+Rmv-1YpZ4*y6aW}~$~#IuPjgEKWWnqPhmMP@>PnS_;(ZJxu+auR zY<(!gO+SavM+0RG`)mi&p7tPBP*9SEAAnvJO6So{#POn=#u;cW-`Sgem=;yj2eMb!k3UrDlt(?zgg%B z-=i2V(kTH%C6|uv*V`4v_rl_Q1bRYjbow|}&8mzdpmuJ4a(=otCNti_s>GHjK{p0q z^DG>7=9Y(`_zQUw(n#Sokx4(Ua%nBIfTH9>3aU9%6XgM=N|3iMN;BWiFIxl48f`A# z%*{sdL2cB@Ku-D;6n}7uO8aT{^dIbO7diwjEW!9hFtLthzI#74-_7W?VZ~k~CS96( z@36Z*@tSiAocS?C-zcEou_irg}c{`_)sb|bpo14Y)7NtWlj*cpF7dPHBCZL2%3 z%LN7$K)!$raL;pfR%>1OXaV25pRh-GFoeHc=1kpN%Hjd-f*E^fa|3?B60`V4y>gXHyqRYqe zu4V#2TW7Rc6a86}M_?^w_+rt*I-X*d;I&3X27WsV{=e8{u_PNz zvaZ0`Veh|4)xVd1@haGnj501m$*)pUe-E)H!bkHMmf%K>#r{Yb)LH5Olz&LD0lEz@k87 z-Z~C5OLMZ~M}5$kW-s@fH0NB1A~zzmtYkndvw0=Rt+RImzHdQI++gxlMlm%1sG#}8 zT3*z?tVj^Nk!)0gK*zRi(L=6N2a3E#u1Zr7P3WbiZWmaihra(jvgws3s zLtN9+!^mC#4G&P|&B*bd9waN9D*Nu7`sAkc*DocD?11X*gj1*ufD4LDp?P}Ak#GL$ zEdFpmD0<+H&gUCBuk(9nDmm%{m@dne4N6?{$Pi#!i=zc6NSD*0))Q#{f+=X>UQpK^ zgP`CZ(32A1YA((OipWg?CAUW86XZ+qua=Eeu!ng=LW+Ln$OKnM`Q$x_VuUbkMVc3& z#LNL@Ze&48?qq|^&aaith_jXTa~WXYf7;yy$iQL%lVsey_Zm-vgaKXFkK%-0n$-k5 z@pPxGF72#6yCSf~Ey3(V*5bq$kgO&^sWJ+r@u?6}%>ss5Er2Ca09`Sb_+3q}-23Uy z2Rx#NEeCmSNf15=%d6gOJ)`PC9Vd6Z%VHLPDF1obC_dmPB%iy0zN6ORZvc8%Tde~H z-KqX;wdMNn8d}A91xs6xAB#Y|T`w3-6hf?H-z}65prACU{bU>zVmk}{C6 z#Twmaw)zz2EGbX1HK?3xL5IpM=mG8XF_R0vpdE%2H&G2>*TvxL94MSYLyuy}dkXQ{ zmH=I=idlhy#(0n|b3lDRrk^j+x3|GRRfD-LsQ>_B!Oe$8Zd4xuP5g@31&mXWnB6iH zM*=lqBT%4Z8kzuccQ^Ma<7{Zd(FQ2W4SU(Cls*IMepmP2?u8~E-8%k`D|#OkAX|&P zF~aK7bK8)dC_Q?SvUOsXVrRS~c_wD(GsUXa7S7TmUZH)v>cpk5>}jZ?1Oc7HKQ#56 zY*L19{`95g>#FKc#WVyouySec8Zli?rfhl+@;+oc5)9+wWhw6Zts=t4;2v)e)EzS> z+-ezC#volVVs?7Pxyk0vD4WNAThMpA9RCxjRbiEwtW(n8dSgoKGuZrEHkih! z4o;%}p;5CcMb(I<0WY9cH~7t~IqpH^a%Zdriy1nO*6V~3#6=xTH^|B^F@F^Evn7Rb zLHlc0YKv`^lCYUM0;tD0IVp)iBs8e(G~AkytiKx~6gC_8PXN-z-%|+EV5DKA!OM*& zfXtJBL+PkK;&FOx#~;*4ti{Yy&~U8+B`JS2sIt^CR5@bI9BfUD1erV$;Z>2XcFqMr zGAf2#KL&-m>ClKx>l;fkrawqE`p)Kh0WqnBdP#&q&kDEO)W&T{ifa1S-~Ow|_Av}< z(_yH852NWighJbxPN0kY<$|Ea4QVk0cqMMhEdR`Nl%kmN0FE+Sg}C1KC4Jgj0LkT< zO%6H9W2+B;zzK$@@X2~gI0q&-rn-Zoc89aRwR6=<#{4JG-hF`xC5X_YOyl>noGKO6 zXPQ(jIfUpG0boUJ7ebyL0~$Uu0!(Fy3)f*bM>zrxTLB`2Q)2ta>nc9J7_S-(IrABp z@w^h;a;=CzUT^MOt{D2Gx)G&@nLl{E-71jpbq6G^$nfAEau^M(raUca=#u1x0Ep<1 z2fahw=D(4IUWcj-76Lds7#x)cElW7ALv|L7w`u+4Brihh5z_AlM$BYDSgo;{9;h>5 zu>@=}JO@$up_&Aim_e1lm1800$zk5dkLp$9)9+(mt5k_<%j+i6Jy8 z>JG{51swe!mpR+t4%PsLS^(wuiaV2eRR%6GeBhA%J{j?diavXg@hkQwvlEkRZf>Mjss{0<<@kfQhID^{R) zr3G^saQ6a@%*(SZbQhs=c-uMK{mpU@(A?mtc>?CVq$w-#-*y7<-}a_u*s#wrM87V8 zAmD48pGUGsF|E1|Gh3adqs8oDW;M0OP&chsRkh?CM4H8saBH2bbn{q6S1Q{T1I9?$ zZ&gZY_(CKmaLF3Z-k(93LJv&>RoT5kNFw!M2KWkrK^$47`vFSrVK};_gs?`fdh$fc#UP)H4&k2@+y}3;G&i!bbIs*XT!Vor8 zfh{dRqGmbSSRX^FRe&fNg$7RI&cZ!UK>dC?Wc`EzYrO#2%=`H@JDPcEl-&7nJWE zH4pTkJllt+pq={$p5h_^jD+1Fn1b1{{q`RISEM~?5lshD#0Ig*C60z@D{Up6=SCQfU^NvSx82X45|mLj(IMjZxLv+oK1p(69VSo%6b#glPz!t{k5 z?Axe6h9R7P2g=>uN-gGG2tfJwH`3wPVuBa!DH|;^icG!~NPYE%LaX;7($Rr?2%eWN z;Z@I7ZZlkH*y`W22hcor4HT9B^U42No1}ks`L81Sf2?4W>Puu@$x;4=Leg}RgF0{5 zd&BJL)foe1T)5vQom$bW^A(`56Av9P|8=eY6r;;x;4J2g?s$%$6b@2B7YO6y4WoSd zvp#|&=Nz&DjA$v7iAKM7{&VK=P?zT`Xa z~~kJGSCzt_UxR zxe_S3vy9PqQR5hh?KWpG#-UxgE-VluvOI@f_Cou4$4cPiMRiq>690Ma|6J%r3_j1w z%l`=;`ehFW_deeEAV80H-HSazfO1J2`ySfG5%U0xvl^_{&;J+i`{`7FP2qc5!ii{* z$0Oe!Rwc&VJCFSyZQNr#d?)cWg2mjAy70tO^0!h3gTRL)Esr8{OvM>r-ItVMx)9!e zdMHvi89muP7VWw=w#w1ABt*5_(Z1_iJGr(m(itzvnaDrcDUN}OeN_zn;}MV#`-}Ei zz?}biN+}ZU8$>0L{WtEN#=$~-) zJ{Vxr#n^R$3-cEjv`BypqKC5M2+_X+&08!i>?GwRLKCcCUEm8Y;4Dz%r~l)#|MPu+ z{zZd>jVG2NM&E_~s|yHm@WhOt<=ZNtT?HCXv5Rw~)GIKp7kKRbz||@-3+FcNX}F`77iTOO!L0EN6rTEXTa68U0CzG* z+(EyGVn&w?3@}{ky>T3&u_@Wmj0{n79t-u_MdH++*H_4wL6YE9j|_oJ6C04=Of*qf znf9jdfC3b{nnauFrr}hX&}C3=Ug)?oGFx#BFc1SmI{A+vaqJx_vrhaUo;%{Ck*is< z4E}ow+XT}S16j)StDExb>Xr7Uqo5cjN3+DN(N^F(ld665D46B#Kl_3L8@*CL(xOQ@ z*X6J@P;!a2oTkJz2~R5nMSCM$TYDB%f^r@|{Dlr+UNEr7s7%ty8T;B6!D6=`3;|ia z_ZK+~uPJApfZ{^^|Ha;W$79|0|KliS6lJ9BA~Q6MY$~(ty%jP~GP5}~tdNi*n`|PS zwo)Qw@6*oSnIZgM@4D{$dw=e){`>v@`8_`WT-Vigo!2>z_i?<&^Ywf_4;Wg9b!Tg} z@{(OwQ5mWWrov8ri#4#FEHrCk$+AjPZqUrpzS|Vdg8^E{kX294>y*5?U;DeuZ&m6i z8>1X|HT5(`@;hZ`RwtXL!AiC#&%k=b=b(zFET?@G`chXz`Nc-mlGAx*`VOV z#}+9Dkq#|aE8kEBS9emo8Zc^9%NxN>00GN)h}aSU_HqGA{UkwcHPG+)oo1AG!7oVP zU=bq|MsF`;Sp!n_=ZJRsu`55GyfXX`&`v{QGQ|0kc&Eu_N+*}X)MuRWz zkp=kT?_C8GM_j+3q!D#5vP_mV0z};y0JyY8=*+#tE5NeVXmR9VAM@>v;I&G9$r(U0 zOO1<+t^=EZRxpv$f`QK}vI?m9Z$~S5(&VFvgii--atvNLEJ8ikfiTRpqm~j+Ihw1S z?*chxK?w58D9VC?Y)9-FyAg-bDr0{TK;#f!KVhR_N3 zgosrGldRU`0QUXjRIFVIw?Vn~d{6Eobkl{vVr+^BTtr~!Cs24#^wNoYSH_+#aNn5g zsqyg<&~J7Fo*;034Fiumwn+YA$>e?x-}ueTyY#wiEe!3 z?r6aD3WzTO6j?WQq?Ra#!!_&lHzNLBoON)H8K<{aFY4J&mT+o~7e$SK4&)A4jJE49 ztmCd+xq)y{hmwKk{{_F4?}9E<#@>&}sd118@P(Y}2^b$JwyxM&94LNYg2I-E_W|ae zKupG2{FH~9FxM9&eRDV2tL_XJ!c8&QA;yoPoX~7{v%0leYXAKX?g}Desm%2IY!#f) ztc+Uh$&H_rDo76%5%k5-HrGY$ekQ`_=$Yu`b>?% zd9->?757{Jo0?~Fmdy3$C#>%W7b@JZ^pP#U+4oOwypAWe;hu}@A1CA- z2eig#$q5| zTVY#+{ba)CM{`tuvTu1%OEII=b}swB3ImC&c<|e#gUkQ<_3=2%_*e6l1XI>eHO$~3 z?y{q+Y||J{iuECrFj1SO!7^Ls0zdGCez^?kV+^N=r3-fM^58AcA1t(8{M8os#G+iu z&skj%$G;zC(oYq_rm3=`pORt{OlolexVH-W9)6Q!EL;1s%tvd=I6WH`97Cq}Cc&$s z^=BqiGy|Je==5aJ=9Aekqw%IHi#k<;&<~_o`4jTCI0I1(bLM%$(2L zac4}gtV>S8U<|oq24KggoT(4JAF6xq$A{yk5tbeha4u{<9~_$POs`m{1AlWz*PA*V83%A( z$m8gX9x}5xBA3e>8jnkrn7cgt{lz7E2q6C@eVmaLxK6Mc;DM!MkxO~BV8&gWHE zZii-u#nsO+P5V65+M3_6&REvX(^yhZua)u!_=_yjLAS`yT8-aIJK5e~(T}=~Bebb4 zB7JBThVCL~(~jibXh~7lMbtcHggCu9I^R1`Y$FcK!&M68B>Wa_A9#NZfhuRL<35B# z?h*)b8SCe&PlI8#e^aaoB$XPr5scW-6BgxXT5s>XzGqS&>P(LFMK7WEYK>3GLMRuK z0$bvQD@HvQ%Kb!on9=eD_Mk*4{Yp;htGS{hWqDoQQ~vapuhGA@?ff5((>xMW}ot%$0ufo{BMZ1_Lm}-mWz9JzgsZks_yZwmMn0 zMdWIRO3DHlv)F&cLME!uRUN`Ta;y(LRA#bSys{-qS?1JE2{}A2UcE_5d%bN^Rna~D zG))F-pck}*=1kJh2=WC-eUIp4iG|9ADpL-IRfI_KV-now*gd9Rn-6weHES##>~WwM z^DI?}6Y7S2VFJk|c<4?2UpCMbUYg%JSrV_f{{_qaa_4#dcr*M+$`dWQY@+@S)X|(; zE!|wr?UnK-Kj3-mc4ukiN{3L}-l!QIc(EW9(uQE#`c|jotW_vNy!S!dqi=|sOw>Fj z)O{N>mN|T5z#j*1mgDl$H}a0+*&-TrD!#nZt5@s%vz55Z3>{@#7Q%4upAX?>ZqoB% zhi{s088MhAoW#pyAiR`hsQf`oe4E{@>18o|=4856hcg9*ZBLF)2X^w|BM48gy@Lwb zF6Yb9{yV7u*Xc08yL01}!QQw2Lkl4&j_Ozdb?D0wJau>_!1&w%&e!|w8bQ6opS(n3 zAGEAgGI5%=*;h>Oi3L6fP5uf2%%%m+n=&IeK3&a39RQ|1AcZgo7I++aO!9gQACPeedlWi57H=AQyE>O1P1{cgF1C z%#IvI2MM7B6&Z8IzhSiheDI8v_#h%bqR0Q*T^nW4}&>8*XrDpRartPlnzt6=`HiL{>i3_QhfA-v~Mqi8kn3gm8YOLz*Q> zhRQQs4X7Ha_L?W&cuy*C;DA z!_z4xV+h^09ks6WMCA)0aw~?$=!}IUDppH{`qZSXB0s|hjMCz#5r%kJu726od=?6e zs?Zv!Lhw*}&qE+mnts>5qqqaeh`5RHB_}h=_di0KSlZlxN%0duLXw-3bI+ACRnu-P zVlkv4=dOLxSX-nQu+^Udq5>fuTmq2K5Uo4RB2(sOKfb&B zX|VcX-`(R{7|1P4_Pu!qj$K}$`@SK$zn~23ZeVcEY6JvFMlYtWUeNJ=X?0B}G`L#kqaV;oko+Id&ubGAWdC&Gd|m~tky4?P)Vu_A4?f^> zKgcTwNa%zYaCy8jOD+RNmU*_FZxwDL>XxqR?h??6V7mbh)0lxui!?u4=KcL|wYxq0 za2Mpb^5p@cN}pn_=~)G*`BtnJk+iVC`})l3JT)l&m7#nzU=(t|0_WnB9a&?mH~B`s zivv{TWxnt2q6fX+88$f$gDmI%PuKlW0mUi1Pj-5=7|1v`Uz;4dR?kV%w{YbdOuGWK z@f`qCp(E_bEIj=@A8micE)vIYZZAq1o*&A$)JI6>TQFXfC}oh6gaRf1+Dr zGh3petXm&^Nem}9{HsQ`=1Bv%geM7_9g!};0ah#wMr`Sf&{OPcZy!HQ8vOw``SDq|q}+}?}{Ftg*JNF9AJPvKbuaaT6l$TbAa5IqzF>nbIFjB0fD5rSxn3+k>Jovv9&Ec>?6H)v zML=`j8BgTmvkNUi4@;6CTuFYkm`hgX?xSNT3mHY9;?D|PI$K7gQ#VA4*Kj6vkbsA@ z!?F*g>f>|XP_v&&r6bH=dswv0SQUV8DK=P*Ts1lmn1S9NbV@px-LXSHz}UQWHpE6! zqED0?z*Pg_Ex`qyr?##W=wksI8``V%{`wProc=*K+N{Uo^8cvR}r*6($A2DfA#d8wLb#E5pn^F>wy88OL89cS~^0 z=>;3XQbtePa7yV=+FANzDMd)j9-dvh^=O^u%(Htg5yy{hCw^*jtVl^L^qY~~pMHS7 zHxC`C$+TB|0b(`iV(wV0m-PmB-qFb&G zWw>*7#`{9=arPURUdgsoTt=+YQE=QP4&d8Qd;sW%GXfaqSn zo9eOPLpe3_bj1AbAek@s38_u=VWlv%`xZs^$>T@rs6WOgkez#el4YmKksLqa(XaY5 zG^awnXzgU=^};i{a`k$1iB|dbo-6euY@>{r*hwSjAa-)Qn^Is7=$>H~iU4l_9$obt;DaLza$3m;7+{%Z+9i&u~m zhM9Z?6tq~ZK6>65uhw%>-tDQ$?d{b`6RJtqH+pdmzHXH`Hp!?x0@E}GIo=(C!t)<* z`G=D_Rx#XJumJd!&n~sG@ky=;J8Q9n4(DS1Tz9tPkdn71$4XwZ`uVb`29d5G(gw)$ zwOy2Tp#zAfE+g#FRXRq%3&V-HC(``lP%mjhUb`Ti4K32eK}?5S2HQx{>e*?Gg=vvA z%fqF?e%LzkzieNcR~1|Lmit!vwNh({*z{eV@5+p@?6_sb+nlBOZuG0In$LA zY^{58?7LYM-&nxi#}4W%I-HR$H_;xHKJ)YxqtT=i*33mp^{4Fw;5O7uy&RSC?Q=iq z>=-T_;U!40nkmvJF+YJB z8)&ddZ$17InCeYK;$SX=%xvuE)5dS$wPp5k79BdIMc*LH&@Q;=suYu>^syO`?XowY zAd}?lZ9&ZK2WZ6vKEb1O37Yud(rok?1Kn)NG6aAmj)S56Kex-AJqj8-m=G`_$c{fMET`udm|2;Clf#22;iDLNIKe zj}jt*%PV3PFK-MeTuGT@YnY+HET9{=zh5K4YunPeNw{hugMhz-NKkC+3c_ z6uXF19-nm&FMcE6`R@P;P4}Fn6Y84l%KYxPrkfXDPZWu<8ySWhfqlw^M!dG-DmH4! z7JKu<9%i>s618#miMp;B_j=>UMS18d!alr)pEWtT#b76%Sqj^iW0MGVD14Ck{3r!4 zQk3d5b}wJOO84amsfaOf24gHK3Z+Fk47r*1w9c!4(gzj+; zJ;7TMyPh9D7Bi#7&dZ_@Gl5q-AS=0mz{Qc$w^Cwdo}C@*@MbIa4{EvSK;e|USKdhI zZ8`q&ipiH!hS!{l&^DO%l2S+I710pgV2ypt{BbPE**=poi=Ly0$>H*$XY~}@X*7&- z24LWntC_27zb44pmnnCg@>%z-htzwq&7XY>Si8#{%{`zfUj!N}>G1--d)nw>DBsIY z_ZDC&)(dLi3@j&01?wxC;TL-eJsaFCGiy4dS7;hYgP*JNC0r`vw3W|l+sqj=#Yw0LKHaqH|@A>ECG3f7Qbiw|!~bw(ljA9U6e)|6hUP z5ewNQ7n-mh`0b_w>E6cxH*fJ(oS-nk0tIB+YDFsS3~TACp%&T6xX80C{9+9 z&o3_CwgCWB6Xx31Bh^)aJ#yL(5t6f%3PEJiAKbWfi53mmf9Fdsy{Y@n$juWd2*MZ` zF@G7_hI!pxD8NE06!&zhJ-1iNk^W}b=fF#^+$oa}kb7w8B{(&*)LpA;QcRRyU#;tE z4ctHDX<)l{M)qykuVL4H_rR|5A?R>tS@R1)qtOR76hq$2g%O;Ch)+&Z-qT2~J22rB zc1wQIyr!}%`_`Ld)43cYt|ETFX%%kU>G%HiLuSic!KW7hgfNe}Uq(SqFI0&)suh+A z$)gZ>q%ksZ-=b+vAYAh+Pp^4lWzcXmARSlqL#8cXU6@?DWK=x}V6-XXf#86`!m23b zZ@@CVhx)nV;9DU7=yt5^(@BEVe2GkD~U znM-Z>RyfN8*6GQ}hkXbDd4|w2q|8Bbe(2JpW8M!WX$!!)19j^k)t+uU9@3s7gJ308 z8|W1IC=M5hLjx)@bWz_Wh{*EwFx>SHTowaGnWAw2xNY3#9=La5#kMENvsF@_?qV%^ z^Wt`e`)w;`h;Q1KjvdphbS(fo5Vf*uxgZbaGgGG;>=?FBx*=;^f!r&B>dH`Y<6nS@ zk(1Hr&!DfrPOgaeXH)Jif-uH{RAj~104A?J(7lx&zcaO+LC35nPPr>Igk`{xzc(F2 z7zaoy{FWdtKKBgdLX7hxH8lv;S*2;ahN3R~1u0TkKsWcWwq&-d`dH}C+O^)>sZ+Ul zQEpGpuRjUj8KR0$H@r}63;9q>7yy+a^LI$PM-9U6vVn^aH(|>Cw0Hh?3Nmw@6HPYy z3UBZrSmHk6Egyw9I@4eJ8AlBXkUmI_aT`APy^!DVoGm~0dz+~-NFXZQ@a-^^2&gN*1ko>sxd)j8?-ngXHBEmzPFS5mZq!Oy6VbC-M^83%5X`u?-X6Jea-w~j$BQtdRTsL;hY4$7|20<~a2*sTUfo4L z2dBhNF9GRG5jVv5E#vb{ypJ>8%FlJruLHmY2Kf!)Ohc>2pS4`wR>nSaAy)`|`prwg zEWjX|h-VjcFN1}QXQ>Up#MM&%gh9p|`<465>p&2aS@it!?3}H^%G5=Qqg=J~zgEE} z>~iI$_Bh5wTFClpY_h#$Sr+1m;D(LBMH)r+>;(xv(@;t%xd!^U93gY3%)ph_kyKZ; ztW}5-3-Re6spM1^<)`d?55B56Nv#@x{}Pfk`YB-g8A;SNTA-1gd zzt$Qv=j`f{93!2${vFP9Yi_XTLH$7*?H%?q2`{Rn`8RfIqO``gW22Sl@<^*Ch!FYT zd9Pz_UPi9*aIVVYL_J()QX>?JYWxZEh(fWYqfIHlK`@x^8+DmyK~$=!7TfGIxhYv5 zvQi@A^NC_mlJWb|&r)!Li%V|O`Z!vZ4De}IMW8#StRvanW9hdpS z)-7#l1^^p(`Wq$8m}9fl=6h~z_oNX>`fLXW+uZ0LZ3yDOm}QEu5!~xAlUunMhc9`@ zx;rZhsnWChe@6zvpu9GQnS&vC&bARO3WZ-nXkrbi$fHaX!oKz>6;~^6ZL-eQ+vw1r z5PFcF)wE#}d?0L8`rxiBUuKF*U zMDRgth7|YR??p8U<_S+5KzSYjoGc*DJq3>V!F!MI#|$=89ehzYBFSKr$klKC5#%6# zj4At5*|cB&83V78)&c2RofrW-TPxzU2SURhi7G0&T8>N|HU8n))cNkn{@_&VnIf$wAWQPx}-99wgtB~b~P-n&U5 z6DY16b7P}D;51Xt!{y9NqSfFK2JvC9Si=$<9q1`vHysQC+wQ?_z6*wS4hY98 zT1FQ`^k&<$Waous$~*s)G-rmN3S+sS-(mRiYsh8!Mc*R_%)C$5YDsUl7LN@1i*1@w z9|w}^8wQC7NpNnP9C?#SViwk}^zUT$^v(|N-`Kk;_bG0cgMIHaX9TN~OYnwa3)Mc4 zTVPk!#z&cxXWKGvpCo7xkgxI)ho*4>m`^8^7+cl^oOiEaUe0E{fq*kIdAi56wBX6K zWsdAuv7WWd4x@_6Jr<$I4GOYaEq>$~2K*Aq^IG}!jlG|1i(SaUR{6$lmI=>+m&&)V z+i(zH#uJM2@Gn6{_)3>%S*Vt~)}{9X=)7ThLeePav}-U-+GTXW9-TAFol z-jbe2NY@F6=(5wXJI4&0G}fgabsYccTQm}i^&@7+%82+7+Zw3qWraoc$dZ@Lxl!u9 z*h7{t$9PPv=lDlghGXC9F7{8G6mF>H=66=@{n&YKb{}CyXcbsepe`>zVj4S8b^m4d z6Q}6dxnEG`pP3+ViC&uL2nAH213!&&Min9+y%#lBUf~qO#Foo)otJV)@0i=%Mb&A3 z@sH-knqKKIX4YJxsT*=P3Y*UVK1zjmj`IV-%(F#Z#XHe+nan%Bi_yF8S=r&=xk66iRLkI&!$CJi$Jx&@A>lqunX|hyN!rkG7#~u`R$jN3XYwmF4cJ*#XSm1pa@~8 zp;Ekl0hMoQS+ZW)+Y;{RI~bf&V(b@NZM}UU5+WL8v@~xi3ZW!z+)D%)8(W@)EHQ-X zyg@dSg+50HUW$cKTq@h$cbiIhSitq8$xGB{K6+ZiXkIN7S<8Z95q8^7%|#kpr^|A2G$P5_J#e$fMFH2x({`^|QA-xQyOHc_`W{~K zn+;#qL_)e`^LM|BF+}9@gs8h8JU6VmX?>c_8yT_MwVV!?`{2_#SECXlnp172)lLKS zcZ{t;r;@2kqH0-QgB`rW(ipf+aOZfBi~ODd5O zdP24UYHaEg-x^+7CiCx5dF~fkDh%|jc{c`9EPp)s|JZ@0E3@Vy*}fh_-!Fu z{}UA9My@nV6!E^?62l)4P1E%f9cFt@JuZwKM3JC)V2@Thfcn-@B+SIjMb>Y}>Cd{ZR*_iBpOgbEYA@#tL~Uf8+k|3?zUJ-{o0fn7k_ zK}ChjqV5)>OVQea)vxJzZqDA+hhl8oFtI6njfwJ6{5TINQ8&_*!So^?)n9ng#gX3b zk+1Y6>!XDZ;?|FwfZ9COVg7kZ^?g!yg4gi7zKwnR1&fC@`k3-xO5_=IPHmE7Iz0d` zPO>C*r5VU$lWvP^@XDRPD2O&i7R90ZqJf^)lMJ>k_v9A~BNEAbE8>FTciOp>ey6}& zTs)b-3y0O_x05?Qj^IX6&J)JR@EOX;?}lk#4${_tX1B4)rQHqCa@vRq@(HV76Np!x zN!a_xTeJD5^RrS%5eTxso;4Oy?qpH5Y!-f3?MH$S!O_Ga2Hm1OI5g9x0T*S+a) z+I{dN^R+C`M79c+nw0L(An>Kn&gT7gPIv2+pIv}rt}#x>gfncGJw4Qit^D#5gM6H>qc zAiy+v$B{4C76&swj>zGL?L%rh*X zkT3ilo<-hUzLpjndGP7v+sG3!72kn1=&*L{^R>|fRgtJJ-M1g<;LBE45G_FxYi%!m zLQGX|wl7NGIzoGky-Gq$X;v^he1V#aCVxdFB>jb0(=P(&Z|}(=0*oHPH1v*b({O$^ zIeHc0$lTvxH77rxXs68ARHiEMxq1|_$IP1oT$8*&s-=RuJH5YzX@1-8zJN{NsbPs| zQudmt>Z){r2!Z{LbZAT1RTvrfhsd{}@~M+@u6pe_^^Sx)k3jDfy{q$nc(;j{sdv6w zY|vs=ZZf*(@#E@@e5T$0ku9Gi)$|y*KiO-IUm=aUT>h5P&q)_4IS9HxTEY&#{!kC{ z)+ubQH=VB+e)M7isg*=pZFJwN>kwJ7B_{E_-Afz#apGqUh0?|1m+apR5Fj-LDA4^G zUo6$r5)!1g6Es}+rBA2*I#T7M9O!wlc;?oxaW`so_|u0QgI&`TKfc#jpr!UHc4YrXSGe@XQDAm+-o)~NT5H_(Pv?q!5Cykyc_Q3>iy$$T7dZ~BvPkG=|! zVzL8c4!QY`v|y;}dGvEZW5B%ubh*mAbiyu9V?7fhd@Y*^4)l=DztBLuX(l!q%5VLEku(6W$b4DQ)LHPB|IhIl&5q0GBSSkg2W$ zgyAW`K8B0~d#HHpQC%(X7tlNG{bJ*gnthlN1w}=U>VXk?h+)TTiU~VLRcL#{sq1{i ze@7jrRyIl`>M+c{R@mB*`hhU06?L?(Sds*~rs=%DzvP8`5IsJdI(#+Fq|>7S+VJu% ze`pg+X+$ntb}&b?ECbv3!SYwHrr-EM4UBfg{X`9e-QvHf$t9STk83AQird!jF;Ap553F|0hs0>Y!C62Ye5hTjX7C&oMn`!Hc22onjHqZ9r{XP%Wpm zqB>H@!hwL-6*g)g+W?-I(&(I_{swlE`A^VWN3EE$ir zx+?qaRc>-qF{N)$^f4L%Tc;-83u@>Y2>CrAs29Lo+KiUgOK@mpe_KOXg&TBfAWW=s z?pwkBv2}$#Kv&F=d)G|)mZsGb8NEKQ2_%$W)JAPC^m7|1rYpt`9t;e|s6Ma3tr17E zTXI?Vfs(>o4{({#1Lpa6dgkBjyC%m-o2AOx_(T?Qf!D1)gfFN#uP+?=CpNx=qoDP*}R$Xuh=a`FhcCRJH_}H zd{|X>eQI69s#h_g(+kOMY21_p8q6ce^b=K2GmYsv+AiDUh z_pOiufthc_Nva)+_cpMgfdo{KfN%(e#6>|Q73U6on*}HiFi6038lggU7F%m=DMv)w zV(8@PD-}3~$$S;-43iWN{pzOZ58(cC4_cx35PEfif13;R+P64swNHqVyDD8Ebq@U6 zUPE?^PGb1$bZw5G_s{QSKWP?GY9TsgO>xjgr)Ky?xMD2Hxra+!xB>PAkj3O%tN;eW zfewsfQd~-H`ma(wA1*Wt_JS)8N}zEr-5^qi^ExnOe$(_P+$IONbt3gdhH z$a)xtJ0Grnw94 z{5$AP5jbR;h2hy^F0@B|FmTI(DMSfu@AB?vzM&fOi}lZZ6&LrDoDX|90@G9p0A7(0 zy$P3uz%Tq}1D9U&!@M@*D*>lwjs*y^P99IVMt0$oQV@>Q(}$PSfkpd&zm)_B5nI?A z1V#&hQ{E#Qs}JZSDEMi`F?`m#z=yU0P}O$bk)tGzf6~a8f_58|%yP*4;NVGdKj&h< zE;0f90~8oX2O$k~B-IY+oi?*`fKJALzxgcWmfNo9*ss@8SlavJIO#f(huk`3K+&c^%K*USgFFoX91)GtQdYGg#ur24}NTc2Uo4Lo#tqzQSgx*B-Dj>2+`$M-_` zonF16m8n{XAmrFmdy_%;OLtIk)-#91i%1ULm(M7!!*uq}c0zq9UF^y)?}NRERIYh2 zbJWOCK7UtKGc^ysLDwRU?$blR!51Q@`JQiah$`s+Tmo37fy4T>O7;92~rJ+|LzoEu1Go-DHMPegLcLgTb!;@=Fel z#u#49d#rCB_yMSb(gfAQgM4yd61CJiI=nW^b_HItLsp7W?`R;PC9ygtvGHyK{^RO1}3G50w)43A%E0I@fQ0rNw1A-~6U};?ALg3E3k1EszW%Q{+Q0wEjxd?i${&6C_rLkC<$28nFL2y>aqUoADQtLEc_>!p zosWn7?FCoio@J-0^^4|yhwTaYcd3!EX(H!Hs2~011t3g(-7HAi@>{j}ff%_AW)o;y z18|3oF^sV)pu}s1io^`~pqm=C7)0g@|EY~bBg+&>MEI(IeCG#>cY>&9WJ@k)b+km!4RRoo5jzYXh zKPX}u45Muy(u0HCZ*&w|n)i_VQuWp>d60M}@sj8nz32eQZtvfY=KgkG8779vB^k&7 z=>1{|=WwvihSV-tl`jC~UxFA@$zX#VKbBN}Ngv-W7%%#+{d*I<=7LB6emDC4O&s(k zvc6LL6k=v;Q`Hb^z6Bt!7Q!S>8_Ans9$qLg?D`4O^AJ;UJ4xz?=&H8+OXH{ReSg7% zEqBf)evwTFr^D%R670&lY0OI1=Tn6JwR;QdvA00G>kqj)tLpKURd zd}7_hVNqu<9RIClYLG>%el$~0dM0vB5y`g=S8+qgyn*4N@Nob%TCrkBrOt$e0tEz9 z1#<-#pwGUNo=v?6bJDV6oBj^3cV4h*J}Ib6h>}Z7_$vhn|2ZS6=noM}VwQ+3mB!!~ z+|uy5ibyUq4Rk`hQ2e4je3G`#)oFynJx{yvq!Gp3lBlvhUG(>V&YHwNe$duV#xG28 z%Bp&B^RXa7zD%N|`U z=DXt})6*&VIo^E2J-0JV+F0g{=sswT4U`XHy7&%U+?gDl2ay|xf`#jmpbGsBxrPj? z(;i-BhY{&f+^E@^P`UFa z;D)aaznk1%u=ZSVuiEs1i4}L)CJcL1GNdDDjJ6y$$(l$6qbv=PU+b8=K-qVXg4%FI4q#3YS<^7lvjkS*={>obXu zZU9?^ptm~?rseIq4A&nRvy~p@*WUu;OP38lQimkt&(5G%k{)v&(0V{Y%h_t_ ziYoIOtgoEfa%-SRA1XJFR09F;QS$xA2=6;%(a-5ZQg&WB2Zd(1o= z;U~zv>f8Wzj2Oky`;J|}#6z*kMxFNd>YPtB%!ci>^W4zROKytqN`n+#vG}5zI1E39 zmcp`oXGV$lGJ411o6o?ex6j}G7-gzbFEX1NaYJ$x%g|9J9^e_W#p!44I0M2vQv8S; z{+M2m7r+7L{zaXD-Muo*5i-lfL#Y5ci0Ip7O8bzxxjFg!9pQ= z*y^+WsmCQSN3IP~?y*=wz^0I^?!f9b;BEx+joyl6uPp$N0&=RSa9mP8@|DY_RDh1d zqP$3(sZPUhv@BEcl!VK!M!ZcLzY0A{;lkOYlPDmXjZLxDZz6=)RlDpxKrt$?h7l*B zb?uxS8wLe!?S{!R8($-MOPT^&QK{Y9-lm?7U-?tAo>e~jg;N+i{kl#KyWICkHvy} z-1)8jTlvetCL&p8>F>2iWvq2u+vgir4Nf#8v3tmQjc&*2R#@Jir=byi(wSPykH0$EHS71v(+v_ z)+kT)@coW_^CyfeK&+^!VzbbDB^CX8?uD*+K`VrsWxp1p#<@?gxRXNOEE-z!t)HJm zSnT?{nrHRw8 zbT)%DglN>71|RE%10U7REumlS=|*KiBCS)gM++1>TRr@eZW8=u@+f2GXoOAU0$uyl zYzwll2qo}K7=sdyP);o!Lf%4;lda4aLPANvV^B4^!THk@C>*iX>Kjr<67zgY`RT|Q z3~gD%4Uc8VPd9%fW?k8`Mp5L)=LaM+rbhJ;EIG>ut&4{lGAs^uR1J0!pNgUA>3va2 zfQc`ax;Iy)H*n$P5=K#a_C#;()MBZs(%Yh2#Oh0o=$HA$>3@`%fM7Tk^P$JKE?UV) zFBMdUrChP^Q7;Le9}&7O6w`SN2i<(8ZRSE$U*K`fMoyH!4pYE|+b}HFZ_{Rqi=q)M zv^e$<{|-~IG$ZG9l9=oE=zF95(;YiFZ@t)k9Ir|-JvD@j3_A(f7KIBl=%^QSR>5=e zu~rn+#}pPXBmAl)gHG>)$;VJbY6D>eq9s+UsDE~joJ4Fl&VnMk5%TyHRT*h&i3MWMGNpOuXwd*F?eMz z_>?=%jvG>G$Vh1kX8z=PH1udR+Au;%bVGgX@@lazamfbX71-gu0i)3a6drZqH4b-h zoftedy$;f9hCfYc@}@tU8fi0a50^r9MR$UT$6=nSw{CbuGpuj#$JyVNJbL_$@lhxH zU`G*nw21^qDcE|LJ2vBh3LW08EEpHt-l#>U->N5IxuJa` zD-lI`CrlvoUMStWKW!)a#+kNV;wntr{2-vx)Wr|IwsQ$L#wo?o?^y8FPwC}%%A=AJ z8pxU}M(MwJCspO<2Y#&%-Q{N=(p=a*TXiOzjZV|FU2xXxDa)lh>P3oLezR3Fm6CYW zl8eEr&deOxxp0e`OESMdEU^@kc}DZrBSn9ZvP9Vvz871-vT0dk+hGL#4t{i)V1DDr zqmuU77F`8FHN3rAK>{}#!%lSg_qkqtl~d29+49{~-f*{@jU}X1Q`AegM{w5xRMzE# z9Wj=M=sAQ9mQOT-cubzTgEPZTvq?Oe6K;?q6Sf&Vn9IGV@nd?No_RYPdMbNNo7+)x zh0g}{H~tVQgH$E*Jw8s!`XA5J^QAKqwmE|DaP=!*Zbcy;Lg7NgfHtC(7uWS$yo=+ z>w*!m)1H-jl|frW+)zdDAMs0Stnbu)WgxsO=?mrdZO%8wH6-+H;mTi2N?tdBn>BCN zGK7$EHv=?ZD((>U{3pw+ zX^_3R&Bp=n8X}nPLm_y0?yh?1r938j8QueXlYi(ZtTdKH@c$>h)DR8^6Pz@LXIl6*F}zoEC^liC@8zgG+$Sd zPv`~7#jKIX4S1ZlG}@1kA_gj4!Eb&keH?}2s71ln3Eoc!L?dz0EEHY0o_ePiZf1_N zK6E1WGXmda{~?5kaCgH00sh(~JLhYum*AlkGtdd#)`q&lKc|s#5`SGcyVow{L{D@{ zOd`*wvm$GfAQ?bQD0c&`Kw7yRw^QqBOTcG*#grDwGDQPpQmCU^P+HH88b9TX8&xnZ zPj5L7E+z(evvUQu7?G37oH4+CTf`hQEg5n39~`y86xTt*++o?l78L3lc#u^2CNK2Z zti@;;ZoeWGoH#|r+|w|K^kHtuy|DZbMn8D=&m5UR1}fBMgC!`vXmfY4!?ztl!gcj# z(yws9#L9>Vt(d!!stj`QHT=(Di+x4lsuk$A?AI<&JLBL-K+o-50cJQurjKN3?H}(l z3IO_s@e$OAYlUqEc2?3qRERwzp%>}v;-)NPSDFAYY(~tK^HlDh#d;T91U0bg;wgqj&HmP~jTWEpdw=ReG?U&Z-n|)0wU$pwN;*+E4Lk?{z3h zRs{(Wvqp-o@)Gzm6;7Jv;|=MZ9Tu~Cwqhb;wL})2HAPcq$}8oGb?Mt}^V`tTELKM|TWQ3+r05Z~aMI zVmp32K&<3XJFi#e?(FR%^SivjJ=&oP7>ce7O$gG@IuNm)a)eqh`V*!S<5yCTJLl9tLJg zi?jdCPOfYoh?cfNOkBdd*Sw6F(xY5%p+^vxc27b($dLN+=J*49Wmb{vAoabIDZuO3 zM1|i^`9brYH|QK(;D%p-Act%~EVFcT0n}jgSwIo(2^HPcR(qfqK|c2>Rr(QUMxFyi z0_e1j;127t_Fmn*b4!STnJTr%ntbY@~)RsGJGP7Y|^m1OtNQ7#_xl-bIYrV94 z%^JApmu+$E+|v~YEJ(coF^SqD-R?W7@dq!HwMMHZC8lniYjZ^&H@XzBoT9t6+OWpk zOQ4*^w(dGHpW6r`xIhgQ*)u(hvb~YwT$BJ7T=o4I4uXs96lD8AuNM7D@IY_MP%R}O zGC?OLe9t0d5Yyn1%N^VuV2)o9m3LEe<`+d=inO3*WU-jB>YtBppuqL=?3yoyJz1L5 zTi*~#Qx=z=N86EF?e5iWotnqSk(10z4^}mvLtHcSu6K*sUBrP1;IgbiQPjI_y@G@2 zmSvgW6=MklHPgCQJIGnys(V=6u>w0k#c$q88c2!?B>H?T@pjP_TH4=*&AR{Tm_wBA|oisS|?SfAZfS*yBHt!sla%p~S!50snNH%|Z-w`eny! zAc(a2FEsCY8J_&Xb=a$=tQmsG5Nr-KSS5%zTkfaYb;M+le(x41gk|(S$~IFEP(SnZ znEbak0!#}KTjv~)ttGd3r)-$2|F4HMcf{5iXS7W&^(g+gg# zFefiSREcw*uwktbs~NcnmVQuVoPYI7F=Kk9PpYr7}`aQ-_Au1U;B<#e#W7xxjEv+oBk7$||j zqI{Ef@lfL(#^9r%);|-6ntH>5JJURS`wtBIr{??DBZXCaMh1p=nM2SvF1-6g(uYd_xsKMl2- zFpKkt?xS;@4-kJHz#%7FmH~q(gvPxKsA8s#+n&(6V}aEgUoahil2sZ>_4gh-y7qf1F4Oh zHtY&B-J$I`m=A7(j>LSS?EX&RY2TK0`l(<4wG00IQT8S}UerSuI%yjK_>pT>`a$RL z`l-2O1fj&5z+coN?Cb#SlJ)^WWdo@{4sKajVDFcvj;a8(c+gAxFUBYrnUx_WAX9eX z9k>C;1aaCYEPnjyj5?$S$;rM$2R2Zg>r2cEl)Efi0VIcs^H?e?foa+WahBt3B1rI~ z7+&i8i-D<4Fm#iwHceA?C8$|K^58{nS~f5Iv$%29UNTLGt|9Eg$TM(|JBDt4KXkp| z1?!aXg8#4Ifi0pVH^rVH^0@?N?4pw~39_W7WgkifI!#KJFD<|IOz1{$G^S637Iqf?>nIXcO8D`m;YUdKj|6Pflckj$vsG{sM(IRP0;fV z0OoIlILyLyP8a+qY$_H5LZVGa9@rdOwVaYL*29;-gj41E<6Z^8v4~Ws(Vhf>lTSj+ z0~7PG3}>WGgsEI3(rH2$?ATTQ!u@#=ii4dv^e@ST;1*G&EY1!x?m_I<0OnpqhLOOF z)dO)c3K_m2BI@ z@Gg@1dV|HxBK+zig!2^&_hM(nUmp)(`fc}%)L-x=&Qkgg7g?&Q52?Gt_m;<}8u&}< zB#4wvo`e!ba2uq&Ul!5BRUUe>Zx1S* zB@i5z4xclBGlpp8cQ-*I*C)psX9^s(hv-&>2I%Zh@18N_(8RU0591SaAU_sEqw2qv z6i5PflsgtyytavgQ55uHiy0}Qg;3aGfxi0*jg(h?ug&8v5#yZ==fPVjReXFm#6sA+phBZ<6Pd5z-U}hoV%IClLGHOi41aZAUp<)Rzz=1;^J>)L z?k;2HTu+up6A%k6zzH;;UOEaH3rmO5qYy;OwX9_t!L^`66s`pGT)lsJ0o-}Gs;0%% zrGX3ypHU~}Ek>nyfC8+=&?_-HaUFob-%eNRqZRPn0axzT0aqA(QSZZh7SJEU#x93x z8o$S;O$9(&sQq8tznfGbq2}DH3%Wam47@#S06FB=&Pptj7CB1y>}534kz7)JEO@ZPS}KaEhjA4~onMfQsJ3`2U-b)68h-HW&qg%g@k# zD=nY~aAElOfKui%n-(1-eVQ|^0lZyiR73B8vKBuKnV-^Jx%Zf6GPi`2s)WV#4UoLQ zO4AEPe~nJ z*?|jTx(NFe8@ZKqpFu2vHCKfC%WWTd?!Tz1wo$I&ovZTPUPa2dyJMsqut|5Rk~~mg;}f>GxqGiMA;Jhh=r==!d(ao zp&ob6T=11>N7h_dQYWpmEyEO_Wh15iBTzA1$jLZxXauk7FmQ(oFI|V_k0CzB02b7m zFa&0!43X7*u9=eL)gCYfKE_?3s5SfKPl`d5P8tY*3-SNOSpr_#wBI}V?XlpFn{2)d ztioMvcSCx*31$#KWBezM))9DlL}Ce0*V@w5i~tFuw6d27$C~23-8@30^=pOA;vi{n zWJCgT3ItQtO%U_40jLQR}-mWhRC?;XHlQ0`pY#P*&OKBDxD*yIM*FWBY=*PcJgtZm_pZ2~xp6dSn zA5o{Yl#wlxL`h_?%F4_LnMDzj?7dpD&Pfs3*%DIrOyNj2*(>WfX7=WHz1`z+-=EL9 z|M`9Y_)0!AN~Qt#gGTq8DaFv-7A8Pl>_gp&&Oai> z#qqH{8rU$wKl<`*=^RRdo|O;syi^6+aozi3xAq?BwMOgpM8ls{&=cKJ6%BsWi956Sw0A8c! zC=@B*|KnN{Ci9M`H&Y9MG zF-<(i$nvDeoTk^LJ3#h+;rR2V4HeA}9-~jDL89SDK5vZL&@T=={nl1*B{|n_ey50J zs`h6_b3a{D26K`@^QjO}xV32;xKiR#dA>E^+5D|P$h076s6Lllbfzcgl0)&M*S}fe z7g{7TYp&5+NBOCJ4pN+11~KRu`ipm-D@wi<`#$FnUCzK!Q9iy?|AvplhVpPw>wM7qrFU5;w3DS^ zKzhl8vE15mLg!)UC`W!0Kl;%Z2dnySTqX5$aNi|L_Qx6v2PJMYQ%bEV>d#0L=Bstc%B6-WS76adFiEC9-?e8YBB?L$Sn?3LfU>#o(g8i zZc=iG&A}BuMhzke%^tK50gnmy)bzKoCC<0|r~A)uKcyRyZeaw~=NlsXlMH{Ev$K+g zn5~6s8``jWUGj7Vv0Mo{%=Kt9hvqzjzdz`pYveO$f z+UE8=tf}rD22M#REklsl;WWL9o$AwZ{srWh#vazBYPjvg_ms(OAR0KM`VACfWzej3 z{)!_-RM0I8(!BEd&@4(&b_7x9$e~FnOi_Z=W`j>}_)U**>|u$}_VE%}e>s=iC9Fhr ze6DP&Hl)fX)pL*ufAhGHf>Z)TChTIy3WD5!$fUI;-+g`aw9zccASwbhsZ*v>_XTaj zw$GL{)d~C&&BQ}DK`cUp)DE~D7!K1$q!s;i!p@w-`qL`;}C2U1zV-iKc)iGPNRd(?8KjKn$A z*&@wdTR_Dyf?D_9+ab!eJoU(U71As=Z-&bq@z%kPCJ@@FB39nX5I1xun0_t4e9NjK zK)(&+ZI{DKJ;8O3A{BG9N~QsanwQ;i>be_tUt3pjMvk6U%0Q&Y{VA2!Zdca`I7e=p zv(|m`kraG20e00w_d#7vc-Foo#Rk$VDX1%QoTi>wrA6njEDEFpY+;UxKT}_~oYH1` zVok5Ttw#6cb-^jz=VQ9-?1=O?$=2UEEGl;?80jiTZtd{o>H zsl~obK;@u6$C1S;`hiBtt3^0fBa6p^^9#ah^>tGgw}EyUJxR&;NO9#xG4tjA8Z`z^ ze&fsKH9z!q74|d*pJgLS3H~l@Dvv$*(;_Kfph}qamIU;WNM?1A$z6CN(}wA7qF^|0 zZGz8k?l->tMSiPU+i#uXLJV}!C^FMnaa8h}tPUIt7iMxv*`UjpFQiyPI)3Vx*Rc2L z(eJe@CR)5TQ49jc(cCOVeTE4G<~w2sr1Co&v-*)<=bs1n+jm<&uXyEnmn4W{T-2h= z+fmwZ7+Ohw7|{0b%3BIS>G0%r8gEJPKPn1VkC)sXq6J=0XK^J0Iw>p0*!0FO%S7u= ztbm|y8lUlLm+TA1UOn%b2=yV$;A;9MgVGCA_`d(Y8m%Lpz2c~$iIMw!otPuRo|4{Dr6eRxOSQtk^{D-?b$AEE z(jLuz_2;+!?ZpJuQSVIc1{;FC(pawFfMK1*ME}EovtTYuZP5h#l@s~AgJIopnL0&i zF^PO!VJ;^_?HCBnGbu_F8CI6S1bV4XO4*?ZfA!)yFrN9rbpNoiePLrW-aCAf@YXFOJ3U+MPe&@E zdTTg1y2DKTw3N3LA4>m%V}j|uX97y6e7?yVhy^#a(WT6-zr9oqZT{d?4wjSDZx*Gu z8eUy}bE;_uCN+NpHOWkHe0#4!1IHJG2Cx5iR{xlX>GLr78MgOc1V?}36wJ%zM^4bX z>5mWm|| zQvdtFf3C>CEBxm{Mqd1Xx}}vQctutL!ASzO4sI`H-YQCSsJ=6Yt~^S>cj&7W+L9K= zLckIV1mPb!PymqvkhM*G6rajGS>^uFG6#Xa>1^vbCVc>J@h=t6UqiTx zbiBru(#3UvEW`j{UB0;1=q14jlKID{OH`!)widrz3m+|-@HnEyMrd+w57Bj^3ocsF zs^I4{^UT6A1&R<)V0^d8&=`a?2n`1=0%Dj5e6k$h)<)0ePxesNn|v;>Gal=BMN9h~G2ZPtUNLx>PP=qYZ8HX4=ffG$tn^g7T= zYn?{1+2Wa7Ff{F6qaxnS<6F+-Z+&eeAtESZo<j(E2Fy)d8Omse=Mc2r8~|EXzIuL*{uM|jBm&k_Qrr)LZ{#cu@dT=b z33&U$AG!_FCL5qA?2YGQ0&^0y@XB;sfUX6Rb|OftLOiG?)O>nxg5z&hdZndv`>DPc z?6K)gqu#ZZ@}20iovm3MB}-M_`1dTYtx3&APFoqI#=`tly?`R@PgS*yjb*3u4TB4l;23QsMQY$vQpHA^ zecOZkBx}fNwPSlb|Xtzh>q`}iQXE?a|%>YR~O98)d-tv+FfKJaCp{pr5F!u zc1=V1(v9``u=1$wU%rxw*(TUz@#Ri7s)~UELsAX47m#UbD*1IQC%Z)Yh3KPM-T-F+ zH5Aj|e^l^~n+MIpn8(=W4pfw?K-ZnMrtoVXpNaP+Lbg=Y$PKK#nTOXw56a}QH+E{`-Ucu5(f^$&rL86cwUa?rYP^z|Yj0Oydli(QFr1fGzU&CCrO%&w{Q_v#W1pG@o+Ti zh{tP=Ggb_q0Rvzd!?-bR?Iqf{UQb_KCc}h>l1-5gOxq#e;=&y189a)b#s^>EnE33u zw^^M!dNTC&O|$4rK@7qd>o0!ic3C(bdH>;VOSxMi8ag7BM6R)=O$gJ|zr*WOtMWyQk-CkoDS* zIo}cBy^V|{0-csI-(iuS3Frbc(HCN*+>I^b6x{tSeaNU&@r%JlR=+L9r9;nuYib@x zv%3`83AydM>0#;JO5UHP_G_Z!mKQ82QiEdH%y-2)`SXt&vw8Zr{D~ff$VaM$ z91`ec8929-BnS;fO2iv9(xm+Zly#pcvv3 z4Iz^67-$`{k~gFhj4O0z$PZRHr9j#kaO_hI+h?YV5gl&cN4?E?K$yRTQ;vb|Z~^bc zA0Qn^85V;m*@GJrN-CA2!#(s#i%s$z7o7m%o8;9i5z4e*UP6FBL7tB_tW`5i@NmL~ z!@U%mJnQA4TDhD`bA)xPM!S6d$INtY+q6V#tP|@|FKDHcgi6Lv{R)4}xaI$*^R~XK zAEu5wr|HTPLwC8!_H60%?H}48VS?ZDa{VT+Lb7whNcrO%gSZ=kS}0Mo6J_~JQj zV{khgNi{e;o>?i+X=~IJ%x;Ehp}pLPn3Gd!%ulh7GZqG|AAf$Xp-->R7-@JI!$V8F zd8TT4GcL>;o_>_F^a1)QCCqnWxk;WA>9=7n^>FF4uja*iN@G&*$dSfzm9AY^zx!q8 z@Eu3Ye#bIsZPmYIPVcj{qslkeUvCI3Z}%Q8}VZ zBvUeRBDS*HXVuEjR22pg*=3g&oXfmP+GQ#1bj~4QGBhuvvt3WpIB(Y*(0IULTXT|A zJ*qO2CfIi!Zn*P@oe1G=QuO=V7`+iJc>exicy_OzU!0wLJ){POJG=EtS#xFT4x%X! z@%9L{7+2o^c}8Z!4>qMCi0Nm~E92p+tm|=AyusT~Tzdcco8Gz19_033Y|~I3)no~N zaO%-SY3R7+h$VVG^wCVP`l)rb#9z-@rkdVfwfkJ8enE2nlrI+CoZjfOr>LjXHT`c6 z1wT5a03TF$4+#U3#z~HT#QrX1>Q2ZGiYX**13A>r#c1x_qfubQc&={@?8FFG#fLz$ z%2fnfCC+Q#pR$hmH5B!LQ2cxE5OUE_JP$g?7s69C9zW;00X)@2DAMQNrxzfz?XMuy z5N)hhF(hCsCMV+GatzNi1B{N6Gn=6BMB8lll+cz)H?T)ecm@H#c8qJm=Gy)qCpY=tV0aO2>L zR2se%wsSQwcwOB~`@XTsGhW^_Zmzzeb(4MHcjWe)n}`L=P-sNXQ}R$k^_+tlTsiJa zynH41YCs*OB|59PlbY`*25$J0&v$sQ7I$g~Is`v1?wlb6JNPUgO%>f|PwE8K6$6Vf za}tfZh)bxQKJ%oQM? zR!>y+BXX$I#oWa5YW3Xzr2Ihk91v{GqN935yBRKzAbBMoAs0AqBe6cldtIZ1=2fxA zzR)Payc@j#1>;a8+hcuJT6C!XIqQ#WKY#w?tP(NyVaP^UL#69_5qUQw*NW>i#YJ6H4Vz};%Tq|N(k}!}CFLTG z_pShkBKFAsbog}vnF|H-JjX;?ld95EVj|3L%3aTsw>;K?X7LiDVV^Rtepq)F$&DP9zStszKskNNnwj6p!zKZv4n)>{H4??JN9G>(vZO4t%TIt5b zMd85=!q0sV(zf8tfzvU~@H|k;QjJylY8?rB(5^0KI)ed{mPq{jEsc?NRC**BP1_-J zez+fVOt%!xcu-ngXvC0@T>!KvyNgs$i1aB^cR}p zdvLmly4T{3_-)X!dkIv-OfkJ8-L36*q(hqB`SBAAEpe_%cG&y))E#h=M`MFo!|Xvh zrqpUU_;DXe2jnxP%nl&a=wce=5)mheRCX%@{2MkGD6_C@>zvXv@@mQVEUW)8 zC5UAlO=W5NNIb3+@(^s%H}b9<;~k{d$a!f6y@+sX@L)DCRdCpo5d5%xxYYN(aS)Zw zP#W#I@fw&~ltu>#jtbSralzcfSJ=&DNSrza?3E{`|d zCIna=>qnQ&g_nf=Xl^U>b{g|?Y zXBKmWg%JNU7#1T(lS)>K$n+&??AC{ghuHn$#CG-)^r@T*Fr*n$$Bi2c0?$Sa(6ywh7? zgNFc83Az-TM*x7@VjOVpHNsxA2R(#DTGQ~8=K!Ul!c1BY|B*s+caJhN4h2L&vas~( zvxC>5KE&A|#RIA&S`hq#8W>*u5R>8TG`qDrzA+NY>qzOLz~W#pAh?`4P^lClPQG0g zLE$bjU&Gcau`%`Pu*i5E|Juk-5MJ(~09q6ZB)FJ5VuKK{R00cGklxsdtxO0@W=9sb zXPn9>S9nLM8bN#89gPy9NovV6j@2V%szp>k9~|F*Vu5wl9m2k3!0Xu=0mC#0XffQI zPhhO++v!N|#&NU&*I!re&+Pt*Gl*k#mu=O(l0q&K!ZhxBfu8%2Jpzt*yGvd*6E$AU zHL|&{^K}6op=)Lu=u!sQ@z;A}ae$@RgH%%@jQLYCUnwNdeoHfnLfz5pWjyqiZ#l&D912o2LfSb-s7&2AvxCaYW zcXHmOe03;b%@XosDo}Ck6al@NzFWA+|IKv&_J~rV`@!K8ib$%!q2gt`gWv~B2h3a` zk7L&`4sm_aMmUl-u|f!Xz^7D(wh?z%mWLXUCUQsHLccWZ; zZ!-5aUg_euQ|6G0Q9!Dwr0ji$2n4NCk;teo#8J3!*IRqO+J+2SvV1-TUo3(zc*gz& zPhK7&{<*?3w}?!>f2C#Qv9$P&BQ_Cw{*4e>agS@8-~KGWL{Tw=5>kbD6>sgep;v@3 zDM1h`7Bm8L#9j&0QGkxBsDR8vS0J-Ce2PRe2>M=dGL%4fVZ!iKc1iP6UdE=_CglK@2Wx{DXRynt5(I+d858dYpY294mbVDxR0v+{f7L$-#y_S zs^@}L``&Sv{Q9!Cq?UnWt`SHAxH4n-t;FswNr`p8`FrKA%8BdqC_iF)WJBo zl_hNyA2-^_lcFt^Puf7nb#!n6BHKt$$W%ERA+UfF?^WSPwY+?;L6_Rc`)QmcRtg)F zj;o6C9-_T?${ItofbrTKw*PuaaAa@^ieX~&jo?HU&HyOZ%XklMR~3kZ(l|*Zu1Cn3 z4G!PSfAr+dFN8=SnOEBvLM^|l(vzSHMgVDRPSDGK8Isy3^Q=N z>7Ui2UN__dB|{2=xQ#iA*7=WsfsZLy89$!81=^xYa*Pg|>!UngZ(42Kf07%?bG`p? zMa6@Hd}m4PbfQ&hG+!Q;#8;6!TiTxt1*J&Yi*T}%!>PaktEM2SeP+6i2~LV8rY21N zW_pa4Fyj8fQ=OqY(Nz8;iRRtUZSTBqlfHDaS8nVsMpN-;@9ol=t&hv#M@oU$yY9c{L$jwtVg{#?9I`UF68Q|X=;;n$AMXg}3xP#E<-Krv+86DJz63qil zazq0Cg#n9nGJY~!rjb^8i(%!P?E9SA8g1RHSbZb!f4tTW1usQrGBnuA=_ffEi(;WO zi28^*qOQ3lpY7EkjH{~{u1U%u7$>tEuq zpPLH?gUJ)^GWG_#EPJKjP|%nIiUKZ#Wz=U@$NfT?vDO0ee*1-bLEM{e8vTctBg~WE zv>RTn?_903-LB&C45qo(d)t?>1xoqCSYI&nB|u-MpptNtYYt9?{PKHz zKG%BQOCFkTSSed6<%g6gf+r^>U?hqra@kfzk?WC?GT0w7B-|rVpLVY5%A?WIU^ynv zfe;$Xz#znA_piW#OaWsgxdq#$5i_j&7lgP3)?uM+-uie;-n?C?1bWatv9l9Evlhtm zhXX$Bjy`5C6ki$mkdV{vvkcL4jJHiRa^I_Zt+$qZ9zZg)W>>XE`;fc~!wYd}S*yNQ zo1T4r5K(t9J0BK1+-ui3oxKI5ZWYkQw#dxGCr6I;$bX{1i6fUbQan0LsV1pF@qQ+I z!Hc=ACr<%)Hm{0%>I|=5agMaaG+Z3)*6#%O+2hxG36X2#gvk;I!#~^j&0j#U=Y|JI<^MO${2o2vQ4D9MOWyQ~$)?JD}LJz@n8LibiV`XD-H3JNn zhiWz$3STk1|EkCVq-@M&$QzQa8zyR%2wTAeuV|zIz^E!zA6lza@B$dCCFW$4?b@To zV1#!Jy`lB(@)|163;6xJlyp$&afW|j7x6*JVMn-hv#6euSVDoG^`-0C|W!zQxsUb+?~E*gO5gFe4Y^+ ztc)KS3O?Br)gGVI52i12feXp2aXu81NOWCYm2ioJGn<%wHY!-<=#EYRd3LE~?4`>ibUL z1%*wwpi9|;i|H?fqG7gYdtBMY9$k*OIW|uE#xOA+{%Mi@arpy?o(uKEiHx(R(Vk&ghJ&IeyF z|6nKNz@qpc!@bWJ_(86#2o@W>fcBH%cA_d%71R!-(LLh-PoT`4Hqf!@k`VH zZA^yg|ejs};g-3#5~c)_hH*<8jrM-6f%fr+8y2LqK4qB@Qo*K1otekP9E$I+GX zhk4dX3tBUW{WCYbP<$jmL?1SK=iiW>8U0mNoGVi+Z;;X%t5|B3rFd|yZ~e$jy|9WIv8z0;$0!D zY~4Z^Drj4Q64GfV3e70-iwL#%DYfpIdZ6ffv}^kiIPX5o)c3v| zj8(9FO&Q^2Y`o7RA!HAx&o#Yy;mkb@3lAz9?7wIf$9^*204KzSEoE;Jx02qrjZlBZCP!4TmvUO=v7zWi6mVO$^sIic zNzn_xMkv+xSVpJBBND4D9T@Lo0)(B}0r zY{9Te1Rd;~ejYcCM5H;D#}w_Y17vn!$e(f`(oDYBh*UV2$%}sknr1S>qD@mjJdRXF zZ{bzF6tbIcsUgVeGPH!s0ce6cavm7kTeFK0J4^Nf*R-#P4YdW}qsYF5fFLL`X5axH zQ8y^vw%NndCZWn`?!LTs8t-`Q`FYJ=0vYOih!5~`F7Rd}#UMhg?ndAM)&TC8dvZV} z*G1&#ljHN;!>AK-exD~m_w@yWSSBb<@fZQ)YAm=tCh(EwUTVjIq|AMg?zunZ9h z%AM07GMTs=!6K~fomH%43qY{ZX3W+fzn$)LKuBIC7lv?v+%5LadI~mDdroCzTYv); zx~B((S?qOz_f|BCjRx#p!pQ5*-PhM<9d*ldT7dLRhp zxEX02+bxDqWdXK;)Z)52ZeN7b;4zk!Jx9b|^f&_QGV-QFrfuji=~i}{Kae$0L{+@f+_Z}(!7+nqe02C4#xZuh-kn5%YA zQoXa}P~mf51Aw!|QESQFGdqsi1^raf(6n%9%lwfDDN0G&C-1Nn!j|(GJ0$^)tZaz{ zln~67K?mu`piXfV9cNCeY9eb#8W}*e2(WYrGw_K!wL?(S$lG>_%9p2%H=y_O%d&;& z*+hg$ZM_a0_lP~cylf(-*J(Ne_-WwZw*ItVcoUqVjHGr+F7QNf*=iNf*qcr)gPqdh zV{#Tj@s&#BC}-^b@%YNZTE+VtU5%cvTaBdSgdg>)#mDlpZGa}RJO$AJAT`BDf>>;F zl62}WbQgjAR!V^>>9p?==6-|x#RfQ7uO7pWL3g#x1xP5II0uY4VHPg{T-&I;(Oqo- zCF|oyPtSYoNU7Ypo`TSgd=670I4M#?Q4iEpRe={)$Gm4gGus+Kg&&a*F~y10@{Zsb zO(IvRXLZ;1Yf>S0rjFDTR{0%CrBZi%m#&a0f$VOW}SV-39n&D@;e{a7i|zU@&=D0z3Rr$2=*t z1pwjK@zbSbabHo=d+XN(GYs*6NSG|(j ze&by|=DKh_>*Tu(w@U@$jt(SX*4v54skC%X;?!nlkIFVV0jEzD0Bh}-YYY{gLUQ+w zEYgyI9+@524|X)htWQ(-;RQ6O0(TvxgswcB%Wg*1$)ZOA7aKZ5A%^K{9!)~sgGQ!F z#N(*f+InZQg;Yti5~K%e6-ft8OdVbP+#5&PC6?)u_~jg2qETXUWfQ;ryu0(^jfy0f%7vvhz7BRy2TX9t+YFq3fac4+-FZD>72MgJr=N8rB*0z~ePA&;~Kzwm|oH zS!e|C!SBS71T-wbF1s=#XyIDZ%79lnmh;P4h=$6yo{4(mzTqc?i-1)@oYQ}Ap+WQ2l1#kj}V;8UQu$L~syA_s#FKc-rGBs3k*a%bqTh(%TnjGByozVl5oH!F!Dn zPYrQ0M38ocpkC6b#wx_<(=E@g780K1K9QD^Jg~i-FYN3F;vhH!HE4~w0u7lzUQ^2* z>p?xiUh$xKaz6St}F4UFi88&6<>RI&B@Z}h}jD|+( zo>~_<%5Ex&=p_ngIgZ4kS?oWB1<47xk>?_y?=$>i1d|;^K4^*ydx}h+>B}haR74hhihn=*yU+9QT>aJe``@}Ze7@1U32U=m5F!De+{P85wjqjJ)Hm-0^Fyq> z-2DP^{}EWh9D;O3Kp~6~jWDiu#!D8OnF}B(S32ZL&w>8DkJ8!!Z+&M*aqw^5sBlGqGt2X54X(`m++O+#cM0uLn``6 z`!-eHhSDu=N{7DXbJxG0pfX$7Ja;N$av8t`g}EQvZ-D023Z7w?K}LHlarvua{NBw5 zq^*z_7N~M1rH1LRaVAlTuh;8^+B5pM4flP#>R19jIPnl1e$VO{!mZoIZs=FVY?NvS zC#4BgPv$u*cj|%LX5KRLYGt#deIZ{kqhf$*=hf1UA%`_Uj|L3t7jh!w@iV|(BF95o z8;VX_!rtXgBV5C|d`~EezedjeL2A3Nw}&{Uy!2bAN}K~3Vs3Qv*K}3ltbL$85BnC7 zcdj8oqtj^8Yu&R@SX8cnU{Wi21;-t{=3m9ymwRskT4q~{lxj30q9~B zwEcTiszel7x9VWk|&UcXUPB-T#SY~_!~y2Zj_`34ewuc3iRJ2 z?nUl5R=hRLyc3Qv*CgnXrb9TvhyMP#n+I2;^-~XRP6LJ-25ojaa}dWFirqdAky*M( zRPVP)8wfP%o0!fLdd~Q94p<-85FDon0xq{jXM{?JfTXQZVCZ&##Vu{0oQ6aJkoj7n z3)m0Ko}pY%B?eA^ob}1(sCz1GOv5&Otg;i?DTikKN<(iLpMOuRXB%Olte8bInQLMARvy z*^oIP1}eN?xeV(nnM+=&h;Sm5F-4i^RWo+eno6sZ$ucN-8l@?wAPu6;kpTe+jrrm{ zAX#Z;f18%3e*RetC}3iF{jQUnrWGIz5t&)GK4A~dU6W9hS^530ecB$NySd;j=k1C} z8uSE+Ch@HgRjHE3B5rq5mis6d5~!>NJu5hO=ss5R0}{uIKyw+lKrb7W{M`L*7iDe6 zocSsi@&$%v+tI3|2t6v*`P-`8FzDVkYz%3T%cPB(eV!e;Vl`+zJUax!+UbU=$N@$^k5?A*?V*ACB)msZ+cq;uBxhzZ`(sj*c-{c-s@iO{3R zKN|0~Pr}`8{t{kue8;OQ(tEBPH7d5i=E!7^aSk+Ovtj(8U$)lD-Na3v>jAA z0LX$29if?Q+I|b~0plAkdK4{w7$3ndo@trvhM8PU9lWeek{hTN)wz&=xe));!OkK~tn<_Jx1zC;&Xi#cnu(LS|O$9^emf&0!4&_?>*RIdDJbi!r=1hdx z1w#xXyI7L7xD-2}ILv!#^x28x%)uW8tEE4*=QgJmQ(ab^N`3erz-D2l+1XRM74IBF zeXQQj4G5|j0Eg>~jIP>yoGmaOF6tMf%Lf`_P!Ej3ZBz9}s39+AsiSN;*Tw)ZP=s09 zoKAk|E7h}qar6D!>YTYAD(AhFc9T%!>!2^MaJ9yB@daD%Ao-OsLa=D^&t$&S0p{Xi>Z=&5;$@KJV>w&2M^b-!MW z0bhEtU86&3Zulh4FauWF^>r1Ek(i8Lh#wnVfiBxB3=6Wc?9}Xmo9lC9DkC>BI7{>2 z4!(M!pO@rzS(TjGuyS6eD%t2~6>IIZr8OPPEmQhQEo(39;ZDvTHr0n6DHp2U_K2<< zCHAGREM5Jy_1>{Iyn1p;=f!*HAeyXM1*5Dm5$EmK7CG%(NM&%EWwM3J#Lb{}hc3`=ZuGBS4t(l7R0i(^L;0)Uw-<*oz0-4|m-@w!vVdw!nRAkR zJUK8}K{dh3*(RhV7jO$5cl{RE8QoY+Zo73}_JgHmZN|F8owTtpbzy&UErTP$Q{OY3 ztFN|cc=lApN*+q0`iW1tLszK4Ib3ibB&HUO3zCi>7W0a9Vo1;BmIz%yO1Njp-0k;o+B!H?O@e$^D=juLTKHD-(H)H2_Tia=A`u@SYS4GPcN@pd?-Tx$ zj-5IQD()BQkj4o8jC{++cNdZC+6vk>tWAPK(KVz1d7i{R7=5zkB1%E4<$hhB&W9oB z1JFnlAag3yLE-m#tCBs; zJqeZchk_;IQ1Ud`!VIIhcHa5Ti~-jV=s;d{j%@ZVOR=n4#SCQL!pK#6v2&PPNnU%o z43gS$CK*eSR`2ynw?eC%@fF7^y1>qa@iCT&%$s*?1 zp;g4Oc-%rU?mx8FLuaDfU#r7X##Qd*dCriOJwPNT<*D>S?`uzs9Nl!|srbd^omDtV zu`4u7VqSc{)}-B9x90Pv-=Lw>p1UTGg7wZVnw|hxH9=DWxe4FM2SuFw)L6H!)Ft}S z(olp1dfy3F73ufGgfQ5|$Si3B=Y$FL zFXU(@Dx}nn8DuUj6}MT#m0|G{hf3JoHW1l(9eDZE0>dW7l9q; zZs@XJr!{9_ZM+duqqdBs8*wy&T{LquAn&u$6D1J8D73#QsY+;N?NySm} zyE3jAP$4N_ys)xy^7}C(g{u>MCMA2GqI!!R*p4eK}f=e;kdi&hF3|aVae_3wH^_Z^d!;=iWiR(m@Z*+ zo=D9#$At^)rBU`koxHla(@Nf|`~YW4)JrpAp6tqFYe&W*e;lSEREZTfxjRr3>jGsl z_RPZ#mB*iB45}w;c^8Bw+IK$1ZgKC!SQcIhCcoH{uE~YuNDS|m%6~exrZybp3+>@q ztK{}LfrCl8#%3~Be9?xi7F)C6G_-zrv1`a>9?pCUI7yNo5M*Ud+Kx)@DUGh29qGTb z_kmkRBUX2ErG37FZue4%iOv)E^c-qcncJUtqIH#D(|iWE?Yvsr#++1KC^oHl@7FRmMVU2Ke{;Z~|D~}Th4=F2Ihy%!DK|(N}8 z+@BWZv$VU78(YTcE*!|XE#QUdUqS51sAtD-;b-$uip=}t0W)nf7I8-}0K)eD=9 znA9}E%9NBLVS2uSUs2^gho(H_O><8F;r!h|EeNa;%g7ZY*m<_;~zn;Nt%rz==OVF+* znOy!7U#Sy@wzDZ;r9CrIIIXw4Wu|*_-dI$oNDmzDRsE zZa4GWY*Z8Tayxoy>#_6J(WJ#Cr~d2nfGm(Ekj+-x@olS?0W)a6GCrO>ySfpHCb4BY zVK7BaHi~iLWZYLeV}{>p?{Izip`|xUHg0@csTZ@Eh$Q^0-XltAgPrtRbtSveI#fwT z^8*gxpsjcB?Ni%{AcR7)s}J|KNXTq6fe!*%#}2y`PoHr7(NAq(`AELb-ALO6tve+| z!e-llvnlwKu$CM~kcqXEfm4jt$*xWxU1bTOYtpeooblW%=!le!oe8g}?I?p#dp`aN z61^>KyV~_G3%U4;Keu`30A82gurHEx`^KCeIFMCZZ|EP>w!nA&?4Xlvn(XlGZx@d_ zCgL_SnMpCx_LBW)B=Cu^Y{P~%l(L^mCw=TR4jAnq^W?eFVqRtyj6P==5Jby&x?DmZ z{L+OHAI0;9r&7K_n7K4>IUhe7Qw|=(05$RW&OkroF#loc+eFI`zEZFr^}Wn_IiAe# zI163vXLfa4qSSjrsQ6*hUZ0q)Qd{Yd{YUq`T{4lRc|ywJ;@)T?Y<-%q54BwOJhxRM zR0K0hk6pX}+C29>4^L!5LV}~W>fR?w$IS&I&lyNslsnjRsgqnK^W2OO7+k5mc{SGD zi$sR>qmY(tb6H6VH>--OtA7~&?pBYZm)C%&6<<|TX=!Ov-^HTSTxn*Nc4LhFU0vp5 z3od%MZgw|EXOK2DHb&xbxFfNVRV<&39rN4`M9IeO=}OAV@-TO$O%F78bad3u%sklW zoWKO;NeBy@+bWHajBmZ}_~zT8&wx82ue$Z~=WRO&hb2$Ja_ci6l+if@hirC!KEPlw z)Aqux_#E+$O!B*tCUI`!xDk~h%LjJbb;diy!mY8K`YGFmDzrK?!rtaFWj1B zpCc{-vyHPqG4Od`(nTbW+^Ryqr8)ZKuUxVW6+?+@aN* zhjc{^sAxO3+$9vyE!W!e?`A|tMn;aoz<3XcXy}~Y;grvM&^`O^`37m3uQ$o!N=?F! z@g5&;+h7vo1Hq9>p*C)AJq^?D?(V%C6K@vy1KRGM{POtmE3d?!;G^HQO3z4&G`+tPK6&sZX0;7+BcY(tL(#|3^l7s2TjyD<~DWdW?W z-MsThp&aqUeO~wB0fDd?d zMb0@h=i;|tzxS+OzgaVD)|%f;|Idq%B4ZaYvh#<&7DyxNpX< zCb+GXnyj9mEB&M%5lnwJ{M;#IutT%%`(~JdtOD^+&A)CP;1?u=V!PTxy-G&eScuxtFvv|`p9 z><+Dz6E%HW?o!QBg zyb+me=g7?|P|{v(At`uT>{B{cX>%R2S4jDKX=OWA z{ZmrP*&5*u!NTaa+N!T%CykAIFZaK+7v3>?3x7e9PjQ6IBIz++&wQhwF zJ965}{aGw{#cyCOOo!)nDv#>*^0en!_>_t#$>Yn^+V}PL7mv7hn2*dqOn6PJt(Vv} zXttK;%Y9q2RJV6lp|H9zMY7fvUFTOvy=l8Xt%fh@8POCyo4chWtYO23Cz%y_{=j@+ zm0TfEJZtOa*4sjs%G(}{$MuzM9?c$Y9_=2rI#|I%E%8%TKiQtq+UwQtm~T>Oj=Pb# zkd>IsM_6RZ+<;jU(~#JG<^8GjglpsW6hvvKJ3Y64?_(sPPPGXVMR~tJqXA z{SNc6w&YJ#R36Vi3uB^IwUOtqxBALKkIb$q3n>$R%- zza6sDq&&YmwiUD$%TI1Ilp2xlOBj4?_W?8+9_=MuC$5$Qt;9{ql7$$*Um`RE5D(AE> zuVP?`VMvSLd;A=8X%r{UP-T#R;(qX0%L@k$LEJ|tSXeUQpB&DIA-ykmA3Zdq_a(wS zKd&P$cF;`_F;>1cMlfFqTM=DdFW)rIkG2enZjxi@*gt+6I^wocISc1|H{BMy8^B%G z8zSkAfr*8UdyP))KmRyT*B^n8C5{sO_Zz=H>cc{ZvF!I>-}&<@$Mkd{wWx$6w9U(Z3CTQsAGT{AXbQFNP1tn2pTUb5OK96xY1Ohey%4 zE#+;kdYuZ%bGO~KLag^HE2h4sab=W;?@ybBNHdtt30Lh+A{;i`_|i+pJ%v2BGxger z-!#F3ghSF2To>+ki4&^ms9Kf3!OP-?u6sojGdGAy#VwxFx4+>sdj*G%*YWoJ>2dXG zf9GcEkUHhiJy9p??SW4^EuO-ax~pYf>+sE1Zl;sic!zH3O}$(keHScx7x8k#nh+ud&{t)q%Z>{@n&{Z6U3rEkZFbxc(qu2}2|kGZW@RxGo7?YHDu z1qm)>R4jE#(JtF+6fKttmfwfgp%wGQ_Ih<>&d}nBSOuKMq4VCp?2KgM!yolSbMS*q zugnJ3WzC)b((O7=O6pZ|lepmVl2Mo0cn{m>hfogiffHTxUb!z^A z6a^mOzPA3+4Np&nAShwg(?6SuHkqL_HzKhDzcF9fqaZ8GTGXpvOc9s4J7V8KAm4*zb28Te&)I!Y+ViOHU?fS*K`5B8TnEy;8W&MjXlt9ZVTip(t@$`?F;uo2Vi z(x~fbQL?_XU}Pl+9{UCx9frtv_Rl>q@NHI~NL^Q^QHLIRv!+{-tr`;C9m4iyOZhF` zS~iv8Y4J`&oV>@=p^DwJiCzh5Q3n2Z+xe%aJ%f2F*S=n!Eo-T}aJt{&Ww$&XBznTn z`nd*cw2#&b~v$**{=DIgmy~u=4ceP=HKy&?uA`(cr3ORcsKX5sjkox_J9tJ=6EEAHfc37cm@uO)IJC^mg9H>Ha#!=Gr&>^ozISINF3(EB3eZ z$tJ+RLt7qv&vl%1%uVlG=x^xP^AhPePmue~zFokC!g=KM@V%w2XK>(9__%nIUFjZc+{Osi@mw8I0*dMODKrwKX6HY^C+>cf@t`T6w3 z_SKHb(z{au+)jr!Npor=J2R!EJL}_`6(uot%}fZLvRhEh-eX+zT4lNLbK;606g3BG z6H5gh?KtWl+dnqnzI5!@;lqjQ5M0dqgfnK6=&^w_v!|c8Gh~szKNHKIUC=J*GU!VH z+rW8WeR{mQe{R>GIVY-5(<1xGXMGaEzEWI`+nC_K(ImiM2|^(4D(?WD#}wswBjM#y z*TwA7gOf?p>c+!y>+>Ei46cx}>2vlEcp99-C89A2KTHaKhSnhgov99Dk_v zP*`LIlW0GyE!-V*oAo12vB4gNkzKnGSZF?6xn57{qW9Ag1l{!E_{mO5&u-OjNurRA&sJE~UV9pO%1xY363CLrMni^9IMa!2m!KJ4V zGtX_Vtui-jiR3P$j$2k6;Jd>%)pr-O3TD`U8qx&tuQE!JtO`xKN+5=Fy^a^nx+F;3 zR)d;%33gX2cgKz>^eUwG6HoUOkM?rPS3WJp;KBDMDptUtk{Rmkzi@3J8NR!qu^jW= z)76lCSPC)gB0M{_PrJ%Ib^PQejb`f1Z zI5bg{Chg^`Rc@}!Mg1E%5n!nE=VI_gwmRd;J?2v*)ApD(-Nga|Qu$}hGqY7$Xr_4K zjaFszX-qrhw7w@tv!dyYd|d8(YYty8-u|F>deCoZ*`s!u{@O`s;?Yfa9-4Lu|O>vx<8?s@|!TMU_05)^=i}WgKzgL?;nfxYOmz>H7**; zF_QXBtg&d?=na<)nP)m|bxF;J7}|;?9}UdJ+9Y@#6YowP-z#i1N3!?8GIxh8a#``l z9YOavJ9DV?H7i%M(vVqH7nXn;t~(yntcR~upPn4iEP_W6@MHg+5rR_*E&g zqQ=xZmjs=K4pme&Zn4wym_IH-ttV~O3g&8A=G947AMXt7EV5UueXS7QQM;t;%o-#V zYnd;tt9Gz&sjJ(pNv?AsFf+Fg60^hnOP7+W)PT&9k}yv0vaNfm7Ne{sBV1)$Jp&c; z^Di6bF0*~1+hsOp4rDw2P?V|1~<1 z(K)whxPQ7CB(gJLeOoC;`NpZJm*1@jGMzhwKZ;hsf|b(MJ-{lm&|uc1ohq`3(0EF& z)4WHmbLZs`o;P2VV`OgxvFeJZfQ1T8@jPNuxc!kCLO5YBeXM_HPD`Ngk+(>q9#dxN zFppnV-67&R`{Tmy+$_6O@VNQvVK%b2nj|B+Y@{OdhomB3d~wl0WQ|DI+-CA3AE?d)Ld%xrU@9oL`Db_l_uT8utCQB1jKz34dGP2ow{UB z>#6iloSbr9lef#el2`1EL?TNVdkB`p)pVOm)N~wGPW-0vgqAoY6dw+34SM7HDf1?;akI*~7l)+BFZCRBdM;t>K97-HS0z_A67Bu$nWi zvoIX70i(-=k&w(_TOrxT@$HK3UJi-Ih}Y2+t-as7oYx-i>B0RC8K+dnS2+yk(liBxXu5_rbE*ge8_%B(+&M{12f`w(n` zB71KVE;@%24Mb-1YgdATVY0X+qR!J`qka#;-cRc?9c+2f%H1*TmzW|fRrs}#ucHzS zLI{Du#!~ZX-z1q57MsjZQz+wb>|tXk;f(We(u0zIt6XgUc3SC-9#uvrjj{o3HW>L4|?aj#y9Gx+P@nDI~&inYNBy0CZGA#s#tI>1f zLn^J)DqYb!BIU=U#_mz9#~7a$1TRC?u>J(L>*m2gkA-1eo4%Vzz=VEb?a2YzU`JQ; zqUdg&g3RoM>P1}GOJ4I!YQ^*z)P%DV7=jB=8%Vb=vlc$Yb5-40 zZJUy8AZak)IhNE@uU|K;3TliCl1`sGHZ0sr)s!0}^HMskFohEE2yK@?yOX~MNlEzN zQJr1M*|V>K4*Z(P%q^W*|Q~}B|)t#Lp5g7$>Nk^m3dhA9e1DIzx z@nA#n6D?K@>V_aLx>VOrru=+ZOY!4#WerQS^ti)3bKUU?V~DU_v!|A*VLsPtF#GGt zTXNc&i~@w12aF#{$h+2GyHy0S;EV0fMAfm6PYSA7r0z?9Vl56hi&r0Siq4l4^ki62 zmSVal>fydti?i9`<2-Cta`cnQ6RvqeN=q_18%J=nYNMI?(BU~$1dok_+D6N&$6ooW@*ciKf==+cf?A z0Kk&OjV(C8o%fs-+27r~bF|qpyNe5|Dh1T12sm=%8sFG+LrvQ{;&SSelHBD~zfk-A zK=7MF9ZUq6bGUFRW_heA8-yLfe(mWAA0aN1oA}>0E>8@4N`MS=oANfz%7s~XE3Gb%Gn171< zNP~JL6RI+M9C@m|ysupa&@m7tWc-+zb3O&mMo`P^TN7=P5FJ!rdx6rygFl1nfsrjS z&sACO7`2?0A5(k!*F`1ZD_^GU^uM^91Zxo0PV8M%KCvI(i?%#6vImt*2l<1;DF{T1J`;IH?(RRMCQG^{qp(*zHPqPSwFespb8!A%AwWmSNDV zyn{OQLeO1BvRm&TgXVxevMl3@Sc91B<`4~vJ6Yv|-&D&A==S+@GfBL4?b~>IK!27n z>0$?F73FfrUw~snGS$m~Ex?rE0h>*VWT1=$>+}XHd^eU_3*|}SGD6wHufX}lP}n4S zNy7!9?_sR7JOf)2QwzeblL zfFOuMNhAa7{B9@kud-ovL)qJ&x6j6NGq!>Sjv*-~0KdEZ`5WGRTCDXa!6to&F|+je z4FOuOqjjbQ#fI;1IDbB*g27oNIE0!#zJC|^HHc|v>+MtZaE1}6DN^37=(;V3d+xXB z&Fm8wk9!^-p;m82YKPoD3Jf7EU&@zFN$*TQhGp_LTS{oWZB|{ia6>t*KQH>B+JZR= zwgO(Si`0Zeb+77RQb@VrW9n5-5ZUoZD98Qp&B3e{W3G#-pnDZrE#6D6IwD&~o!od! z6;eHcob7!i%Np+GNa7d|OA;-nb0{!mroErC>t;ya;2$uv_e0a@mQ7wAiP^WSe64;L zO2%9*{6l!xWeXXXRm14!m+jfdF4w!&iyr;NpMOoN+ej$WU?rzOy*isL7kh?izEl*u zur*Q6ASn**h=jg&6riWE&T-@i*g(Hh(@GBHb$*W!MOT#6}w#pw+2Hd5Jge+&g*b^e8$@z+heNb zXXC`OS#pW0$gRmDH_$b#9Q;vs^rh0pO3!)J(SA+DoS)YAJHbAw9uBp`!;@rC;Myo= z=9HP|tWu#w?