From 8230e91d7e2b7aa68abbcc06d4a9b520f1700108 Mon Sep 17 00:00:00 2001 From: rsquaredin Date: Fri, 19 May 2023 10:42:22 +0530 Subject: [PATCH 01/11] docs: url redirect --- README.Rmd | 2 +- README.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/README.Rmd b/README.Rmd index 8d7b87f..1097fb0 100644 --- a/README.Rmd +++ b/README.Rmd @@ -18,7 +18,7 @@ knitr::opts_chunk$set( [![CRAN_Status_Badge](https://www.r-pkg.org/badges/version/olsrr)](https://cran.r-project.org/package=olsrr) [![cran checks](https://badges.cranchecks.info/summary/olsrr.svg)](https://cran.r-project.org/web/checks/check_results_olsrr.html) [![R build status](https://github.com/rsquaredacademy/olsrr/workflows/R-CMD-check/badge.svg)](https://github.com/rsquaredacademy/olsrr/actions) -[![Coverage status](https://codecov.io/gh/rsquaredacademy/olsrr/branch/master/graph/badge.svg)](https://codecov.io/github/rsquaredacademy/olsrr?branch=master) [![status](https://tinyverse.netlify.com/badge/olsrr)](https://CRAN.R-project.org/package=olsrr) [![Lifecycle: stable](https://img.shields.io/badge/lifecycle-stable-brightgreen.svg)](https://lifecycle.r-lib.org/articles/stages.html) [![](https://cranlogs.r-pkg.org/badges/grand-total/olsrr)](https://cran.r-project.org/package=olsrr) +[![Coverage status](https://codecov.io/gh/rsquaredacademy/olsrr/branch/master/graph/badge.svg)](https://app.codecov.io/github/rsquaredacademy/olsrr?branch=master) [![status](https://tinyverse.netlify.com/badge/olsrr)](https://CRAN.R-project.org/package=olsrr) [![Lifecycle: stable](https://img.shields.io/badge/lifecycle-stable-brightgreen.svg)](https://lifecycle.r-lib.org/articles/stages.html) [![](https://cranlogs.r-pkg.org/badges/grand-total/olsrr)](https://cran.r-project.org/package=olsrr) ## Overview diff --git a/README.md b/README.md index 24e8d48..a972342 100644 --- a/README.md +++ b/README.md @@ -11,7 +11,7 @@ checks](https://badges.cranchecks.info/summary/olsrr.svg)](https://cran.r-projec [![R build status](https://github.com/rsquaredacademy/olsrr/workflows/R-CMD-check/badge.svg)](https://github.com/rsquaredacademy/olsrr/actions) [![Coverage -status](https://codecov.io/gh/rsquaredacademy/olsrr/branch/master/graph/badge.svg)](https://codecov.io/github/rsquaredacademy/olsrr?branch=master) +status](https://codecov.io/gh/rsquaredacademy/olsrr/branch/master/graph/badge.svg)](https://app.codecov.io/github/rsquaredacademy/olsrr?branch=master) [![status](https://tinyverse.netlify.com/badge/olsrr)](https://CRAN.R-project.org/package=olsrr) [![Lifecycle: stable](https://img.shields.io/badge/lifecycle-stable-brightgreen.svg)](https://lifecycle.r-lib.org/articles/stages.html) From 0849492d1052345ef54f49e6d31777f576182653 Mon Sep 17 00:00:00 2001 From: aravindhebbali Date: Mon, 5 Feb 2024 21:36:59 +0530 Subject: [PATCH 02/11] feat: custom threshold --- R/ols-cooks-d-barplot.R | 37 ++++-- R/ols-cooks-d-chart.R | 17 ++- man/ols_plot_cooksd_bar.Rd | 12 +- man/ols_plot_cooksd_chart.Rd | 6 +- .../visual/cooks-d-bar-chart-threshold.svg | 122 ++++++++++++++++++ .../visual/cooks-d-bar-plot-threshold.svg | 99 ++++++++++++++ tests/testthat/test-visual.R | 8 +- 7 files changed, 277 insertions(+), 24 deletions(-) create mode 100644 tests/testthat/_snaps/visual/cooks-d-bar-chart-threshold.svg create mode 100644 tests/testthat/_snaps/visual/cooks-d-bar-plot-threshold.svg diff --git a/R/ols-cooks-d-barplot.R b/R/ols-cooks-d-barplot.R index d5f2192..63b501e 100644 --- a/R/ols-cooks-d-barplot.R +++ b/R/ols-cooks-d-barplot.R @@ -5,8 +5,11 @@ #' fitted values of the model. #' #' @param model An object of class \code{lm}. -#' @param type An integer between 1 and 5 selecting one of the 6 methods for computing the threshold. -#' @param print_plot logical; if \code{TRUE}, prints the plot else returns a plot object. +#' @param type An integer between 1 and 5 selecting one of the 5 methods for +#' computing the threshold. +#' @param threshold Threshold for detecting outliers. +#' @param print_plot logical; if \code{TRUE}, prints the plot else returns a +#' plot object. #' #' @details #' Cook's distance was introduced by American statistician R Dennis Cook in @@ -51,6 +54,8 @@ #' @examples #' model <- lm(mpg ~ disp + hp + wt, data = mtcars) #' ols_plot_cooksd_bar(model) +#' ols_plot_cooksd_bar(model, type = 4) +#' ols_plot_cooksd_bar(model, threshold = 0.2) #' #' @importFrom stats cooks.distance #' @importFrom ggplot2 geom_bar coord_flip ylim geom_hline geom_label @@ -59,15 +64,19 @@ #' #' @export #' -ols_plot_cooksd_bar <- function(model, type = 1, print_plot = TRUE) { +ols_plot_cooksd_bar <- function(model, type = 1, threshold = NULL, print_plot = TRUE) { check_model(model) k <- ols_prep_cdplot_data(model, type) d <- ols_prep_outlier_obs(k) f <- ols_prep_cdplot_outliers(k) + + if (is.null(threshold)) { + threshold <- k$ts + } - y_max <- max(k$maxx, k$ts) + y_max <- max(k$maxx, threshold) y_lim <- y_max + (y_max * 0.1) # geoms @@ -76,33 +85,33 @@ ols_plot_cooksd_bar <- function(model, type = 1, print_plot = TRUE) { geom_bar(width = 0.5, stat = "identity", aes(fill = fct_color)) + geom_text(hjust = -0.2, nudge_x = 0.05, size = 2, na.rm = TRUE) + geom_hline(yintercept = 0) + - geom_hline(yintercept = k$ts, colour = "red") + geom_hline(yintercept = threshold, colour = "red") # annotations p <- p + annotate("text", x = Inf, y = Inf, hjust = 1.2, vjust = 2, family = "serif", fontface = "italic", colour = "darkred", - label = paste("Threshold:", round(k$ts, 3))) + label = paste("Threshold:", round(threshold, 3))) # scales - p <- + p <- p + - scale_fill_manual(values = c("blue", "red")) + scale_fill_manual(values = c("blue", "red")) # guides - p <- + p <- p + labs(fill = "Observation") + xlab("Observation") + - ylab("Cook's D") + - ggtitle("Cook's D Bar Plot") + - ylim(0, y_lim) + ylab("Cook's D") + + ggtitle("Cook's D Bar Plot") + + ylim(0, y_lim) if (print_plot) { suppressWarnings(print(p)) } else { - return(list(plot = p, outliers = f, threshold = k$ts)) + return(list(plot = p, outliers = f, threshold = threshold)) } -} \ No newline at end of file +} diff --git a/R/ols-cooks-d-chart.R b/R/ols-cooks-d-chart.R index 051900e..5a066df 100644 --- a/R/ols-cooks-d-chart.R +++ b/R/ols-cooks-d-chart.R @@ -6,6 +6,7 @@ #' #' @param model An object of class \code{lm}. #' @param type An integer between 1 and 5 selecting one of the 6 methods for computing the threshold. +#' @param threshold Threshold for detecting outliers. #' @param print_plot logical; if \code{TRUE}, prints the plot else returns a plot object. #' #' @details @@ -51,6 +52,8 @@ #' @examples #' model <- lm(mpg ~ disp + hp + wt, data = mtcars) #' ols_plot_cooksd_chart(model) +#' ols_plot_cooksd_chart(model, type = 4) +#' ols_plot_cooksd_chart(model, threshold = 0.2) #' #' @importFrom ggplot2 geom_linerange #' @@ -58,7 +61,7 @@ #' #' @export #' -ols_plot_cooksd_chart <- function(model, type = 1, print_plot = TRUE) { +ols_plot_cooksd_chart <- function(model, type = 1, threshold = NULL, print_plot = TRUE) { check_model(model) @@ -66,20 +69,24 @@ ols_plot_cooksd_chart <- function(model, type = 1, print_plot = TRUE) { d <- ols_prep_outlier_obs(k) f <- ols_prep_cdplot_outliers(k) + if (is.null(threshold)) { + threshold <- k$ts + } + p <- ggplot(d, aes(x = obs, y = cd, label = txt, ymin = min(cd), ymax = cd)) + geom_linerange(colour = "blue") + geom_point(shape = 1, colour = "blue") + geom_text(vjust = -1, size = 3, family = "serif", fontface = "italic", colour = "darkred", na.rm = TRUE) + - geom_hline(yintercept = k$ts, colour = "red") + geom_hline(yintercept = threshold, colour = "red") # annotations p <- p + annotate("text", x = Inf, y = Inf, hjust = 1.2, vjust = 2, family = "serif", fontface = "italic", colour = "darkred", - label = paste("Threshold:", round(k$ts, 3))) + label = paste("Threshold:", round(threshold, 3))) # guides p <- @@ -92,7 +99,7 @@ ols_plot_cooksd_chart <- function(model, type = 1, print_plot = TRUE) { if (print_plot) { suppressWarnings(print(p)) } else { - return(list(plot = p, outliers = f, threshold = k$ts)) + return(list(plot = p, outliers = f, threshold = threshold)) } -} \ No newline at end of file +} diff --git a/man/ols_plot_cooksd_bar.Rd b/man/ols_plot_cooksd_bar.Rd index 1082e73..1b9fd96 100644 --- a/man/ols_plot_cooksd_bar.Rd +++ b/man/ols_plot_cooksd_bar.Rd @@ -4,14 +4,18 @@ \alias{ols_plot_cooksd_bar} \title{Cooks' D bar plot} \usage{ -ols_plot_cooksd_bar(model, type = 1, print_plot = TRUE) +ols_plot_cooksd_bar(model, type = 1, threshold = NULL, print_plot = TRUE) } \arguments{ \item{model}{An object of class \code{lm}.} -\item{type}{An integer between 1 and 5 selecting one of the 6 methods for computing the threshold.} +\item{type}{An integer between 1 and 5 selecting one of the 5 methods for +computing the threshold.} -\item{print_plot}{logical; if \code{TRUE}, prints the plot else returns a plot object.} +\item{threshold}{Threshold for detecting outliers.} + +\item{print_plot}{logical; if \code{TRUE}, prints the plot else returns a +plot object.} } \value{ \code{ols_plot_cooksd_bar} returns a list containing the @@ -61,6 +65,8 @@ where \strong{n} and \strong{k} stand for \examples{ model <- lm(mpg ~ disp + hp + wt, data = mtcars) ols_plot_cooksd_bar(model) +ols_plot_cooksd_bar(model, type = 4) +ols_plot_cooksd_bar(model, threshold = 0.2) } \seealso{ diff --git a/man/ols_plot_cooksd_chart.Rd b/man/ols_plot_cooksd_chart.Rd index c61d98e..8b8584f 100644 --- a/man/ols_plot_cooksd_chart.Rd +++ b/man/ols_plot_cooksd_chart.Rd @@ -4,13 +4,15 @@ \alias{ols_plot_cooksd_chart} \title{Cooks' D chart} \usage{ -ols_plot_cooksd_chart(model, type = 1, print_plot = TRUE) +ols_plot_cooksd_chart(model, type = 1, threshold = NULL, print_plot = TRUE) } \arguments{ \item{model}{An object of class \code{lm}.} \item{type}{An integer between 1 and 5 selecting one of the 6 methods for computing the threshold.} +\item{threshold}{Threshold for detecting outliers.} + \item{print_plot}{logical; if \code{TRUE}, prints the plot else returns a plot object.} } \value{ @@ -61,6 +63,8 @@ where \strong{n} and \strong{k} stand for \examples{ model <- lm(mpg ~ disp + hp + wt, data = mtcars) ols_plot_cooksd_chart(model) +ols_plot_cooksd_chart(model, type = 4) +ols_plot_cooksd_chart(model, threshold = 0.2) } \seealso{ diff --git a/tests/testthat/_snaps/visual/cooks-d-bar-chart-threshold.svg b/tests/testthat/_snaps/visual/cooks-d-bar-chart-threshold.svg new file mode 100644 index 0000000..0314202 --- /dev/null +++ b/tests/testthat/_snaps/visual/cooks-d-bar-chart-threshold.svg @@ -0,0 +1,122 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +17 +20 +31 + +Threshold: 0.2 + + + +0.0 +0.1 +0.2 +0.3 + + + + + + + + +0 +10 +20 +30 +Observation +Cook's D +Cook's D Chart + + diff --git a/tests/testthat/_snaps/visual/cooks-d-bar-plot-threshold.svg b/tests/testthat/_snaps/visual/cooks-d-bar-plot-threshold.svg new file mode 100644 index 0000000..839a573 --- /dev/null +++ b/tests/testthat/_snaps/visual/cooks-d-bar-plot-threshold.svg @@ -0,0 +1,99 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +17 +20 +31 + + +Threshold: 0.2 + + + +0.0 +0.1 +0.2 +0.3 + + + + + + + + +0 +10 +20 +30 +Observation +Cook's D + +Observation + + + + +normal +outlier +Cook's D Bar Plot + + diff --git a/tests/testthat/test-visual.R b/tests/testthat/test-visual.R index 68fd39e..692bd2c 100644 --- a/tests/testthat/test-visual.R +++ b/tests/testthat/test-visual.R @@ -70,6 +70,9 @@ test_that("cooks d bar plot is as expected", { p <- ols_plot_cooksd_bar(model, print_plot = FALSE) vdiffr::expect_doppelganger("cooks d bar plot", p$plot) + p1 <- ols_plot_cooksd_bar(model, threshold = 0.2, print_plot = FALSE) + vdiffr::expect_doppelganger("cooks d bar plot threshold", p1$plot) + p2 <- ols_plot_cooksd_bar(model, type = 2, print_plot = FALSE) vdiffr::expect_doppelganger("cooks d bar plot type 2", p2$plot) @@ -87,6 +90,9 @@ test_that("cooks d bar chart is as expected", { skip_on_cran() p <- ols_plot_cooksd_chart(model, print_plot = FALSE) vdiffr::expect_doppelganger("cooks d bar chart", p$plot) + + p1 <- ols_plot_cooksd_chart(model, threshold = 0.2, print_plot = FALSE) + vdiffr::expect_doppelganger("cooks d bar chart threshold", p1$plot) }) test_that("dffits plot is as expected", { @@ -415,4 +421,4 @@ test_that("sbic both direction regression plot is as expected", { p2 <- plot(ols_step_both_sbic(model), details = FALSE, print_plot = FALSE) vdiffr::expect_doppelganger("sbc both direction regression plot", p2$plot) -}) \ No newline at end of file +}) From 76a11d8d45b1c006db5b9201342ef17b0d1222ea Mon Sep 17 00:00:00 2001 From: aravindhebbali Date: Mon, 5 Feb 2024 21:39:14 +0530 Subject: [PATCH 03/11] fix: suggested packages should be used conditionally --- R/ols-bartlett-test.R | 6 ++++-- man/ols_test_bartlett.Rd | 6 ++++-- tests/testthat/test-bartlett.R | 18 +++++++++++------- 3 files changed, 19 insertions(+), 11 deletions(-) diff --git a/R/ols-bartlett-test.R b/R/ols-bartlett-test.R index 8de56f7..9d8839e 100644 --- a/R/ols-bartlett-test.R +++ b/R/ols-bartlett-test.R @@ -27,8 +27,10 @@ #' #' @examples #' # using grouping variable -#' library(descriptr) -#' ols_test_bartlett(mtcarz, 