`Vbn^d)f&nDTgFj9~BW5ZN7}a)8>dT6?vC?CqzPhQrQ^ zi(p(210GSX!#O?WNuI95nL{p5mJ;1Nd9FvAT`{5odaCtQ@d}dw_Hzb_KPfH}J|Vq` z_h(mWE900YiQoR7ocQcLGN zsK0*@Egr64162$GV?NM!{@c|#3eRIFz1`V%bo#Gb`t|E%93Y!wra0^Wc`N_AC+LqW zR^Z+D9v<=3|MBvlzjHwjbi6fl)DS@S`_=Djfp`CTkReY#TRK(A8W^o z-=Rs4&kfHb%#aeh;2(V0N(%X#lXF&DuVSM#6t{9)(({t!A4elDFjOLcdf8On%Ka%tW zte-bcmcK8{vsbopamD&mKH&d(Cx3qJ*F)X~EY~PU^wqz)G!3}4YuFalb^ZQ*pEqFD zQ!*4_{{9y9N-vBKLnkN%{`=EHuXKL)#&Gy%#ET}IfFJX51?gr{srxOOp9R;ZAi3sk z9o2dP{iPoUflL20$$w4h|1T$bimyU~)_M&hzbZiiJrAHancS)a^BAk*!S1!6-+EXI zT0`oo)hsLUKQ8;DjWbqKvd0CJ4n888gm0+6JAKxl$vpGFS^kj_LIBCQwUpc`^% zW=j7M$T!9h2my!DzN@`2Yx&cB@}Fs=UCv>buROpw2$rIe2F#4b0ceJL04EYn0zkgI zs4(R;=P{StpuMu1hrmrxFzXx~uX-htXcz_Ote+h8S1W)Im>ksNdv+FCCaqqn=e%0z zH${kU9noQ5xQXFWN38Y%6x%nKOJ@_zwtuLtI^9y$vMO>Ic=9$CAP@ZU0OK6R>Vzn` zlB$N^kmkO!d3 zF`IZEJ(Qs1mvKAm?sfJ>yH)|}B@K#HMF?7MR&yN99Z_4_1Tb{gP<3Ba znUi`Mp~ffxQ@vb|)*CiU!*Vm7L>CN159U(lf4-$%5o|~}s4MLgOl)2r^E_N05nZru z*t00o^biHKi*&FjQtMy8U4ADKzo2VLZBQdGK*(ir+y%|bo zmD_!kFSj!Fj?E8-$4?>{06=!P7MpMyV+~Bizz>^(Hr|$9o2vbpt%JqfbchPcu0A;s zSaShmI_n6*)I(mU$D7Bo)@4l8u5<6_N1ex)hos~jz5uo({XD7mXA2GN2mPR)F07}p z_y7?^^REaM<}Q6`2RN7+XcQHhbG{g?&^9ca$#va$QQ>valW5oUZW4nt&tT~^UG&&2 z2K3vAx_#ak#ZbYFcTLLad10N%8Sr2#=yY6`*k=mCR>s)>mF>k^mvdV5 zQ<*cc4fM+t_~k_q(K8Ro3k!&jERSf|UjkH!+56Wd3z{U(3-grZ3tg*oDM2d{?`ejm z0#`t{CN$i@<4bZ6np%DxP`Hm`jc;~{dI5yIvKx?135WaW(zMU}TO4$lbE}@aoau?7mulDf?N^%^4CDn-8 z6$C%XVE*j>^EGLj=*fDJ*^pVfJk+@P*KC5$D<05~0aOEloR2S9*_5Ip98lqEX%G=K zuQh(43ZJoUppL}jpYSG{($x1k|0tUi;0kW@CZdNL{w$M>O!=UnmUp~0(TIX& zJ`ZZ{4vjI+os8Gigk12onsZE+Ut#U25Lq_q*?4E&_6?~2OR=EY1-BmuAhL*Jz$Q>V zM=mV@HjQ~1(6lZa^{5Cfw%tH4YYGUa4GcV*P?nN%zj)rw0>M-4XQJ<@?~<|s4*uR4cO{kC;e{EOl;Ou+Qhw_lsJ7h zV44!x4G|@vb&Vc#-)wULvz>~|AT{y))5o-C9oPe!St6f(+zj@-@7D#s3AT$eNC(Jm z%+cQ4GbO-Awr+sH6qWFXzo-e^Y7;V>NNf}fGL({ZB``%U%{4vLWY)yk>Ldt1%mwxIw#@vm=JJASQuWyVt$t4&)t0V{S3G?% zFN@*GhrRR_Gd+?R3}C!RkV>8`ERM~b^3>LdqkmJ>x6zjkEB3q_C;5{lq5N!SElwp} z>@b9w<(6NKWs#wz&Ky`9on`454%nKoIZE=L^&Vt1$)WGkR0aVxD^_!d@TOdh=fQjf zBlGpeNKNyPUz(O7V59_Pcs#DM{}d$V7RJ9I8z{|wEOe5eA>?T!88kb;ntA0Wa7ewMnr z+PH&cS>8kBGjm=<0UD`ux%8nGZ3MbLzS9$n6<@63yZu`#y9aEd1db7zMNy1vZsUi# z{(h&)YwjYLbLOd3$*&{|A^erK`eqt8WJNQPP-A{Os zlYXDnr!}K;#4;AtW1DICB3loC=!ky|+H4nMH-SYuKLz)(2uT{Wol+Qo5*Q0YDg0a?pzn2!cZnQBrqXW{d=9K}FU*M4$*z0l+4U3@ zM($d1UPd8m#cH}PxB3ks7?NUz(r453M>~6SbXW;)#M^a{IHO4+Omn}*8<3r_I=w68mhbBqX3I$D*#N1z>Ue zh;=9@fE*fCq@7?)(&IR-m|g-~Q5&n@?sF+^q5PJAg9i>Mko+i&P+m3jCFJ z^&!yjtQNE6mw+964k|ALgNbQUrILw#wyh~$(Y26b!*rof0E+Of{!(m)H@g}xlOU6O+bYuF;E^l2B* zxB^$xO{NoQ&vp2rqJ|Q)Hd56Ca-4aP2&AFvHi0Y`*IQE3rk4qsWM)KF4MIg=fcoA9 z49QR5Z-yMsP}3Xlj+HpjaZji-qA<7 zfns2$b)HO37?FyaPTDW$X#2Y8FALRkMGXmrqVUNhC1bQ#`A)qZPUl1e}LJT!}?R}%Q)0s~8!j3Zx;8fCc zL5O)65tH&H!Wt=OPa!eMaQJTEA?F+1hmj_+>_xqg%=&elA-SV+$;$RlU_N>9J>4bl zoNu7N3SLxbaHaq)ftNp>Lm~a95LegK<(H-e?m?PEN^eqBr9($tFitc|4wTI>Bq!ei zWILp0Kc#Q}Lyuz)H64U72~Dt^t`b#x?TKFA1&~iX*b%b}oIdnjbQp5;?Q0Ue?&CuM zdPax+c~6k7=IcoHT2Z%>t!;zJwa3zrPQXtm9ukq)q880ZgXnB}8Ijj1IN$5_nzPxU zFy|P<34D4oP+-)9Z)j(3-%T5k!fs8Evul1FmXlGG_}TYFiBj;zw{Sz2ao&0@xd&va zqV;`XU;<2l<|)T=A))wViH*@+shQ`!@ifDZh!D!I)07~1^D#oRTO{xaUF0E#z`Fya ze3JcnckiVU3(?0N6+Lia*HeziiB0W@nh6pR9nSz~Vxf@KGj{)Ox)C$hGK^yYvUFLH}+HF#yz5+tI`KbPtsQ{>Ts%{x>s} z1!kzgt{A9C(Oldo2HX~p%Nc#~=dAtpF`uVkEMvn9&_n;Yy+Dwg(`0z-_b)=P++_yX zWmeqse}&Zld^jl$+?G5IGg`tzEJ*{52ILSn{}y-qu)c z4Cn)h!wJkq9_9Q!bnydy87wHDr-bO23|YB1#@0aK7TWZH;lluMA=$JOOyqCE@1oCo>_9yO_M3{DvW6@B$__7p)F$O@ zKWV5O=JDAfAX`liUgjQvlYQL9_wY6)g+_;i4(sLeu|<02Te5eEl_YFUM!IuluLtlX z(2b3c!gU~6|B$(?jW)!IjTSir>EpUSS2x*7`>AeY9yTDHKeJ(7d^j8rlghdQ*R32H(RPTQy1PyV@^uSuwuYvG zq7Xi4vNR3QSy_Deo_>shKT~(bX8W+oVG#f){q!1k_FgPasdoQo*;1?LIBD zl2IpF1Z%On;6@|t(6ZVI=um!3BN#qTq;o15uHzoN@=)V`M!o>BDgG%aS&8n=lj^y1 z>OBAXdLFb|ijYS}5CE>_0>}SBb6Az0S%!X3QydQ1F?eFtz{()7Ck&M20EQ7{k_Vop z(Z{N~E~u?&`O~Ny z*^nAb5&M0Lgwqxdt^2#Gqm7m$ei_^EQ_UnTG(d9caC*EuTh^8$6_m3SV!Si zTr44(8Kcv_V%Yf%Ow7QPK2VnDQPJH!qdE9SK4*?UjkStcCB(ztbZp=PmR#LvkT$dWe23rkcVqa^mJ3S6#GFQOFQb_eLU$p z0f}tDH^2q0KG$9_16?&+nd2zH`Mu;IT*H5uOsk0G-k9j|yy7U58_4Wt9^HceW0Sw7 z1d+6S4~IJJ-1kKH4QX9sLctsW!4Engt)IGmq<;oA(I|?cJo&CqvD<&iN=TF9i?FaICLmLjiTn0*TfrTxH1in zl>ibbJ6{Eqd&-ZaTD{+91BA9Q znHJr(xEPT*KIydLJBL2}p=Ert~;2 z9U$x%n0gLAAq{3-HRjpZi#^W3K;Z!7T&YSalBr;2-yp6X=hwwnhP@NC9QZ7}t{;$> zFY!+3#cHrb1>iSQjU#npq7s{4VG?e%1Z9 z$x}VMrd#tM6}4!LNze&1xCi*rPVE7{Q3cOi%E>XnBR$@!dAm3gNYip|yw>ZT04~Fi z%5lKv)E)(S3WU!nk}tT)eBC9B7>*-;Vjk-CUw|(l+WqS4mnozJL}vo3gfljbvOljS z?g{n1lM@U3o$;LI=(GF-)M%~eyY;L9anQDkq8Rn^LNeW2rKPB(Irv4Qm}4DpyHfjk zN^CqSnt}+D(_gbS53s^m?m(Em0M@5<(!uuey?VZGK>I|~zthByGTb8&hGHl&2TUN9 zH&U>R;0n?Sa)&GpSe1ZHoozS%$7TuSs^>X2S|m1WSMFFjCA^oODTv)T>WYT3_&tL zwb+WenNjWmh6A-OG4Z95B`EKWGxk;x|D_v^CLR~7+CO9+3Xv=xMJ-bIf~MZQST z8Pr4%!yS1rZs5K>HUiQd;V14F0=g z6N?Tg-*hrTgaLK+q`%P%NzE|p#SYGkVtjTyTfYiTk;_~Ci;mxs*hy|qC2z#MET@Z??Um%<;|c_3h#yqFfk~5B`9|K!Y62Q1gIJ_kNAfeTjF9`P+c;&41-4p>$KKDk zhFJ(hqS{#lVx&MFQ&yQ&r88~mVxQ@_0qyqK8wu<$xs^LZ)Xz)(~f(%3&I_jGs7S!ljFT zQ2=X+Kn~e-9o9%~SPqa*`_XA&&B&e`THb*yOLzy8ej$vrN`qB9MY*V@Df$8G!6Dl! zK&X0@SgsqCZ!9g6>OQ~0o&dxKh##ZY-{{Tl8meF!x^bsKJ5j!kzzOCo1ni08iDt^%~?|f29mV_L`^W*J)XZgpZgqI}g_^>iXj*pVL3i#;g z8EJ|>=m9w^r#3xhNdn-OI1_=sok`|_c)fktwy*a(z-7m#*yzs*Xu3o=y3FoPoUt(r ze@Jx-HB0vr`m*kfDvulNLrz$Ha?B&sx{afxw_X(U!{69kwW$c1B)vt>0SEgRJDDYR$$v|yG4;qb>B!1pxT2jT(!Wh&DC$b zVm90;lVeFh7Gy_l-#%C_SOwwYV~*GfDRr-2D+#%P%-I^0c}(cjXR4H2s)@KxO+bhI zx=WzXj`c%{yG#>tBEh_)gB^uH)mhoL(l?GZR#DDtQRTW@*5xO(!}8-H+qJgc6o^(U z|LeEcQ4+oHA#*pPZ4@0O#qkQN&e+T5k_9OFxgy-m2^^5sz+1wJqvf`s7FO)rI>Fd= zZLnU61eX6gg*f##{o$8<5g_6SM|49ToXG9Rp9})7x~gA`9trmF01OQz$%RK^`PspW zs{9c4fv#;`)ta3mGXCFPh;9kf;|hVTi|TU@No$Z`(@$HVBQOaiGnX4u%O=*CRC;k! zQ_1?KjQis=7AG5cmH>_8)SO8%|BK04MMdhhFZz4Yt9t@gHWe5ix!C=snSe52zp#PE zZMs@r-6np`Aki9KuWgF&lXk9?z&DVDycw*UpJXP75XJQpPmmEu3n6{tuMjLjl^yl? z^Or!14kcuAg~UDr^5L_8BJqX;BZOVxj6v)`1JEeN(5lju%=I){871aZKcdhplGTlI z$b34RigihseyW>6bdK2T2x&@C0t`~IR0E$)!<-kicWuT1?0CbIVqOU3Ka`b!>zV-_ zf>&(bHzg?*j-S#PiOsPtR|=(#4Q{H z5}J9a%GiDh`4NRL>X%T5(|q56w%GpbNUNMLlm1X$oDSI;Su3}?!$&DSD}YyJ7Q;N? zRz3ABcQMHnkb!8~nfXOs<9Ja{AdY020F8|>PKKdDRkFm#5Zt>`5BafLo=}qaat0e> zXQxQoh5hiY2AisIJm3Wf9e^TV4&o2SW+5)>HfMmCi&CTz1I1C3qGw2MN1v8We6pns zb_UEsBp*4Y3DNK_WPw{c#^EYL|d z`a>8e7M7$pW-yE!CzW;p2*U9q^N*us$%KEpop3nU^=;~g*AfSSLOwsSevAIGBpZ z_cl0kB5wsEMLT>NaSKUUo9~K~Ji|_exfQ2_UiO#zEz-$1giuLJkShnFSubMM-@0)Q zkDty2)?nl!u{`4nHr-aGZ-Q8r5;M-(R*=YIL^MAN)=9bj!Oi?9HBUr}s$dTIG?#m47-nRK6(sF+86r5Lqnth-oTc$bgqg%Yfc}@hY z;kH;({CP;mEQCKkaB(ZT<~eELQh`U&H)MsE>Dx@B0H~sRD6jvy(rdYJ_u7vfKV$4S zAvFUj5m)1u@Ak-ra_cXS-pqf>tc7j1c(GU2nzVL76LYcoWE+n3!%Qg@4~sUvyGPaF zTeAlC?L`r7Hj(SM?kt!Ey7F~bk5zHEa@-fW-{z4#BI)IR@8K?n17tJ!?`$lW`$KNck*Q5!H1t3%?g4ZU1vQ}j^49EVTwRk04P z78a(HgG^S?)-j#jMT>)6GgZ(Znc*!svwHkhjQy*P%U}fr&2WR}-+cKIKqsa7W6>g; z-eQoGVF=!bZZ`ze;qut;{9F_nga=V|4tsdL;&U^27*+tw?9SK(1QR0E{L+? zpd$3|c76a%Na!=(zkxo6z-<+IWTAzD0e}t>G_MNIyo|pOS1%A^=PVnd-4p;p1IVt? zn{jQwKP>c0QZcwKD_RS*!6TL=4aSn;r{$T~>G$U2I~OtpchV(Mw}e_ZrmDa1z*Qu2#+zy2+&oJ}1CDTwQl zR+8Um7<%R5TM#1D56XTIJm?j%DG<4Vv4fBc5zY4(u7TJ*Cryg(J;3p5gC%3jt@SsT zrUsXGq?`W(eS8H%b`9&Nm(gE3bv;Q9BEvTTPWkP6dp!UCNTq z7E+UEM_v4PWUm|mo*pQJdlIL>p*-PO)=C1v0s3diq_6I1cnSbLIwVx>Lp&l zPVlJrLjr(O$`;tvhUem)$E4XSw;t*8Kz*xVFY4If2s+}+Uv5sCA^L;6O4WGlK>dJp z-HVK%V_>sjK9vVrZ!-X3OB2f9Rgz%GM_2EV$$D?C{kg22xa0C&ckuZWQ0vnX$ z>QA8glLk27?LTIB;~7o7sIl^%bzY>KQ;TdgEjUAN#0rq3@ijbkekjyc9baAW~HpWdawHlwsFlnDYVBK%zIRe z$*17xhM01Rdi$``4z_{S=iW|{+xk!w z@JE{rN(fDK%U|CV9JG|PSteP(47?lLL?{k=)3Q1et!YaX?ueuaDz6Bz;dGG!z7!o0 zdw9Y;&cO94r4o>~D8%M5SllK7#*iJq#lPvoRIMbXRTv(S5>{4;%&Oc5O#}eD{WE7kDzpza z0{%t)Wlu(PUq4%g?zJ=>b(83*#?pncvi zp&r>MEZy9<3*nBs@pnMGJR2U=O-VqN;-kb|ThfC(<65Y*oe&WMC; zWit)7SpX!4L#Bd#c9JphlrB0b(MobHR8=#r)HAq@r6o9|%`7v!xcThZ8Uzz=2gT-4T#usv>Le_JI`hiyw6x8^ccjDpfp7(xXVvS1JZK}hi7e}YXld7_yoPQl9hUfA zO;&Ko3X&#}3Lp!vI$pMcTvW{9P{I49*irzfw;HdjjiJ`c^C%jI2xlA=%=-lJ?5U8< zTm&!;XFFPM#fD5yDm70o4A+X@+x!JOql>8x*yZ70JfZCe?1JUpKujOLc#jrf+bX*h zsN2b{^-5CI;kW54z;UAG2NI6SKSm{J78ov?dF8pMhO0LF%s?l>#M{=Bms-ftkj+AF#~J&w zgN4i=lbvxk)=PrlziZH=ylaOn06G{Y`{ zQ5SOAsETUjz$z6fYW#$Z=?3V$l7AH{^!84n{QkyMu*f}7$Bmvy`#}BYtwvfFOX0(K zy;JP{IwnbY%fEU>{YKmX=dQ*Z_H5g6jb#nJJ+fz~8O#y+Y)b8G4=xq00Fbdwa1be0 zj=M!wXBo+D+G8u(U&cP*%GA%h;zci6eqY0DrhGn*L1rZclrNt|K@5xDhJV_y0_pxU{tpmm? z?S-Bnz?B8AWGW6Q921Db3DjoxxLBA10elta_2{3D7eJTRFA+w*=UO7jkmvXl>ojl09krQ4(J+v8R(d7DB7I_SJHuyB9< z;~kjKB<`e8Q~Ez&`Rl#2zux&lAIR%B<^H=5{Bwn01NF~1{QqnmP+WOk=ZjpHhl+N9 z)Pd-6TXycFRR3jA9l!ph6($qQYn5MWKdYH46P_i3Adwi92rk(Nu;eo6l$bX104Cw4 zRce>YW6{_8Ni|zjUx9UbAhU?F-ubn^> zMe=DD96!%aDd=GOet{&l`(S%<8JsllR67fF$VA4Z5@YqW!p7cGI!c&hO*n zQvihJ15CGpg4fcN;$mDz#!9jT!g8uUkgddSe*;CRQuL6~s3nrU#JDA5P(f(fsK}zf zU0KZ$*yj0qGNvvO-}&N^nf+uWW#)N{zN|a|^0fzQ_nEF`7t08((_62%@kRl~P(!QotajK_n!kK^g_6LAqN-KuSOqq`SLYR7$!VlshX8#bB~9N^QEGkbN>0*f4_=6Q7UrtI^-O>Nr~}WGoSyBr4wbSI;+hggwMc4K@dU~*uR|b#WMyp+>@5c7(l^$Q7#8q?@kMapBCtl?7hc{5##SyEnvAhqPJdsuz>4+y>&g$04ws3X zCw1$SZb~uEP{y%4Z0gIej)dKL*7P#+%mYV4(~JN0jl-iiFr#C%Up!2eZNphrN>hL# zWIz8Jf@jxovss^PWOv$m!O`>>U55}$DZAtc4!qAOa==}Skec#hS1^rK-ff+4B^~v| z8dkD)D_X9Hg~+s&-b^(PqoJZqXAo9wgZ2C%te*uDN~AWOD1)!w5}(=>U1!evqR?$l748;(@Pjy??Gr(!Ftv4GfD?9{Ev8>>HichVlL08fM03<&|t{EMZ zOdSFnGrUzET_5W$+x$=%0Q@a}Rqr46q$z3y?!#}iG(oKGhZ~HvIJUPzZDPJ}+Lsk+ zy*xY+xv)5pzXUvA>)QEnHlsnrv%dUFz=o6Sy6}ToI(WN*+KZ&^^3oQ?iZ{Oq*NQ;byOU%1n3YWpR`y6)k*5mV$T-J9gsZy4_ zG1~Lm8_cJow`=uGvg6#!d|C_Xgm*LP|4zHy1nywKvx)eY{r&^pXtWiqyliRC`0p3s zP(*xwey-CI7cmlSBJ*@imWNACujhK?4tl*`ffHZ?t$?N*k*th7a9X1w>t?Ugf65nX zhkwQJ8b8+aP#t&=bV{hbY9zIgh_!0wZEe~Q(-5kc3nB3f%i7^!9~i>67Puj9MU zTTe6w9 zQeXX@KiXr8uNQKSI_B`4d!rJ=(g9!Dw|%e6<`ma{MJpLr_jlm&Lr$h#(3?w$appQB za&qh5-V~e$E+@hP{SI!wOvJiMF)H@qgaTC)uSwP0l~ZY1Ey`eJzT$iEg#Y?(BOaUF z0Jg6VULNqv2Vwuj5!L%Y_gB5LR)bvXT4N{-@|wi{_7w^8rSuy;b}6VN(nPmEkG4b<_haZv^!FTezxdXJvS z6^pCI#x-8RyEl$zTYangT9@afa`p8g3P*K6iz*Pis54xW(oXTl4`qKq9sjKO2AJ#U ztX)1SHlky8O2_ESc5ZS9JT>S5M&B$AntG)}p+s@4Q?v8l=548aCC$v`A84xfLFc70 z_!a~wwU9&*hVs>M{DA2smiEEP($UMrgnPZoi^0<{#`q` z2`HVt;O0Nu`th#bAi#mo5JRCaa(8c}_9b{QxI7h*`kp+VHZMwqm6-e}(hv^nux3}X z(yUu3HqvxCW62MCq+oH`-NfR`&K;hyoRHkRN5 zgtzDJt6K))ptK*76M*r%Dl_Om`hp9CGOsF+%`^!q$Luj4(%?*wJ#7X_R`G)%ej{I ziVj?&u4xkK<;19%rVB<_>9~_&Oln2#`-y)j(R5!6C}GF2t#3o>!;nMkL~^Dj&jBX7 z^us-`c(mg1q|@EY6v&i&xDzMa1nL#UMP~@h42-)?ip8z5&yncD#hx51!CS~Zo)D@JHP6GhgCLe* z+u2AohceDss5RR|E1vyX6G6mXJ%8)j_Nz9Q6x1g#px3w|XFDZc-Z>x>PuMl;%d)nA zPbi~w>t1!-CRvk#dhC5H<>Gsy8w`G5@%Rt4d(xGQRSOME&mOKDN#rfC-rt8W!zNYO zD(i+U>)tLjysYdCLp@amXRTO9yb>L84Ja|r==#+3bNIJ}By~Q*^wEe}+&TNTs?BQj z>I!9NsjWUKQq>B$V9aetvGt7#P4;nQ2vLz@cJg0(EZ&5(GoO4b(P?+RH{oIMX9cM; ze~-^dL#cC!(8d#j)CU*wJi1%i56S+0tpCs6K>jOG4MXz&2ereNf#2uhf4>93anK^~ z7@mLmpMUY+7fu3sadvp#td;2GQ{sXcNVH}{WG$&qUi$)6&}9~wQF65``d8%n$8Qn< zR7N2AZTP8^w>TO`=?ypsi}xb(h5wMr%F)0D&$`Lr%>3^pAO5TXpx^e=p0Q6%e?kxd zRBES>pBDJjErLM6tu^y#+W6#*3C%qOE_if>4g3BdZqWjeYb(<&4n5z0JpI3ZOaRo# zswsu@!k=zY4Nwrv^lDDElb=z5>KR-hFVft{DkZ$u8^1=ETE=frfZZJog=%K z({FnOP1B+2mIzW>w5Q_W#RP=+ZkCI{+Q-x#R=>T>C8fe=RfSIkD!6TfaTQFj=r z&{1ZyWLW8lDw3fK@t3+8%IB+j^~^p5o;Zsr?i;7lp2S@zz2gu_NyKklDjcv)pKb+be-+R<}L# zxKCWAJ`A_?+hgKPn{2L71^OOJ;Q0TwQ7;GDd@65MN`CrNGy*~lyuPTq!6V^z*0>korzUU}5$iUmZl8pOS9jRmzX zS9g)gP&?!rgoQ1@Mj2*5N5cAIOF?+xCn(NV)^cVekbH3&N6zad6vO!QP|@gvWo=ft84CVW2$V94vw)ZU z)srGyM;;F$AQmbu9#%*JtD9GsHs`uVszAF%XM2DQv`E+k5a%zXO&Lpdfh;SX8z2E( zB=9M~dnsN4Ea&w$j52G7?(QW;X*?tw*scWGX-Qe3VUI-supY*FthGS2FB8bmt&pwB ztE~Kb5CyijgbpxMEq|UO2lZTh6p*wT{<%3QaYI z;`a6B5?oMPTT-HO^dh%;VGW5;SUXb7V9cZe)-}}*A2w~fU<&Er{5-qaD328w5{oXW znd}2DrcnvW-s|%)#%|TYei3rm31_2Y2=Fd+mrck=s|V9JHfhSXW|kPS;v%|xO#LkXh#kN`vdvGEOM}?0W^3x7rA0kXmCb6qe1l@WDi_Oe*zP&YX87nc52O5mT zE51-DM#5aI~xPT(H)E0j7hBH378)%+i6TjQl*#(a^aK% zONB`+;ECYgIb4xt5hZh!Ct4mBJ;&!}Pb-pb5V4h)0pTqX%Ruz=!U6dbw;0P)!En6d z6+pr|PXBdzT*(z=%tUWTZBTIjn&XO4t6jKY6TqmDq7B@o)N@zveBnKh(N| zqjjeWU?q)0AY6U%=)O*bXb{R8OZV^f>4ss4L(x>>e zkF2I$v;++=c9ot+caqnf)eb4wBD7W;b|sbN9`nFH4j%G|%%MN|m8$ba5)vmyS| zi~vA~dD;azY7}p8w&wGVVqk?POMd*JL@z-4_GPQQ31pf1RA#wq%br=eq4T|&Mv$Vb zFaAiWhupnh@FN9XibE|Hamke6=nT(7VGLlX6PCUix1N4EgSvG&(PX6DHb9-Q ziZWp=N1Gr&g6CEPHo0ch7&%rb;RC#Ney<@SwQ8HC!3nBz8rtD^c`qjJ1KPJT%uMhF zCAit(d^&yf8Kv+MJrZ#ks~KEZ^@z@KI^6jIpYPB2XjbNQd3Y!8dO50? zj&I&Rcmzh6W>3U*1=v5#X4gm&IGtaoR5KR1w{2cQPH!R{*BK*ts+gf+$XJl?nGwV* zg`Nlds3p90@dy_jhAJ1qtpkU|#df*{?H~L|Wo`nHvx{Qx=pI@D##C-Cs^JuteMuc& zXx?>pG>uQLq!XtI>&PLKaBE;bIg@xLusHjZiE|pXaP#cS<6Ixya%9Toq9*#~a-V+f z7q+LEQKr44O~HZ|p|8e|p)x0W$?wR|SnO8ElgT=#6>NO&K|orJN5w)zanuB?tm$3oy7a1%t=u$sF`;u@&WepOF8|vJ)%j(6Z zzzHpAkgYn)v9p3RcBGR3d`fK#DOc&aoMO1gnrfR6U#5)bE73)I zVW1d5RYLcfh0?88Oh4M6dejt#6X+B_j{kyt_XqbVpSaEy^x00CnGYxCPzho+Gp~Cm zT)@v}RTiLZQ@-rgIOTxNZjGxUT!hOkK!KnU520k@&ZUxY-U10wx`PF_2G7_&;qhTA!t=Pc$N%1%#}d) z$hD1Qa&nUV0h2*Fi)=KQWu@P#)=Y&y95V31v}d*>ekm^eSuXwuv9!oVa8!l z{ua$@(B|AZp_2+n?Pe_1B4YzW289>g^IgdS26FsUY)YKKB9x;3qzK+Z=0^QFvE&vF zSD9yW*ZPi|{RwH|RPP96 zVM^65&cvVkEc|$sVk&g%{kMS|-`ul{pu(BQq5ANDE7bg$mEAOJmyu+zP)ks6D(Zb# zcdERUyP^H=Vf~Oa7c(_lq<`i8i2vT|u>I+1(6OW-EyW@h+bVx6>17TJc?duzLy}h+ zvTfpeYw)Yehri*71wdhQxMSjLkv_h(v-VTt*5m!&HCBu=$PJfWp#S2Vr)JcZot-Q9_SKQ0ESE8pMPrfB?qHYDxB4vI!mXReqQGlXWd z6XM~&pt04l9M|^=QGLW(Pr`Zf`wX+z#ZpF)VGa3iG;o-C~+nE zu|h$Q@~sFuB`*qfk5BJJlO-{(ad#z2Ssv@Kaofke`@SK&FP7xOwQZeL%rDD7-Lww$ z^+uPS32c;$lxrWf^__?1XO896-xsK+piCU3KcpB#f~l0HzA35}Rqb6M?pn$hOsKF~ zRbesJG-1diT}NPGs|RNg!fWV<0wvpN2%6J4T}IA+By1TFES6m@pd-nAGz%uT_cK#tA@gEr>*Q=(8MFM?A;AyR_3xf5L1EVnU< zno@1Au(x!C8H>YQOW+K5R1DS{qDtvXOsL|HSRrhbZC;O32k~ol7~ff>-*N5NxMJsE z0#wY+@6|`*eY4f=|vkKS^*wy_!i46U!cg>gFp* zrN~fMjFD(hT5QloQx4u6i{MIsCc7_8gjoHBV7KFg>UT5QVdF&ZiN)`f{RbO9LR@LTPSxKcUJ3(oGyp-Y>{wU-lj@lIJ!@iNF=avk&2sZvDR z_twD=tIW&<0{1+zx!QLO9AkR4%%giq<2Vcp)@c@E({2L-h;WRr;IN{-lbVul)Oiuh`(fMsn1{vQvvs>f)H8_!y}ACrkE2IU+;^Lm4Qt#-t24E#M;$h2pX_<4#K&xrWHUxvJqsSKS4@$qeYomM zfA@&0>S)iXul+rfS~!Ms?v3?%k*Mlit~rz)=mTt`+kO--0`6d|%qLQ1J7Z5GowgY^ zmxg(+q4UhFU7N(%{d1EYGc3+$Q`%G)dNVDfH^3|JJWBWrj1>8q{`_FyYt{P&Hag}y zjy@(Umb)?G8IkPQ9^E*x(3-k8PXL7ciTBvlRZzR)(V7k*n3d)>B&lW3z|c>}ZU86< z^Y5{0+gI-_6J*zblw$F%CkJ&b><1>pnXY7M+XW8}mRKtNi<&cG{E!V!Jo8@0M4yrY ztl_?3*?DE*ea_h!&-;QocMXHJL#*g7&rw)^O2Od~6Q}yf*XeJ6MDsO5DU{M-_9}|! zT$PxQq4FKqQwP%iag0IOa2z?(?X1r1iD!rIU12j+7}mM5;naQpU23$ybL8Aoz>qg* z-mS}L7mnV0)}FF&-GTeIS-3WKyyi-eC$GvZGlo^09(ZI%s9<+QbUmbM!ILHMJ|I4i z#iG%z#)zYmHLp3F>a|6YbHOaHx|ORQ=^j7XnRnLd3ZUZlf=d0u)+-HqiHohgRcnEyM!4%ZtP*sXwK}^|FHtxauA3mcuWxg#Oe?#G# zsEk6Y+*c-CO{$Sh7kWR>bur?Qp9~e~w(p2OaNA}LiBNw(JY!vr@2A_@ATj0NRlHQS z6Led=P*w&4uwOI%OqaE39Ss%)8oB)K$K@dI`%3fZlfG00J6k0)4MQUzWpHM+De?xTy8}w| zcrIIwKT-@^s3$tMJpz^9OJ#U}l0ikbtkqtfV{^RDlTH+CB;PkUqQs|f$}oFug=7eQ2@OHQG)m}3Hq5_RE*(!7Rvts;7s)!jCt_0lFnFJy;`e)7`;hFw5*{M6yR|jtzn-zMOQP}) zIZ!PU)Yr!P79yAh?ex`OR=rkSd)(rue1| zEV6CnVRSXIu$vCwgD4AmJy0!Nl1w_D4x({L_7RG(s)GF{+g3bNF8zMXNl1g!Ciz4iqBihaYy6w5-K2 zDs5e18tuUiimorji>kK2Q9i>jEIN8l+@Nu%LV8Hf@T`}V9=eD?vgJy95!0piGs=Wg z;>6iIo1k)D^HR&a=oo&*xg$=vH(yU0m9N`)seJOC#4x6nczsO4UxMe$?8jsD%t{f%)1}SBZ={@0 zWlu5e#R<-xauOIct2gPudbb2`P`H>mlc}d(+$iC!+E#@RQ{&OORenyT96QPdPwfgk z&o%#diyOBG_U3w#SYqega3>$3l%@Bx`mldM)du~F8+V-0R6YNKtb`WV0<&BKWldNQ z!>A@aI&rL0R}Wg=^7)x0(!9Z2cPvN!;G>&cSml9mZmITRJYO}vO8()dJ(5V7R%X|4 z^qH^Xx@Qn-V_NmvFwrJSY$;rFuGwyO=I!Zec%JC81JoRi3&L~6tUe;t%mg6{0-ZC# zy&P*K?y-k-EuxDNHwVpC5F#4_y%%-xAqYPT6{AB}U9jR>?P`ik z8)!_qJCo=d^^M{y3u>z%YQ`)>&X7_%lBigYn^p)pNXI#fiCxm^#t+;iEqwOtx_z3_$-H@MJkr!`cNSdo+Uj)| zB&Z`t`E`|6+Ep>-SfJ6oHBEL~7~?2H>DbS3@yQlbxzA|3$otdhNItk+^Th~lvQFet zW)L5{rQ2{JOiL!7WpfE3-bLOrc`#X35?$fOJhEP^CnaeIoeANk1SFO96z%?e%s1PU z9ww0<7n3KFV{}P~5G$Q+O;~qLi#6pDRHegWZ?(TY??df*2;x7Z=WT{Wk)-qr3im3! zyR`!*Ov7+Rdl<&8?)$^puG%?#)UX zR?70~U}m}h{mv90S_=fhH~$d?YpUI#56Sg(?syp~vw7c;FCA2q9G50HH?hq{;)%OJ z^U`$MWGY&Iwd_$O7gCiCR@iSCLvfWGv0;ac$@)}3%Iu}82U7^O3QQboTe%i8UJ!0s>+7S{( zt#|nEYiuljc@Ljc!?bQ~ck~Ts?J^WmK+VuNY#exSW|mZ;#UiWwTrP_p%w_UONA&F? z#zCkoku8Iwr3Qzihykdqyg1sYgqq9}%~t5un4v;Bjg)A^#Z%Dcs3Z;jG^WXRUu6nx zEzA$eRZvh2+muGLEmT%Z-nFP)Ua0eCN6L#M z+#XRsvC`Uo2yEi`r+`^aV)%PMW?kR*rj5!0kVFNL;kq7R&(6!4RY0)mEw$9+kd53< z#p41Fg>?yqtq*fd(0P(XW@)U~Tlm@P(02x6-(6JvL3`6c#z4o`S5J=?@rl^s7LwA8 zMx)JXT20wyPAQkpVzaT79+H++owjKHF)8sKq#d{=++t2zxIyL^<04)ZV0ZNV8)YL> zN-?K*ANM_o53`~X-X(oQfFz$H^DDH!Ug6}GL?JCbhka^Z%eks5I>1T1M(7t9Xj-mb z%tqSI%g)I1noAhFlc>|>m`g98RD$wCGE7pQTL4Ce(X0U7*LtPVx!L~6!F#iM3tgYz zgI5!F-Z%NiPtV|Bj&2E2G8(UOw*eQH5_CS23rQ?Nr|~GrwvK{k%%(S)n1rcR-0uhu zx*cC{6}OR?rw+V|5l$u%uOD_(<&tS`)kEb~xv@MN2C%@l2{U21jNl?Eh9nyCAG_Ip zsMvcU4NW1h^VaC^Q+#;n-qnDAj1ev|^UW7(Qm0d|{T2GsK(6xRo4bn>-x$AJtq`c>kkNPDb3Px&+0hMCB|cn$I(PV3g~zo{(!jaC zdd3yDTioe`FYMtn1{q=wyuCBjTR~OVeUw@ITEUz~7gQ>E0Uk;?5?j?6ow=`OR*oN( z;q8wdT2*lz9ax!?n@A7?!Dy}%zaah#7Hi`xj5jzBh-ehQfr@;|f*bK(H6Kd)lpLP$ z2>&9*iyHLZ)A>J_-Co_e7Q=B*JR*+eG`uXW^OMS(r$u+83133yZxfZa_gs^Dnr+ul zMABfA=UFo*q?zP?Gb`^uCJ*((>VmbkxB2wfA)c&;tgEgW7TQX+&&P?I%amhWmDTbN zyp>@AsH&E}jbhkT4{V0ld0G}-6arOGIkJkSKvI-Mz`aWtRs9?@W@8`siAEA~P8U$b zSDu7ksxUzklwQs;^T;&)6SvNzKhTE(CB1<#(msC|JP}An7-{%)VUEe)ul#|U$#phE zwXkWrHPUEfy2WyXv(R*85XhHP(=$GOt*P?KWnTd&_bm>8W^f(u$dAi2=^sGv?;ist zFc7p)15h{wLsF$9@Zs75kw`zFW+upiIakFpI6dx(XM@M~a85}rXtH)F;V1AjtQH9e zPXwL?&Y$@N3z!|0N=Bml3dVc36s*mdsc-|`_BniNF_g9a87lc1Aj^^ERxh(k z#T7$j71M3eW>A`Vsb!;C14cUHEFvHplsI+jTXOQV;&!?dG3h)t0sBvE>_yNjwfAV_ z+JGvo5yVHVUbmine!2Lq;Ri6&t%z)ylVAUfk@&w}W}rPr=^YG*z0JAaRC!te-=dsB z;$XU7+drxbTM#B?{urfa|O5b_Z2^|5{im*I} zfD0~Z9}A;BXserw##|gpK@bAWKBkJd1Y}Qq-j)cVaZ#6fi=6aflRg4jSTQ>LTfn={ z2ii{^bQBE`BCNZW4S^<0Qzq4d9Q0GC z`@es@y98s)b6O%eh7kAFWD49nLeT4YzKNgt;H35;RXS!ktHIN7-4}oyo3|MO8O_2z zHeE6O`Q7K=bAS)VYsyQMR1ApC|JPSV2FFy=K^rh@9@@D;k{N-^!(rUt&Y+kUl0(7R zsSJ0pw|$Q3E4Eeo3eI2``x*9oX1Jmd7`nA?B4VEYUl z-BDGOl7BjM3y@q>X+%)xPZum+gbR3`8$bT91K>YeX$A-%JG0F5+n+8NpoR+^_ukz- zk+}scwNo4xjjA=a-=8kX6OB>d{)D6Ffjs&+7SK4Q9YK?^1YmhF;L|OLwh}03xk*wH zdkhmp0Dleu^CCk$l%W^snXBuaRd<2g7r|+nG^f4|m1R2UAu}K6e*SefKnyY9$Zn`V z2B)>O0SWJpGHkuA2ax>Fpvri67kf7vgrWFhtS{r;q`#gxciikmdx^ z3I{?JsU`~MqCRem;?;0-nD0)Vm`b#t0p(vYscFg8;g>*MD~nnBa9hV15Vc;A%&wM6 zmTv$dv>z5cLMZu!97kQ@(vH9G*g|0(X;;Mxc@2W>ZT(CLlUgq`3>+_?jq^25&y;fv z%B<3-yrcUj5)^z&0Lt>1NKAP!+51V?qjXXWem?%So(7Q6UcMieFNEe!c4-F=Lk%hw z>R{w-2LfvpbitaSDWn5E=A=rxP-@9F0RlCLwo!zjT4i$yaGK!#kqXH4% z1P-kt;A0_evk{}>tSSeHt|N}V?@WWoj^SYq%qq9uZ>@}tu`m=4Ax~0_(n);X;Qs4< z1P)GMy?#e0pb53902V4yi%`NlFr1>|S|Gn8_Rxwg5`O;RG;%JcGv%n<`lAet5 zd}c>-#6o^N-$t>@$-W%0kWBSb3scMjj7o+*3b`=n`AbS#2Y05lly(8XRp)!|T=Q1> z=>j9iBe~@rM_5Lz9arZHB#Fh{#lR7!-2q|1z*ARIstPTYVL{nL4%IRBxrw*3f9BTru!sBJU&$_D&dY$n0N!1^T}DpE-p+mj z8rgkEaAW;b9h$|a8r_CtuMb88)+ny}yv6>tSU+CBP|+^?>qhRVQ|+`9r$JX`_A@Ta z%~eScDigXhd|nG!?rO!zJShTABFXKU_gG=WuL090LMX%|I^;SCWa3B3&!?_zi!`f? zT~^0yW5+M`zZikeaG66bcB#y*A6(s_y;}*q{PAO_&+{q!&N;fHt zMry%lqkAyI=&aPId$)lw9>2QH)r*k2fT`|m=eYcL(#zmJ-b9TGC-{C> zTM^02AYQyLnD%ycAwm;-OBJwEWv@+#1&KS^-h#~YDTfBpduum7_L;k?SBhY3&5BkM zVW*1Rhq5KeaRe{xx-Zu>NVq9+FvgAomk$LejViP*Vnzsou2r1w0|8e>3%HITt2XJTP|%`IXL}eUa*bXzp$Tbq0}z`aFFnrR1ZT7E49_S_t`^p}^^FYfXJ(txXMKYpTYVoWq@hb^^)+Nj~DQge3 zyrJxMUB*K1b$z2twN!LwU?PCSA<9|A0-U-qSGA=vpu-Jsha2Z8XKOO!p#W(m%c67? zO_fEmL8Gy%O6!%;5f8k&p|oJKhkaPyVDR0ae&M8&@iwM-d`*1td3Rgy)m5&Xt=hE7-g3Z;QF!j472_QYl6Rj~bDfo0 zbcn21;8v}=JH6;;kOP{^lw)0$22jkOd$*D#^r`jAl~vCjmZAFLZcQS^w ztz=4k_{I&@umTC+Y%g`#!zcpMYERi7#1jG~_&9*@vU10>!a*fLU97;vm+pJ* zDQHzivN z4_I%SfYcf@rjB9wSJEOD>Lwjl2%LI?-N3y|sV+1=QV-zvt)DnkMPkkq3DbERd`BEG2EH2MDg5@%I7Aeww8iAepX7RlMQiK zh6!)^-6V0(_~f-WKIPfwQYj*~aO%T$;z3Izf!}2ZXl_bU#}uqI#M$T<}bU?*ST!etzE*FxtLuJRuwB@`^DqKdnzZCrUoew9sBJs5A@9u?lJ zM`{>x0Ri`?QlFD0gm4`{8b1k-Eg&RW!&mcgdc#ck)dLInX2SxRX6D5@zE`ibQt(n3 zya#)dq)5ANWRYkj;AOvJ@+D@mp$-c@eSQ5@?3kuWhD_}JsD~a_0~yQ%=PYE)g1+vd zrFJ|F5{^$p=%zH+)k|K)O5nzA<=;q!aP6v>kl+JAiyN|%0!nq=ko+I0MO{K=%U za0ZoXH|>HMrU%e*e}`YX=jfHy?T)yWt>kv&?y`=3VPoMkEShWhXN=?ouyVJ!GP{ZP zyl>W4;4VK|Bpy`T3;(dVP+}I`Y4Wuypu;HFr}K$0QDpF_p8n_04}=%2ZhRPZ{6cy? z=3;jhouX)5ULu9}cC*FrEKLqc`V~9LfNpYuP7r;Hs8?*1rTQSRCVtja7wQ~!zG)8z zY<$eGnQ^l93`d>nTJ)o5==tx6Q9k_{s+~ts{FpN!m>z3MIsOCd57n*Bt12^#&EVv_ zU?E|YWRI1Gc>Go~IPG^zu&CTZk103qX9>v{u|XUnU4qJc5~~@G)Q3HYXqkvB zKs(O6Wa06fU!@VaFw9!Bd^qS!9QNUTbn9VGL^hR0=`@c_)l;pI&ilgd&l8*8C~xkO zNp=z!rrp!T54I;qVM}jTi7xzfzPeH@VU>=0Sa#n~Vw6&U?CV5Oir-Dq-wT5fBVk$dyzGjvBz|O$rAE5suC9=#9+`G$wsB^To9N2suomfe2Z+a^ z<&TBo8P=Od&zcMFEBc(D^6JI@)-ayGO?wI}ddvOAk1yW#d;|*?DjEzKvQvmS1fhNd z;G+vBD*oIZfyXszduu*}_kWj2R9%>?9G*?0l+Kf#249P`l$ReIeW}8e2|r7ixUvVi zD*lmv$P4rLx?1&zxjNYo)|-7Dn)f~9nsUj1C7MMDqE|#Q3*qxp?*`+h`>i`YFSW87u@x^R_N;DMm4nv5#A|Pr1p0Yrls`+VKGC@!Ap|VbPG7=R4efA09&{aiHkiQi_6~3 zGggF0`x2BNo^G(gIxRQ-ETG{KL6<2q$;WCCAaa!-98Q-{J)SHBjC-t5ky1v-QbMHH z*H#OEZ*zHMC`4-=5*+`uIJ_Fbfa2ANICrBxYGKk&XvFX=q`8HV`f;;J(WQ9*btv|1 zN&c(!@+<{rHL#WNpt>9yu4}-Xz?p8ASGwbS69(qoDoh5=M38T3!0#15h&x-Tls!gr zC4hSMMj)qQmlmg&`fiJ;@!`A~u@T-)}ORI|NmE z=BF*}*(y_^0lP3&@rB@1zwgcfs(z{mN}7%*HXd_`AD;l?dYdHsZE2|3);`G#j}qoJ zO$JL78B#V;+CvRjUXv*z7YS4PdUKu#$qO8S8MZZb{I|DP@Hy}-1+isr?IOK9c;#(U z>~`R{T83u2dTFo+v6xtwmJVlagt>6!U6XJ30;T@F z(Kh#v5k{sP`l(^eFTu3ZHrYmqjzK~%kkE@7m38Y|mZ)hQgWG71{H%gYjTurGZb7C#%)7DFi?KFV)!y_811_Y=9p zN<2#nz~47=cS*ebh0=a(sarI?ZEbdiT`AMe(OI0#Xf zILQWTpc`W?KrjwNU}n}SDe~q>s2<3g9c)qb5M6}WS;l6=GfM=QkTuIma>}lzE-RE zjT2DZ2sGiC9mkTi6)y+E-nD6 z*dpHOhtk`8nP60*@jxdMn?)`&j=U6E(C3FN@om2F1hK(bc;E|!QN{TQxBA%;8=H^V z?ngF~fq>UduD%|9^LdZ`?36C3&2bUDWR~pUGz5xZFB{yGxsWMvoi2{iVzmAgs{D%w-$%>JXi28XFvW@%=73P}%`2-mP^pgW-!69eEJNSt`n)rw7rxo&>{3;JXqJERLPK|&#x>P9oP z0QHP`Kx6Ii+~(iPFAE7MXZUg`cpV7rIuXpz{O30nB+tx{c(sWLJZfycn*POkcNSLO&K5tvRih6NAS>H)dBifPkbvXj5$CdMtCH| zr~^~j0Ep9pTNl!qu!37*Qe!^BpVHUC3)@P z;Rh`XNPlI%|M&+$Z)aZJ=d>ysuuKCTLNW{I-$>a%o-$8dyYbx(8^A@&E$3muDn+Vg zefoPdK(?x)7xu@i zknG*v^Hw@>6$FN2j5%%iftdArTWKi0{5R+hBVx~Dz%z##6jB0{&*OG#A#DNFMW&M* z6Gm7dc+f&-*pBSNU{|eefE9)SFEno2g*gwzLqH{aS2z=eODlrLMeOj=^5jpE!b(%l zHie`9OtC2_gNm6o%KFi<$+VNB9MW(fEWCgB5ph5Hcqo$oAG_gSue(7NJ#iEXFvGh@ zG(y0w4BkFt{@WPs1EY1Hz`5mwEpmmfJzbe)0eA=|{W-OdV0Q05ywba?H}&tJ>mQx| z#|!`aM=B;Pm;m9Du9BaGG|mtUhQw#21`5c!+dw_}gDpwOyBf%F%#c32D1de4zib;5 z-@oXO1KA978rjgvhA9HxxO9i#5YZ)^)5Qp?Pz1e*OZ+t0bbRi2Vq*x#mizypd@=T} znO?3pZJeebDgv7tdTt`@CUqcJ>Y0vp{9On9*8@^zB3c-0RQtUXmmCByOC*y0|NRL~ ziPj7HWEhFp+npcNlYglDwQ?sJZ*BX1|8S0HEVv;yw3MCEA?dqPw2-UECkEup6?ly^ zIq3N2uO*srKY>`R%jg>V3=AhOdE}_Pj&wDyFwOt*0s>W7^RcNZzl)OpJXe36wSh1u za8|b<<)ntxuM1@K(J|UzCB^;0X9@234y>5qjyUEM*Cz5vu~GUT40u{!y)(A*V}UQ{S+{qKb3SHbij|FA$T zZTzk8CI9Jp;TF)W(h@k&|KVu@b>L|&GwL`s{x4gf@`SBEfG#XbWF^Rx)T&ls9;{;DV_*%7%|rtQk864*JUSSM~#kq;@T z5|RCBk-j0I3q{)my^kT>NggOn2QP|}J%J{AAvnVfLh7&t!nOiLgbvoddeBoU2d)j* z@F>)ez0X@e86YG}I~9YmhxP2CMQ7`OgCqakY+#Ek!+<`ktZDxh>DQKnkQ`~6`p$a; zS)qHmV&hT7J@Ys}XlgK^RX(YEol-Wp3ilmyp1A=151WfF^g%N`p~ZS6x2^xsDPT_I zf*LY>p1x)uT2=jUvnG&UW>s}+&gP2K5m=y{sUD~DzGv2$?-f3ht3>j>Pn?#<;G!Fp z{u!l%N^}OGg5UJ;V31(+$qUi=GXC93e58XpT>2mjN_YEQ{{6+fY9%k8?2zI2bd^rq z^5qU?0&llRdDNtkzxtil2>9VKrtx1xQQzJ2Yo#t~xF5B*3ki&l^2Q%{P7b~|0|Vxl zr&19+T|{<)_#P;0)k}5LD9Qw)pfa_j7dk*^&5heeCWj9K4`+e6Tn)=RK2q= zLP1SB^ta(}R45}VI!kWc?qFw)nYak=b2=ci)+W$0D*~0|{1XLxSnf+m7aB2rsZgJ> z1VZ{CfFKl_N!+he(=X1ap=z34Xfgif1#k-QfuBs@c2fs0^nUfS`DA2e_TU!sp|!)v zuv!UCn*l{-jc3s6u-e)=ku`;eF>nJ}b5J1kKW~dNL7Wwt9_Q46*O4nor6U!y)HyTM zpxeEA2y~Sa?NpCWl96FV$yAn>qP+?BTp9wKfZyO@zpwWr)q_l{5XiElhugMy`Kw5AJWym5>#tIQ%Muc_hzY8qP0T}P4Yp4uv05_}I4}m#kGx3TzT;w8S zVgmwh%K1x1@eE)EfT^}6DX4)+r!tEeiHm4-KY_1sqX-387%0UDpvyl@x8loOCZ?!S z4$U^%UpCfeV^z$n867=Hum9ZTTQyRnCBRWAh3Rf4gRI3FU{AVy(Bm>Spri&wmYT=4 z3%Uzs=WuoeZ?D{yOnr>_Jm~#6wfJf{k@Or({5!_u{e8w#ogBU2 zF$=l`r_PI~%~pOGmA|ego+nlK&g8GHzoR}?mcYYGO~!2**oP(cx=BF&bR*g#0e`>TCG9Rly7*b(wqB z?DXSl;~Suqn<`q{|3B@$by(GD_dW`Uf`uSRNeL>_A}ArHQj*e03yL(-ohG%nNUD_5 zDj-tQpp>+;1(pwp0{rD`QBK{`%q_f5Z|i-=dS<18klYEAJjef%<9u9lLC% zgQ}4M{tC2yHiUfa+OT{f8FE(3>)=lf3c{|sMFgWESUy6)s@6SwHo%b9FVn;lbe{Z{ zj=9oFme=Ky>CB;b@TA9fOPYmOfQtQC+Kax+9>0?bGKeLu&U}kwwGNmpbiwm{%Gyr- zN7^WH9dV@9;xGL(7Q;NN9K_^G*%C?SIU_B8mCh1X5Z=?aAu z4d$AM>1KugIMUB?YZhps0|#eLee{MxQ@`2#VDeb{_fBCdV02cLe{&$t-dIvf$sCfo zV|yyM9QKXqhr;@{L3daFTkYZr>A3@B>d+5*jXpl>emv=+3~&)Bf^Z4PP7r9e%@jhErY zftTU@Zqn0O9$x4y;@dbbsi!NgC5 zz$C~es1vl(p8F7A=WB;>C#~v!YRP4{yp0c^$+>KCmQXtVlxrG3(X(I{j9 zeg1%YQE=T!TSJ|!gp9zUEDzEp`E&_&n4(CQGcJB&rBWs_N<%s9IQ#L(1YM60S8aN+ zzMGB$QFJeTBhm2A;^*U=^Iz^xjTgkbPV-;V$9Eq4)n#TI($8 zG2%blL#+2z_1I7_K_3JM9z3?n;zCcVHBoRrRB!ZU_F!2N& z+1r#awAh!t4In^_>DsG&z@Uvy9Z%SRohV*=7dfF0kO(pjz8T?GyCrC#LSh=B@BHK3 zphba#pXMpUZqaA!$rZ%}RkU|9h70^ZvS(j=P#!R~CG0)aD`wDq!$%>x>p0?=3Kd z6}3S@y+AU5;AMTOUdJbx%2udI#i>o|LM6AtYuZRHKr8g=i_4G~Re?2_pBKK5ym0V| zCVR#+=?QkPXVQYTkuc@4K6&65n@G6a^`RLy*KI&Ssx$@0ZgwSw9O+@dnDy54$3o!w zWi=QN`=)qhA}e%s-}RWAaS0IS7n$!X3gt?c)P%$8-WnAKBes79pP{X2uECch^YfSG zL{-(Wqn~4!j^a*{H+=>IYMDHIV+nt2|WfxpN)$irF zFdDr$HTK0fh%WMT#g}tAoI+0xKb_@GcyUeQ8XUei9yq7qOnd6+}! z;R^?8N&9Bvtrji!@zv$kWra1H7Dv}S4HD#C;kt zG!{nqI#H5<4hFLRQjne%saaB-LR#`1As3)Lv1Hv?RR+m|z0E{hIOUjiU@kKZal!to|&PtX~Y1%7W zfTpG>43YVuMUWpmFbSAy8Uo^l4OdgTi8#g?P-hYQ)&vjMsnK0)kG9(eh3mMH3!xv< zr5=+iWW!?Uq{5zOo}L_8-;Ka$?U0SU%p%YEi0P^Gqr;yg3GAj29{Gc87knzEe zAPt&$IT1R&0bEF9*B#0lm8{4jyItyn=-c!;)h3ZkAU$dW%fnaD9~OF`35MyKDv_Ve zNoIM@kdu!Id0ZDyZ$i5ARama^3o4&qO=vCC)FLE*f5!Wnk3ZV?Hu_XVocsC-$X&Q3 z`)}TxDfAY*YF@GeY$M^T8%A%l_3vGLb@EylB+cAXcmn=!c@GH6 z5eAz)aU|3S&+4BHib1(#0Fc?b!;i8P!iCL{<)SJkLH`-g%tV)ysw}oKN|%ee-Q2*LqtFYhr=8#^=dBp#Ax#Ulj(}k& z!sjfLI?G&bHZTsA)*NgGCYz`AVmR$t7(p8&#AB}_PSE_lMmsGlS297&^c0m)JWJi_ z9Yg~3N#A_nGo$r0JSVKx5}>QRAS^OKhD6V+l$JZOSW7oD@ifz5KEl~CUedl0R|6SS zI5RPQa`Xm0-*?RMhZo2^(R#h1PZD+H!t~ro%dE9GWXwr*MqVIeq;9c4sEj@?$5=Ep zN)Q%IJ21)>^Ra2m>V|kcxn{=?WR6yX+Ckyj%aW<69B&s?MZ&=Z`2b{$>@xVGPAs1c zE%+Qwqoj)iW#pB)~V33@f%+&uj|y)kvq^D%FaTN8rmRaDqDN( zr$utXm1-eoBQf}%RAwisyroA{9q9g6GCFQs6KwYPLE~#*WOu%61#FUCj59$A72Q`` zb5`(~t_dEG7GiKq-J&g!EhJk3`T34sdEL1I-P4C0it(0>ri!n?t9Pd&^_?3?p;>e6 z6-N`aHm$3rDI&Mp8b}bkO8fRyt?cW=9n7sR9iJj|I&TXs(n2A)y(1=U+SjGVY*bpu z9JIXEN<1Yk7qA;X*h?{ymTY_H`;aBfnc;5{oKxO^+LGDT*51R2h-KG#>1N7 z4Y(|JbnHKTngsx1sXYqUv{hd`zjyH1G~8y+;(i702VoX(gaaL11F{qT>out(msM}V ziu=V+UqC` zA+}CB^w+EXWBqr)oJ4)1S2zCQt8M*mZe_kb` zH9#Ntwa2o-6vuym_xFeM@3Z>zzWjG>{CPwDKe;w8VjoSeLaTg49JIA;U;c47EE!n${@-%qd^QpT8Yst})FbOO1gf$iO;e#(kS4xnhUO9yAO-M^LHUYD(QC0G11D z%cMm=5Bnc&1KnW^h!}t6emTOS@Ua1D^EU_686{9DS_wmq$lBu;i+c=p2KPk+{K@#e z?FlTT|H|Mk?Vgt>|+5_?3 zn6np@-($s#m>!1iT~O+=&+!aUcL#Wjz>_R&O5S20K(E5X{)z=r!3Q%nI`Wk`u%&PW zJTMi2hQc1bl~w5Zsar95;vOuOro(H#_+vUh$sMwdPnc;?)3b>-df~d; z-dhQCG_BB{tu_7`*o`)T-CmuCq4svJ(3yeGh0-X6#x(lOyax!>+EQNI^y=G!+z8__1HZ$h!qLA37JbLZ*U?XGNxcj+l| zfT|d0ibE@bOE=G42^b4vWyCjCl<-xpg37kX1)Z_00H*nQ7)Qv^{Sw;19p1f|_nP-8j7_eUYF&MPgXA0j2+Rt)I3IYB zUZBV5;S5Z`+oO3$Ooyhu%s$bIG6_`ume%9asiBpe(=5zUeLYx;M$FT-7wnPRfQmA( zsxR0{Kkb&AXh6-C*P$wkLiZ2)Y_`X@A*Ep#m`RrK__y(9LYJI1x?+tvi1P(9+JPTN zUo8thCHixa_~X#eeJU}4KS|60tuQgz$5aNgLmSO5_C_m54cD*JLgU%m+lOR$+{X!& z1qK|2CO0O;_k?yZjC-;`8_B-{+9+of#`nEozIYXin3y7yfOCC(Auv_e{@ybCFU0Gw^B`9_S`A&O1mcH;8-6!&b9~bSvvjhP@ z>77y(wTi;38ZjxgwqMbK)&>7Pgf8R@F&VcfRL5|bUgd$g2Ih}XY08qxauGCs&md;V z0=f(f{xsk4C+o=RD~B&2qekNBw+80D1zI+nP8XL+F`VRdVf*w^) zaOL+fw>Wc?5SN3SO}w8>eDqxChmVb z7d11FwJ#-}+yl%l0~_7T?vs;0W%2vGatv`5YYMH#h?*X-6o!ha=nm@;D>XR-@eY0_ z_WhsnGa#g0Srayv0ruOOM=S3oo}ct#byULYk_A~>h>=Yr|8Bij*^7roWa`Md;~*DA z97kFBc1!pkp(RV+SAlY&xua{unbK}>Ak_#d>Ln73QC&5Wb`Gyw&@(WWwkPvMc`eLo z5k5$i>pTtf6_K1Rt@2F`rTb)CAa@<7(?d%*k$G~HXj^4h+gFGaU_%{*>!E!;a!LKEIeai> z+ZRDQ=Cilvv-G)B2d0_%*nVXu=qJ0#-E^Ej=etRbdq(BNu7Q>)uHbw~3kl9rIVRH6 zRORc{+o$>hA1^RJIE~+0S3rm5W6qGuyHrc(khC5sF$UyyL<>3J3ji_~N_-9JbZJXC zoAZ8sIZEYHY|E1RfG`sAeVMbaj%99fSP-;fiI5E^j-xtfDk|eE>i;cU+nBI0(Hdr^ z$~3f&9SS!%a6ELyHS|QGNF6PH*Lp9Q;Q<9g!IL0EXcR>davOGWS*9pG1X~skK_gAHpi34T0v2d`u#h4ghvGI|M zVd?cmz;4+yWPEWf88U>y<*RwnwHFxeN0;mv>0~~(Udy_BC(u1qn%RFav@cEEuV8*f!GR(uDm zEF?1oxkv2Mr8Q@(MmcUCGHSFVJxrA18PaISfRX%kp*LY%VwL~n1)CoTzrd)qN$J;h zAvCK{HGqPij0uHjLD&-{;WQeYss7emCD4Hif85x^PFF97_*1w2oX!+wH;1)uc1D4B zmDL2mkmpnT*T;B#UNTqTEO8@qOM?V3NAQrCe zw#sRWe3((%$)T!S)i^Bsoirzeg-g1T5~Z3H_v}aQ*cha-oI~LZfC!gl6sVuV(6u%^ ziT*}EU$ir8>m!fk%Ss1NVx^hW26Y3Qz%N$IxFPKm4kM7e?QOYfaXGO(U`STo0|fkWN!B`L zJ=Pb8T zNsa7_PCq>%vRKEmbf>e;R`Rjz09mc%9x%nr3{ingF%P~RcGGQS;E^MYPP7gEl$2W) zJPzE!dBi%KjgltVo!3FQ&A()G>V2|?!*db;4zem9N^7L6*x}6fr?z1~vc~Az7 zFLkK8fMHW}Ed}4#peOx6iw|rR1zGcw??U3(bX0+oFE_}mTANDfbI>e|@cSbl`p+NC zPWTl$NXR^J0joi|a>$UEK8yhc$R%}=&lFCuo@nf8zcK9xHXz!af1^Qo5pKPrgtQTs zPS`kPv?7**aElMF5M)67Q7!_?-eGqbdb!wm2zoG*`X`LHT*|iwV&nx;g(HC+Z3rU- z0+-_4HaU(6t*niOsIui`I*E{c$>KzDuL!diI2>ct>>CNZ;h{MA3R8}A z$R)7{NH`EaX8A~$&-+lA(mpuBX;c=KOS_N(p)f2s10D*bL4b(g)=n?dZ{n-XbKruJ=;#Xp35>Ad_gsqg5e*Z>VekpJK7T5 zsyC||2Vm^!d1Q$20DEZL9S{jABMC#?ss7T$X(d7x7JW%NaznCUgd&SYy5f<-Vj?Sz z5x))Li>25@(i|Y)A2*S2S^3Jidyy!e#YrZdxDN8kd<gixlw@v^PK5V@a?jh%5-&b= zQ2D}bdaU-t2(*>5*`hE};L$;6#cjxT1r<`^)~F6O1SY6G3E^+zuM)IKVQmL4ij6#D zQB5LZqofEPUPn%82c5kUs`3j;FKrV~zKs1lGdhV=I@d2Ol_yqgkFh5xNJx9O^^?SEKB(6J1T` zH(19ypnG_}E}O3K9m|T0;kl`DU?R=Iv!X61`F-cS?EoA-LKFTdUY_Icw1iz6BT<_m z=a<-pVWI8tZWE)>`@sK6WDktP`exbPJY+ai&yl5o@T-9bw?~{CxC*R(or*=k%fE;J*>iwFHn`Tjb=!|~ z#ehAGKF0S*x8TF|(}cw8q-H#iJD&>Omg`Yqr1`&D-$tio20JZ@ao31Jlu zPh7-tyYN+M+<*xW)EfN5r)mI3D+xaR2ja*H!00Kl)qfz4VgUtr`XU6ncU)io4xnnS zwd^R|pH5K#Lqpzt=kGU*{LL+WxU3>{=|6l5!#^BjACUY5aWn;&)#)|!58RzFLL5DE zpvHO4#Ogp$X3m-L;Qq7&5Nv(cn6Egp3OIEVir})G7(H+uMewN-0_^|%J+=DVH~jmG z|MISH{hz(!^R#^$QzBjeu(~7?wD9>7Jd(2?;$E9IG7@<1p38Lqu-{5yzpcrc5aC`U z!DwH+<@HG+n5>LzSGWT+ITukwg6lH?1{h(HEPQw1#QD3#%RmATaD>qR{YEeHknVS8H+PiRSd(PKe0<~hC3kks=}`3 zda9B7x7Cl_(8YDQ{D55)R^gu4eM^PX4{+|C~MlzU4nHt^LRH|Ivl5AiS<ShDx>lH$Rj%V&`S;2{lVQxIeu@ zqn8xY7NNMkTHpdHusPT_WK8EGB4c-`8rng27n1^Q44x>tzA53thqz*d*-?nwThuk+ zUd}rU{uWsHr4QPC{w+@#ylC~nvf)}4EUHW#`P1+^*_L)D&tUrRdL?R*N9N{6uOTd0bg1uZDKSTms|c1Q+conaeU>q`omJV9pTXS z>84L6;1y*a$d)p>v<`z0c%_u4fYo!H(9d*i1;@9SK%DrD>Vu@vw)uv>4o~kMi1Cx7 z47GtZaRx8`%h~I+g`^7H<orqCI2Rr2(EEOb0+6u!gKDo^RJWOFNG9Ag*VU_bTzAFQ4VovQ#0qD zgc_9#0Wm}gzGwgX`Q|CZt4z@BFT+}+dO9IR2E7}5b5ayTP~PRjc(SpBgv!F$q&fGM z+>EVZgE`Vm!D~&s1Utt|ZI|H8t==xA4Ox3!5FG8dknVHzK0u0I;KPbBA zq)s-R*0=4eZ&BM_2b&F9fcPzSYzoKhUxRyHBmjq*jxf+_boCM98l~^89gjv_!8`}W zIJ)%jWE7ztnSOg6zZm^o)k;+E!Ia*{EVPBF&+nWA>gneGL6-1BB5~J1`EsYad2)p2 zJI9-S#H3~kaR1_V@=$-t5~3^>&)5ONGCsVdRkj$h+#bK1yH#(Qk*66*Q%|OjdifpE zeXf;#=7TMs3>H{tkgjlBG~SZ3_hOhMK@^2>&|4Rv$J|dyt!7yD#iul4!CcpNB6v2t;-_&CSEMoi7i97`qU>ffl|qnqEcgwzJgq5nmm|zQ zy_x;8yt|#f_V=_Znc(=2uD<&l+Btz-MPOAfo_x1o8~P0%q}^OAT5IUN;VbbFqTSZv z;@0a&$A)bh^8?hWL0Rn*_@gD12r>Co1{gTYJq5ub=FyMWGYiLG1v+8+vq_EI(kVnx zcvdA2RM^XbCxbSdfa=8pvg|0w zMbj8dv~pjK(Cu$eqQ|y_47ZtiULY1H$q3dg#UySjT@EI8ZoIWGrf_ONTTKbb3vT-y z%DswkrR^~Ip$(4L*C-H&zw1T~&*!!)y;i#=$&Ok)ne$v3LN^6)vr%y9mUyZe+`4!L zA%NY6z(O>x8C0{&QRUm`#8H+=1TzQPw81cY0l4@2t@`p1We7eRn}YsJp~far`p!3z z5soAhGQWi6l72or$@k?Ht{l4;paOT18mCw0DK`;_e~G{cp)ul)>(4q4t=9LSI3HK2=Z%6xxuA9xB-m$T0hcT6g+LKw%hDtrvj!Hb%E$~Dw3_731*wlk zwat5CX$961%^Frgw|i8K^PSBDJbPhr+7GJRl1#QO{SguVlHyA^9FeW$jl-NYKbPNc z-{1(@#>BxRRJZSj@&j?DE@H{4M=cZzhfaNr%Z9w+rfT5ugHdy2MtwU3|JP+eXrmph zM%_@`O=M?LB`u*>HxOtC34&thNuG&(&labY>W6^Qju2%00FW+2s2Zi915nnj+JTDd zeSvlLLWB)?KXuZDqwzM8Bq&nP{@XH~1<61%UO@)Y3Pm}OmY|rH&xR?eVkz=*9`aw{ zkS90#g&aSQ!1AVm*C_ME!(9MHZ!LTX^=59f0u>9d+nF!mNt#-0kkkNATeOHVYEWqO z`HjWv-gbK7+P)7E?Swg(+%%#@7b;(b`NV33UWp3)-zDArs${FlHljQ@R`N3nma13b zC$18`La=*B zrpxi(+h~Ca3ze{FJ>rh{Yo!i)E;W_78gkyH_Uj*%YkY@_X+yBaz@p?J)>UT(?5caO zrn~3HPV^3)SBTL%h#xfaX2)ttx-iFONV+2Q5$GtE3lYH!pH66U7yp*_-MTArYG7gW z&F|PytH>YKDSwOdlSoptV2OE^#u~kr+j|_OY^>wpUi3RBHdZLO)YdD4(CGv>w8>wTW}z!143%E&nHZ|MxBbCCb7=`ro^-5goYslP6{e zaPAu7+$hk2&t8smhiM9b{|UboGT0ce-n8OYYr`+&IeLVo4*vJ!_$|XWM`D5L1%BKb z^L?_x0Fy58=MeBeJKu~JVnGVck>j`$6<-OD!w?I)U8j!!{hHx#UP(hNFn@9#x754U zfFLYi%VqgV#Urww2cwUK&^gHUOIYt~z4H%r*jV`8ln$|(T2-8^aof50Mk;nc5?Y)x zi|STII&r$}G~*@SL)ANA!IFX-hBqUF>!+l-(1f!?L*oAAJ83*T?!z}Fuc^OB?xpvc zIc`{8M-uKu>W~~CPT;)N0^(Z672{r9g*l!dCGz@0{n`|8$F*1R`rd~`<7O}tq~P`G z-c8`g-Q1FK9zyy5-P`~7mj4q>_xIhuZ~4DA^8en2?RQf*DfaSZsPBgqAalQ4j(Q2| zgEkOgbz~K-sBZ$>+z#m5Yv>Apf%KxfE2*sU?(MFXw}W@P+FBl{mVYdRJ~QPYmEJ`~ z$S=L}F)%|+9)W&zjQkF^9ph_kz3+7jR~`e>==@_6;$ZW+uQV)|wgE?TWzbp7Z)z08 z$$_PvO)r#_4!<@Ykt?N5P&hHF>3M)FhZ3U3Zkj0kZ~geP+cs!oqoqS=BfPizhEgIl zb<$fl*>Q#Q)2G(zGbRr4`$q)9NzsS)x%T$0mGIO%^ZKVmv$w{iZuG9Jw3mm zGD`vzA>kH1)Q@3u<^HXr@KD{Wy$lm^P`}m)4Izci7Jx}=A($1I{Wn%7>0=sWS3}W_ zXy9vwo*u__%H^UVA@5wpnkb4Eg4DYWoQXma1KBwY^XFoaXQzU8^sS8V6?;xb`?@px z6$gxUypzd@KX&{|4--PQV+ilm2GfL*z`%QCK*MN}-5{v!b4NI55g51|F{mx-BfHiY zzq_1jo?T5jJxCd}YyIild2=x2QTiSS*t76_PzQ_0Y@U`5c;Bcd)3rjirU5d8992$! z?eL#ppQgf!W#t0hMRkhj7NB*hj60JuNK3%vAj7rEAyAGBQR`dL3E7Vd3MH_#dIKz) z1YjzU)UVPDHO1ofB{95=sG9ZwF_@ z`1>?670~gl36`$qjsOxS^Z0Bum_zqP3ttKXH#-8fGx4Jq%D($+KM;+jpqQKV_?)~c_Nk=2Z%4Y};{x{^t)n z`C3FA5UozbiRmS~bp#^x>Uv*(U3qA;1tYt^hgu5>5Utf$VMg0VtxZWyLn_c>sxEH6 z;qlqp&kiJf_T{@`LS^7Tu$p>!3V1{OgT2CdJ5ZG`zYJRk)Z-pW#S;W8i#yN&A|hRO zf-hwJA;ad4W+)>EGGDQUD)J>v^eOtSz>|KH|07t=4w{AAG2a|qD~m#agc9uOp>=7J z2erYI(bx3#c-r)09NTWPnG)9qj|h!NvveEYd3>sks_fTe5%MkY9caEbBAcNS9(|Y| ze?I!Sez>3(bZm%k{b;e@3?k;2d45%Hna}jD;e*P9Yy`tF@z!JQ4d4y=6hSo7x&r+V zzEX4tC+s{UV=0=B9CU*h?(j>9pr2P)*!#Q8;Y4Wh5GEQ$Zi=6@f;fo5eeFRf+~gHw^cKP7rOOb^hxR{g`!vIZCub`b6lVM?;+;ae?SehD!={R&E+7=$39u%73_ zqo?F`5b>_00(e$Tj<6$9(r}vX`;*C>-$gY1SqL&5RmMG?<=cH?CqnhNYW`TJM54hB zb=@_K2Ocw1guVN580iaXPV65#6Py69AkDAm;QSH^6ZFrvL-mvaL_1FsY`X)sDL@(#%=U;XF3IAwj=qLhCnDm%I()Rq>YIQizQXawuZrdFZqenw1PaS|~!S7c&Lu zzw(Or2bMNX$$)CoZf%ng&vNmh%`M&z>HN}?Sl)&W0NJFJBFK(X*L(@!wY+L7{WKQO zu`n8J7XS87_sScMtWGtruZ$y&97plW00kBrkRH_qVy8UTxUv$7>qx5(gsU4u)-}lC z4R~A^iB6Smo-N-BVTbt1I(L= z?lSP0rSs$&(rUrLIQLPC(@6J>fe4t%g5dw8x!_w0HmSt}Lw~Z8cj#j549*}yt$FS%&k_zYFjp#pBfLn23u3mnw@82qMz17-tiw!GoWen%bT ziqG4F5d_v8AwQ8Oi9EGs4@1IY6Ut@CDqkD()|`vdyEM^>@_w{`#3F7N2R1@3DwMvq;o`)eIt4Z zS1Sy3QSsUbAPNg-SDG{D#J>B?OA4cj`QgC9VjKBd8g(IgZHws>j*&spy+k^w_Pg&+ zX==aOetLs}f6aV++<%DmMSg>#Q$ znogT@A_8)Lpfgf#o4!29GpUuql{Xhe(~BhIN?a$stR(|}v_Qk8xP!rL-8K4alcqeU zQC6$q=MM)*uiCIb@9Et8wZgethy{s?=-TF+#3#D<;i6i@31$~{-hncRf9ynH6Mro&x zYaLE<;s=pBceze;{a4NO+k-fy08B(hnm+Cx(AaZOw%^8N;1tA@QeTAKh@a?u23O8b z>=+4n!TpeeL7a+5qYA(ah=O|`VUvB63!`#mgw2%ziwpuuK zyb`tGqT$kbYx)At?>?jnF~F!)KLkg7$0wj?ff&GhBO?(<-hi}ULJaU*alVW@1_VP4 zs6Cd4!W{#QfI%ke>g&WE19%|@{CmTHJlFp}zTs#`Bc2Hh!b38{01n;Um$w0%i-2e0 zNWpAydJ$A#$%uEGB8bKiWsV#|m{u3T)Qfs2NM%a{x2$6>5+E?hX07;cC}f^_{NSCC z3_=MGMAdRic^7byBFK+!di zbY^)q>)>wdg;yU7E&*JWe3Nx{BP(OV)>h|Xx#%wI^!uvmMd%IAFMc&)E+ExDfV92s zJKdG7SMz9E_d(lt%!us{WC`s+AV>KKtU3F_Z(qtMH`DhEsBwj8nh8D z1|l!))ptWW*O3PG_F%r|o>Hzk$pL^g%C`>Az$1y9_WF6$a8hL+o|YU4NUS%1w0K8$ zf!8d>JvRG=*N(?VN0Is~C+B3t*kwsC~jsPPq|M-YtPvw4U>L14LSIm!I&sZoxn!JU_qfOe7?D-1(+ksRc z#x|%~(~`aUP)_d)%14-->uLay6QOtNP{D%eaq>F`5!3Aq6N$@$OmjMWU_P0FPI1F% zdGb3lmv}PIdO=70Jc^=vso=R;b04w#>ZvEs1cHtGgGStRWcj;i0ep%r1DJJuuM){X z14FhDm=_jW49sq7FBKo;NBZDBN~AfR-FGQZ+8oY}l4vOi=zDMLeuHW647B(|_vP~v za8yWvhsalbEX$Rb+~=2)$U+rAI16x|avF(`h(1GJu#mY0;=@?O8EH~}(^kqcfG(To zdlBJZ_4xvFZ6*R;GGEj}4=lZ<*9QR_xlsg?xHhC^k@?nkXO?%~);naR62m<4Ei@#T z9v*h7j?#uD>jA?{fS6*ILBJ@g?=}{(5%T0S*Kw;_@sCKy8%Wb0x(E9}pJd+Qj!V*Z zur6&{qA-i?OgN> zCht@&r>QOK>@#$_*ynj)LGW3(?LH(8O~7g;m2^1?7+X)zMK-Y?6j_**XyZW6pKGd? z+Y;~)$P3>Daph|VR%p1f?Kmb**cK`+iSGLB&F_uvwXo;S0D9LH@5$*kJLjfz)8bb_ zb?Qmu>za+enad@dI@IKDBYRn{)dZ@gJ*S);YKn(3pon7{A4*@pmz1v^XedozQp z;C4M`tzX#+MZSWzAK1K~JMB_RO@q9u6~PVAqD8JbmAcaOoywgY)UraRsumZlIHz(X zh&X5Db}{t&hD@gkIU6 zO?mKCqVMqX_J@tnAUh+@{UD*$D%cVk^1}szQqkU4fV;XqaTvAZmTQcBrYii<7#cPk z`k40~s4$1z7!94{sMSyzvYsUX5Z+eof@w4rUq?_*l|o9i8%-f*WMK6z1)m9Xr?lZ1 z;GOBHMaBNK#g7RR%iYW7ren|?CeoLb2Ls1`&^xWor+2oV)29rmwryzDc z#XsXx2PhQnSWWro5wTIoPwwKGHWn=xw*#2VcSN2R6EunLrUp`QAXG}+0$sd)$jF9n z<^-?b>Pg^ivlcpDpY#J{;-a_?>{j{w-3gnLgaH2I)g#W?m+kRo0;oi#0%9~(0;weS z`)@%3>2T{)8pip{(GQ>M*|9*P$b(_e4?$M6kzIDeZB84_@R7&nB|@a<2s%Qip^>~F ztb=^lwlL#1@X53}5Apmy6;qF(Y7ljoG9-dMpj#n$C8v~;(r zHnjK-eM`0{-}T=13PLy6ytdMhKT_`(JDB;m$0rjvoT+>#cTt zg1;kVKpC88TGq;W6L&)kN?kD@b@cbjweIDINytMwTu^n<{H`d$0*OWV;^RX>4yXDs zQr6+?smA;Lohk4?o>FB$>rRUTwJ|QtyCp<MgB)->fa(PSJO^Bd9)R5CuRLW)op&s0>Ww?f_>ljOW64qxz7EvN(gRu*3xiWb7 z+3g;E#x+jS#+?NU*w7+Awd5YpNznbX3s)}>ioAkO;2Lu&F7X52tmv--*95BOTfwE5 z$vUU$iaGEx@7?Eg;?a3sw)xpME2~=cjU+uZ@h@~>eR8ZW!vwo;eV9Bwm2Cs|v#-|j ziN$Ij`9(YZh`7Qv5jybT>+vPy&&lK@B0jHO=-%gXibX7K4eg0dkfEv{Gz3kU7uF4n zp(gHpc-hg-s%#SSbiK-A8?A|LKRULD_Shwv`&=aKCk@R>0y;e#M2bwNpQQt&ume^5hVcR-{ zm&^7ZC+Sec(A9EE9{(3o^uL8bdGX6S85+FKD(+i8p1tO&Ot*BZ$DZ`AvDG; zNRK&HiAr+;t}X>~2W}*F&8nxv5`Z8+av3zD6DA{c$kc>gw`Z1B#oN{ER1+?J;(j`{ zX|4v8E$xf%Df)ukvxk-n^vsPI4Z&w>W1}svRl!9rv5m50laI8Pwq3Qdve;0hC2&ID zO+FBAW+cC7P-~}WNCC-YdDd11lglA}8OY&48V>lu&uN3IZa%qd9s6v!LtRZV0s%mC z0n&C6D6$MK5^*~#mWK?282`o+S3V%Z<-odl0LiZlOQqsg+iE=GA}w;ecJ`P0i4arw zomQR1#5}@722ijLH|g8?5(c{H1i7d;@SL9i1W_(G`5yRxC@pB{FyEpvr(2(MFF zeLb{&egd2ssTSsDL6G{gT{@g$V)qf*GqlaA$_ef02S60g+KoU53eO(qI~;F}RzMF4 zMaU6Gm>lxpG^Rf1-t0$Tf33a z#k;sYOJotIQ3!CqLlFDU67^M!9hwV86E5~=cwGzf#276z43|ILu0awX*P*Bn zbW@de3lddskkXm3^BfU8zrMV>=bByW`n7kdz^O)4{%{8i(?JE+w_i%~>ymmLYBkE%pXrhqK7o3KG~WsSlo^9ct>!LdBPWh?^6ui9O6p%2*uS z8DTQ+;Q3+izWCN{5{7R3$IMiBleE$`kyNv!-aXXx++t$Q=@UpM6^K4$1HM#ji!wEh zF89712}g%c%s*POUj8xSwg~r<46wBT!nQi;XKvq5ChZG{tO!O>))kk;lva^6$W5q_abA@Wev#=PSoGO zx@Q=&*B^wAsD0}qb!!op$hV^u(z}Jk1})%iWe(uGBI1*UXf+y6thtI18rRr2N}&2% zc)#8Q7OD};SFcPH)KVo#<@U9HjSAgxznH2Ib46^I>S!9I4Hg6MKMcW5yOGten`tG@ zK0|v$#5@wwOK3sQ(lXTRNmT6Y$$nOD)L=dXc3Eqm8)O}dDRzC9USeH3*|+l4cjS#t~N5dr7eCAsE1uvwO=mA=@kc+3gphPu{2oC}&Br8DQLYHB~JJtrxIg zpg!XQtEyZX_tG}X{p~ck1AEs*QubeW72c+~PPQT-%xCJRfBhAcKTcz>)mSEZBApXc&Kx zuPxO6e94}K9ZCveNXhaxNStR!gfzKi+%v=vL~M?_*q@82v34S%CraJ8f9@^L zBw6z=Ap>@0LtmWfniGUkKfn`49NRW{m(-@$XKY`KSeJ_*T!VLqZvPAv0>3Q>@_bM? zIyz2|w5u(|guI-QvRPd`1P>=Dw+mzZ#Qj5#ngL9&94|>v!))kskNzdgawWQ~DFg;# zV?Mu{L87DQ0Bin&ka2%8?|UB2KJE;y5BZd%jU=Uj_Y zFJ<~C<}@<=5Lc6;bu*W92g;+^)A_seWgS3P&@d()3njBCEmaPC(8_J*JqL=GAqGjs zJthNjNj9&YSb=cQB@wPlv&!Oy{@}eZL<%92oi=&>!-50SSC!4vHMX$L<=B7HOc`i~ z{E5#~ojwQidyIqNv~PSAuoW85Zz@^)AsTT-Bck*88u+pR>Pp6T;O)XdC?7Xxag_6; zgi@&;V)Cb@F3otPE(6Nbtk4K{(s@ig-S~>Y-;e_!*7>E|iYUiSxXu8YxcDI(^K7!_q+k=L- zs6GbP`Hw`rN_nWz30uqU=g`i;v0)Oiu$5QvL;ic1yZ0fvgWF2noz&}FzeVfbL{niFBSBhOIe4~RBLhs-!mzw9MOsXp`o?*(b<`qWv@lb!qvXBH9mbuTCEAUZdLVSpUcJ8 zE{0${uQcT9q^7103=SHISFj%VVo!#hnX!7em$uXOEkpJ&C;PA2iCp~h^UXTTFIQP_ zNiqeQ+@qLnXlOV)qIXky;gZ(vy~e zmwGpchZ7ojLrGfuxU#}dWMSzhsOus&2L=Y_wzs!uZM^pqDlQ4Nd5b^WI^p8s={b|y z@T0ePswHpf`t5OQv#g1j{mDZPEE^R1Zb9Zj{zAx3!`s*?wMMAkW z!wwZAX&o~a8&eADMrit_%&e@f!q~O7H6lY%hd9&FB2LNAg@r-|(W2`F4BH$8*x|dq z;d<0{&l>gUq6?BAhHb>FJu=YO-?8r2d)e}AgVQ^VOpQj!b}Odhtx$cjd3ih^V_!~` z(4m;H+OX>Vdqi_}cVZY@Liy%oW1?ze<07^SE{Iya>Gy%PnOI{33&9NtiDAcii9aB*BopB-?LVp}&!$7g!VU z^tta5AO AMR (for R) - 0.7.1.9012 + 0.7.1.9015 @@ -118,13 +118,6 @@ Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • @@ -192,7 +185,7 @@