'mpg', group_var = 'cyl') +#' if (require("descriptr")) { +#' library(descriptr) +#' ols_test_bartlett(mtcarz, 'mpg', group_var = 'cyl') +#' } #' #' # using variables #' ols_test_bartlett(hsb, 'read', 'write') diff --git a/man/ols_test_bartlett.Rd b/man/ols_test_bartlett.Rd index 674ca69..938d4bb 100644 --- a/man/ols_test_bartlett.Rd +++ b/man/ols_test_bartlett.Rd @@ -35,8 +35,10 @@ is an alternative test that is less sensitive to departures from normality. } \examples{ # using grouping variable -library(descriptr) -ols_test_bartlett(mtcarz, 'mpg', group_var = 'cyl') +if (require("descriptr")) { + library(descriptr) + ols_test_bartlett(mtcarz, 'mpg', group_var = 'cyl') +} # using variables ols_test_bartlett(hsb, 'read', 'write') diff --git a/tests/testthat/test-bartlett.R b/tests/testthat/test-bartlett.R index d3ee598..47b7ea2 100644 --- a/tests/testthat/test-bartlett.R +++ b/tests/testthat/test-bartlett.R @@ -1,4 +1,4 @@ -test_that("all output from the test match the result", { +test_that("output from the test match the result when using variables", { b <- ols_test_bartlett(mtcars, 'mpg', 'disp') @@ -8,14 +8,18 @@ test_that("all output from the test match the result", { expect_equal(b$var_c, c("mpg", "disp"), ignore_attr = TRUE) expect_null(b$g_var) - b <- ols_test_bartlett(descriptr::mtcarz, 'mpg', group_var = 'vs') +}) - expect_equal(round(b$fstat, 3), 1.585) - expect_equal(round(b$pval, 3), 0.208) - expect_equal(b$df, 1) - expect_equal(b$var_c, "mpg") - expect_equal(b$g_var, "vs") +test_that("output from test match the result when using grouping variables", { + if (requireNamespace("descriptr", quietly = TRUE)) { + b <- ols_test_bartlett(descriptr::mtcarz, 'mpg', group_var = 'vs') + expect_equal(round(b$fstat, 3), 1.585) + expect_equal(round(b$pval, 3), 0.208) + expect_equal(b$df, 1) + expect_equal(b$var_c, "mpg") + expect_equal(b$g_var, "vs") + } }) test_that("bartlett test throws error messages", { From 82a3ada03ee16a6ecc1862e1ec55db51f6f2cfbd Mon Sep 17 00:00:00 2001 From: aravindhebbali Date: Mon, 12 Feb 2024 14:57:21 +0530 Subject: [PATCH 04/11] reverse dependency checks --- .Rbuildignore | 1 + revdep/.gitignore | 7 +++ revdep/README.md | 112 +++++++++++++++++++++++++++++++++++++++++++++ revdep/cran.md | 7 +++ revdep/failures.md | 1 + revdep/problems.md | 1 + 6 files changed, 129 insertions(+) create mode 100644 revdep/.gitignore create mode 100644 revdep/README.md create mode 100644 revdep/cran.md create mode 100644 revdep/failures.md create mode 100644 revdep/problems.md diff --git a/.Rbuildignore b/.Rbuildignore index e9d4a74..02c5e12 100644 --- a/.Rbuildignore +++ b/.Rbuildignore @@ -16,3 +16,4 @@ ^debug\.log$ ^\.github$ ^CODE_OF_CONDUCT\.md$ +^revdep$ diff --git a/revdep/.gitignore b/revdep/.gitignore new file mode 100644 index 0000000..111ab32 --- /dev/null +++ b/revdep/.gitignore @@ -0,0 +1,7 @@ +checks +library +checks.noindex +library.noindex +cloud.noindex +data.sqlite +*.html diff --git a/revdep/README.md b/revdep/README.md new file mode 100644 index 0000000..c0c7e87 --- /dev/null +++ b/revdep/README.md @@ -0,0 +1,112 @@ +# Platform + +|field |value | +|:--------|:-----------------------------------| +|version |R version 4.3.2 (2023-10-31 ucrt) | +|os |Windows 10 x64 (build 19045) | +|system |x86_64, mingw32 | +|ui |RStudio | +|language |(EN) | +|collate |English_India.utf8 | +|ctype |en_US.UTF-8 | +|tz |Asia/Calcutta | +|date |2024-02-12 | +|rstudio |2023.12.1+402 Ocean Storm (desktop) | +|pandoc |NA | + +# Dependencies + +|package |old |new |Δ | +|:------------|:----------|:----------|:--| +|olsrr |0.5.3 |0.6.0 |* | +|abind |1.4-5 |1.4-5 | | +|backports |1.4.1 |1.4.1 | | +|base64enc |NA |0.1-3 |* | +|brio |1.1.4 |1.1.4 | | +|broom |1.0.5 |1.0.5 | | +|bslib |NA |0.6.1 |* | +|cachem |NA |1.0.8 |* | +|callr |3.7.3 |3.7.3 | | +|car |3.1-2 |3.1-2 | | +|carData |3.0-5 |3.0-5 | | +|cli |3.6.2 |3.6.2 | | +|colorspace |2.1-0 |2.1-0 | | +|commonmark |NA |1.9.1 |* | +|cpp11 |0.4.7 |0.4.7 | | +|crayon |1.5.2 |1.5.2 | | +|data.table |1.15.0 |NA |* | +|desc |1.4.3 |1.4.3 | | +|diffobj |0.3.5 |0.3.5 | | +|digest |0.6.34 |0.6.34 | | +|dplyr |1.1.4 |1.1.4 | | +|ellipsis |0.3.2 |0.3.2 | | +|evaluate |0.23 |0.23 | | +|fansi |1.0.6 |1.0.6 | | +|farver |2.1.1 |2.1.1 | | +|fastmap |NA |1.1.1 |* | +|fontawesome |NA |0.5.2 |* | +|fs |1.6.3 |1.6.3 | | +|generics |0.1.3 |0.1.3 | | +|ggplot2 |3.4.4 |3.4.4 | | +|glue |1.7.0 |1.7.0 | | +|goftest |1.2-3 |1.2-3 | | +|gridExtra |2.3 |2.3 | | +|gtable |0.3.4 |0.3.4 | | +|htmltools |NA |0.5.7 |* | +|httpuv |NA |1.6.14 |* | +|isoband |0.2.7 |0.2.7 | | +|jquerylib |NA |0.1.4 |* | +|jsonlite |1.8.8 |1.8.8 | | +|labeling |0.4.3 |0.4.3 | | +|later |NA |1.3.2 |* | +|lifecycle |1.0.4 |1.0.4 | | +|lme4 |1.1-35.1 |1.1-35.1 | | +|magrittr |2.0.3 |2.0.3 | | +|MatrixModels |0.5-3 |0.5-3 | | +|memoise |NA |2.0.1 |* | +|mime |NA |0.12 |* | +|minqa |1.2.6 |1.2.6 | | +|munsell |0.5.0 |0.5.0 | | +|nloptr |2.0.3 |2.0.3 | | +|nortest |1.0-4 |1.0-4 | | +|numDeriv |2016.8-1.1 |2016.8-1.1 | | +|pbkrtest |0.5.2 |0.5.2 | | +|pillar |1.9.0 |1.9.0 | | +|pkgbuild |1.4.3 |1.4.3 | | +|pkgconfig |2.0.3 |2.0.3 | | +|pkgload |1.3.4 |1.3.4 | | +|praise |1.0.0 |1.0.0 | | +|processx |3.8.3 |3.8.3 | | +|promises |NA |1.2.1 |* | +|ps |1.7.6 |1.7.6 | | +|purrr |1.0.2 |1.0.2 | | +|quantreg |5.97 |5.97 | | +|R6 |2.5.1 |2.5.1 | | +|rappdirs |NA |0.3.3 |* | +|RColorBrewer |1.1-3 |1.1-3 | | +|Rcpp |1.0.12 |1.0.12 | | +|RcppEigen |0.3.3.9.4 |0.3.3.9.4 | | +|rematch2 |2.1.2 |2.1.2 | | +|rlang |1.1.3 |1.1.3 | | +|rprojroot |2.0.4 |2.0.4 | | +|sass |NA |0.4.8 |* | +|scales |1.3.0 |1.3.0 | | +|shiny |NA |1.8.0 |* | +|sourcetools |NA |0.1.7-1 |* | +|SparseM |1.81 |1.81 | | +|stringi |1.8.3 |1.8.3 | | +|stringr |1.5.1 |1.5.1 | | +|testthat |3.2.1 |3.2.1 | | +|tibble |3.2.1 |3.2.1 | | +|tidyr |1.3.1 |1.3.1 | | +|tidyselect |1.2.0 |1.2.0 | | +|utf8 |1.2.4 |1.2.4 | | +|vctrs |0.6.5 |0.6.5 | | +|viridisLite |0.4.2 |0.4.2 | | +|waldo |0.5.2 |0.5.2 | | +|withr |3.0.0 |3.0.0 | | +|xplorerr |NA |0.1.2 |* | +|xtable |NA |1.8-4 |* | + +# Revdeps + diff --git a/revdep/cran.md b/revdep/cran.md new file mode 100644 index 0000000..ab1853c --- /dev/null +++ b/revdep/cran.md @@ -0,0 +1,7 @@ +## revdepcheck results + +We checked 4 reverse dependencies, comparing R CMD check results across CRAN and dev versions of this package. + + * We saw 0 new problems + * We failed to check 0 packages + diff --git a/revdep/failures.md b/revdep/failures.md new file mode 100644 index 0000000..9a20736 --- /dev/null +++ b/revdep/failures.md @@ -0,0 +1 @@ +*Wow, no problems at all. :)* \ No newline at end of file diff --git a/revdep/problems.md b/revdep/problems.md new file mode 100644 index 0000000..9a20736 --- /dev/null +++ b/revdep/problems.md @@ -0,0 +1 @@ +*Wow, no problems at all. :)* \ No newline at end of file From 9eb1d3135ac19d4ca46854c2e97185bad0830ca6 Mon Sep 17 00:00:00 2001 From: aravindhebbali Date: Mon, 12 Feb 2024 14:59:13 +0530 Subject: [PATCH 05/11] docs: fix other function links --- docs/reference/Rplot001.png | Bin 13802 -> 1011 bytes docs/reference/Rplot002.png | Bin 54595 -> 19604 bytes docs/reference/Rplot003.png | Bin 15381 -> 15038 bytes docs/reference/index.html | 4 +- docs/reference/ols_coll_diag.html | 38 +++++----- docs/reference/ols_plot_added_variable-1.png | Bin 104254 -> 104246 bytes docs/reference/ols_plot_added_variable.html | 14 ++-- docs/reference/ols_plot_comp_plus_resid-1.png | Bin 137741 -> 137734 bytes docs/reference/ols_plot_comp_plus_resid.html | 14 ++-- docs/reference/ols_plot_cooksd_bar-2.png | Bin 0 -> 47455 bytes docs/reference/ols_plot_cooksd_bar-3.png | Bin 0 -> 44180 bytes docs/reference/ols_plot_cooksd_bar.html | 28 +++++--- docs/reference/ols_plot_cooksd_chart-2.png | Bin 0 -> 54793 bytes docs/reference/ols_plot_cooksd_chart-3.png | Bin 0 -> 50431 bytes docs/reference/ols_plot_cooksd_chart.html | 22 ++++-- docs/reference/ols_plot_dfbetas.html | 14 ++-- docs/reference/ols_plot_dffits.html | 24 +++---- docs/reference/ols_plot_hadi.html | 14 ++-- docs/reference/ols_plot_resid_fit.html | 12 ++-- docs/reference/ols_plot_resid_lev.html | 16 ++--- docs/reference/ols_plot_resid_pot.html | 14 ++-- docs/reference/ols_plot_resid_regressor.html | 14 ++-- docs/reference/ols_plot_resid_stand.html | 16 ++--- docs/reference/ols_plot_resid_stud.html | 16 ++--- docs/reference/ols_plot_resid_stud_fit.html | 18 ++--- docs/reference/ols_pure_error_anova.html | 12 ++-- docs/reference/ols_regress.html | 24 +++---- docs/reference/ols_test_bartlett.html | 36 ++++++---- docs/reference/ols_test_breusch_pagan.html | 66 +++++++++--------- docs/reference/olsrr.html | 18 ++++- docs/reference/surgical.html | 22 +++--- man/ols_coll_diag.Rd | 12 ++-- man/ols_plot_added_variable.Rd | 8 +-- man/ols_plot_comp_plus_resid.Rd | 2 +- man/ols_plot_cooksd_bar.Rd | 22 +++--- man/ols_plot_cooksd_chart.Rd | 22 +++--- man/ols_plot_dfbetas.Rd | 2 +- man/ols_plot_dffits.Rd | 16 ++--- man/ols_plot_hadi.Rd | 2 +- man/ols_plot_resid_fit.Rd | 6 +- man/ols_plot_resid_lev.Rd | 2 +- man/ols_plot_resid_pot.Rd | 2 +- man/ols_plot_resid_regressor.Rd | 2 +- man/ols_plot_resid_stand.Rd | 2 +- man/ols_plot_resid_stud.Rd | 2 +- man/ols_plot_resid_stud_fit.Rd | 4 +- man/ols_pure_error_anova.Rd | 4 +- man/ols_regress.Rd | 2 +- man/ols_test_breusch_pagan.Rd | 10 +-- man/olsrr.Rd | 15 ++++ man/surgical.Rd | 18 ++--- 51 files changed, 331 insertions(+), 280 deletions(-) create mode 100644 docs/reference/ols_plot_cooksd_bar-2.png create mode 100644 docs/reference/ols_plot_cooksd_bar-3.png create mode 100644 docs/reference/ols_plot_cooksd_chart-2.png create mode 100644 docs/reference/ols_plot_cooksd_chart-3.png diff --git a/docs/reference/Rplot001.png b/docs/reference/Rplot001.png index 7b81fbc6c55a7ee35e48f767eb192cd7f34f5dfb..17a358060aed2a86950757bbd25c6f92c08c458f 100644 GIT binary patch literal 1011 zcmeAS@N?(olHy`uVBq!ia0y~yV0-|=9Be?5+AI5}0x7m6Z+90U4Fo@(ch>_c&H|6f zVg?3oArNM~bhqvg0|WD9PZ!6KiaBo&GBN^{G%5UFpXcEKVvd5*5Eu=C0SJK)8A6*F U7`aXvEC5;V>FVdQ&MBb@00SN#Z2$lO literal 13802 zcmch8cQ{<@*Y-w`sEH5`L7E_hMAT7J1wkT8lp%$vLoj+xbyAQJgo)m}s4;4)AnIT+ zQ4&$c=)L>aI1b z2tqSReeGm`Eq)!<5%9)vQ%n6Eyu;t>*@^&o+jZxnu`7Zwb5LJ2?S1|m2yy_?ICom# z^Yvt(*DKD>s_j`_1Gh!gS@y#=JGkf{yU-<>$uR7)`x#^Ad~45XsRWMX-?h$gB>iZi zAG&Y)ETiq?&zJ|4M;U`0$rsKax{%CMb;p_J+wRkx47bVA=f$elv?&8h=?c&OM@WT^E*z!kayQ22#*>eb|_zKZECskstGw^0`b ztD+uSqa8>$*JnEUSRMPt@lMTDJ^0Vc&FyUQUpmF_zw%x42uDTL#8S1`N4mku++-g2 z^r>5+%7!>OCy6`fkwEkfr9h$j(n-wLdP=yCUXA}|F_zqpHoq;tPwZl?`_XK}Tq!gy zGN{FWDA2?5!y{JI<^sXM&@k=$hagIy$3Wl6`oPvw**GCR)O%qpQA?uyT)m}Bg;wiy z)pFb;R=%``2F<4EQ|k4Wg~JtH5<&rsdeeMPm5DnG7f$4$~`{eooFMY^n+&~jWvkn>njNmE2gVSjVEej?2 ze%emet0Qa_Muaok`V|G=FC6dNJ~!$hOHp3zxN3faXMvZOw^IMu@MQUDTz|N(3fZd2 z*lD;SqCd`Oij3*6?3q_;@mZfNtAb1N(bm>BKN>zOQMI5qorZIq8>djJMlABHtNXK(Y%UKhvnl+19;sThI)dx}^5QTlch#cA$OD7P6|VPL zBd1qkQInXS!qg@d?$@xbxx@@bI3ABp z2W(fcp~emb?^n!=9`*c?+=ZQrY_l$e!utUNE07 zC~@PY7l+ly3qG)g9|`7HH1u0v>dWkHXlz{k#BCuGUO!gUqC#kh5aW9KNgtM{sXPKEBL=a2f@@-Ld(OQBWj8({_HOiTC8q2NLB!Iru#X?}nv>s%~AAtXgQ7)z!4{ zUmZ4ibMxU5axEQuhu?BvIwilxoQsPKwK4Nyaf#&QRJ5V1vU-k=fu(z-=y0e~VP8z8 z!}u zb+i(ubYhXfcFJz`v5}wx>b0*7g=SmS_`B>^7mo8xTI%<43g(m3f$`eUkE%c8N!)Yz zLPln$2D{QsV2JA03dX#X3;_`5H4=^SPgAJH$;ilH=0{8HiJDdkW@#K5R-aPXljBnUdZalvTgJW%7Q@7h2f4qhVr_w(oOv~U{F`eFX4Ti) zu0I-IV`n}7?A)QO{QQ9%eMsOB${iYUjUWN<4F5GkyxqcB8`HxxCe^;>w_D&pB1jKJwof63ouYxfHNY z8oxrQ~ABosDQcfc$?Zl8k1t1Hl0p3L`0x*-qUy=5~xRcu6!Lq zP>QrX2tv0LKC&DLq(M#uA`D0^@?RTIpg4u{575DmjfEzg->xA(ap~GPSuRWCH`g3+ zJ)s*(Nl9lQi<7avSW&Mx7}Lbd7lVU?)3oYMt*lb*?Cf4P-PVo@i&8sqpw7AXwH*F1 zr7bxqD?8gyPQq)xd(!`#s+gEqiSy6}Lh8@soJ^v)rm2q0HT)X$&#;}How@#k!52(p zl|!{!|EeVj4GR)T^KS*_Z#Sx4p_PwnB$tvL2`jThi(|>5`)+X|$co98&-eT(xnz%C&RHOU=|vQDJ3j2NKfKjtr3^C*oy4Q50GNY?0}hEmL@n{Q-El_fI~ zPdIBg*O#3{8%oQnn!bJGllX~!0OOZpNovbzCl^n%WtCzY3&kx;%SXL5(+Sn2cewP! z3%77urs)gwBn{p9UH1i-bv3HL8Nw_~Vjskfmh_A?3A=7*iLl?G#xZ_-Yu#-m+In1d zYe@AiI}1`f8zRdO&a0++FMeZSB*+*Q7Lj8ylag1!JHW$-oop%ZU2CE zitc)?a77!}l_4CT)7F}3+ZPbfjnx=C1M8OG@Qu?g|CzhVPQJG&^N2cs1VD@Py}C3$4;xLPuP*@Egu~1)_H_( z?2coVOqN*wC7XBmcsEA_(w?~6zRk+g82T)<*shg#yV;?&O?{p6*m{MJXo_IvDP29i z0o%Fx$Nh%*eydu!nIb}YBTmjpZbyxa+~ZDFXXjB1I^~VkQ{8fo-kOU_kfj5!6kE@oSFLK54Mxx-X&ih5b?2ZJoJUk+~Z?%DN)F)HD2Li5jf z{mhn1Xy4w@Ra3#8;YLu>v^Tvd z)nQ(gbZ(TniyJ|EF-?m$Q0Fdkp`v=VsaU`>!B8uTVPQy6?ikO)$A^27ZoeHT+(md7 zrG4dzaWo0f#~Kji`rpRr|IvBoN;?fe@=1NqZ=qH1yx%Ks zl(botE9*qLW{Y*wIl@72tOMw^42f&1&ONJUGdHTw^}_#MEQug7IKv{9IEdBCF&H!KA9o=toXl}0N184U7= ze25tlQ`D5)W|JMip3h8&s0shV$^TEY@n10e|MTJJSqJL`d@fOl`H~~Y5M(AbiGJpD zFkcCltmhSHlw*J(gQj<&|^%=04Dblhcj&TZ-Oa*Y;BMDpR2f(G5@+ zQ(=x?A;$Fkoonx|w^HkfxK_x}m(ooS#t;8_7ZXG(9NOU44#Yl_`*jb6R_9)g$%iPl z%ujCh7~;y@a>N_zYEiqG8{iWTrr@``g!&G-0|Yzb+$ zeR#Ly)+d?wiFZppQ*I%oY2%m*tFMWtojY{pxmAST`STAs9zTFANL^f{(ld$Ap*lcC zD+A0ADOLp66eA%dc~?yhz+m(x`0S+Yy>Qvhtz_C;CXb>SCb`@Kdt$!5{d3JU+%9Uc zl!E&BbVwcmTvlG5K6HQnm^GX9# z@t6`X(>l#$AJ;=KM83G(d~=O@`aDV&fY-l)B_f=9XV2b;ScDtOv2({y`49ks@Oj_k za~-X%gBAC)DEP3Sjhmc~vrN&)?wN)!A zi4^e3x$yWwYF3sbFRJ*0MMw>Mt@;=Zoyy!2iH6_(+J#7=hzKtibmp5E3-lYm3&1(k z<6=5~v;JscIAXhKr(Wf4#TC3}AESzxw$UvmVokisLPm>=3%>Z6CrrA_eMZ@#DlX7M z8OjZqIpL2W6~7}((Xa{IYilZ4otZVB_UWnD&h%_@+u?L(37d|9Eo)7hyc;ytpQb3M zwihjKP>b~0N0$0%3^`1z!R_nGt(X)05jFO1k9(&@WBa|y3b>M=@{gElkqHj(S{2u& zo?!goJr~yfuiBn)(V+dk?vuk1q#_W0)^Dla_WOI@+-rMUPcsT}vc%-=L<+=qUKcFH z*tRA-BTK=4cYXfBC;aUK`)lJ&YJ?bn)uN%AK+!sl2o1vzik0o2BZ=`E%?%=>A8nrLqnMGS)g(c@+|gFc5N+oPr$vWwRY8@JhtZn%~lnWWH(B zJ94w&0D`7XUmcq}Cg#ekB%iDiju+j()RBuzr=jDq=TmduQyZ8Pzg2u1C);CZ7v{a( z94*19#tn(xqW2d2J#IBJ=di#XRBTs{agn}(L29a2)L(d%b|u2dyv^7;HdS?NHq`sa zW8o)nm>|}3MWPad*aamtAY}mi&>}lfwY5e8<|E<=zt_(f^v3a!+a8{wH#QXQDLqbf zvm$MI^Yj&p)6>!bScBkUxZg0m;a1*LiW$HNTX3;346iyo*jwj(q~2rF(QlQuLU6eS zpgF13w6|aKSG-|Ly-Z1$+oouUotMH5jobD9U7xx!a^t$joS*-1M(NtqC3G z`YxB7olOA9o40H4(PFRXOG>&pS-&{`9knqUk?j{ zd@_7VF$NAM3#f(9Ni@h9=Z42#b|g^e-&5luNu#Fxy_Q zIUmi%sm53r$NusfIyRNh@%Qnm3Q9+}4f)5@#)YwD8JGQp2pW-8L%J1ci4A3OnE9Z* zs-@l}t{qtS?UkVHTcO&vEy}K8DO;OGCM6AR?-Je$NyVM0^ z0Zs3T#p-E7cInLK=g02;&Wx4GWtch5$bW>o)J#h3BA_RRf2eyZ8#8D5eP`YY9p@Ok zbZCz*(IUQ;-{TzTV^92Im$z{wISYAdQn4J^qP%PdM3b>rqvn8{n|0yxSD;T7P~!B{ViWR7WA`s&*FK_#o~4<6N$3nGW>fHko#GNCLsGjM0~% zEoU35ywtk2KAmssSbjcJUlWKF%YW>!0bi6=hH!?~$=v+76VqLAy05}RQo|XzOT$Tq z89H{QR;dH(hhDU9tj@b_t&ZA5-zOx>h6FZe^&!=3oEh0#(&`+7) z&H~FI;4|^&W+yG87WL+Xz@2%au}epjxy?OKUrpCJu5klFUiPjnmiBvo=$x%f=X}iR zadE_*ZpEVRLG{dg=FSR_>7;!-kicD`N*wLUp^p|Oozi7)UoxxN#KbQ3m3a;om+{sD z=V+cCezF6?6R1fmaT}Pi`C7UgeI6FMXAbJ#XS9~~aJ+cRT9y;zm&&sJUr8$rX7j*kh`-B zze*l;9{OzCQ)ty|pI>!E1HcjCt@F?mlgmcW>o1-JcK)`ON1uUF$6|>OyC9~i#mmbeH9!OV+ zAC1fD%EPq26y4K=Q%C3mHK32{N)GL^=|h>WPvOMY)_VO|$uahMZRGU$yz@`@k%77E z$V`u;l6>4%8O@GR@aPyEs@_;!`7ZjR;4LRB!XG%4apb$0MkKM9U}!PhW$I)Lm=K7m zwPug%|ZEN{Mj7nd7n2~*H-4h zubi4n*rJrc(xmnSQDRMOh9b}xmtw4>exs5X`<}wN5<3|c6{R4-W)2%%swoiHYO~RQ zeC|E9U)Vtlzg_)J^~3i&xabl2koVtb+~eVfp1S?DHCV1cVUKOao19j=(LXX@kYJnsXhZV8UqQF{{Cqoi7lq$hlhuI3$3)W z2ZBD_IG@}$sp7NEkAMqa#EF)@tqG%E5H`|%PcP2%*gCPxT8t@@VtYHOB zrDZ(_zw^gE-eZYD(*7HspKhLnB#@_HLW8v0mhjcy`uwbIvTPvlAv5aR*jKVMuj(cyjgKt+yH~HG~Q0dIfab>3?GU?m6!rcK(y_yhh}o7n9Ec`3 zA_G3tRo*M#gWOh!qqM?CTH^C@PSxc{9@3ncE+Lx5-Z`ULdYs?)&IL+WiO(10d64^Z zTJ$OFaY*itzlBZ0dhKMD`*u0(J@QJ<-9b-oV1H+!6-}SB`Z;w0a!uliyCIN^Le3o` zJ)3Cj?#^)R!*f-MAp9R{@BRjO=e~gN2^gj;enD?LSds;+KiS_}H5_S*{r-^q7_Q0g z-936d5ZlqL^}Acb1w0Sr&@-Pw4F={&RKGpFJ~5R4y?5|eF7Z5}Y?08~%Q^@g`;~!} z&vFY*PX1S^RAZ&rJfO#Iz0ODZ*YMH_Mi#7NHQN=2PBoKbS=l$&^0$voS+)U9YAYAW z$H&*1t}D1X$f#QEmh#4GD?t&RCZsk!gTjFY#*n1Ym9e+z3HjVH}1t=jDqLTa~d z7X@ar46=(`RMs=BTjGFb*<1u2Kr1Y-VhRNbM^)1HZufXfco=?t>UWjZk6rH{9-OQR zh@7EE1no;0mAvLGsl6stnqqVRRVygt^xq*(>#Ir&gXM@-}fmBbS)*E2iC2gI%yUJ=};We3G|BeR9wO{1G zLLrV`CQ|ve?D-benv{o$GkT%~AR1#P7v6@IHtm%6H!!ug{rpVIZ>v1_PB)>1c(fzm zqU%?-EcvY#*nOK_eOOdgQ@l~mwJR~>mv=Asad$0ON449g3qdJPHgyUfUm|%u+=X1S zlL?f=^y-hJE}s)KLZP-+a*6TFB*{9@YNVB>n70;UIW>>&yuLwaN~44r;iYJ>_gww+ z3!ysDUm$p;k$n@ik67x*x=bmHANQWtj_u7jeV@m0H*)E4V8!pi360-l=GBg(K~^~A z=>Cgy>Q;AAAPa8aF+ew2@F6Sw>Mrpa*+tTJ`ep%}_LsTMuca{x?8Lz@6!3ZOY!nvo zmru#cIvUK6(?5DR*4xg^`gPk81`#?W;K$75-aIiYsYqE&p^TS{T(0@#*aBh5dz8O9 z5vdK`c|D#-8I`Fnu*>$xM@N&I{;ox$@B)<@YkvJZx&4o3;jv8z;VgS+hEaZwV|BTC z@&%!iIspX(Bhxf3I%I-2&tmO&D-A-r+<0N*&6pDhGoi-V{W$k1Vh5s{#8`W7twp zkWV2J7<=_4;=kBwBxBbhvN`2Z17~u5`sNAS&;lWRZCEmSZG8aU=WVZl_R$H#ZsdC1 z6PI1yO))aOitahU*XEm7fovgeZ{KnUDllMTJ&AN6S^)j?KNe}Vxt$ijb&#CbxL=Wg0jFEZBosrU&}sZ~WDt%hKKKwiGlffvssnqu;fPcMTDGRrI3zE}ejX5P< zKDoc^CrtBquKfN-HzAGfyy2m5Xqc6jcEMP1DUiSJN_&tIKULoyAGiCHHr$k&yfhhq z>+{FOTDlS@24zh5bqcI1fGc?Zt=AY*7PZBoMc)ul{iDNp#_m%)>uL56;X>I%(RIH&$-u&?2ak7l*@RWW=(##Ax9y&3S0UWA5P+S1RKKJ}(ad=1p;4 z1plC@*{N~isjBfNHcb)-&-spJMRhE-l7rknyJUPE9uJ13&e{i zwIRSPqF$4nLdWtd#yhf&be`@j2c_%%T2Bk_r6_t%PND~J;Lt?O&E=ljUYHW(ClA42?fu_w43v8cw9p+x3`fizfSdm?I_BqyeU z`uY4>zhBhTdm{WWswlwVdW7^Sa*y@>n3KuC;A^L8o#B2@76_EE-&i@y%JaPKsU#l% z{gF5S9ks4Mg^5X%qR(xILmx<6UNjllayM}ou5gs~ymJ8n`lYD55*gu>nh29^=P`9| zw0_#V`=?BbMKVksA48rVlLi3*<301PfGRk6REM`47zq`7zOlz2NgzN6S!_F4`z%tT z&pUmbpo>`?d#6~amUssQ1su%mcvf};NQlm#hT`Dp6KIZBTeywAoGh9})r^Uz7K5wE6C+upQFYF~ z6|q`+2X;RnU8T@Ss7~S9yD(@UM&OJbmw(I=}dDFx!vR z_2MXtrhOK}Wxcqvy)~VEUqjv2-4vJY`@(AMqk8iy&NAFN7IEy0iy84a{5T-7W3f77 zlSTCxK`_IRs;NTROP%zHrZxL7?|!L>zC9yh)Gdv}m!e)ojR*jTp__T9j;L2CuGQmU z82zl~!co`#>c2!N3|f1Z=q3-KZ`XfA)QttIY<6_rqd(Y5T%UJiK@=|_w-ldpSD==^ zxonObT`@4)i=-~id^iYeCORwocrYI~kx@_{1dz)+cAO}kovH|#s#Z+0&(i>LS1LxK z=qpx(zkgtRYJ8%oQ3hjDZkW@(X+#n9J&`l8nWu9#O&Z#mafs-*hym@G&4xl3?~{?t z^fPPk*khN)VZQsqV*d2nMN@8cM}p|phRz~u9SCE^>74M77PPHByKB2YCkEY?zIjg5Iv$

umF)m1*&)HP64vN5{9i83W2G>4&JShtGu0PhP_h${)TQ(j-_$CWI#P4 zG9wA3>MoP%sI{T%@uNuZ#B-BEOY6n2vMI zA|5a6$j+>9uM;HfeH5^#R^^R%NirqxDS4s@cSOU;Y|kmPJ*Z^B<g=N7DSSjzRwnyFjUA5TSu(cTTY!dD>ncE{viX6{GQ7?b-9EMGv%f2O0NAklL5 zG{Y8S^>~;TuUo&Db|FTTXF{H)YsIps(cuV^5#-wrpI(hnnKMQ%HRXk=&Ci%KHe5~3mz-dw}YsxUu~;g1F#aL7PO`H(!Yo>#%OMQzc)8!C#^GY{s2hvF{^^-HN~ zO~a&DoGf$(&ljN=7UI~#y-xTKXU3N(VP#O2fH0V~LKOdvI0d3u=JCBhw2z{~LOnh? zM=IY6f){8dl63L{q1kvmzH>UcEhDLI%srlaSYYPgS<`6AU#zK5?Z2?5p6vhZF`2mR zS0yAcj4)-3EJMv@)7FlZC{MX0BNM47sug7s*ZMtZowCayAvuYWB|$q>g}1%nhOP3- z^<1#fp&%oZYBXuC6R9LMGMFALy z7DW>gWK0CUj!f~H(x4=V?pI#5yhz1jg;I|uXiUNzHS()QvPvU~j}ZcOw^EfOQW#!c zYud@4;`**0>nO_1hf~y2aa7l_T|;=b_Rw|Bbbt|x?gM@Ysm_UMf4S7Oqgn&o{&KWD zCo-;@-D4=Y6>`|BjLk09OsBB7oGDgE>$gX~3{Rd2oM=6N=~Zh=QOi_X&30d>;`EM% z`+~*(q!GEA$79jf_vVzy(743NzwijWd-FixU5TW^cEbCIGHdbMyT&LMPM4+en;)J~ zh@`bTRWs!^n_wkfUe#(GWUfrdKF@+ZBGMA4>Cn)n1qsC1%J>S|Hu0+at>3mX4#Q|w z`HU9dpbOfSzyn&Bjq}eJwtaWb>MwuWYba$)ek$p(I2|v8-q$MXY{#7N&`N_{`2jgl`pyXP=eGehJe80o;nFD{;r+`DrJQ|T``8>~=w18a_^0xk&| zT5%M9QQ9TI7W50ZgmHu9vNfB0@yMZ;d4Mq>Egq?lT2I%1J7g~k>J3%EnTn6JqWWk^ z?KM((D;a5NPD_P1*K)2m9!tG`A_MF`sRUc#9aC37CjRM20F#h|gT5@u`Dk>@a0>sh z9e}kVdCjAna@yBHRlRj98Q8%;Md^!2el*^?31X-$&fsYHNswE?z;J@c;V)OhJeGHC zhmvlLvSJoN=P8BSqz`iuu^Ncx7Ym|cppGS3&&bW~mq@v|7zwR(nz}&d3-k-B<+#nRxyyLi4J+I?*1T^rdL#cpsG>;xvp1XKaT_E}-nghXl{fo_`U@tX_tCpMXfS_3$JFL!a z@$EW@$76G}pG^L8e^8m(PbT#4dIt_@N4KYlUX8gFMT@NHU7_v%XD>*fI|;J}F4SRs z-tDFs1FEg=aGf*N3j&_hH`gwen>9lf1t_0Ksqv|gw8{jBWZWoF6;!`Kp*R2mLh3|V zVWHHoDqdQBe6S3YYFy^ncPZ+*9I15JD{i{C(rf!`SrhZV+Oj@(+`i)`DO3kGuqae( z$inv^LC587s@;xCFItgGsTx2RKMMmh1Tc6;fNBA|233KyG6qiJ4>N%)+6X>)2rK`| z{clwS2(mCl=%o93T*jzmE)Q*yM{nH(kKORrZ&ah-yjsFyMoHzN2`;L9f_I~s@Hzwe zS~!VulKaa{=?7Q)_*@cTnbapwn1ncXfs^k)Mb9Cso$rr`4yPI{Lj{!e(dbFoI?pAb zIu#G4z4xtiGS$oQ%eCO=kwlgc0qg-#!E{pvIxF5_$7Qc85~sKS*U-d-2VZJ|g92I-sF~v#9y6r)0nnOMM(5O^Ym5y<9a-22NjppxRG6 zs@-Zo=;hvERX4bD+0zATywn!m5Eh~_`W{Zg<4xXemgllxYiKpP=$3t5@Dv{CFZ(sjIq)t(fj^ewth*Ypp0*$zNitLQ+s3 zLc?XBfScuavO zE6;USNf%__*PyZ!$CqJvWy$|^UK+DAAgU5UL0$ZMs>NYB>ZWm*?DmBl#hoMIs%`5u zvdC54B(${F`GZ4Y-vVVK2-+~%$6 z@&3KzB9fbHiv&;yz?xIyzv<1UL*H(WQw6DN|*x5V0#^!ABo24mU1!h%R%V zG=WoKsDtZt(vExLm2FS8*-tdTq$J%zwunVwBd{3_J z3CuqfcvlAmn-Q5_s;@seRK?`u6U3K`h6Q^F9(E}6UYf`}dF%5SJoEA5h##m;_>~_| z-M$QW8fRGM@_vQV%grOMg(K1n(!OnRTo%! zXTb?a)e#xk1#)V(7W1E+JH)Hv`_?emgo--AsSK;>49s*WbOp^y^Ow+Wod)9rH8s@7 zV8C|Yw~!AWg9RA#52t{2oIm)_MIaA=f)j&svupG?tRA9&gyRKx-_9L^l)5|+Py>&l zv`5Z5;DWm7F7r-c)P!gAxr^?-yWSWO6%kRgvD}`j<@WhEYk1Ux5~RA3_&J2X@#{IN z1H4sZKd9{hdU5a|fPtxLcEuDvyK~!#+zzIxtafnN=YX*;NYMWp$p272N=qY8FlatN z7*LPz(lL%dJJo!7y1z=sd%-4HKp77QZmi74$T`J<3x#Uo2g%z|(0Ar8F!0pf?hMv) r7_nisl^)O|fiwVd{-@#|xXqr=OV;hyK6x5}KaKM`=km^6zxTfY1QHzt diff --git a/docs/reference/Rplot002.png b/docs/reference/Rplot002.png index 72a5a6b12eafc73abff96ee90459ad402a3381bf..55bbd503b0d8464a187a7e0006000331d46d8f07 100644 GIT binary patch literal 19604 zcmdVCby$^qyDmBa32Bg$6cFh~Qb1ZnBxFc;2uOE>N=XWch#;*X9n#$hDkahlk`e-f zLDoEpI#HbEsIn?Dl0|LR8FA3qjuxL)}J#HLDJXB*RKn%-0+s}Uu1sZ((n0oD%sOP zY=uJ>2aSn|377NPCVF^yI0rKp9|=j^C43Y3}Rop82dG&Plk2bYVhYhPjX(*U+lCxO`;_8C%vOL0o2Cavhrfx~6yN~b&RL^4S< z>xWO+Qgg6NCx3SJOJCq8^@XIS(r!-GUYQNNkWBMhcuvZlEn4UCGveE~Z#2b%1D6+> z6{CXQ+lV^NA%=#A_#S`fa@(4^%Bq%z?>))l>`u`6vmzenVJ;kRFk5NfrFPDx_C;LW zljm1hvkdD!dcJ<;NvLwnDK59o=6YqgBj!|VAnLwOMyAlp9D7Uiy*=5!T%NSxljGCp ztZ6N&Vy?yY7gM#aM{Bw1PTh2#WRJ(?$)D^aun^gUI0$tzOu{e>JW8I9-1LBm^uY7l zdy`@=OLvlah!DZVIyFv=UC}hy1tYl6T7#^Dn(DM$Y+gY9}q>_T3?4%f^}W^TX!u zPYJBf$NOuthrIe#_-fK;ZkbZo@>ktRT1GXIg=aty-$*1X%)su>f5)`6x@1qXNR*&Z^hl!bMMogu1H_( zo=uP3^gEpPY%+XNpk31BaG2X^#$MhSzptTu>9OPa>7P9968e0t4^LsyCPrr}>$NaO zkXp^#GmSLUb?$NyThupg$(*#;M&7HX8?A=DdT&$n=SNChTpY>A9}C2?E!IM^8e|q$ zR$2CwRbFfFlIEO5U!hJXAhWLiBLLY&pJ@~}t`nJOLF)U#q`Y56=ak8L;b;xMpn z;~-+WF9{E^uruEtVB9`l@kpWIVbLW7>M8ICp8Glf`L!(DUt9OH;4#m@hX<_AM?3Qw z_LN9L1i$B&!MsO(C*&fN7LuHuoqcpfeP`;i_bvKC$kj62k$iz|W+bw6Z8+Dzy3wfQ z=vNby zB^z14xxr)9z-DG<=C|>_xtUxx+`K#HIo!}6hwbqSrTwjGeH_N8-~EanOJl>q&GuIZ zQD3q+i~<4zmk_%LqsDmEliaEI9}T!m>PQ<*8}lTopblQBUwz-J(a3qB<1#A5P}f4- zTqI~&%dFo!5rmF{Pit1w=B+g_8Lcnzo0cHLK&Mio4(S zJDLw$D6Zck#d;WC7>9N9h~9Cat|+zx-mS-A4`0AV5Y(h}nX!kdk&p z@;0s38@}?-$S&EfIx8E}M{WSqjh7tIS8Ovx1(UUgnCyna|S^^1@lX znrR2;-W`d>$IzbBU)PztGD87a`F3?rl?mBrzAUXX`?IhE~a z|9V2adDbxK{+unZ%lB~0>v%19u*P}Ota7x*+1&4RxBJe$d-C`0 z;ZIaP_MA@saeL={FE=AlNVR>e%zWNSl+W+T>GWtZ7V=NVSnUavti_6csb}4bt=J5H zLG{~BG>8a8*C$t4@3$$%d7{Pyl&AqKvkgPGeHCmH4?QrZa>m3RFP+76}dQbM5{O8At5Jcxt}V^ z7#|PD2JdFIM!k-j#ql%J^eWUKA(YUE_aBemUOHEBcb_R9Y0k2VR`6CXb~ zJ}$Vedk{xFy8ZO)r%xm|ZNCv4`|T=}P1Nf-I23zboE<70tdE2chZy^o)%a<>A=Ks+**oR&p&pc9MNt?g~~*& zYiF$Db}8_7R(5vh;cOr;1X^-(a@OO~Vzc4*s;Kc*=E^M zA6Anc7AiAs$C~~1tdg$q$HFBi83JwTLx_tkSmclxa!R%WDbj^w1O?ND*M~vC8%+e? zXW+>4sKPBx+H}0mxm!Pbb{|JWH0T*B+eS-_c_GeNfBpIuJi0;7;J+V-xb}N%+IQOL zN5B8!G^^f6>v`WMVkYY^qZ~E}%F1Hwjj)0fPF`NMj*gCSItdRP#^4&iKjqd_HDxs} z%Mrv2)$Z@PMnllK^{dF-H@=gj+V^%-d;?MIOh1ibQh1v(C7OZLrV0`{n4^3J3iFg~ zbC6ovE%xKzKRF8@7StSk*Z1$P4X!zlv;)Q|MrDl_kv&%OT^kXW$S zdZ)*78};=eU-qF3X^;BJbYhO zgKV5dONa5Y3F9SUyRo3wXV}JvW3w0Mp0pAk`1$z@Z#`!&E9`Ze2~lU-yeSU6M1_w9 zt*$;Q2tV|cj?Je;WBY(T0=;CEv;Jk!{!CazR*MPWY8?@|!r*}?!Hd8mtJv-@042?elD*tRE_CXd$6H58C6<;A4&b^l0|Ct{A_r zr6m@8Jt&FSI0g{dalp+Iy~^I|%5V8dPQ)MmPw;y})J;{4&+U2vpv@UkCqp9L4b#W% zLf_le6>Dt!>y%;^u23J$gvsK({$gb~YRyMA=TYxo&zgBH=!y=P9E4D9u)8JYJNsacxE}2 z7%51pSyOwcri9wki63o6)-F>RjMZM5mO35qoLz48RWZOo(!xN-;mSH%tYGn0ylL`L ze7t(L>!Zzd5u%iIKT^uTBeY1{5!tRX^RcsEeRm|C5NT5eo3Di~Gle`Kik5qoZP%_;J1RxjZ(||6$}7q&m+ttDRP%n_ z9(&R=Q91vmul@J#;#m`xngfrp^Z}XF_6*(Z`JaB`H=zlSM`c~>%d!k5>{RaTNFGjz z$NHT*2kcyk$GS|+x9jLs^Zfpt`aBPdz%S6#VdJ~zfncH|>TVv?Qt~W08XDbve)0U~ z; z3U(D%PVaKFjkaf;9$BLG5Z&lBX-STzah@~2Xe<8kAamkp-bo7vB1rhkjcW&Utr>md zWmW`Rckju&Wh){OUw(#~3BkIW#>Bw?EF9${txrz(!fOv68qCyFx(65rTw4)#RP1X$ z#T<;LX59G3{%r$l3hVv3S4s>ajaI5`ip===>nE8`?r)2u@TdH`>C}sp(FUj~!yYbn zwH|GhZR}?&MOI3raPXj__v-w?!rW8LkQjfXKWnU0uU;S$relo17s-uCYkAyV1dk1Wr8sJJOo&wtR=2ne9_a4vRS9((*PXmq)a z=)wEB-=7lD5LcCAvy9TEU?t`uKf-M$$Ua~bEwsS+HuPR~VAR>?%%?-xF(%b@Wv5wW zrsa$0)Du_z>V;R*=Ok~spPlXf$o!M1fp9W>J2PdVb>MmRA)}K=A4SJ>fCOT0CriOv z)a3Sulhj^b)U7;k;MCsHI9RU%xTrJHP`iCDsI1(?-6)tMEVJk3bc6k}yU*`^$=vx2 znInf&ufnYf@(~HQ+wuqNN5WF{49Jq0zLVcFm6I4e1#8T)b9-nQrTKE$S{nms1ObvV zoHxa;#&ktzDk^4eogJG0Y&>kU7M8Q7p3>FrY4jQtxxT75BJS2Qu{E7pYp`SSs68Pu zMEr0%j5}M=6xki)B;*hUg#u01Ks#6L2G(~DWPtD4Y(OODNdA0^%(H=Cyn#;!?Ls*v z>EI+JF!PKzUDhgQlN~xJvoI$3H1E{1=C*#U>ElsP2LPbF4~I=afb`A#wPOJ%pKUo{ z2arhrq}6ZCjfa`}`Ou*6sHh|uM)ZelH!D@nUd(t-+E%tLyDS?MDC49~){)<=bBoh4 zHN|>{R#sLP(40U=h^>W8R7ZApbDJ<_2~Z%Ln=Y_}Zy%SL*Wnt+he4ccburm~+qnqJ zY61A}70Ebl_MaLs8pi8?QT2gH`ga}s|Ge8>~D`y9pUWbNMffv4)$&r4)(8m^K zx>nNrPzR}=L~%$S_3xnN!n4X9W(O=`CrlGe{8!sWb$Nm07XX(3#uL!x0R!mj>Xxfq z?y(bYU)){&t@O0jmG*W)s+hq2?Po$2-si)ieC^VjU$>O8lyhp7Y zT}ya$$jPte4F)&SHe+>`R`b88!2fMeP^Om9q(s{T6L6i#djqVUPYH@sfr0pX)lHY5 zVTrv+EAHU|beAXJYl&#ykEg5mOmUijil$$k|5~K~M*VdrrYutSBs9PMyum}q63Vek zl|&r^z#pFy`w;Z}Oq7IS2*i|ILQ9RaSUe|SMvkiqo9GT5JM;HH+AOwCR8rv6t;;9e zxJ45g9^RYeanV-4r{74sLO{5SE*QfeL+5k~J~@-2@o zRmz_0m?#{bt-Ae1czD~-UUH03qS&@~Dt{(6-fPgcFVTO85L>40{HgnYQpokR0M zVEs{FA}217!Q3d@G*z*fynLtIcB4Z_7w)Wmm|TV}Qq@dBD-FO*c*NR|l$#A_9ycZ` zU9+`$DW%RuF>p&l?}~(X!{6S`&=(P@b5}_+#6lvb(Eka9weA<{n9AhdFI%0si8UMW z_?01HA}M5M9&L?_LhJ0gRrh?m;^wSln_$0u+j6`ic_P+de>+w`8l0Ls`}L@|4({4@>R1>~!>Z`2DLyRP3h!DgGMz_MBf*TYBu6=452%lohD#kK2bn;!N2{>N?|-QDH@=QFLJ zLYNrfDI)@5EcV(TRN9>nV_4YhmnKrUf*Kn1?i7c90~!kv)V(MJ;|#8(uw^e9t(eQD z{Cu;)EQL(#CLMe%j7<*-2oqGoJZnW%jB}wdJ{CqWaj6a$B;TEF|2#HaG6fksyTVOP zbTfumX<2Ng<91MgIn)_&8Lw+S5MyJKZ%j!}e%={LY2Fb|5+c>06hkX>|2`oiBjD^f z)4EOv&SAhqIpt9OkvhVxQV+;1%OsK)U#yjlrJzJ)DZ{*{oB)X$HKzG;7~_i{?gy&nlhey?(^q+K+<5TNgj~l zhqn3FrU==fU%SvA0rpUC(60=K5mocqjs0PH%Y!ZO zM5UzYVV=y?5rPB^X>tDFTPXe;!SVO__h0%4CcivazI}KAd@RQKU>|QYZ8?NdI0r^E z+AX(LbsWYvLp->dck?1aj*SQ3okpQ3Xni;$m_r9?10L&>_cjAU1P;|S-LVYaL1-9l zNCwoslL-Z-do5hfdH>#QvdVsSw1fdD&=Al}LJEYTn&5J->JD&f7kB(x?%VBQjx~Yt zeXP+}Bt9Xb9Z7>a0J%^QGZT}E5cOb{y*{u+R4~W3pKLcX6i=WouP~!NBMkrQQ^7}H zGhA1`9u23T2LmUYrJ5oFvw0-{e;nuYCd>dv*S6ApeQMkSc4r>IjZh40Y^FvT+UcvYn$E>vQXC<9T z#TlM8IdTAzChl&VImz3&PpTM8PuJ^%x~dRT!zkc!Nr9gyL~_Fi6BXn1TQKW0Bdp8&Ss7@4KNYT$l9H+et^I;hL0)UH zX1XOoO>yya@+n>H<;xmlwSwdx61;v7bpK3a`mYW!g7{$UsgMH!|20@a-VKA0UWiHL zuzFHV4Ap&+dLz~1Vd7d=hGf3l!Jrl+Qmz=F%hIkXWNo4kxU;>v7B1R`=4PGbv5~) zs2AzoM6|r-H|O)(nJXn%x`cR;JF&al{m{aK&FjLSv*}cT?qI{$GD$&;2@7LqE%&O| zGC57^eawU#%Pn?4wpMz%R?lN|a;^iJbmTB;C%ie+D6ynKVrYM0i#Ie(j%azOg7rD& zQG21TZhQd~M{S*Zqt^y^as5l)RlXbuC)0rpnLBsywgJbrGxvW+Ez3X+X zPqi0*GU>SDAi>0O@zen=mR^z?Se=d^Us5t{pcG#jtaIOhXt;!UeUlS!u}gvRCQ@dy zihh4PofZ0OmgXK!OTW|!my!1}`K^=9iYDh4M5)ufETW~Lq=`ChJsdIR9EPo5{l0A( z{j=5h2r)?_fr5d=cbt~p#qL31{Ai^EPU|x7AO?UT))e6i4jNwLI&g7#*=hEqdy#z~ zL(UN>i^-zdC&&5upgqPaHP;6N(*RfpP$1!M{+K9I6NGX7o8tt<61^Em_r1uc_EU(B2U(+KQI&bxP?cv!9hGE3^iR2^O+ z7KdUxHm1`&`w67E{QSFsv+#UKzbA5P^Vxo5TUuVu1hOwYGO`_r<^Pew7f0RF3uWE( zAPvzB0G$q60xlFtctj2@YSPI&zxq6AZ&|-I#3doYBoPX#wx0}@*lxJe_lmpy1*05* zL{I|8;SsUyk3XW=-&kp(aU6r^Oz3w&-mk;NG*pm*cFUv%fnuzWHY@s_KptBJ-K={c zQw}a7aUjKU;>D|1fl*R7M}lfynXhX@PCmIrFo%gpkpc3?ShXX=-|cSatHgG2fiOoV z1vhSb^wj(4fd2b8nDRHDVwL9S=OGIyr2Z^jLEHuc+e^GIMm0J986n+N-a}Qn?ih!A zuQO&V5}t>1)MubIcXe~_Xn=;`GH#*;=KZpYsg}z~!Q-RTJ-5@tX6;fRcX5X% z-E=v6s8iw2EvU){nktB2C`f$ZqX9{klauqZ&NK#t=gmyFu?wx!n)82rmD0*o2iXhj zXOiC#5rG69WaN#217+b+x0E#griStX$0)NM;c#0U3elEBK|Tzb{=D^(0!korpMVCm z2m+=~og4cbAsfqmuz*B|+U_#~N(XKBd zvr*9W7C|3D1YH%hG8xKIHsuDOm&f$09`lyn7$28m9U17BZEzwI28P%$dLJAh_)ua> z&0|2T`A(+}Xds1QLn>ZExNVM+=vO<0jMyrenK9vqW~|tgXkfmxX=%Q&S4iUF_u8UU zdM)@*FF@^`ocFK3yil~`< z2Y!Oe8x<{kU zcB|jNgfySBX#e8_F%c2Co^ zlobL=$O03!