    How to apply EUCAST rules

    Matthijs S. Berends

    -

    10 July 2019

    +

    29 July 2019

    diff --git a/docs/articles/MDR.html b/docs/articles/MDR.html index aaebb3d6..968a23dc 100644 --- a/docs/articles/MDR.html +++ b/docs/articles/MDR.html @@ -40,7 +40,7 @@
    AMR (for R) - 0.7.1.9012 + 0.7.1.9015 @@ -118,13 +118,6 @@ Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • @@ -192,7 +185,7 @@

    How to determine multi-drug resistance (MDR)

    Matthijs S. Berends

    -

    10 July 2019

    +

    29 July 2019

    @@ -235,18 +228,18 @@

    The data set looks like this now:

    We can now add the interpretation of MDR-TB to our data set:

    -

    And review the result with a frequency table:

    -
    freq(my_TB_data$mdr)
    -

    Frequency table of mdr from my_TB_data (5,000 x 8)

    +

    We also created a package dedicated to data cleaning and checking, called the clean package. It gets automatically installed with the AMR package, so we only have to load it:

    +
    library(clean)
    +

    It contains the freq() function, to create a frequency table:

    +
    freq(my_TB_data$mdr)
    +

    Frequency table

    Class: factor > ordered (numeric)
    Length: 5,000 (of which NA: 0 = 0.00%)
    Levels: 5: Negative < Mono-resistance < Poly-resistance < Multidrug resistance…
    @@ -277,41 +272,41 @@ Unique: 5

    1 Mono-resistance -3,273 -65.5% -3,273 -65.5% +3225 +64.5% +3225 +64.5% 2 Negative -687 -13.7% -3,960 -79.2% +644 +12.9% +3869 +77.4% 3 Multidrug resistance -569 -11.4% -4,529 -90.6% +626 +12.5% +4495 +89.9% 4 Poly-resistance -277 -5.5% -4,806 -96.1% +288 +5.8% +4783 +95.7% 5 Extensive drug resistance -194 -3.9% -5,000 +217 +4.3% +5000 100.0% diff --git a/docs/articles/SPSS.html b/docs/articles/SPSS.html index 67304bb9..3364be69 100644 --- a/docs/articles/SPSS.html +++ b/docs/articles/SPSS.html @@ -40,7 +40,7 @@ AMR (for R) - 0.7.1.9012 + 0.7.1.9015 @@ -118,13 +118,6 @@ Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • @@ -192,7 +185,7 @@

    How to import data from SPSS / SAS / Stata

    Matthijs S. Berends

    -

    10 July 2019

    +

    29 July 2019

    diff --git a/docs/articles/WHONET.html b/docs/articles/WHONET.html index ac5cd4e0..64a1fb84 100644 --- a/docs/articles/WHONET.html +++ b/docs/articles/WHONET.html @@ -40,7 +40,7 @@
    AMR (for R) - 0.7.1.9012 + 0.7.1.9015 @@ -118,13 +118,6 @@ Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • @@ -192,7 +185,7 @@

    How to work with WHONET data

    Matthijs S. Berends

    -

    10 July 2019

    +

    29 July 2019

    @@ -228,16 +221,20 @@
    mutate(mo = as.mo(Organism)) %>% # transform everything from "AMP_ND10" to "CIP_EE" to the new `rsi` class mutate_at(vars(AMP_ND10:CIP_EE), as.rsi) -

    No errors or warnings, so all values are transformed succesfully. Let’s check it though, with a couple of frequency tables:

    - -

    Frequency table of mo from data (500 x 54)

    +

    No errors or warnings, so all values are transformed succesfully.