&R78$UZ3Jwc6=H|U4P&=9WCJ9I{5aWRIli@h$H>+;dU%=n4$GwGlCI3 z#=;qQ$^DHUCxo*Z1S6nQc63~t31{-(p=o)Ldmj^lPk)OFcxAat+Yto9yep~|q?-1J z2F|o%W*w!bgLl-l)!#*gvZx5CSKN5^I-Db&Ay9~skr8)%9Cv+WZy`ZVfSA1V+V_Ht z?x2MDc;YKp7VGUR#!Er2dO?XK9ezLVycAAC$xH1t7j(JekrHY|xf4NY6yDJ-_WWZ@tdkX@-Ug!Xt-w_J>os6#AcH@gV^3xry`J3|+SyFUOR{nGK=d zpF2M>w4N3xpb^Qhxd;$hSnxVc3g^g;V|E>EtjC+I`rx(GdaI-B*HK9t<}_yGzs_nF zjqK1+=`;4&`GPCP{+3+~=W{KbCGyt?&OeC3L?gDH+&yKGV3jvmMx1 zZ}AqOv2CR+5@}(zepns=s2RFJ^<*4qY%tG4ivXA{q?%5H>L~w%*GSZE!VSsLZxK!@ z8o*6}#9v)q1-!95s>GlhmzLH%vT^V$-u>@VIcnrf0MZ!*rB03;iMz>B&uQ)cuvD9DBzZ8rJ#ed#aZu!t|rVzxnY&?Qb zjDJAaLf1 ziIF5qqiZ_(nkx28uhKT8fsZ4d4Abk^Cxcsmu7^phAD#YEnddM4@BvrYj&E=1xp@4G z7eV3SI4GlxhK7cy-w~hB{^}C~8exz#S~d>u7WFUgnk@GwzJ}7d{=F!2)HqNQPB)Dn z6CU1@r4WfbJ(?l&>;(lNOwG#27=we&bjRV(NorQ;t2-iAZ9zHefL6!{z*Ll$5Hu9j z9XtnK-E8)pawA(i-7u4So@Ra^Meu@Ub7{&xFlwP(OhZ1 zTeYOTuc6wIVd~WIVMzMcfp5p5;o#woFqZWm(8u|$2QoH(ys(~W5Nm=}#bMkT(Ka^y zUZ{(zWsv!(6VFXLHYFS zxCPYPGS`*+DD3409w)yi$%%;}eM!8`;^Nd`&JjXARn(8r20wlJq*Lp{0#areph+A? zKmDbX!|iTR!y`elV-gd)njUb>9&oy=gu_@0y|Ll!_v9UA<<_m~dS_T((gT$^v|CUi zrkuO!s6?HvO*x!rU1##ITc+Tp;QiV%YMkr3q5Y`AsAM+tUPRWB@K&1NFXeBAx>qP7 zF;N)tdx>%Eq(eQyaIRW6pgkw(oedylB7#5~q5vn8yp|RjbYed9E_}beFCvJbnMU7s ztBO`@p)B1BE7YY!h(llHH*LE#W+x1*mws`I4Nj9TK(-k+)MN@zTAlo_7wcCO@;2tg}(@U6O>4L}g9F+Ze00Z)Xs!Jb_^4tR7nUg3jq!ug60Kjy(W7N1DaNt@( z|LUx40+;>EOeg)N}zD z8y5kcg2-vPmmEAHpCQ9hpDMTPD}{1A1tf>pMo~3trEwUY`Xvudx}vW3eEuB#-iAs# z;1)#OX_cf!4>2mpz%~%{#R?Tw#DGYoPv?nXT5E|Q=Y)|EkTi-w#9KVsswaB>{JE3( zTVNN!g3%#)IQ8Jh*@8$A-hJ!~nEg=C24vc%6CMCgnl}ipkZ3IL_6MF{A)pp&q4S(V zi|l;*D9sxS=303Oa>UZM4S2$oAjNhDOHuDNda)Y zyAa8XnqBiW-{IyzEQ)|DJ+`j~!yhU}A^Xvmuzx}Agv!qE`r}^1>94*cxFCS-@X$jb z?urIxtE~so0a~NvbB%frdjNm$KBJFqYrTZQTt(!4(Ad<`af9xW*6B>TD1^vF-huPQ95Bu*Tu~YY z0xSL1e|SEux^V!U5(N6L*I)n<0CPfIe0-bW+?}NRseB95p7wW?KS|3A*l1qgYCOa( zzS?hWMs#bg?Z+1ma7M`0SgIIl#;q#ayupgi-A`w%7&pKgSyh4l2IDHYC7mFp!wTrL z%ucogReL_4+J{mn;nlc(3R)jg5&34mW5Nn^`Fuf%)Y48kucDIAiMajm{Yv{cW&87wiT?~3k|!Srk9e0j3%$;fkm zZb}T(s^a!^o!*CbO2lU?hfq3!V5}O@iy$gOhGsp>1k4-8lBB4-S zX082A1zq3M;Zf)?%AY%T)`$`?D~iH&E~8U~P9vN%Z+uanrAR;^7q;%HNzRn@81pS& zo%3Q>Pj7D<6l0WOBUQqaFq%e$$0bw3WAiquq0IPhn}U-J8aA8#R9=?J5O0!7Yi}a0 z1CoBquOf6My}uR6<}teliyI_~3^2Pu6O4ikXX5840i#75463Lqe=k*(e^plPt#}9& zGXONG;tE*Jf_||(R>{Rh;Iow=$`Xh~TF>kJWPr0}H+E(hZXp`!AugQ&X=0U1cay z&dC^hN!G&lkPKk!f~Gx;=+J)a( zE1&fxO53sU5*^K9;5{rBG9Tlk3?=;XEL}w|6bU|+;uT$h24Jjp5(sS?^)YU7zoTBn6)E2(W@tmCiw)Z@WW$beoLf#z+Ze&Yy(FYI6<)d3~=Up$uXUs zTMtbX6cnbN2;P#3ZBw|WpCqTZlD|wZ{C*? zseCfwdzm8j?J@yXoiwoJel9Ks~eizef$_w=&N@Kq#?^KddWOMgZ zOguiA$>EyK=31VN)qCB;7dS(6zWyt8rHeBeohvQG+6yv zJsSgOHybN8r4q2XlT5Ax6kWG#zpnFX4H_j6+gL?+IFS_F_^T>nbV;B67T~4*S7`i! zA#X|udi44A{G|FS0M)d>b8j3*^$IIh6yFGT=-c4-MS;A{O}lR;#tf)=>h4`!Ao8dp zk__$)aL*Yv`eXv0v7T*`mn$ISe(F4wFm%7ik zYFFs<@*{wDLPvnfDiVq;I%2E&B4Bp@Ey^NV{CJ?&^$~Q3dGK039k)}gu=)bczr4JB z2aH7Kdq2JaMD$}fHXJ-{nve@4WCUCT$fxJa7X@(V4pu(ahP44oFsy-%iNlwj9qZm( z+wRx=8loPBFNZ@&5}$N4cxK-vM?+%fYg2;nFkX#CpEw^gOgu%zF$M#hum!;F&xy*W zgxTVzJoVP*=;r$=+B?-H4Zm=K8VK>6@x~?$TkJB{;r}y@j)DdaM!YBx1|DW~6xj~* z29RrEfCkOCrfL~^qw=y~(%czVyWzGv$8#W*{BE#0P$)h@m6++`=@kjj_e@Mr<*M7* z*_Au>9Th;lp$sMRe0Y4$An`q9rcv@}OM;o+r{`H--q2yUd8}k85V@xPX_7}v32L~Q zjvAL=WoQOXlfo$k z^`6^=-Wu}codqR|b8VOy0s>^9t93|hj}`lV{b+OJbj!2MdRB@;&}vLhQ>jSLXsp;) zTwE_h4%_q21k=S#;Ox_nA5RV6(#JmCZdz1uKyg#IfM~#{7Q#_hRv!CkbA{e-r`7B& zrmFm(;+f?_wxDqXFTBGc7EFc!>z46~KNsA(X04r(mePo66U2-+E5^@>+QE+>D2H<& zW!obC37>z+gL^_+hpP_1Z|Hq!Nx9DjKt(AV?9O8i-hx7^azNYJ&uedR` z9i|$_qscjcU6Vg&p?JxwGCB$8{_L+!MVlQqMjc0h;un6++?Qe zAUqEl-&^!{Q#B;88w6LyR9?#isGyeRV{WHLqid{6GHybi3Rgan3I&1DS#R}vA(Ts$ z*$pUlayU+@$rA$UGm8$v{-uSgNl}kqif)^$iqmyQsp6KwpDum0-;g<2KfcABlvj>J z-2zXt(P82f%xrYNzc(-2XvkxppRQP+?mWXSp*%YGC0ACq!H=QIU;~))-gM83oG|S6 zWYsC7-1U@Ml;>RdVTn=n&&ld+V5FKj6`-44h>= z2a5bLe@J3nE5dD~YmN2!ew!mg?KK}7T!I4Z;eZzLMpiok6i8Ff7!HvX)w%a6mw1dm zH`85VcG_;lCuYj0I!(j0=cC$z$%b-cv?L7RKFV$#aO%ZnP@`TgSgSrR8aNY_WL#zb ziS%)1f`>)2v^2(BiTc63ILa%mR@u6OTjDHP5v|)4J7B|Q@H_vrq5~Dq#l;21Dw{)( z6@}5tsy{7SIpIb~{e9eLQTUjWJ{_p+gaA^Lt~BYyt#!o~aop<6N2WFdsYc(7mI|a5 z5S<7_mBVxdYOf58O~kSpU{l7Q!?j($i>Ikch7%WfdQ)sXJPMx>$;gC@*<7Cy3+%>Z z2_+FY*mwsUeLWF>Tz!myvGp6#(3y4)%T*tnutV3-z&B>fQU}V94s15yuLcdT%x+vj z=<#=a#0$`0QMI`8Hg5VWZprXi&#Z^s1Rz!OKf3?hU3;66DXVyfpaBnuFO*MGCo}TXYLlH$`lxb6|Q8`vQOebrtQKgS|yupW=EXE?Zv1H(R-s0UZz6?YKxq|aYR>@K>N zdRIh5MV)%L8+$S8yS$TMRvVZt0%LkRil%z`G8iS8!p4CPKvJNXAo<>4(MtTD{3L8+ zgDZ9RGO7Ao#gfI9p^`cZMW4E-Mf%8Z`R`0uzG`t9zKLN7yw^GHxhD`O&qD5o_ixBr z;d~Q(tPBliULJ#*20vqegvg_SK17cmRh7GTYkq@;380c3QD{ro3}$ ziu9J7A2oZfBi?at`+Bcq~#M(Ftz=PIBIw=LyQdq$q1=Z4G? zN%R;xF(85eQwBP$`;+LtSJxRhrCdQka}u--m=Uw}0AK zUj7_}G$`{6fUa5>W2Lw1w|`GMcEfLEji@x7U*EeuT1@-wuKaTBf9eM60dMneGBaa1 zJ3E7Rl$S+@BU`jEEKlGUP0N)V_aGC@2XoaJPcf*U@SI-;&5 z8a4o}%)n{{Dl@o)Mg7Ji#au1473AlChy;OL%0+<(d>q4;PdG;dkyI&=Wq~E}lLU5C zJ$)`$kctWczYaIYp8@ZNhN!X|Z%Zx>zq^(h_KTQgcXB1q{c*tiaE|PMCFRwWMCEDu z9JrWH)ffobE_J?Oq;EJA#^!@#re2N|G@a%f7c?agn>l$QXqrg>sEtGNYcLD;qc$M^ z;)4WD!PSs$(~>NBt2TN+`mZ0$U2`vID=9IHQ0D0&+j|qQ)~wy|-#UKR`vuzHTXAxu zlEbx-@Ads=w@i{y(;&tHRG=l59?W`I)l|C8vj@u zYNtQtSIhfElJ7P3N793rUqR!vsUK62QFDARMXGwnr(k;)U_dJjFMR)yQaq>KwUcl1 z?0vqQ@F}>V;Z_=^A?_`_x_#WQPrtiH|E)y`QTyM#aovm0{tX=zQ8RPQu9z>kJ$@hf z?zerom5OO!rUPdo43m>pNW|zyyP^^DYp30NtcIV!u`w}(PC|3AG;?Z)1vhvxs20<& zy#~|3hZg&vUtHMmFHl<^{x;e;(ee!dLwZ4PRA+I4vyX0u=>i z70G*$8&e#{M4Sjb106WLF2!Q!>1((D`0`J7g~l*?z-8@wqCzjln?L zn}L-Hn8EqtI5w{P>B4h!GR)A%EFN)+`hE|hli2tF^{L990}J12j^QHwwjOmLJ8>dw zKy^?qa4*11FP{F{Ymyn0#c4QRFFw(+N=68~~$`*PPPy6#m@jzn_9>t@tzQMr?_6?X}KU?j&9~R`JHvfX| zbGV?L`LML(Z)LS;e@6qrmb~Jkr*a}q7XK^PD%4Z%eSbq~=WFe;O z>jxSos{IZ&H+3=YrwL{G`-7rh=CphPPFog)pfU9THN`(0WF#a>^E{tl+~!?L`0F{ z8xP(5Uv{DVhbsM_cM$!TEM$LgIr{G#65p_s;r$$Xhlc>(Ap=@s2)*z6huqS@ivZYa z<9G728s$g?<>Qlutc67mSOqQFZtNov__V0^0%V~aFa_Y|)g%K=7c`T9+KwL!rF;Q5 zVqU|(sewT%e1PMqa8)-$YTu`kH2(uFnTF!yPS_6i1azW%=~8sCPfgy+>IMank|fNE zWXCSGF3Y%}y&-NRN6M{_LxGK9tR;`}bqupkTQOB1W&Rt^E%Z4a%>a zn8@ zi@@oGw9W#}q)DG3m z+}x_DQx`piJ=ccVPT+Pg%5Hu!>*HqxMG&XO zH}8YM3(A%VbZ(yedV5Zy*HZ6Wdwc(~WqVpWnP~||3Fd1gS1)JU47i;x7oJFc)ML~l zf78hXQR_AvmXAC3b3h9TfpfWlylwgEdqA_heI|T}va$jEfS9{)zRdIH#n17Z0HXQF z8!`Uh+u+XveGe%$56-%sPu)LmzN|bSi29NLb4*btlC+g4e_Yx+lK(4zQq+gfBZU+S zmq-<40`L9cVWPY~Ex%yP8b(7?-=jmZA0{@gm?BVB#dY#bMuFaZFLh5ceYTURUoGj! zHtm?y%F-U1(UIiJiP-ku4{l!R*+nt*Ak0gA2m}Rj3j(2Y8-al^K|{kw{2%tqR-6=~ zv^Q^Tf0ju|NPv3D7ENVZi78h;o}D?>9Ef@)fJ6192fNzK9?8wEt%stt4}E;1u#bOAUKV+gPj-2(CMu8zmPRz>2SdLRoF7s0rM%QJb;2svGRyxEy#{ zdeG9s!WuS4R`uPnb*R<{7njG?_OGRlmk1C+ss>N75G_wl$y>UpkVvFLvnQ<*c#e?D z%Fp4-f0DnF$6C)E-AEkWKze)EcJ{{0v5^gdl#bNW%6avQLiw|4A=UQZck-L`eGQMz+IzI~xH@+KJfubK;i zAK9(ORx_;|HloRd&0{YU~X24 zyCWa7*t59H7j{u@O4kA}G)S7=)`lm8i-%{Ql*5$s#frQH`a^SI40MNU@pLXCIf$_>pj&#=ZFB;BIThE z+$dExyz5~DY;(_MU>8wAW+r2C<;g^ib2d0Z69T&R^!1VI>KUNm5Z1)-E5`Q_!B@ovZaHeb>t^?`#K2E99bg-+5( z3oImszxMVQC3;8{)FF#l{4ggPb3g6Y2QYN0 zc2V6F5?TfB50yp^5TIbE(ULwt$_C@Xdw4^TAvZTSyp|$;A9A<=V&vw{o5!F)v79+3 zjnB*!_x9fPhdm~?_Vy#7>wTM^E(#6BT3%Yp`|yGNN9D;~Wo4AL`rE_=wLhV%s_Gjt z*Y~oSFJRWr0_V{h=l6H6Gl3jh zJsY48;a%r{QUwCpI}jLD;+y{bpc(o8U6J=tJSH0~^)_w6mnW+1Q(!v@{DIx;1CD3F zU3_S0Fj(x0PPh)QG4PDffo*Hk{@wK+B?}8?bYOI%-fxuHhU4{7Wy7m7R>K$qKzm#H z2=8rR^cB#N1ba090Y!^+EFE7w~WlagZG-dRN=V1uNq2s`d$uD5}Kx$}Y-oBP`=XzEVZ29`|LD}2e`*<}w z_S^7qc5yKeotR6`tTz~pzQOE|`kj+#;nSz+?j9b!%Pt=Z3RJpY*NkpGhG47n+RcK8 zFf=^OawZZK84*i!vMd1}1s)n28iBmrV|6q%^jYLTTpaiv zzv0G2_yxyQQT8$X3jdr))dj#WSDobaT+q<2ks$w}|NQNLhK5FmCjVGM(=%;7-NRE; z`si5Pr#k08(WlrC!vj}GB#B@1#@>2E_aufQ=eYIX4K>ZL@2vxIagA>#&`C4@^tB1z zzn*m^CyYd1(!1*S3~e|2xVcAsDP>% zcK6|O{Wq-w`MJo^_-A?OMA}}Y)IV%4mcgmtHMn}E9?iZow)k64-94#y_e(Lz&Pn%4 z;ODn!d?VmQQ-8&Kkj=}O7n_a$hl~7GSF_RVo$cQ2dJ~GP=MgshX=sm4xM@r%B$~GW zY(1Kt!FMCT{<`Z)nu{jpm#{*z?f$C%@NZuPzUP>rHs;ugoQ&ry-`qg0=B?&Lsy|bI z2WK_{Z#?2Iz2-UiiWPes&xz(W2F~0Vnib7P<8}Lv?MXFZ-qw9dH-bM{R9~{AMad5* zW{kX-iA#$P*{*-S(ugr1`1=tT2gJvw= zrE{j%7$f`Rl___t$Z6g0?52O11%a2@Gn0WyK~mBF{Am8o<}d5H$nl%(;ci7S*ROm- zyGheYcJgPc#XQISy~sVYg!I0~=&m%+oYa?{r7~kNT3ADxyVnAROW&nYns_L2NYIL$ zZhWMEgH|1gro^EwF8-6FTrA3b%r3xZwcX2iW4*HEWZH8Ok{z_E#P=nlDyosJ|hrOS2l3+#+1$1=q-=wdvN(J^jeRRCPz>v%eY%IDB;|> zsv+x(Kg7GNtd#C$r8J}VJQ7O>eT38RK5Jwrk)@7@Wdz?(hi9jUDQZ7h$jv)ax~%eD z9w=o`(<#xn5PI6{a(8{*`AEYv?sv&6#u7j}BzF)XviX3jvhAS~y$8<)`9h zh3C|{sc?t#DSvOnIYQ4<>tRz$FCfv7rNVt|MiClh^YU{GuX;qwJ{$3S8mGT%l+a|^7pXzM)?Ka*K zgR|HOY>|xMzK_xL|2<3J?W{`t-kRxeTin}oL^h?v&JT0Bi}s3l9@Kft!#%7@Ls9;Z z*pv#5hPXB?*v^?$UMQt|j?t5gZ;u6r*bFn6>DOaz-^tr}xLmfZY=~hg@{{q_kZa9& z$3&qpPn5OHs^PFYDPw0MXyfoEjxJQkU82E)TdWL98uJT# z2E;+{-`{OSzlMdOGZ$vV=tHuNHblC|fAT5ze^t;J;!xJ^7s-unxLCohp(m8pp8nXu ztzoH>D2p#5#z?gd&W||8VMWTWgcu!u>3_cQB#^WDKUH`UvlR`l9`q=NkW>J3eQ7CF zCi~0T-r-@M*WPlPnBT-R!3LxL1ZItos#zF~jg7ABW3etPeWHv-*cd^gjTfhOzJ7j# ztFGFsot>T5ycEK@>t^gnIZMw6%dJ%0;ltVWv9Yn5A60|OEV?Z-1qrz*BFXS^lBz=3 zOifM6gxy&=>bEf%6%uCK2*nxL+4~$WB2JUtd`Wgs>+vwK`_R^0h1iW7BeV;p3rFH& zVw#V47HkIIqr*>g?!I|j?8(i(N3{I@O)VeyQM-sD)BlvY8^z|MZ+i_ZSSd}|<9eh_Tg{7w zkB_wK+Ho^ zleG8U!?u~3OhK3B?P;H_7bm+GG-AGTgCC@e%&V*igS(Sx!}vtq*U8xQE1D-KQ{UWt zP-fmqf<|)VMuAQVP5iwlt^NJc*KV^rZB2`Q_1KE4uI7hJF0_VTg9b$}esN4M^$LG3 zl7HId-{HpDzpW;|z0R_p<{-?IKiSb}|N1G%GT!wV(s<6Va0&{hP&~BVhF7jyWv|zT zVpDwl7z>Snl5cUbGalJ2q1SF>IQ=_(4vS$?url_=?9s2rxo_b&cOp9(*u4V5#?aW@PN{N|9zgnLo_FTmz%gc*%?Tu$Dnd^OQJUcr(X#y{T ze-#;630AqTs!w~ZP^X?}o*?fME_}TtoL*4SCR*~XVY6!C$Zl^cKU)(4PDs7io~0h_ zF=l3F_ikxf+3rfaQ51TuUb*G&2kEzqR|sizqwX^@c8ZCK?Z(o}nuoN|U7qdrmodoi z!W}FgAA62>cXumHuaz{h8-I0`M_K48%gM#Oz0JWs)8M1SM-jPu{_kk%uJoIZ!NEai zNy%XR4ufikL^q-IG!*Jy604s2bj^!wdrq=N#U%DlMnzP@!u-79lsbk)i%kAdXGTWG zE^JYAJ=7BH^G-OLl~gJU3UTP;*1TPqSFR`gh@yT#87ULiZ}8puu&cX_)vj{FP&Djm zoqJ;S^GQoaaaLBPU#qUWMF!R8mHKR#@ZQQ;yPY>CDwhH-PGph$m6wlwOUitAYobz- zj|_je{q5}~c=oQ*;-}p|`I7_sQ~6bXtsU$x_oiBSczAg2%(s^rl_XW$kKg6D9hO5` z{P2rPiDOjk^4OZL{F9n4CMZ}P0i{KsUBBXEn_b!o6|8fjm?d?2-M#V7PI(_v8N3{H zZI(pTC3>w^p|-Q8re;*vOw9|ai`D$h#k?n}U2zPZVb`hSEc8(D4ENx=zgf26_@~ih z+9QhsE4gbNaL(9tJpXq0WN(FyKMHOLK7F(?d7uCJ#PFx7{neo**fvX_sG)53O*i-~ zogSoTf5XMP8!bOS-yjOEqABKc z_?fl4%&^+w>061(uWoiIe@0l%3?VmLRAURPPT@#b+1Z%qs;f}9W2Jt2HeZZ|9&&N2 z8#l}>K2oj5$GdcQz!qMFw?Agj!IRR@WkyZzmSFK?ltCETjIDA(X~7pOnE?Z~mEYRi ziK(c1{tRXpXcojR9mB?CEzEhK{n=Wp%6`0Te`_XF)aS4iPAnX5QM3=)*#&y#d0Nx= zp1d0yk?7mrXtCzywjE|VJ3Av2aH5lqqLRqucEjXyf9JDV>HihI>?& zX&3wZ`xPgmyKu&^u(9=WwMvZAALtaL{qhSTuhb_HFZ@D#rr^ZgI=gwfzW6FxiTp878crG5m1r|xiUdruA;h} z4IzX_FEOl@G&g5}qS13V-|yd{i0?5`pz~4}F*&)7o5;cus-l9o&}=#Nnh6{MDslg` zmoKqkrCOor##oSN4_fDPG+*PWe-uq4%6e*3sc)`lx!jYYGC_qQkwwqO7Ww)$E(r+< zYk!bYiPc1fO;4uy49nK;Qny~I3Hny!KlYgOJyc51(%hD?nYUASJnXdGu>qR|D<_v`^NnCTw6z3PhYw) z+uIxU4Gpmj;pJBS(CviX*Gnf%->Wjosi^!g;WXi;K>85B!_=daQLDkFL>;4NYrl%9 zL_CS~Q1S{2aENcMPd7}CJfSBd)va=z=`(O_2#t=8*7D92^E;jkqy1b}3jM_UX!D7^ zJ?q+NN&m>6Wub^j!%C^mP~O?j4_f3}fzUrW-TrDqPuNVDN~;J83%de4#OqUkNz;Ww ze}?FIQ-HWkHgUT04_LmF^P`y)sQl$@nQF3D#qthY;jNNE{LN@?Yria}YF@Z*OpGjR zhBL@h3A;y3Ry%5B%MfU?+=SPhW7OdN^3^Mh+2!T$1seIuLT)Tjb=M~<-+pyl!^kU$ zrWSS|_+lojkigUekbqTV)I^{7caHpxv-5K}GbClKd+Oj!z{J1Mgr(Z4DO-JKC}797RkoV=m93Q%t4xN%PrI-V^OrywG6iJp*+fj( zG8a~QwNGBYe3^epeXjZKCy6cgc$kn`}GA}?9qPGD*T=y z>a(kq$)fei>CeEO<^D_+XuZsOWel>>G)q5o6+JyY%?+kMFBCtmOZ$4Sb~WVMjea+Q zRye=g(EZhGotMtEr4c;WPabND^&dRfQvT|H!?^wf(u)5=yHGL&FCvHz7xVuc_F;FW zSUNj%>lgjnd?6pVeRz29&YhOkuT#H&m)B(alKA@i$|)N%0DvQLd6tvf953>PJK{ig6^v< z&Qt9D>gh;+&8KLWrH1%~gv9}zF(3bH3Fv*B^BrXo4D!mxk9dk>=;h-S9awZ$&90Md zerC;8UoG2HXChVZj^l`k}S;Fg;7E7YyX+p63R&q%q^pUMb5{-fXH$?vbTTphMW}J|q&iMO7O#uP$ z5>ZPv+JzSL-@=j7%wyG8^GW|dvIia`d=g4$4)k+Yqxxj%LKcD-{oUH&k@gKDqCnPelxP83B8!&kpMk7z-@YLyPw{JuNvZvJ zelmP*3vM&9WhNB|r(7zX4(CL%;<%+xd)(d5(kH=p@0W{Mb=U1q00M0dQlx$%@K*^C zdJ8}|uY=w^hyLDQv7Yt?W8lp{E-8{et@&CT#PZ$2m_vP{*w+8z^_BlF%>glCB}-R;uzqD2@a%5XP z@Z-miD@EFh-rip|oQG{6maz(Nune@dVams)xt}x1lh{^HFs>}Eu6DMC5vIps7S~$h zg<=E*1cV)lCQqmpX$xy5J)&dMt?5C#f{o4fe1aD^g+2M;_ix{v4%hWSyCBf7cIX9~ zQ{%OFFIzUcip*L*Zorxs4cV=(*j8f8EY-fn2@807#jgB+Sp4u54C?+)++OsNqazYA zhRYU?*uI^6sPW1zrzd{XBr`IKahOI*F&WnS>GeV#k&GLF5?=FNDPzFRLA=GrtfLNOZBT)uU=*= zrJ&_wqUz%IR{C9__?>A>!98Q+rK3AcR^t03pKj**6qkeZv(6G6!z z#XsX4KRi5azlVoan+0{0eN8yCVg_sUAf1bgs{%+3fI64+(*xG?XX@%CfaUi8j&v{c z4Z>0k<*U#_pS39GXmFYfUh*_j`-8s?9|ta*ChCKVq82W5_$`#bSfpS12Ja?IsrBGp z1XLjfJ1Z-T*I{bRp%xDNB(FEH$nKGhSpd+xhm(#&jeb5CzyMfRpHEbL$+1!{Pn0#G z3<#ii`};?Y<=On>aA6OIuWpL4V)${cn^P&kytcRJq<}ZQWbIC1fBFuVmdktJ8m=On!fnCo6Z(84K82&{EDpI7 z0CDE2I&>WbO=r7ryHES>Z}7Lc`K?S;+K~f}f@@Wb(~9{X#{kc9*_e0;RP%F}jI{Jl z*MkyH>j63-_G_#b*&jYwkC)~CcX3L+E}fw497F#m2U>~t<;xeWD_1m{{QXSL%*Lyp zQ*KOFufVZJV_;wy$a_MGLqL&W(Z2+gT)=ai4(QioS=k#@R8YIMmx4n=!lR?_v$IF( z82cq+U%RE-WtFhek!u2N2gTo{k*}=w)zwA;#o7r=T%MD}q}CdjA=s-;6Z9M(XRJ)R z?d+sree9XZ{vS;d(I-Fd($m|FmoYANC*8k$x0RdmcZH1xR0)7(UpmGsY;FK&%LDd4 zTwDp{KE`DfaPEdi!S4_OBo;wc6p^o>F#}+t{uNK0s~)ai&=aTQd;3<+o2mVD zI7PgU(`ga>coaYer54?{-rQodb)!GqA5uXu%v@Vo zIdA|Jhq1D?H4_LVrHguvzO~Yazw10U{u<`U5krl)NVMdoU^}p=Z+V^z8&pR-CXvlx zN|hz+N$O|EX`oz7vn?UW>jI+k0^e*?spqkbj5BP_?rHZ*{U-_vc=;-s-=QXdia5E9 zIEriV=FT3mEnjqVad9a|#|oBR%-f21{dyM2%Gt%gE#-q$G|)cG7CT~5jYDdgY2*fe zR&WusA5lx|L*%fmooLR?Mjh3EwJghG50;l1_vD z-vM?*S_iCJ7;87L-LHuF`zp@!->yc;(8H>&0GDGmZbaTz(&D0do=T=N2ts8_F3{M- zE{@G4rKAKsx8IL&g|q|$P{j#B2P!