    +

    We created a package dedicated to data cleaning and checking, called the clean package. It gets automatically installed with the AMR package, so we only have to load it:

    +
    library(clean)
    +

    It contains the freq() function, to create frequency tables.

    +

    So let’s check our data, with a couple of frequency tables:

    + +

    Frequency table

    Class: mo (character)
    Length: 500 (of which NA: 0 = 0.00%)
    Unique: 39

    Families: 10
    Genera: 17
    -Species: 38

    +Species: 39

    @@ -331,18 +328,16 @@ Species: 38

    (omitted 29 entries, n = 57 [11.4%])

    - -

    Frequency table of AMC_ND2 from data (500 x 54)

    + +

    Frequency table

    Class: factor > ordered > rsi (numeric)
    -Length: 500 (of which NA: 19 = 3.80%)
    +Length: 481 (of which NA: 19 = 3.95%)
    Levels: 3: S < I < R
    Unique: 3

    -

    Drug: Amoxicillin/clavulanic acid (AMC, J01CR02)
    -Group: Beta-lactams/penicillins
    -%SI: 78.59%

    +

    %SI: 78.6%

    diff --git a/docs/articles/benchmarks.html b/docs/articles/benchmarks.html index 84caae51..0c5b69c9 100644 --- a/docs/articles/benchmarks.html +++ b/docs/articles/benchmarks.html @@ -40,7 +40,7 @@ AMR (for R) - 0.7.1.9012 + 0.7.1.9015 @@ -118,13 +118,6 @@ Get properties of an antibiotic -
  • - - - - Create frequency tables - -
  • @@ -192,7 +185,7 @@

    Benchmarks

    Matthijs S. Berends

    -

    10 July 2019

    +

    29 July 2019

    @@ -217,14 +210,14 @@
    times = 10) print(S.aureus, unit = "ms", signif = 2) # Unit: milliseconds -# expr min lq mean median uq max neval -# as.mo("sau") 8.5 8.7 12.0 8.9 9.4 26 10 -# as.mo("stau") 31.0 32.0 42.0 33.0 34.0 120 10 -# as.mo("staaur") 8.6 8.7 11.0 9.1 9.2 26 10 -# as.mo("STAAUR") 8.7 9.1 9.3 9.2 9.4 11 10 -# as.mo("S. aureus") 23.0 23.0 30.0 24.0 40.0 46 10 -# as.mo("S. aureus") 22.0 23.0 27.0 24.0 25.0 41 10 -# as.mo("Staphylococcus aureus") 3.9 4.0 5.7 4.1 4.4 20 10 +# expr min lq mean median uq max neval +# as.mo("sau") 8.3 8.4 15.0 8.9 9.5 57.0 10 +# as.mo("stau") 30.0 31.0 42.0 32.0 48.0 110.0 10 +# as.mo("staaur") 8.3 8.4 10.0 8.5 8.9 25.0 10 +# as.mo("STAAUR") 8.1 8.4 10.0 8.4 9.1 24.0 10 +# as.mo("S. aureus") 23.0 23.0 29.0 24.0 38.0 45.0 10 +# as.mo("S. aureus") 22.0 22.0 24.0 23.0 24.0 38.0 10 +# as.mo("Staphylococcus aureus") 3.8 3.9 4.1 4.1 4.2 4.6 10

    In the table above, all measurements are shown in milliseconds (thousands of seconds). A value of 5 milliseconds means it can determine 200 input values per second. It case of 100 milliseconds, this is only 10 input values per second. The second input is the only one that has to be looked up thoroughly. All the others are known codes (the first one is a WHONET code) or common laboratory codes, or common full organism names like the last one. Full organism names are always preferred.

    To achieve this speed, the as.mo function also takes into account the prevalence of human pathogenic microorganisms. The downside is of course that less prevalent microorganisms will be determined less fast. See this example for the ID of Thermus islandicus (B_THERMS_ISL), a bug probably never found before in humans:

    -

    That takes 10.2 times as much time on average. A value of 100 milliseconds means it can only determine ~10 different input values per second. We can conclude that looking up arbitrary codes of less prevalent microorganisms is the worst way to go, in terms of calculation performance. Full names (like Thermus islandicus) are almost fast - these are the most probable input from most data sets.

    +# as.mo("theisl") 250 260 260 260 270 290 10 +# as.mo("THEISL") 250 260 270 260 270 320 10 +# as.mo("T. islandicus") 120 120 130 130 140 150 10 +# as.mo("T. islandicus") 120 130 140 140 140 140 10 +# as.mo("Thermus islandicus") 45 46 55 56 62 67 10 +

    That takes 8.8 times as much time on average. A value of 100 milliseconds means it can only determine ~10 different input values per second. We can conclude that looking up arbitrary codes of less prevalent microorganisms is the worst way to go, in terms of calculation performance. Full names (like Thermus islandicus) are almost fast - these are the most probable input from most data sets.

    In the figure below, we compare Escherichia coli (which is very common) with Prevotella brevis (which is moderately common) and with Thermus islandicus (which is very uncommon):

    par(mar = c(5, 16, 4, 2)) # set more space for left margin text (16)
     
    @@ -287,8 +280,8 @@
     print(run_it, unit = "ms", signif = 3)
     # Unit: milliseconds
     #            expr min  lq mean median  uq max neval
    -#  mo_fullname(x) 611 628  643    635 650 714    10
    -

    So transforming 500,000 values (!!) of 50 unique values only takes 0.63 seconds (634 ms). You only lose time on your unique input values.

    +# mo_fullname(x) 586 611 623 619 638 671 10 +

    So transforming 500,000 values (!!) of 50 unique values only takes 0.62 seconds (618 ms). You only lose time on your unique input values.

    -

    So going from mo_fullname("Staphylococcus aureus") to "Staphylococcus aureus" takes 0.0009 seconds - it doesn’t even start calculating if the result would be the same as the expected resulting value. That goes for all helper functions:

    +# A 6.350 6.600 7.050 6.870 7.35 8.37 10 +# B 21.300 21.500 25.300 22.200 22.70 48.20 10 +# C 0.624 0.753 0.804 0.783 0.87 1.01 10 +

    So going from mo_fullname("Staphylococcus aureus") to "Staphylococcus aureus" takes 0.0008 seconds - it doesn’t even start calculating if the result would be the same as the expected resulting value. That goes for all helper functions:

    +# A 0.436 0.454 0.460 0.460 0.462 0.491 10 +# B 0.472 0.480 0.496 0.488 0.513 0.542 10 +# C 0.657 0.672 0.757 0.750 0.797 0.952 10 +# D 0.478 0.495 0.500 0.499 0.503 0.540 10 +# E 0.436 0.446 0.456 0.448 0.455 0.507 10 +# F 0.437 0.447 0.455 0.454 0.460 0.478 10 +# G 0.428 0.441 0.449 0.447 0.455 0.477 10 +# H 0.438 0.445 0.456 0.451 0.472 0.477 10

    Of course, when running mo_phylum("Firmicutes") the function has zero knowledge about the actual microorganism, namely S. aureus. But since the result would be "Firmicutes" too, there is no point in calculating the result. And because this package ‘knows’ all phyla of all known bacteria (according to the Catalogue of Life), it can just return the initial value immediately.

    +# en 17.21 17.67 18.20 18.40 18.62 18.81 10 +# de 18.76 19.01 21.59 19.45 19.82 41.96 10 +# nl 24.15 24.57 29.11 25.67 26.49 45.25 10 +# es 18.31 19.02 19.33 19.37 19.93 20.09 10 +# it 18.96 19.27 23.48 19.58 20.91 41.27 10 +# fr 18.33 18.80 19.46 19.27 19.97 21.10 10 +# pt 18.89 19.50 20.54 19.70 20.36 27.83 10

    Currently supported are German, Dutch, Spanish, Italian, French and Portuguese.