}wK3x2CGVVSzbLZWE9kKMaLecNv({0W)MKj0` z7iip9{HmN^4rduqjovP9+1+l=fW|BIGC6n0J(t#h6;T3(Ux9DKr{s&cyf|v&Tk_o> zltln6h%EzvK>40eJTBBOD%%io)==q;V=ORk5`!hQ?1;I8s!vIuB6Y2=ucxBXVM&CC z6W%b=DAKkv&{5vm-E}^d{&n+IF7BmdmXm&zWY(hsO?@Mr-sew0>v9RXuXjMj0(h45 ze6k9mIIt4)%gZuAmk~cj|zv7MoC})o%H=m{m4OU^R5Ku`pb)dX+myq z(uF-f3|epR?v~XM0J;CD$pUvWuyz1a9vqJz5P^Vu`W}qvz~&+fX?X;qUDSk1fhO`} zK(l%J)%98H%d6{SUqW<@yh1_la22ACqe%5=rI84{e zLrMMI6}%c+2mE8I-fJjJ8Je||`Yq-Weqb4%7bso_~*`?uI|@gnbLp|2m?^K@m}U$9t87gCj0J zes!uAAXwTR7M3?q0TB5}zsmk9(&h>bYq?<&aAuEY0%Y@t2CJSMKqdGFV7hhBa{eK0qaWrpFe-5eZ55yiIY9}r-H*89-Be_F6=vILCd6E6=$Qc z>jmVT&0+EP7q$=i+;E_7u20p*H#a}Rz`)3myAO}kczNM7?Ys8`%HzpnZc;pKz*!43 z0heyc{X;`M-RGLBgKGyU8(E*@lattY@BZ%Nx$e2Fv%*|Q2IOs};b>Z_Kyw$qXXumG12_gR zjY<%*4t@A7(8f}?HEkfUMO`ewGWY+qKnofF>h|E`;=+Bh7BDA>9(rOA$6KfO4F2Fd z0beS2Gt9hUcrbhV@82FY!~77g8U@;Cf#p9-GC82Zp7aN(vpSAhVorhj>@d^#+(T%L z7|QN4z-tCpR@PCAO8ugxz1JzFrJTTOpYt?vHdhhjjESWXY{$=kvKs5{?PWPzk2mFO z?kj%lG}5pTfzDn5JU~LZ##gU%^S5o|IUiT|7l7!nLHE9u)p=|w11`z@_*o|V&b@p0 ze$bl)J=$JZv%dZ8Dwg2077Rk~1BD+mP0dRCh+RS_(;RG-9B`Sa+b|I+>O-Xxh6k#= z|9^fP#i%%S_4=>fpNiN$bL9a4|MR;E!X>L;mjFsgL?v zD(9ztMKz=Vxa&U*kk3LZnw(b^p`!}~eG=ViXI{GT-)0?EC)8otTlaBQ{u+ufFuVlJ zmg=_n?MqFA2|nC^RoVhHC;PmOnWjtxi`BN1CQm7|>&{A8e{`ATzzVhshmu;Cv(+|R= zZQa9*Mse2(<_P*$!SdD?|3VtzvK)PG!s z=I7_FXBtI;&3bxy#m2-u0(Fv;4BvjD;;J6XX7B?xK(eY1?iFT`6X<25dgis+pnUkB zpMC)}pf~{~%X+GYOTP$p$>_ zz%EOZh3z6Q9Y}ZWaFLPw3S;;7Zx4qEYP;qi_wCZ-7%XZJRo*<9y8iCzqQ(6m84rYm z=<<`dD)lREcP=kxF3mt`3AFj9m#c6S3U;;Q3^WQ7DsvC>zWcYLD*(n?SG5 zoel7QwpD)y>(j3ZaAj_jW;FNBsZQXsT`J<|-(anwy^%%AJm6r01qV2dH0WQS^`x?8 zA_rDop+rN!xJpQ9)f|Wp?Xb1A)yc!d>Uet&buB$Dt!KXdt)TZl6OfHcC1$J7z{<-_ z+wlr{%Vlo^kSKUSznl~vK@-BAmkTm+q6SMM_RkxravCe=zgO1=?mQeVt{p7U!07DM zJG%HZVw<3lt0*#C(;5%0z4`ZVQ3Juy_G_s3vu2yZy$Hbpk+S)?4nl5P~WuyT0(a_Ks);OViQYFuUTXyRC> zLm#XMKL`pDx&(%fjg7IQ--M+tP|KF7vI+jtleyJ0+hS8wd-Vq;Mi5&@&X$Px{>LG| ze95d*%7JD1Q)L%HmjD4^IErJEj*gCDes;MEiMo}xiS0)ZlMTBM*G35g$$2cd=ihQT zFZYnQwzau@R&iiz;j}_}Ks@KYub;oBz{Rv=z}- zwA)IUXF0D;@S})Z$guiFxwuH|e%0(8&9rXhfFeRgI^o!iAt8feeX-KZUzxzcF{O-$ z$V1R%@I;xJ@%+!!YSN*>gkIyqxJBx%{h7$&J~oELoD`XfMAr9pcjra9Id^qBB2sox zGDvOt9Nnd|gZO7i|NALP!tC*$7AIX^S?b1 zzx4e82@U&yfBsvLJtXBd6XKdKwTGITbbXibpeRFi%n7)>NE39y;XK(+7xCgofHy3F z`%ng>`^JRyqep0PrU4AU0FN@?0>q3_mg|nbz9LYjf&I+io@crxF)nmcLgmGYPuV;GH{paKhR_4b~nZyg+l1 zQNVM-4h*?M2+Hkkq~E}~TF(a^5#QznY)YBPXys;*>i3q0G(cYtaIHty-fc;L!X1xtoG39ou1Fm@nI3YyZhzrzJ+ zQ1L^+BFxe*yo!ta2xXCKvurKI?>POJh* z>M_fcAbb!U2n4c$Gr2P;OG`{f)&aCAh3`29;++Gb87|Zzl#iqO%j2@F1lob!Eq24# zAnyVVhNr)+hhlp%0PtI0S2tOjHW1KdY(m0gV9R z-a}XRfD|Ix^-@XfPsi0S2pg7Fz$X)p$)80ud-svqtgtgUo62if?Zec_Kx375w_&d@z&1l}AEFanX5aDQKEhwWrUQ6F8*mm24Rm671;PZm(C|?1IZNVLEnWUu(z}aV-Rx#bXQPxsw;}1urbl|@%qU+NWnk+AC?C_&*J=uI}lKx5dCv@~}Pzg8%BAqoV;vS9mNLhQ1!eN2Wa%nXS(+{f61-|FrY7UdGF?`_9Ks zFP8g9cSntdNm$*ktl>+Em3x=-GSkjY-6e08#+2C^O{-$y5xkXaKbzOy1r-IQ|j zYNg(ll)djH< zDsUgwf+OkPb!>TWq3UA~)U?p#WU{cOkdP2`!>U}C`(qQ=6VuX^z(FlAs4ljcOc=CY zghSCE8A%(+;1K-1OD=?KI=nh!Occ=*|qCR|J@m#%e&*}2QFLfnd4`c^nGC}A6Sa?G! z;@G9kW&jiZvkHyq!V?*2PMcGL>KYm;;8oK4AKy9nJA$d?=(&6|6eOB#aDJ|@!Dc6A z(;v3+W0ZI9#1oK@Gu-WMPdu%$4W+BGZ2thq$s2oVCg4Gho1*Eq3E|Z5%(JPUQ_>tC z+z#!`*5Lxud-V+#(>@%LI|~h7+jPB~=f#5^!^K7U?i)Xb@@43!>I)dS)uqjI;(Ajb z_GA<-PdAuq7JtsyW(%>PsFNY^i#qyD85#59P%n-FB!;naD?&KoAQTuxo&wNo0|a>$ zAK(0Re^n`kyFG6TfV~r-El_tKgB7h??LZCscQ*L$2wVkP4X_B*dAreKXf#N1L<29C z?>4*Pd-!%<+u@E)FL)zuWwLsOBjEjqs24EYy9ZiG2XvSdU|`f$p?cq;-t>Zh0{#mW zCSXvp49v3Jc--tyUs^c&U?j6Y0xb;*F+jTOE)x?jVAFIVH&#b&&<)^f6Nw!1Bv5Rw z?=6xN5)!Iwq#u1)1eHQT;mr_r4%nHyyOLmMow0c76a&tc#P)^6G-*;#LfPTt6;;AdQ?RWra44TBH$$MoUWBjeug7wzzYGFvi>Sa#UQo;q#%$`LU)FZtU2o0_txwA*t()pUf=0jN|bwJvN(YYsz zJT2B`H7-unCxKNzVZK5PFSM1Bjnn3H_5%p&saB>$CGVH~qoSE^K)I+^%%3T0j zZUfx5*K&nccSPrlsWiJ$y>+E%*DdutNB;kjrt9~ADxxYtTh$#|fG_}@eOMcm-oyW` zO;-t<)q=DHlG3x2r=WRXrxJLiuTKF^ilB2~teOmL7Xhzb1|TYi;H#%_HqJ_7+S~a^ zDk zEb+lgaWt2sl=C4^c#)Oo$?j79$#QB(8Bj{4C~bf7qUUlq?kRN)Rux*=QpP=sxy`CK zue|n4zbmQVpD^!{YO>eHLu#x3Psf|W{8PWPtkqIBe-G(3)^j^HuF5B|`=9NErM5jJ zg3=7wTopW2K(?>InIR@7W*-52s**~~HyILS>Yp^3lN{=tQPtDl51O<(ZnoY)y>B*k z7p}EUgudc=sKzv#WK1I9-V@@oGW;@>QSHOGwVu@5Ql_RPh1#`TcBuO|?s*PYJ5u=l z%OfT-IXC?T>a0)5(}x&+N`TM){LFo;Xz}&UlT^N?YP?#>h(K&?6rAZ#I=6w(^b_J? z*PnjM7|ga%Nbs~b^z${xAy6>u&k(r9p}g32lQEL=wna0V@x`fPdi$N%@0}0<4A8~53r-Gaw>Q>!%m(f; zFhAdurKCV+PFHmOaz@Wr;}xCz)Jg~!v)B0WGM39sUBH_c)fpc@-eB+~UFgDhJBa_j z^6M{J&ziH)FP4&wfki~N4|V( zEJ}45RK^NkiQHWxPP~CPXAr-?Cjl_FOR>x$X+N? zigF@NXU->1N(4HcExW$E~IOkCebrL)Cc(uxt%ZuXQLU)Kn zN`^mXtrV8T3HS-24mXBU1c&0^(*;=e?koMR&a#xQ94wpw~1*OL4`X951(6{{&O7C&ily37)fz+so}_Xyg_)yAca95 z;^9V~bJ*aVg49*5pZ1`e8%XKO*~#85DGFlZ7We}GV5KYZ0ZL9OjF8q6s!U+#!)0(x z^r{`w+o^L!^OV!O0?{!)|FrB$ekNb2k$)W+0~eCTb)0F`J^@Qv7t&|&|CJN`XB?`zFHI z2VJ4fgcJ7g1?%8fZdoI4S$hRV#RVt5By!NUS_h ztb#TNk8W|2o{;cTzeuJ))0CH@2!9)L0IlHou-zfPi6@QPefI2`W|4j(5+#RXu&gKI z5SH4Gm`E6ym`Lsra13f6qNvN^+`%hJi{|l@og;;zlk)HkX4756@JM!}39L{5_SJ2j zs+Z-&dQ5W-l;;QKJsE3O~iqI7S-iD6bCI zo>Q9qC&hD@LjBI8$5PJ9wBUb2UwQH31ti#h-QE}8I{w+%fLiJn-8l$-{aRPQQmCV( z3AF%V6!eWS^<0G|T_cC=JFw{emN~iWAMPwA+^^NHy34kt$D0EV|J4Q~$JGJw$p!sR zU5iO?;g(62gl#ptSS`wZ+0~!Xn$6$E1i0_Ua~H!{ND zIOo5I(x7B$NQL+wpf!AkREY}i*lJW{qA6&EKRD_M2ln;ma!-g~l35}RcBx{bIrKmWc$ZXAHh7pp%RA>Y$X zD1O!qFE9h;A8eI|d1ZL2k!?y@%+B1f!sZ&JB_QM1zS`|UX|f~^Ii~^b_+B6L(?sqbD{H#L?=$P4 z4B<&eUB6q0rr2A{!XPVBEv;JxE&&VzFis+0S_cA*jMOe{2f+nks?%Zz@msqu_09FO z-8A60Zf_1|;`>LIVF=;D2|qHrG`0^EmuM`fL&V4NYhayN(D94ruy085)T z?%m&-1(zij>s)m`lg&GO*9_gAMMS8Y-kX0n;e0=|3P1hIY-Yek764l1XbP-;{)4}( zURw>kGLgHMzrTjfm&e8n*f&BP+iBrD0c?rD%uHGcLT<7(hyHna?uhs03yJty zOkI+sgf>;<^%C7Lt=wgb%F33o5s^$p_>KEwH*m7p>a?)u#FJswA+yLayRV_mUx5xvRg86kyA@<^zbqjh$&153Oz=9ra&{#OlAh@FSmymg9?g zc=8*6^)hPo)cp4c-lD=Do95sKsYr9Rlq)`dDg4m(Pk{mdR>P`DG^CSvM|6z2z$7c& zhaxuE6maSLQ(^ma)?jkphdNiTC(=3}=`72g0TWFX>Tncd(*f{bY`<;XLOxT*lo3#}h6yIQ5E;9`+;sYrWl+P`~Ktg8n1MjD253>6jp zy`Q_wBCdZ_zq)U*;FrvXk2M+hrVAsN0HZJjQZ_zQdRrP85)g76$>lDFgP#^i$r2*XR7a6Vh) zkBF zS_Z{(!Jm@GT?Q5fC28T-Weq5AN*7y~7leULmlvtfa)y9|3VCd@!qlSkx66zCJ8T5n zMG7l(Qr1H<-6c(L21kcxp^1as8IPE+CC1|5uCZAbW2q#9G8#d4=YMYb&6~1sw7=`U zc%VuJGP~O-DfJ8uDXUuR)&5M+k{ZG#)PY{wBTJiG`XZaNStSH^1tPaYu(#*s)f7+2|(7-<%2M?xvWB_PYS4jW)pagtyZPBSnS%DT&5lRjExN;t!0K-T}kV62!QVn)d>zLC-*f zW-3||5_36f^rGcfJ`jWn>W~Y+Jo}OAzEOejW_U&(`0<~#i@G*{*P*kD{eYP%8L)|w z3^~-`KpSdFaD%Yv$9%F@5dGx=s0L6y2agY?*oo&H{aH@?)K4|2~ zED=aEh!0dw1(bvj;y%@X$^e%l5k>^r0TLl>1_2AkCzs(hh&vd#A5-^ z3gSSeu)AQaVVg=V`&GukfTq}S^Oc6z4RP41I1s=3i-2xKfj^q|>5rqKpg^WcGT%7| zw|4%nBQg8#$>ZfrGEztx9tq$Lt1FR*P9B-^XuZY(+L^qkXN^`fA>=Qn>je=TnCvHv z^njhO3(}iTvEeg-5r}39JgXcD_adwRKkVjrku!Wl{psy`ed4U{(`a5zE zL7r`K?4-hVGd;*Kl-?B?;r#<4P1tcD518v!{hftbFCf(We+Jt=O+m>*2p<|4J`7Au z9S+nGMhukxGh+X;lSoC*f2AuoF+QYIuinh@4M7o0|j=c$!jKEc5! zdj#7WLaB6+u$YIk@(j-R%h1rQ(KW;$1zt1<<`%?ket(#OBK`yh*8U9T6T&zaByhtZ z-B#wYWdzI)yBR`@Oi#b^O1~kUgD~VBR@R=f1NJ+2&_g9#VEsLJ+HV&Xr|6B|Z@+m| z@klj>Tv)rCHsE8j_)G|w+2b)uw9vFR8h4mjQA*|O-P{42aiGD+1BS0Ij{+`#AVdv+ z8^$W7;Wm+MB&0VP>FCe`LF<130JnMZQM1T~wZ^#YcXo(P%HChW<>%+GqX#sxv?Oh7 z`)TMO>(kt5$hQKAe#V=Y_Flap#zOGN+qWnV9UhywS5NEInRGUH*m4K0p)Nv}to->T zAIvfSr^TJl(PwDdG5@Mcy2eZ-nRKaW+*?oeD50?x&cEen;yTX zrd~(9{8iKd!SoE~9+g;U1RFinbbc6Bv8Ki>-F8b&`0)8*a% zCgnR&vN^yA=!~m|tjA+%X*Gyxfh-iiL^%m^-qmZ@%9+5))Mt>N&rLEa6Zr=ASx)Y_ zhYk$FAj}DT514);5rnUi@s$R=Us|V7JzRy-hsq#72KB)2`tsYuEgc^J`rC!tqB-XB zqU41rhO6>%z<{LkhY)`sat-n-D*cI3%fw#F-K5OwFTvk7?=1Px1Uh>|*tGW=8^D?K z$K1U*0(E6oG)6iwE{VV@B(geLO_;0R3F!=Saeon*BYDS|d7_~KGD?b|%RLw+@6u?% z>c0i0n@n_K@x56$%2Sg)HH0l~OyvCIM<)FWYY7N#AZQ*2A`>`_GmzL5Ok%@$K~k=g zswxqbzy&CCz85DeXdsXLuOS{lVCb(SBEHSc7}tFFk*V?4>h#$<;kHsHA)pZ8`vp>t z?>*{Th~+UiX*rPtl16e}fi_>pA+;?ISxI3@sY`L673y2yLxYk`(T3FY7B0?CwIVHT3ky3kVUd4UN_H@Z`8u}$%>$W)1%;#!VOM0+tsGNqRLHVmts=EEJa6$oa>(f zbR>=cnwXvl#={~a@Bw72m(YFD?V&VcgB3@D2d+^txcGTkf#jFGK1EoT6g8KF;dOA% zX~pidf-i=LlB@cDHqCPg3BV03|MkxIRfY&uD$MdqN-h zas{Th1ebsQ7#SI1bvEZt(OXQm!~52Gb*zfO^U{x4>|*S?1=rPyXWklIqvg&oUT`HF zO%10QVS@B#;XhUY8YbevK*%W=UUTZldunQ`EI~0uvK96PtpOKir@k!DydYLNP-&-g zaRlb;9Q@T3(ElXqhyoV`LNuPJsi~puHU%0t`r4GTzQbhCcq4MGxnWKoVcl3WRB5CnC>o8 z;f6MU(sFe73wdbfs+c8cAld!ZtxCXMDWWZG=$V<6&({Zd5a{`J^4!c!!+a&AvEW`X z)3v+ArM6l)-bd~-Thn;;M@CDNbcUbN4|jLxBa77whEM$VmV2wSsh_z$mQ^hEt%U(C zmF(k2EQ#co`S}zY`Ict8<~~$HnqRa2ya_bIJcG(mU35k5I?Tzxl#iz(B90CE9$6%O zj3z;}6cTX$;L4TjVRn22LkosYx`8mcsSYM?_d^+7|~URAXak;%BN}+S2jp_wdWCW2rZ%ZvwE2P}t&& zqI=CRdx6Tq|NPVr(%>wzR#G_0OsEiM7_e7*rz!aA zLnqn|?~{LycN))r-ZH4_P^;rB^1O#Tzrp#!^tw4WLDhs zyHaGJlW{W~OG1|>i%7SY8*}Z~`20lW8&T3HILQNdMAO?!pGA@JD+fu0u(Xg7Nf2qv zhTzyLrE2f!Ah+$ApkUHNCd+G=C#g#&&3_lS)mbSy2Ghsq)l&C^P2`7RJn|0=-FEUZ zw|Jpj8;8M4g!N2sS4Y}vK0nj`#ewY!`5Vg!a_WL`d`@(< zoUcpH56m8x4i4Ctdh9{4FlH*RHj}j2Idke4q`uQfx*>6cB?zu2;YgX8{@` z0XO72pmN_47B+AsKh-TWzY3#xUmRz|#4e#G>@Qb-3UUj2gcknTl#@EJMdbTkQoP=~ zVG9DU+f5-I5Wkq`I{$CGO|Zb)MJny6@|c`+S_=^XyALKA-pdcpt~>^;|E_ z(=EfvdtB0$Wmbp$rZlW{uZe4h%0Qy^EDzJUA=U0tPZ&1Y&+AKct~sxNxM%0xDfQz zW;*8(&)r@R97!~&sDnbY=(9;YpRZ%z75}dFtyyJV8}r1hYH9?c*eWCH>zPJcCvtsH zOe<&H;dEvZXwBG>Q1fHsLUF;PO={!P(IOo(OmqwdmvfJMIy{NAHBEPj(}_@3I?57w z>eNS2+=1x+j(2Zd_;~8?@8eCat;CqAEx{9)l%0KnXgNSrZ<}ymc~vL2_Fz=#A?|I9 z(_elRk5)<36!y47^%l45^&q=mQ2Y+jr1TwZ&Md$Ua(0%`hoD&2v0BF}ANq(UE9<3Y z$#%97E473OgS@lGu2(j&&93Zxqw;eA&Ir|nEpIi;Qn%gkekb0(=3tfK7_C`M-p=Nj z_{(``&bS57^U1p!vsHN|U31-AE(oi7Z7y`tEPvf|>FiU=zG^(<;)g^{@cNH6&-a58(sEdik_|7=2 zqq7uYylyMPL!<2J;rpkGLv&5!=hxJ4-cBU480DM84EJgD+pD{4S5{C1bIXw9X%b*c z=>!2gwJoYyLeS)JqfUR(ZvSqr{4Uu8ib!Ta#sinbS&^8z=4(1Z3v(uXSGC4`M`IX0 z``%m+aHB)fV>a$>cxGvq0p}h<4lF(ea5K?CTt|42ito*ShF6TFRyzX=8Ps_|N$igwvspe+;w-Ys)LJoOr=3+9R=sxIll#HR zgX=f%Is53*+_&QMa}FMhs)}v2 zI_ym=dV0^fd0QaS{*sjR*zvOkwyZ~*s1zO_%iYUZu-{{DUb@uM*2$_xG`Zb$(8rrC zq{8N_X-cD?0Mya#yKO7FJxyQj{Cw@YY(W0GG3dv)yL{wf3wR}%Fyi3m=2r5R>laHK z<)DL#S4nfy1`YwOEc$}WxDq~zg@v*aQ=&OE=gF5;=KELBxiZ5A>w6vZE3H$7nxzAf)#CjrS~X@xbuudi^C>YfNAEmBLm8JS)?><~Uypghx|?It7z;8|-)Z%}~g>L=xZyF?+)Y87Q>w4GBx z%|EhU2z(yAw~qp6!?k_TL`&?vE6NxyztttIQ{h<-v%K#$&gEsB_`IF_{JvO94^%oM zp+j87`;wki*N51>4^Ma_5{eog7S-dQE+@ppLnnyFq7gzG0+#dG09B|YbjcF1a3YL@ z6===cwb8Hu(u55vf^ndo~qRIwVY|XJe6+l-U)$_i8Wa0{J6w?@l@EmfLI79_}KBltR1QE6j=EkI~I}x zR>Ob8#m2_A?Fe3HCp=;xB*l4)lCm;4K|g?kuTL>9g+LRhm=o+e?yv6& zvTngvc<-9G;TU60R^#Q3Y%z&zKQ^3I3Jl_N^Chum5Le{_0AFIiM}(kGFeMur8aCjl zxNvDLj2S~i4q4h~gkUvjO0y3wxX+R>GW7ZL-Ezi45VW9IXep2wenfu+Fn6dI6hbU` znjwHZ=sWchGC)2T-X-y2KLmIrH5ocQ|rJ%+E>wC}a;(Ka+; z;Xi&HORldoelgLvX^p`J|Lw^V(uKAes~8ymCO+-ySpzT&yC8gAI{@{9c(n5f5#v~; zwC+Ot(UFRyUlg}&p&~&Hdbswmfkt81*dQ)WN45*IgzX|>`l32Vj~>nV!MJ*LD**Pu zm12l)Trcfo4|usA7Y4@&*!Oi^*p3ets;hhI<(sDjp2^P2x|p2otb9)jbxtf`aH|V4 z#-~r82Apz5to7YJsY>ta!t_q={Jgxp12xx`B!qnZreAyMJx7VT!@)rWF846B>Rd+J z0pl#Fh|b~dIKnM3E?s3_;vCJYwe)-yjv#>7@lF?twXi%Kk4fG_a!ir6GC3r7@7_%= z6TpJbJ15pGFN~~40s0sWGi5JA{qo|A3*f8!bsP{@t2@22aKD=Dq4RJO9m3Bsc$(5fSyaz$WRFGnjVsNu(y z3J9&3Ll5Vk*J)CC`>dq6bY*$aJ>nPM-|tg|GblJT$&mJffphBT7h2`mDjg9J;Ccy% z-sZa%O)V{RE3XZrOHl{aUcEG$zOE-qgzCe&zo-~@E_ z$|J??FF(KNP&go5BsX3y*Kq37#nR(fEKYFhH#d6GLlFO)tUZ+9kpLEWrsT2sN&qop z2hf@Du0uWQ4n#et_4(S&6GG2l)-W~%kF0Q0i#&Qu3 zsunx{$7&Ay0`~Djui;DB%W;e^})?y{!8$P2~N-b z8eM(0am`L$2&9{UQS8-ocylNXKt|-9nivDP4-N6pCU4Po#pwh`~mBR)5{VY9^V3ha37*qsCW- zi%8QbHM*}aD_2{Z(4JR4xjRzx^oyRlTGp--iFgsla4E^>YfI>$Z;x56+Q9ZK5n%1gx7K9?c2BfhP@%co!#HT&e@pjd5~@} zYh_xs>n-zQfPDbzDaMfSu6c=s^k(YQ&oMvHvMU zn^Ahi-tbgf2PI(YO3_{^dH7pFmk_)2sb{OfkV42|+IInukUXnmgKOAG*z8Dvd|(MD zkKCyIvD=y+FZYftEvg!damcq2js?`rFc>v}3nL|tjX100uxpW`4DK!+9Br_g-MF6x zcb(}~4L%qV8sIJ{N``%VjgU~n+Rb(|tw=sfL?Z_m5S8}dAIXE?e|_n9t~$qn=S{zV zJ&mow(qC?9=AFJ|#5T6}KTQjPi2Hr;SVF|#f$s1WfEM6(L%R>8l zA$Z<&P(%JmC71^g89nI~)IfS};@R6p8c@FUz1r*Ga>7x|i1X{*{re}^gfMl;O1*u4{L!hOOsKYr!jqIvwG;dS)8h|bx1=8A zpeug7UyW`>nJ&OKZ9XVf?AA_Ak z{;JZ_v)I3C_V^t;rf+9=RmaAWW&Do%y?ggS`zlYax?4SO5?9h?2;#QmUGB@Y>m_AmnBx_|de$}-r{B-rgZuH)<9KNq zn~;Wkg`BwNYG>TZ!%5C^A)vI%%E}7wuw|6*wxMa!xRsS90ONkS?fnA9iodaHE*W}J zcxxtto8;ULjwl@D@B8F*CkuZ`Ycg8xheAqMmudEGhy3uA4d72(NSxUb6VIy-ubZ=F~It@J9ju4@h;Ey2nxOVPnmDm81lDp~z3Qh;T#FnXI&Q#|w`c09U10PAOBi z>%vKuz{u=yK<~M@qqB1agm>1~tbzmgeO70f9zLQR2=zoPN;FHn7|PYlyoJBL0UHsc ziIp|0P?BLJx@sG!T@llKzn{80GXnpf`Dm=$R#jcS5t0P_I*2kDP%Gm-+yVpc8xT;A z4+9!p_WKF_yVi8O2q2L{_usd&_b5vVn4xewW(eHl(fC?h3sM&EN>=XPEPKJcpb6g~ zWfqbL9>4fRq1ZhNJd1{Qy_gv7$*=E9E4FDMPFV7)R*1(DW#B77qhe5#5RXHu#YEBe z={NFyeF;UStOsw;d$u$?_*{l63w`Ik(npUpQ~+F?+-*d{jt!*y%-}yOq~jG@5`?w8 zvFMwy{bg=(OUQrKvtC9f4*M;xrF;voiII^bzznB7S2ap2q`$yc{{?k?s>Mi=F8OT( z2}Sv=2P@`nj@E?%FzJD837Z*F6lj#KZuLt?;3_B;H#5x&NDo#W|MZf|nFTa-B|b?( zK>@Ftzu4fJl@OD=)GfRKQ^NnO8w1A|m1|&#S#Q*!Vz4`asn(*6Lb89oGg*{b!(1QP};PU!iWA5;78dMc$#pkcuN-wZ)i;mz=tmX;@=r^6SO5f^pHUCxVHUiAU-#HAe4+Dj`AwFhjLReb&`;!dXWGBRz@w|4!>rukc zu;(FOhUeQ5#9{G-alqaQ0TWNXwhxU*YgB2~39nt=)uL7Q0}Q5Q3m0Jzq6gbt6k&YhBJEMwlEY7vRN2y!69BPjD~DsL z_=b$5AT|b>JPS`3L_3^lbax^X9Xch}6ytN)_ie0qgp06j_pbi99e^l+KL(V2`-|-a z(WvzG@sJ)F_k|tHwz^uCNZTnSt_{UUF3RgSkf~9SJ;gxS3{=bUs0uzJN&Eij7`uLc z#DH%zKtJ)u!9gKN1*0H=AcO$|);6fC^KW0ic?L%zlH<9Mn!A9U8Dj8<%z%P4_*PtR zlo!C3N`n{uHG<}7CHGuy0@l1K_yDb0&@~lXKM@++ReU&=u4)8@qw3j!Dh7Pdb|5aQ z2_vJ96M?n_@HH{|s57Yw%MOAAaHj9$dQXNZ6Uiij01*y@RP2m+4@QOyLi=hbG z2mm4+6{Hg^U)!dP^Ev95f6G9hjsN0dJlvhNic(Tp`KsOXNSZIL8DFl7?Q-rzyY_0| zVQM5cM}dr{EUvFZ=tobPtBJ1wLyaw43omHZD7+0=PiUb2!DHSGKRFczW-q7@UM^(xuy0 zX0=)UgYG|TuI^u@`-J-W+W%|ukxDI+PUJtUb35(!Roh*U>_FwLe0^mlZD6y`Wo`Wm zrYk6AMPwyeeCIeI|8W$1!QgSCST14ZzZaa84 zPRm7+4=B!xn~zT-w)GK^NA#}HDv_MFnVFd|od3UneMjinYM*UX8_LJ>a_?LOrs-RBm)IEhSC|g=e5S34^ zCw3hfg?gw=`L8I@KNQ1t4M*^%Vz$lRwIN6FT#eAUbdLE$IK+yWGvMsf7UOX6qUQ1a z+_&jQe!e3@B4)mSZ$yM>$Bhj-k61gbKU`?utB%y&+pz3I-I5oep`|5+eOAFl+swMd zQ(dlLkBOn-P)_N*53nmAtIoOe2i6VYL+OYni6|*?!7QQtTZ4fi+DXRv2oQ^V?TWF8 zHl18r!CV1-RCRvPxgX&U+m=XO&00WIr91R5vhV~oUl9) z&~0l4AR1Nb+FS{^62{R725TU$=L6od6LJco=YJHuXfCOVhYdQR+o;E| zk%A=ApgiXb-;F4{xVX6PpmWjYP?