    diff --git a/docs/articles/benchmarks_files/figure-html/unnamed-chunk-5-1.png b/docs/articles/benchmarks_files/figure-html/unnamed-chunk-5-1.png index ae65b719d77f96568b41bec9edbbaa9c5aa06962..95aa150887fe68b9a58ebdaff2abd19ed50916d6 100644 GIT binary patch literal 83566 zcmeEuWmuHk`z|4%NT`Go0tSeb0>ThdqM(F;lr)II(A^CRDyc{gFepfOOCt&h3=Ko4 zLyz8$xAC!uU73PgKttc2XTJhLO zSWR?a`Dn6AF#j?0anx%{TxSM z5ZPca>J?&Y{EcI(=LLbPve}F1GhuCCcBM!#-1+@_N%Cf>%=wx3PhgItNd-2m28VFV zdg${F%Z9X$Sh(o3RRe7dJ0J7hq|#^E%r|hU{gYGXmY${b6T?xk*Js5D!$-#A@>0*P z-qp??Cd#aVr{t8py5u$YjDLe;it|MWWUfWIejqC|;!AwJ)8{fi&F|lZPt?7v(284c zvcp&^Cw`xsS>%grb$7kHkFIjPzwK!U7hGQOnBRC7#YwdPA^NR9)o1?~-tVL&w&$h} z3r1wl;M17V&OGqudXr41bz@q`GIhQ~mgGF7mr<4)h4y`vbab~U$j&EEgD^`eI7DHH z^W!3FPw7khc@Mb9bN(z}?;6sgQv|FrHv_AQ#N)H+Y$7I6i-*t12Pu(bZ7M}$fUBP3D9PH zYBUc+?q+ZLZw3}~RA2LCJ!q^(c(!;VJlj3%b?{ybw^2?ndLGQxIXZ!3qPM;Epa6;|)szbl1_)!*)Nr*RY65K--U;Feb z4vsj^gS!$cF1SmhL{+^iLrv@Wm$&^`op1@xx~ne{d!NG`|We~337IJZ#*JC zswdvwNV%sEdw0nP2k#`)fBT_m>>Fjo5H@*690&KrfBj*DcOvQIng9AP?00z1GT|hg zV)wuN-|mk6?2OMW?LXeU`K}L+14}l^tA84wI8L1TKaEVBi2@g|Gd7=x^&ei&2L~6L z`wy=rj^itL;-t9Ar1c)aVEv0}5nmSU^XA&%nCJE=OAPR1pDYP>MZ(pb~M zH}r3wSgjkuy$?TrT&=-O6(OFV*NuUM(acb|pmNIE(v_0!2(_ICjpXxmtL?6D_A z4V7fY-ZZ$=etV3`N8Aa|urZi>*t*tpjBvI+0cB+~%c=k4>927XC}`?=IF7~j8S34s zpc`%X&g*=`8)Wp}xBVDsa{JieTDZh@lw2T&z*!pN2Cs-H$%B-^i1-V z-|NvS4w47b6HgtF-Go+Be6UlR!S$)3MV#faj3!(Yq$y@>LdQN*^zwySReYVteSSCx zv##OR^FAoqTg=J}Zn3z%{+YsfF2VWX$eQep>ZgrijPUZ{*kf6SiobZ4*}$o7+~2v0 zuO`)Fvy2aNl}^jV3|@2X2?$WVnI7)XiNSpFiDtLlG0SBLAyjq*n9)D(go8V8CUANQ z|JYPHo}{<^eD)>oJPogLZ-Md3l=l&4e71pH%z>sK7!6;7kRuPLR@6?=YYG;*n`~!! zybnE!)*I}X>2+Q%LGlOP zsB!6Xd_%qX_^o^%+`9IlpQCi(iE*q^6n86US$tPWNI>bh_t9w8AsRIcOo?Bo!ht(0 zuf|O>ki*qe=e(ZR-iOMuVzJg6wN)AhZE%GN%ej=rrcsUE{?5?cAtaYe{sUcX<< zTBK;g?=(MjfJ3Y(@^+xcz{yh4rtlA@{tuljX0pW^3J}aSInPv;cVSAW0zXsK$(@J` z5*L>|mS+045sbO7R@WWUU0$67zsZ+a(zTIVh;v#W5HWh>w{KaB^Oi3aw)&AmMsDWU z=f`tfDDn*0wQ`QyZL#<3x=cQ=Gd7>wkGE~4v7*XxNAMv}m}eJAweJcU)14uCD727L zN2vUY6kaB0EaJXRVo@h(Ef-?$pHUC??1g~|v#|=VM*9wt=dEz=K?eiRC~x$_~!Zvt#L z2+0}Zoh{17z1*29y$;X>{O)2Vbawj_{^TPSkP#cnb{@;|v9B2m1<;r5SP$V^O?a}8Mo7h+8kW1VwyYY)*Gx!mp)+}1jX zpfWqJ0O>G>1bY#5hqO*Dvc=%TwAm|f-uH9K+GJhau~JED1adhH0!<;uoB=ZdEv=8& z1_H8ycZ%O$aCfPw;}t^yUhuF*k^ESN=$W&gsB{B$`!` z+Os4rC{{!&82ACl$W%GhkTrS%Y_vF+L{vrn+Nkq5v+msbxYo=e3Gy0_4i~$QnEbkR zK=I95L_a6L0!?1W?G3px zuk*y>)|Jbp89S~)oTbfl$d3EO;*9P~1@(BRIl|362)H5%G?oV5w_1qU)GoxU6YxiJ zGAzTKG&R=X9^W6dySPPA?hc#hRcj{+nl9y(jS10Tk;l;->|W;!bXy{)cj6@wT4H4EU9?(aOU+xMCTrBnZH<5)n&z2P(GUPE!i*qcGpxC ztdu@umSv-Oo;kxu=_y}K(-NrDi~aqyT4+Owgg3qVRMkmSA0}wp98tC9Z$(oeRcCW# zL|AQ7+uC+_iCM21nXwR1OreI*pX$kkm%<-&ecrh!X!o@KpyqoE`^I)tUfM)?4zIS& zM;^mzBQ|1!q=Oi@62~b21gD|vd7Jl&JHUiQm3KVAou7AOt7i(kV|4euCtnUuR*MOx z@Ix&|A!|JbFvoseLLJ1~!$bWNS!y}wFr>7%SgqSq>hwIklUJ=j&P3S+r}$_Up9su( z9S?n9S1t4UYDr3mU;L)4()Hkt4zY0~49fVfL+$=%x$X3u0C|xc*P9ocw)2Q*&EaoJ zSLVLx>3OVw`D|&t9&6bwC^zyIkGH7Uw3+*s{uQdq9zl(76&=mn+`%Bt;jk(|F6&|ZbSgydAdI1*6Ol9!f$=L>AVO| z-(pDEhlyDbtKJqR);zLeoR3EC_!2QRFQh@f_?;qlss(drFoBNN^E#!1W~w1~%S*C+ zq%5xE8^0^WCUTauDamlPCrv?DEGG@eshH}txOH)tl&>d~;egKI3$~0i<27SDi+$`% z=Mz||ebkcJXx~=se{ZE|+8(A8u+i6NoIg)CUh94I`Otf>RqvCi*AtK$w4*9_#@y%n zV$}rCx}q)7NFAraFXU7;)Tj3sjO)6j8JBafMH(or>3v}JU3{j;1j0NETAmSaEWQy1&49P;dMWhWfoQ%jZ{DLa$s8&kVdG1#7I{ z>eupDekjPSNJA34FxSNB9qe>EtqSry{p{6kq?}P5y5Im+ z)FBG%sa3prDN*&J&O%DW!xlPqX3;mAk8DcyYP}xljNV=j!%HL9)^lGj@!f_noaCVN zdDwD!n{IKq%z8}JI=`OK%eLM85soG^6QzfO8SyK(@p%+v+#{lQG?MV;cF*RiYw_U& z5Fy^U5c-5X)4rC_utAVvxRiaS?bK9=9ds;7!P(R_&zUJqogVJT+<{2%J2i%0gq3w@ zVqNp;mGbG(_cPG_3#6W$luuQCiWPh0aYjjAFxv04+);xM-l-qHHJ9JX&5Y>iPOWJQ zkIV?I?UXc_CgLl2)U#+}d3jvE>e&Zb`!LUKqaQJ>Hp6nl2- zSZ;m>`UJ0ZBx?(+o&N2N?0ErsKaYaQ z*4u)?&w{O+jbri6Fm-6-A!bz%s?@c|e|k_ZUVuBVgVsFTfU9EuebrtU%{HM=!Hh;Q zr|G!_ON+YZ186F#4IN!L|F-d~0>1VT(*4;@#9~M_?jsv0tlrAPsq*7oqPrd11HF(Y zxXOMIo3kp|Hn>1(-D02&<#oI$8I`&{e7-Sijk}b=z1)3!m}0gDv%*_iYA;~jo33O$ zRBSrwE8HkLt66fA*L#Xnn2Pi|M4xpi1mqF-eum`)W?Gvxn$T%Ix?-&>Xgm-oKuynL z3b$l2tUp{Q*uE6Dt}*GZ6(}6PO_7yT8V7H4FDZ%Km}M6HB3!-EF5DPp#(kr9zp!Ad zD8zGKuS&KZGrtv4#I!ASKsleIz+OB~+&C26`5u|(Dez7Z*k{{Bz5i(|&3em&{jEH2 zzSCUgNvEY4ZR&6vqhxRLvsX{Jk!mE-kv_L#*tLxiWvm!W=3Ll_?lUR9Gmp?+3qDG;6 zbzJ5E0m8bNvF_P)0#Id^*hC3R{W4|WOe#hF9M!CmBTl3{Jg2H#hW$q+#X7tS672TY zM{0y)FV0?R12O6XgW)4;B*??fEk+0P72;lkeR5~8W=QJM%}b`k502K ziXTwjmgRe#5|I;Wu_Q@x+Bh@|wT0AMwQ43|6un(&{5{3$!ayKi1svptL)wmgs)F#> z-%4cQuvx+f-K2yGj5^AqYkFThEY#+1=BjhScFW!1vlj~aMfTSk5ZG)rA~KJT$+~(g zN-3b2v-Zudr9ZaDSP1{*s^J~bKzfg*u=JHhi@X|YJXl8fvyMxcxIOj#9d8iC5bgo&}Vqul`+y{^w-!4|Sv+czq7U>%=wHQ$_ zs;~CYOZKOto$l-pvkyUZlFi6PHp63uopWK^M}r_(A>zz)7sh9+)UbBab>tmUqUr(r z;x+f-K?duidLe}lg=Kh=!)9hGA0ml0+8>s6rK^HTDL#;Sytk~j0p>!; zg&gb{D(sH2OBHmAOfx}K*I$4*;;PpN`(~pkru!eh#f6UH}pKW`l=?1{Dz#zT+;-%2Mjktg%@aL=zKz>gTB&L zh0?g`r}At^ilFQ8$uAgP!=whXv$g7Npv;Kxvg@ZY8ePB|MebP1qHZk!prp1UrkAnk z$W}MiGcNU>Qq_ma=Ez)vK)KA?i{#?!-+6~S?H{j+8=eNnLDyd`k9~V=^``TYG;(xJ zzP89g`RV3-msgZ~->QD!RRy!ieG*__=hPkyTQ*m592(!c7Z`A%kP9!8GU|nZ4Xo@_(_$us_iU2iHgdoBT+TE6bWyE)~kQTU76mb8ntj2~#C6lQAQ{pUI!$_r#4Uk-^QSjk_rZ zGUjq6!`*m;@>U4MGr{xIvs3GXE7fvS^7YNY?}>?4YSgON@r@DpJw7ayZ>uu&r4 z7z_U{Fi&1RneLVDSKY;E)PgNyrErA^#@xghI_VpXRK8?Q|xH3<0Vbw10%ujYVG<`-SQ`N zyq(8Aoy++WIsjDE%8C&j0{1rJb(rs*&$iLrdI!)Q)LJ$CKJnu{qb<+K1iThD&M8KL zbd(yibvr;ks|+B+7Q98E{F!aD&V&!f``>p_CWAdQP)20F&ET;OyZycSJ*F7JKTOHl z(>(y6l+mENm)Z2m?g#=FQ43l<{!V80(1PZW!fwMEd<12E*#6CR`wt-tFp>u}Rr2e+Fv2`~ ze$-n2)lYz?m+B->V%yGbQ#16lN9&Z z?C?P^&vU>@;lY576J45CG{b%!Qcve{wx|&ubCjJSN0n zBs9cq;?^E7=!FHEgYgy|P+l}|yT|U%2 zK;IsG!{=MQ{@M+0kzYM;98vmuc9+=Gn9hzYXa#Cv(Cro7n)IRDr27hS-OhBp&-&}#8x^v8`|e*6`bm+N|?nk75SDqu2^9R z2~faMEQw-jTLe#wYht@sFk;u*=bGJu!@y_uwpA$9*$Y6b(?x9GbwB97$u)}1f6=cd zI^lz_omwoz@V47xVmO#yusb{d6Y+=asLZ^Y!XrSO^zT{X>a-r9w_4eKDaP+B@3%FE z)z{uA3t=qlMasldqqm>eI6g{esT7Mc+apnLX<>90)GgYDbx~eyG5C7n8V;|##=3nCMX?}NBx_zG*#If1(wD!z?u zy((`SjALkF+)Jfe>3YnwsB-I?J!5rcb@IE#g9R^PsuS<5$7^Om(QDrnJ&++~oLf3% zW<2%zW$uZWej4kknv?vnArJ88#z-A!KFn&ZcU6!p0K7lZHoBhXO|-2iIA0z}A_Yn2 zx$KGFeA#Y?5ix3^v=`D)LlvQZRocFWE!%M=8XO9`vDnv|bY>zd|ja-jC+je9RC z$U%een|(r)by_&9p62}Vt&=G&zGWY&lZ`V5a(5ISqD6GM^PRuaTCyf=QN;WE*K1ti zyC5y2T`uw(Dzmnx*0!lP8(o$fzCm;Sf{1DN)gnM_&}s2E^f9a5EEeR`lKLW-Ak^1a zrWRt}M_c-Ve`G7$ykdYf8ZE%uD#{?&>*Rp{8KRR#?1GYbm6cnOnN^ZV`F8UFFddqQ-%Do z{?|7`pC}tE24K_ixLEN+=c2elTswhdA?H{`2IN}E6+pw;jtsILOIwa#+_^+>QXGO& zZo@ssrTr%5{x993Gt-v8RqZ$8@|TDQDujp1E(#Ug>Q%OPDz_Xi6ML9Kp8X#$a05YmA!q*O-|qbD zPenffYo5!W|3^hsxGt#G-Pqm!Y5q>WWdciZf}`ReFGx8LBwJ&z5|6LTA4|XtL|a_A zLAn2U!2(#sw121J-)Z<^A^%RpztiyBRs3rW|L<5sk}5iP^X{*dtyyLQ@FTZCwe%tu zVy&wN)Bi)>15K)9%gTNNFp@CB&_`NXWhX7NawKP=KjWzHBE@`9TG+>x3RI?b)4-Ku zwZfU^voQj;?-#m1$O3H-B{dU%MLwzQPwlMlt5a=>BEy#E!G^VL6J_kUdQi1>`p!&CPl$DjX; z)B(5f?FJx4^z1$Bf4tx=$PSe6bp26g9Uo89Es!02aP9idwf*@H;!GbvcJNlw;TSsl z=M}8-AUpVX8vcKo2Jx)72lL13O&mOCV!60mU%_^({9IDFI`;nF>7v;<^SCeP^=@NA z3J89grf(cp#nF=n_y4Wp0RG|YHTW%T+mKoV#ARf;Y<#Q=lt82mfw;%al$8Y}m@#Cn z$399=s{;zV)47B1B#C-TEr*=`_K!&KKs-7(_ety@#<#L* zvHfg~qPAkwp131lyJtUh194tpa-+ctT*nZSP60em%r+koe|b$?RMA*EM(a3nCkQ+9 z7nyWeNlAZs_p7`tVFp%L+76Kp`W+Z>eKVBP)b!aA-W1BIa<=tzvAibyNB%P>f3B~u zF&p?+Y~o|G(|?-6ul0pm;No?LcoGhX9uG*ro_dn0Qx03P_E5AM9HVCbD3?MwJ2MNM zeU|?cmv#=|0iqf914X}cn)B&q9lK@^waa2gTHF5KhI|-fU`2c}r zP_7P^i64k#oL9Zk3)glsofRdv-Z>&(3sMbO^ zX5%2%W4FtojlnboO|$|wNlN1Gbw0SpVBUCv=<_96)2+V^g8;07`Wcw~k0nrv_VJ4a ziA>cV7NrN&|I;X4w}ryxi2ypQ$98*xfY->e7|xsVRnxY;*HdP#m)y2Z@lc>1q!*3F z(60AU4+Nb4@DNE|z%M{(Md*Gc55OWKp)N-UJBSwcJd1~-d*2FI+Oa}jEIwQqIv7th zY!G-cSjHsX5=bmaMSFQWZuejj(%G44J$^uQ!4~?m)cu>D;{5RtkRA}EO? zg7j$;6RD>8RUYZc6{T(W_2#_Cpi%Vm55k{(V}ALmzg+Vl{?ONqq8zhQiNGo}Wq9fB znlHIl0YR_MK1_)x?;kAv;)Xt9rfRxY~&#OVV zkkIkB$!{?J?af+<75$P6$1Jdk4XcJeAXa8yOEYj&Tzlvsc7#UOYD+f#43cH#G2^s#Qd+SY%@?}<|!Hsc3 zj+w3?MGTQqtlAzjw_9){=1=aU-%=cE-msYsK_rm^A+Kk#STLoA+g^-gMi9 zLY4rtPdnga`=k~tpm71fnqX$C|y9f z5nu-Oi%>ftJqYjwt8oL;(N9e_xAzjLmj&pNgiZ%bnXaBwFRzX4aXE=B>{^5i+QOIR zgX_jvPlj=u#sil|IPS3_KZP#+_Mm(P=s}}sptLRAk$#%!L@{M+kO4nxdEdFjI^vaof1UPk-FU`9|l&_ z39TyH`^5IXQIuJij>so?(pCC%`hu&+Zd)$t7+`*dBdjF0{0P!jD-B&BX!a>Rx}1dd zFMX^@g=bpMs9`DOHlTkoP@zK-3hEH9h#jtz@8F0S39!SQr$Zo4p8Ev@IHiL?D2~`& zpB~KyD$}8XiKN!VQr{;VfE%e?GBBz$Tlzw+)ds}IqF!5X^hz!ob!28gC%pq3bs9!2 z?|_fZ8$;;k%+?lTfX3O)9?V)CP=Uo@^?(*YXUN5_bzo69!rHJM=DnZXnyY#+4(%ye zj2Q#-2hq~#aI-$TR>xX|BrHXM4i9aqQqo7lSiOdj&@)(6f;AC?OA-*#^gYJ8_^-4?x;xAPo?+z9AGBBEK=?2tCa^y>ApD}s7!q#y#1+$znnhQ0L2}+kxaqwLOpH8Q>_3JO)mOGE~ zZt2(gti@PTJJi3k5LwBGBb>-EgLHJ09(3tsb4}MQl34R;`V90U_g|Evqb6R2D#1%4~y#41ja>=_U*+MbR)T!i)P;HR02Km97kA<5=$B2*#z=5&z)6S(%mr z@$~<4w335*yeZr`CYO~3b7#sqWcfg&&K%#Hmz%vP1d$>7l^OU-QGje8x@m!})>t|6 zL7<>JpfqRGFyK`SX<^?@t>_SKt^&TkLO&nRF!LxYt}2khEjFr6Wp{6^d&d#{doD@e-98JemPj)r0 zhMkO6l*Fl8&Mx|yUosXj`Z+7+<{ zN34%$v^L}STtn7rMLN1R^g=xaXWl9Yd$n{qBug28cx!dN$%*C)oi7ye-J(=6R!LRu zf!K^i#i?(ycl-Eq528XUzb1cY_^ns?d1~o2)&*=pbTo6UiUl~VWi-35pTW51fId6==$8F}|O``JYmpn&T zDGwJF8F>z6;*Zy8x|^}m@LVs;Q0WLtlwKU`{vzz*tG>dTAQ4X zbvNgbi=^LJEL%Gws^jO{VyAUMIjB*auB4lcytBCvX=%?_`ek50Dw4(%yIfi!2{vSa zz>Ev11L=X~k|Zud4`iJ;cSlm?=^zUAQ6a*{J)D$aHj2w6%&Y0g_NK%f z9$;Xcr307K8neyXb%9ol>&lN#fF?G__m8*jG7Oow)cZ^0T7uKF@9J>ULW7Mjvr8h& zKp}#lkHqO^!a2X@$~YL^vr#aAY%n- zlnG`Av8*~HG=6~cHYRbqYc5Se?~sY_izvmO%y856L*5lNaIcovtoK zoT`Q`OI2b;n$fd2a%}B%q8Hj!Ov5p+OMD(Q&?(LxhR{K{mM9SC!U&m?eZS`0^THm3 zMkRUBYdETuku7_RPGCV1bVyhi0j~uM;U8+=2ZT9S!aId>6t^gm+Qhz4#Q0xXe6K4ygK`X`? z-|pzJ20w=@i7!t*Su=L|ZNB)pu)P#{SSvl#=G@P&uwcWC;+L!5S# z3uv=4v|lVf$+}+W0rVMHS6Z<647U4-a2+HciaSa7#$AC%*fDm-Ew5srZ>+_Z4C{fC z<)C~7tI4>7^Xogy!^nL!D$lAPmx%rhR|RnA4GW+*FcuW10jtRr#Apo878dUSjY;|Q zQ&O<)IgNS~IO!NvxFO&Vd-A2FfT|icwN7FQYSkN^CFbfypNQFGOnXv43Uy-pE3vM( z4cuqK@5O5MPNM6=hv+sRTzqXQ^GzQWGyODsFm?lcZlq0 zUkT!E7ich=U#x$YSG^qv)Olg8y?tC6hXoAz7c7ZCv!UDv@(ql?fBR|-+Cs1@+c2l= zt;I6&#b&B#xP}pHnK_bcB+xD%AG9P^eXl^}^0GC&`%Vj5CH*T?RTwcqJZ_7u7ugw^ zF3n=9ruQ5MQy**v1v2ZA*afNQjYFVeGlZw*np})NDB?s-E}rn!l1Gk!cH)&lXfg6Z z1PhIxU$RL@q5)zf`aa;5K<)gB<`rK!8n$WM<=5*)Spa~YnUwn2+Jy>fXhk^2l z!=xBg3Vk|ZEjDW6JM+n5POa116*X8vZ(*lBAv6UdR9mx9)$pYaO z%Unj`hqe@}F+FljqZ+X!mal&zGXF4klDH-7o__~cM$<}$v~^zSW?l~mqHE{#&yb(c zgs&)wa;IX6S=lSm0OGLKSUYrEL;B%$0a0*;QlrhLZ`fh@P^l$~C&^LS5Y$p9^R8Lv z!LC${Nrf?3f+mp5wVKJb=#8xDagd_Wd3q20$H)HX-9W#P=0IM{;kdJr`Es+ME_gMp z{9V0Rh6URK!sYG=svOCtn%Rw!x=_?pe6;H~}y zCPc?UAuLrJNSmCoA1=CsP7Rh>Q?XapxZamwy>w2o&*F2{*-m_l zJpW*d9i7#b*83CE6k@(h0EfM0jcb&_maZ8}lvZNe(>UK0Jr5vEQiSDHZsqu!+ z%X0*esICeDsuG6(V9`)?%6Q z-2<_kF#Mg58C90kI*>;{Io#{;HZErl$Stk|eGUeo?|-%BRXi}j$g$hQl1$kVWcM0Q zcvQO`4dr(|K1PRdW6{R|q2V7yZ8|Zoh|4-ajvO&}UIt_eFdGfN1YPkWxAX9c$Zi2l zi=(xi#83P>Uf@Nin5+kSEkc`!^YeXK(Skr(AHonP`7y$a{(n!2lf>5pR<6z}1=iH`y|XISC9YL)1HxW_ic z>-3=pd(MOHoU$*}Pi;%}smPxh+-f=#>qCm++6`>v!0naFF!< z`|4f9dn&Hp!bDY0?#$VT@li}iZ_SrHFoc?1hKa$=b zKavJdo$;}9N_&fc=l6$y{FW&Ra%0DMqHVl?cm~u7JNu*8XMBE+>u(qOE}j9Y;Ke!L z>c5Td*Pn3-fX^~^mJww7r(p^K)A>K03SYIp0=gxFV~G<&mg%IQAJHc0;fVzefz;ZG zGk(}qsCDufi-+S&4<=ENzUmlPmUJ7BQ;Yhra1sm3Z}!CGfKwwvKDw6v?!#BSg3ZXj z-L;STo$N$X4S;yq1^`uS9_%y zLn`fdyknDOCXuwZgJ(WDf2{B7@6+D~=FUW_weI&o{`gJY@-*NAmp3}Pe&Zs?Xdw`I zV}Xsd2S@q-k=^`$itiAXVI7`>C;w(xe=Y3~o8X}ULOdEy{C|2t3D(t=c8E!b{Sohf zkK!o{&@}LB68@9u!AuJnsU_Syl;QWV{`jp~4qRYdO!8+!@%sV2rC`#BM33nIV5)xq zpD8>RT+jxk`A16D(pRm-bN6rGSA47w!1q~zjNjatMX--#G{3=$*gr&RX5J^K{^f5G z*x_%8*3w@*W}GK)iBG(d<>JOCBuU>niN*6>0at^n7G?h>c$C)x-%}RzUlKe1y{9ZU z9T!y~PN2p>VB1?#L4j$=@-RN849g+)IxG+MA=Dd-@j3vN_!ZSe^3$A>qJW_wy9Z|< zA7AJsT|7{Ey%U^#Mln)>?Qt6f#rsC12FQrozw^B!1z%Oy8cQ7xP3^abZ>*zcV{kami%)!he(3^HPKj#wr zAH~c%(5N8?=q&_jq|sZ|)m z=Aok_8&bg0GH~YS?Zx?k;3&7T=#%KL9r5#D{}~fP9Nd*x;3YlYKUqTvaJO0O+4%~8 z`{vI-#d*&_`$$54C4Y<*dIxX1F@zU;(vAkOY3$KIu+GGyEctsA8EJ_;8*?2HP*vQ_ z(Oj<;lAoz6fd9M=c08T80f}OjI2W0WjhUH`Ca}jM0S!pC;8K2r9H_b*Jn3&i!+#vz z(*gPk=V!y{1$p9;;CP$-JQi>O6dl(F>WiK_AZ^c2taN_}8U#Rn8_1GPu$z?kA+m>9Z)b>YNuS)tQr<g}OcaA*sk;D+np zHWNtyy8YO!+o{2R_Kl;OAFV9gTS$YqfsQCMN~Ueg?WI9%owt$`m307u(qt7lr{)tP z=&)%gteySV0U#w|UCGigkn(l2#^mTPWM<`Rrn~#k9)a?B(#yO;O>@)Z08~OoB1`ih z6Cu`#bnbxZepgg_(Guiv4s$L)x$cTn62G&xzZL)+Q$wcPvD$UtI0~2fcY$rmVWMVg zx~@imW``Ft90C3&4x)SJgjBr@fn+Uuk^Ow9S{g|85m=7t2L&C(RRJAyYlEWkDn51r z`r96>BREcgFECyJ$R5bE4Sm5$T3uD(2nB4TIF`78fOCoh2KD_(!?sq^`#I^fnNTr+XVyNEBjSa&L~Dvn$C<5;PpHl9YL zODIDtI9G_eMm3;Vv-obnA?{FkDd?+!fl?+A7aFn!YNB$YKE9{g{ReqI46LqoxJ2b} z5QYw%CGgWIZJ@|p9f1~bw%NB-RE6korhSHh?-Oq9U#oQsw{LO$X@q-xOOer7>lrwiS659PiZUXGeN`|VS8!af%w6n}rOu?F1hY?$mp|Z|#Gz5^^_v{m4eNK|liQI}sHg&EC%tfH5jzisT z8W_CY_`~i7BPttgZ&B7XXmwq!BqH_(pn6}y#;=_4?Nv}{zbT&wSpq_10+dP+Z~?qa zUE7irczsJzx)@1|$CClve>fx;0w*c1tt+VAr^G#i72i#Y^lj=q!QDbk?&z1Pq&{W|@^Gmf?m7)N9FFZDta?Mx?oqwq902tVaHdrp7T!Ea z=o&8ooIZ=A(NEQZN|Db&6XOp$%N3Wd_cRtWt2?aWLic=-jjkhnLQ!p@_D~<+{~l7$ zZQ+AI=)w}SJ-Eedd7T(?SkS~kH?TBXCu+fI>&}1kLNJ5K5UHtuPW>ZU&d3392E>iO z^aVqN-S}FIOtw1KeSnn428rtejZ$=$-}=ky$Lk0MPj4618zVcS7EfZ903K_V=&7$S zpg>WYYTqt8!;w8Lzj=Fj!t-Lateyur*DwHM?Eldh2ozVVW4%itxPA(vdsl6*v~pEu zYjqqN3YP=R+h`1r23MelV2t&kxgC#=q#cDSD+6tH1ltnflR{pfy!r&S=RmcyRYalJ z6voK7T>=sMB#P}>70_$CXkB{fq+it0AnFBwpC>d9{BT$v?Z8B(R-W_f*d!0#XQvHN z?=rN@#t8syqQMf~araTJSxi~Kruj!tk*OC~G7X#uh)$SkP5@-k9xkn=AlkWVaF9z2 z4(NhD@qa(L8a2PleGsy~3?`HuGrx0TxfTyS$_c?}zc^~=;Q4UWkq=2770RpnF7rB( z!ieHrLl+$v1zFvrS4!~JF{N+!nwJf-S3&Zr% z=?*I;+{J`x8Txl}@!lV-=68W&g$s+L3_wZ5C9KL9jZLS)`I6@i{p+!+g-t#+BgoNu zn72a{MaPmCI3OgXaZR44awwIjB2ohbexneFtr_^odt2Q?z6ICdryuEY^BxP#)}+vKk9)MC(Ab z{_!Au8tj-wp2Eme@x2a+QSfe)mvx+5H2WO~-rozdsmX=7^VU}*B^k(tmu^OHWfR?G zb8jO|92Hcjp`?4v?RFn-jcq{HW~m-SY2j2Ho-UcMfmYv=M}otm;49n1Vv`d0}AI>sJ1zZrj1(8O1_A@Ad^O{0fq=X6nR*lva3PAHv6?{#3kP=qv-uF((K5{?d7Eg01mi4pX%K^P_V^t6?KPi45V5+mrGDzG(y4tn3(S7BdLfkS z2p2z*Fl(7zUT3nTc@b}6NT=Akkj7z%aUVU{2U>_0joEQ5(rLg*m%Uvi>$XMH>7{iZ zND11};D`)8b<(nAua=6^nbUS?PoRnNC7peKu!PjGj~f0?>`Pi#In$D^%JR4h3(EQy z!VhW&>Wr&o_5EWf?TqT8vih#!YYu+mhtjQtaYXWIuTUd=qC$8gEd_()5zwP#%oF@< z!Pc!t6LEJvEk<7K>3VnxbaW@kEChpWF1q_)z0GB$I{b!Wl1J>_k{;%!7_x)#Grm^M zmm9=Oq;J>Ix=&s*&55oq~%i3U@j0fzi|vO7DmmxlXa&DDG0d z;IfP$sZFoX8#4J{?7d}NRBO~XEFh>LU=T`sl$Mb0FhCHbLAsOxfYM7ReH5}6(_r5@3?m?9^;Dt;6P&~!#R0+hfF^530QWb zN@91L+rAZO%+3S0AQgNxraht2*& z(|5soZX){DZWC}WD0=4%$qyE4hUYxGtN(nBm%?ips9z4UoL?`fUXu& z-J)RNO?+OH8;B_;<=f)5q@p<%#@47j&0o!pBs zpUTW0qZvBb0ioexY{2^*hfN1Oo}C?h#zQXvK9FQV5Q2`}9@2`-8?muxU!%N1uatKA znMcix3CljS?ZCbURae|a_IB@H09e&a%;WdghPw(3!X7je`%+KtA~E-hJUv^Yb#kaW z{z(6U7fNLh@5lrI+pM>DPQiF~)X$xg%MRE)6Cnmm##d-NQ%(>v#<{)J4_ToQr4glK z?~g^#Ft2x;ydm2`XUSUh8n}JE&96Pu-&=b}AVgN~s|mO1&domkfY7z8{oxH7X(U&= z<%#8$1)sl2IrMcJOOEA<(cayPT$0SovdRUT7@2}0kSiQZ1t9$Z!EFRgMa#=P<4iy;q{Yr_#RhXF3dX0c5+ z@r_w<_NS@LXxB+DoEl*WytE~b6*{b_aym~rvg*lVd1fQYw~+-%{5gc~DX8jRZQx)O zcwvk34Ycl%P-tOd)GWIX-Re?UNtE{%#dRgU+ukv#M!W&u6R4sHQmYk7(>)5^lIo7N zX3I|*P{kmeWaZSGqP57lHW$@&bM0Bq^*pxRkHf5wX{b5oNFwrxg9t|C!R#u!`|ga~ zR!Vf= z@!>o95%noxtuX=Tz61X)5~~N@8r|aC{=~Eke#$%J2;3}W)n<-sPU@w8TWu>XvbkI- zVMB~5sU_IsrCFOL2U`BQu{M76Y$}yJfAH$*_P`6kVdBa0BIcVdBP=j!;zBG*W=dGuT!0c822*u~E?T@Uob zyfPx`?Fhy;Z3DQAFLpld&}82UY^jJ0{5kU~AZfhanfmC3uQ;IPzaZ&0{@zB_si=kS z;p`RPJ8g|~cWN$1q|myrD)kltLif=z;m9o+)~nfv{+cPhHMS0*G|9o1W!jN@FC&Wd zh48d}URBvZ?qFDFn=r;axm~_(B@?<-cW>@#q>a{B&n!l^o}!rn2wSXIN8cF96C16{ z&pJ)FzpFuMw&F_+EYq0)YMHVhqlms$lsr{bNKCuRst@k8?0MOv-ZsM`kVY>^_dLMv z!|$A>A}de-RG+?R$+I=A{|rMNfZ5*`DH!4@pP=cotLc+#2+VEG`j_Qw-fZqM?~}uj z9Fh$Z8Tnba{1N~|o_NU;_4*$y&z)qnzNnw1Ru`C^8&%lbq(b(Bi_N;}bF@bT1K90( zsQO)!oB?XFrhybkaP6dso5zv{-yTbj|%-Inr_60i%u zEv-ValWhkIIcgHzm81-q<>>_=6F0URGSk?6BUag(ofAb`KAjW?7R%+!bp1KmJ-Q7` zsI@N4bW|3sH#h_W8RKitR-rNWdn3s;+?!ji<*3<2;TKWyYl0_pF1JC@t6j)J@K0ed zeiJFjj|dtDL%Q`E+ZT_JtD$vO{&XsfOFS3On#}A%y%$j0${y1}xG1A3{Z;o~hVR_Dr$=y$gM3E6!43Da`xXQv+c(>K z%oJNp@38jfc-~}*>OMpjK-7Meyw37oJ+V^Hy_Ty%crr;lV5Zj=bsS(qyBK@A=HP38tAxjIKw-Mh*(Lm5&M%T{KObN3l9^t-na#>+*l z2{?@Vo1R3q7%4y2>#KlD?u86Soq+6|vFB0Soe#TQ*iBOXiNt^=niG&yRz7o`obuWS zRlPT+!n2WGO{c3e3Loh&FwAVkL2BGDdR~cGuG3UfzeZhs0L*}N$Vy*Ms8y##gMF&Y z5;0lkZxz+NOv9DK4iKN_>#DeLRoE8(rt(<>W?4&UcG@JoRarSphY{W{wN-na*c}fW-}Q zUgMcFV+>KsYRB8$Ov4_mW)?1|h{8?~d$R@B-i?{g)FY;tFIXFQj&&W{3fa)r;JfWM zII-k0SZa5L_>xmKb4RI|JeJwWHcsUB)(Z{Y)CK_+^#bhLFU4<&gzxgE(t3O~EV+S+ z?{d79Ackc#bhlMLe9H9d*tC$!&?L~LDzxIOZ$6muxgNzQuiMZLO2>OoB$499OZ=%Q z6ZHE68m}#26qKGY!M{99soG%QJwk~aharpvieK{}upe&?iTVCh$OHr!7D{s@8=Ur} z_)Nzp2f$2hj&Vf~bL=(L?)+EW`O@MNl&R78gSea%Bii>q47+>DC}k~?Pve+eNWA|Li`(S#!C+0L3*K0AquaAN z>l!=Vjn`vihx#IHb$d8Phq}6k;ubWW;&MD1IMx@17fO@jc)*zU3XiVLNeWKI`lLj+ z*6K;66n7EG>XNRcSE&QVkaV^FRyOJQ&UNz77@`K@g=@e8+PNvYsBK-Orn(1_SP&lm zBNM!nGrC#gQ$<0`T>d!MH!bk-x3(kk)oUQ==VbFbZ8MVcu{{NDzKB`|8N z7Hrk*?c`P%YH7NDfIb8JwQ`9BILrx1lYm{I8tR4ZS$!1bQ~-g$-uaT`vN<*hsTwEH z!Ti6ZA9fpBdg9R}40(Ga;7rqGh*>dv@G7X;bUgHvQxy$>Xw>4Ej;AVv;$3#V!Sgr{ z?X{^PAfSCCS1cv;S=*tmu9d5=?8kA{b5(Ia!_w6~%Q2p}ChCS7L_8P!Ma9jMOfnd) zlgX2>e%XaMAn=wmN}f5l6c5uOkB4E=P}CQEtj6;`o`#J*dCJe5wpDq93;F`g_zcVh zF1GXl|H?orh-#WIsobyy(`lVsHW67TemtJ8{GkpX=#V-y1jQ{4F42~DuS<;pm1+$~ zgQX?4-GPZNr;v^Xu>cY{rPfTCqS^}8zRVnH+8YY#b<*F_u5Tc>H`fu8H7e@}Cm$1} z676?FU?SZ3(el7`L|YocT_1ht(}RWN*r#Z#kwY4!cT^T6ac_~HQ{m9WeNHN(s7&QT!L1iN>l# zBaS#Yh@?uYED$k2mpbmXR!`Ei1@`Jg5+S>2#m$GU*I#L3@UPDk>QAkOe!5uIMmp8i z6a>dx8!npEstZGIQvl9X3(+j`(b;Ki;-v{Q8+7)?(Cwh&(?ixld4l;Kkd0Z99Mw>Y zZRt!sf=5JU#$LJfT27u+M7;9L@!@04rDxQCU^d^q6jVSfaoX+3YE>gsg}LADwEgvk2})5*7+P! zTmhKC6&!mO#pp;q`VRE;1ZeIC30u=+hd&0A)4Fvp2T==CB-1M?pgoNlb+zv`M{yeZ zXkYQYv7t9~uUOLkj|uS!H?mj!`pI{>&5_8KggMMa>eVivR-H0N~98*g5h5?c_m$dH=-&-q^US2LtS9ESH3L z_EH%&5vfg5WwR_ds*EK`I+)Mh+QS|HA54wM#v9JH!9e2V z)I_kME2wkl#FVbT7)_J5;sa`CC|i7GqwGCJ3!#J5$v%(J@7mOp)0pq{l{uKMv)qj1 z36IA6y8;p3fdlzX@OOKZ#*aEP&$Cuuo}Le7%FY49v{bv^fzn~VXyZ%eXOeh$(4iGf zw!nYKx3N4R_5Cis?_)azkA0GMoBIBOyHj+)MrdaQLLk0OMZB_jowuoOzd6iQQ~VH3 zjR+733r>EMZvNn|q}f5d&g+47`z!Jo-48RxJZM2tO&)N-_WhjyzTqdK|*Gh-aBxrq@h0l8Y5BU~ud!>?By-T-ANAa5V-Ei(_T0y|cZ zUizJ(YGSPqE&*aEI+#O9EmWx2?yj1Mvvv0X_B#T^iq!132H|@x3#FL^5Rz4Qn%toM zerdBp*sLk%(~awq&8LpO_2sQ=-1eWZmUQ3~Stwq_#~wdc3Z{HbuqDfZ`eyKe(ReQ& z^lOno5tu0|4sjw{i)&)7NDK!Zb22_Vnf>_rW?9IkXCsVjkV{K3wZeJo&@RImLB^(q zxHIy0A3k=9wHE?Sa^B1Z;0}g#tfD=Lhd61poY@ScNU0x!x+kg^Y%`EXgS` zw>$I;WLv6Nu%WPgjg*?u-)H~e`Thrw4OTfW@4`y`@PDyANLhjHVWdDP{0HCZ+X058 zS~f7^fm_@8>%ZQ~kAH^8`3?b$dsW^9{TE;yh%hR~#5{jj9{)49kXu#Ehw))u>&!F$ zukRQ`MBJqR;%n!`g;-nmo%ETCU5zkjo>r4XR-{~r#8cS@k^dY|iWyHxx( zcAWcKgbRrC2K|OT_jU>?qlKMqRFP`7thWD;7CisXfsh!+mXGAIL-`X?TdX#yL+#3h z4`hljSUh%KM7aGp6)dj85E8~%5$#K&zfUaulf3{JGy%IFQF#++f7!EGgvjYicD?NP zfs`mh%mtov|84i{fJn??Bak{;>D#J8zUJXcgJZ8h4c_=K$+`rcKa4Py#QFcC{TySu z4)-f8 zU5Fxi%$4i1TOEy&)e_!9v-N{U^2@_N7FCOwC?iD4-u}!`KR-fB6TG9R6j}X0*pV^8 z1CZd%__rsdnpz7n#*lZB?Z_|!z}sws5S|~HRGAL72q8)nis>_rxyh%Ik{3eeaP4Zh zbI7`fjAvs&|G$lf8v7E|{v!CS`%9Am7-MS!3yxW;FJPZ<1WlR(gjOug>mVVu0Zz95 zHUGwZvNN@Gcdx|f|8YG1e83XOW>prL_JjNM%kSRb1r+bXB>t=Q#t$y(j}`XMQ>H6{ z4-86m{`vlo2h4O4Ch>8ztlu}&t}yIm`b-W;s}F{@YgsN{>R#6Jhk+8tXG$#-9qF3q(oD~6gjS>F+@56?i+Gpa2 zTOgYZ+W-m;Wj#?rn9Gqy5R7#tIlJoV5UM{o;ON^{VE8Zp6}g-EawLac-x#0zpO@ah zTW`FRu&@lisSE$dx5G!$Y`jyt-0$pD2jRehHe{dh{sw&C*Br#}V`8V)XuQ!UPKkR| zZUE>i5B+B3J5shYR21f{pflbtUwV~Qf_SR%d?S)uQ|OJt^5O#v243(Oz0efJ?<~9u z83iEv+ETgTeNwtHU{hhuV~bD~hQTs|q=}%1*%6%-$oG&s3B+eMBha0!s&@d`7OIYe z!+)&>b~^Y5gObHj4%*MS#AJtc6g1b(xJaGpsT?VSps{5RAY-JA>p`~o$KxeDCs7iQ z=VMv`?@O?IgL8ZLer5*5GZRqAJjiH?}v^7XEI6z zQOT98PvFjq1fo{GUVKhY1+RX3IjiJCu^Yr-bH7GATa?7 z6~0S;M=!t^r83tC64kH`|8WSsL}u*58)f7{N*-LOTGv~F&IXa-%h7c76lZ*zJJRZ| z5$UaEH?#-bgb6sG?LQ0@nj1fdiCT!#xM6s&a3$h_L^A%AUsJ6&4$@7)I!I*sDmO^O zRe~s)L($uFKYLZ|2QD&5;4*EM#{uKvMXIRy6$E3>WRR)xK?A89O6<_BFWm)PCb)72 zGBr53Z3YEOwgK_t1CZFcuH25JbaN&%5Y57G*?oQ?#qy=7$ZYHyq7FomKgbaYCi*RN zc_Dkw)P5lN$D_DKPIt($??K=GeS~}Y+=7~E_Use4P9`IV-g+p|Cc|~0prN&=X zM_~ys!Is{vT$$0S-<*+r326z%f+DBv@=z-<&F|R;J~K6L43tH;nNZS6LiuyQHbR6L z?H^#m{_s99(J&wa<`>QqNclo(iLD5Pps$+R4Sb;R5*@X+vYG$}J2o_Xbc$@)yPNE* zk&BRpp51Sz2uytyHY%z^zny-qX$P;qYD>FLE*u~+ei*vQHHm;X^FARC19@6SY#9{v za@wwWBV4IlLm$Dwq!Te5-f!Cnl}MfkmtPlJ_B2-&gA;lIjKnQn@qyP!jy?z|cuoUC z=nJX8v;FnU1i~oiHhM%%P_*Q~+vTOt%m^C8ZUqSq&fMYp= z5Z$Dzo;Zv@aR-rnBiJrjd_Eg>>$zqf;+U|2dV5^@)QEAP_4y`oz%ElG1RYYepH6@6 z8h-oWWD_2x)v=;ucvBRYnkV4OL%^XT-Y32xN>fLwkCz2=iLFyZEWbkZ#*MfpXxo$} zBMinzcvy&9xe;-KLEOtb3e8oLNSKf&gnVP(Aq zabSB+oMj5(%PZCcqjx@m;m{+oR2v6yu$Mc3Bd>NolTh(iR!^0yvj)ddaSfzmZ(kjv zjn2cGc{DpP+;D`FM4<%DlWSZbWaBPOXYdJT@}mj=laN?Dp@Kx$dd-RnKUKK&*SiI{ zRox>jpRCY2j{&j_Tgf~qBl)adlXYnMT2E2;gkLb8DWt9Ewd#m2wWe}xm3)A(dkk&M zFAuDy><$gzw?oa$z29qs&q*bMi1l<&k4wAV*EQgYYNe*@#KHn{cs*?Ppnu8w-eUR0 zTx}StU(fz;`XMx*qOPf?z@^#EwYgExkALy&HVCqfNA9(F?w*|Q0q9=Cw1&mpuc~i+ z4FiRQtQSK@`rpq4?~G%4IE57>MRNjzn!)u%tqU{2`IAIzwwb5GN?%^gA(yetMb{8-8GlvAR+15#4h+Z}b=74OxPjJJf%;Vxy z{Df9S`UN3w*xdVFHx#Z?wxUF}y9iWKuc1g9e2VgzQ&nKsrCvN6U0XejmXAnpl{Qy-e@jC?K-sCK(R_R>4iwn)(Vm)WjGtqkw)z1qDI@=p?}^wL&p_xhywW zAji-)bGTt9d#_7FzbtkStf*pUt#iE>9YuQ$N`yJ!aJ3Un+ClH?j-1ZUrRiju3Cyyr z-)*1G!4|&h{UV@g?aL+tJJ4jhs^_h7W>uQ zzIy?*tmTw{;H9K_)~(XI3p*5lF=GaIn-j@_qXF$6U!RsYw)9kB-|xSE1M&@ZQ@zs4 z3-VzroA+la)?&+3R7pmuz*Os6)yJ^u6yJ75ro-8t=Ve_JqD~mL35k8J1WIms;e~7G z^DnDj;g@pcHfjiAZW9?g%KXA?#BE8FpC!ad%G}V(1&#N4WxFs-8(0@J91Sa%9RQ)(7fFNxilQvhZcQq2N++ny3s2R;XZHhOiva|TlAx> z7CWZG=REHo8CVgr7G>+mAJA!&`Cv`+@os+)7o~t46RC8Hk*k9AK>Jypgn;gRtQj+x za@E5T{cKJi^eLnF$2Q+T_cR&?2N(Q9~;pC>%Uo^K8V55BTkp8n?$ZsUgR<~|Fu>sCvRX6_38hA}?89ztcrffDm&r*Vrfw zg1j5paj2W47=s4q_NiR=} zo=UKx;~BE+v14`j#k;z4C0)=>6Ev{fH|49swl?pNQCt^21H^HQnXIV-yc3|xPdT)P7Ev-`8PIN@PE4*y_M{S8Rb)_{QdMBT3A;dcCp&OH_3GUJ zF0?7$7#B{u{Wtd;E4?_zKz&jP#K5PP0tQt)b#pFnj}NCS1g};Tl_f8*325)mm8Vc(5vnh z;^4KgZsp#rUcJ41Eor#NL;PjeEzLKOQ`-o*7C(|mIth&Nm^M~zC7LnVG#HqBQ|Jnb zB`kGutw_AO$0qQPvewLkM)}jktT-E~=!wwzd?pR%7Ek34n!B0P;(YquAlDVwoD|(A zR>nfS1j+PUrdbP!|;FR%#{0vX6XVt5+e#U4tdq2)os(wJJ?C&W0iK30J~myxus|xJc^8ob6Y4 z{2J4Ztf8pe=BFBFfexCKJa;;`rFe=p{SadDz8Ar*D zJkG=6{ZgkstFvdw(W@v}(aLqB`3NtjbR}&V+L(=>B?=&ZG%Y@0aY~L;r1)aW?Cd7f zIK^6h5+&;{IlDNA8?029)wap#6>i6ZI&wm{i0sc=vF1aZv|6X`HmTO=tjx~B(%j2q z^xKQQmGQyt#~S>WYu>??^(+=0-bsK=H|;jo&;@W@NeaX^qM(v@rnI&(UIA|?X`F*h zt;tw;+@zuuNS0#kaD^W8NIhQ5m(1+IrJ*P4LI=d}Xr&Y{N6@b6HLL53h7hpfS7tKJ zUlqe)zUzHC`QXwOoQUbIi(e4yt@ zNq)aY=0+c8S8u@~a@OnhVvLQ5;`a#UpZs+Oap~OAETBI~QRQV%XA91R69@r$n%hyL z;a-*tWAtqwgnS;je2O)XB8C1cdAy3^9cWG^CCY<1WjH{0jq+%vGf$Tj5LOYA1$>%=@^H3V|R~9m36l5>-QGYF<<|XA|69z zpI_z8k3-wMRtdA}o}6Wt%#vkDn$1E?ouG;J1fp%Hv@U!i>_ON)dCg)5OI&}^>70=R zl;xtprKHqg6_R$FX0SXMbG6LSSOSsC$sA>+4vOg3FeG_VFmWTE%_?k{RT9OWc4zVL zd^M9O%PVkv9itRvS=!rig6L_2USHqCz2RG#&uldBoW1JnaFZ3E)0E(^tyg^9MNe$K zgyAWed%oWI=**&FyK-AJ<&T6|7CJ8ImY-pxQ#^@{&x14)Te!iC&QmsH(sw9Nq*D(c z;p0t9mgoha2y$U~DIM}=t<6TVcLJF;T#J{1oj`$k ztHHiv_{Q&wntO{|++Pe@kGZ~p=kH|)W!GzAv(ZwNjTa>UXI*g`MrDrT^8~*lsw0630>|%TX z4i&bL#nRu~d1$gba(7=hhH}!23%xd!T3ZGQV-r-VBJ8TbY?#trqiaCxtmjrD<#iVP zPkzidx9zKD89GYs#$Ic-ISRIz7e1jn`EfnH+aYT*{*S`%u?m=Ly)x#b)|Dd2;9B0QBl+d!|ON*{CF;UU)x2e@~RCYq1LifJ61j*_8!mnjTMFd(g5y z2^#s+N1jrgU-rc_QYEq?#SMQGn`HQ`W_vkc1C$`txToRA&ZDFJP>>_fP9>p})Ge4( z-F14Tg(^yOJ~~>Hb1U$32mv!uy{iZ@f=jVBfo7fz8pP9uto;#)S&bk#at;{{y)A<- zy6x&aQ0r)d+-c%DvxWoIvXanIRxck!snfZE)U0j$_Qh#uF2Yk<%?=a`mx|5z+?AKg z)H2okGF~42t=1($XM%;@dcn7y3cHIXUgCL+W~SF7SgDvYfH4VAX&8E^8a8QmuOev0 z83lH~^cU_1*JSdKgHCVaxupjO{g8H*PW)m}Os(gs3V$_E~ zhu9qRlt#$WtbJ`}%NN@p$&m-<03mEdNDT;DZq;e5Dtf8wBnB!zC{)NNI$b(NZy|le za!*{-ZgIRYcy{xuKUoiNbk4ldM7rrqyoJ@CW>6EFA%-wXulO-B?SZjK-3CGk_L+A& zjZV!#FDrmyDpzZP?plZ+ERr0Z9(Pn9o&dGg00@71(H4>l40ja-5cyV{3G}!obAX0% zrHjxn+ARL6Zb@WZx~Uy9d5kp~5HmltZRW$ZuJyw$FYyEZ*mjLb%qWbtc>sD*J0DNi z2i1ugv{VM;=S#$*pY`yq%p+*MvcT#FX%)}Qrd7y^sN_y6adxjKc0NLCO&BtDTXRgM zYOVT}4bwNn?UDSqMKOb<6p$>MDD$5BL$o*JKq$${fnnx1oh5nkEjLb)RAB&P053pCQDmws4 zue^zjLPE_V49p^HF?V-io6yO-fn_}Ibe;N!BG%$1BEfUhONc6qyc9ESoKrSIk)&}0 zJWeb_UcX6QxH?pCAJcK0mP_7$BzcKJA!W1i554<+4Pa1wLAO(2tFg5vNfRUdnRA3< zX*3`3#Sl^g#zb9V3J#C=a4$4Z-a$5>XfB_&fN1K_a{g5e?n{~3DEgKujVXd0z%2~C3#Wu5`g45#F8}yKZwnrVQM(bw zMxBCU-m|!q48kTE;gAX6*iJl zq;@7fQ>O_5WFyw}&cV=-45d&JU}TzX13j<%~x@S?OC(_hLSK z=P2Ml?phI}I>6nt7UCnl5sT8zT=x{~LG_xHHJg_bif1#P2-(v1<%qrg`iKb}p&m+C zs%Lekwr8azX96o84jMY)f8Q6(E@R7%q+PhnBT%M%&V&V>p-{syyEug4L>8MvItptk zWP!XdVgGy4oRi)Haa`Fo>N^OY4m7@=t$ZXHMEP_)>yUk*xsYf%2?d4QJx^oJl0P#l z-YI0NaZ3NTPH3Lsi`|<262AD6RbrqVWx3wq93z{{NV}8x$y1a0re~Kh8i-UV^V2rv z(+o+`RTjDG*ZvuYmL{06HmfYAZTYid7IExJt=6HNLmWMV^3GI<88d-c=AmL`oL}(O z{RKOtAHN)Dnd^CS-@1e+trk)E_%z3PY^FyD*ctgQ5Kv0TUmzHS-kmnnPhgE_=mL30mv{=PGsp%#d?OL> zaS%CV$2}=w3sp=0nocWO{Ns|UakXIZyMWi)T}l};bG$Wv3P^a|!t;eH7%Ej#nj=_K zEF$Stz+&R@@CLjh5|n@CIBgR66d{k164a4F@Gn4Az$w?l*li?2w!0I5wjPz>C0L#9 zX+ikn`|hR_Z?eja2SBT|Uz}Y%cOlsx!D|-E3|pY&Uxy0>9AloRw*$!7+Jj1U#zd&Z zuutPMfc6aWg(11GXLiP;>+i$wes%1C|3`B$vil8R@4f}O#1m|&o^jaAt6z$D!bN&c z_KV&LqWV59_Yt2oPM}n%^&T;F{$mUN{#S2{;}CbTnLZu+H-rdzj|K6+xEFKGXe~nOC|G#h(@#gpDi7Wol%74R4C4BJ_qXMLf%lw7n?;+3G=IW9O0QV5rymZ;XaCWpBjpZV*y=HMHZnV3tW!WCW=DGerVBEYuKA#lw#G zl0S3%pRYn#IL%t=lE?vK{)BKUzMeNf^5en%af@^Sesb z9bY38f2ncRom&Dia}?k_%~{a!F$KKm0?m8+G=5!eX6F#j*540|_`j!B-lYdg?!eJk z(gb$ow_r~+Ak%eJ;x>GJup>uTxByDcbw#K9e@FF?G7FR*{;@MqoGgWSv=Ok(1)mn7 zRdCoEf;g~i5Gp~u46pXB3BQ+#0Ym|^yLR~6_iz7W3VBl??$t?*v2Xru_9DAX1LET| z_`2}F7*m~TFt;c~zfkf04&NYn;y11YLZ%oeOZkJ8`Qt|7rQjBOrXEb@{ntGrBm(vl z&VPDT{LX?vzJr$qZc$1>#Q&#N)9)V&LAVrU_soBg^#0gV)0E&AdC{K)t$uxUzkDcu z5T4=(Hn|`E>py`x*TGk%G;xD%@gV>>Z+? z-fF)uawddPVo%TkB=Db`#4oQDli(IDSKm7H{`}~k^ZrVJgZ!LvZeeG3<6r6uA!Jp>g1ZrVWFk_YxV7P3vGX0Xr>yo~B z8!0Rk?%=VBsxO30L%mUKyx?q%5Xye53ewhbm8y6lyND16S^}YX{4^1Z&a|lt@bv3_ zAzBX1g``_xGUr}62ZfsZ6SJ;-#&t*cdyWK7q!yzfmWu!rg)ZnOao)oJ$nP`8+wXY1 zw&I)80yQ{(O}&xU3b;w?HwNWF{!l-g zx%bYKme&?+scfD&clmb~1Bhrr(n`a1^L`%yg7Shkils55--X%#%xmvxm@p0}l)x68 zqQVPXU7E`7uF`D`s7${b*KZ20>Ib_9LZ^VPxC;@l%)Gk=d8mntt^Ev?DSYIxTKGTr2IrWcE5(|Wx|h~1Ft@y) zkp(2%*nQ9LB9(z6#&IU9W9DF27o$#mi zxE(yQ2$(5q?F9%Z+A0b8dTZqYW*3Vjzb?%U?kwJD(xnj);NOjs@)*>ZT~kCvQwLo{viN+`>>r6d?L%vtoI&EoT7Uv|j;5#l;n< z_MWanR2(MI1%Y#Kds4g!9DD~iM4)N-5TPGZI27uU3EUa+_v887loqv654y~o$%{35 z<-4e1#6Wd0>geSNk7bRs?ZR0CZ`l zh$Sqc_ZqL~1YcfA-U#MVE>tN6>;PJ4v@*zT-t_?2n+JsagPddK7Cl6jVR@3NLbDUX zZ^S+=^e+yS*c#1rrXLZ0uhBo>Cp~x)jD@2u*MNgA+q?bVe74Wa@Dr3bK9sspURCHd zK=q@lQ~+2!ftV1~@zKDnG1~!Z36HTTrIizA?(D8o46;Ku6>JzMxp)}0T_F$bFM1^` zUh!gGp!p+UGSR*8gc99Xu7BJD2}ax()6T1;)1^iquLa z6n`@;C*wHRdtq#|pLT#!^a~L6H`SgFBb}tOEghU0w>ORikHI$KIGY8XH*#`v79EpM z$l1>)Rn9dfPldl3JDO^JK->^#dYXuP(FJrc4&nr_om5g$^8<7a{e0JU^!gnI+U)wh zT-*8PI`G?GA_`ygKJYXjdI|J2zDUF%tHNc?Pl|_Q=q=*$l%~5^z^q#(8(so9M1{L3 zKnx$Mh1X0jeLkUwlOz?$vQ@lKs`?&^1gaT;%EqBadUo-+>@N1ISFtBb>6qD7tmJ!& z#D=7lR6Kl3qiE57y3|=PAC9AtP!K)W73GW^VW@4f0ch3&OsjoN(4=oPKHpoj$F(2t zVG|65O=pEx6;)R;`tbrB93B{-ks@l$V^u8z%Da4sG;m-Mv}^51uOc%~M>$AM`K75* zArZpPIn!-P{`pukJ*?UotGq7Eg2+PYm`=+?r(O)wXVdb{;vj6<QjtJz33I*WU zQ$|zRFON}FSGc9iF>}PmcV`0Xo}7GBmav_Up>zC2yLJ-NowLvZnPHiD8r${ayB{BQ z`KtD$qxtqB2MQI}bU~E0R}0hR7jPAth(tD1g!&jr_?p5~v^o638%(Dsl$!@P8u{*z zF{egtRp?L0JT-jgvilr_AumLk*re04~J$c%JHu66zHkFv+N z@J%rod!s%Bp%2&*^w!UvadFjU!=hI@*$^G>c&t^c1t#O3%^23?* zF#8+TV3Kv0u)1u#DU$bEZ@g=1ulxs@syOgVaU?>`nEA=;kIwYguXM0;IGOa~Y(jRU zfEcW~)L6+r6^aTRqv|(s`D}>eaD7zC8B-{N+3t@zbOh5(9DqJMKzT}u zGQCQsOIUpFf#=`!Vdv%opXEKcODMx8NmIGqKB^@xfsYf<|Bh>%oF9t`#nZJ)xhgF?XzD&@kp=4_prN@*&b1b=f zyXYeE)ZE1RU$Xr8go6-nMpvRQLY*z%`{1fT8Sz?gY{TjGi{4fAVLI(yYIO8RsdPa~ zsYJ==Y}3z2vRY8(e-aAdS9^y&*&l}$8$FLO^s)yQo=pFtn#lPfs`-GR4{JVa0Z)ek zaq3Ugv+&aNCbuFswuI(5& zJg6uy|NGd2|I9rsGirr$9;Rwh+PrJ>uauZ!ROPnJT)!|nZVTBKht-I`C|s277|YFv z@Q~j+#){kj=;;&Lwyu(36FbqU--(yULI@3?&^6XzjA<4_AhSF zAX)bk!3E>K605++K4+tT>!x{?16b!(*K*2UjOKaLD<3ms!b*;BJ-b9Pcio(Yi!@o# ztRqD}`5SLkN{0r$7_o$Bt4AG8z zV33B4B`;Gr2U6sWb6gy&4|ZOZJ(J)~%uPyJ%FTCdQW-xj2v4oR`%7B6GU{uhH!*8j z2%0Dk+*881F4d>KVzIW}eB>_-fJ9h>1P(SkNCV(xqgg+lORB41-K&@H(O#tw9qigB z6E68nbxbo@i8+KxU1Ao6J&_2i*pn|ZP3Aloq|9&OvxOQxwXT_$r%zhtKroB8jrZ!W z7az6vlW1Alnv^`O4x>20qoRb4@!Xl!XRivvBf!w-EGFCLR*zt~CB#ibgQU_8Le|dZ zB$9B;9=YlHk)=!~S>UDU&I$!n;pf1%-?K|a1qh{Qk3=@nJ-!|f{B5aRt9L{%O|5b- zpTye=;qE;YVckzaepG$wlAvBFv8LqJaTE0*eOkx0#lGUuMJ`<24$`QZzaq2aEm97o zE-P*&8kBQ15N1=oW5IXyo8J)nSV4WBZPTnH;&Ml%qINZtvt!xA`Quh3qb(&|%-9K1<&crVl>4_cnQUE)4N9;( z*N)tKF)_BS$H1!-O#3tlY6~sR{I{5s)d8!6Lq;Dbkj7mC* zyfxl~Vz4RY>}?z$^HzRBA(NGt-Gaq=sWEuXDlIBedwqnhDVWYERSrUnw9yIJ=jZTf zRBJOk6KhNGysv4HR4&ucb>G?0LY5Kj(YZ zW*RUkF{QlB(R0DfC4F)UOyC~yoy6-;jKGy+T1p-skB}7rTGF%4#Np&!6Q8D)7?QL# z6jzlgfkZBlU?bE&2-TdBd%0i`c@O`@fZM0Gb^V^grqeWKn`*BYYvRJ@-J#o6+b1J{ zziPtTf;v|&f90mz?o({3cs22}UI4GWBT1m9@GLdPH|HEyRAz6lPWc3YgQ#G=)B%3n zz|H}lIXjAOl||vMe8FeBt^FJ-wnmtT-PfudNnaHE248^ytm@+Mo8b?A-K;6~Mc6jg zcd^cja|~6WKSMi&!h`4%oa{1-$hCJw=qX0lwW<(@Q+S=SqTLtK4*uczA)Cuk+b<0{ zxa*MPoE-mN^)*dT#LSB*{UZ$1Ypg?+z+N~dteAF<@QF>C&Ed4kN}H>sDzZiQS6nq4 zckA=7-=V%IPWj0!ito4Igmv%-|Gt4GJ~q)wQ6em=)7A_EWo~LAN6vZjZ}^lO5K-7W3`!!rsYQT9p_4kc|>hh;23MCh_PfzX!soH55lUXx=-1ezl? zQ+rAT)4O&H8UT54&AOhF!*{)t>0HQxf1l4!c~0=CO6bjU8Ks3WVp}<;syc)kyv|U7 zDP>2Kcej-0$n8)9ix zO@|pswmW8lHSV+#66dxo<1iWHOabg6>2=r$&68XJ1a{3+za{54O{RQ^QLe15_sa>6{nmr9Od9Z!5SmMZacZ3o8lqI(xN*Ew;dp0P z>8b8o!F{sZ&LMy)x%A>pSsL9sSZh!DXnT00r8SI{T3go_qM?H(LAdFFLf4m9UpYt9 zP_OA!PPsL7>s?}F#ZdXx$Fjw}3|a&}E^7J)NeC66)eS5EERk-+NYQc;adRyfe4ITM z4lPPX+hwm#*+Xx(-$Yg|AGzlrm`azb!&t(MIhei}8%Km^}X5 zPih{mbkAVkVwHZ#nd-Sj;UuS)BAKq_uImKC|8n=T#`jt{{6da)f zu(QDIr8)A%rK&Ix7WJ6vcRgz(7fsBq#X#O^@mlYxN15jcbW+)Qu>r!4#A(^c8(_Vv z(||SqY`GcK?tHTgF;He`TL#?&cVzeFQ#bK_*JVOkK3{@xVOrD8YY8MC+1zHjcfygQ zQPhyvY!u$1W@m9hLwgB(Yo>TNh>lIH6}HkX?comi0l96`Dha=boMj^@?%FT}74~@9 zT!B6}0^xGo_RnTAmvO6N)eDuCX_mMG4#dSHN;Ozz{8^JK4Gc!_Bh5yt zt7bKGra4ZU0&}URb1*@$IG46HE{T?7%S0)l!^OP zTDkOhP6NidRAhr)n2B>H1%gy(K@s?+yllkf<%X-OE z(w$Z6)iP8{n#Oa~IImArBW)b*Z?MMYKMbmnkK&Wr$}osp#AG`GI2Bqbl0z(OmpD9m zulnMcKyw1xcWYL{w?AFu3#h-wb8s*wRZt<72gOTL>?*>N>egF-_tk7v#M3&xz8Zao zwaLHTXG+K1;BUld+GeQywD_GD&5%Uc>NZZ;=cpWE=yOsgs-B9ZxnOj61KI`-o_DX` zZ{h>HcQ_z(BN_qE>6_k<`7R5@0mh$`;=#aF<(G5BonzJEB0sKU(^R=)8(}mS4qmDG z&dHv2E{i-GMn|h%(-b`WRRx01G4?#>--@#F#kf|AUJy4Bo-C-Dj%^=mooaTqDIX6rr;tX9)q~?1ak9s)8I1da6W%T6g*9d*E&SNrk)t5q5 z2A|(96t9C;Zk?JVEqUIvY1Q(Eqo!fo)l-Q9QuBUWD(?%aZ(cALhbe5)NW>nICo1x6 zjSWN5Dz>&bB5ppg`M706tqM5j!WJWV=XqJvduts&L7zAc)%vJj$@!VaS!g+Xu}9A0 zw4nV>)ph8gbyYWdwQu636Uusb`o+fXCHnB2{nD1C zURLFDLr%`TU`%WIJ+hc6FjdNGUQ^C}0@AN@R`}6EP4!=@j(P?Kp5|sSr{o`Tb11Y$ zG=J?cmBpqgmW!dB!kV1^GS^b2z4V_#2;0sahW+Cf^mT2hw&wd@1A)~bVNBW!eUt|m z+a6jfE|bR}D%{Bo@R7K51jw6jL|{hC_!4JKrlGU?y<%pWGh$n1t>a@KgP~_2MEx^e z{4UEkHR{(FRC1-_WG{(k0~yUa#96CKm9+|KFwQ#C)frUrL0v0FoyxF{8a zNplyV(|<*%UW<=V_9Ecqq!dwdaR9xQrMi}Ra^>1wye|>rC0L;eLPnioZQKNwDk#)| zi_c_%^7HfH5h}&3Pw`1evD#={K!buPhC5j{zbZS>Cl{m3^6uP_-E7@6<#$u2wNSZR z^jTjs_jOb=j!In&%^@aiP4z0M)+l!N9G(wbu4;5WORugvL%7q}N_Z@pPAT%4Ec<5c z%vNI5)pUM}vEfB9)viNq?op9NqVa+A)Vii(+`oo{wWX@hD3YYd%=(5~AAbhEijV?R z2H0+mktm8;fnm#%(uRNN$v;AcU1{iUT zB5jY|?A-$MEMhZp(<0?fQY$PBXZecntDYAn6owDCb*Cc z;F!Q{R>5Gc4cIF`JT2^GB~QhD=z&D`KGYz!F;d|;ZG@=aGmld7{~n(lhxml`6Hner zV0zhjgMu~+w1V#(7l()Bq6P8?qmlrwHIwj$(6(%`{2wC`!aFRz-|g$am97jTjgY0? z`A`D-tu+AySQC-||D{-fUEX*3cL@7f+EIk@Qun{KKFT-=`3&lR>088tI6vI_U-}lM z2?3C+_P;e9;zAfN|G&Hmx(bO*_3TC{W5=nc1Mp-5jBA1KZS!T2Lhvoo6vJUQHd4y-~$mi!+%fDe))vrQ^?ewe!cNKbo~qa zg${w!<+%Q&M*sW-lML+3GHzLa$X|Xg`}o0xrux-~8p3 zggib^_TNbp@y8|pANIa7EUGPjmyi$-q5`5IVW5PFN{oV(2q+<)5+c&2q;x4L3h1F3 z>8_zc8e8e18OoxDR2X8Y``ey#6upo4x%b=s@c(ii@C>upUTf{O*Lr_%B&qH~DsY}4 zo6msNHv=>bAw-=%w;g-#8(l{X1%MJDEatH!sD%EOdv*Oq>GxE^AK!&2t|!*>v*3mq zIp%>zf(FKSoVXV;2ByB8htsgzcq}kut9n)CSVzYsKw*Kc0hNoKv(Vn2<*D?#0)(Ij zXT1y%wwpmPtuQ3BM6W_gKOFZ_y7;@<8SLm|F9^I*hT3It>ttV%Nw{8X`N`}Xu@Z;_ zDpuU8N~;k@fR%L_F3&z-yakR5s@23$r1n-;3myQn3+e^;wi|yG%}~+)9K`Qk1l~*) zN&ommF<<@w!3RQ)W6ftk)r-+Jjnqu3UHOk8W6r0oTG-ci4K}HR7q*mjM%tQ|HsN54 zMvjOltEY>{9tpIbh9I?fTD8ZcYY~%+XP-j_sz`4EmKFW_I>1WU^GdY`AKU8cx*V5I zt>0L>RvH$EiQMNs;&kfM$xV+u;qkV_xj4jNABKD$SI9g(TJ^=J4_JcPlDwNNU zGBB-+L-}4!JG;LPOl%4fBB}M#%K7=meeEsTVBs7GM2CUxl$yx0@M&5yMy{l-1w;2q z&IOQM$0C78C&8l43=jhpV%~r(s}!?ms==4;-x=6`09G7SV96`-Bfh>!GE|CT*?&GF zHaw6lUf&EcZ;@rSh^Ymlsz8h+oC%@lK2b-pKlpS4kLKjSLIc~MUYuh(q|p>&>fFN=yu4#+HAY$Nz-y41Ybwb-G<`k zS(;}#TujAFlQ7qWiK*)3xgQO_PX6ZwkYB$^Gy`9|+hBQ;uK)NsjG`@KBl2B%@As17 z*sw)vh$4uu^uw-HB>%NF2!&0vvF2F2NnprEmunq(^o`VFrrzBYA2y*#no}BL8e56b zj)0vp*nI~aasIYyod3?;S&S*}2%Ol!%CQR}yUo>ciLFTo?V#E+P2Jvyo&=0xPnEb+ z{zUqE8BJCC{`d+=nR?fvrJ_%I*9LG=!!v+tl;lFRVs#8a`Q6zV5qSP{!BZ@*+9g`o z?4WC?Q$mEptK|!{+Fe4)4Z}dm+0zpB9N_mUalqx@&*H-N<8}_IJe$lwKU#Nc7Li~+ zcJ=K5*o>s2{~A3hQU?Mh4q_-0C4&i?`G<|wUJPukqFH}^Bs<%wGX<1YW{Bf3_%TN! ziMRq8;i{P16!#cbREg1mrpb+)gZqk;gu)Um!y=U-yJ`~_H^hPb)C>|r%Q%$%EN1TB z{zh*fJ@VUDdn8$#5ck>7t0KaLBn|Ac6UgbaOtKh+kyLGXhgPkvMqNHO*e0}L)2U7w zTQ^cg`49Q%8tvL#O&vQ?Hwwr{8`Ir{^EQ2_rH7ZCz#CsgxjME z{rXC;tpkx6VJ$g(t(~*^1WUYfwKpaf^2epS%4w@OuYxVcgd^U24wmpCAk1e+)pWL~Y<@ttCX29~7Qr~)bY}{oa3Ssl@JME9zJU;mkC&?x!G^-Wn z34W~qLLv5oQs0FRta!g)ye&#mtMovtJ z+|9a*_wF;y-087!#8S+w@cGK4sVrKS2xUFF5qckS^@@)Y2m^4Z=!#~C`(^;`5!rzf zl*hWwa)NCvPjjM#gt0yKF&keAtC#iyo=E5cz3{DB%tjjRm(}N#w^EiyO#Ek&!>~CFKa30Ja1>TF|JK=7Q^}M+$Af~EmD^{;Vq; z5s$ir73924cmHa&`skp*Big0Pga%{&qiaF&2pQ@To3o~>y(B?Rb5>n!cka`NR*+tK z{te{`{V?2V*1OlTeSJbjXV3Mn>53ibrdMApc-sX#AH!aHwE=a0xtY1|ghpxIw`m)( zf|h?zwb=M{Jsa*6&WaP}UpN|e;fBrWGdNybIkCKMavd?RZUG%Jw5Bp(gPsdY6({wc zU$wZN28%>fOUG9$jxiNQ{gv-0gj>~KXVg%`Dbj;fk_gJO|q)XTF%@EYeS+5 z#$Z&>A_c&RL|pIJIs5}Y6Gp;QT94(NaWqEMR#~RDe^J-gTC9vuTP!qxN^5)u{J(EI z6T+6H1F9!QzJ}eL()%WCTwuACRpH*AYXf4~3`lY?gGBaV%0zzHom_DUC5b>bKR`N~vZC-}eFj{YBG14TqdA#K_kk37v>j&?w z>AERg!l5sDhJlm8itFLK^e~Am__Dl(z2aUfjRdDYFCSTKw)TSuAItWx}kCf*=SC=tcO&ZF|WZ4#8v?`akzr8ahH;b&S zVBdC}l;zwb_r3iZ^p?5(*KgiH4CnCuzKUvMEWW`}@lbQP(zG4~noh19lYqP4F2i%i zV0QHKura%VvPJ!i6t-Nw{dG>BOR7VKdM`Gy2fJ0ndb)0~w<-6L)a0hJ)d?qoDLlbJ zbI!b;5AB|Om6hN?XzC6)i&0agvp{PdF%F2tZtBDS`${$al5dYV!VucYqN32}TRcU; z41cKWW7(%Fil?wv-?1Wtt#-G@`PS!}lgI32$qS3J`~-=e!MFp64!L;#C9)ImE_wd> zmg>bRHzO8mr7Uw#tD;G%eZuh%ax>ZTgeT(lIQK4jM@n0%DiaG`>zAa(TwdNF?|e|_ zwI;h}LO%QP1`4eE9Lr6GIj?rTyjH8&Nhs8^zv0oziL0BnVN!p=)?TcsY>M80G@ILi zUYMH2wuw>)7+e8!q%&<{?xq7Qv^%{jx>$xXO78b?6WrC>WVaS9v(uyG`;y$cT+Sss zjwM>O)9+l$&?`MxL#gH=Ij|@&t7AKVenw~sh`e$V{7yAXW*S{~+4MMbkJJ`hqux7% zGFrr|SyY#@`8@>Q%$yKQT98m!^lcsC$;&=*Z@q257~?+g=$G!KPSe#>A*#8a@-mkZ4(O2TiYr|4MYx4vZa^1&wUg64$%bw7C zQs93}zT)G<4&xPTZPM9Wu?3$;B1K*$9vygy;wA*(?>>L)L~1c~VIFY;;e|T0i*uR1 zu=yReZX2mFo2H1W=k_B@v&vQi>q!gsh?uaeZ2%He0HX+tZerwT(kOX?^;u*s4jp%lkX_JO2m6_`Nv}XRK!eQC<;;*U%RLKQG?Z*AT3rdfg+I zndMTeo^F8gYRZ!@FZX5ev~x&`$II!+Ws})RcF}&ybfOg2f#@|0cd+GhwiNHkXV|^y z{O)kjvqjQLyk&zh0d&Vx@G$(Cl4i+rQ&9K-JMfkBQ!SOaWc>Kc z$I}xZ5e&liSWBoG$v-sSI_+vH4KCrv5zNxB$E1bJmrE4#pIFL8ytrto(ZQI0RHcfZ zG5rX2!NV>h^D`Ao0gZ?^GUTsUQ#Sg5VK*d4>z?g&C|f3=P7ID9cIA{j8hQte1Xt2% z{j0*{!}gq7a9*#btY7TC*Wuh(^V(b0a8CHyf$ox8OzNZ)J$#|e+J5mP2^hP&g$M^( zaxt8KBVyNoP+MJ|Io^>m{q@dT0ZfFcAMGLYn%$**TSJ9g_sqq#)-*1?$$#Z6c5hNJ zBJijI_wkKDwZIiW!AQN=nI2bcw}4u8ds1Fd#qt?{HX(R*+Q)@!G)Rs4wQj`OOO_go z@%)7J#IHQwBz@O8XARyq8VD9b)hOK5JvvbIF8#VC(#W|U7#;QrGtNM)hi)-l&#J|9?kcFZ!0;N^Sq`B_#%b1ki=&Df*Pd&Q25?V&i&W9I#3qYoYA zP&c1!0OVoHAlc%q*vR)ZyU&RQo1!R%&+?CNU)8p|H4xr4>RwK+EBlZ!tCNtDl4Oi` z>%L&1&XX-w+wKl8+S|@&H&RWsNv=JYV$4VL-C`?G-RKFSkL=06#)8Hl*4H=Jdpo6& z>}OYRh_C*}Yu;EiJ;gJ!BG7ih#3p!`M3a}YLM8TSiH(eesOQdtT@r2ey>AIOJ=jQ84n*V&G% z^RM^s-Bf&UKBVu=aITj(GzEQuXgB%hIH!c44XX8h({u$Uk`058O>9&DTBIiiD4%l|iLL!7uu>WNwC+O1r%*`FM78 zmb(bg^-MySfHpsEOa@6AIyzSVzz!M@v&?~v7c14&p&-2s!Q?#JHwq$-ZDXOM%cJ*%Rb`zHd(42#wK%R_~Rr# zP)d_lE6WdG%t$!BEHf2IYC*d{lf>6ugLjW@r^>ORw0SWtXRmvH-euYoZZu&ALObG&Cu-0!S;P2R6?Gnk&@K&DEcz5P#FQI_rF~-^U zggS|yR6@JBb9l09c5k?y8iWK6k0a8VqHKkf7E2XH^sZsAtF^IvH5*SSlPYy%D48`I z6v&nE=_cA7*ZkbkkHblk35XBpFYb0PmALldYVAaq zdfS-d)tt=XS2U;a>2jrvX>}m%{F^M~Uc$Y?WeERZT<0mh>sNYuK0Ke5;uFIG4Xb^% zynT6W(VMCxHh%LqGh-!+Vl8ceczEWF8OXg2&z=ap%YTpZC73)Ntp~Z15=r`7l>!^| z%YG>9VTbbCFQ$vkkG~lE;=(QaB68y_!M`bU{MsEw8lLfMFFtEp9YmwVMl_Z1U&m^1 z#0A5#vhqBDEr?AibGrJK{EWE~faSj!W;X?|)_{wXsew{$uCu`9UeDu9g!!(vFh$Nq zK7u>WXKSP7%8B?dYQ_`hdIx-$Py(g=RS7iQ^5Lfud#MH4YK^nvuOE}mRas_6V~o?$ zSQk|P&G3tHZMvu$7gHrzQa*b}&y!kgTrC25ZJZ5CnXsTEA?@`(iuqmdM^@6Ga5+Hq zVpt4OTX6E5 zbFN*+zJye8IytUhCbIDIv!*-kXl-l7&0RHP1A+ML@v^!A;}81hOGP36vo4W{u^L&# zc-Dz0x@62*)(u>3AtY2K)b-W{c^o)KJ7roOrNNJMbBC+)Pqs`o~AZTD9K0e-SZdU9Kv`JBwu=>{%U` z-9xhYE3y)qP0xF;-$`vdmA?86Fsx$P1m5muMBEjzYj_;R?<#r^FDD_f7_tih`2)-O z2MpSlKGx5=`pRCKsyZ2gxjYi1Dt~&5kJ`&xYUEwYHUwQI7zz$*5m^C}dr3pi5uTfe z9P8#fGP?5=L(+oZaiMYY#@kA~2Qt_xA_U3w{Fue=&O$h;qmfT7$Qy=g+}FuZi}=ga zJ-5!`YRDr=4jzmkUX*zbVbV`g_J&%9h83q@Z*jR6vyo(_m<(zpe8_OoB)#Yp@EIY` zqPU$-5eM7lZznZa*S=goVGw6P-$4jMTK7hl-CZ=5$H&+_N)Vsf+kl zh3vx6d#d&(?`@ZFN+yY6`;xewis^oqA(VD8T>XGsbO#4|zbzVz zV~PAU`+2FXlRuQ;xhQ=3E9nkD1$XTx))~2jM0fY@%bFDJ5doT{c1D6CRcsH*EWN)> z032|!?%lJxoKU)V8ui_j=d1gi+pP^o0J+TtQYs+2l8)#}JK;fdKRS zJjcr@F3)zQqiMS$Cql^B@1N3WYx98IyY-v8&($b$8J#q+E}jiSf>8p=)>5hS5tuib z*WYKW^;{cjP;E7544K#Dx&Q1#i4RBgh~%s@emt7UEW}$H+UjK#EH>ZS%e@%4xSCdj z5g%U!;P#Vn_J{CbJ8Gfvzz1a4svhj$_)Eis__UptG`&HUq&f2>wp6Y07^H3`Ev=i& ztJ!w$CbQh%Zk{5}?xn{{5gVCkkeci)hL_65vZxU2@7J+@l<4fNnOpq1#3Z>uIm+6+ zC5l-?(of3B8?cbI_chvLcWuFX)VPlQ$`^Ak%^?39L=hXO9T`TmMg&G3qs0%E?kC-! zJz0{INzKf-8n0IhNQ$?+PJ$@@4D(6%t&L^rT0vzS2#iWzLmX&VCow_?FcxD?y>j=xSyDwkfQywkAcQSkX!zRB7M>P?k?HeO|yq; z2PQrSVfVE#CV1H8CXATRw8=0TFc=8g6M?AXYDDM>IQ-dv+>Mtp_6(F1}F(Ow=a7apz2m_ zw~p7YKg(=jbQMdjFzT;ub%4N+nUG2&r`qlG&@>~-S&fs}ui64w1tHpHPgc5b$7e3D za5cKgSn8_D8TGA+1B+V-OBy29uL@(YEg&bAxS?$DfMq6& zqX&p&7Y%j0yYCNMV6_c31w{mjj}t9em6XxKe9etsD$%mmc)Cklon4nZ+f^8kw?YZ0 z9S;R6_BCH23L!6FJ-VCW>ZO+)+2jH?up*XdHbINW9)01&e1^Xej`NC@<80j_@XfOO zQZmLXsmq1RjNn5-Fsh(pn>8*=9*U=z+tmQAC= zCE;3nX}fp~+M`514MF^Q_f6~S$fyY+FljGf9{P(%Ly+b)O2T>8 zSNphx^B+vFsttQWHKj6lBt) zJjxSO)#6#==BB|=?oGkXC5U;L5t=1RRRx6hm8b@jEqWiD zMXb)DbT;e%gn47uOVGg$6oz)unkW&qn#TcjyYUz1$Dko!~Zwa8kwlQ1heUuHe)*SU?JMWOD@HN@1t1MlR3wZYl{Qx>W>hQVr z(DhL(ud80-&chdf^KxOzGE(|q?Iatyq$Kx*tE(hu<@+ECC8+@T-sQEtD1O1ywDI&?2_I_0f5a; zmP*6sM`iHErP*Oqc-lnniP>~|48cSWXKIslw7J9&-3)v2r$v4usJ76?W{V+Ht+D#-tXm-aFUcMobU@RcE6sFlr@VmHZ_5aLkI)Q_ z#Rx|$=;AUR`$9QR^(D{_j?FymsRVyXX)hLw=5;7lw&FtZeS(MG7Hm$RHIZWva^AR0 zs~1$Y#QWL1+=H*YdF*v-6qQBg{Tc9qVnVx@KqeQ zl^$4<5I%=4npC3^o(g+U!<(ma%Wbwft?h*9MbSm|jj~Ar2UIL!6BzTf1SGp4&s4ZC zu?R)~!l8c4<(SuS4LH?}c?p{dX^o*L#uI9j)y8mT`F5SH=jhO373C~fzxGVi7SuSt zOElW-9^Rq!m94}1#~u~JItoW<9JjVgM=lg(+I4#w9U!&c5=rJzdEhI{ZxxY6Yhjko zsbWR3w)2CmA^y2vV|o>MFT~`R;~H&eVa=yamETwr5>ZZ77P^58>*%Cb0`BX1-^fkL z^R_}MrNa*$s(9uI5c~Crt#EAly+ohVQTwtsu(W;5GQ?UT;muImA$%;BN!ZS#EUrNH zlRNbgL`F_H*jQDIz?%@s!cfrO+p=Mh=i{B0jkma)&pxDY!|D;YPC7Ozs!H_@rX4NAUS1WxkYEm za?ylQaiYot%vg)r#Iv4MAO{N71e=h??#mYGG+4s;!*3~CYQjTK>aO0_KF*sS+APy9 zsl#PTTS|WN<*Cl$um$cnjh>g(OxJ&}6sCUF$29LV=E*SjP_y{!2T=t;;+M6&vZzGu zg*mRdD5=00@8hlE`u#2cb1MWtNp_OiG90n5VumoBBnDE7(g?dx0G+zheN}CLA9~}Y zX?KlCV^EG0seEnn^+5o-|8RA_Vqj}dH$o%DPlLhIk zNR!dWZ%^^8WIb(`f0?`>xn?c5_NGVqh16Q6wR~?D=8V{cij?z=b=kvjSv<5sY!m5I zx>9RaQSRpwX=W1r=ZSx{-&Sc1f!9EHpFQds3+X+)_F3g@)S_-G`Vd%4JX3h0amAzC zPYk-|I9UA;)ubu5nX)yV*#eHdi+dD3Ua1y6U zt*%QXe)}2P-_3!jie;1oaZP_=f!{y94=qdLC&E<7tuiPrF7!eV#p)E0ny`y>;#=5m z_)m+@Pi|NeLIXsbM-RH{qbt0=M{&vTJBLIawy(lz@~m*L?UgANaJ15^Xn?yJC0T+3 zcNLv@#q817zog7b9tHOwyDzCtb%)y}$>hyHIgUc0Ml5Zq`82%DG^8afS0hn|tGSV> zi5)RyoBd?3moO0`uY1f7{zr*G2nQMnqTfUwjM+S+Z2cK^Sz- z&Ivyk`s0eXW_X{a1?^JF68iAQMdqKpuit*+ItCwjOtbJG!*AOu{hzgv2Qfi9b9kGV z`Ok0v{u2XG_6#oHbNl7t{lRU4Rx-k5z{ETTSD9a5kUxH-KVIS<5NMdxjM;wa%MQpJ)ZX47yta#?;?C)SN7?jgUZoOCb6-op0lPr z{vXH$K!3Z|&S;{av1ULN& z#y?Di$L{cfY>B(mzg+l7F96{u5$3_v!n1bX|Hk*XYjF_Z1L{81{V*ARYu-Pm1tS3gs|F!?@z3NdFUjd@j`K#O8>SbO8{=p*+p_<_x8Jo95qnasDj;W zw)zS1?`k7X+-!9J3LJu%)rE015ZfM;I5mc{4*lbkcK=ZzJ-~Oz%^H2o-b?^q* zDR%KJ*LK7ssogDLFT`sbNci{R;E*A^aQCzf)kDm0OVp3fwS;vdJ|k7eXxrnoy$Agm zU>UfIeV&rL{nFbei)0);<(ZRkmi$B4LmOahoC+s?S?zx`fSThmLaVhD(Odi_N^{#d zUVZ{IjDhuJRq!7sNE$+ljSJoHwats-ml>i4>#4~9kKLeQ^Z^K1fBy0}4!4C&RfQc8nwtW@wW1zMHA|{gYb_P~t)MbxSF8Ze5t+l06n<}oEOGi~tz3E0b;36asO1z>kXdL4Y& zl3T1XmB*XSkHnK9NX*+3Xv~AT2H=e_w=()%Jzn>O8FdcQi3*j+6MejgdvYgZD~g!G zPp9OqD*|PiA^CV<*Zj5Q&TkXa;xK6-McJMUXqlu03M5cv0SwM#B{si?nE|_z&Hzco zc(Dji|A!31m)jCs03h66K&)m?^XIicdH}`cyJd^V-0S0EkqBBPxbDf|jjjUL;av!tJqcB_X>dkoQwX}kXcgJU&ef#o$jLv5zpdUI_ zNyyG=#rErOkClo(%$VEkQAgVGJM8LK%@%s=H@lstdRh=$^cLI}Vsj4xejF}CAOl7t zxgdOV{Uw=`;0XJ?N`bFTwqr*KN1bq3G@EHdNPcFmPY+hl0;kO$aS^HT9DH^gNklAi z)@_d=gZ<X=0z~o_Pxd&+)zrhcek=Wpij|BrHaTF01 zs~~=MsxCsXAqp=Cg?jIe!INT&g-ApsuB{Ud#F8qvb;OGI821MW^Tv&7gsY{G0xgI2 z=C|njWBr`JKYCoMz6^&rFRJEy?*M|NoFkk!;-H|=S_6pLtenv(V$0G3j?HFB%nS;j zuR_v2_ZsBLriizH0yw+?$^TIJ`IjK!uMj5Gn7PDSESxh99?4E-uP=5go5Axi2E1?--GzBytn@NO9y$xa zGL?#br!>kR=~oxH1%`q#+J>o5E_NjP1IgJ#R9SP?2i9_u)_@^9)6=`U2y>=7 zD01=;^MyNwsvP2&^)Xca86aP#L!C^ixxkyi3&P3X81S_l{(iiGU!2B2+~0e2@U|%U zTD8E+V@=f{iC5+a5ISRwvR`{kU5XP1Om9NAg;z|YjX^4 zN)QsA-%Z7}o{5*{0WQBiB(Fs}+wpK^IzR`Fo^qMXb&G!r9H}ud9ur0~5Rd|)Rh^fu z%3C}XP-qj6+ShyyWEm~^oXk$aPqq7yPNDr~%x=h#`yPErN4gI28a5#LS9Mh!D6?j2 zeG9l}-$`(^r5N}sKzJ+_FJUEpzJp2UI;pGOq~i@>>@9WQFjDy1)kyS=Id?k+ySfP8 zEeA%ed(FpTL9}}F=pem#SPDyrr&zP zF!1LdQ$!W z?@gB@L?WV+S*=#_M#dq;VxSoq>9IwqY=5c6XKR-6a>$XSTD(NWd}PJM%3l2DbW7MH zTAjD$>1`*wAMgU{P4CUH%6$W)-iM)?bG;C!8P}_!p0Ksr=5ux_P}|~V1*2DYnLWE? zT<=oK!&CU45OJ4Bqn@k)BKIOBMCB8{c}h4ae~}18XNIh{PtN z&El)>mr#2wYRQPro#r@DJTQt&ubV$LlnY_*cE8Ot=(y#x3Z{6)DN)lL)UGz*1%59W zXZ)`Ut8uRmWC#t;vA@2^mA>mV8E%vA@4t7GhG_LzsE06UVBblGs2Kn*H8i0XV%EiF z$X7wiS_1I-vnLI<1Ld@$cVK7E0wIT~A-1>Ly0I39A>wtgoDEKxgjjWxe-jJ_=e$JP zDPi+Z5L@k>nkdBV0K$t~8@*ZTEQgSIL$J57^IonVsob=>l;^-@ohaCG3#PeUX-e(W zp@~UwB5e%0+d31p^qx}wrH!rJ(L8NEOU~524-jvNqjs9g+-H%{(TbCK*TMZ!WO@qT zN(a`ipA$Q&VhgWCzC6s{K=%(xwC@7lx)aVJ1ak94uQ6FB>q~{rHY(Wj0M07NrhXCX zz*4q8qWw1R{FXBLk;9l(L}eplg!#2x>VgURtJ!B0hl>5YkeZOFTs;51VEpRdIX%pR z(s+1l{h;a;9vvDYyNTl{okG(RD;?W5zkXSgdg}l}f>|9OfC$aNmjv=6?LfdZj^6+h zvkTo^XJz`6+1Ii}CcHiOf|XbNm!)jnKy;C8RPMVGO5oFcxVK;LU5J0LP^z`u_!C)k z>zlQB1|H`8JbNX?%)_p05mwW&IzkfFNWVnh(3x(6F*&2%O(#1RX6FKekiVWx>XS&O zYGA(3#&uEKda+F|Bvr~J3gM$=S92}8N-(A~(XE;u0xt()*`6IZh|iQAi~dII??6M)C_NAD=roHytp{((mY?;xITrK8+{t|6rv^p=XFyRY}=3K z4#VOI3;R2@kgKhH%$yeFIAc*^9rU&I_siHPRrrDy-8j|yl-HDZUI?#?TW&$f#zTv; zM;lchS((_X%GZ?n7kxlml34V-c#y|#M}e%w+Du>RJ~!u-R9+$ZB3ydM-gX>Q$kQ^? zvOJ8{u}Y<&JxkpgZ143js2mgZn|DQEgk6Rw99UvnElP_~qOi|czg9jxSBj=_pBwbPZ}VH|ukUbL z7>rnp@|PUi)i?O+AcYQr-COiUg#}Di_bsZ6f-0#Tcj?mlu$@J=`e4N}o4ZPLwST># zi12CuCGvKB3F}VX!W>q@0b)N$X=)n6jjlA6N(gJ0CNdf_rp>Rp!;U>@wUVCZ76v?& zlQFESv6`>PcI|GW@uHB(bs)3np_Lr)tU9bIW9K?O@#&G8#yc4TgW{w86n(X^OVv6> z=g|fRta75bbGcT6B>5UVujK`GRv#LzA1P4Q>kVz7+fdt@=9=(Vf_&f6WW!n7pc{U@ zgKs{OwUp;wY`ghajA-5qHvA~( zz*g=NrnUT_M`W@0f>}-DBZaw$m19$H-SB3?