{%V!C!}hjS!i0b93a7)HprQf^E0~$*>^J13f%8btY;C|}KLHZtjwnOhiMu4gBOUJZl|NV!#P~~)KZKC8;c~X%`HX+C z8l8+jdQ3+w3G5adL`A8$FaPy=b%z@=IT}exNq8vU4%Ldpyg<3Z2}D;N~LA}$} zs)A=<+;1MB!$ibKzEe@QwfrDn-&n3$HUgwqC$OgHIhkED_-A>wwGW z1SK92on$HpR0fXzHCabCBP-%UyNjY=Ka%_YeKlU;1Qt#ovUgH5Gdpp@!FfAQtI0_LN2tPz4HBAwDl4AXe^ORn z9#<;~(zy^I77OJwE~HI;sOD)1c9Tx~Bj1v|3i^|b?IPq&Y@F3<8}qk-z7p$Y%grA5 zH>lv!(f`BRF#gRA@vMkOpfi2FqS~98Yr2$jE5c zatoO_C|1}_$wAKJ;=;mA{j+TKR*#prAERPMIf|B81%m190BoDa-eIV;JHe5XsRvfb zirig?>aqkW54g@~fDWTBd}*{Yp6T-jxkoIYuCK=XK^L~NnbHT5;E7*f59NK`<>Vwv z%psrAEd#4YEfat;4Uv&=u)c33-$xf?z~``ud>~25a_EUl!QPia@!(%9e6hwbgu zK`|{f);Nh@S`BYSW(wNaa?=Mytc;!n{mu?hzw*d4QF4DCw#UBGgWG;Lwxi?SMcC<( zG~#6#`Iu6bAaW*Uj<8ib^#4vs`FAzUN~CGBGBe`GQQ#IOyC@}Kg%oRSyRq#R$L0QaLvnRh$S`f`&QfdS?ev)dm9zBxh|v_?+ao$mY&u(7 z$RWr}f#i2p3vVx9xLm<*eh=Y+^^@VjGmja*;9c!Fb_y5o;{W+9xzIS5SS4FEk$7@}i&9a?zR{XWuupP6w0FhGt4FFXUm zJ6^aeeSxys6>GuOyx{Urs61;y=_<6m!KRq8U)mK})3{v-{9xo)WgkI<=o0voATi~4$E-feILHzlOQYfDGILdKYzMnFYIgg zl&bYre`WrL0#+)MYRJBdd7VQG%j+Y0(|Jnt>7`p=C$LVnrH5{Czo%7Hy~7eWwK=uu zo2B2gn(O>SOxy{3<22s`$|@85HAl>{4ja;0Fe-t&JAlHF~2`+psg+139RqyJZRsW0vpblTywmuMT&;ihBC$mMYMD zXck~y5K|j3qxuhUKY6vHdfxK@efrqxamDm*zpQ=%?{vKc3*mjP8J{1hCeS$iCLCAR zueNnR6x;;MRMh%(k6cYwuH+ARb<(qdbKrZ?4p3ixFVEOK`1+h(>3{W<<$MlM6OhIf z1QgC}*-Q5TPQ%@VlylUd{NvK82? z0T1G_gw=DgMr9Kb+383k77(! zO$Ns(k({BC<{%eR;osy`YUE$>;IhisBaZ(7QNC8c!w=GCor{ZUez}t(s2*7@) z8I6tnJ34v9!bRd+y#gBGyC5Vyt{h~=)D%M_qsQ2%DHJ^1PvBqksU@W8Hrq3m9KIlEaj#3qt8m>W>)Rz>8C@?t@W7u3 zwy~dy(0tCVsUF~)83g8xK zte+#w+vKhj2U>CZ-pbJ0UB}xta50(4c3MI{CBkvu7bP_w-tA%>jzCUgVq!?t_ACO~ z;4~kG-eNn7XFLzH3$xBR`}OeGu#@^8J0^R54|rZu_n`9b%2MOR27-AykI{B4e*S>c zl4p}OE$pZ;Zn4#`EURyJ!_N^z*E%KlFiehMgs%KmyEgoasHyV})o?8Agw6#phSLj8 z4yJR!z$HGoB^fq73wxbKceoTJ06zrE)fMYipqm#BRhgG&lgoiJT zoJ*YQ)SJBJ^FiawoAt=y;?+DwSy@cf9H=nEC;>LgeDe#J~-2cnN=D;FA-;P>g; zXSD2pp?!-$tkxji6hU6`eH@acA*&8vRK#E-g~MIEb__(NoAu;>RJt1#ij|S^&AP16 zf)?Dk%Pn4DpR0RLu60qALEf;dhY~K=a|#ASfj>W!_#yNUt9|IA`10}}pF-Oj3{zPL zU5hT_-GM02bgO^ky1NIXf-v+bu`cA#N5IAeIYigsyD;N;`;`aymAS75IofB~;Q7em z2Si3>tQZFbM`~}T{b#oO4rshSbTGl91&khC4SU5jAxy(Dzx9*V5v6rxH4*_6s_cuXT0uk*69j5F zJ+K@}Kc4s#WC(4{2qM{<@l((=F5dn8M8QCDfaMrUk5^*vVzImW4i4g*e z4Anknvas{;(BsJ>y^Lju?V&?SP{k0;15Y3v4~(dP&q9Zz191{WXS^z2ya0Ehfj{jl za4TRLjj=ouFkprjluj|0tT&Yy`6*|a0KDiz39>EGQy>4`4WO7WB$3Z~TPv_X6zON- zW!1$%AO(e_Z(Bn`LgG@eW{F5$iYr!hY6Z4!D2p$=fJO?C_Bv>ont`6qd~9Y$Mg|X% z{cuEipiSE^R(p+H$O_yeaJVFNCUoWRNu+iOfj?-*LWpZqypdS?^N{dZH^npBizr)g zGC7k})G(;y0HO$yC{VN`pwwtEHi!VN6p^&fS=>|y=-_u8ZGl#sxQqa0t%tvy48e(J zshIdV*+T!fdpP$dY=uroo92#yafD~{D=eNxQ2AcivA~9dJ zG#AH(2{v&lGRp2fAJ6DWAl5m7WVGTR#09GZW~E$1n~eKJ%-A`<&~gy%4NP%t2(*DS zjP$RV14To*1|50H{rfxdE^w4T$DylreZSurm%h6GLDkJqnd|xL7F*b~mmH!EE`%Nb z>{S|6zF+b$hWqU;*iSN_H8eFrfKm|V0X-$90qY%pA2uXTGs5`WXJY^l9-t=}7-{fV zfB=LmK$YC^Yb{D!Rh0C^en{X$#{oQzg!#sTh(Z{u%9&yR*gU0>Tefn<^E}%wnUns~ z$D=q8ODXt+RrMY@?+@*M0#U1l*>LQWss!8$xth4Wm@`@{Iz`tHGn{~+Ak2&QLqux% zx>y*wgb@gH<^=yHCHi@n*;kg5RQMpTgO4ZL2g*O&00g6$@o*mZHW$1DIU_v!3Rh9c zb;S_INNn_?3JPXBQ(?$NWE49$_rDJiTXLjV0#n_fVbb1#9S|3yrGD%PnQycC4MT{wN=u;Yi-1T5O9g-{@aLfi` zcTO@RgPR;+C`AxA9TB{f!->$-MkRp14fvUJ0R${dxfTqYJ3i9AQQcNMV;U^RTHemvb)Rqm>LjPluZ;rTOW~>E= z_*{G&nDCY6kqX-0q67urOiyNGAd7g9B(fbFLEE5g zL@zo(;q*Y-}#JbcP&_;8299fAyH3;W}mdis;5aIAHLt|UA4gE=Va`M zWIuy0#Q`Z$%^if-0WHA{@O;_(5h%6WcC`=8w(;&uzyX0Q%t(ml`0_c;PH=EUy1!FB z^T2&M_}ZB>J5|+=`2IPu{Mro&EBm^2v6w-LQ8x6D4&k6_KuvB|9~wg0PIz{l#3PWE zlFNO=d?OC%Yx@%ROE*LG?E8Iu7lQSLps_>w+KiR^9E2BTI}Gdu;wB&ot|Tpm_)P$} z645Ts36dxvCMk&%|5^p1M`*{v5+rhpu-b1RBf z*g#Nz5mgPaazqFf8=leu)I_8aK1h_QYn9w{tIvNQ< zLT%$rzRuf(&Ts=77Jq2)M&0)KwuCUFP9vT-xW zK-2}TAY>gI{LDsG0|iYZFzHedKja9-*c^R?ML@lcAZup4{X)B1Ysu^pRRL9BigXGS ziZ@A?k+{y z3wJYo%4r_MuQFdov-p~6{e4LVM@-ATqU*v6Y%wfP+WrVkwL&RXN#%w*H%!r|f~rQl^LmmtVF@=V)XKFFW#pCfT# z-G?34nN*Oh=ez>0~`B8g!9=iv9G-73Y>>HXga}TMD4^-|8AGt$)F+w3KEKCC-EOGti zu9#OA+h1NT@9Q8G+uvct?izK6%PhCQ!YJ0RmJ3AY!u@^WQW_m^Dhik$p1kEe`_WYP zkOzX^v;3AdLW#(LoW;V6Yc2aUded=iLlnh zg12H_5eI5ttfHlk(Qm$c({aPoi6)nv6Wnwzv!16-S5*MAJK;EGu72#xWVqjm zKe1zdnJzlKiq(v*RGOyCFH1)|cVKthe*5b!mk+E{YhGNexS=&ZbKfIj_XpeGmo3=@&i0|b~k^ikR!!WW)mxCPpX;g}D(=k0f|JYKN3)1+DjHnT(q&HUIua{t398u)PB zshF6Ha8HyCP3&BLbN+?dSBWj4(puGRX_a4V|l_Gsbn$d`9uIcHgK7i*U1zdq?X`}*0# zlLH6NI=7lD_`Arp#QQb0B_&j!e0FN5G}iOs)Vgxt`ojfbDrA5F&Vz=BRi;KpI@qy> z;bTKx!@YRuBE(Ci`9TZvYB4Z2CT2SZIgR?Of!K}38>=(}X0nTOLxltpWCC+3d z3JOtda3m@olq;h1kII82yIHo|>3AlXKD0>!#nDD7YoC zOilH<#bDNe*MX2*1ytTpF(pC)F!#r21>$_-EFq#lI8S1i6h}4kpHKb#)V$JH zr;KSXOt`~S3dVU>=gG{Pex_KPy)+(S=KKetZ>?L9M(>~_FpLR!J@ zIv0wPfB)ozDav`oK&{F<8D7M-OFs`z)fUzo8NWS=DvuqP93N~6yv+>C;we`5eOR0F z=V+w4mJjjP*d~D8A=(x&G49A-%Q1M&YuwP+XCWyPK7TeqAR0Xy3144&uJ7nJ(rlJ` zjRiyaqNc=!nlz1*%uC4ocLOy(-P)|?t0l;&T-${Sj!(GQZtq<<>4?&VWW!QZ053)2ihcxIMW%4j zIX{m^9Rmk}@63=6F?HfI24Cq*`h_o%;bp-{yCi`VfFs!X`R|T+X-G)ijOqPWM(;`j zd9aZE;HE|qp*0jyca0@~RSS_jV^p623@(vi`NEde{t1V{?6hFu(vNNY#a(sR_-M8r z_t$ZESD|NlZlB2XJ6wf3VBu2bO$QbtJ==Oz05L{TI(ME)B15l)rxzjeS;NIe3)>Vj zj+iqa%XVXBVtRsylhA8~;|#7tu{#Ve059M#+}lXv zVgZXrOiV-xhrQ@A#OHwXNp%4Pb_RPzo!0L^e~3^e5S%>XxJlSwBeJk41VchDJOS?L zTK(Q&R5&yeq`oCp9?25IrG*o-2XT3rsQnQt;~gC&r367E$PIh?Ivd;5oc$aaBEW}D zDEfwmhQdg5$j8UGtsZl;h)ohN8noVjgXdFSyT z+2r<%+1cJDUkUM=THd`y+J`hEM`7rNJSE9Xw`=B@ypMm`{akUwF|ePGyd5f>{L zEfD<%zau{pj!J+Kzzk+LJwK{;Pu7VjD6D}WFd98K+IHeW6sc!jK_y6KDfoCh7_5D*Uzjh15Dm-XD5Vah)B}De5e=3LrAP*1RD+h zGkxFSP#PQ&<^{5|W4r7d*4`!3y_+SD5u0>%{bQBu^k?B{`j6yrNIf5p6L9Oyh$0yk zEXO#W|5L4)T~h~vCXJMR&&3MzoZ;?CoT1`>(b~SsvXTio@{#@J)1@bh*uRgvKK@{z z%X!P1pVde%Z3C_-oT$XGL174kG57@}TD; zzF89b_f(;dWph zDXEi^%$$_OLg=gCbyIQb>j-Iap@UX1h`&~})0ND%A$bn?Vem?f2_w&I0^G>Q1=tmZ z-=UfifkguxZVkk|>-C~6t*8CZ7Z)=ztiFj0=+%{VBr%L4XvbK%rclB#6j_N?r?{$PrsRM}mBy7GA59cz>Q8;dMb224zp_R}5Mw5c*h zI^TV|k}IXPlg9yYc zFeiG3qI{t~MDmCWXHn83278c$EE{HfLF23(ShNhcjk5Zsr$VN9L+NlURYR&SX zyV6H!4KbJk;w}uPz;O_W-C_DOa&<0Ysu+UFNb}#hcF$E2>jvHPu-hZCqfE+Xep!80 z?OB67M;uLRsYfcUF?;r^bB1-%Vem4|yjJaEM(jdYo3}jUUHq~|^Uy>3nRfwJmt`aa zzNB9nsN@FO(XemNMr4UTOnw1i4$5fz1(LIN`8enhQBhH7OKP+l)hmy_Ux%51&-6kd z5XM@M0JGzwr~uugsl>j7X)>vpPy`qd0RbTe6@?SH3Z)}2BBAzFduM@TA5Gd}RB~j( zCrG+22yG@F$v@lB-#Fm~*__F+G)#6SYHDyvZ(D!hisl48${F1H^?`^!vt{+S{2PXa zR(Z~odwYI!f8D$-yX$W8&GIuV-sbzndE{R9KBz>_Q=zQo#V1j${j1MUJk4z7+@tXr z5?2GzbgH&Gld_WE_Ok6#k&?PhD)F{iw2-FhrQ6b)Doc12rMh_231(fk@w z3ZD3U4Co_cdc{prk!^_A+i~|*8Qj=723xU4GPe2%0ZXANb6b1}s2SJq8mMX1`sbmG zN7rNpxjeR8S_cpWI3IxB8sVVEz@AZjZZ(6{cYCtt!|fnYf|khzOp~Q74{;tnR3`?M(Jy_*GRuQIH^|Zcb!U%yfV& zQ}|Y->98K&a_rOSZ*~rynH#uAH*OlU2p_#>tHzgNJdUXh2nM06+pDnd0?84>)#U^_ zf+RLbXpUY8z!)B)Nx~F3m>O)ab=Lc5~cM z7CzCrQYP`ncQpmJwRgt4_=M-DO)&qgsw>B5_+5<)rpwol-R^P6XQsS+ORYWWrpg1JD5@CmlbOxKl=WzxTF`o|HrhUxtA`S`o35o?YMGM!jVjz6pdn~ql97hG2e9AWY9~(GTd8udIM*bd ztFPxhC3e|1g2Ca{Y>xxPMGRblGKKj{Om#5u|gzt{X2 zP^GTQdz*GyVG;|D#>4j(b-dNcP|Zy(YnbH}G9CLBH3P=0RVs|wzixe|nRd=#!xs08 z!puB3xZEeRhibDd8bD){5Mw&&N!-+VC0Eo~ZDm<`*Z-oFZi7wk{mBnw7#2-Z6}F$~ zHnX`tfxo9d?dqM`zGFJ7e;)ZdHXWs|ay6$@`S!Hr?Uz0zXHu|#Kyv8hISgIutb1Q$ z|KUt=i$mD%Y!|Tt-!bT`#f;{zIJeC&j~`5^cIWoG8vLSdZmb^sK8t2+fODT|f6FF-Lh`TcL(;_mD!BZzJu1GDWuYX#eJhv1g{2#7;NY z1eRV>aCQj}VYa_1W`v@@cw3an%CFW}6(PFqa|jT#ZCI--NVH zh4hk$TO3OSi$rhLirr5QuBFD~g83VX$Q$|@`XNjf6qk^Q0>}IURg<5|u4>6Ro~g;# zn>mGr6@D19Us2vt9vZ^&t<>YpBy|Rj4G`BSI)T zSe#4n7Pl{mAMh;sc*7(|A1oqNEO{Secd`4U{#O>)e-edRZP;pITRg+>2kbHy(2QTs`?IbYqIK zi`9u5Z8#qE@4mWjUZb)l{b53O_z#+n&s*9~in8VP#5{IzfOcb7tF)yDavTekFimaU)qc?#3THLkF>8-Ox3FJL;fJKwnE$Ugev z;pH1Q8g3X(O&Uhs$j;=`E5SO}(O%)T@i2uW^3nbx56AE0Vow@r+PW?;%;@>uZ_89G z3VU5><^1h^CdTcdq~g^IRz;A8Z0Zp0ysZg_2m4w97v}iAPy6>gv!k*z{Ly%($va!>c)v zSQD_%cQ&bDFD=vYLm2MWiA5DB&7}rBO`&VJS;ox6~B;1}!^Qm;L zP7XXZa(vF4>g`dT%%_LR7)eBa?w38gin^hGMHQR>W=8s!0suj4C;2?u}%)#cRxjrN^4Fe?6Cz z(=|}p-)m7f6Rs_DP$KVjobeleu1`G2;L8QzRJOtydHr&Vc&UGW0s_~YsKbYtgoQKG z(_OfjFjRWU$b_?&ul6i%2C`hPqYOYBRfhP>tD(P-z@puSqRa|O7JkiAm(4!}=jB@~ z%RIeOqjGdFJMHr+m%0Vfb77PWyIN|)-8?BJx72Fs{sOo3g(_VraEOWmY|#LYjSLlU z>rz_D%XVd1nm^oMN}-aYJ&7SLsdBpxj~Z$}IJw$kdO)lrmHU34X7dr|K$H+_67Mk~ znS}7~5V|b#rZ(1M(AfJ7m$4#62l%wz1BO*1Mr_{9(u1dzbqxmAU z8K(v+?>6eQgby7xNu3OuZ8p`X*V6IT&gZ~+G1jy5>9Hve+=p1>H=HKm$Q*ug>pAMdGukOe$-$E^#KU~*jIJAV zD-2vy9aAq+#B8*Zl9G=xJJ>0fRi-;%-!te);k2g@-+NgM5pun_TA)HP!dPtfxt`PV zAqeYN}@TrY7|!AIt&mU3A{HTkMssYeRgHJW!^a`@PEOmxGR#SbggssRQW z6Au8bqH1k&#hjEW2s@kf;eGLVrJcg&#i(@7{$kuJ|;DC5vfPwR6vYhMIF}d82g`fq~g|I3d zR5B6SJ5qFi@H&JDYSs^`7V!SsVN%K(`2~VuVqg&P5wE<%_Tj-MU0+M89L>`_wRWo; zfEJUsi7HIY2rt8BC9gX*|NWWAi(c`oq1G&#{>?bYzi4a!c&?{r_wb>z!#*UH<3V{w zMxCRFpbQV>Q`4l1$m-yEMA&f@k5)`qdg zL`2hjC_@N6Y=m{uP0V%Ne&XmN_VSMt6FXtvCYpbEbO@eH*nOpS_>3qz3N2)eT?g+! z_Q3>KOpMHcd6oi@3hVh2Fj>-1iy4u08{m`yAZ3vvpD{v>Y2i22=dKL?efSiB6I^;1 zdM$0oW;iBL2#n#v?7zL2NQCA<3{&^-GwVb1Fd1%Euve`;!}W9?lmNDasTl8KqIO9P zS=j->4OioLf)4I+x7Bh7Us)#maH-2a-<*44i%pejxYgVqd zN@L7?sK&gd2w-j?M^U&}R{)qQKs*5z3L{Hb=q4#Cl1B97lqR@*GVT$+>1bSTB99&PfDMn>O-2N%SQ)W$n~o4ige89p86Bjd4= z54;-*2;XXdUHz-ir{;g-@2D)(;quV5E%X1?0%Q~xKC;n<|D?#m1oolMw{x?zekN*| z>4zRFEoXJLj1ZJVJ?>&#dMn>n!}xjk)s=~}`}WdDAf7zwTV1wxvCA_dK{6ROHT92^ z!M~Bswu76Y$u=+eamCs2lGw3rhw8@Ob*8yH($UkG9euxzfOPP|dnA7AUiofKPq18B z9_CA8kgiQ0v%wVxusQCb#!WK4H#GiaJAL--Ss;Wp!Rx0J0-<`tFjt5q(mMQp;#RaE zm*2wf%%Nukl@d31nYcAjnBPATPevt!X9@ZPC)gF>X~w%V@b@qKd#2WI4|oeiZ<9S8 zf~{dZARtNtzt&8E5g0{-MMiW$v9txy3}&Up_IqKdNdX!s0`74N2^~$Gf+|m?`ifu+d6F7YD}_e6f$QB`#n%+#*^Vf{+8mDob-Mwe%ObRb}ZN`e%A8 zndSDU?4kYrjr(r0pibY-FS9M1tF?jaR7B_n7VZYZPJ)g$9YBG< zXwiUc0?l9Vn0L+HCo(owvVhC%_EG)$^XIfHUDlOP!KU9LS81i2a$pimpyo-72J~-> z7VLDx_n1_%Qn7EV9(v{=&sEIY(p8JGo2LKVsAYOb`Bl z=DpK8N|i0Y{tQQ@u5EXEQ+8u?2=W4-{{DG?ve!+!GfleTU-lZtr~Y5_Hf1J0qER0cXaKl}nz{&o{SSASI^AFXzd z4z?n@B#S!Tsgx|)*;fa*MX{{WOMEAeXjE)Y&WagdwBLrFyn!YGA)*(7^}fKZ6EnIF ztP)!t2To_S5n+wkbzjz>p-0zpO^<V_?7GF>3`JMty3WW;1wjE@Hg2?fG#j;= zifZP=8IGJYgHhO9LInNpd-a=(jqy~wwf+NeD7nYVEgjl96lSB;VFC2T9)f)nsPZsy zHZuJJYVtpm^g2>8Y=ZGkO)jM&50f}0_cyi1spY+IpL!THQ67Qm^EAl+8oYkNQ0hSF zl39c<)gF!Ef%5IcD>3Jf(Vk>xOAVU0+8}fA!L8Psi<_SL5&GaJa=r;DhZRlLpE83p zAx?RFu8Ykh%V!tYXK*!2Wt!`m-q^qeE@F#Sjd^rW`suDhUmtq7T^uCsjH|WUm)aFbIqEJg~b|`A9`)=DoF{=PLAM$<~RO{JtZob z>ymuqi^WWt>viF?4^<0yc}GmG|8vKx$O5{#87Ed#ss5wyFIm>xbzWS5{paVSRp*bv zYG+xNMN*vV+R+Vj*h7IBN+jUhOgtD`w$T%(4k)Ooo z*(?~nH&)gzOLO{01dBsBKPiIn%lyzs!2Yd^KIRMGA=<}+^sBoOkF5=`s$rK=k+Jw} z->T+MZxpz1?YTSo{%xh{X5B&9m7f50`hV*B?r5&x{(qDPDkZCsipY+XEu=D%B$1t6 zDm$AGg{;bqiiA|kE@YO<3ZaY;Ldf1p_&%=g`*-g9{^Qp$;xL$9k?S zN5p0wRMZkqL-g3hzCTS%s5$H$&)J`Lawo$&|BqYbt%o}G)E_x!9&O-D(iJp%&Lb+y zP+~+U%eNU~IjgtVH+udaP9w4ZQT*rXn|E*I_T_r>P=QszkS~C%@U1EBuX+u(@E{Gg zw;|3EO%<%|wEhQTk1SR%WYs9~Xh|dy$^n6M! z_S;$T9I*c-o$$k7?BmV#k~9%CF%)C;bzHUI5VFaLh=?p*gCZ)Yb23D46?QC^p%oEY z$h)s~li##%4b2Td{d_H(&rbwuW78&wl5b2bqq;@1wa`Q?GFvJudAhGpQTK)u$Ovp6 zwuXS_xoOp*v7lqgN!S=sX}#$k!Nc)N>Jy;DhI}>0>48RIwYkG0=5`)r3Coc8pPic8 zEi2nK{GjZ6@W09|2d;`jX4GCG<)1@)Pf;rLM|4dD zp7rhk4#t<#l`HP5-i%oosAmq3qa<&1jc5K@dYnXXrxzMf7VYK0PeCbI$ktK3X`B~B zLL>wR->mPwb6oqmE@ef4WOq0~v%)8>)(3(1=Nk+a^tEB|6K-T0Gm~2?rSo~pQ!o|d zv?b#)F*66eiyS8V*cD`8dqBfa);alp$ zY9GD5X&+=STHTOiWBG-zfTyo&Y_2V8c$DowvqRXN*!FzkR5n z>Lk@xX1qs4a~)Md>n)84E-n=Zw=ztkP11Dza$s%$&QqotpDzy|)yLRtK!B*BQlNI- z^WcdlSClHtLEgwzHD{+GPN5vy3LEO;i(mLO5@f0ou|p<|fa&Z*teZt=f&J#zGBN+A zE|eL{Fmyp7qZmFwTI{gH-zXm9P|}coiMk(>>8>U{m9*x<&ZPA@(z2;(X+^1K|44tw zs<>Nc8JlJD(JY{Q$m_#wG*d$Dsb?*nU`{Wx@-_UkBAsdbmeeT=v0`L4|U<=M^MD%1mcRD{dG zk#B}3mx72$U^0|`?t2O5d;kwmp#g@N>1u|mE0z$5;#Q;6mtif$pnF&e(H0zekgKKE0R&_v)?;*9~X5!q8T0p%T%r6$tI+ms~qjnyV#@NAj;QC3py7bS0JR z@|;IVZOhhoh7))4*_2+*aFsdGG&eB~AHDINiG`N|{3McI9wi%=6$lF6ms>+vkn=7e z<0YH!bv^x`%I3E0)^a##=*$OsyRuBzAdNx@bU6L+Cbfca_ORmVVBzE8yuW(Zh%GIo zKh?G82R^@9KN|_j7_TGO?EnsJ%p)A>1w^sV;W?=QDmIfXlQ{MBu5`u23qwpC6aX|y zsvLN@0TS|uHx_TBlC|{{F9{>?l?K7-50tZhNUMBC4+;`x`oOb&QkkWGLx*`T1hotCLE)ccT}+ zotbVtzAnL2Gz4`j;oOM600n#n2t?o25pE#pE|~A60!hRo09r~!N)8UEB|ZjY_dnRl zt8*zJX-IVsVshKgog*TTvAZN3F#BK!iu;?_LKj=+S#aJs5lFF8`e#~=(?c;H3LY5F zu9nfxqHq>PdkEs-1F%`jppX#9#mzxQHv$3(4+K%c)l)ndmkjBH75&#){%jG?^)6{? zPU<`i5Y2nO-Rh}vnH+#LPC2=Rwl-Zfl4lLFH!ffR%V+fmKa~s&whh#dRMlvS*l3AL zU#pp~H{2pKNdeKr;0Uge7z>n&mDmM7!hPaKx|^FfP5(`~f@P#&_`Bo;nIH*F~x;(?sLykLf1JXcfW0G*fAwgZH}_5wg>`3_6W$+HSNQ5c$WU~ zPvYM6U=M_f67r{X=$QQ*t&ajm(Bwtj8BQ9RKF5~RA`%jJF)nBZTPH%amsam# zpE`h1=`f1**XW-mjr{!;AiPb5j!gMi_Dk56%OI@!VAbchcl`< z%Ty_!uA5%<@y^5BG5@V$sBze7_ECe9zy7kn67(R zY-EHT{8^B`k(vk{<`2oDFwQ8Qi{f-Fw`I9hsuC;oKLPiXGW!tvmsdeFx@0N+%k%a= z##Mr1XZCz(ws9$F?gSufia+nF7i?Sab!xI0Qyx%BCpBbKOJXj%MgR8NmfO z(5)}*Fw(;~K#Et|9-0BlISEnO3|iu5h`v0CW0MCIIkS=LKfoj@i0}wqNvm3^XGfgHC!hieaiOlQ&e*W>g{|go2EXt7yr?M_FF7YRa?WY|YreVdK`D z=kD9bhxT4^JNdR(Xb)?}a$M+}i#HVf|C~^ZM4s%A`ghW=%!$4ZGyePmcsZa~g3NAI zMULiCRyE6icah9zMFR*)-LB9W_vplj9vjPC$?k>2;7kbCQR!SXQoR3M25GgO+!Wcb zy@Rc7YHn^|{&H)R3*UB{yz?(=RoKU60%LQ`_0#O3Zj~DG$iX$v) zwW@?i40Uzy*7BHuHCaFS%roR~dubucpp~TI=d%N=L6|`F2f#0W;f+^*CiX^pv@L13)Ym`|9eiiEHMp-; zsM@C@Vt!&@ZOqN^;Cc{19$*Xb46(;0gZ4o95gMM~+t1nhF)z)WVpIzJJ=Jct|Ddhz zY<|>@M;4-Sm@P?KL|hkT`r5=2A^+cZt@1KcCn;7%P)Yh_9%Poi9XX*|ncxsu;@83vFzYrCYD0gh% z>vDKziTn~;Qxllbj=X6Kr=jxw+r~X&91U$&i!8$sRP+uJ7(& zEFh2hJwKPG7AvrBi;JvBWDmP-?wzoLNN$Pu~Jt!(^{$ zUA&Fksu!)dw<>8B_RB>79gID&Sl5NHoTd~hX_x8XFT-gB{#%-i2a<^Gs1h$}9L8hO z_R=iy=duRSO(m-`@}Efy4&~uK3H}OEgcqQ9ry!Cd?06>Gx_8AdK{uO6F`aOdq!_`= zaRw2op8PucMwaJLj5u&#=@Xnn)s-J*=5b4wwLxi%LS;CUPR3^uQ$O2=kujQUW3ecC zF|;m^s{T^q1D$fnJgTRbFc%1Ut4Dj28OA+w=ool@JM;zkh3$;AYqsZiy@_lhs88QP z7e30^h!Y<2yi`nVpBFZ@vN>+-F(&@7r_WbROsvF`ElcotUVi8raJ4sfTpJ1Esif?- zDW?!mKE8Co-DyXJ_VfqJOE1r()|h5rKYAibXc6^cJ8V3?j~G<1-=Lkd?anZr`)N+M zuC+8}?F0jkJZunT`vJT@pTYvfl?