^=#7<>op5~1qIroA`*)y-0M7o#xg!! z{uCp-*8kKp{neAQzih;p#sv3Phi>#-zP0eSq@(vDs_lko1H@%yeRm0XXgC0%K%3!7 zk{R_=kqhUo5_fj2w-)}3a+xAoUG&rS-B+F)Z@Efm`;fAboI#|DZgA)ulKvD-(4l+! zO@{j~PgScOqRjnbPAZm+i-eVnMgqO$FL#Sfa74>LFBllq7VA?mD&W_MAWGAn)IdzI zTaG+Dsg@PDrdMA#Y%gbCt%10K(-0PKNi%w-8`8-<4So?IT4)J5*1;now-Jxv=}=poE;AY+$OpK6ON-M-T2NXBM| zk<7H<4xvd>%+i)7BPu)M6fsX5#|l_FtXyn==V}J%7v0m#9NFqpDCOQ=K z8S-u<~Ixf_mqLitM^Q0D|qRX$n7hWpw_v|(| zUVNkRT)yS0Zi|VYd~`~pHMXr};B`6 z6nQ^mo?l*IE#>nCulFsH(>?18oI+y;(m{G9lHtC`O8>#8>LD>EO(Q=$qc{;JwBGE% zd#?>Rl{1>j1QZ&Zg&enXR{ZR8g4nWq%Z*7p`gfiFdm4sN8_sH4I9{J2T`RoMSzsh# z!hXyY(!xmufP-M-xSz#~LfKCyJ+8g??dM>%TTmx?*+ZeBP>(^8buT#X#NI%yvyXbeAf^>%b>Lagr=t^)FH?Xr@BYC#xPDe0*?c(1}5}Eq% zk(&I-&HjShsnJb#Sq(H;)drAg>iRLSmZbPGr3VLGyIA*9>b*QtEGcF?86jQ#e^p&X#eF#S%We z;RC9v-(cT}<4{l#JYiK<*Z{jSCjU11f?E)$@N94UJy|Y1>D9U~-lIcpy;Gognk0Kn zbCIX;8*rmy5GAs{+i0YnMxHDMQm$pBNJ<@0aIexXFid{0#wMFdQsQsV7A*< zO(;oguS#$3%(^}_t%l8-zCmg+GOmUT>3J}g*&}3_H{qz_){)9>lS1h9yeh*^(%)sV zFd;7RTT+QiB?eG|>_8r29jWQFT{y%Dlu%J0 zKJI;XPSY(Z6GWC{)`E%r@|npOascirLjoh$r)#vmOufK&&#um&i{@#U36`APi$q~H zDRUdm4z2ZyDoOJ&v(qkK!S+{_EH)pOWS^HJbh?QIB$>?Y-Q&Y%a0YR8d-+fc6L3#F zKe#F-$xR;wzj}8LnApW5y->LUm61ReA;czan*6Y-1Bgmu`Rmuu&R>#Hc+pIAB9NA4 zzn)413S}|HWVLyBC;j?Bv0--)QR{>)r^S?}mM*8p*YQaIXIMe; zWdC>-U&9d&ZjBr_#a*@q?KKnQdU_5+OgOsV%CDAS@f!aowTEWykk_3afLl~lBuP_L zQ)TZx&Cf~OTU*D)?*!8G!E0i-PP#Ib7A%7bI}YJD*J?gSEhh)+&B4LiL84_tuVzFm zy#P+3b{3!Dz~-7Q{o>KPyRwhhNXq{D!obI3Uvv8o3++-+EUn;eFmOM()h-uuXPJAC zgR3g3{wV9RDHO!Li|vd6O`2&(QLq4d-#tI9Y@x9QLhbR9vD)L#@n3}WKRvRtlOUcy zf_`>APxi|A7*&{eRKzo0B`x(mo)Fh?n;>{ZVm9y{fYMfR%!gSkiiCP}UQUCRfL)PY zM!eTjKSgdGqIRrVXmxCg@bN&~mhU92yQNF6fUui&Ozs3AvRi#r6IVJ__dhO#^2=Q*ONvec$c%_rl63O z`Cy_KBNS|p2-TZ}jBJNNy=r_ZQC5^k?Cpo=0n+aNfWp4}B3>xJnkjTqPXfsS?^&|i z_^#FlKYdqpxAr0*#FA9@LS6vxY7y@{z<-L=iw2YuKl`BIpu zDGR)@J@0OgK3zs#`fl?Ot&fuFVyAcy7XOzWLGT}_+6)S>x{dErPfh3D(~!(DhD4Zh zTSV;g1mxWec5!q^>j<<@kW2|1JcLgE)d?(u`162%#iP~iCiJl5L1VpB=hM+wHdnF> zyf5A9<35f+)-^2?1OIseY^${8@LnfB#jpc!*g&Z+0AsBC#*kK5LiodzqUU!{+XIx@ zd;#?D2iH`@fY5fQ*}}lcCW+gG{6TV^y?ruB+|ek=>dABVViD$I#p6_cyj||ZgK4df zUA-{-*!a~$u7kIehZiS19hrib0sf;U*ofm#k0|#w$iMN9l<4}pc9Z>Blu!YnHL()w zAL+cyYP8oPJ+$kA$M4qkcf#JG6X>()X=4h`nkGwTm-<}SeBab8*?u^`FlDqQ()HDB z>G>nKg=yLck61V2dIP<#Kh3RvLBsonuPHuR1Q*!zfEO1y7o>J8^(xOXmqP3cMUSH6}4(m5fESz;`>wEf9cdo3NvZe&r&BF3mTVI2%;gH3( zCDO!Lh&&SODyk%w;IbEE{vo=V!##W_y3I;NJG52cmi)n!$9IR#ZiqlKt3S^uK9G{= zu{3Z~Qb@gF_orJKfT!OSxVEy@4aKl=T+v8qUKXp?KcdW}L!@i#r z`bbiXNV!mrXGHYcd}zb6a z^%nDKjBGdtl#g%b=(iKc{A3N+J{620=FpC(tD1Yc$2CW$+fhfnSDTCivF+HPTT7Fj zCp?A6%5xn@?S0nJ3M0n$DL46g?mK(Eytu(1g-eM;Ko5%HLFZlrI}B#+M%x~)LY|V} z%0c_~SfuJWlg+g6AQPfjDZI>0F>N8*S?OrbB-uQQkttcg>;w9amGLca@?Y8H=?0#(XP?wOft2XS7Ge3D{2#Y^m$a9xyqu&z zUdp{JYfu(yne5F=2o$GscASJ=wd*9B2J}2`@~#fA8MU9W+;kCis&#tk%>lFmCvugo zkuKUR=>koB?g@c*o9c~BDpjY&4)lfk?xx#3RnKU$D0;cRY0>ilEmzV%#a)$Mr0HKh ziIbT_j?bqpCiHBI50_($eJoKs4vVT1wTJzXLO27F6UhY9BAuw%WVVcq)tlv;%_ z*=FBLFU}@1|KFmxq$A=pBp2em$Ktvl>`U55dwQrRCOb1x^9jY)z%$Dtlh|A_dDjos z+e~5ooOD?+yJ;pe!ZD~(QpG@itMJt7PC_Yr$YAvM_#=49$*xv$|GP6(8G#b~)Y?kB z=nkt>g%E=kyOaL-vl)D{s5=)NZ@%;OVAEg?SeI!u`3AgK71etudBKVDK?CAm;CN=g z&UHVL$-P7G7!QcKmm)T(h@b21k^gEvlJN*Vp@jUR>z*tsQn7xoe@S+;J4XraCx}Sp z9}+mB^eb>@{(7pU(?I#UcBTdj|7!`jdyj>7h^!^pb9V5b_Fi9EoZI06f10oM0V)1Q zuC-kKbqokx4TVYW7kC!`6y<3_LQ2+7duvZW#kRNQ_J=)*4R*`DpH-8Uf7wL;-1|t9 z1O36yH{ji=e@E))|N8eQ0v8;o*urSM{zQOamV|OI`JqcLKb`sh0e!wBKk%O{IcO!} zj>ZK2c6QLV>$Q`>__2K8DE^}{ni%4Q{WkSt;`W={b`?KL$TS@yp?YGlo!9eU1CW2i zt0ozUxde;Oho>J<76g4vd;X)cXdrB&?vE)Y+xuLF*AI!OI|NQBW3b82={|n#wM&)D zj1?prb@D7l#{c`*q$bpoj{CQD4or|UWFS1&ZQf`0b9zJ^X^^H?P)+%TaJBufB>SQ1 zO~+0CG&4y2)ZmefPPxRo{oc0so*%+2jaGU?v;8)Znf~K4=`eRr$vhDG`7giyWQs&_ zq8~B-Vbn->$Rn#vFqlwnzwq{9YeaBE;e)(CuKC*)s3VTR^km?~|M>$*BB{+;tv_91 z50?zgUvBxXZNl_zGYcBSbqzkye>3lwd*9xU9|FYfo%72F%HecT{9flzPYA*?Cu>jV zQr%|IwY?XBhHe8NFbyvv+t&Ttuiz`m4deYk69U%ZBkh=o?W36$(g0Ap#iI1D1I#St zySF{$7DNAkmbRB`8{p)B9am;zBZ;RwCi-)@+uO;IfN`KYSWI{+x{u>-+FYqZNZkL8 zQC4U}1h;xK&?%b1M5_f*Z2kC{T9FZv!C}M45_F@X01J3e)Xk^kpXd_5- zPyO*O^WaI89;9P9>Iv5&pcPs~fsh4f^Ekhh$4~g+HN9@Ok{|Ci$wmsu zT;xlY*oP~#j{YW=yhfcSeI0UT$H1OaV3Sfs#9fJh@8t?#?_O?_Az*qr%~99Nad46m z4G`qX;qwX3x4gDP$4KJKkIMS|hGPFWll>y7AvKJXD%kEfocBkkS<(aQ^?&{bcp<;{ zOF?h%#h=s8R}zQNduQ%rjs7rgpvge*bx4}{giD9-jwGhVMkCQ&kg39KrofsNd1MSLjNY z2=C2p1}TiYfYQz13Gv5|HrP#{CqfQ~sU67MgDX-gA^3Y*5!9=@?BoVUfW#?)_}_&O z$mhf#M_r=Wk#kHX*YRBTlm|eOA+>gn5~5K$Hy-e0V^5N`FkQy$SzM)C^sog4$+5Rx zO@U9-fxe9Rl&ex&<5H5MU(|&le&E>5|F8DGJD$q+k3T0$B$UyE4y7Sk$res3tIRSp zLfK>sS&yXQP)KIB?7e3T*<>6XE3#LSy?&otsi)`rJb(ROzkhzOr++$}HZ7^|u1h-Vr`P3-4ADVN;dS?Vy8Yi;$mDh6C{KR z?YE0Z_o}F5w0re*>F%tDOu8PiexgD?2eQUFx%*w$%sXh%fa3F!IM=;pV8C;56@c{( z8rl;Gse=mu&5}6ZZf7VS<)~~x#eutII{(I4-BE7_|Gb_G>Et8*=nUdEji{heOC{VA zbT~s0kAM6Lb41t8)k4Yi9DEUZu4@)T^DiD~;s5Km-#pWUoh&vOTryea?-X2Q}m31M}BBQ!lghcNSU<8KEe^UF#8u z;HGE!N0~FjM3FAEW}>BEB9{Z?gld{NCKn1SHq4ENpu}*dFukE6m!`S*73J!1P*-SQ0)X+Dqbm_lsE@nlV_O6n1iw&qmJ=&VOdk?h*w|5Xo9z%@V> z=^7($_XSrsiot7me&R&Coc6nVOq2vFPslr%E&_~XP+udM-? z_i(&_F(?Z4;I_wOfpZp_=jsD85AX}`M0wJr=V5|H*TC!-x=I_Wuqi{m*6utHT>+}( zgTk{2yA#ow?wNzA`8;298VNF&waSfUx5nk&K3-vw&O1bR3*|va+BU}^H@E5v6Wo)E zU<~u-k_@4LDUD3mZIRXi#0N{c1hQ!atZjp|yu+$$8(Pm%KYp&^Dn~WBw~oRn9h26i zJM35vUBSQ;Z|od_S#l2KiE_vLE8IH064Hg0KRaj*=pB=UjraiZotRM1Tw^G%L z&FO$}JSIhA>yVgfM{10n4ejc*Q90ULEtM^&o*N-II4D~e1Y8%c%x~f*Og^npXVZD- z%%e%XAIT(`i>t#uJMwI^*$wcXSlK%YvfSMgQFDMVs`s`q!P9M*W+DDSxCYbt$3UOHu0Zg+xEU|Tc%&xfSvK=NWQ1~!8z$?5%aA>Cp z27;DpJ{YPe0G{D8zpl+C?_qEqG709mtp`3p(Heeek+-%z_xn3Q7E2e1v}FqHN%rEN zSD6&_Jv3gvlh*3z<1cXpEt`ly2{AlF2-5zP7`Ii?cD$VfSWkMb9A*h0E)WHF!d~uT zK*^FGw`1oii{Hx7WgIi*L0vcIrvasEB~{V|lNCWqzFI;!gSJ(M4y+1M*=+G7M-KEV z_)X=PwQy|tDme!U##C$)yA*${HBuS_Frm3uoAPVn5yan`rwf^?gBJJTsVh!-}Vvr1trV_6eI~ci_2TI_jYj`A#O|ESShXc50d}e!NWQI=m$x)%K;N z=D^ROvxXEA=kr&Tt={dVI51scgO;s%UPJLc~^%Sp5kNA7KY@@5R}i8P8(LUpw43FwBq zacQlJ2bD*a*e)3U+5W)!FPInFLx>3_xkD|PXq`N{b1_Vt1_Ze-AO=!n=b-kf@iCj7 zkc8y8BRf?OhT0$@t4aB0R1Fnr+*gJX2d&5Qg><$Nl+C;tgB@ZOFko8N14S!LvqZ2R z>Uxh(JXUVF5!42e$f*p^pQ~F>BM6?Fd~3a~e$#`f9%_4L_B~dTs=Pv>sY!O~zL-2@ z%}8#q?y+y}9PM!#aG9i$8WOCZE$(n>X|p#qg$IosYb+g!P#>G$o1qNsKnxB!}Ulfot)6>eK!7D2stf9qAI zW+m96*so_-Ks=Ec=a>2fbJjyb%o~>dsWJW$ZXoqKYIg0AJ`+9M(X5DEdO>`V%_v_{ zrO^?QyQ$%T0Zq9-(PIC$K760fE3FcH1CUH5xe{P z1t^ck+=u{Ke>G9df!ADGwfFmdCmKV}y&7YMj(QnFCe?~?-B=AVDj$#QKHW_~b4=kf zvUa%Mc&^>Ap@TC&%^Yes&k|50@CMph%8LF8lq_0INv6@?*i}?omsHcP&k5&bYiIHy z!PoW;7-5|4$UI3f)?pdgCHZ45NDO@)b-_~{4>m8vtzIXQkb_IOSUXt#mbi}c6fl=k zTH5SiLYOxXwbkO{BD{2R#4)YglqhBD#9={(GS|@JnZfi~2;JVgkY0FmE04B;NQZa= z#ApuW0DWwMtAP;3e){SAJcYVVB%ladtIXH%!*n;o^~rl_lT+j@v#YqsI@Nop2%+Wy zjgYhfHCu;0oKybNx?1dKxGDg@Ln zYJ9e1&0J}Z;<{^00{MyC6p-lWAg*9;bakK?K4178@Hxv*<4XP-851KG6szU;sz%HkI+<*>ugs4&HEnl9 zeJ6T>C+KKr*6mXdf#AC)U>m(q9R9<6~x@c z@t=W%bi_M8W!b_J2pZDbsxN!sd9Hn30D%=6g#_78oG@8$l z@RaG1X>?$}U8Q~H2-Xhw0Z1lVsiE-1j$R6&k3pf74@ylia11+W^>BdL;MsNUP%d3@ zOJ{-G#MRs@#_Zs#= zJ$xf|5WaN!k2UP0KR0wwqS#L$b7^9>xX=Z}-_rQ}m%|@UlFm~mdSMQZTAr?$99)bK z-^By}Q-yFs#UOm|&!q;13OFU-$OdkuN8RI?vKb$x8gH7hEkK0c z6}$2lZ#hG0RAK!4@X7<}-Q@;tj-_+fOGeRr|NHbaxnjeFQF)>jlO(6P^&OTk(FftIax zY&kxEfZeAfBKb8cmA7HU=rKZk+=`vYu%tojRZ!%ihH2)>qY77<%tyH@CLbSZ=qO9Y z#x$pextINb#sUbEI#V#R0g&8=-v-`*Y*Z*Pvb^1|W#8Z)L4rl{<5QhkvFecTU4>}K zN47$7(ExJVDY6_CYTv%^Icx1al(13wU3TqESK@Z>c5#NwIyLz-sw-+N{-R|Ya!AF={RN# zUAVJz2MBhOu^%_&0aSE*xxD?4{9f1o_3?=-5Xrh6A$LO9mA{^)U$1z4peXe~FmQ_a zpWkOv(1E(w9-u41UxhjPIw&&+z|58qc-x(byfG(&FOBdz8jj|l-dpO+JDE@!E3<&=k z3dS|!dPhA3V;u<_WbcQPnsRE&U{Mz*fmuWy?-;N8w&R$Bxrcpw->$zo783`a z`~uc0VdSFAQMt93P4bLePqJ-5Ixiju5iB`;^B|NSt=HBe#OIr{$i8!#&~|Dg?;9}R zsgr7sAxl2+_h7Hg=la_>pCDn&@6I=3AQ^8&eNl z%b>*MBjF5H>hkENfQavXVkRjQO|qAL@KFy(RP;xe3{T!p%?Uz5PR_Cef4t zEv~k$_VN3E_;ZUIrv?_Hliv}MpFz*|z(c9-g28(|AOJ@vundA9&5DMDbR*o>hZsk| z>DzKvUU-@(wx-6qt6zyREVAjc1iuajWAMT^`?*cZy#Fn{9WGNg;4P}v%G>9Xb?;%H< zfoH-isp+{>@&ca-=OKy>15|KlI2>J_i~*pih@l)Wm>P3~#E@UhZc@PWi-k!ty0m>r zhBQ|qNrA81h}i~8$zh;#!DYH(-MGue{#k-8=lEJS5u9{er% zc}n6DebL)sO2>YtdJprJiFtsp(RT=f8$?bAQ~>qV40ij6F#8G|D_z2W&46^Xrqf-k zYLDMJfcH6regMXPA)AlNaUQgM4FR7Y(YcUUrsdGftMA$WEUz{UsRL=PfspyFzQ-W; z@#hT#&+rgX4L;YJqMFfJzMny$xxL0T?)@K#7t=WqiZL)->sDQ8+2f^uBe1AU@M+dc zsy;sJO;0_z%Hulua$k=eaKO)1=QO7@a?;=8==3Fv0{MgU`Q#=|BP>m&Anrnh^LuH^ zcQafNtgH3$AIp6i#ma9AhpxahxotLZ-ri-p8q42zILP!y(TPX;0r-=%+XYyXZ9;ue z+|NnB9TBBz4gBE3qwXSH_*m&tkPF$?aX}P*09P1>)a0x7Z1oUp(0{OteU4aLgEHPH ziOOy<;oiiKAEbC*7eKW8%$+lRpNnwS>-q3z`ev^?5x|D|#c9*rFCbenBeBYn_5NT{ z!|^%oSOb_b`twjT{e%8KA3)JV=m|CfPZ$gZ%8!6SC%3r22$j7a;$Cb1c{7=wH@&3~kpa}Er~71nhwktZMr!P4htx6LpmxIf76Gc4A=~k2?<*GZyMutWdlriwlJHPFVK0<%L-aH|0Dc;9@am^a=wk3+aEf35yMf7)n zjb@Y=S-5U%CEdywFR8YLv>pl@5y^&$&YO1H5zu5j%{B`q{SlxB8EPM)Z)@s|%1<%$ z>;!d<#^l&%>h>hBFE{yt+HF^(+X7USh^KqfOTUK7)0K*r`Adoj{ z+-CixJeJ7A2Qo$b=HI^NdaGS}u=5u0hwVJdBL)P^nm76Ws;dc0e45tlJ+xZBx>yq| z4c4~(;WZtA2Tn-TLq{~mHOP4bCdr-LtHX#8X-1112Mmyl?ry)!5^n{NzkJ9ZN~8oM zatGjp$!mZZ|IH&lfr0deAY$<3`5}$i^4QC<7S$ksVqpBuq3AMmlFJ`_X2Fs5PDcRp zN`E?4v8A>;wX~|7r9WGOB*p0Syw2tvEx!_;b18$aXnOuGBEm2NRhWe*Jt@|FYb|e~ zs~08+LPgmU{3-r(XYsqN)Z`swT(XSSHPa2tRNY9inKRJtMbNbLifK-C&(joJtS(n; zRjWH@##Tmpiq0;=nnW#Op7OGh2>U_xS;%VAv!RxlmTwbJti`LJ%lOG^mVCDnW?_4} zfiJf_GV-$=|2;F}DSQp0E}_&$zBB1cN0+mKu{1)ovCbWztpLg(n?vYtqob1xu$vvY zV=mXnrDZgj80%}D^Zc%;5B|iQ;oeCF1G-s&njOIhn(p|;}_hOxUATa-Z&+b zaFDkK7qAoy9z>Iv?^J}Xl1ed|NTAYf*g0(8td>%53157pFQVD}!iWOjG@s#gGx}o& z6)TCs+Us23ipCQsh?J{lNXyt@${7zcEqv2{k@$Em#?L88->e zLxQq}#Vv}RXVMGxq$kgOS%WZ(emJ%x#buXXpA(|i)mN%yaB1mPlHxbng#v&5Yce`X z+eM)-Vo;RW%Gu@v{0e%F@=!qb4cPT)Pr-9maY5`AcCbnsnFIBRw_~HwQ{iy~k_Q%T zBmm9;T*<4@c{>a1cm9><(WOm@#uL6bG32A(^0Uf#wPkM!3Eay1eA5+m-V{08>!oOa zH5tX`t`{SFLN`{6GK!4{o-Dpnu*7q2L0f74)|9D@pRAeZcMu^90zGFU{msxFN7?YFTUd8QHpd5jIMJJsRk;$v*4dG1Z~^tbXaF%+Mp%av zRBz3@uF8Z(Q%=^BA`agtajKz#MysS-3esuIpt!aM4wx&2iF3Jgw$32xfT3{@aI-A=nN1B6pF(kC| zoV~YfiPOR^`p(GDh+akPAv7S1c=rwZP6(d2$2mSvU?MSAlNGCQl-sKQY<1zYrchpB zc_5wD%x{6$ zU`G_c3eoofa)6|_60vHK)lN%fPaJhXJa!RfIUl#D5h$-s4=47{1p{*@1nhv^$r}#P zVH$DYeSiy?$=O%LVkoO*9$7)2Lq{~Ed>yw|_{Sn6k=w?_eTca)U;jOud4S>+Q?}Pm zrZPV$a4a_1Y?X0*L5AS!SZr_Z zW*1;cu;iVrXXjeyKI?QF$NYAdOG5gE;_X|G`oF;?rPKz%=-txsVMgH~ z2_h$Q7+c)#hrah}@4)3J5_8)=z3NG!DhEDG2b>Ivu;v(_o?~f;rX^o+Xw`$`j2;r`!|qfD;4Mu{^=UT{_A!7&*>)bkq2uh}b5NS< zK0zVv{*z}9dR{p9rvAeXVw>GI@}JoWFY3RMl0SNvXsCCCG51?-j4)Ra+XC4`j&rT; z3+=DpHpLp;ne}s)y0fpXVygD|XXHk@-rSXkIuxTbi2q`Vv`&kdH8 zl$=gs*c`1k$O%C+GD;GQct;5)3451!;ljC=$H$Fp_kFDpu|^3_9#2nCuhJeVJ$VW{ z`bF@9E$UM^N_!?iTl>sR*Va8}XJNTZO-tPUl7EhcpKLT93lDbP5)cpwwy>~}hY>+y}ic=2M4D=&X;}OobOT>U0RH(WGo487_{Cz4ny}K z2mQxQzsb?PP0nBewS6K#&gkAFjNAo7bMX#K1~l3?kF2`7dMNPA3##?1CnJP&^Yilp zHQ}wr>Rwse83pCBQ=W268>_2ArP&jDZf|+4q7HSweECu?rF|kYokJ886GxR?)rkDZ zuVta3z|eZ00a(-j{;dZG3N^+N&~fU2--6#fCL(OE9H^!I$MHOI-&I@}w*acd|NFNd zdISWv|DEQ4ck};Z(!QWY_wL$7&?bH9!u9_q@c&QG=`s-~ZPN8{YDv*u@K5@(+@*B! Hn}7ZveU~0x literal 85754 zcmeFZcT`hb`z;J8f)r6fkglSDR0ZiRh=NL&CLN9R-laDMl%`UogP`=@rHUvBB=p`9 z2qmHSguu7r`#Xy7cg{cG`0luOjC=lJgk&ds@3q%@p83o8jNsgR^jsy=6kNp0< zI}h>j2vhO!P8boN!o$NGiS3ld!#hc9E+eC2DI+IiYh~-8X7?CsEN5(E>|hRkD0dqV zPdF@0L*I-+gG#c-(Uj$Chnm%`7fxAHfs7O5k29|>o-khV z+)P?c_E`C3x=Oh4Dd$nl8!CM2_yTSkz8{W35y29iub&5{(wus)rOL>upRGV3s7&fw zt~)97#lvv8fBY~dzfzX*!Xn67kqd08)m5`9j2Wp3zat^UwPfD zrlEsPj*{MC<|eaTKYD`+HPkGE-<^$secO{I!`v(yFicgnK;|sWr9DY-9#1W{TYY?( zV%=!=V$-@QvokJ5^7-mxJq)M7wfSk)uktx>Q)CZ_e^^?3RWMAA#w5HsCw1!e*hG9` z#<|rydU>NnIrS+Y^2=Xc_MU$(xXJZ{JGfJ5zD=!hC^skaTVkWj*Gd7MjSaDrpI=t% z#;>NQ@N_4 zVag-ipO%pOs^2hDGLEM~lK#{sbO+&i)V;>*xi9pflv3VY zLIhH*w3p5g2Xq?n-QRg*&xe1-?UlIVP9#GK<ex5jM;`F)a2{BEnDUv` zTCa3y(Sg;JC^Vt09yz*d&{?0FpO;v#qha%o#U`E3 zqzARz#Y)q~7|Xl|mszYXFi|^v5u8?i%(uZtMhv~JI^-9VkHk=?@Fq(zo`EtWGBJAf zJev3~F~tO1iia8+>Wg+!*BLc!6@}}iDMPQyJPnN!RNt-A+I)W{T6ylF`B^nFHOlPb zK52@e(hQeWYXZyxV}G_y$-|`{=!6%6cCV-nk{o`)RlX*RzC11S1{bNl1s0cQ5li_ba{P`^0dGoL(r z2@fvt4>wMH>Gdl-`~~$#v{Zk4+2B^djSv3)sDb9`)j8&EN8#MG84`mSHv-~{w&Tt~p zbE8#z^H~5M!QyGponcc%LCs3rFl4gc3x1oFJBmMr7MI<02uPn=$y?erAJ46RM>Nmo zlU!lV^tNN{;r&{M;|#82_A91y(ONcrkG4xT_&dd+)vl|_j#ZoUokFBsMUW0plPEc( zwW&tLRQewwGL8ax1# zyt4JX6CSeHZX-HVYz4=i)Jl6Ea2l`PIWYl`7ic&3;8gSM*U%EkEv&C59pf$fOhA5- z+co-=<9xjROmp07!_kCQ{XQbY89DGNiSFin6NS_*+?kSEICAqI+I?`_M8s82xVJ0B z@qNo$twt7D#^^b;`Xj$`_Z71z7)TjeJ#&o+E(@& z!xLpZ{&QwL1b@Qh4?Jr-qqe4~hRY7#f#mctW}||!3B~y3iQB7SeWf8seN7M>?Yx~< zwd>8a^knUHO{cE$>)O_p>lS#w7%A<{HR4Z8MxxF3hzos@zGq=`V8Jy6AQ zybT9@marfucXlW$BJa?hx52gnE12suMxPXPjz#vV%ZPbq-p#bZi8ju{M3L#| zlzcm~(qlJlCZ-w#9K)AweK5MRE?$@&_z()4XZ?MB+;!3!IbqjCuH9bd<Z5%iu4r zl~kE0lqVJs*Sqb`&8PTuIIT|9EeKB+Ul;?iC?8IqwCs8pE%`=Z1e*;y78>3<#5KI2a;<@x@9Dh`d&6hbFK98` z&tWDB)-k1AwY=!OrFf+h=D7oyAc7%=ASy#qB>cTz25;TgLzEkjOTaX;upzvzBfX)r z4NGft53gEJv)bEY-8QgcrG0U#W%h!fJM|?z{Z7*qsNApeD=QWvbE2zlqKx8-({Spv zZ%hV-@RYAV=4dImkeb|Iwne?GPjc*r%UG4s7fB2%vREJs8o<|Gygd;U$sWsX)__3q zmCOuq-%_S6RF>FQ@9>@{g}5${2&_xmmiKFl%%ExQ@fXq~Bt=WRZj)Z4GxU=;mZlc1 zSmV>B7_${cYWOJ{hXi3*lQgLhh?qTJ3nWi`B|O|2b5y1=3#a!OwXP&@zIWbNv%=|C zh|UZLz5YD+h!Z7id^S@hv;Ah&^7s%n&C~u*0|Jbd@G3X3Y|I+R*>_DVZq64?h09WB znD-7r*((Zr6KRnSjSCR9rfmW1x&Sh;rR_o-F zwlAKOM2c59)6c-z2H^Mcb16R@m1-7 zQ*)>YL*+($T~pyz2jgbhcJ*0O2__5`+Z@lw=EGY7;X1WPtca z^tsc!{bdAs94V>`!q#33iC%77-Ey1N3*wx1)|R@aI%Q_(Ms24)`-woC2@lgS^xi)0 z+?6MxUkS&)Tobkmn|(w{xT5juYQZ-z>e&ySArBtw*)$HM)JVq%Y;^HzCq2ZUwdlPKyMdrsiphrQ> z-rv(BUt;xfnbmY#d4^x_0iGy%uFgTin?RX?mk4qKXATHnwUV-UP}r~BtfKAbiN9cG z$IeWnq>iS)8va_2oXYeVM!Hgz`dfwJv6EQ++;Dc^iL0QE>Pwl==Hb zCoRFW2OM`Q3wPO4JRQ1t#Z}qy@*x_+?9SgVXnhS|t`su*>>KKpYIwu*=nxCV94#vQ zkf8To+KgAvZH-$N);TOGw*!Kz_Qq^A| zf#e!E=uv0;SGZ2NWinquY8V?F)T6Zs2Q=!hjyQ$d&ncIsgqgqa&#P`s;$qK@a*BG`f~?G5q6Hd2z*pCL!y?QK^^qJ6ls4v` zf%2yznU6I>eE56ph*L~|#!`Z=ZFhu-&9A!O?-fZDC*F9qGZIG1TdQI>xm_eB@s*oy zt7`VG{F6bov!e0E!^O~+OR)&8HW~#L+80$p->wta?TlE?qk@<;X$H3hb`~T-$m!Ac zgRi;kS{2__@*yP9kQu4;#5a@pe51g-f*@d|VZobSMzmm#6oT|~>dt^wR~a=_;L?X| zP0dU&>4&B1;OPu|+q&%m*!9fBx2m*caf_x1SlqNtV;NdDLYX2fw8GO*%J`F@6Ef{c z96F58CVK?d3!{LAy5^B*<8w1j=Vu=&mBnwG>P7DbTiQ1c*Lz`_ot-z!q(~Au?7RT1 zGbwB6h8Wf3Iq6XsPj-pSCq|Zb(p#6kF-+X1qw&=|O-wjB6YrlkA#{NLMq~KZ+4ZCJ z7wj!BFy~u#$UDhQS%T&*b;?W9p#`51@!dAX0;%Q6e5E1fRd`OBN=bSHPEMolDXWO! z$&M=f8HXKhq;&&!CvMcHCf`VePD&PPxJjse;Szk%i4r1oBCUm??&a$NQ$fQu!B!EN ztAhPzZ<+bR%@4*oGo8CCLklP5o%!>uM=M0;4TbK$DtGVIMjIL?;1Gj7*z7Fcw9>ThIAD@+pM`Dmm*sUiO!BTc zgPZHuJ?I+k(XSo9o> zqO(W{FO<9UiPincH7n=|*%di{Yv0i!-?CyMwa|Qf8>=ayTw5Jm6#45~nNczqXz3`t z>%B}V+7pCj?Nv@}ob`eTY-I7IZQJ8WTmEn1mlf48%cM~Gy^FdL5@$mcRm@eYx zXGhrG0CTDJ?LotYfHR`s8{lqXx^gpY=JwJi4ar`_DJf(I7qVUo>QZP-c7%2aR(z1{ zsC9r9QP{)86viY+6`E_Y>7*zbru0((-HJ1=H-RH? zKkC3jc|JHN4#4nE<4PTBXvNr$@KVSv4BONKo+ z;bA4%GvaHX6S<6yr@}7Y{DK0dZsW~nV|%adey!$#By#lCxO;TI9q*QNt-lgd{-|Kw zrSRG2q=JRfvn|%%9xk?TeDB%VTeUn)6!i`6vPpF@Owf1-VOcHtz#P=UNyVT@t6+7# zo*PFxIPzOJ_g-S5TH4Z+~$*LYBD*R&e=?Q?dtDY2V}ON^HrjQz~4Q#VkYUI z!t$0q(PJ%HT@CO*^vW*0AF$#*cDwQ7WabdE)@@VIDVc;GKxn6VYS|Q9EtEfamG%_;%z}>*(4}QLtMgY+%B)K zIcv6dTItN+AW`K>Sg3MOnZ4K}*k4JRHfhjZzeuOyG37@D!%-S#N1bQHP)4Fo3saLO zb(%~3iRIl#b@xX(s^PaAHs2odJeWCl+fOrfZq2jI4IL*2?EMP#YpO$km`Ob8A0V%+ zDiq>eD8{VR1l3$fs-Pg`8eyZm$60+l`OLmQ-_EqB2>>0iQcdTMGep#psK?pZnP&CC z189UqOzC&Y58Yd+;a*f(uM*E*9t;g?iGk=^VppYje0}yBF>!A4ro%FHD{W+j9NYTK^a*K6$Gd`S z-lSI#PUFT#q~r0k$xX#~?W{HjS6ft0t6^SiY`$waxMoSi?71clWp<#$gi&sH4svYM zhL3t*%R6w%-3RqJV=Yl3abE~7TZ;5Du>H=KaMFeMzTH!$XE@@GD-rRQ2!>oHvyZ9w z$}0fa>y$bgV-Jom++LlW?4Q#2!ET2!9afGxw9g?&tmYfGdgMhKO$p0Ed9 zb76|diby)TwOi0~fJ=*4UwXkoz*=|imZ1BmFo_^Hid!YAdV+5r zkB{Q+zE@Fbyf1oGWte<&OH5wqu51L;vgs!+>={kPjVdr)c4Ir7k1te?H^bz?eBc(n z)%@D|T-FD?Yr-7a@QP#8!R)zjeGlVcT3p-mXl3W3p#6_K=|S`eOLvu|LivP3<@n9$ z?y5G9+*zw9Lq(58HV?>_S3kZpuyEg9S!NQ>#EY;n$>nj8C|6CFonu%L9JQjP_tb2u znzHKQLVYld=p4Q*CNn?3n3*Ej&f8Giez6``c~)bwt3E=|mT-97swoIkLb8q3Vk=cm z5_T$^<*U{A?U%AMt6?iRwm}f1?uA>Kby4Nn2$%W{qa#qR#g_`x`4-IL3aK0OkXJDF zAjL7(w+u2L6}E4DG3#Bu8r?@+$r2&XXPe=9O{!_yYoj;1WMh=G#gfj4-=h0HLrkb2 zr<7B(=zlDDDbe@q`DO*=#_*8RAfkp%c}8tYZ6%;xzIffN7oS)bjK7nFBLW% zS^(np{IbCs;!c%g55)NyqttkYVnSZfgQfTJfRb4c2^a(bV;q(uCH1V(Yo$9qh*XdB zSsmaKsvk1$Ga)jpZ2CP1;K61g2{g-UOBeu@;GUqMFV1asM{g~Pw5PS`gQWthpAJ8& zIMp)=Rf<u?0m(g*f`J&HXE7LqdI*f;fig4^=b9-Ul&RP^GF(DQatjrCy+w!-emfkr%Y|-b7x`no1`KZ#x{Q z&tBYqE6;NiEG+pB8wUHY=UDH%JneWTAkGr6m@7leZxZST(yC+lQiRU|)GE+kPdhv@ zS}pdRE2Z?{WRmLyt(D?@DWGCyhdZZt09cE!S*hj}=Zw|#S}^a;AY8@X(fi!SYq^k% zqEgW`KX>$5TECLR&2d26bdId%8?|n%*Um7TrFXu!N$Hs@2t^UACxME$avx^2eU&&^ zYa(6gbs4qRDpHVF^9kfM);ODuPuh+ZO4nqhgS2oEtLypFbzNXH4ft!Qz@Qzlre2Eo zrt6`K#k5ErK912giA(IiP^9TQKorw2?Warlz@~OxwsbB=w;FF8VDED$U77;268-oz zIftp9cYDh*D`kGJ@n096h}P6;U1)qxvUWFtK}m9db^&E_WZ-O;t~l@2!szOh+(xXW zuM^GR`mX3AsxTE?3VfcsgQe%?JZ{%)m&b9w^&Xm*%Vzu!t4so?A=RH4LK9${M73t z#}%X1uAXDD26D+5KOro>_$a_|Acfwh>iv|#XyK8NnTLLj3)~Z6JrStX{%oYk%y6om zQo|Zq!gNw;I6Uu+YioQmzo}BQNev=T4b~wU#RWxXnS^~5szBJG9#wpmQ8JWDkMgR( z$0n{@pQ>TznD0N8=70u-@}UU!AQT!d!kT$>If&s0O^p_PXy?#*4iPL#+%UvZ$wyaA z%u-J`T_m#;M`ZQ0P15TpbT5w*ZGUsAoFm~2;VQYObOiFZQ0~#%bQ8a5XSaQ1ZRJNH zzMbZ~1J6Fzzr=_SzZIbMm|~f>A2;h{Awz?o6)rG%QDQ2`u)+JK?0{Co_F1WD zj;=@h@edq^$kd?xf#WWl+qqvo8F%4AlPHU&CBI-nF+rD767fXG4iUsmgp^AQ&1klg zNd?fi6yk5SMqg6B!8xMNIcB1k;5z9whyr3lhE}0LHxFXMW0lJGZQ#jnt)0Kzn6&QHb#J;DRuehBowKsKw=3b(RV@9_m z(i9vZ1PBzn@)eiJ<#(Y}p~>QICE7r~3*%0hUOLZtaU?OGJN*e@1eca{bDPU8$VVU2 zuec8g=r07y%P>S4Gn2Dgh*jhNNGQ-Ctlhr!tzT0Y-meou`T%|S&A@Vwf0Rn_8)}2Q zkg(TcpKQ=yW6X_bcQRDRIk@yO6M^D2z@KH$4)grVAU|^n1WtVQbjbj$G0IJ@_&Ps( z6Ap>P6)x@8Xv0x>A`HhX^5eq3U&gshc;mNLtSfMQ*;TR1(qw0o>Ykmib~ z`in1qr_=v>1#!TCV0X1L?Kdv{?*mSQ+mrvC#`))P{yqx)0zp@6{=zXm@b`zfS1SGh z`<^dac=hMozYC$)dVo`Q;B>$8`>j7;MO^}q^dwjHKOS(E<`Q1g*sJ9K9-m*(>KgE6 z@!*FP{Nn+wKs#mocNqR1hMzO!-(mQ77=DL}e`mx0IkO@4?nc4ZZ_@Feyb%ya5TGvP z+eE{#~KvxRJ*2FR*K&vo3nzY>Z% zcRa^EJ&i+ZPN<=qmQ1!Aq_6RlCIhei`r@~fK*%Pl%m-9fd`FU)mQ{@v@o|9g_O$rk zRDelyC~fmmgGWjE!d<+0%U_@%>xv&Rmy9Jo`|(nvOb$hI{Ji&!#;WXj@WN!x3B;cl z-QsmWruP4t7Ozr)tatX6&0iOF{LX*A_wh8ydhn2me>~tcF6%u{qd$KBUpW(e3u2B- z{+nq+|9HS{ko-@-UkLnvo%?^zsS*#8e^2egZ!z=Fd${yk1tkC5?A6DJ(LaxfVgdDii9#TS zafkeP$T;?MS&zZp2zYJ`IsdwwKac$PBK{hf|4$=frsD_bxi}F=1l9QI?et@@Moe8vyD*ZWq13*`Dp#F^iR5Z@94&l$cP>L7mX%|8NgG$>pO-cmN&9DnzCu!Spv zx#TF8&Oq@GF3kuawHM z`x`EG^N{?vP`FXkUdsBe&6qNATxy2$EP8Mzf3^f^m zqFI@LPN`(K$?P`!#>n6ukG_As_mePz0pb{pv%H(cYVGEM3VdT5IO`mz_@8_Y&V$wh z?}NXwOd#3mn8ilx$4#w~Y&FJ!lOspSwa`g=Rt*CJ3{Wt7l%Y*0|GY~`FY#;YzQ3yT z)CVVb zLQehhk5*fleaH^dlpgDDlM2}u0H-J1F$B05-ni!BpEz}qu#ET9?D=8fB+29%{D6#;b!1qzQ71bxl}r@GI&Iv_FVr)g8T8 zMhfTw&jbwooNc)958~1(fA!Y(FVp0|o(M#dbj_zyzzaR(hMQ}Cfh1Y5fWmXQkXu7^ zHn4@nl!X(LUjf`;g!-EL&izL5FPlm8>d{Lkz;xj#1&l*3H&U6%hJhq8g#`jKDkCH* z1ZX{?#G;0P&yrpYH@d`n){MXp2zmqKRNBBP4g*dfi*V5;_R>KEkGKn(j~a2HjlpZH z+oW>bg`eNF!^*!78hLDWeP98kAETD+PbYSkgP+)HZ7)s%D!A1oO~e>gT1jtJBz;5K zFhWZgh;9LH(~Cx|l-b04j_-rcRao@5SvPg|CV0;OmeM@PUL*O(s$K-5UM zYS+FXz=hv3^ud;UEM$9AEKX;DOaJ%@*pkNs1mwc#j9q}3B-5_67D|Q4%>!Q06#_?xzJb_ z7mzPxw_j37Y^kINm0uSgj2)=7HGF3dG+GrQSYNgp9C)o4__U+*tAX#KN~gB4ZbxUp zMDk!whTp8~(!1qMR0B@VV{nAs#F3R9OYc_0>f0u2Ty4{P$Vn8Iq#cPE?0i3=O4?z- z&%Ke40RC#JNgQgnanH@K;G4EGZFnO5c@bD8b2Ksvbm~(x4I6X}8!#(kj=)zJyE0yr zu(Lc`gM17evHU>{4#Bh%?oQp~J8?55F@7E6z?f_cI4pHsG)P0vBiDctxdwUfBVRI* zNAhf{ZTb(~y2_-aM0e2&Uj_2#kxOW+-70UGOzJ}d65$l!9y0-prE}!N1Dgf@J>cfA z>YM{6ZwnsqJn|%KrGF>iR1-ogtjJF?8*+hUh-lW>DnqY1=90?$u39Nl?lKibUTH_$ z0XV;i+~ZOdAI_jY;Ve+#wPt_-4alw9LW^X&ufBxYHi#z2-FSSvSrU)O#e*Bz9)|ET z>36_nZ5u*=FUDFKv2GUnU^!P2))_|41NY!VL2cg(3ZW(1C2^0N0_PZ;Oc+if4S>?; zh8Z?0MVc~GQE%bG+_<=|u5j!;8@0Yux6zn(smcDZ#wL1iCZc9jf5E+HefW|iN^+E* zmR1*iMYy@j{-@WP;!%kHhkEXB$In_>#pCdMQbLw&Tq0?{3la=VJIAMR(km(cA^_Fz)>}^cp3EU8?gb{F% zPV+yAF83UI97NmSTrRD&36$7)pTo_R6@2$LJ59ktzTo~AA^OiQ+C74hA12novDAEu zNMAyqo?TE`a{q&>OF4N|^>)moC#OrnBEs~`d-uCUE$5X`3lcB$C6rI1MfdmCXY|Pp z7<++B$5u&r`XpHO45fhQjs=FsuQ;>*cJE+M^kWQW@@V1!{OQPU&x2|pDmya1t0@W*`xQq}@Q>5*L zXe45GqF?FDjwH=Pk5qcws!OJWtW*#hh`3%ve+I%SoLO?p!e_6E83ru!z~K=AKM>H; zcaFx0Rw2fL3KK>G!92W#9;w=a3nj!^TWRLI0fAgENzDsBW}=^vnc_V{2=S6i5U^B# zaz|PrdRk>ot8vawZCRb!a{>fceP0uhzR6ter9C7TEO$`D9d}06>?FrLUlK*z1ame_ zV{-E3%Cb)e@iv{)r}jQtsacJ`_D+vaJa=jfnCa*I8wte(?50C$`NsrOr%LOW3g7Z@ zoH%>tMsA`!z!xw%X0NAA&!+HcJ`a+U3XH3FDV`AMFVa|y0{uI^b-PEZU4|6uYIr)> zZKD=og8t5H)0b=IRNthCIhRCZu#zb>V#We3T^%Ps>ob8Zai~26y*(=?FDXz$CJG7W zld=8Um8S`v7(?lWI>s5eT5J|vQwX|t5~xq6w&S;5{2j#=IbVxw$Nz_gjy|uFjgJ{@ z#11LU)h1{Rlhe;SVbySyXcM zKq#&xoU!^e7o&~Y8a7QKY`4mITz{GFmXw}<6SG{;;FFJ6>B?k|bQgi(eL8%2;IKoi z4+I>VtFoaub=^AG8CS52Awl2S0zw(Qtnx3paSM02ZyE6i8*rG zE32YAx+fafStSO)p|e9z=L?=R0A~ER9X@)C$yF?jVlH{~t_ju^FLhz!e}Qy7Ki2c9 zC*_)^T74^yNIu{uYd>r1c`A;G)Q9vOYHtd!m#R^`-Mq$Qg?EEp_dO9F+66>jx@d)> z?GIQ0+Z>pVKqp3MK1-57!+YB_?Q-wLwWgUUXAfXs+rO(_c<5&zzYki)o^q=-mz8Aq zN9ou6c*SYLP0^srTEHZl$;Z?dtNHS@R7Km}Jrg7?rqu+C2Dba^naH{l#HK*BO0jdW z{^<+GXD~Ye1XtZRzJh!oxgTHhcKhr-iK&P10cxS0j63x!7ZM6L^E%%$NoH^GgYgD1 zZaiI%;$6Azkx*VYG$%By?(}R)AHBrI6Y6(9`?O0p$XnNWxgL5Br&lqqVP|4q%wJE} zu?7upq@5$GsBW(@%#`xM$Bf$TWVR^PhY?v32+onB`ir|E^Pv&v-E(A z{YD15A*a=2t&yl^1SZHSOf342b1%b1LY^ss^~pYm`vnHBJ=@MKm%}pX1~|x5Ge*Yjjqe_~ zTu80ZUO3G6h<;}wle@?&yQfzj_vR>T?3L}bBVu0Qo8_K(P^XW`&Rmq5(oOVrx!y3k zI1iJ-kiYfLV#u--aXn)Y>2f+Lt%dpx=zIk!*#4m zPE7v4oM&5L** zstsQZxYBhG-*}0FQM4~CZL<5gnb$%e#NPZA=^bYLlkxe!`5GuDYFA)W{8Z@N!k9(y z3V^>P%uC$@n8J4V3B(uaN5*9woH|nIr7EU}&w$bGq;|JG^g;qnhXGGt<$Kye5|f;4 zR4|`gh=6W_=t9~CDR{t3qo5t_2V26jrSR0q>zVBp0umwzQomM%4o3vcz7W`)Jm0Tm z^O72pPH(251BdYl$j=sSuZFcf8**RLQ2mmDAM}~ychDk!dU{q_pna(sG%y0t{(uD6 z_%{?p5Z`dPT`0ZwNh4R&CfWZRsLpQY80URn8nG;7MCs^dWVdN7SYiw7(K(Bg4GqH< zx%nj)up9&mxGIG8=XK<^igzj0vPfOGCl8;dvwRcg|grMj}&}xu?WxC6pEldL4ToQ5v5> zK7L-mSZCX2;tj$lOifv0&XlmQ%|hcfW;%%3<)hGnKj`S_QPv!{6h4avS(bXdVST2B z$m@&t53m%3Z_ql~m{7K*>H&>^Ts1pSUYK5ZMP+xylD8CK|9Bjnf+dRd8V_M$=+l&} zRq-A6$bGk^8QbU2$FUn3&&X5e*Y<5+c|A_p=1v{i;s|mA)g#?F!^7o+3hU8$u=*#( zK?AAmoQ0F)8Yq0TZP~+_e$}$6+JLUM(aektkOook(i$k9iKOd!^s8sRic-S2yXBbS z9CGhrB9owYWud8>0Le>HSbl_ew-A8Fgp^w;K8J2M^sOmN)|SCjB=b-7HrUg^Uut3U zfWaTOz5qoCQAiX1ce^#og)TC-C~QGS!uiTcZ;uI$%Ok5Mdq7kr|kw}~}f19Gws?F=^==S9`(99AGpgisPf~vKHmrSZ+f*`K* z_eKu(09@*)gn;e$jjF#D>*Eg4zEH@Xw0+Jv1NX}*iaXjpat!v*eUJtkox?)Lec9Pp zzW}!?7L_=N!^w@cpm-CG9eB={Gx=;LY)TF)prQ8ZZ2vb+HQ)Vs%Yv8V(YVIdL@;-x z&mQ5bQVN}|r0s22!*`FIi*xIuXBcpeebU_8gsV;X!)xoD$PED497+K)Z7}LCA2gs> z02Z1-g(OjdXUxeeU6Vvv(Zg=vF9$uR5gIO&>LiiGSgo;+(hBMg61WF1fr(^86+A#L z<;5a>O*jhciHI{j)sV16_cGvjAUAU%;Eo?ZXAi-}@i0=Sm9b&3YZwrjoSaiB#MdB> zZPznnL916c;kij~j5SSOS5saZ1-W`QzHxsxc;6lY+L|0_dvG8$_i{d7&;#u()}kf+ zBhbA``oNCs)9l-VL$g?AipWvWs_3t+!^Uulf?D0|2dMp=w8z`FBmoi+K@#9Wo#=``@ zsOWQxx*{EZ9iNyCvdQEDrgbBim{J&wT7vq3H)W<*QFmfZ9(!qsF0Ab0q1`%{d!*hX&4T+RU=htJ4hCo0R3m<)@LxN1)9Y4 zsoe+g6t`sO2ZfSck9)~*6U3O1y-`)$wgM+2T|GZ!{7xSR*7m#YHEH8Lj=jA2_if@{ zAmPJ-@k!5jm?DR(&ra>LqO>{Tdu+h0`sg4L!}b~{;S~*6oyKt;GZJc~v}+rgmWly4 zgQtOYd4Fh0lk*sWrJ)iZK&$UK;dFV?d%qt;e!0&w2-?~TycgaF=~34cc?3F1;}XnbE9cnSVh~dBQ+Q&Z#bpNn&IRIoMe^Fk5(du(VeLy2WQP zO=te(XSZ34e6cyGBOk4biSWc39NA<6fi$FP@JUl-JlwIsH6N*zU;fBgb_f>ZQgbhw zqv@>oB|~z%SyY;*2;fz?>V{Ga4gGP;t-zdED?~UIP2UhwAcvh zW2$|)U54&sF3<BdUw~X^ets6K+j?1H@}**!`D*B|UAOT3Cw>vAcmx_e5b^~MDQOfF?oCKF z0T#0>6d|z_`*R0@;Bzc`H?EI!^SO@@;94d7*``+2GXx+#|aO=Um)m@&xvn|;RF3-CCUMp zX#VaPh%-(<3E%u|@b{ks3n17J%&AoDBg5H$xJ(sB+|-#7FQWOUbCgm7hagJnI?->e z_UFZ@2Z6crzhNj8FBgIRB;o;u%w^h3%JcomVLtW7iQj0o>ptqouy=6(9v#!$GZj-e5Lk9w_mw z3bC*G8;sjyOajOSzsDcp_VxkokIj2GOQ|(vKRyzmy|J*${8Rh_7XiUT3z7au7W}XH`19X3 zb`ar0W6A!}pu2`^v!3LNy?tyv{bdC zoY-P4)&_*W*rP26-u*#F_tr!L~AJyyhs;_n_Rc+bxS^cGZWCu^Shr}<~*j?Z*^XlveA0you{ z9vA@wKLTvC!w>XFKW$KeBbSCmhT4e1#yXTHhX?x^U}u<&yQGI&nS4uDgnvwdV46!O zL?>Q+`ZV4jA1RO`^j|A0n&uLB)&|1r9Ju-{UB8Jsj|3oa#Q~)T z#tuP^f=)~$P^7I)SbQ46(cmy$5UR#%*L*yW)@nU_L6ut%WWzGrTV}6SZ|FAmfUW>; z!(CbU5y0&J*a4@yvbB9Qpmy5bho&7RY$wEpc7S3)U}`Nk26mj9>R1Po!jqkGSHtv# zv%kUZ&yoDYqMs$^N5u5(vp8tL`YEG>O){<{*Fm5{h|C!C(WV=H^nVYyhEJqsxxJvI zwc45Ru>Gl@gB=LOO(jhF>V0i&el~vK+!4T7P>bs$(>C%Wv^e@KOaP|Tr3hb}*?Lg4 znT(W~o4mP8ebchwQ^qh*mf-%Rnk%G*)i;H0#)NTQ?(slU908i7s0rBktFyEP_CNKa zpZj@087rG6KykH2{JkmgWcV|a-E&5(A3Wx&7!zNyy_NuV!%qnq4Yrif zMc@cqnV>V=RZOIjq*<_+4-B)c%erM-wG^`F|MCO4rcd+w?1zYeZYZ^p^G&$muE>^Z zyLYf2;d6^a_v72U(*qfb^t+WSpdngNp6AokXR6wnz^R~7Nzo~Z$=e57TxqlBB|V`e zW%2bpr2u4`a?ku_73hnA%-OsgjJPiMvnSx}ITgG$pt1Ln0?jfM60=O|gRj>gv1vglqQ*cB80!SYWYXw+KgX!n z%uBCqasB5BTrOVhm=2;O-2O1{$X8pYa7`R$XZ{18Q&#~Ywd&ns4T=!NS`&p3PULQv z9GKLPzS5)E2-LN*0jR?c&fsB3k-N@BELEU$ju5*y@nI9hC;;U)p`?76N% zS)el8Yy$cy;eI6RC+2<%O+ixtC~&*zq4+qW-^3M~lSNPi*6i+po8RBSB zAiRrcrKk?4w*@bO-SRL&kGpP~+&%?d4BLy>&S8yoYK3p zqvnO%cwnet+9-_z!Wp2UT@Knp%_s1nC?i4>juRd@=K|QPA%4NL^vG?n(oL<5il)%G&N7@y;-$V+s{+m>;R71eO|5op znkB8cT|9P}pT~8l%hg=AE)pn(@wI>5DW#ZhKR_BDwbhu@-|HMQaz<58v>ndyZGu2L z%Lt8B6tqW9Yd(i)QHKZcvFzr8Y~(iEkkXAi(tpBRSRh*oE{^lA@FV<76%2r+BDFB zMjlRGtkvf+_8RRtwKl786BjA4{AHng8KL^tYP92Rc^ZPzd`11r*Ukbbfnp_WcQBV+ zfnH)wS+PZT0sl_hSs2#=}Uxee_g(Acd#6=(@)`Sz_(~gG^IDoxU2O(Tn?Wvt$B6mH&smw~VT4ZQF)v z6a)+uX%v+bL~0QN3sF#{QyN9OW1%38fE7pIWlJc8X_k$*?pR4}GY(VH8Z>KVqr~w0x8pE9n$+5ryonBmK2_A(EvIkR4>KJM zyrJ1$`1Q)0CI!}Q?C@c`T}$*OLmP&TtJL@L&lXo$C7d?2ktJxXIrjZK^|uDoB9xK$ zhle}~yZmXguCU2Q=PvK8CXW@Mcwgz#?C5Q0+7OuP(9YQ`32v%~bOX4_)8J`3*GglN zIl2~nXv(#}Njl*h9$e18nExLAs&;D6A=CYR+Gy+2w2|&BIa|>$M|`$)2YM$eLtpKC zu)pr3ZMJ5d3#d|7PyE{xOYJN)A+_?v6sPj{S)`D+?)V$8n;I81@EVpxVQ_x?V#sR7 zA^8ziebk_;VSAA)|MO7iB)gE~S+b__cJo*c7~@oK>&mYM^Z2)d`Bmo25DB`h`ixAo zZjZHj@S*q~yr5QZe&bZJ+5BA{-(Uu!l+q51tb(xFltbD^5x&tp+HNXC)A><6ZDa1L zDK|Ci3g;fb-M`t|aHbIV+pB`W#%u(YeitlSn7bC{Wsc^-7n^VIyj?%Q)OO7aivJE#I(gii+9M^O zO4>veh-!x{shDu zGR7bZ*G+OLXCFkX8YohTHDM{2dNe$DYlkQ;)eHtvgdT1;cyV-7^ZiELH`J=tLtkAh zW3$b)KW`^TVf`XYCaL%S#|4XalD0bjXf;OEK(mT7Y3QnAr`^NWjA-hupyn%16x^zt z6rrIdV7TGUl-ppY1L~#hq6XUsjX4{qTyeA)gTqD?ac)wObZHb?O}ykFKI)E6X4FP` zAO;Pp)+AH?owetWAJVu^7dptMq4Mc)=&N=iOUq8@cI@mbjy#;|Nz4Y7$G;Nwj06C$ z?CfN9=CoyjYhu3%s<_&5`E7`C<*9MJ)-8|cb$cFlBJ*F}Pe1i8f~`7Bk};$kuNmw()+p!H4$m;|Z}>H)3PXjdYh_G0 zup_>RyG%R2tV?n=QXIn{+a(MvLO21`>*($?XUF^FCwV zMF@u_ng8WmSCzH9DyZ!QRt+kV@>a8jPUuDTZ13sbujtFAcITN?+m6k7h;5{rBhSg0 zRq~QIs_J{eP#r*J#DEMJ%Hix^NcPXIuU!p2E_f39R9czU@KB|=e70*DIQiZg{nBnX z&?t63{gDHTos%pJzA_zFlrvNnYc<$AFEKB;R6buCL9x6D9NnItcrGScdJ%b@9SL?u zu82#1ILxY?=8XL-ed-YA{@P0A`4 zSedRT`mL~{-@#0~nD|>LbD2_Kw-`Q~%+bAi)0ZAM{TN@JWRRpdv%>iaYY}=ji>ZL& zQR*1^zE3al_6o(GEq7;-em2&%uc`k6y-!x{oL&)dv6;q-bOyNiP{TE6j#$Cn|HJj(e)BC&)OjEDR0Y#ZX*SbtW%J>T7i$ zhq1}WfQ-*R*29A^E?ezc&r>c2j*W+XFTf?D|-OD582ZK~v+ztda^8F10sa7IDy14Y* zDQK?H=(EIgl6XVdt*Ws@j0R~Hi=ur<<^QHWsT^*MCGoKgr00CJ31mmmMvxBkue7rCo!WlGPAr#$kE&1 zY5S?RpIxf_bR~zq`l4~uNe9GDsDrU$uf$q?Dmlm|?3=AoZqE&LZ`EjE6 zORY!G8&<~Ysi~vIff63IiLKl-igW#bU86#>z@%H%`!mR1oN!Uy3(esl=7gy>6e{M% z@iNZnC3&XWTxaY(K|ZtTae$+D!NPLOGm)`KPcN~cCb2$iw#MX)pHI@L`-c|HhVgr- z=5_M#$lRMV{X`xs5?ZhLMl-UFL~-_1unW^T!ckFI+dN8mSjMVffe@Wtx#yB-p^y6% z{G13W@H+3YljSxG3>5oGA=uMv>(e&-ORFjVZa?_Njd&zmGwaj9{~g+Qn35>mbicqc zl`)dC%Ycw&r}?=dN@Fw1o+zPq@)iJiPZo|Y0tD(6b+m0nb9es=C`|%# zqt(JBsoS^SrP)|aCr6u$am?PVY+cs5U6#FLQp z#9`Ve^zXej-kpB(gw>$r)gv;}C#l%sHwm{(UiFeXQIekaraE%u%A0lj59QlMBl~eC z$_n;8LXl@ib}#wKCbycL8;#+&=y6hrx`IjA+SkQ3?f$Nzc^1Qy!BVCAMG~dDDuQ_8 zPUj{ug0*~+CSg^O@Jwo|lh^9s2t1nbAYXcdn~?_c+k7Mpc|0BM{UQBjG}}g|GYEdi zOyp)CD86f-4HAt%OVeaZ9HNxjL9`_)hig3&LQh|xj81J`iWA0|YrUK8a_hMy#uQI; zWwlz&$Q>I>7E?NGelKS(Uq{ZVf~~Vyj8o@+=iQ|c3(->fE*ZjC@B{@Q-bbi7!>5rQW_|V0C=j)UHk6Say-1Y1F2!f!e6@f zj4WojbHR1ZI=6{3KQR4a&O2o+bC7wwCZb(a4EMAqnK3Smo9O6dD}A1}U%Q(0*t=#X zMBPmT>7kz!Lqox~t%ccH73ly*``lKI;y%#~>E*Mbj$^v?=eCa0xeMvRdVx*{oluBW zDLsExDOamZbj%$KE!7C4@2}2`?^S(&%8`f~Bp04yT2~*ZR8rtB8Q3H>Aae`zVlGu2BBZuPy zD}I&2tBqZh5pDp$4<+e3^?m66*2Jf;I~L-VEWXvP+94UM{Cb$_+icrdYlEx0N>v$< zCES%eGVt2ONcUihMdm%V%2xUEkf1KDIbunsbs~Rc2~N|=8Tr|Fc&xC0tOP%CU&Y3G zw>HrH#iBlwU^xlejP6twEz#$%7ga=$B#ub;fd1$OWBOjD;y$j6mel^;nY(8&Pqtw< zk2)pkOWB2z_;feyXABiu6K+-b!`J{gE_4VeHA52Wgr(8k_! zWy2G<*?8_AATkkQ=2N}$wu)ArDXpFN__Fe*{SvL*0InlZMv0`x=v$&Dx zR{TR!Dqj}V)SJDCRSC?lM211h%r$lnwd!VAtW_Ux@MpUD<^*aNu+%o+?N7C9ND8>G zk{q_q2=?=5$}%iuFdw?p;;ngDGjt@}y3y*L%eeS`0ej$0ln!zlXfGdaTI~wR0pzhx{73>*X_Ssuk#(%FMeO40Q~`y~tV3dJjJeEq zAO{ROOf=#oaqSrC76*!K?!>B^?e9*iVG}7bu_Z8c{GC>C_%V9yT2GA(QpJ!Q7ld>H zow^oey1G8%VIwazPPv{adtJ0}(IdrSm)k&n(u)W4(j4AiL4Ib=e(6nN?TwYy&pSP$D~Gy9BmoV^bNu)2^!Vv zx*ns;1;EWJc1ZWM&rZf{wvh41Q=FdEIyaCHn0x+I!O!%dGmgj--(0w}L^N%B#`4x%pX0kF7NkzJR zcJ6I8(z^&95@ej1yryW>1=je_;Yzj^FjL|>FrRn+xc}N~zWi*Y43YN{7;$x|ylJVg z7OcTffBdF~?sX4Yv52&)0@qk`T-6H51TT)=c+|oM0 zb~x+2k?84p-sY!6Hbz+)Dw5rOs>G`1rM|lY7}&HWCQs=+y)@v2c=snr%DV|DH)h`@nU8ccCn)2vqh4ALg=*;av6`mJJI-{fdMIHIhX$k@Bzjwn zl5fuBwb)-sY?-J0tUCEPJ@(zFbI}nn#>#3LQa(t~O{3234jz{i`ukfNv5l%@hkzTI z#Zmk6^P6nqZXqtCPC3fh9BA70Fn0>HwmNu@PuH=^Glo_6=XdBFA5}6#k z^?BFwwTv8hEz#M!`Uly+8ChO4$EVs}`ph!QC|oVF8L4og z;QPXyNFe<_A(I@JfL#NPiBuzb*=v8`sNypvaivTSu2&>_)*#4SNO|U_Y+^ri#%8Yf z?E=LzxTCRrOy;^H8Y-4!Z9WI=MKY(84SeJ#w5VR++1_W?A6Y#UCos>HhIpSiuN4|FExf=}rXHkTqUUZPZheL+De?k?b@>QxMRPea+? zn6{q=<7R`R?ezKn!{cJ?-A{I<5_$+=U$TO+A2O$;Q%wOcahX%LaAZXzigx)};YbiHhul7v35XxNssSjE z`Gdr^Qm3J(x+9%HPS!m$U}twnq~^)r_#lo~1h5zaryt)cLiRLsO2ECtg;u*%>!GtQXG#2x!U$ z5GuIfj4jwjc6E%}Xa4$ePjn{XHPR=m)3+vnUdYd1_iyTlSHp2=kV_^5MgN)0|MAJ& zoFL`xN%4#QV^RG54Um-xH*P#mWR32R@BQ=3M+NZIZpJe>!Lt41oB#D?stzt*Tj>3T zUWfnu_h_abU{@Hrx%3MCmk%V^164p{p~SHD@6zN)ee%nHyl#@h{r~@XBiaOe?$@{c z&OxrJ@~)BrMZ#;=qCgatZWm8tjt0? zuvhXKO-g~B$suS9lw-C#Ym}PE+EAZEKG11@(pYpGJ zUhq3f=a)s51YAFP+)>Uy538RaLG!`0O0>Jf`STBcKiXjrXM+!@pzr5|sJp3yg>bIYA1(BcANcTXO@as4J>qtTV>=}{)O8B7YKmRR!t{r~M z!2i>?0X=4_UaR%%WBX@Cr@DF}q^_no(X#IpN#218Fi$mx{HyE)QDY5KFjLfhbYl5G z-5=EgbhLm~6HLrCyX#LD`DmNOVnA-<@TE|DPT>kX8D{T0{Qv2;gmS{x`if~|5aJ`Q zkxNz2fqld4EDOYj67dx1-_W9Ye(g*XDE$q=5JvlkpRPl_3{L5Uyb!Vfe|QYfZWurT zk3sio*QUdaxUswi5Hwe3lF}Q@ z2hYpwjQ_9O?Qf6v(PcQcD4%5h%hdh-fuora&lj45%>VKIL%!{+!=`i}WNs28dkor) zAXzr@HlQYk{e@N*VE_BB!}3AFX+GSn4Gu{HxfY2K7mkYsB~<-kW3WsKC1IK z4cYFn z`>H~l%ZOGfY2KDiv{OLc_sCvv!L$yxe57Es)-M_{Ljmpf2tuw%rbG$v6yE#2s66}; zsY{9|RN#&G$~^!a6#O6N#mHceTF}t<2$EY8pbqF165fTYE2#n%{U@qPaou(X{b<+FQjlK)NZ8%Kwu+5A)3iMLJA6JpE zvbusaTIeaX`w`GVmFjV6TNQ*lgE}XdYXCU^yzV>qP;Nll`w?U(Y}0iNI6A_Kvg2pN zZl0b|!+zabk`Mags(-|XWr-L{r2$D#}P`uckstku(nqZq*^bhDkTo$u7X60bt9}F z*7&Sc8gDgXUrx4d=h6u+5h~E*aOw%5Q&G7zuR~tM5hQ(U0?Zw9PLK!w{+6Y(LPMe2 zHGSLU$fKYta64&2&<})`=x*E`HO}LJ8op@*kQ;AherX9dv*R>PoT<8_#j z4Ze0pHbXsYuodW0HsnCNiD{gSLfoSeWBA5q`_YF~G~E~DxNmtogG{R#34MWKxi(_% zlLwGvG(Ndt6|1)LJgim$fJYLX;X;2v{6G;vR^p!n;%(O-Vl79ZCq##=3Ab&K_^ejPD zH4=fubn3t(uC{wXEaU8ED)K?67D+AK1jM}w)INrRVq2z(@;HlSi(L7X8R*PsD}r?Z8utM)*pQGUN5piOu$dNF?4qL539rwttukdAN;6cJb1%3zJT??_1>nz z2fOYKTZZ_ikAdmNd5hPDH+vfv=XKLKo!K|IneV*`NqM;RvDawtkoH*lj6GJ77dm?{ zzO)%YROYwP#1-WTphGc;GPQV<#|qghWRd8AgR}`PrRB})^1TW7l0W#^0if&9I6#hj z3_+N<#V-9&C^>Jf&QkdoO1Prrwuu$tvTttlzSz0L>Fd4}e2%&O)zzn&jkA}g z1$VYUi5ORyUU~^3C_Z@Cel)W-hhrz*qQ%KIvTy;2buFAG_}ylmHO%>$`tkES7cPAw zqjHdcS~AfJ#A<^|J^}~a6hkc-U1MVv3%{he@b3OUOWNkQyW7{9ywComhmFh zF1w3OE(P=^(gly7=myE*IS6cNmx}2}Zpi=i0zeQ&Yv&JaG_MM5Mux2vJbXI8182G4 z{R>RJo>f*Mu@1)$gcR}MugSHoshNfZdNrQ!X5K^u zXm2I-mZ2+;0`Q@}7oFe?`agej)&X>O<3^02-K$2L0{slG`&(h!)^?F?qp@vo)5E?& zA3SJEA3Qv;AED#t-SET>@jt1{3{(>f*LBjocij3O@cpXaE`Xj`Q)EiT#EU)eEu>=+ z&MGFS2-6{Bd>^||Va1tQ<|h`t1MJ$GeOus8@UU@b1b96D&)kO0_X3ke14)WmDLeydicbp`s+U&U!Z%#Fj4P3NVx4nmZ} ztvH}JuB&>ksVE$<1g7umkWStB6Va3pI?FCD68s6>E4yb%e-itC&RJ@q0J0XeD13na zK)QjGMSjJIjq>Iy|D)aNzByS3(3sM^OAmmoWlo%|Tv`%WHpPt3xy^ekPooi5#18nR za7CEp#p|}oF84NlHi)}Stm-0JV5sJ9074P66B^gaLO&~(ZG3q;l!0dpTW8{1&G?0P zdnF(U9K2|D^DL3F2vPoBEuYU0z#!Gh>RY;KCPX;D4=m%8(T`_j^XUn3YUPZ?U2nur z)X%EnUa?{s1S_D&`F5kzp?o?Gv&`uhz4vFLlvO-CjV}~;(7H!i3#T4>=-tNN{3@5K zlH^`l_Y7eEpkp%h6s;>df=ND=Yf zl4(i3^JtB~L48h$b0TU4G{%F@?al{0>Rt(pg-&mRb%@Tvm$$KL$}Im9$-TZGoLW>J zA=!O5aG~CU4^M_hyV&+tEJvOKGggR#_dS|v|Bl(j6&x=uD#cI4+Xdt9mOZxWA=d$KsBB2Oy1l6Jb2d!Qu`@k^k&l z&7SMy=5u7v^EY!tKfkGNe~^_oU)TwU?t{X}tiGtJ>b(b(%kkJP zKQhY+Zu4EL!ZF$Orxym&-(CG$F$5_i_RWx;JB^S{>Jpsgc*9Fe@e=eXBOX zdN6}El7!bOF6rB5dHbpv{(!YQ=1@8dRW84gVMhK9D2?+LZWJ0h1YB4ZYA&!6my2f! z6;YCE1p78!Y6kJFUX9R$%JnbTuy1Z_7$MAR>}cX5Wx>?(TtrduSA*c?O|Y__5NE5B zk%7PEt=`l`crY`!f!!D>vnoxn1)m|nD*)zmp2n&GO!+NO1pmXT5C+@`@mT$LJa6A zlHd8_cao%T3%G4LicbZex)*$_%IWs#-Z3>CExATt{5C`x@J6**^%{4s6cH2|S1@FL z3J>w#_eISlZJ(&H=94c7bIa?icjq3rP~2qmyf*eysb+FKYn1h)>HDX2@K~R$=92$=A9e^^P|C9#1E zjA9X))K=6F4E8MXNBi5-rRl82xRduSGhXsmFTFj^GpLA_zKDGz&MnZVS(&BYD=XAW?1(h|P!5{g<7=TX<^mF}iLg~^4kYDA z!YapimXfpXlyn9V|4&CyD$#e~lifiwiZsL|iIcQG(qJn+JRATLr|!O}Zosb-#-!pY zFENTFPq9iu^}ERT?*6(!#g4C^vS=3qe}kPvZ%{hcqHu291?EDh;&rolm<#c1L(-;g zYO8Z>pSdH&MIo81sDc%k z(ejuHK9shMEeLuooRYTveA;b;_qbCl--WTCFW%qn`zt`K>9bfYBoopJyN*P)_N(a{ z8F6?3I4^}UM$8|P?8ZE(e?{;yJ(JPGdksD6I(Anb-XD>MnM_@=!3ubCSi$dfX)KRF z^!O#q-Zz#{!`;e-SyrsTHO-xS*5Y0qB72HZkZ{p&sK(Nfp6gjccVVU3vPZY#;%r%{ z8yZ@=cP6>8mm-rN+7P5U1nS7)PUuM78R;`F#C)aw9JmErbUaM$Yg=qI^$+Es`TMXFI$G>XC@9glO+KB$kL1 zl9BQ@Q+{rGZGk1PRi4gR4ek`uzqAbfIBFFH1yi5H8_+_HP$ht1K+F2$meYL@>O%}X zx)Jx0lP!D+@*=aHHP{IAf=P3vS5P`vVIB$X;COYW81G2BvN}Lo^?SCqQV$Q zy+ySfL*Z2=pi^lA0a+xb1Wa^Jx~Yd+y@Nj@TAua|j`A)ZJ<3yk$O(;#tb>$khU16A zzsC^KrWrErIH#}D%wiNTQvVJXA>k=slQIu`%}_4&eH1R8?o2TuyTf)v>nwkb9QC^j z%;K=<)IG&ms$^q{?M*O<6j=smow6c0dGkRX_&WZpUO`L)W-6s({NM}qo2{ssM@sx} zx+x9FO#*#2HlZqr1j7)a13a(-JB^}!C;Olm^(ktQ3b5dK?WT&AK34|6wCrqltKd*M zc-zKmt72QgtT)(>9}%FXaYzb}c{_cDcq?PXs1>D&vIEcIT>re5DE>yI@3f9G=f6AK z!x>=%`Y*>?k_QxYg4`z=85B2TE$My3zQ_2kpTfS`zr?mt4#SA?s8EC|_v;3D1R0>5 z4Cy|ln1x4jXEUmRWP`!}NZKJ)6|}DJnji!(>iuE&9o@bVa1G3l z&i)41@)YrB^=Xp9d`xxx!8*cJ$PzAZ02eI~I5wHnzG5C?<12qX^q#r*sMB} z#`9d`LS##INtsk2sS++MNezeM+x``~Yj2+efatL{klQ?*l`=;NfU*PH-wDs8%E zbXg3{Iu@k8IOUee~5~y z+rs?1Si3rEsn?ue2D`q!^1cVT+Ns%|rS5m0YwbgW)?*A22gVPNt6vj2LwHSX>oY8{ zi+1Gbl=*w_nPo6;SDeYDF(1>Nvn?h;mvQyjH| z53pO`3O~3Da6_@dTfDmT`I!E<33$WO49<5tM(5#8<+7b^tVdiw1-1?rA(j=X5Bx3+ zJugM}@=>>s0(5)lAKHAs6CMBUk5$!9@(lOqW?t$vZw~q#!ea}riqwrHVkonY_eQ)N z$F@3dT;LaVSvhbXf*y_?vOq73?XGlk84AbnPa}ka4uW)gk=ySNK()M6nXcNZVRSTv zdLd7)w%Vloofw#m=o&kk3q9u!qjdXQlJ3v<>sY$bB>Qk{6ykkCK5rZiOq} zG&@y-vzqs7@{IG_O6jxA4HkkjCx;vrrvrf2&5{jj>}4m88Qj6KH=rtfC8P;IX-+DHY^jI(_Bt~PlY za<)m7Z3aKs`}O^!(obk02syt349T*@j$UH>f4rBh z_~q#yIafXzRD)-$r$3p6zCVvqac)Kw&3maUS2#Guy=oG#Zf1p-0H*nbaD~ywTcL!9 zVOi9b&{P{3JMQ0g&n+x}G6B@qR{Y^YhWn@x!gAO2{Xxbu&gs#}$b!8w1Zx{IX^ey! zZm}74zRghey%4T6Rrq9gE_^1&SU3SoK>{{_Fs=sO+uDkgzlg3}t?_3d^V{j$G^12HUW{ z(NEBbCj%H=f32%~hhG<>JIRUn_Q*+b_i`mp48}UW{yPGf{oGu;&MG!4#P=8-!%pwT zY+{QSOtKcK!1bmQPtcv<@T1qB=H1z#U*p2x0xJjqaj{&L1Mk%g0Ev>=Edr=qL+x>V zaa5lE&+mxlKL9bcb`m^_{B#PObUwmYM-Z)`f0zdzlKwKTY+9A5V$nw+sd6C zcwJUZ?>?Hj_EIeNqG}#Ry)T-}3kswm#Gue|rt8z8liW<$%%7wbWJ6;*d{WRhp#-s$ zUqAF--vBs^{6KmvZx4R|OUHvws3Sxs7>MOGK-0XuW*td1*w0HxKI$7FbupalQeLL3 zsd9fzm{kPd4 zJ2LwlXNjo&<0t(y8frKT<(STQ%YV2a|NPBg4>=VHUsH4U7W&s}_4kcEK?fN>{$GCy zZN)mY#$`Vj($DqzW2L@VVtRfp0$yC{TnmTEmgeF(B(^u#>dqjV&_9GXYYX9D>~|tp8DH6_4h3%p)~DEeJ%tB z4b4F1SNi;-NzcCu!m$;bzMQ9ZfCqE&r;*cd7Ywgq?LmJA(b7?Yy0F8kxIk;j^a^e| z^`Bl>_}_KHbHEkY{S#2e^3z)7Ki9nV@c94h_)HLlNQ|e;hGsv}hlDQ# z5FBv}ip1NU>1rI1*+85JJzFHK&}e97UVjOENdK$ppVvL4d|ltXwfJ+50pT6Olnnu4 z$~1TfEG&C3q?ckkS^xVoI{XlxJ1eE;k16l(fA!b1Mfc?iMqbXs3N>sc<|6hLu5<%5@ z?c{&G#{azyKc4pgFSnsh(CQGvI`CpYz5%?hX7H=A2tx+E1r}I#Q5kYlTmmq8GT7VO zw&~2$Ms*fntemmE`tNE${%@QTsKYT^mJm=%qxu;P^Larik5YiM_{|WAnc9F)0Aoz3 z6RdYY;Y#BVNYA{t^KKP1t&FnkjVHbf1BbFQy|>)Dpj&+*0@#!E(QXYU(lC&nS}Oy0 zsm&(6wo6KpA@+=H@U!#nz=HHKL#kTtd6*p@sGD^VFswU-vVsBR zp}LgpSbsdolgKRiKv z0*gjSl%)*FE~mBzJDSzL0oHFkm&weQ?j44-S1`=0F*T$&BF6)j;t z6gIATU|<@pJeXiBQZ4?+8-xLbH#_(dHPo*igp_ZD5zfAM1`?aBY4_ncvq%zW(O~Xp z=^b#V9{O0=3Vcu|T>}96xJ_d0eA`thKx3F03G*-{W~IaAj%-vF0!|sX#7xT^pEe7E zJdbFpfO`g9WKVwE9-bA!rc<640mMCaHFVG@uq3vBL?R$fYLeeKBxnY5T26Ifa&vbG zf3OZL`w-T_{zIC3Ei%3JMCU#gmmoeXsgAz=zyy457k62T{3Lf3;z~RL-0F*{L0g|` zpz5D`ik&M5gG2@4HP~RA``8lVryoB{iu~2B4mO!PaDK+(K2!o;t|%Uf{Fd;WloDVkt=LYy%2F zB*+;`uOogv_q!(@VV|}Z?3{E2RO_x+CxR8|K+ZAOu_*F`DwxiZBD2oAsZZpg1?>T4 zKW5dSV}Zlr;siiYLG6yeBcY0qa9UMQy!rqcQi^tXFi9)}q|jz?Y#kyCO#AnWtOf*5 z7WElNmyFtap1nlZ^bvkHzEscsnDk>c2;0GGAgD9iGQJa`)I0x^Oml1R6K4WB6X^H3 zCSQ{?f-(e?7|18SyP|@S4wj*C|Ehod=M_Va2Is^HPA!6E zBO1lE+y<(0xFHj;DcHw`gWU^!QD#Md@3U9r3DUYJZOflVHWPI(=g(e9@P9R{~*2nTX#1g8!RT`W*ujifhtvE zB#fE4v%tiQ(ZWbDX{n+L-4UDn~isg}GU8Audx0 zqbCsyD}E43sxt;d4iuP-I8H8uTapv%WSFLLr$+K!_q6_c0GZc6LFhCEYh@JqF zl>p){+8%JpjYUyKB>LpouPcE`j!6P!&bcJLdi`M6(|A`CEXIzd#5!r! z5Uq8rt%Hn2CLh$?v$?@{u=doDiuI`?An8lA;j*9!6Nl3WIa}2l9f7S%6${ zwx}P{nmBLGGMmJ-5*-4_>)RC&PoiCFh%$J&W@Ah5F2(_M*}VsI3E-#d?;3!S_iS3e z>1#G&{6;YWmd9>`g4*H&Cnt%+w9L~C-U-~Bl%`sx`5**C55{9)>4-H#rddf<9gv;syF4hw;8xvt99ff6AZaoY>qznuv6G% zT^}t?b+Ifya9-8l=b?s5EgSPv zBTE72I_HzWGzRDb(q8$}p~d%G_aB5+g5~R44i^m^xrzdjJP*1pZQFXQd>UQyCFH~T z(=!#iM^$~3a-Bg1&VdRVF`=yz*j^~h*#yjOh?SO(Pk?(iH^nNU_Yx=)rTV%X?7K=s zB}(D;Y*ext}M9Ao~S#-lx*hAS6udL0Lsa+uH245`GT;6nQlOW!# z&c^~RsG-+0UCBhdqK_$+8ceqv3)jYEemre>e$9ye0FP-we1oETa&9)2k@tW>r8A5O z0?4+aARw!xY1KBlR9wKQo?TllYnQaG-3l514U?Y-Aqb({0?!+!mgXQs`@L zcwc~$%jKM?o6XCiX*1uFZ<|c&iJlRe6)AsK2un1w+J~6d&4$BAEWXv?)U1i#&!z;~ z-BWLS?HG19!D>+=?X90XCQvoD5XZL6sUnq1#&E6$P-axnF1yT>wRSOE{7)jdm6qhUwxNhOsnGGnNC`RRZO(#vKO=5>HU1Jpy9}Eewv@sx< zz1DnA&BwKJ9m!Y|LeR5Aj0@mf?iYV?q4vk89EL8FEK7r0#bH#LhZ z#v8Z-eIBpzV#WHSalIaLqQ)pVrn|$uue*GyBJvJSo?MoqUTd%pPa)G|v8;DJ=vMR~ zIu7SqfjFwLw#2|*HNJ7n7)>mq9E7Xu<}h4NLhb%foK&lK&8=@G|I+3IEtn@^_AXb*!K<*%@*JG9v)`|;Y*uY4 zr6QT@o8v|0;IWNXwS(=mH>S70gc|!YA)X=Dx+hb!#(2L3tyf3w;D3mi6^0j!Np4F| z`{pJL^c{5sNc$CJT#%8H_ogy_6G{2KW7?A_vyvrR!t&Z`9zxdI<{mNf9>ZC3KbGU7 zbl_Ov*1XQIQsQ~L^<_(rOq3}jrB428ZXQEo^BD@An&sDVBVC{K^hckalJp+GP`-3o zy#JjZc#l=*BjH!qJC#RzwZ2&E4c$4g=r=)1oPfC$*^scYy6LHFelV~&!c;tOKC$_W z!qf(4*fOkAJjp+Yy>l$*Eh$$q)7YgFDI|lY`nv!rbi0M>_qpR6k~U6sPv+9$n$r7R z7<)DQsV8^c@A#(-w^wJlmnTzuHMAAPU$`|E9t|D+R2Wo(*QTWp9wCFd0#AhpW`3QF zqq~s`cqHvLf!{8vzb_OsE3A18UK%EMA#o@xtqDj~mWM-%70qz<3vVO&R42CAEBCEb zvuhNVkEymu#s;K4kf4+cy5+~%ygqyA?&0KV#LO{1WF=j`+BI7Aej%e{4p69VbJ$P4 z45Y~8r!59YG%82-Wa%0!gG&**uZ3Mz>iz7jKg89-k<}C0)OImFPbOL}e$}=Wk_j{# z(DZm<>d`?xnMb{@nR8rMzoIYmrudW|m@)K!-d!54^%<4LFN`a>|3Lq&D3C`Ocwr(e zn@7DJU#6rPd0AUW)_%T7h9-5V5%G_66tgc_GLbT}BC!&P?&Eyb`dS#Lxkq*8hXWi( zPGZYtx2H1>(^za<&K7ywdS*j=Dy4rz+?8(C+frw}=5lUb%~3uZ*d=5jM*r|c-doG~ z-O`@4)(rQR-3-RxE7fN~P~*FXL=bx&J(v%fh*K;Yd9icU(V?a_)neU;)+CIz*J=oT zj_)W2Xmm@eA671iR2#z*$L?BWTaAmzNmR==i-pnqt1I$rKa<3yx~Xsvp}Kw5$+Y+h zg==S*mmla`nV3~;Yqy*^+2h$W9&Iiip5Etgkci_^A%{Auto?RU5fkpFLN=-+C$VLl zAl6yl*OD_)5ZO_EI-P1h+B{_ToS)Xy6P!9YoeGUBG}+==TeW>roQW^2lv}>paepfD zaeC$LFVNY&dnZ~W9@8zfhHKEAV)u}*8&!1n^x*0AfjExdESv(j%csm%mE5_4)dxLo zYDREJ7kycsK=Lckz4iFj^trf-Mn{KNA)KA-iedwKN{iEGBOVp-0ZDDJq!`egO&|X==wiEv64bWaWI*|dRK#h`{iO#*T+f1N6DZ-{W zKly1biUa4}w>nxA?emixf)QT_s}CJJen#C>fuS^R)zHG1INSaC(&R``<7%lvwYP!2 zTXqnuczAUn-x7L5glT7}t*Y!ubn|pwpmhw}K|3gd2-B=44J8mKmSdZu4Kf)HPpimfopQO?J}mTqJE>wXZx&`L$)?*QRh_k#=y|;KRx`eESj@(a^yn%bivK1@Q@?da!%Dfti-Pw zAtQS`Uu<3LBoloXM@wN6i6sg3Kn!^gV$TH4etY}Rs0YFJ;B>=l`zAy+cb$xc&SmPQ z#F8fFE|Aux5IEE*WCLn-pKoHRbp8j(ST|DQfy>j{t>O+&3r$FhN!P(hh9Ni_CIjlA zR(F5-`pdLuUYhOUs3j6?O7)g~C>;HyyVby-)$4FlY)xl11mlWOW;p6!C45C>J2FlpL+3N%&jP@xT#SOUWXQ3mKpIYA{PJ7Dq1ZgkOe>8_-tWm!j|-NvY28Oxm&zCdAq zwIP$CDnSU%Y681nRn>zjGI<6bzqOY%ut3@cb59VEoVW)FfH%%8Y#ZTuXMA(Rktc6J z+i+!BF4CMtXAywLb1`S9|8z2`g4%SRXE9$PT|~rsusEiSs^$Fv%yNP!$cQ6rs<)FO zZ+}njbx8ewUJQM&mJF4I(V`M-LZYi=Z(?YQp+xe95~v)wL8Tbh1Xm~mzUsuUsbIfC z{E#_dJHZaaTeAL7uV=eqn{h@EH%sw|wRHcl#Eh=MP}$odW}ZE%sQxYrZyy-17Cj~W zx~N*!hO4N%ln?yBJ49k?&&D0zBmdYfVgC4T;%W69mp;moT67VFBWGZ_F0pbF|PxuWCtGF|W2Obd2IWF~qu%*r@ z%;Jt@ekha@2q&F9O_@Bq}{7?A~hW0<6mjrn@qz>-^CWas%*zOOT4ROU3dh zNTH4bvu^IO(ymCo4J}b<4|!WOnm!gsd=>Uxx?2^(roz*bZjhHf4>J$q&f55WgFE#2 zwZ3G$6+LTk4KG%%T)o$h7)@;Wui#T$;*Ox~p5(cC3!h?R5r;6|P2e8>;^hyP3&5hX zMX`tM?!j^^1xgD+@bCL;7jl@mjo&2qI!#E)WHDS`qWv^ii9+b>VT~8)pn8twCB&4s zx(2GLMne3WXi{-`_oj>W5r_gpjsfv5IVFO4m*7dvwll9I$fy!pQEqt+(tXIbJ-VLj zgU788Vqda#ooo;I#$_~&&tiofk{hea;0v93Ey6L?;ai|>$Uc!aL!B{Qtb%`rq;NCS zCd&k1;Il#}LIsu9oL`FH8e?sFnOnV!NsylpQOo@N-1;1AGzJ_Hl3`vcac&ob)eYyJ ztq{98BiO31-O#IXBDcXc_57ojP~otyu^oh<^et9;Mh6tBYpZ=av5oJm&tT;ns!_U~ zU^BpjnDo)UZruQ((wwlnN}rD{smEUJm;+fxpaU2{44vPShwLidV_P~?_b;Oe9h;|0 z6+6jdz!Sdo*6y*t?mYQaZ+WD!{fYu9-)F8j|8OaOfPx8ygqDh)aO;hZzQIHv6FB*b z)qKg&=h4A|mwHRXPV!+V`AijSh`xKL!N#FM5=wx%}6W_gj(F_kiawK=s*qkW<^VvjoXE>MRU*2>_nd`CB(WCuNB}X*JroZwa{X^?_orM)h$k zn@P`jk$ikv3j3^xUfkXFVg~zWZsD1L0W6r}hr4QT1+H<8ViEe>*8yYvUx0npboBPx z{Lo_i6N|PV5}Lj4tCBF|2bUFoq%~8X^l6||t4k;AEs<3+x}1?O0n|h9p?t4sgPZsb zGtt0Ri>^0WXUk|0?@&y}0FxwOMxNsa|AG|+#@q4RAPzMeDZPxri>`7;4315RKX&6n zi_@k13neCsM=#S4e<-)m9u0g}dqy^&gG+xO;g1VvtQZN(jK1t(NMFpH&j+x2 zNrT>SMD@NF=8;;E*0_pH-xq@y^BbxPSfVS<&`avnKXb1@Tm_8$XC3Z?;<`+BjozuZ zdTRT!oRJxlK!(!!C@ze$*Dx;Nd9^#)pwH}L{u#{c?fTlH;`(20=_F?tbuI3i=-0<* z^f;xh`>g)XWi4QT6LGt{z-5UJg=cr9tzI$c17e>eg+X;+M5L$z%^RHes0zwuTuj}x z^n&{RM80y|dwB8YXAoKOsHDhaVp-Cy7tTdn-c|?kWck`0;t>yLV3ApWep<%;3?|h< zZOTbSY>2s7#+^^Fv~5(szox^2IZ8%dNrUZFOq%KwVIdA_6Jr2~9CxSdf@MBTi5P$s z-l_WjcD_WiCNphHYiKqFrY*%YPfSCgOnh;bYPqE8KJ(R<)DGIMmNv4(p-f7V!Gb6^ z`Bmq3xuh=I0Hwtu;Yzo$091#%1#d#Yq9UKw>0gDwsdl)bQL2ohGt!O5lGtLYJwF8; zVGj;OctS#{C~DcAr?#ZD>Zdjt25)r1DIl?2bLclqDPfVJ9K<#U38L`Y?8HRoevQqj zTg6<#DP7|5I!gC2`YmXsRiAk_$kW+Y;aUe-arTn*J2-)_{*&Xyu(AF>?7d}NRofc| zNC+y3pb`oa_bSq$(hVwd1?g@S=@dA`p+QAKK&7O+Q@X=KX{13ykvf#bp<~`{T)lVZ z{(tjnW78|E;hlEf5zSrXbPYGJZb5XZ|p2Tq32THL1 z-akD7Bnw(-4eT$;4 z&g#yCzF_a`OAb$t^kg@{25O^vPz(3oq`@1vw7KE#KWEen=p@kwb~nfaXCjLL>d)JV zAAEP3EEVE66OMMsh1l0-=8JbfU)#{qV5m|$=h@3Lk!9HZ+Y`*-?QQ-T7m7qhHax`g z4RF(&d1pDB9!azj&6u3}=W$7bfetT~;LZOEpXx>29;^OGh}JT4(INjM0ZWYu1{U)_ z;;UX?g?(1!f5dR9#zDD~{Xa6a$Vic+fWUuefhnS(%b)YVg1kh)E2QcF>4Eq{Ie>(6 zAado_5>Tihaa^?_oCxApWZJTA3|ese{jVEhUk=sP20NV7V(3X`ps(f|1#l!ou!p($npDLBY(X$tCqL? z5w@-Q7fb(|GC#kScnqAmrp+&fmOp=jfC0bFGYLkRp7~#jo9h0#y8im3OO&u=O@zM6 z|L45_^#|eXuw*^!pxXhi=&zst_SI`mSh5}~9IyW8iQ(5}s20JJB_rlGFZ_S~0t{qE zuw-2l6P*7i^!e*^D87e#@c+Gm=t*p7jpCO3^J!+|Ij)gEj3A=2?{Alzo+|j%Kj^#P zJN}8jhu#L$TJnLbfdh0%)jIW?+%)K2#&J#2P^i3hlO7cQHD3denEI#RV(Nd)R|^%x z(Hhsq2I&6l#2|j_wzJl`+UEJ@ zH@G7<+u*c%WbygcYkt~YSVLA zH0KebQcuw8!M*8?3H#bQI4ezoCjVO~2*Pb@1ruq9HvQ0UM9|{!Ez=uEU^X>W=Jr?k z7=+V2SQCkSbH>3acD6m(=X^bS?D9&!PRmXI**qoQq&T`u6p0+i6TO9#VdRcm0vR(xT%mnNANLbZoy`p zui)EYz7{&PcBHDa1Qf*E|?;;+VEC zy}S$*58~tD5(W}VD)<0}7c0#YmvWR1B+oaA88+ZJ!2i-1PmMu~I2{B@#$!xQKeq~d z;u?VKr=alsMsZg%FSoPoO1>|9sB39)ZJ8|M)@hgv59@Jw6DPca2d*9>E5svW;Lxq; z%mvDR{_Cr(%>Zf8JXU^CG6b!+Q;&5(aPIeM`M(D;9dkIsid^KhQP?oc_Tl@)>|c z=cAEi$(}m#;L?DEL_Y_BxT!)p;X98M>SK24CStOFVbKP54?N{CzslOel{MGd$FB`=LH=!3}zUVp