-w2hbK=tf-BJGIQ1K_YwEv#*LW^G7z%aH_tYCH#XgI5#W= zek;LDAH!W53EEoeF)XjF`|_wVAiS}EzuPrQEq43t$RK`%4RENM)h&oRV4Iwa9&T-T z7s0*5vToZ8lbtxMAWQ@qDFp)8>8^RXiO45NaA6P(kvZ~4Y#Rf&`@$i5);N_!xeEn% zI5%XVDLD#7>OPIA4IAi}PjKF%`Gs4Ox9W2(^N3yy0pOr2xRTg8MOtd&DYG!U>Xp}O>EOz+c zv1qqBFW(V+JN@Y@P0owAQD*Rz2-WI;zhl87_Th+5%*Q{A!&N!d=iWNBF2RV|sTKa> z?M#f>lZR6UW{T7blX<(9a$H9Q*_8s!IWzXpJn_BEVE6xp2l6g{sTq6IAM4YigXZ*s zp@L%<)Ae>+m&K4a!>KmDVh_Pf^=xaF7Wfy3)0{qEY^@vx!~{c2?ZDr+WG@+G>rr>W zJl%JO|9Em^K_0up&U-T1sG3c6MLE5Jl`|~KZx*UT&(zzl;nWBm1pu$h4nVJ+m~(;eQnHpzN+>|V8S*^@#$1@*K+G%iTP1$1)(72O{k+(^QV zW)-u<7Oi+d(#J?eJ4zn#l4=Ok-&LW^BccfvoIs3ltDDsJTaI6I%^=wUHWz{2-Sp*o zG7S>!C~rpF^$T`0kNtu+_!znG_n)*oAa{!X`lG|vn)|?C;&^m_n(*~dx3@KsGXg%A znR>@S+M*R1-GWsM3zehCem6dgz8Pz*vEU@(#~Fojk9Rk25}%oC&DgTOI1##p=H_Nl z=He(RQXp4{2NNT0t}x=Nx8|HT?LT2mx9+a2G$XUvb;O!)uK`3UVEC-^ebVxRINk&x zpo9yCUabfFJIY*kNXCskr-Nx=^ zzHD-9ykWX!g&4wTd5&4iaNghH0K=(jScs%ro;OY}FWmgK6#KpQlmflXu@?c9YjOg) zUfSwON&84WKZ~j8Ht;s0gC$eD=QVWSE?*tg5Rc?p%5rxWJ^L)EL7RSU!*I8JYEGHGS#o&A|=5|I|Qvk9A1+iubnT=!VIyeq@-3=D2Gst4wtac(erqMt7yWTZX4G?B_b_V|gf zS{9Urwq4JlePV^ssq+N=+KH6r>Z8YEN_DdEWqLh;n0E@CRNl0_!0s%XWqDGRkw3Wi z7>cj_Cr{`OU2d}LJ2w0@2Gg-)?9w#$LobNoU(}h!k4!&t`Y;Kq?mMVW-sLw-XP;h3 zRa(!Gt`nUgpz?@HX!nnX!;`&%Pw94A4*as`J|%1M&U~9}##)5}A3BcvZw3=bL}DXc z{5$weLf$JPvIW^j2F0!iT1TMVMS}{;P||7WcF`gJKR(PtyanEd3W1yXe$R;=Fjd^a zuQR#_l89d2TJVw)w{L4c%t5pzrXm#=DY+o6w-M$t;%bB3BD(J-Mt1$HvFAk=@m>m) z^&r{@btmdAfPnO&1r~~FqgJpxInuHZPsNRn2zVGmlx?bCgkkdj4)dzuB71uw zn*xRBn4LbbR9U1}kgVO}rST$3Ba({>4MzhaLT~R7}(XfDk&|xIjqG`ogM{~VnugyL|C3u-q~fwgzW4yA zkqIx8zguNn1Xnx5(E`M36sDpB|8()CP(!p=<`kRsW0NX+_I3X1{_AwY*-m5pB;|v8 z)rIkG?j;G3CD_B?q`r><4>%MaG|Z{iNw*I^a!VsSo6E z55n}Wt(dcpV9%>1b4*Z_^g^<3iSZ)XV)$DRA>ZU9m>?9RGIO8Lpa+-){V~(yzoqH5 z^QFKg52R@r`7Ar7(DMX z=yB;@e1m@Y?heTaW63?N!J6k~Ry~;}N=GoW>)E#M!1piwGi;6bX>sJrVtPy#Ktg!) z&5dJj-zM`fDP4R1S^oqw_|kzQDIWoIpQOTMwyKpqF3vPXZ$Fr2mmlA?ALTM515Z4w z*attZH#ZqB@@Z#nW3$D07DhY+EK&jj0kc!W(!t&XM*IAWA9#pFPmhg9?pKdL+Y}B5 zqK8P0z}9v_gvAwEdXmV<5H6X8^_D8K`W;CB;A-=lmtnXTVkCW}&4*<9BVd^>wFnTd z9ja&c@l5Q*VE%#{btsX!Oj-!6wm8(7#t{wzlzvofNL)^ zBf&8Y9zqd@vqPhGKkv1=H6*YBd$2)io!(tnA!8lU3)h98KFzXF+mn=JY3uVfD@h)& zL{yYIiq;eROzVG9P;9@aa#TV4jYc`^>}VJXcsf;)!oS3 z47pJnURe^oHGBxoqGefm&I@KXHac^8Z*;!3r(N*;7vWJLCqJqU2oLx@5rs-Ygx4s0 zV)@QKYun|x!B2Dg^Al5$9O}>Y&g3LgtK~3zg`}pWNYvSxUZU*&7pb31eLpHnyI-&e z;8O8?yfBXjuU-~s^zmKJ_g~j`%NJ4K2M2(Kic<-r;&llvF?Rw^lGhy1(f+q8pg->P`;NPH zKRmm;eSM*^6)oPkQ|sU4eyh3CGyz4%I)tM8#%)i$a{Og95WQ)?aK|f~yAq9%;g!@q zFyw^%zJzb57I1Hz9`%QJMkLRin;k9K;<;K901#30)${1CB8Hjgp6n1=@lVFy#}*El zpNReOBOzXeLZh%X%ds68HPRtc6mQT_02E<$DZ-_RG2N zHxx7OwnC@=&8;%UcMV zDJxdWRkN<|R_yNG3W#{Rc_YJEpq>k$57Sb9gtgl+LEbYlug<0Ygi$<4UZY^YQ)>%L(A zX(J7dgPP=ca2f)Mpjg5$!GQv^QBTuo{`Fo6DVMz*olmWXV401 z7$1&flRvbbF^gH!S+!bCcrmH9_Rs8@Js>n#?_dAkXMMjkIeXbHY@r+XIY$89)yx?0 z@Z|?tgl=>miD`9u>u~(I!Zqi&O(S#jroI`xwmbs&s!lMjE+xum7CY?RwX1zZ$`ovC z405B>9%RkBmsHSd*wcQc)y3$8gkY)^dKAN;xkUt?UK~!KJ=~a(5vnX*=?2c z(&sJv1_z0G4xan@{U;`3eS9m;CRWnM13Y-x3cV#3aji6@mPL7y@$_aOOb=J z!YvL;aJUzmA9ERbORlk~_Uzp4df<59EPL44wLEqD;IBZS1@s?Rsu=zdH`f!g8!_ng zn@2g8S=J(I>L={AWGU+Pnl&WVyupLdH4`IYP!Kr^oJs!zHA0q-DSXrR`4Fc zXqkxrHwoX!*QKKpHB^IDs6mF2eGOV?e(uzLiC#Oy)0E7)?9x#G?F`abU*yvD*m=b7 z)U(~#V$Lfcvz+d`wZmmX=XTVrkJlEw{r~aZ5u+7nk;4@XUWA2+3kp$uB*(F@;@>=H zPJ$iTSdK|2^6=#;BeeLI%=CsFfiu|`l)abd&KY?xS|DHUi9w+#2B>V#@2vs`+<+3H z0YL892vX6zdtakQ-8VeEt*>%vx=GFZY*jqyzU*kjM#kb3xLWTUlDkgZ1y3{jHBPY?yW92 zyd0lFW1U*pS?ErTQD4Pxo=q1OVaW-+LPeZrIK}L6E4FRh=8(eoQWDBZ+@pSQPWi%E zBY?>qN81i86`zAIIV74G6o#jz-41^tAImR zG&!4m;c+5kIWc%RD7SOgTB`I+;2QOfj+!Xbd6Exo5V_ljzyBk}J3~elPIV6yQp3D<`23AFCbz7O)q` z6$vtuY-!++jI*XJiW8{Fv5-pe%%M9aXJcN=bb67-kF(%ne-&N8mIbpG0q*2u!x9ch zPbMGxp=jY*)X~NIm8K#_Rs$l4?c0yS!a@5$RwK{X&}m*EN{}{UEgD5YHnAYLbKnMn z?%%!yPhtF1L3SL(-``t}YbQUSImY46yN1``Lw-?VL{eRhYzF6|@5~;)9uKFL;a#hQfcfkimbwjat%B#4gEZScfFG{J0Fmmq(A5pOW9NnSK(!6w)(b z8zBNXv?{r-Q)J`|2sCrl!-T1VJJ9UVJtA|*L~wu@SSk+;rZC1PF4oBXCfW*kp~~50 zN1=E`51|vT@C_*Y57@T$Lb(qa4f6OZU`bce(6GeZ0t8&4^U2Qj+7f zZ*?Xj1>CVu6qAl5HzJ~GSWEJ6X+F$YNpF6xTPx5M;~4@gX2Rx{A)P7VqZh!Idx zNWU@FC&nTnB6gfV6?Hf`_+1zrxkWE#5rhgWKz=kRrYK`ct&9zV1Wzp;w7G_meJ*^e z<7v&O0fVu*abrd|s?-!*tYphoXw}_IzLk2TT!LL886A@Hf+b07zVYL%V9(OYBfje9 zDe77g(T;--r7anT(ug!e3;N#rAQ?aKFOx5ZXoP_d#aU7aM+Ej-AnoslUyZAKjt?yq z#dfT0*}R$9MCn*Wd{MalSiFY%VDV)ez>V`ST88(g`Jv^yQY396!g7D#Dd7x)tVVDl zreiESEPb$;D5hn`-Je@XyBK(}4P=-dkKn>#+ib>@sjEzFa1`-MM@jvO8XE}nc4A%t z82#^}9d21Z=ASewa`DoN>-Qs4e>P>RwcQ)Z=m@9;flM_AMcR|sl6m$ zxAdUI7wdy$&Qo%ub=gnDGVhWRX)@fi;K9)KfnymTRnB8-pFu@vu-{N9_XfWncCL2A z%XWtmiQ#zuAE3xc9E1iqw6>#Z*y)Pfp@^uc>%^4yK&6xM6!OUs@NJV(oyfgsDQ-Ic&^jZ#7+P-ZCXqzw_P1wJxVE|=r!YuAI&k{P@+OMqfz;D&~2q=;SN;KwK$QdomeDg7W*To5eXs79?(T5TBA{| zZZ>TbG<>a{AnEuxts<)fP7^j(*5P51QS`3;*i77|LN6>JTcZX|*Sr%;jzDeB`wMqa z0q~`zq_|3L*Nd@O1iR$`n4ElDgx~iAyLOeLD*|_24M2F#iNytIRSf17dY|&)zoLNC zV1wU!UP5KRZ&uhI1&a>MH=sVA5`dR!O8a$i53!?Zq02rM=qFH%OvQWHhzkGkR_-(-82J@7YQTzU@f*7pC7=OMbFukzDd9rteI7<&zNf%qsh zt)d((DhG!K!icUyYMfTFp9#Xf`i^?Dt1^LVpBG17Wtb@2;$BVz%Iya>;)Wh4Ve|1< zx&qTyiC+847JuAJ*sL65q4(|OrC875Chm6IL$yH3rkx}tA(5#DK|J&KDLE)A`Vo_3 zEdF4w}p9wbl;fb2_iZyP3s+ynSCgE$sEwEqa&5;jv;CFnQ-O)H*! zON(%m?&jX@wDug*gJFZ&`S&Zhr~Z^&zFkBf4<8QFUcobB~5!`C7y*HR;*n;x(G}9(|Rr*%R0GrUw!OX#> zPG(J#fq;ZiU|&A~7S6qn{Ll;lqzy13j8il5Yn(tckSY=~nb$H)VbTci2uFm>*HckY zG`Y@}5V9D77240Vs}uY(QWyra9lyD7cr;5IY-{LVdQ64D-UEO{29Zb7d0Z(rw^sc{U9vs1<2vX(X;5mM&1-nnwvDbD0t{)j%b&Yf9RonM8$-^uiZk=Xt&=9 zwl@rg@I~Y*xD*pek&d{$dWw?2yP|QU-|b!Yn`7xv@mpZ^14l8(*AY}X4VP6mqLxTT zQ@bq&(3DO&1^IDG?5^*PP|_|>Rfh`$I~96*kPQGc31|WQ5vZ^v!U7>DS>J<4gn>~} zfK9UC8lynkLpi=pHKb;z07j6Y9+^UEKh2*(js^YXI{RQKm7XXj;VDG?g1&@DR+hbr zW40Rw6><%$0c-w(P*lQwmKPeE9>}stQm$SMafU(2yBq76pi+oPEU)n3-jEt75vaEL zG-a$JGFu2~2nD4B#9s)ctp>LQ?q06wBcjUQF&lgS14$BmDfs6Z=+Y=eoQ5>{&Siw^ zqz@oM!W?TNp_5&K*ZG~KfoKp-L6p{0Z8Bws;0-7ZNrvVR*DiC>Y%uzO&yFQ;1<(v4 zm+}*Yd@XacQFeZsJ8nAuTH*ONr}YD19AYD50nTwszb8IJ>(5WN!ajp6YJplJh{9C> z7xepbap222V++6~6adPju7M`hFd!u$(jP1w>zC(o!{3qc zJM6h|abTt11RP6du#*@b1kfJE-G8E)M0HDkMS_BKhXB=Oi2MxS_Yv}`6T0>*@G9e@ zIs}>1DJGFLb^vSgtz$w8^y6E;v(0lnqQ(N8T>YA9wu1t{6qfaOR;*W*FzxZBG$Fq^ k%PB`|U?51wK$e_CgD4rvIX37;E+QaJXvrXwLo3h?G)VMsoJgDty&5S`1%XyJLf%bc%J8t)Yeo!Pt8mXLC|?s zl}EY|L^e(OIYSAK1P?YOf?t$R)s-KC-{5QiVJ#f|I_sul;t4@C^rRoM{)v!72;ziP zAKlmYOIw}r^<%V|JX!Bav(V)YOBA-bLH?R|xvcoY1ux$gWd(h~Kg+49#UJ%~w{Scq zqbZKfdhz6;_Qm_BPq&a`#hcs9^c5d*sziOrlxmbOpSyVJ0lDg0eA?~`wp#SAoo&PJ zTz8P|!sAcRahTH(;C^1b}b5Z!#ubgyp7Mf=T#t}%>rD%O`!*4g=(k&)4$;?%M^l`>axUlNBQqlVi(k#)G+dEwA}RBX+lxcFdUT_|g{qu!nB~!m#cLWXUQ*nuNj7}4 zvakxK!o7%4G%X6ez!jp4%Ky~Zp<_HDvDPD6t+e^5^w z6dR77XAzfKTBN3-S*1MB{G%gDsN&hDcl9n4Qngl1uXge@Qu$f!a3`0aultR&i$8xS z8?a?B%^pjTI2kH7!h!!jMny%f+KW0)1+0|rP|(R}y9iNHPq)SM;GTVZBRMC&R=hbA z!GX!?E2y{WV8X5X;G})mDm^_tSKquj7f9S$B~6L%uOC(t_Pw7c!3w9RraGyYPX%pi zNYh9D_+;D(-pOUGvamjwxbsr@GNdg{zsykCH1ie~N#z;*`wP`Ft_oFNUOwk`FCjU( zaDBGbY3J7{V+;{}@rDw~Y*J+W%LO~eT+?u?!((Wt?a4p_pS--~B_7Q|4T%Z;Tuk%q zdcWR4ME|#7r5IMe{DDFyA=3i8o{aYHZbL`MBA>PK!f(+mPGGF2^#SM?U$S=ACd{N@ znR3B%9yQ>xYDhB+SqQpI&mU@rd0q&nSTS3>ptE|S*4GJ4DB^>V8K%Ij%7qwB7%Yr$ zI5{R#w;q{>gftkI7-xf%kS2x^v}~ew-K-iZqN?YaMYVU=CeQ)f%lv4Yt`xC@BLW=$ z-Fduq)dzXpI7L7@<6gJUV%M-M2^kq>V3i!^+Y>!%%yTn6rPBWpg1D-|(r#^ed9Ms> z5bAd=lHK7a#HsCH6+LSFXFq{8UzG>}w{^r}oWo~BoV(K`0}j_)z1LeVBhA#oOKlw! z3B?5kDmhBg{rLP$3%t*x>leFHCA7c-$j*ry&Q17E4IwQ<3dhIIg-psHNlbX@Iowj` zmt8&$aowu0``lq#<&vJBlHv&8>QnX+WU6SI`6wH>^Sl;p93LyIY_PXr+S*U3Ufw6h zYsq~A|H2Q~m21If*a6;yWN$ViUzaEAYmb(TQENs`8}l8jVH8wJ7Jg{!HhSWRcuoE) zi=zeUX)pldYk{(lBDKHDn;d6RE8~mcEisMz3oOLdswqsZFTo|^!8K{7sL>udVu?`O z@j|NWFK`twL!^lr%cIo>3!a@=)p)V&w zQ*xex&3jO1gLp)`rv?0In__sp$e_4C!adFH>shIVch5vU7do39pDBXn&ehYBHHc;w z(*@RGjl;Oqtt$cNuogP-=IUJ~Wscy=Bq1}O-hB$lF~bH|7jpp$9ZPak{tWyv#ozpK zC`1W;hW`Da8{6RxbQBIj25q;wTJBY7Jvi-VVPR1t!sm96)p4*O&S!PZCab73wq6E%9ntjaHGfC>rKPsZii(Q! zv{i!Ya+!qC+4!)Id0jy!^)af%d+C}r=4Dd8Czjs8QNKR4eTjHH?o!3YeI%vw$Byee z2`z%TdrL@@jDy2+$Y$4p-}t@rQ=cAcqIN$ft#>8x9qjGkc2kifD+Z#>27*jDLPc?= zzY@U`USIaTJ4yP2HkZ8Ry2>Mw3@-$;FaCW9s_we#!9kp|SEqqd8-D$l#L*6;K;>4y z`cRRt>vq7e+jt4OZewY?7&+`b)6sfa?I3=mqj;PtqUoBeV_z|nl|44Z6szAAxRW5LeqP#Jx4UYpXd;wssQgV)rxU?< zs&L|SSgyP>4Gnq?pPzU#pe6NlP>)-6-OZS<)HE@9r#SMGcl%4acKjya_V*hGZ`13i z{48^nHpCpRYni5`*x9ssNYUjO5O09IA!4p|#Bxex5F>1sXPci<S@>$d0@ZPs)IYgm3b9xAg@Y zSrkgHjyW{_8qLj|IPOz+9InXc;xpCG(rS$v%5ZHQ+KH7nRO?839sa-+gtC}>^9e`G zvC26I_|mGu-%B~%shC+z*pF z$8IiFhgap{lfA1K_kx`5Bo@vK{w%(!HQWaVk)b7X&4`l|S1xMZ!IZwK9}|~OuuyHE!gb(qdT#3x~U;YYVer3 z#g3R3()%z@)*3l?OBH)nbBTTLOqh4GUkM~QY+uq^+FYNVr==V^5P|o(Kl{dO*OfxO zxIOz`QOf)0qg>x5&ceAr2R)=1V;{|_s>jcJEk_tx^tD~$DVk5VQ^S-R!uO-N+GafP zm96Xon-k7l5=K{B*?3g>e_%A$5*Was+bg{nk(Nb6nJ0oBI`wg?5Cv4!9Me(>GRdPg zIyf&IW>Nk`2kBH6CvasjDOY`HtND_8gfDiPUou!uwO^#zsCd`22fwwLF_1A-yxsKT zv`0WaX_*+hyJV;9HbM?{zSwp#&_ryHI#(6qN~_cm9*smz=YwrMu$kqBU`3S59Ho}S zr31_O0rjSBg&>WT0ym;hOO8%(P}BK?rVpw%a(eI5OW%~i80jJm>H>YyC5^#gxfOE5 zcYgI%D6?j>2^cxLK6fOO##gy$7{Mr3mROGShV-@b#8};9k!9AEl`wyAkpQt8kItc9U8|Je$<_ zbj15%_;H1W{E?TWEc@ts_4WOI{;^LFi}N)Es)QQeoMQy*Zt=ZSe<2rHWR;xgzgY{?$QIwg4>_|}})8P!=hM0?a>B^n#HHwAc&s5)>RqE*O>A2j#9gcguL{Ud~ z1qwZNIZ~x+ihXd@F5l_J?(zBz#hoHriVh8-M*Y|VU`wGWRZ|!j8+3_?(x;J z#zeo`QxL?O*V*}wJ%HD;r6nmw@@8JDtFS0c_v)!zP?m)wPCW0``Pt=3+4qhiuawX# zpAisLaPse^#6LpCf2=RSK~7cvNwhj}GYAGDUhU&pdH$1D4jUdkOLb_95=8NqD_Gt& zW2ZjVt7m!W_1xl0YfF?3_s>h`LIXnW?t_mhMxksQ>FlWcQvZAT3Nw6r*;EteUEs1b@F1K3gyXrU>zY z(BN5Q(^38HjjGO6gH@^Vj5v&58|BVI52@-BCNIivX)DlN4yd$?eRxBOA(?d9J#sL0 z*oBk_Y~K3%*>7`oa;Udk<&_>IPYpVO6;VZWaNF1@GMxD#wccES_XrJ${afzv&jI{z ztMX4-#{c}xtTFO?Oi>PB|2WGm`3pL7~c8$RTYW12YJI zfX`>X^(54`^If({g>B;1sY(Yu*@LAVQVNwM3^RpAorbbBJq$+Ph`Uaf+1nV+U?CxZs_t&#L-^&GCp56|B za7|TLhF!#W>}8k4RpX?@t<{rlc)Wo|m3-WY=k*c8R7A}Y5%bajMiq%YD#1W5Qw{av z&wpfrI@iX|4(aeKkWinW6Cri3CX(+vhOy& zanoe>NPZCvXHGfRe)!{)>%@=$ zV3+;7VJR++J$7y7C143%s-&%)iiOa9RP@Q95N@62li=b1XQMpJ__@zsf5xr4(+%XM z0Bd>w{yK#LH|4(>h&j(4hba!&on5kya>u%(?6-Odk!vFrHYVtDT6&Z6s;N~U0ajXM z>Ln`r*g!_=aD9D-(l71&3%kS)whV1D!NTzyb-_)D?IkUK2Vw)fjdv8+sP&gc-^GQ| zw@ro=F0XLv5JjiR{y$&fzZTGtQ|H;F^i##1`R~fnN7|EI;~nci7u@r1b zx$)l=aPg~Wdr}K?Cad$`v<2vcic6IlDE9%(P%c>P6%@-Z%cTlz$$6}jkFCLP{b@9Z zyai(GBt>FmG>VDM?dsJb1Ht7IYXZeFa|Zm?2R4M)qw^w5w+6SQRJ?#8RDBra4+^R0 zIzrnz7MARRTV z&GXC&c_Izp3;X6-sT-$6I?DBpjqR}v&m42;xXK3y^?^$cZ<w6b0P z%evLo^|I1tfJ0x!RgC~=P6CvE{rYw1S{fK*IL&3p=07ib+&d-|+g0I&z<1%CmlrPs zzqDt>Lp621I%a@P3RXg5ezhn%D5s_4j1?9*ISMY9Ex4p1i*l z6hLfXQw>_R7upK@BPr=-ZME_GhR086gU#Xfo=}Tk=jo3@4IWfRW?E~*rKtBZR( zBOHHEe?fdmm-cns-4@6EFKubU{l?1`zvlajD z^%7XEPuuKz!qqjO+Qj&HKf+m%29!xo8}v2?XS(7~wH*p;LQqi~8S2Fvfca{ySR%P5 zqp)O9fm8eWX)tHQK5PIgN%Ww&Co5ZzSpg7w;qP!^5Q+5pLY;ACg;Eft!p}(gJ3}_m zYkSB@fPuQuX{5|?y!sQs>2%D{WRSM2!IjUKVP0{<0K%;Yue3adE+!=**B-taG;{_5 z&J0{1!4Xn$NlQjYq<#xQNylFDQIxQ71mIcc@{^zxR5j4Ta$GGwh0G!01ZHA$Dn>5>krNqme2;}Wi zy~m7`uK+~L5ZkH_$2gk_8-*vIhamp!uTaBcM&Mv094=(pV9pWrJB*T+wIFb3)( z=8rg4OHKD0_?;3YIm~@f&GGW~0&{ZAxe4(ad~{A_b*VDcOygA@t8~i_x_WhNV+Z$2 zfPz*F3?Dpfsau+$-xzWPVCVfh$I$;wprg7WQ0Ov7%5c>PX_xXekNHBRd1hj<1d{{A)B2AwF2`o~DB ze?84~Yps;2J`j2M#6-$6&f{s}A)1-5Fc3syB& z{p%Nr8)FoQBw%EJowS7Ft3BGNU?@&yw2Z~@$zNlRrbh7zyx!cMW~^j z{o}y=It#O^N#-F93B{qx!cy19c^{R*;Cag5;GC`Lmvl*2V@a$jMdbmID#HQ2dy2TLNL<(8mX3h_Vm@Y((4*jrp&v!vsNyhOVp965tYe;kR|lD7ql$R(ajqx56GRcuCD~2NZ9qSpQ41 z_@sB-R#>J8Dtfz`A}6I(3D@DQ`!DBwYKOq)8^s89 zl&iIxCFPO`x^Hi;5;dwqjsgHl_88&S&X->RcqW^LdRMtHg)D4)si(Ox5)|jpapJJo z7d7+sH1qEk5<_vTW$Qb{pd`VLqJEDcxqMby<>(QT8M|@q`egk#%5~Js-KyCT0s2T@ zzy%^0qLl>Fb`&;MC_!x;OoSgzSsM(j%BO9cn>Df=C~RQhQ$8PyKt)rP`Jb{wH3^L8 zV)ycRO$8U9hzMze*vM75(&d2+{42l-SZM{=C8{plAzEiaY|>hmyKs)usqRQo5daVQ zY8`ySJ_78%!+y@6-l?xwD{`p(+^IDeCMBp3vemRM{TD?!Wx%8)1TpK9v;hCHK==0+ zA_vhnXDlXk!lmk4EJx$iN5IPS3J5qgS~W$`q5frY+&TWAti-vhh0Iu)?CtdNPSw-xH8vel z{s|BDY)wh-r&un15~W6;W~0iJ&JZ^uz~=dQ&`Yx5=Km782z_Xa>u*nVIa;xF8O7io zmzmg`K?-6$Vv$;OQ{(4GfU`#C+K6Y*eEUzGp~SBjZ$Z;Cw$mN{c8H1S4}(VHSJ6G8ca%MHZKD zKiD5ic8$&7y3@4sFR5Rmo4q!XdWZ=@_(~|$9?px$JAM9${I2LFCiD! zSFl=Ekc?*@Z*r_HKN{lFk9Dsx2SLQ3<<-{{f-k z7iwMfY@cx(^m7LLl~(zwGnM%Bk07VEIM2b}*O@HG1`jeff-#oH+3X)h*0Om41x8KL zuq!R7$^K7)87Q@mv*F{fTb+)5!5(6W705pL+?h-k&4SDy)HgFRaff-R7QLb^O+I)X z#fG5wl)e(F(pQl4&B?QN0+g5Y3(aB8vld_*GBOTz#^~7W9UXf_@aRM8{JUpdr#@QC z9>lASH4rTCsO{_!^nj~K0ImX_$-P-cUqn~w%rf9RCFy-~L?(Oa*1#-UP$Or083U>& zGXrFN0gkqTf->}>sJ*sI2eKCJgv^b+M8PbJ?FEMX5V-SukHSJr@dKNK)t^eKI693+ z$`&*|->-pucKX&jc>pW*Uw)o`?Ybaz%jPH`KLb9Q55f#3?YXu^^*S0~ZMfU1a}c7u zf{pp^O+~wOMqOapL7t@BFM`{@-C8cTfO#9ly?!kS!prb*sb+XnP)$@y6Q4cw)~jFj zqU=eX*2=J?_e}V;nhA^yyXO6zg}-hYBQIA(%l6c?;#;nyXB~Eyb`7uCbv=|!fxC(x z7VI4-<^6hj%qeQH=I-v+ds{#u{O=)r1y$nC9?MZ8=H>o5tf8lxiJ>|o6T!aPqocGo z*3H{Ja7xiYpEAM8Qd-Wi3!e*oL-t$xQ^Yi7kG#sB@R|NZ?WTt} z6d4Y#^Xd{)EO&Njp{~l)?79o1J!f3qTRd73OnvG(%v0lQVQ z)C08jzh4;j$ix?en;BUo7oDcrY5x+;p~C5<3~hG(iS`BB z$nYCaplwaUq!kIjs1yYN&pQtfL9`>I1dQn;htFBEL1|zag?gLY16s7sQ)|7?V&_wZ z&+@(`T}N^r-mA<8RW3SWE}eZM^mHU?06(FOcZl$M#_fsXLhp^t}C;PE_QB3|r6?Ts@gOjc(r+O|1hy{3MAMdsPxrQxPAT+Ej zL@PjVpPZR~=rtF2n>6hAiWWkqbA2nQz`Q8mVa{R~WMQ#R1Cz&2xs*#o4IF$|mKPnz4=5jb?*+ncwA6 zB0t(jT?;-!tIHoR4K_!T!QjDG(SnQni@^uKA6Ahv?BHQK-|eaESvtE{BtPpo$oD9(+$1m`aJ z$@I_0E*9E!yj!cQP{_|Py{o(c*cUOM=h+R1{iQe;f!-IVPr1E+C)SZ4!O?Bhk#w8n z4l)9}?XXweT)Q2vJbo*v9mepF$%=mj{9GSG4aeO;TlVOrjt1L&i^pDh+g>#>pU)a<&c;SdM0>FS0dk1H zC;g{_fnrX7E;7$y!#YB^w$sSfhj+yWf}hmuB`52EU^Jk3nbGs0lzuXJB&Q`xmRX`q zK~gd)@9{c^SISIN)Ygy@x3mO{_&qT%dv^_Fq#E<>_bLN<0V*yq89zXCbV1NF4S0=&W1N$$+NC&jm&z*PK;x|6oE+|F33t&TE^VHS+ zQ1uH#(GpA!