    v8xwU~cU<-S;r!zKYWHWR>GCN7p!~HJ-g>2LQoOCB zbU+Gv>DWpnt8?5)X|D()$*eNgv8haJdDlWNfz{~|T031W)EN!%Q5Tm^^P+WccKD7UCNt&P zWw$;1t(xq|uVGv!O==-24av;BjqoVrJ=V3pCCdTw(}yfYGfLav9Ad_^)3x6XF^Ljw zyd>s2jmj?JG3#T z(-EQEnQ5ZKDegGhI|aGlnNr@Y6V3LIKO%ZLH4VMVDFmE-HWl^>w35?r5h>(#RB^a3T#6tnN8a6N0s-rQ=@Dx*$|6$IzrOxuy+x7!N0OA#}B4!{6y@ zk}Z&Ic)g0)9&zq?Y@;|&5Z!kIfe?sL>V^hx{0dD!ia8Zr89&X%5%*g7|q z2LdHMs9J~$JN?~HOv065t^6Gnb@QGHiuHd&??-y*`0P>;+=PBa{W1^Nh~&1VdmZdI zF4372U&Q-1EA{c#L&TwIxyE4VrwwE$nE?ftc6u5!*#QZww;afc`zVcObLB3y2A)>{ z--jElZr*_zyP#${Nfjel7>A8}U_6Hnc2Dx1jxTI{d5>i1P8`s*M%)L>tnp`$?qs_6 zO_u7>9Fv0$Qhb;dp-zF%%?iy?n)59}2_$^gTUJ@Y$lM)l3Mxh!`rV~2M5X$96w!t= z%C%tM5{CLsTG_FgtJ7!_rw>Zlzg$unSO>F}qY+OFYEL{V3^`5Ma(}w_t3^&;L?JB~ zVaq1&j;wRxW0H?sU0Md#iI<;yfrs#o)j{dgr=-u`z4mhdHhpVo6+Pb^&n;X1^Bfuc ze5VsoXYyVVPKHKwO}|d)=&|1X#-V&UdhCXFd;JT^*M@HECL#0-`VMm4#}H$nm!o8V z4d8ec9*XAtH(Dx{KPW0J&ze&{dCJMg{|FRDZ-=MRN}huLW#`8B@haR*@a{>CqCf-$<`q$QCSuqGB`-%*4YU<;-0hT(+o+sF4$}93m9cO)tAV(>qU3lMXT4 zi%K$HL6)M;`x<;@WodhlvS+o=0v}c<&f?LWLu$sUdHRcsy0hpWKI1=^^2&yq+f-WD zt-p599K|tiVADao-JBA*jW=eHzKdjg^P%>hJD(GDI~_f2nJu-Z&+V>BUh40LkjDkF zY3=&>&z+{CIuKtL(ULK{UCdwe(Q_`=Vl2EZcS12v+W5mcXz+Xn_tY4JEg= zy+~cqQBpKxojBSNv8<+Gkx5t*-Ts24#yB?Q>5tOB^D7=&=7yK-toa4er{N02hJGZE zJr7szZ_ka4X}7?SH3`ZSG# z48>@k+yKI0qObY--J(?U{Wf?Os9TNv?s+Bm=p8}l5jY9@?d#U4UQ5JmT zOH;+Tt@lX!4tMj|0c)IauCU&PNshR_5_VzVEvv5rA}mRhyUWZw*P@oQ+9D3$7_h%! zBW7GEA1@+^inu1Qqjo$?E^6)5yyt@dWv5qdgz2ZC!*_I@N#%lmKKrz8x7CeUhF3aT z=~0(+!{w}Os}2qK$1QA^AbDxwke7D*e4b4IJ(8D%!$r7#sk7(_?!>(>@GUD&CdIbaGy<)X;vD`mZ+cvPsjAFNVe) z-deWy*&VCna;#Z5Q7s(3eYm7!{d&xBUH)=rOzv9LH%ePse%i3Y4k zt%$KMIR}KI?H!TZqcnm((^otqqV1DJe6RXL+BdVCns@2nf{CN#2a$8vA0J6ii{SXm z%_?D9?60S&9MZx1Q0*@un3Z;983Vgl^+V%QMw_ABKb?tWqc9%b$F*!`X(S88t~sexBsuoer+nUZW@U1(*mD ztetY%X30iP1aPd2Rg1Ux0n?Wx>o5^xvU*_Y!h7Qt-;RKQXSn?legY*A!J`Cf#k_iK zD{5r&lYH(fg2%iTSQ}{Lr>2(+_CxUVnoO22gnM?1d>S`O$0@O)+jPivh|U=t?HH*U z;@9C8G4Hc0%zAS2EbGX4d4afQ5pUc90xW(dimZ57b`!JNgX37%5mjc)?eeiqb^ko? z4E1q|ob&Q!l)YFUv(ChZcYVw46@oEYXImY>>5;MRR2|_HL17#jWl75Rp4OOAS%JTAgpmodtsqc3_EhUg%agt98Q>aV zgG-}%myyUSBI||Zmssu`ZuT*&&Ud6${dQS+Gz~<}uJ=rpvv6q0P;r}Cu|7gMIkv+< zy$EV{zhm(!xDH7?&=6zjcE=RT$%!iFT)SG46)M6TBWK<&vfBDJHT4$F9Ui{Z^pA_N zd49J@GOzjA@~wU#y}q4IS6)h=CC(a{B)zN3cL!1{uBTnK~}=aCn*Qr z)q*7^<$F{E7~J(z^A%{RvaKFOH&P36p8x`EQoO!ugU_Ob6| zz!}B&XHaWq+)Q$aGgZC}qq$>yuPPkt2?5Und@?~=p!z&3SI|eT8MrusLgW9V7 zDiyI0n(gjbAkiPs{-`@A7p}fMsjuAc_3|iFg*_uClc$C&YqfW}_Fz%*J!!bxqoS-k z51TV*xDDn*>Lz;K4;Lyen)2qg7$~qFHMTWW?@kKe)l~KTORm29UV%pVpz>6$a^}K8i$$j4TP#n~w9~|x zbGCRmKa!iNifRxfTdgPM_Vuf?Y`)_6`;gzjO_bP&x|z)po0ruWXFKQ{ z>RF|a+E?QmFnLy`-BEU~#jpquRi)oU&T~_=fI7ochJ!bgsto$LwId>f`&}>Cyz|Br zqa)fV1V{^{ck*bMEV5OsWkv5XWsuCdc(CzwE=0`Wb^O)<{4Sb>TW76 zI%u~B(M3&KY%hN0aM#aAwa=32^6P+U{(-Y}?0N7c=>o7R1GmfjR*Ofa5{miBSjyVm6xDxJVVaM*m1 z!2L;&7{zA`^ze$@ps9(>Gw%a0odkoCck9+)-aWm}fAA93x5tBo)_@7aCd~ncIQ_}g z^hOI+5&L(GY@Ql`J|6I!2C8u;va6yJ(;A}iWVV&Y8P6tC_>dBzkE3EU*p-ZhSPe5K z!=iHNjoDcwYC&9a2KAas$|<(PcV(Eg{(+ywr`GweBGl?8M(I<2VbLa*(I(N1=CMVo z6rFpB#^`R#+a*6zN|x$B&K{H1mV9bU?$WJb0a+c7l%`TW+{bABg(O@0x(qNyV!|S* zno)nhY)q~qZSSN-^TmyC245I<`JK$i76i%Gj{;I-$iYes=Y)Nd%=9%&Ym1--!OBYW{WfP=S@ckE4g(R+efP>oy8K2olVLIdT z!uoX*E_GN+ZUxac;2b}`olU9NG}azl;?4Qjrn1FFD@dmDRNBZ5#E}U}(jVmWFLs5{ z>yK}U+Elagz1XefZ6a@GKYHoYT;y^`6^9-v0V#4sNuj?b zGnVu*jkWnI;!0fU9b{k6SvGLnv+G%WH<~N5l#0ZGL6@|7$@z>6{_rX7KuW3$v_j0W|h|jkezx+#Se-~P%K4s#i>&#T$>G_XDG_5jN=u12XH5x7laS~(oqv_dK!UjK3mXm zn(n?uhbMI;vnh*IEQcuzeSuBEPT9NtaCC__y`uc^J>Oes=EPLGPNE(&vMQjQG-0U` z>z>7Q7DnmP@R>XZ>O%#JO5R$yS12lH`9vrP4tjP##up{%>N?U&y)RuEipAHFYN}9- zAHPzajgwU0a2KGk%0O}aOF0x`CN`T|CA5Uv&-v1_8e5W^5P{uF4W!ure80|NZ7oo%B`y%p6lGsC$3Qa*@LfbE(n}8u@oO&l;kyMQD&@S1n$htUFP(1uS+|U zw8)kVQ}W$)iTVu+@4f-D?Y->4aT&Jsv3FGx1!E@E?= z;Xv^0R0W^2HM_qAK2au90v8eGT$8dg5NpHm8X`9t?p00dRi=1wT{TeXz+`3PM0-AG zX;=tEOKTV@F|=)*^#I^q?+J^6uv*jMFB6gi^z6zVOIK=dtXii;Pf6hydE$h-FLb*u zLw#JSpJ^`m$P1feP^p&5RNVfDUgB3te(V!@)-GZKF|s(-4h00*-fMa0n?|J0Hj|mW zu<31CQ8Ym8LD?g$K5OAl6rmaZY!rhRY%i9R>0h8MnM#m=t?V(pSNB>x!xR0YL#a5` z*l}^^nQeoD0n@DD+^TsXN7)evc{tO@*@QM9&Px_2i*abYM)lP31jjaQCU(~C3e}-7 zylD^tA3ZG5ZJ8GKK6|snw{N;$rAV89?)z#B#S8(DU8QfU%&Rncd>O&adSXZER6_Pq zz$$gWYI&Jvool4u|LVWO-%S1OK4{;BUSXh8aT1zB(Xf+>B>Aa2&yisWm3%c=$Dfpt zs7gx|FuT5PMtW0xOdR3h?WfVWaJs8Vaq$=?u1ia~K0v~#YVw3Z0RC!gSwE!9P>JW_ zX--8yt~LDONFcefo*igY2oz(($?;BzP@)@|Y4GVn`w@~5*-EN%%^;RGZR)lw0POK= z^SX~9va3?h*E@kYpI*NsCJ5epLz#B5bKJk{WE%yYc)41~Qt|pUNL?Ru4t*)L$H9p7 zH#{+KT)jX%8I?%RCuUdR(H>cL-T5^0!zI}db(^klL~^J?#+;NrCWAH@Z7>;B==HMf z$TwT5iG|MnZ%8LKd+6`6R&l7;&dIXKWF+Z+l_5!4Pop5YHdJnFz^`LMq;0B}JVqPd z%9Nny_AROpp5`FtLg;l>3a6|ItJhoe^7+4Q=^VHy)0Gx1AVZp7E%$waC}o6wtt^-- zFYk)a41dSZjdaj{fokUmLl}xY2ilNPp{a`)`KHsFKZw_OWZQH2yUH)(< z$Cy*+XX0^jR(^SAmk0V5dkl^xk;OJnsi$Exi*~YLNJ`_rS)8`p2z0lKq2#GFVIz12 zX9}ux{)bB~h{_NxW?6+7hD3nW1h^IKR$&+m{#3z6Xeim9AXtAE@S&U;y=+xq+r`-ZlUI(@3Tt;XcG94iKUR`j5B#9nrddmHK| zYQ1AJtQbbx4h7nS*b5wyw$baR&_aKt1{r|Rbswn#iT#I3Pla4f!`qDQOazI0ddK|F z+W+M;9~0_%)pZFwsE&XmF>Ai-)f=-J2~|2aSbeG&peO!h8ooDQFHG*fI8c zH?ht?bG;hiNEH*$Tt9==&72x9HL1;0ot8n@BbOAr+DL zjfW4T=r&hd6lAjt%rQap_^*WMhSCWedJ?U*L+n>A6vgP7^^C*SJ~BLC#j`sua8TPKTaCxDP10+4_YAzUIxuo6qZ6## zS51Ji%lXECT`7ShO|o+BgKQgURn5Zo&uP~fIcjGWVB-?wg_=z>1Fu!FNl+QP7wY&O zv)Gvo%k5yo3amIgGC#~uUJ3`(fQ&CDtP79CNhh<6a$`U23(UDIqL1qtb{YD!QtLA3 zG~)GodY#33e8!(+TslJhy_X4(&i7l%Bb!*VV-{0-l=4bq9YL_b=OZb*naylD3`1aA zH%Est&ls-ruv7D)A&E^&jP_;6WaW-W`YNzC-%VGFqsZ-ZBw)mLx)U5psf_}5_7u88 zeJAhBkikMdT7V75u>tpRg-0*PZr8`EA!%%Y9A+VVJjs3n<5Z0%l3-)>L9?=5%m^gL z^d>dL`Wgw1Dka>f)P8qnd+pHiOP}ZoEW=4PapfuE=&4&74U`OBz^;#TJi{opA(3v` zC>1qxw(rHw=DT$;cdLibmvRv?Z|k>W-eVl(=E`mmc!ZZL)N08Kd^)tD82!Yh;10n# z5GG8y%W=H7^w;|4lmj_sW|BkOSDi;)nQjuN#IG&u zPYH1qwa%U18-1wX$%>-S{Fhg5rwA@ug1;jujqC^kxriE<(#T0lIoZS>A|j`(=`=js z=CmrL(~C5RICeldaj#ZpubKR;QiH6d*_f-%H6%Px_+HNZ@pzQn-=L5(<^uitJJB# zL)*3&SK!gbkc1v+u24jTDSE;^+?tYF6k~+7>UOKS5EwXZqOE<1Ai6hDO*Dq$;s#@M zv9`HT*qD~zd2r<9w$kC*%w7HRfX3z`m;@O_husABoXX8`Q!EI zD{N{H#k}gmXh7`&vhuCGz22=QJ&K3w1C4I-zgX>8v9nD$lYI z_9D0%jh5z$-5M{Rn)~y?hi5bLN4#$3hgqlg_IgLK3LUr?ES6N={GCOCR5tpFK_pIx z1`8s1|LlB@M`Xq_at}R+=&A_@dCaam1gs>n>UpEXST)neZ#qiUP30DsMk;aMBG5Gj z>!h$qjarm2I4u`yRo&OG454@|jx=Z?DrLvFrRO$*UdfY=-K|wU){|-H-m{WOzM$LY zl4QBlqoXz*w=&sW7v`Oa7R;e4C(Q z%~|g3j^~6zs)~9$+OwCP7j+{aT&1E}b5-xGdzMDso{_qzLZ&~4D|Eby=9;rtF8G2i zUXf7Vvro^`sIRkhd^!PKDJPa^%~}R&k-fC^+c)PysT4JWt2oP7{&pMn#{@JkowruQ zo5avv%tLf~tpWOBf$f$({Z%@$RP|rd1MBN%Y)FEnFM_PINCj^TwepLplj1F;R|}NG z#r$<3lqAwQzxZ=Ub*sLD?SqwifCP#tb0gCxjcdaRy%6WCioWwA-=a(TVkz_jp^Xqj z&d`(SAw!Ym{SpZ4lXo*6In7 zSB6(sOTCD)%il^kRxx7(4R&Ahr+x0|wG(4pNcG*5IhQJ(7P!*RwwX)UCsT0cN416Q zI7l&T=8CIqSMn{1(Z}RSEE-xwLBN>bzVhs0S_+H_Gr*Yn= zzV2`Nj6ZLhL}J~c8A?@yrqJ4d-OeBU4ctT7*WtQ)&k|ApS7KdHBn-*65Oh8NaV39m zbPS5TzyQmcQtTxAF;)J4?H`{WE&{@u`o~`RGc_e2S zr|UnRCDnnX(~o(YGV)*J5svUYSMaZ`{$CF$Bw-*4pE=UOPQNbk?>qYKMb$Xrvo@2G zwf&brriB{J&OAE7p`f32)jwb0h-xK#WL9wr9@2l@?O%5|Qw{EWDf){U|9?&2No4x| zzdjJ1beF?QD;~HV7+%BvtK!5W!#EmpapxaN zbp!;6pm7!UFv{FWb#MrBx(M+&5<^z$f8P!gHu%R|q@su?>#w`4ZwQdf;v}%fj3~A4 zoDdgukLR_FSVp~kv@QiPF0GI<(FO`hvba{uzbBN>0q7K_RDX>-^3^`mMaUtGls|Xe z9;%{fU^w1v*z{PpLX1vq|W_80zjcYl4WdJQIml%^KTZ`b+jijl8y z&D#HC3cy+!fDrJHu(ACs$?ezsGvKrd{=Jy|dfV?`DV~5iL~+YF?Vs=X+oc>z6g>PN zPXYL(LF8xEpSii@|8;%dI6Tw8-++I-jf51kF5L?c|Hb6~*Y&}`pZ)bo{`FPnLwG;} z3X7EgzE%Ie3cSwP-z8`aofq*CayuddzC1Pt848zHQAJmN{(B-FvY5Y8xAoXkwu2jr%mha?Tb zeJ<+EOOV`8^r=14?~USpM)5aAJdYVhkz#p}=eJ@1eV`OO;5nY#nklmV{ina(QwcUu zDA`E4^ZnOa(o-z4gB}%J2aQfN*H@s!M1#@a*c#a4I|2u4i|sa|;Z3|xK ztJ<6x_9){OOGnB5s0>`eHJgr*Z1<2%+}(v91U1M4?>aHiV)41 zmjA9lzfYk~89YZ~3q}{dKnY%AgtIvXLTqke1P5yYTkTakSopKKBi3ux{R!?XkCwX; zGeds4l!hJiPk3!ET|hpt%POebX4RdBP_>uHHR5`WGFLoDb!~m>5QmGa4T{iDh}{)y zOAxPrKgBjXc*iL3V&hUZU))l46aNCjZUv4sHv%#b0zf9m$mzIg{qM_sVgL`nC;il) zop#@R^D2SXCKt)6*9zpNvD`g_+m9G;CWv_`M|uEO(2BGrcEM9C<~Xg;`93|9DC3hE z+(^#wJElZpQ>IuuU%}N@?zTVt&)$ZB_&do|B`X{)-*!QtJ3feuUkzXeCUEweG8Ny6 z(gG)(7~OFC(zgNo%iNdY zT~_^DYRl(9Z*2z~H>yQpX9PfB4fi+L+C*uLfX!wCcL@KF+1e=p4-L(Ja4H`F%4}2C5H+9h@I86$34& zddyp<_gmNq9RJ1ysW#R1U5%ZoJ}P)^tE@sVxKaon!uqc9LO>0Zwnmmb`@iPn{FuED z@s3>?cqkp`ah*X@!Zil2i-_M8{J*$~wqMJF_I2bu$%Pr)jJ0kaBgp;;;(Cb`K#5kk z2cjw%XYdT1pC}Ur+WjhEWTo>?g-Fm+;?qOHf>Wod-21$HkW|jC4zGP9#2^uAI7Q|I z9Y~*>R@mv-4Rr$#R6mO(K28X&aGwYSZ`&AJra7u~n5SJ=CX4=AOb0PZkj}gnp5m=< z!UWv~l5Pw_KiGSxwxl!CTt8%yb7q9F0#Yw3<4@nfRjpq|7G8u4jhH010&u(l(WoGA zzfOvsKP}=?SfIVKD!#u=isa=~POcg0xjycln*h!iO8hlq(8xFD?oj-OQs+5D8NSMl zjBkeNYzB^Xw)?4n&yVEYPoQ zh1E&xV%r<=5i}9o9LMjEDB0_;0_5OQ3U>P>$+1$$b`!x7K=C<8ngDkUQuYF?_J$D* zl6~0Htd* zi%R-)z}uSQ{D7k#*&^%)be$OR%jj8K8XH4o7VTOKee@<6(NysP$Hz_|?@FJtE^n9H zJCU)6Oz|Le3~W5ZBZR|wI^`GSx&_l6{+iUN-&Sj{`W%k3VP(!($q?UT5gV>8_%i*a zM@4}bdPFIegbsXLFLG&V(7;IXXG-xs1oGrMGc48QS)zT0zeJIaq# zY`~1Hp?-IgYYK2vrzTZV>%A=(i1j(Ww;W$!_CzvHT-)D1wH#C-aXQ=a0&oOg;lNB$ zOk@RYdsYA}`f+Ow0C1W~%YNr+#Czhwaaw9mdMWd*?0lQj^4$v0w{w%wTO^hbXbf)cbu z136vfhb*o)5I)AEAyZzdtRbbjcFZb~@oqhm0MJ0_yuxXV&(sJ(uO}n9c)AFkU!sP+ z)$O2}{9tKf0pd{?@M#oDtr&O;eV+E9`A%anY1VE4EBcVgr*jr84ArzW0#`k(ETCa( z64=DzEJQdA`br;|GZV}#2iJf$xN{xqp5cxvM z^+FrRDlfg+j`u*-|6FE!_|i&Dt1GAJ&i%7>;CDMt>a}^*kW2YKVb{c>!JJ5uE62z* zcgEfIAo29|&+r@1LwtsDRh%BCS@POZLMRJEF6LCuf{wu84BLLlh#S76c3%V>TtT$^ zm8kzyKZQphxPC|s-5FWuvnY=xQRR=Kic2)!+nyiy>e5<72{x6)F457<9~qt$H;|*& zU_3Q1CEeeL=v`#AuW^%QisQO{>hfrxmzugDJT30Ge#JA?HTucg0Z4szm!hR8wa(wI z)Q-s<<68e5=TJmNc`C-1E3ta3?A-kw4|BJx)etmc<=>!hbyN4PehsPxNtb-I8ujqo z)+WJm#Hz57aPffq%@yW1#GUv<`xdD^54_QAIptYsqU=o5M0A!Dh!?P&YPQ$0pL^YD zIxiuttGS~e!3W9iFbDzkjqqRQm%kuctQ5ku<%~9kh^#!E^T^fDqh?URPd7_lvTs(B zrkzBK=kTYZJu~+(C=0)ow}h^3P}a0U^)fY-6MvyODc3_;;nj`M3zee*>l5>61<)E{ zTZP*lydt~)RX~Vrb3AbW+ zr2S@@P4m%FIk4h2(c03y=H`=_4-RbqgJysq_L5wOo~>u9svR3H{qAwLLJ5xhZ`|^7 ztcCb6Tb6#E`PP^-sSZoM8V0DHL?b~EjJj#ap7- zz91@^5~AT8Iwn3%%7V}6uh|>LWAe%&31&+&Smj*DWzqXR=~HXoefAhZOMDAKIW-0Q znB#wZ)QIW()3k0hGg$8FiM~qEJ4LT?mix>~)P~m%f`lkKw`s$B9o3_vUaO0`X(b_) zu@SPwF*ldJ;Z%~@R4LByLA#J3=X^4ca)80q(C^?@_5ON!{bVaw&nmyRpaH4bScHtH z{0eq}!+B@xtW|S-;dBkUiV)zUHrLx#mpuu3g`X_3rG;-UWiBhV*ww9o<_zHYfffoq4&~Bav8%S9iE%;a%q! z?m2P4pizA7dM0d~xyoN@mv_caV2&;XF23uwU%!%_(DP-Bs($l+j>`N}{RK8dyzj@c zJa#B_rf6{{>(Uq$v3O;NZ4+^FJbQ-d>Rg9&bmr6)Ld+7cOCF*BtBao2d@{sqH>H}_ zpphkpULa2!vu1{)ZCxh%$Emp?{g7M28k)E6U+`h7e==om;23CB!~EB$jo#y5PbSdT zX?PkF`c+}X@8SVB39io>7|zev&$KAlP;rdViEH< zQ$(cYR0?rP4$b9nMzLhfPoh+C`~eED}RP00z%ry#4y2 zZ-Q1@qYP_TAgZgQ@<308i$%a{$=LLKPRVCstAY5|TNG~7Av*F|86TRV2dATv!6+n> zTIw_Vz2FZ+PARVF)bYZ4I+k88Lwp7soG?hMuax|}QmTnBzm-f*SjWukYeU-8U?Y>0 zI6M(*!`<%<7MY$EvT5Uy){Dhp3B7>5A(bW0W0=&8d-$v&C6NA7Ef&i>M@DVkOsiGT zAtxhE1wWeXnF#bq-*a^B%8@Ti`lhi4Rs~MGvUgT)7~FQ zn6cgqYVq8K(X|a^i}55!9u$P?59qgD$3Hq`m|C62V~tY=&fr4k%dgF;W0~TkuTrGo z3tQ|X#@7|@YrB2kHd>K=o3Yn6l0FRg=erFk&95N3?AD&z<19sO4XCgo|xNlz0pFU z!elO({sZxlutwn3g^B))dF8cUBM%3OMA9iHan$qG=)=@R2g@29iNhDWn*)eVEO*nM2H;ZxlMJ#01`^NF^cqz(|W ztDmT7$P8GFrqvBgx3$ed{iQ72hLY8!fdwj+g6}(){SI(4%DT=OD9NwEnd5wX3(Z#xLMN=#mG^!Z4n5HWwvONqfoh>m{a%xSnK?~pB+)yay++ZrfQCWfz z!i3K)*Zn>c38YhC>29*FQ*PN69ekpf|H~yw{{xY|1&)a8`?uwdhwttFF zr(Q?w$G(mkR37d(m301Nrua*}EKlZ_`N84|Ihlo#Y@=)+#cmm%hbKg-)C_!V42a?a z?@#SuUnlUs3+3u!$W7=|?%+V(>|SR=oBAKr$>y{mO`^mu0v_*TPcN~x&Z~>ZLuSUi zM@=9m!_n{PkR!?jT;uHy6kzK1we{7cCXX#vU6rGi{jf-OQ#;uF2Y8^kgZKVv-Vjuk ziSh*VhOX(R9r16EpP#%wSynmwxJ}C{{btl>yg(V=q~WIS0A)L*xix@0Wsl}&J)M(S zrhM6Kq>4mO{7DN(*J$=uUmAl+mXzcjgXBgEagN!+!!N?3uQl>hj1bM*`nOVT-qbd* zlq(jbj43tOOZ_?tNW@())!Du+cTxj`S%YT*z9B+O0W9Gn^Z|pOFHqXs4kv9j(#oM) zU#cc&+7=nut({5@mA{ObZn?tw^3`~;Z>ba6TbJ(Wn*RH7GjIGZP^{d1NO%Pf=vyMZ zK`iUsbOtvZX>Q=&bJ>%rEm*t6(PMKkl7Zf@F6g}6iqtUFY7+IFniU%2=m zuSCwOoKJEcl`%Iw-%x0rPID|4+z6t*S9ml|2xs8#>5qU*;E5wAsma`U6yRG) zl*rog!nX*kn~ZCi);|DL>%h^G5(WpBri!pCDSq~}+aKryyRw(pc)DECBhL~-H_O;6 zJ+SWm8~4z!c9Lr_RfTCwCp;2nK6Vy!Uf0L&KDKt4M`x#KIgo~ty-=02%w*MFde zskjStt%^&8YX@Qb1vLO{+6%e9`)lIvfKTzrX?7yTX`1rXc)3A-1O$Uyp#=!xIr=^7 zp$+IqvmX;(E!$W)f79hF3vLoo5Im=FS5fMaA6vcV#h#hb0tx{K`%y}51CI8PzY_^66U&Em{FEj-??Qh1QEDxi7p%awR?B&c-ZG7w|=LKe9T5XHcC3Pp4|LLS7L z)B%L>_$|2rz)T|*ELBGGarBPPj~4U0;_k450cY^sK;m&yY6;x~=h<>BI52+p^ur|2 zh;DqG@bu%)X50CWc*A1(#5YAL#64)C9L>684_2(vV|$Cvk07m5iJ>Xdr9hIvuxD6M zTN*`iPwgV+F?YLNIq9}eFN*CJkAJp-Ew2b$;TJb!gctOvT>AQOmXH_&J&8UQ2Zg2b~=U z<*WtEPWef9^)6bRDxE($HglJP&4Q;koo}$}ALZ_u7^3nJTMakce(sL_yqcVVEfJaW zi~=Q2JHc^s#|i*M_P!K0>C`#MghLJm9p|Yf4!tZRYMa6aV!TcQ@8`(JK7Rx`%_3Q` z_I?|f1G2RC&I&5eUHnN;^{-kJI%d(F*%l%cdWyZYPBMWRiKRjkW)1U*ErjsnlYDQ^ zf1h4tnMm9l%F}z!c!T`(vXuCP?tqn+AbN4J*t}8qI_9_sE13{uRJO=>MO<`0cl3>?u{B)wNxwQkWLNlB0T(5mZgN9G0z2z9Kbuc@sI@CzI9bfkod98; z8Yzb4nYU&P@xXQOo+RnesU$MlE@8C@@SQT3+M?bwe7r1_wmkvY#zVHKZvfbNo=-JFaoJ^EnZohnOe`9qz(1-`-&ePltqLsIYd3)@^3ene%XQRxeKF>Y@C7Z(4oH1?dv(~*^jDE6%Q+n(R zIY-yici#x4Xjc!wQmMsfQqVO!>_)Us-TLw?Kd38Uf817&U*b^-9v; ztKY{K>#}0c(mK9-% zVjA+oMbd9r--w>7?j93G zTjaDB6+8AIeerQ6m_eO7%*gIJ*Ym?+$_I^DPLWE#z+JxuY0Jkp>;VL{NwxN>F8BOm z;Z2Thu7Hbrg+`yKUC^%GJPwR9euM7Pb_grsnD5FM4VLM+WH;V$QPjtV_c5tv+HN=I zk34@u1M{{bB;!ufkFfH>45bG_fKAox1u8RT34KWp*99;dxwX`M;@tJ;E~MlH58b=+ zBCxtV6|wa9^_p}=ul2e~mq)NRq{lv>PF0@vUs_<9Fndy`?cun~>m46JsMnqMg2)2% zQL*YM$>*$wWP6$nEM6PN;e&39jEzB~=AKV(a-cNCF*~uS-$`5JX~r*LnEyuU^kmdd z9%Jm9ovcysxHB2ML3IrYV2_N{rIPBQBY5vmLW4w7XBJX9IFw~n(}xABNKH3DIO-iF zq$bk$dSydX5REB-=BtHG<%H267JBN=0)=ls?ToNft{?<@#KzS5VYRw8{L?k&1k(a< z>~Ch})k(WlsMP$s%bM#=QlUteiN>Y5Ny0a5Rovi7ZBNHHeqzAzia^_O&yz^TiVv-7 zhg`8J9X`igAPElv-;>jQ8*|03nCP3rU^;Ifft@RqoGr{>z)myycQ_?R*wxiqi^bA; z-30;YeJmJ;kiiLf4B)VrXg+$Bz({?ePk6&TPhbwF!0AQh2x+Di@{Pg9$|SHqXC#Xg9XNktEk=i{Ifx+a;Pi(KgSKCYL@)e9~v( zP4^vIzWSsbOIs=H%UoiTs1g#6Q1ud$vEwlp&gW?xx{di`9Xa2&z)_5PfWbzysepUi ziYxgLq_|jUGSvmMi!m*u-i{3q+mEbU%P(%`CVpHPCMNn+hj^h2&LQTH4t3mLZu=Gc zEYwnPrgXFek^A(uej~TA>D-LxM%e_2uY_IgjV4*t+L?!5ho!{p*X18K5Z-@<9UwN) zX3zMtsw(Anm!osTcuk~G@Rh@;Wju+?bgqW2)kTp)pWzFrl(`~&cS0~5A)Xu1-4mQ+ z0SqKJ_cedl5`2c#*J(OsRR{V33AP-=L}d>oJRnbpc(Gchp5pVH^pEzdqb?Ico9r8- zqpp;m9a8o9drQRz9bxs*sw zAp}JK`7`ShLFsp%Op@?_9AEjo-NV6XldhJ{CS8SI86xKUKjO7JO58!AvbxbTX{wwBa?n3r-^=??Ul(X9AZT!J~W*ZSa9XCA}wvsC>>?r*j;C`z02Z(R;OSN3+Pkp*X%Cx_9znx-oNp<@;2|EP` z=0(0Rd(Xam76+^A&6I^3=soBvR=(f8L-HP7aXIOXJ(MZc)^(j&`$KKXyN_mxpquF<+k z3nCyQo5q$@kPcY}pdd&$f+AhgN@EKmZbiBj0qO2W3F+=s0coV9x$|Xhj8xZh{4ZSgWUl;+qvG<%~GnS9LG+nKnk zKDD0^qhj)z!Wi-2h}?ga=0@}Z4$NmEaT-H8D!pN(X=b5H#VW~;4%L>$1?{jit1Aq0 zefA{WF;3H&BbG520@~Wk7(+Y-?Pw}5-4)i;N}sM;j(1DPuFO3}PX8#qVbP}$@v+ej#pCLx%~cN+6C!)d>JBi( zZo^ahS~nDlvJ4x)y(+wGMr!zN^PElSRaR*Qc@C#;oGx3RWRdXRZ}v_CKgu=hgeSbB z%Nd$GbTavD)+bc&e|uxQ*_1d_m$I_5UzS5*D0cxzm&g7jrQujxLXac3J$-9-u$3}v z$6Esa|`?qqbct)5liDQER=#zf3^MY&GUAH^Cm@JWo^K^3KM4l)ZbM z3hb)ym<*TZ&b*R1>ba;TvbJC-!`z-A4=#eX4~2G#!9sDSk<#WuhG~bF zV#PB67)ZN#7|-skK@eZ3Fi1*mir!U$7zjf`bYkd<2maM~8=WHj+lE}fpgS54L3vu^ zUVs;qEG>4`Lt(=PruGiewL#L1MniRk+B`zov5P=U#<6!WJbwfg#4*?#QyiO5wp$0` z3x)v3rqbun&LpdV4N7D8s}m9!8bH?NZA@mf>eeSvVVW9PW#93G==L~A>plr;ga8TO zuZPg0v_2WjCLgrqm*_qV<=X-!>yK-K{8VwsQUg&QAcNpReNHg-8yAD!i0` zpx}PHloD#z{l6Rt%xbK~!QVzw{o;W3=89hcDBrzEsP*TJ_`oggf7(Fiqs_4$XxEww zfWZvDC)NMDG46a!5U*KqN%+~jlBuX#sp(wgbct927U^FzWQYaBN^4QIXgH#pzUkN<)m|DS;#f17ke?LRYqf=s&W??!=vIO)#0f=rGq zDfYZu;=_o_GvDV7Q%h``-Y6dB?6`v8vgUr{Crs#=dbpGy2jYRUE$~*G)(k54jaR8c zK>qLBnB{N-2)3SfTr@om!UD|zCa*HRmvKn83>y$lL7hMnj9B$+fN4Ozj6KqbP*Elv z0&RUb6ovs(aGKUU``Qri`#|!y^6ntYT8c-G;^^U>MM&ie} z!+p442HR>-^`UC#o_>1;WEF-dOLj8&U{U}>7GRai^-s6B3rusD)XWbPwzF0Kdi4yQ$(IGxsDHL-KflS1iV17-=&c=W z{cpEWsR(CWRB-&B@00S|0FYsd;doixC;U%m2jLACP*hitQT``hVx|EYWXIj1|7Z}n z05c!Le4O>45b?mMgs7qG|8a~10OeZe^Wx{$B;>4TZEDjd1CM@I` z9yCbWJbns*dd(@i5^0r(JaqtGr}STF9oSFzKLGd-&c?qT5dXFL{QsmCyhh}DkItAzyN@!ep(VYx8{CAgRo*R{0# z7I`VkX0|b=XCHDpHOm2^>pdu7hSMOH5Oq{EON{4{B+to)z!4vpEX2+|Wu08ZRlQ$t z8OH5iSkRKaYt!nVhb0bVTx9{GwM1wfnB*h+5oa1Ex;Y5OJ)8p+Tw&1@uAKH5YZ+Fx%d(NtN=XP^WjHD3DiQ0KpRM2myT{RwG1~^kT0lt z0Gbh6=^&$Vl)dYDSod=p@u5IU!&+;}?mnn})D&&5Pd{H7CclM+D*&;r4A8C$V$0+KS_U1U;jx{R%VTg| z`x<=AX>~HI1kl`-Y|Yu>`&|>~VA7K!tiwSEku`-5d}D;xjtW z%k@B9}ChXS7$Aeb9&eDCG#PhCY(2hL**)WBcFg@PQsIxYOXWK&wcfkdC zJ;mC5w5Y9XHlp5^zEkgV#VoON#ybc}pk3h@6^Jtnv8rOerm+F2=PasJ+;?@nGcV%#ZNSL7J2hAm)fImvhJzF}*AAR?f3c@>xKv=hTV_IG|QGfA92FR%c;AOWEwj)5?pJ%(6k*X>fM z?$lUSv#acj+T7F$v2Ej&loCISvPIVoRr!aWtJBjr&rOI)Ih*SS z4VlrSM~LKPjk*#xbpZfuc&P6#5Y_VmlVz^{s@{#o8Is@SQT3J!%SFYUGo;v*6cAc+ zsw;1MvkM$EP^r(=QcMbh(*ICzuc1ycsj9!ddq)jh=1}`9C6na$PLa^&s}Gevd!@kU zKBsa0tIoTZ=3<+|aEj-#AKrfV)kmi zUyn4`H39LipHg;!RZs3yx8`WQ*(I;nR?@`jMHaAp^Q@7C~_QP#1>*cjflDrs2je@-^VLq!@pU}*S|-b zYW0w(85CkQ28VNP#}5?BI1YBN!SRrN^_Zk#GsyT68U_pJ% zIw(!9uO$N`6{cV}U=Wc<>SL!1?yIS<88=n|bjM`tWV$dKId7$sKk4{G^1PwrtjIf| zy@44AQ5tQo-;u&?Cp0*5srcy~hQ%kN(D_)R*Ba5`2exv>PfWxhgI&m9C%a%cT`enH z9!?n81mf)hi-K`;_G2wE!(g=Sg5;(f-(dB@(fNb{7#zZ>L6}egxVM@E%WQBj!x@<3 zBgqaD4n^1F_+r|@upXl|IHyGf6A`&qKjdqOMY7&v#vo}yo!5OT0EP3$FClvbh-ac+ zAC!1wIy6BxOG^3^nQXw%p&>D7*2QQrG;z4i@Bq_oPY>ck9{D@?O z-SDHnmW{kvn0^r&Ve6}I9P@@HrWr;J=G*MVX&RZo<~!0oa{h!OkPeMFcY`B27ygx`xWd!pUD2KJhKpVp9rChHXr{r&T4s( zz}{emB3K>nkHe4}8wH5jiZ)oWH?L2KrOU)bWEf;5e6fp|e9Xh+M4LdN#T#Gj`GBf& ztcMMs%VDp0eQmm4gzf9_N7(Vht!P24TK{tK+Z+SKo+U@8uHCXu#%SJOMZ+H+ddzi{<(tY6PNAKOm$|woe6XbVqMQ+@7ZVE z;)zKJQJ@L>1a(<1=*Ns@9>$K?lz#Im1B_iu^)+2lGDA)X``N{7AAI-8!uxO$CH)kX z5nhzGUpg7;H2dMEl}*mg>+V#IdVzWDy=P*BAF|wU<3t-7Y zOsZO@10UE0`mYlCitcMpJskhYm?fQmIGLcbL ze(ZUYbb8eJz(~@p&kEBA6>Vod2q>PV$K33CM1Hum9dt9KmIA2=FW{x}^F@rCJZ@)S z$T55De2upCpsdMA3)J%|N_zoVH`vPolx?0+I1L0zn?C8$#s~tD@WZ_M7q#(zXGwL{47!u}5S%us+rv?`HmmdM{sE$IBVc%>Oo=JT z;efR?N5{$F?U;Jcx{5dQQ_Che-6b&Nbmk@*tEzBg{D}z7#sX3XyXs>Azr>y)K%(A$7hg(sP#&j@~740&n@I8X6fR?A%(n z?e0&=5I-o+w)}Jl939~`9I=wqjPF}bMD~A9#i5KckL(CPf1o?{?j$atZ_N4@V{0?{ zWQ`pIV1C1Utkck6N0RPz^OD-s8DOZML+AKlun~B6@;VlIPp4U?$uI7Q`DBB8eS_~q zvc*avugtt0a~993yL3!ZP};A10{EBp%2`|r@yn`ceI(H!_5~Rvq2V)pM27&vrG?kk2Soy zdmBQ5TIT5B>+|YmSt>~owHcWvF}0f)L^H`gLHnMw`@_ez$)-q8IR=}dTUU)^B75|q zH>SKVXW**+L`UNU^wM%1eRQUMKduK_nQZz(YHda_^=7_i`dY2*Xy<{f`;84~!3_kW zJ+6BTI4zlAvyooc696V_f~6LpW`^EkVRv4SD|{AmzB?7rN5pKZ$;Bu9!e?*UP51R0 zCettuc(k*Bb5`ySJmZ{8`|KtPF>%Ii#@lK;Yz__adJoa6B7gFaQmcAx$G8l+z6D6Z z=LS!rSO~FwdvII$ZC-ec*j$lyM{8_EDpnf z`k+Fh)A_dT?Dy}9Sf*!8n08;>{m1?>Rr_DL0+!&e`Fw_vf_ybc|NllR@(4sz zGMH=ow$HEa4{l!(vkV7ZHQx=A?O*(s^vA;94R4^3^}qMGKYag$Y#}7&XGzq6_UY$T z{Lb4kci;{G4#U60@K+V--_?LN%D=1O-_`Knz(fWRq5`sh&X6zbYGa&AQnCopwGg-4 zLj?Yyd3;$6(&oKqz5zi^sQnA)>cgk5mEN1lFM@WB*_InX#0Tp*60b|e0S75(e~&!2 z3f|%T?f`MFs|n{vU|Hd zE!boO8X3_m()wEmrlLC3Y9sHfiT-k~$i6AwC&hMcWq$O9`YI|@%njFC&p~8q4mw%S zRPCWB?ox2wh3%UOkA!+`Ryu$8uk}`WTo(ZA1%a1;MlX>Q={DxT?e?r8j5EU4XC#I} z?o7k~>!*smEZ~=4d@;VV40%GXvB`plbHtGJNc~O-)Pl^JI=^H(VxZYcDH%p#z^CwH z@KOX^!9(#bt;H>FUo7|713F}-v1f$2_x|$!olm~i0)o@_sg#JJUyf7E*{!laa*SGO zfhwdE>K>(fP>FE$hXCqBf#`Jp+!HGaQBc_%2Eq^?UgW6T8u^eG*3A7AF`DE< zqA^Osn?WB^e5Y{;_HqN((;?2X0B8*5Hoya}=TsD>NEf-R*8l^n zDYwobc+ymJ@H<+y4Dj$yP*%C^!l@ybpu4u^^$tln&q27r9|vOY0YJgoT@x(OjB@QL z5oG6$Ln_=5pWY;ir^0$XQoeDHH7WnP%j}CV{*wXpAb+^Ec(eBokrsgfPYqO0j6lbL zey-CXEWo@sH-M*2^&Oqd(%_Wph{oflz!L=@fTh&{aKI#dmHhze*K=4H(?glieCBJf zN4h{SRaek%;!9l`5-H6=>vM|k`8x2KROjb3w2G5(0fLw>S2w!n3zB~iGEIFfq(UnA zCEO{Gysmnz;~wj0ysdqaioxt8!Pcj^?__i(k}NlZzVPGCW)v5zE`2U3E03@qCZG_1ka${g(^@o z$+sstE76+C^4ofGWl<4e2h|JOitzf=_CPEgGv2T#NT|oGnz8+l>T5OH9C7#j+WHU$yBT5XMk(g=|QFCApzFC+_ zc~XroXi4z)7Mbre=p{E?EjqFjU?P)YXycBukqa)$qyvZ!ap719r|yFs$feZ6k}yFf zLK&e+Zr!`Ci3ABGpL6@FP$vAvF=?xU>yu$2i7Mk@UZx$+RY*f^XLrO}%@}7wQ}h+a zv|hVzYT8r0D1FfVpe?Dd6tOvskLE#9uT15|2gilLUYOEaXn{5~CF??gY$CxD;$k{> zCDat?Kpfl8J3@Li@u7JPZR;!&;arBi=g@)HOzuZ-^4AKxbn?gV=l8p;20$3tGXY6A zY2FAu1`wX$bA}*<$JpCJ1c)r!6GM1sOifRdNF>6mI&?py{1h3(N7&#fb=5O+yx2CZiU0lidJJap&~-bC0}l8 z0P6P&@Xt8htqT##yFC_Qdbej#c=KFAYwK!fP}hDI7v&|o$z2H!ykF=#2Aue{Pfpx_ zT8v-*ZsCiQw;$9aSc8io#X(K6FnxY1&XOsr%LW zhYwz~tmd`64s9u%0JzwOUfmpL1>GkHqBxcGSx(lZl#^9i@u8(GW6Nt>N&A+?x%D&$ z^Ht%#xsiH4(DwV5){|z%yV_R@RL$N3KuK@qz!&#?ma`knGCO$o!s_+r)NIXqhor@0 z3(3%46IlyV)`Jd;aiI=+aVj?Ijh5|}$_x{RUq{00^H49q{en!TDZ*= zYA9#nkRc}Us#!9p;+R>%UyRci4^*!ApUK&)@EcreOj8GH^|iaXCG1sV$eaWQ+;9SM z*Vlw2Q)QQ-!LAqM>XI9}xl|$gz`{(XZ^pLC6VahbE3-U6gnBWO$C{no_>A;u8tSMR zix;LnZ!ebIYE_yMq0wBdW*tZ@!7``~)bk0wfJ40U+U9_y)T>m0C*-+fujen#fh?9iGJ=VG88vw{L!S?U9;s_-bZ3Qj_r;;cS+1h;5GC4kG54J zyk8f-0&*UJaYf)ntevU(0ifFQBxue-k(KviZ@r$c+Ogp1{1T(1U9?KKBb-xkMsqN6 zecdIWY9N(2ZE*CAMfTu>L7Slyuq?v45YWRh5`FpUWPYI$bZU z`*~1G{fbtQ`8$Xc@b?bqUaT|8SOCX>6VQfH zDKYFl!b859qdYw(L(We_2?U5Yr@f>D$YtuLL0bSGAXN#8hu3}=NBpkiV$IBFqmzHVx>j*4)zJ%eQs`>WE zDIGWM7Lw;wg&$__JJ5Fbl*gFN8!;)C3}2Q>@Z&vi#NIOAP2f){n|V9cYf*aiFt>lW zyuk&>CGmDjl6+RJOJ`2j(u%q`WoK(Ei^MrUj#mEKJSS2F_3S~@$jlRpEmBZ6!ZSnAhk4NcVAF9HW^M{zjpzPuikfdY8oqV;1E3yssn`u5B0ba>IV0`7# z)GY95WmPAQ98A8upGJsZ=Z|>hvbO;ahy3L8)ogMAeCLx&q{7!l>=^k{nZ@`vp36wh za?#?{F~vAzFPx=Za#dsPN3UMu5Fa^LE6FKwjsM~*7mNI#7mwg(oO}2FlDlk7=i8R} zN_TQxHEC}7KZ)qygx}@DKCXO+;{5x|1f>NcvT`W8=JPMI;sWMXS0A1uo-m zGoqdbo1w26Y@Ie1u;07(*u&Aa`Kbf5m%F05pJinu^xO4eeWv;`8f;ubvLy`+)_T@` z5%ih~;|4%=Tu`2EXdfFgcjJCHd4iIh$BQ6W%xsYLwj-3s71kzt^Z3lVGug|CNuX$= zk`#N!dib&fG-_JKJbAk+d~0SvxF<@@r|hlr0n+!c9gJ?wg;E@s+4H&0I?*W6!`tu3 z-W#3`Ib9swhKW$52RDyiYykBt9jm)z!xlO$+JNxs^ zk$v$k_UF{CGcx}Av24WYalb#~VOd2gPJNjaC6p*$mVMA=S#kklt*L-0ZUEd;pI4o5}91%}><2dS790zbFJ6 zNlk}{Tqb1+6^+yB{Y9>>w%PUdU&ev2>x$gBoY(@oxQaN3YVr>8>0(pTPgLcNSb3OXrdDpU*hzXhd|>YTGx}7&-^ke zgc-SjooEJ6y!~sJ>-YykDPR%no3A|VJ-__A!)u z*q3rEU#t*Gk<4D6EmrNN)wq|4;6U{n{2%pEdEgwWctIY5T7U$pey zTG87Nl*^P1!NST>M`(ao*OGi?(EK&E5D`wCSp(7OwpEp;I`A7`GV&=q@>Mij?*TA) z0;#nBsaJhrKmw0|Y;)gEn4|!>OH(qUFg#@r3XPv%)>|6F=|7s7Hx*l-sF}m1WSg#% zp#BngAk@Q5rr0zx*_7gHgU(I^Re+Xu=Jhg*?a^pWmm|u5NL+dX)i)loKNvMMHI_f)xUN$SS}e$yLPhA5$V@TLC_;v@#zrJs z-%AFL#u$~=@{C%g%0`(MOBd+kwtCTMfSV1MGuj*fN#M|ox6*J*m0%`R%A+6%6_~CN zMG_gY*xe^g$PX@q^oX_e=oq!{N$t?rcD70@hszzI8r5!QV{*L8-3iJU3yfUIRoTDr zK7zyM$q+>QGE%;5mpl)!$4Wh%Z?oqcj>@v5KMcFiy$>({Ua~!v#IK9D8XJ^P^b^mo zL2WV`!rV8iwzQ&OKjz)qb=4Xux`8{{a;||ggOTT%DD?kw!z0l>6?dZ(RRL-7y|O{J z$q+J!jGyfXl+(x)OHj*URz6S<$PI!vD5reb<&2y1)v6@TpuVlWf@MV2UD&AU&5CLU zMO=79lr`>}++hc(LMxnpO$K4kzBmj1VPhM^r{AkW{kJRIVkvq=-2qm@o9-j3A?UMao4v}@z~{Z@_7wU?1RU^5V&uyEiksb3I*GH z{Jh?A2{re*tK!k?QM}$$0T$c3^8sp%Puf>_g#K!|xGvu8$)dIADqI!Dy(jK-T79mZ zb9w!ifZlx`Dn+R(KDmhLvo0>=)~jni(~le)$UB}=pFXAq1j0Dxho`&^9{C*u{AR-P zhJR6Y3cY~Uktk<&=;N~M?Z?}Cf-Q;?kHhUTV`G1j*YD#0Wv%^nc9JnQq`K{+ zW4}B8^w%5zZh|5S3B#oVj6NOt^~Ct=^u<)eg?&qGCAP2i^PAk|ad8_WYtk*z2>tEa z;d)@Zs|Rw?UO+k7oOm61Xn)d(Ubx(+4u(YZ!({8QrUmgX0Rvk=x)}BP6 z|M0s1p`HBkCG5n6;Trhu^nV*7bX`euGK?QrbNQve4+9t&Up(A~f2Wm<>ECJnzV80r it>5>_f3{nf7 AMR (for R) - 0.7.1.9014 + 0.7.1.9015 @@ -156,13 +156,6 @@ Get properties of an antibiotic

  • -
  • - - - - Create frequency tables - -
  • @@ -242,7 +235,6 @@
  • How to import data from SPSS / SAS / Stata
  • How to work with WHONET data
  • Benchmarks
  • -
  • How to create frequency tables
  • How to predict antimicrobial resistance
  • diff --git a/docs/articles/resistance_predict.html b/docs/articles/resistance_predict.html index 707b0872..a2a5bee3 100644 --- a/docs/articles/resistance_predict.html +++ b/docs/articles/resistance_predict.html @@ -40,7 +40,7 @@ AMR (for R) - 0.7.1.9012 + 0.7.1.9015 @@ -118,13 +118,6 @@ Get properties of an antibiotic -
  • - - - - Create frequency tables - -
  • @@ -192,7 +185,7 @@

    How to predict antimicrobial resistance

    Matthijs S. Berends

    -

    10 July 2019

    +

    29 July 2019

    diff --git a/docs/authors.html b/docs/authors.html index 9efd958e..5150acd4 100644 --- a/docs/authors.html +++ b/docs/authors.html @@ -78,7 +78,7 @@
    AMR (for R) - 0.7.1.9014 + 0.7.1.9015 @@ -156,13 +156,6 @@ Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • diff --git a/docs/index.html b/docs/index.html index 0fd4ae62..9fc450e4 100644 --- a/docs/index.html +++ b/docs/index.html @@ -42,7 +42,7 @@ AMR (for R) - 0.7.1.9014 + 0.7.1.9015 @@ -120,13 +120,6 @@ Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • @@ -213,7 +206,6 @@
  • Plotting antimicrobial resistance (tutorial)
  • Determining first isolates to be used for AMR analysis (manual)
  • Applying EUCAST expert rules (manual)
  • -
  • Descriptive statistics: frequency tables, kurtosis and skewness (tutorial)
  • This package is ready-to-use for a professional environment by specialists in the following fields:

    Medical Microbiology

    @@ -340,8 +332,6 @@
  • Calculate the resistance (and even co-resistance) of microbial isolates with the portion_R(), portion_IR(), portion_I(), portion_SI() and portion_S() functions. Similarly, the number of isolates can be determined with the count_R(), count_IR(), count_I(), count_SI() and count_S() functions. All these functions can be used with the dplyr package (e.g. in conjunction with summarise())
  • Plot AMR results with geom_rsi(), a function made for the ggplot2 package
  • Predict antimicrobial resistance for the nextcoming years using logistic regression models with the resistance_predict() function
  • -
  • Conduct descriptive statistics to enhance base R: calculate kurtosis(), skewness() and create frequency tables with freq() -
  • diff --git a/docs/news/index.html b/docs/news/index.html index f7115623..5efeb137 100644 --- a/docs/news/index.html +++ b/docs/news/index.html @@ -78,7 +78,7 @@ AMR (for R) - 0.7.1.9014 + 0.7.1.9015 @@ -156,13 +156,6 @@ Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • @@ -232,10 +225,17 @@ -
    +

    -AMR 0.7.1.9014 Unreleased +AMR 0.7.1.9015 Unreleased

    +
    +

    +Breaking

    +
      +
    • Function freq() has moved to a new package, clean (CRAN link). Creating frequency tables is actually not the scope of this package (never was) and this function has matured a lot over the last two years. We decided to create a new package for data cleaning and checking and it perfectly fits the freq() function. The clean package is available on CRAN and will be installed automatically when updating the AMR package, that now imports it. In a later stage, the skewness() and kurtosis() functions will be moved to the clean package too.
    • +
    +

    New

    @@ -421,7 +421,7 @@ Please age() function gained a new parameter exact to determine ages with decimals
  • Removed deprecated functions guess_mo(), guess_atc(), EUCAST_rules(), interpretive_reading(), rsi()
  • -
  • Frequency tables (freq()): +
  • Frequency tables (freq()): @@ -445,7 +445,7 @@ Please age_groups(), to let groups of fives and tens end with 100+ instead of 120+
  • -
  • Fix for freq() for when all values are NA +
  • Fix for freq() for when all values are NA
  • Fix for first_isolate() for when dates are missing
  • Improved speed of guess_ab_col() @@ -667,7 +667,7 @@ Using as.mo(..., allow_uncertain = 3)
  • -
  • Frequency tables (freq() function): +
  • Frequency tables (freq() function):
  • @@ -440,12 +433,6 @@ - - - - diff --git a/docs/reference/join.html b/docs/reference/join.html index 0f87e79f..8f972cd6 100644 --- a/docs/reference/join.html +++ b/docs/reference/join.html @@ -80,7 +80,7 @@ AMR (for R) - 0.7.1.9012 + 0.7.1.9015 @@ -158,13 +158,6 @@ Get properties of an antibiotic -
  • - - - - Create frequency tables - -
  • diff --git a/docs/reference/key_antibiotics.html b/docs/reference/key_antibiotics.html index a48aeb53..22c913b5 100644 --- a/docs/reference/key_antibiotics.html +++ b/docs/reference/key_antibiotics.html @@ -80,7 +80,7 @@ AMR (for R) - 0.7.1.9012 + 0.7.1.9015 @@ -158,13 +158,6 @@ Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • diff --git a/docs/reference/kurtosis.html b/docs/reference/kurtosis.html index 771735a5..977c8b5f 100644 --- a/docs/reference/kurtosis.html +++ b/docs/reference/kurtosis.html @@ -80,7 +80,7 @@ AMR (for R) - 0.7.1.9012 + 0.7.1.9015 @@ -158,13 +158,6 @@ Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • diff --git a/docs/reference/like.html b/docs/reference/like.html index 9e4e20a3..189415b0 100644 --- a/docs/reference/like.html +++ b/docs/reference/like.html @@ -80,7 +80,7 @@ AMR (for R) - 0.7.1.9012 + 0.7.1.9015 @@ -158,13 +158,6 @@ Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • @@ -309,7 +302,7 @@ septic_patients %>% left_join_microorganisms() %>% filter(genus %like% '^ent') %>% - freq(genus, species) + freq(genus, species) # } @@ -158,13 +158,6 @@ Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • diff --git a/docs/reference/microorganisms.codes.html b/docs/reference/microorganisms.codes.html index 0b4f0e17..541e64c0 100644 --- a/docs/reference/microorganisms.codes.html +++ b/docs/reference/microorganisms.codes.html @@ -80,7 +80,7 @@ AMR (for R) - 0.7.1.9009 + 0.7.1.9015 @@ -158,13 +158,6 @@ Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • diff --git a/docs/reference/microorganisms.html b/docs/reference/microorganisms.html index fe0359ce..1f15e96c 100644 --- a/docs/reference/microorganisms.html +++ b/docs/reference/microorganisms.html @@ -80,7 +80,7 @@ AMR (for R) - 0.7.1.9009 + 0.7.1.9015 @@ -158,13 +158,6 @@ Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • diff --git a/docs/reference/microorganisms.old.html b/docs/reference/microorganisms.old.html index 03147f1a..6695e187 100644 --- a/docs/reference/microorganisms.old.html +++ b/docs/reference/microorganisms.old.html @@ -80,7 +80,7 @@ AMR (for R) - 0.7.1.9009 + 0.7.1.9015 @@ -158,13 +158,6 @@ Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • diff --git a/docs/reference/mo_property.html b/docs/reference/mo_property.html index 3c5a2819..ff83d0d8 100644 --- a/docs/reference/mo_property.html +++ b/docs/reference/mo_property.html @@ -80,7 +80,7 @@ AMR (for R) - 0.7.1.9009 + 0.7.1.9015 @@ -158,13 +158,6 @@ Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • diff --git a/docs/reference/mo_source.html b/docs/reference/mo_source.html index cce98d60..50d67bc8 100644 --- a/docs/reference/mo_source.html +++ b/docs/reference/mo_source.html @@ -81,7 +81,7 @@ This is the fastest way to have your organisation (or analysis) specific codes p AMR (for R) - 0.7.1.9012 + 0.7.1.9015 @@ -159,13 +159,6 @@ This is the fastest way to have your organisation (or analysis) specific codes p Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • diff --git a/docs/reference/p.symbol.html b/docs/reference/p.symbol.html index 722d4578..35774dfc 100644 --- a/docs/reference/p.symbol.html +++ b/docs/reference/p.symbol.html @@ -80,7 +80,7 @@ AMR (for R) - 0.7.1.9012 + 0.7.1.9015 @@ -158,13 +158,6 @@ Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • diff --git a/docs/reference/portion.html b/docs/reference/portion.html index 0ead9559..a3433e1e 100644 --- a/docs/reference/portion.html +++ b/docs/reference/portion.html @@ -81,7 +81,7 @@ portion_R and portion_IR can be used to calculate resistance, portion_S and port AMR (for R) - 0.7.1.9012 + 0.7.1.9015 @@ -159,13 +159,6 @@ portion_R and portion_IR can be used to calculate resistance, portion_S and port Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • diff --git a/docs/reference/read.4D.html b/docs/reference/read.4D.html index b49e4369..76d0263d 100644 --- a/docs/reference/read.4D.html +++ b/docs/reference/read.4D.html @@ -80,7 +80,7 @@ AMR (for R) - 0.7.1.9012 + 0.7.1.9015 @@ -158,13 +158,6 @@ Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • diff --git a/docs/reference/resistance_predict.html b/docs/reference/resistance_predict.html index 2ca6a2d4..ee1abfe4 100644 --- a/docs/reference/resistance_predict.html +++ b/docs/reference/resistance_predict.html @@ -80,7 +80,7 @@ AMR (for R) - 0.7.1.9012 + 0.7.1.9015 @@ -158,13 +158,6 @@ Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • diff --git a/docs/reference/rsi_translation.html b/docs/reference/rsi_translation.html index 69f648aa..ed09bc3a 100644 --- a/docs/reference/rsi_translation.html +++ b/docs/reference/rsi_translation.html @@ -80,7 +80,7 @@ AMR (for R) - 0.7.1.9012 + 0.7.1.9015 @@ -158,13 +158,6 @@ Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • diff --git a/docs/reference/septic_patients.html b/docs/reference/septic_patients.html index 85f4b704..3442d8a4 100644 --- a/docs/reference/septic_patients.html +++ b/docs/reference/septic_patients.html @@ -80,7 +80,7 @@ AMR (for R) - 0.7.1.9012 + 0.7.1.9015 @@ -158,13 +158,6 @@ Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • diff --git a/docs/reference/skewness.html b/docs/reference/skewness.html index 9a765c78..120de23a 100644 --- a/docs/reference/skewness.html +++ b/docs/reference/skewness.html @@ -81,7 +81,7 @@ When negative: the left tail is longer; the mass of the distribution is concentr AMR (for R) - 0.7.1.9012 + 0.7.1.9015 @@ -159,13 +159,6 @@ When negative: the left tail is longer; the mass of the distribution is concentr Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • diff --git a/docs/reference/translate.html b/docs/reference/translate.html index d372d531..8de2ba51 100644 --- a/docs/reference/translate.html +++ b/docs/reference/translate.html @@ -80,7 +80,7 @@ AMR (for R) - 0.7.1.9012 + 0.7.1.9015 @@ -158,13 +158,6 @@ Get properties of an antibiotic
  • -
  • - - - - Create frequency tables - -
  • diff --git a/docs/sitemap.xml b/docs/sitemap.xml index 67b4672e..c327e49f 100644 --- a/docs/sitemap.xml +++ b/docs/sitemap.xml @@ -69,9 +69,6 @@ https://msberends.gitlab.io/AMR/reference/first_isolate.html - - https://msberends.gitlab.io/AMR/reference/freq.html - https://msberends.gitlab.io/AMR/reference/g.test.html @@ -153,9 +150,6 @@ https://msberends.gitlab.io/AMR/articles/benchmarks.html - - https://msberends.gitlab.io/AMR/articles/freq.html - https://msberends.gitlab.io/AMR/articles/resistance_predict.html diff --git a/index.md b/index.md index 8957bd87..08a2ea8e 100644 --- a/index.md +++ b/index.md @@ -26,7 +26,6 @@ This package can be used for: * Plotting antimicrobial resistance ([tutorial](./articles/AMR.html)) * Determining first isolates to be used for AMR analysis ([manual](./reference/first_isolate.html)) * Applying EUCAST expert rules ([manual](./reference/eucast_rules.html)) - * Descriptive statistics: frequency tables, kurtosis and skewness ([tutorial](./articles/freq.html)) This package is ready-to-use for a professional environment by specialists in the following fields: @@ -154,7 +153,6 @@ The `AMR` package basically does four important things: * Calculate the resistance (and even co-resistance) of microbial isolates with the `portion_R()`, `portion_IR()`, `portion_I()`, `portion_SI()` and `portion_S()` functions. Similarly, the *number* of isolates can be determined with the `count_R()`, `count_IR()`, `count_I()`, `count_SI()` and `count_S()` functions. All these functions can be used with the `dplyr` package (e.g. in conjunction with `summarise()`) * Plot AMR results with `geom_rsi()`, a function made for the `ggplot2` package * Predict antimicrobial resistance for the nextcoming years using logistic regression models with the `resistance_predict()` function - * Conduct descriptive statistics to enhance base R: calculate `kurtosis()`, `skewness()` and create frequency tables with `freq()` 4. It **teaches the user** how to use all the above actions. diff --git a/man/freq.Rd b/man/freq.Rd deleted file mode 100755 index cafaf4ae..00000000 --- a/man/freq.Rd +++ /dev/null @@ -1,234 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/freq.R -\name{freq} -\alias{freq} -\alias{frequency_tbl} -\alias{top_freq} -\alias{header} -\alias{print.freq} -\title{Frequency table} -\usage{ -freq(x, ..., sort.count = TRUE, nmax = getOption("max.print.freq"), - na.rm = TRUE, row.names = TRUE, markdown = !interactive(), - digits = 2, quote = NULL, header = TRUE, title = NULL, - na = "", droplevels = TRUE, sep = " ", - decimal.mark = getOption("OutDec"), big.mark = ifelse(decimal.mark != - ",", ",", ".")) - -frequency_tbl(x, ..., sort.count = TRUE, - nmax = getOption("max.print.freq"), na.rm = TRUE, row.names = TRUE, - markdown = !interactive(), digits = 2, quote = NULL, - header = TRUE, title = NULL, na = "", droplevels = TRUE, - sep = " ", decimal.mark = getOption("OutDec"), - big.mark = ifelse(decimal.mark != ",", ",", ".")) - -top_freq(f, n) - -header(f, property = NULL) - -\method{print}{freq}(x, nmax = getOption("max.print.freq", default = 15), - markdown = !interactive(), header = TRUE, - decimal.mark = getOption("OutDec"), big.mark = ifelse(decimal.mark != - ",", ",", "."), ...) -} -\arguments{ -\item{x}{vector of any class or a \code{\link{data.frame}}, \code{\link{tibble}} (may contain a grouping variable) or \code{\link{table}}} - -\item{...}{up to nine different columns of \code{x} when \code{x} is a \code{data.frame} or \code{tibble}, to calculate frequencies from - see Examples. Also supports quasiquotion.} - -\item{sort.count}{sort on count, i.e. frequencies. This will be \code{TRUE} at default for everything except when using grouping variables.} - -\item{nmax}{number of row to print. The default, \code{15}, uses \code{\link{getOption}("max.print.freq")}. Use \code{nmax = 0}, \code{nmax = Inf}, \code{nmax = NULL} or \code{nmax = NA} to print all rows.} - -\item{na.rm}{a logical value indicating whether \code{NA} values should be removed from the frequency table. The header (if set) will always print the amount of \code{NA}s.} - -\item{row.names}{a logical value indicating whether row indices should be printed as \code{1:nrow(x)}} - -\item{markdown}{a logical value indicating whether the frequency table should be printed in markdown format. This will print all rows (except when \code{nmax} is defined) and is default behaviour in non-interactive R sessions (like when knitting RMarkdown files).} - -\item{digits}{how many significant digits are to be used for numeric values in the header (not for the items themselves, that depends on \code{\link{getOption}("digits")})} - -\item{quote}{a logical value indicating whether or not strings should be printed with surrounding quotes. Default is to print them only around characters that are actually numeric values.} - -\item{header}{a logical value indicating whether an informative header should be printed} - -\item{title}{text to show above frequency table, at default to tries to coerce from the variables passed to \code{x}} - -\item{na}{a character string that should be used to show empty (\code{NA}) values (only useful when \code{na.rm = FALSE})} - -\item{droplevels}{a logical value indicating whether in factors empty levels should be dropped} - -\item{sep}{a character string to separate the terms when selecting multiple columns} - -\item{decimal.mark}{% - used for prettying (longish) numerical and complex sequences. - Passed to \code{\link{prettyNum}}: that help page explains the details.} - -\item{big.mark}{% - used for prettying (longish) numerical and complex sequences. - Passed to \code{\link{prettyNum}}: that help page explains the details.} - -\item{f}{a frequency table} - -\item{n}{number of top \emph{n} items to return, use -n for the bottom \emph{n} items. It will include more than \code{n} rows if there are ties.} - -\item{property}{property in header to return this value directly} -} -\value{ -A \code{data.frame} (with an additional class \code{"freq"}) with five columns: \code{item}, \code{count}, \code{percent}, \code{cum_count} and \code{cum_percent}. -} -\description{ -Create a frequency table of a vector with items or a \code{data.frame}. Supports quasiquotation and markdown for reports. Best practice is: \code{data \%>\% freq(var)}.\cr -\code{top_freq} can be used to get the top/bottom \emph{n} items of a frequency table, with counts as names. -} -\details{ -Frequency tables (or frequency distributions) are summaries of the distribution of values in a sample. With the `freq` function, you can create univariate frequency tables. Multiple variables will be pasted into one variable, so it forces a univariate distribution. This package also has a vignette available to explain the use of this function further, run \code{browseVignettes("AMR")} to read it. - -For numeric values of any class, these additional values will all be calculated with \code{na.rm = TRUE} and shown into the header: -\itemize{ - \item{Mean, using \code{\link[base]{mean}}} - \item{Standard Deviation, using \code{\link[stats]{sd}}} - \item{Coefficient of Variation (CV), the standard deviation divided by the mean} - \item{Mean Absolute Deviation (MAD), using \code{\link[stats]{mad}}} - \item{Tukey Five-Number Summaries (minimum, Q1, median, Q3, maximum), using \code{\link[stats]{fivenum}}} - \item{Interquartile Range (IQR) calculated as \code{Q3 - Q1} using the Tukey Five-Number Summaries, i.e. \strong{not} using the \code{\link[stats]{quantile}} function} - \item{Coefficient of Quartile Variation (CQV, sometimes called coefficient of dispersion), calculated as \code{(Q3 - Q1) / (Q3 + Q1)} using the Tukey Five-Number Summaries} - \item{Outliers (total count and unique count), using \code{\link[grDevices]{boxplot.stats}}} -} - -For dates and times of any class, these additional values will be calculated with \code{na.rm = TRUE} and shown into the header: -\itemize{ - \item{Oldest, using \code{\link{min}}} - \item{Newest, using \code{\link{max}}, with difference between newest and oldest} - \item{Median, using \code{\link[stats]{median}}, with percentage since oldest} -} - -In factors, all factor levels that are not existing in the input data will be dropped. - -The function \code{top_freq} uses \code{\link[dplyr]{top_n}} internally and will include more than \code{n} rows if there are ties. -} -\section{Read more on our website!}{ - -On our website \url{https://msberends.gitlab.io/AMR} you can find \href{https://msberends.gitlab.io/AMR/articles/AMR.html}{a tutorial} about how to conduct AMR analysis, the \href{https://msberends.gitlab.io/AMR/reference}{complete documentation of all functions} (which reads a lot easier than here in R) and \href{https://msberends.gitlab.io/AMR/articles/WHONET.html}{an example analysis using WHONET data}. -} - -\examples{ -library(dplyr) - -# this all gives the same result: -freq(septic_patients$hospital_id) -freq(septic_patients[, "hospital_id"]) -septic_patients$hospital_id \%>\% freq() -septic_patients[, "hospital_id"] \%>\% freq() -septic_patients \%>\% freq("hospital_id") -septic_patients \%>\% freq(hospital_id) #<- easiest to remember (tidyverse) - - -# you could also use `select` or `pull` to get your variables -septic_patients \%>\% - filter(hospital_id == "A") \%>\% - select(mo) \%>\% - freq() - - -# multiple selected variables will be pasted together -septic_patients \%>\% - left_join_microorganisms \%>\% - freq(genus, species) - -# functions as quasiquotation are also supported -septic_patients \%>\% - freq(mo_genus(mo), mo_species(mo)) - - -# group a variable and analyse another -septic_patients \%>\% - group_by(hospital_id) \%>\% - freq(gender) - - -# get top 10 bugs of hospital A as a vector -septic_patients \%>\% - filter(hospital_id == "A") \%>\% - freq(mo) \%>\% - top_freq(10) - - -# save frequency table to an object -years <- septic_patients \%>\% - mutate(year = format(date, "\%Y")) \%>\% - freq(year) - - -# show only the top 5 -years \%>\% print(nmax = 5) - - -# save to an object with formatted percentages -years <- format(years) - - -# print a histogram of numeric values -septic_patients \%>\% - freq(age) \%>\% - hist() - -# or a boxplot of numeric values -septic_patients \%>\% - freq(age) \%>\% - boxplot() - -# or even a boxplot per group -septic_patients \%>\% - group_by(hospital_id) \%>\% - freq(age) \%>\% - boxplot() - -# or print all points to a regular plot -septic_patients \%>\% - freq(age) \%>\% - plot() - - -# transform to a data.frame or tibble -septic_patients \%>\% - freq(age) \%>\% - as.data.frame() - - -# or transform (back) to a vector -septic_patients \%>\% - freq(age) \%>\% - as.vector() - -identical(septic_patients \%>\% - freq(age) \%>\% - as.vector() \%>\% - sort(), - sort(septic_patients$age)) # TRUE - - -# it also supports `table` objects -table(septic_patients$gender, - septic_patients$age) \%>\% - freq(sep = " **sep** ") - - -# only get selected columns -septic_patients \%>\% - freq(hospital_id) \%>\% - select(item, percent) - -septic_patients \%>\% - freq(hospital_id) \%>\% - select(-count, -cum_count) - - -# check differences between frequency tables -diff(freq(septic_patients$TMP), - freq(septic_patients$SXT)) -} -\keyword{freq} -\keyword{frequency} -\keyword{summarise} -\keyword{summary} diff --git a/tests/testthat/test-freq.R b/tests/testthat/test-freq.R index 8e95ad03..02ebd32e 100755 --- a/tests/testthat/test-freq.R +++ b/tests/testthat/test-freq.R @@ -22,168 +22,10 @@ context("freq.R") test_that("frequency table works", { - library(dplyr) - - expect_equal(nrow(freq(c(1, 1, 2, 2, 3, 3, 4, 4, 5, 5))), 5) - expect_equal(nrow(frequency_tbl(c(1, 1, 2, 2, 3, 3, 4, 4, 5, 5))), 5) - - # date column of septic_patients should contain 1140 unique dates - expect_equal(nrow(freq(septic_patients$date)), 1140) - expect_equal(nrow(freq(septic_patients$date)), - length(unique(septic_patients$date))) - - expect_output(print(septic_patients %>% freq(age))) - expect_output(print(septic_patients %>% freq(age, nmax = 5))) - expect_output(print(septic_patients %>% freq(age, nmax = Inf, markdown = FALSE))) - expect_output(print(freq(septic_patients$age, nmax = Inf))) - expect_output(print(freq(septic_patients$age, nmax = NA))) - expect_output(print(freq(septic_patients$age, nmax = NULL))) - expect_output(print(freq(septic_patients$age, sort.count = FALSE))) - expect_output(print(freq(septic_patients$age, markdown = TRUE))) - expect_output(print(freq(septic_patients$age, markdown = TRUE), markdown = FALSE)) - expect_output(print(freq(septic_patients$age, markdown = TRUE), markdown = TRUE)) - expect_output(print(freq(septic_patients$age[0]))) - expect_output(print(freq(septic_patients$age, quote = TRUE))) - expect_output(print(freq(septic_patients$age, markdown = TRUE, title = "TITLE"))) - - # character - expect_output(print(freq(microorganisms$genus))) - expect_output(print(structure(freq(microorganisms$genus), - # check printing of old class: - class = c("frequency_tbl", "data.frame")))) + library(clean) # mo expect_output(print(freq(septic_patients$mo))) # rsi expect_output(print(freq(septic_patients$AMX))) - # integer - expect_output(print(freq(septic_patients$age))) - # date - expect_output(print(freq(septic_patients$date))) - # factor - expect_output(print(freq(septic_patients$hospital_id))) - # table - expect_output(print(freq(table(septic_patients$gender, septic_patients$age)))) - # rsi - expect_output(print(freq(septic_patients$AMC))) - # hms - expect_output(print(freq(hms::as.hms(sample(c(0:86399), 50))))) - # matrix - expect_output(print(freq(as.matrix(septic_patients$age)))) - expect_output(print(freq(as.matrix(septic_patients[, c("age", "gender")])))) - # list - expect_output(print(freq(list(age = septic_patients$age)))) - expect_output(print(freq(list(age = septic_patients$age, gender = septic_patients$gender)))) - # difftime - expect_output(print( - freq(difftime(Sys.time(), - Sys.time() - runif(5, min = 0, max = 60 * 60 * 24), - units = "hours")))) - - expect_output(print(freq(septic_patients$age)[,1:3])) - - library(dplyr) - expect_output(septic_patients %>% select(1:2) %>% freq() %>% print()) - expect_output(septic_patients %>% select(1:3) %>% freq() %>% print()) - expect_output(septic_patients %>% select(1:4) %>% freq() %>% print()) - expect_output(septic_patients %>% select(1:5) %>% freq() %>% print()) - expect_output(septic_patients %>% select(1:6) %>% freq() %>% print()) - expect_output(septic_patients %>% select(1:7) %>% freq() %>% print()) - expect_output(septic_patients %>% select(1:8) %>% freq() %>% print()) - expect_output(septic_patients %>% select(1:9) %>% freq() %>% print()) - expect_output(print(freq(septic_patients$age), nmax = 20)) - - # grouping variable - expect_output(print(septic_patients %>% group_by(gender) %>% freq(hospital_id))) - expect_output(print(septic_patients %>% group_by(gender) %>% freq(AMX, quote = TRUE))) - expect_output(print(septic_patients %>% group_by(gender) %>% freq(AMX, markdown = TRUE))) - - # quasiquotation - expect_output(print(septic_patients %>% freq(mo_genus(mo)))) - expect_output(print(septic_patients %>% freq(mo, mo_genus(mo)))) - expect_output(print(septic_patients %>% group_by(gender) %>% freq(mo_genus(mo)))) - expect_output(print(septic_patients %>% group_by(gender) %>% freq(mo, mo_genus(mo)))) - - # top 5 - expect_equal( - septic_patients %>% - freq(mo) %>% - top_freq(5) %>% - length(), - 5) - # there are more than 5 lowest values - expect_gt( - septic_patients %>% - freq(mo) %>% - top_freq(-5) %>% - length(), - 5) - # n has length > 1 - expect_error( - septic_patients %>% - freq(mo) %>% - top_freq(n = c(1, 2)) - ) - # input must be freq tbl - expect_error(septic_patients %>% top_freq(1)) - - # charts from plot, hist and boxplot, should not raise errors - plot(freq(septic_patients, age)) - hist(freq(septic_patients, age)) - boxplot(freq(septic_patients, age)) - boxplot(freq(dplyr::group_by(septic_patients, gender), age)) - - # check vector - expect_identical(septic_patients %>% - freq(age) %>% - as.vector() %>% - sort(), - septic_patients %>% - pull(age) %>% - sort()) - - # check format - expect_identical(septic_patients %>% - freq(age) %>% - format() %>% - apply(2, class) %>% - unname(), - rep("character", 5)) - - # check tibble - expect_identical(septic_patients %>% - freq(age) %>% - as_tibble() %>% - class() %>% - .[1], - "tbl_df") - - expect_error(septic_patients %>% freq(nonexisting)) - expect_error(septic_patients %>% select(1:10) %>% freq()) - expect_error(septic_patients %>% freq(peni, oxac, clox, AMX, AMC, - ampi, pita, czol, cfep, cfur)) - - # (un)select columns - expect_equal(septic_patients %>% freq(hospital_id) %>% select(item) %>% ncol(), - 1) - expect_equal(septic_patients %>% freq(hospital_id) %>% select(-item) %>% ncol(), - 4) - - # run diff - expect_output(print( - diff(freq(septic_patients$AMC), - freq(septic_patients$AMX)) - )) - expect_output(print( - diff(freq(septic_patients$age), - freq(septic_patients$age)) # "No differences found." - )) - expect_error(print( - diff(freq(septic_patients$AMX), - "Just a string") # not a freq tbl - )) - - # directly on group - expect_output(print(septic_patients %>% group_by(ageplusone = as.character(age + 1)) %>% freq(ageplusone))) - }) diff --git a/vignettes/AMR.Rmd b/vignettes/AMR.Rmd index 97fbef2e..4dce8bf3 100755 --- a/vignettes/AMR.Rmd +++ b/vignettes/AMR.Rmd @@ -144,7 +144,14 @@ knitr::kable(head(data), align = "c") Now, let's start the cleaning and the analysis! # Cleaning the data -Use the frequency table function `freq()` to look specifically for unique values in any variable. For example, for the `gender` variable: + +We also created a package dedicated to data cleaning and checking, called the `clean` package. It gets automatically installed with the `AMR` package, so we only have to load it: + +```{r lib clean, message = FALSE} +library(clean) +``` + +Use the frequency table function `freq()` from this `clean` package to look specifically for unique values in any variable. For example, for the `gender` variable: ```{r freq gender 1, eval = FALSE} data %>% freq(gender) # this would be the same: freq(data$gender) diff --git a/vignettes/MDR.Rmd b/vignettes/MDR.Rmd index 356389b6..601e2988 100644 --- a/vignettes/MDR.Rmd +++ b/vignettes/MDR.Rmd @@ -72,7 +72,13 @@ We can now add the interpretation of MDR-TB to our data set: my_TB_data$mdr <- mdr_tb(my_TB_data) ``` -And review the result with a frequency table: +We also created a package dedicated to data cleaning and checking, called the `clean` package. It gets automatically installed with the `AMR` package, so we only have to load it: + +```{r lib clean, message = FALSE} +library(clean) +``` + +It contains the `freq()` function, to create a frequency table: ```{r, results = 'asis'} freq(my_TB_data$mdr) diff --git a/vignettes/WHONET.Rmd b/vignettes/WHONET.Rmd index 667bdc5d..6dda5603 100644 --- a/vignettes/WHONET.Rmd +++ b/vignettes/WHONET.Rmd @@ -60,7 +60,17 @@ data <- WHONET %>% mutate_at(vars(AMP_ND10:CIP_EE), as.rsi) ``` -No errors or warnings, so all values are transformed succesfully. Let's check it though, with a couple of frequency tables: +No errors or warnings, so all values are transformed succesfully. + +We created a package dedicated to data cleaning and checking, called the `clean` package. It gets automatically installed with the `AMR` package, so we only have to load it: + +```{r lib clean, message = FALSE} +library(clean) +``` + +It contains the `freq()` function, to create frequency tables. + +So let's check our data, with a couple of frequency tables: ```{r, results = 'asis'} # our newly created `mo` variable diff --git a/vignettes/freq.Rmd b/vignettes/freq.Rmd deleted file mode 100644 index e450dc2d..00000000 --- a/vignettes/freq.Rmd +++ /dev/null @@ -1,182 +0,0 @@ ---- -title: "How to create frequency tables" -author: "Matthijs S. Berends" -date: '`r format(Sys.Date(), "%d %B %Y")`' -output: - rmarkdown::html_vignette: - toc: true - toc_depth: 3 -vignette: > - %\VignetteIndexEntry{How to create frequency tables} - %\VignetteEncoding{UTF-8} - %\VignetteEngine{knitr::rmarkdown} -editor_options: - chunk_output_type: console ---- - -```{r setup, include = FALSE, results = 'asis'} -knitr::opts_chunk$set( - collapse = TRUE, - comment = "#", - results = 'asis', - fig.width = 7.5, - fig.height = 4.5 -) -library(dplyr) -library(AMR) -``` - -## Introduction - -Frequency tables (or frequency distributions) are summaries of the distribution of values in a sample. With the `freq()` function, you can create univariate frequency tables. Multiple variables will be pasted into one variable, so it forces a univariate distribution. We take the `septic_patients` dataset (included in this AMR package) as example. - -## Frequencies of one variable - -To only show and quickly review the content of one variable, you can just select this variable in various ways. Let's say we want to get the frequencies of the `gender` variable of the `septic_patients` dataset: -```{r, echo = TRUE} -# Any of these will work: -# freq(septic_patients$gender) -# freq(septic_patients[, "gender"]) - -# Using tidyverse: -# septic_patients$gender %>% freq() -# septic_patients[, "gender"] %>% freq() -# septic_patients %>% freq("gender") - -# Probably the fastest and easiest: -septic_patients %>% freq(gender) -``` -This immediately shows the class of the variable, its length and availability (i.e. the amount of `NA`), the amount of unique values and (most importantly) that among septic patients men are more prevalent than women. - -## Frequencies of more than one variable - -Multiple variables will be pasted into one variable to review individual cases, keeping a univariate frequency table. - -For illustration, we could add some more variables to the `septic_patients` dataset to learn about bacterial properties: -```{r, echo = TRUE, results = 'hide'} -my_patients <- septic_patients %>% left_join_microorganisms() -``` -Now all variables of the `microorganisms` dataset have been joined to the `septic_patients` dataset. The `microorganisms` dataset consists of the following variables: -```{r, echo = TRUE, results = 'markup'} -colnames(microorganisms) -``` - -If we compare the dimensions between the old and new dataset, we can see that these `r ncol(my_patients) - ncol(septic_patients)` variables were added: -```{r, echo = TRUE, results = 'markup'} -dim(septic_patients) -dim(my_patients) -``` - -So now the `genus` and `species` variables are available. A frequency table of these combined variables can be created like this: -```{r, echo = TRUE} -my_patients %>% - freq(genus, species, nmax = 15) -``` - -## Frequencies of numeric values - -Frequency tables can be created of any input. - -In case of numeric values (like integers, doubles, etc.) additional descriptive statistics will be calculated and shown into the header: - -```{r, echo = TRUE} -# # get age distribution of unique patients -septic_patients %>% - distinct(patient_id, .keep_all = TRUE) %>% - freq(age, nmax = 5, header = TRUE) -``` - -So the following properties are determined, where `NA` values are always ignored: - -* **Mean** - -* **Standard deviation** - -* **Coefficient of variation** (CV), the standard deviation divided by the mean - -* **Mean absolute deviation** (MAD), the median of the absolute deviations from the median - a more robust statistic than the standard deviation - -* **Five numbers of Tukey**, namely: the minimum, Q1, median, Q3 and maximum - -* **Interquartile range** (IQR), the distance between Q1 and Q3 - -* **Coefficient of quartile variation** (CQV, sometimes called *coefficient of dispersion*), calculated as (Q3 - Q1) / (Q3 + Q1) using `quantile()` with `type = 6` as quantile algorithm to comply with SPSS standards - -* **Outliers** (total count and unique count) - -So for example, the above frequency table quickly shows the median age of patients being `r my_patients %>% distinct(patient_id, .keep_all = TRUE) %>% pull(age) %>% median(na.rm = TRUE)`. - -## Frequencies of factors - -To sort frequencies of factors on their levels instead of item count, use the `sort.count` parameter. - -`sort.count` is `TRUE` by default. Compare this default behaviour... - -```{r, echo = TRUE} -septic_patients %>% - freq(hospital_id) -``` - -... to this, where items are now sorted on factor levels: - -```{r, echo = TRUE} -septic_patients %>% - freq(hospital_id, sort.count = FALSE) -``` - -All classes will be printed into the header. Variables with the new `rsi` class of this AMR package are actually ordered factors and have three classes (look at `Class` in the header): - -```{r, echo = TRUE} -septic_patients %>% - freq(AMX, header = TRUE) -``` - -## Frequencies of dates - -Frequencies of dates will show the oldest and newest date in the data, and the amount of days between them: - -```{r, echo = TRUE} -septic_patients %>% - freq(date, nmax = 5, header = TRUE) -``` - -## Assigning a frequency table to an object - -A frequency table is actually a regular `data.frame`, with the exception that it contains an additional class. - -```{r, echo = TRUE} -my_df <- septic_patients %>% freq(age) -class(my_df) -``` - -Because of this additional class, a frequency table prints like the examples above. But the object itself contains the complete table without a row limitation: - -```{r, echo = TRUE} -dim(my_df) -``` - -## Additional parameters - -### Parameter `na.rm` -With the `na.rm` parameter you can remove `NA` values from the frequency table (defaults to `TRUE`, but the number of `NA` values will always be shown into the header): - -```{r, echo = TRUE} -septic_patients %>% - freq(AMX, na.rm = FALSE) -``` - -### Parameter `row.names` -A frequency table shows row indices. To remove them, use `row.names = FALSE`: - -```{r, echo = TRUE} -septic_patients %>% - freq(hospital_id, row.names = FALSE) -``` - -### Parameter `markdown` -The `markdown` parameter is `TRUE` at default in non-interactive sessions, like in reports created with R Markdown. This will always print all rows, unless `nmax` is set. Without markdown (like in regular R), a frequency table would print like: - -```{r, echo = TRUE, results = 'markup'} -septic_patients %>% - freq(hospital_id, markdown = FALSE) -```
  • Analysing your data

    -

    Functions for conducting AMR analysis, like counting isolates, calculating resistance or susceptibility, creating frequency tables or make plots.

    +

    Functions for conducting AMR analysis, like counting isolates, calculating resistance or susceptibility, or make plots.

    Filter isolates on result in antibiotic class

    -

    freq() frequency_tbl() top_freq() header() print(<freq>)

    -

    Frequency table

    g.test()