`yR2c&heEEngEFJ`9w%y7#BW9nmPf2xH1*?kQB}HGx+__&vqvJJN8|7 z&p3tl`=m@kmFM((T2v$LyO77dYVGfc5vO7}9LXf?)i(3?dF_Gk^iOw(;~508(U1f)ZfN4@)DNIJe;F!yt&{n780ZlmTm|wK+sg&j#A3S z4;-aPxT2T@e-r~tIM~58R|nIfJ1_?L70+%dfe$TF^#?m<>Uw#8UI%z9f0?1irW4>+ zgV)2=>15ubEJHqtI-7Q7ESDk4(o!5(>NX!Z0{dw^S zq#Nf8>d1plsit1By@O+)@HWzBlm50f;oIh&s&AE@TT7rVvTXEO{)Qy>HD3JEq5 zp}1nO=%Y@`4xaQ5pO;`L)X8aS!$>)HOU_BUgXYV79p!xVH#=o-t}$x!1qmd0uj1)7&WuB`gH!L!yp``#=sAy`V#KV$eUWU1zDeU4GkZG^y+(|lYT9?dL4=7 zRC>d!d+#~^1x^28m8(av#!oLbWezqyAB^6YCm!J_uJcze^pi@v!%eyUBh0}zO|o#I z;r7zS;kmXD|9ah*l)TcC{E1i)Y_B~;tnA2EnFY**n=@Wk7e;Q)#rx-}-+2WYwsEh~MpTB>tNTu| z4T8#Wt4rdPo5r6?xe}AVmtv$}BwDo2wo-YwvRxChU>#Z>(hT0WnK+s_$IQ^bg%3F* zP6;1vW|F0c1Q>VEVJZ3WCP``(dvER{Hg_{KTviHlo-U7x@n@oF2|64%$&C>`c7S7j zXWO%bpYWX^`C-a)DrqziK|Yd773vFYZr$ zbMuY88Y01Wsq=0V5ay=rcMCFpRWUsE z8xEN824?X$0`gP+ASm7JH25rkG}l|vb0F$zt1<#JD#5v^--h*D`JV(=l{H{hYJDWV zaL(Z=5~!cVU*j&oGgmKky00V}v638*XLsQ-q4T*JcJHU?{37y?BW~n}p&x}Vs1d`L zls*q+St+*lc&+h7!pe?jV6fred77dPzkzWV{D=7Wz(bcUbUC>+?R87D!~CpLglo7o zI70k>->9LJ`@IA|<^kNjd3#3%*y3Xq`D+%R20)SQ(^M$D4gL&vX!8rKm#X{3h*K5kU z#k0rA_Xf1&heF9HM4x>-2lSuC?X&UsUCMG>Id(zCE+Y%}AbZd)w_d$;yR?hI16TlT zN*(w_hUnp6!ER!!NoLgBUui5>Cs%tX>uJ-2cfQ2hQjnPiA3Peul$Lg#uqswg8}uy zENcH2XaRw%7RF(0j+Q51Q$z#aU_>nB&`-6$+I^O!9cKj`)zzzsW%!2H)f|}1ooZ#h0Sby59hji!aEb{MZDfQO)YK+!0Y7NUqcxQ)z_X z#z=Qt79KbD7#OK4bHLD304xGSh)zf`-FM)pm;9W1Ll9S%5xjHR!teefP*efHCnIP> z6(~cVH$rl~dqC0f^CzO?H_(u`3$)I-6#&iiSbdoVi^`1>(HuD1U34P)MC57h zI<1Y5JEBOw%@m~efrP|`t|-S%+laO5oR4G3_$9!?2zCI_G7PW#<}BsQM3)oK9)A+} z2U2c8Y_WGG#}~gkFEBZt2@gs67Aw+wQMp;n!@3A;DN7-yhZ~JFKz?xzc=e2uy8eV z+{G+bK7*&NY|ud+hfzP_&KYw&X_zkUeA?gtd;$({$OswB2arR`9d4A;^2(4v$=3(! zBbFS!syvEfwvVlJcU~Tpv)yAg*k`GpLp8w@s1<o7|uqrFrNcTmz>&5MTTEWd1Zv}ILP6{v)^9zrz)0`roXD2fpuD3c)Tqld$ctW0CKd)Nb-k(ydz0~qS}TYv<5k76`9RPN+w1QdZzfjrVwPJa#qnhA?-vNa08Q-uB@ zPfiJC$pL`mZ@PF+vgTQL+5NfrL%1SC0 z^iSL$f%&G#fH(%^UJl#KL%FjgDi!p#2rx%GcD}pqI9!t4-{0>AXgPjx1n5}~0G|gc zf7DS-sAT}28|^w}0r=X!G)Yf2E+w5mI|jKF8HFgQv)^-1>zB3U2?! zbfbkxxpXP-{+}&T>Mxzz5ZqXx@2m7)F(eTPq)j*(ybJSQ8#f8uT^stK8t=7ITIC4Z za7gs=_V$S73gG8^!QQYu5Wj}Qpr3ppFE#%3Krinx-}%nN!=Tm4dNV*>8gkM1fs;`{ zKj;X$aR6i04@3o|v%LwEFmO8o+3P1eI9D;}G11`7E(z0GpVEb%OjM$PQ9H)DexqF= z05rd#okoQJVmg&KA+-yiL#;j;KX$3A?R4uX-;s7?l?$pSWiFtZ$UQY(V{M&l3_;zFL!Te%32VH)vuZgsRaf%w@U<-f$tJ}#3G)H zr1=4KeIk(VCEH~b*45Re7zZn)D?${n*gQLL2dvdBwx_*60t9<$LohLk{i<|&_t7`N zQlOuY>W+?%VgWfX20spB18qF7A6*Bv%4N_+!U(>jT0jPLnB#>_NMKOqCX)}^a|5QM z1|}QGSA)4#N$yCvdYU{pKi_HZ_YBD9w8Qgb;lXpqD?PcnxvNG3p+^_Nv^5eZ2wuY` zc7XMC(E~x4%V7fREd{hvVnA5X-$Qb@V-*W>qCNMKRWb9A)d10NnN z)Jp_YYEd76&j?)8v9QSaxn8Xl%U){Jk(5~b>&r{3m0>ei13+MbdErhx^&1Ffymm(I z1TLIennzk1-eXO&F=_AWnh>$>xi@=`)TIR?76SB^eRQ%xu~S1!~=;dF}b@shE~6!93#jk?)UpiSGu&(mnYh! zJ~o)|L@qGeb|8cWqOj%uTy?x1XtN{fQkDvGVswGM4&^A*kzXm`viJr;fM)zJWO*kX YTR2+uW8OcDA@HTDsQIYu!IKyN17%h@RsaA1 literal 15381 zcmd6O2UHYYmu&$Gii!zQkzhb1g9wOZ6FEtgj0zGPL}+p{q9UL~1qqTf0!<@LR6a!H zBZn56q-2_$Y0^8T-^?H8pEYl0tvBnjK(MO2tLol!&)H}1eV=QpE9|3ZrbiHDpOWG= zEd-$&K!0}8!V#bLiU{~cds{`}8vKT@wX3Cm@N4%yMFVF9*>ec}p=#~*-9V6&h|;yo zI_~eLdcC|Em&&*2R{orv4-I+lAGBMt=1((z!gC$RcAZa;*S1J2 zX!x0XR*u#YJKh?eUC+MGahdvOM&J|KHcnY{-M-dxnyc<g?IG z^t6wb{FGHxMBQi2b4<%U<4L(088?KE^-Rs5y86_5ld`nF$V@7B)DK`_jW+HqvLn*^ zWUUu^E=|Z64d1_HS=iNEq0SlBqIR)2xtc*zb*j6lt@-`crA{NqDebAX)*jD|+x?Pm z)7f=l=XhT$D%$#P`n1G#9z+;p5*Y?uByyI>MBWHx?g-_K%uHqNRMnQbTK2r?=;$(B ze@}t8@yUu(;#Uh{&xMAI0i`9xw|(G}*BuS=F64#U4Z05; zUHIOCeydn)B*ASaSKrJB8{f^(&0VKbH63WOj?WV8)VpybpCl&L)Hc~wxYQQErSs$7 zO*|$`KhKn~MInoNEl-va-#G>kwr`WLCYu|hvc!$Gg~~;1dCaF;~kh zY8#FYwRQ8!9HZh~-!7k(-ZY0^f=%V-a+_t8Noseup;C~>W%w_NS;*X9!gVsebefR0 z<)Ic!+q;CD$kfdevG{r*A~G`5Yh~JV-~ruoiEL@7m_v`a&ti*$#8|?kMG86ZqGzt9 zfy6|5lFRy3@kMdoduzi{WH_#`rWO=@Y2;W#%tZ}4HunV2mFb+LX5RT*9vvMW6Qtt2 zRQ1@*n|!HQa;Ipi%u0KIZ%%DFL=j8vYfFQDY}*5m_KUbqey2q1MW)8IK%wh-)AMMdWx z?@P&8fjRSdM7wW3v@SWS&Z5jNx8zGH1depmLYceNbO%+Sk0%2$2_ zuzSXhimnx686?I|HsLW%*j|b((bNl*)GgJtz#u+=pl|A)@}$gG?=SBw_wouYyZngO zW2M(Ez8D6B7GvVKxn#-{F%Kg>hMj1yBjIeqMm^&6b#;f8=Hq-RHiEJ0UUe4ti^ohv@A=iGL!l~VDgq_RpD3jKI|0NBA1}wQ0!ve|n5917bxhvX0EWIV zK_^x`S*hgmxhaS%OWKyBQlDGJ0&8AkV&c{%!OD$-i}wbqXk}OWw>SIyAPCD}yr7@) zr(u|l^PJ$Gfw;GueP?oYdOR(D`OC}WZRTsY0$B02NN$*VTKRt2jb@_??-F8)%27vH zo^V%}{E0b6#GwK~+S$u=tV5Wtf|R<^>CA$H*7ZU5?Xi6<;?0E^(mJVsYoun-2}TU& zu|swSPjXoBU5M#-k6ZCTtb~s@Ekv8edrdexlk>SlneF@4V5nCF?S4D%@D`}Gy0X3jwn+FM3e8u7Nbk=bqO>I)TNhnOkBGxB{pWO$x)RneO{h( zHAhbvt9eZo5p5fyMbQ&WFfn$N#c^Ah&tTcDRn9yH-|fwn4p@S;AwFcI{%(v~U!`n( z!|?rRDUX8N`EMF!x4k#vVKh%3_)e~vn!YfQmuW}LWtR0V+nSH69D6{=*8F()VGgAL zR@XPi#2i1`b3Y@Zi{=7n;I3 zu+u#TNeUsIJtfXD8*ADc(z&UBz_{~rVVOwhIU6M;ESz4PcY!V~&OXt+4PI?~foMyTI^_1sy$tYaRb;{6Z zlWf*M*hDRt&qFyln|u28Gc>^Vu}bK$`)%ZNj6+1=(QwZ(F42k`qdkZj6<5>m*hz7s*dC921gjl3sbYH5cOdbwNsceX-0;Ird1uVKWfy2KA;-CQ7ruM zG6zkp4u%ldM&t87J)*N~PPjbLUs>t7Jei@$kytuYVWbktXVZR{<4_AEXctJfSvZ`I z-&(!d;^vH>S!?6L?u91Vy!TfFY$0ZeMvmpWeztBfa7+3dY`&{M=A|_Bjh&uAGMFk` zUbB*2e+$($#j-w9)bK6|54kpFzs#zf0=o~6`hmZ?_>Ub+QzZQ`PBq)vGFWjoW6kdk z3oM>PZcE@a%PLtaN!t=DW?Q)~!rU>@k%b)$y2!&wZ}Z2qgPu@=utTpEraL64{cl@% zuoa(KER2q3hH}EZ-FN{>c&~Snnii?rzsnp!_6{(L0LBqQ41^l-=Qvx8?uZvU~%XSvJD6Rnih`k{D--b`-o)O5e?ttaj_2x7Rio_Byh z0M-ec+B@+Z_|3Jq(@;Rv0*?xIQkKY~Hmw}7?mwR|)kg}LWY)5IsfM~h63YUx;*n8Z zz-JJdVk{69wfy47$pe}KQ43gh*4i6lF`_2&pT6Vy>kGVl6<|#23mA9pm=}BQcixtF zz0F=MrdV>`BQDKc==<2*!=1B{{6;v3UI|FfAL@qTVc;2>JM_&=*qdi6w=2Z#zn@f+ znEX%;<2tVuh#}GMpsuL!QczNQZfj=;t4K9UOX$bF??g8oK)(Ad3eT^7cH!PRxPq}J z;gyw@bxce!gz$&EceuuhFD+E0LIgj*cG{6H@RPabk9!|m26vXS{^;M{a@%)YIJsp| zB}zay&$PTfMJ0-IW=q1P)K!<5YjSpY+x2m%H)|D4^;^|1L?0IuB5~7hPh}eB)(I$w zWEuEpopjJME=`p)toXulEFHg@&WEgoen3LBE3!QWmVuFiX1TD+$bDWj9gv`1Afrt$ z%hw>ts=;Mhn!clJY*eMWWU{td{!LYQ2BJcWZ{=Grjzg~p#b4A8rmAos`;XyO!A|8i z)_i%+UCQyy0ECsfoMFHW)&C%{{$;fN?;gAvH|miZXsry3%g89wvJQ^{3|>}bV1MQP zE8({<^VY`*xvk^4abbGS1G~QBF)3Qy=o;%Ues5_&|Ky4?XBaw0B)p|TWZsG>B!5#P>@ylf z)A*;8N{B3*4v!@yEnIi8;J4?DM*HNe5P#`;DVxuaU0=vcW2Yy_dz?viwS_nEyWkX} zq@@;=f+5*sr@F-rh&j$KWA6=uj)z5B8h8%w)8N%7NQ`rAH%^&Y!(_?%Z8_hBE3|H{ zkA^ENt@NAmdqp`X2e3uAJ>3@^s>FTZRiF2Tgh0XNnGFj61BBLJOdvLLq+!qaTy1fE zL9*n`%ZVpPA4)8>H#vSh@Z3FG=v2myB;_HG)-J1a9r<^BrI+s*Mhomd?N3#;(wU1Dak0+1 zeO_ZUKE8c>%dy!-=>Xh91+madZ+k)Za?M~Qn}zHlCT~`bL1ptZLUk){cL?Rb=n4g7S9<=?_&wZi9ZU z?Zd5VmkwQhQA0gb)7-hiTD!q7K~LO05afmF< zsn8DH2zBYUNgHpzy1zk18Wxxn%cbBj$lb6S02JIe+3p){!GKY$6Pg=&Z zZ&vK%uMf2}sF+T|kbYG&W)l7gL%@-}Bcu2reD7l2$ip4?`YU`oiXF|MmuYx&{wnm= zcA9b~1D%`Yobmm(r)LeMGqT+)gXFqsI6oNxgwdF03u ziJ#BT;5-&aXzKwHC&~Cw6hi?I>S$|+MR`K2Mkc@-_pr%3wv(FbY?xAt)>e6wm6DQD zpYORBH-6tf=pXd(iO=y_QYWLJBVo>)wSQA`adBRzLm-71qW9!aZN|3YP_|At3V@P-33hefJ z4tZH`vd`-bvnWr-Srt6_&kJ@-1CI{2oxLT9Cf^r127_a(gBL=ReK&;-%O%V|o}T0f zAp7FYsFGvl6j!W+=h|3H5n&`+t9<@NR#u)s%lG`cNd5z62A3Hkpn^J7tlibs(HSeK z7ia@c%B+$vrondT>+8^DHfc|5XtSSiQ6Yxq8Z!CVmg~Q=cW0g(WGqRSR;7Jm?%zKc zVyB`zT2n5Y+*i8dL$TPa8z`7{l4|1{Z{AqhLZdb;Y8_M4zLWmN{|Gi`gDyFLjut=v zURy(LyiJ4O#M8zg3BmJ?KRzrh@ngrs;v#NEWIwZrVrY1sMLQ5lzna5jKw`Edf4+?t zu?ba|n)`!d84(eYnV$X%=j_r0tw&k=9TJ|U_68T@Hx;iMzy&3_y!G=lM_$2ld>|)> z$E^RV<#tEMDJnK4YfxzjrF{rpTRSukf>H70&VlvTn-Q;JRB z(@np^N2$eHr^OlvxcSm!1Dy41Ccc{qYYU?)p-ckC=_ro?t#8Y~r$@R_+|**k#vv*e zms*67$t-hCX5l|7ZxJJpSnPPW|D}H=i+oiM`dCrzAc7?x(@;{$!0B_NNPSJexa7GP{z5~p6& z@&~c^tDlSeXySdLa0+evj(u>5P3kLmYwR~RBrLGFNT^ZpXI}zL@c&V5w^Yskg>jd= zVX0UGn{)v^?V8X>{!{3=U{-1Aje8MnUVO=e!S!Q9VVjcqJEP?RDx8Xy7>0gmcbjF^ z0U4VA4F3J@GNU(`TlZb;Nw60yC9xC6Q)B4$4j>5Tau}7A>*P(3o;VuB|DlbrKX9(x zO5ZGmA;h7h(uQw|*iPuhv(AJ_6De176NnP0n@#J;JB($CPsLz_j2%-n|{{kCHMNiFHHY#^wY8YO4a zQEF!P6P;0}7=n0bb!j)>`SP-bj@>%}<(%I+H?{<@`=;Lsk;eaZ0amJhPjb#gdqx<8 z^rB|3Q!T4G)$bfzW?JPWx zmh3472ue1u$@3=Ob2Wr%0@*NG9Ie`vVqpQM4xiE(>r5Ft zW7JES@(uRENy7~v9erG}*s9V23F+a{ok&hs)dTKcSEFktrB8KCFd3QOPJ6c~hM8UU z1ai6vMq2)&MS5=TT~0pa`y)9y&&3v=j`o|j#Ktz@PB3uC?>QB!u==uoFzl50?KO52 zmzL`Q#3;QpzG*+I1IW3h)3)OhR0+D=ybCUU9!hPN3D2gMeXBx6JQuA&(lA7+ZVsE) zWF=;4PnWS+tDkpSnQCwz`%q`1dL6(9UyY2bm$JJzw3$G_N;C)H$k*k|$Tc7efo z$>_t(Ts+El$y6U%XWq7cKK0!K@dGl^adstlr@@~*3<*J{v!8`oomJ(hx;>ahGh>hID)0AY3h^E|pPj9ZUn)qNdzPz+as|mas z6zMiGWK+*%RPqj5HR$vhq}%(`?%X)m(71E6RYef$t9rA?Xl&Z~J73b1ldrM+uHO3n zIo)LW;_I2i`{FL% zRn3tP&ej#M;yyOS^k~&KT6*VZ70v#!57i89P{wq%v=V_7dwanO52MnY`0%pE6lrwv z^PbB-tM79H*ysTO#cUDOPM-XHbUnEXaW&C5A-J>vY09HC(V7xS{opQL1Jaz?>uDFH zmqS1H^n~(aSUd+b%I{3&Z;70!avu4!1!OBM(C*5iXs+pXC1Lorjv;TFGqlyUQzx4@ zSM=?w{5Mo-cZj5PWpI^Z$*EA{vyzjOeGPMI_DgBTd(SI<+5<|=HzspsH46R7r#NPdn#{2ipcRQv^N`ibrrY0wN8fi zu>(4%b4t--nCRRJ$^;Yt0c3tSe%r;R$H~SZa*=)eMwY(mEe5MMZ5BufyR516Xrrza z8?k!7Y_`+jm+@f9X-&XZrf~Jh+=Iyc?dAmBblHW>B0CzwaO9yNmhpbC$4RTA$E)%x zw+NJ#89^nKm4??}hisx2FJmIM(nGEJ_|R?@x1NI?ep^0ab(LI2zM+fT9zo7BHKx%OTAkrMT>?05~P*z77q zuD;J$YTG#Nwprm_wR#;o#A`gePzy-p{gc^6j>N z?0R@KhlYKUn#*&h($Q{l>`i7Cf3J(SjvqyPa8I^>=Tn4MbCJzgJlifWr{(c(rCu+` zA|?R~T3(#*4k7c$ zsI4Nqy~faXmTLVa`hm(S(ootXpiAk1b)u?*$O5NLQB*wUEG-4ju;t zIgx>S0U`=;7D|d)`WHCmNS6^BA)dFm#YgOaEPkTHqxUvHe+WLB|6#QnvQyV!eC&O| z=ldoahtCdpu)9nl(d{VYH+kled zn%Pt0*?c+PuZAlo!qzUu{MGD}->=Lo`)NBn;If&s9VyUY(-7@nF&Ct|=}gO@YWL~k zt1m%zX%n_8qw$ps!Seq7&`K@WNzRCO;~VrUeQh?^#eOaYON%9yPQS2ScU9@iPATpy z!2WS?->4I`D7mFS;e}cTZ_g1ipMFw3f|k;(t3BgvW@Z7d-!~58H&KBt!*-Un*L6xt z?cE!|6qff{#tG!sQt9%Z{4;5>EqKPE3j_9IS@ZMvgJ4yhxaiPBwnPj=FeJY6_1q-0 zZHZin3VEOPy8tqR0`k)0qFdv)jZEN1@(^s|(%LaUi2 zVWj44R9I$aHfPk%N0NeXGPMDU;KFb4eJG~CPfsW)&_cBVGC^W>;1Trk*?xZF?L7q` zj_B&^&+zdbcomzrHeyc#KGDPO-zy+rJx`{LfZ6m!u;gbR{)pT8??4@mrj2jH+nobB z?|2aF32lS7Y1Zv+PPM}p2BmqGZz%e^Ft^Owm?&JsD{dW>pEU=!^*%KDlTANl9PR5Z zI2Z4&wbJ7p!eP^mvtbs$XKrfuLOuzK?wgyDDWRcri_m;r7ixm=g@1OHcP6C+a7&KM^m^N;3+&LKi}Rlx!;#v z`bgWZkBt)@ROL&NNi%-3Ftk4Xy1>K;Q!fWxdFdZR*%b~A*7uyg@(UBarQ=O`$m9t> zvoExW+-smq|HhhFKeDys-yGMtW#WG8EoixO{M1y8K;7cN!-2U*DmEg_ePQM|VQz0t z89BF&bTd;QvwozPeGmAI-K^gC)T7Ment#@8#l_Nd$?p(qrd=8jYth!&8BwR`Jo?mS zzHVz%{hVg@F7t$alyMEWu_dBO5X*6GrRQnv8wsvWvO7-Zy?I7s{Yb)f(PeXKEA})o;5rD??iaXa6?KxY0!viN1o+$Sh12UT%m!(z)MPGb=5g!KU%uhw)HE z1c+nryVE_d90(ccq65mJTB_;SFvMS){`fLd(Cw@euRg6y`;Ft(N2sjn;o+~$RFJtM z3Zjk09E`Ob%YIB`7v47fa57m%Pz`qvi!9SRU#7`X1j2rg09PB3@L;A$f7NUz(=K^!S|Ws6uS%IlkU-FxxX#gIUm zIJ8M2?)HcSsoB!7?4x|Ct5uh<{wBqPFj){AX1|x+G*Kz6;D!8Vp<1BFiIGRY8EGFE z76qVrJk9PHM84}~Rr0G@j@H6a*&B2^1a9$QrYObiMNeduYq~1!^$6tL4%ym;o}AZ@ zY+Avdx7{;Sjc-=S5IVki{rU-%*U!-LO(kVXhSuqO)o>kp&h-~9%4E5X#}w-5MMexJ zhpVgfZ=~jQWJxcL&3WYXuRcvV;b5KSw{?NH37Ue7D%zW})srV>KHs}NSl^-EZmOBhe*?}lgy1j6F_ z>A1U%FVj_`-hsSB26^YAySmU=Mp>CW7;SDSX?b`AJ^b`^3X+SPgJE7pbhGceN4KM_ z0}fd|PPKRFQ?Hvo`K{HJ?y|1VGa>f+9IdMh`FBDZ#@s5i`tBGhu+^#gKEMN;I$woN zDQx`NSB5OJnTY{8@eh*vgYsAPN=C)=u2ipNjUPV|6AXI|Ew;q`SJkjE(~V)lT!%{O z%;hQROTlUVn*zC-Un>g{D(mActx0NLn@j#r_lJz{_uECLlYN#^P%yXX?AFiPQN3S( z{Cz;Ci2FUmK&G8B*1M4k;E`r?x(!v_`i{2%{R0NE?A)^Z0n7cBKZcktSjjJz_UmTB zP?-9NCeX3%$|@^M{p1{~)X`K6q#Z1$5y#-02uU zDnub0q-umr0A9BSyrM2$G&eK{Z^TaK>r!fEjn$&VzfaZZN_$##B++SKqyEYcZ^C}# z=H5vy=@=>m1Jb{4+Ljhv|4l0P{tLgEN$LdggD^6&X>o1LQsT13j5Pk`?Q&OS%#(J;}an^(f@4 zin@X%=^EyrP6w9l2!ofz^7ofAYk%koSP^)T?_N8E3?YOvJAl;D)ssNMu|x0uf;9|n z^NSs-M-dUrsc!$R*?~RaUb6+Qw?OD z^1tDdnaQX2Rtt#HoR-Qh%kguv+#O{exh5Lbvuyh$zrYS(_vIaB~Ap$s*2t89e5xqyHY-u zC=9^{Tp+VSJ_C@*3K4{O1N_oUE!KEZIEv^!Cu~7z}zGZlU~p{v8E?XR5t3Hs>ep=xgv8;4_AE%I(ESLxYh~X+^6s{TuT2 zk^I^o9wilP4UU-vf+5uVUJj8Go1Pah4pg?32Rl&}w=fG*E5fw>lD-<;(%Ijnj#$Us`VkSQeRI*3^(Xs4u>;mIq478ToMA zKc0nOIfZ7J@w#(aD-)7sp#49;mgwIR0|KWd2@jUgTTrs*0FkmNz@;c)F+<%ZAS*;# z9`7eIf`~AM14F2#@Y^!nQ4mF+Ut^YzD?T_oR2L@dF>j%y1&uC~plNoX03lt*n9TP# z+0%mLy4e!WQFHq|d@E^zw5XM_5&IB_@hVn0#F&v_?QZKIz{=cyc8U zx+{CV`z#PTM(5&tR=F-QFS$&Y)NvXj{`fPFX$cGb@n_6yorVaxp-S7+i+6sh4W>=Z z-bVtD1}v`k2k073j91Y(Lr?79muoKYOM_7JW#+x|%VojEwlb4#`Y-YFoR8Wm>|f57 zv@XFw?y4ShHcQlYEY?EnktNS$M50qR9wI(PNZw+MCM!x54Ybo!q{d*56G5 zWH_N;$TFY@ zat1@1#$H}H^w+zda&X5+g2a$*6~AxdO+t+g52^w2rSAQ5tubLOVrKYN~65qK` zsg-^ESWBuJ-l1GH7fYs&z9?u9A3rNfeJnKDDsH#!{LtfNl3-e0n45K7XaWG;D&j74 z#ZVxE##B zZt!f(*tXDqAQNCUYsXm{fQ<`3)lXFk0x|08ss;Y|@U9(<&~|}C=eHear3F>e0;Wb~ zy74BJ8cV!r^Y~Lu`WBkE~wKr}mR82%2>It$ZoUin;dCLS;5NX|Y6J_qaC zVAj-nt~ZJtr)!;lTh)M-rhnqyTT7t1E<0lf&Lh-ghSJccK-SGWZ8Pj{sUl#59V#wm z4%eFu-%rh=LJm}6s_gQ1iePOsX!j|TyR04og}>qDxfe0qL;Z1|`(n!n(5vLn#fEnV zUF@_TZ$)P%q2Y`_$sgJ<&*6wz_7#1d9qmQDqX|@1BJh@DmkRV8D_NTjtZH1yIR`f< zt+vYLb|8j# zrl!^u6;bCARkdglrE_uaw>JyEeNzr%xulg#o&XDfI*DL_`Kp!{-;NPgJE^s?DGN2-m#D^--`sVtCMcz)NX31VKn{rW;-FZO}aid$^1Nh#1#pF)$D zr%139WH?3amk~1jS2&%A5Pz#G4`xC%w)fI5EKA;aX-tg3kbaw3e)}A!@AOjXfS=M> z=?5qpXqj0$f52M8c7drX?3_j?l$o=r2k0-y;!)V|aniaJ_IiMep4I7(gWY8w&PkTN zrEXxG*45<(i$sbTtOgI$K3EFxH5D^-zO6WV%c2fV@BUhRbLBnpNwN$91oQ&$@;tCf zf~Mzj0(U*Bg_B+I>-C$D==OKQ{*$cThdF;4zby^A|1vg$S;u<1rv!DOL!s7w7Db07 zj2W1|*SPO@{Wn1Y&zno8P|`)10=Zu+u2Rx*AVr9ZivIfo1XBF}nTtmA73m<_E_#$= z40`vS+VDPs3z4BH!Vu(=qXkkDHp=!5&V4NC$_8UNaP{AsNJ23Uux&sq|K^`CKiY1R zS7aS)QMdAIMT=s$^OS-L_t8p9Z6H>_+WV3$n824%nHBbY2%FGXBmxbs;R%~8z^|p# zmNLMbnVsE^nyg3Tyc%7&ztaImY;VudhMsxmVFkl4yGnw!#^u5KOAxmmCC*lDmgek> zlU>@e5?Emq+U3hOHW^PDSZxV=CzC+nD!<+r`0gPpH~(cK?x6?gRYX*j-Nx!%_eZBe zQ^Biq-(#j0K?=2A7-`@)I=0*$hrh)W(TXLSq=Ds(yuDeuO`P9(I}d!g$1mI!@sx^H zM*#p>(b}@0A6y}x^*4GS!K)9ZzFR;?Mc!?SD<{@#N-g7JW!8ocmje|0c{uTBQ5xps zt!i4-NMCrjp>=y}W}7+vfY+I*`tgeO={8WPyREyxe4e<_D5>GMG046IJDf%~i*^s_ zrNi(luz4hdlZQcOb%0iKd?fO{yGU^?Y)3*>ua+c*6WIs63er}(VWUg#`b?!6I&QG_ z!XaIG^0}n}VJtCl5m0$~O95p;b#AV@=YQ-rSidZxqe*S#6JxqycXp$?A1ZF&S0UxDSL zfBpIs2o5pFzMg@ov=U1$wgyZZ>V_VD=Nz0{zHEqkr%Q|*%~QU|N|zH4J%9YmKF8^8 zlrb@3%WqnC^Qei->xZArVe6JxRgPx7jE@MWTO`M<()41_y+<52fP4)L?*^&ErXTrw zP48&Z(_duic*Dhh9Vk-AcOT6d!T+c`7oXjxE(tr*T*6>uk`KDOgk^8>p;CwH>w!!* zs4-mDuY$t{lz)%jVDJ5?K~Ws{uWbp2asW-?jyB`LoIbX((4;T?);^yZP^Ux5Fq4wx zxz`^z=Id8V8Zach4Osfudl=B2c5-{h`^rnTGQ!~-^^!XRF^rlS3@4W^ynP845H2N3 zH?bmBa;EHp;1sAMWjGp~C@_FmTsLL%FeFf_ap;x`w|*ae$Y6RiedTBur4kAoMAD{v zOS4cP!s?HJvr01+>$$llBh0a2U+;FT++^M{HXT=KSBjb){>`raY1hY$_?-1M*o9!0 zBp;;3#{?az=~@bBxI4J3+q3iq!8WVAUwZLXa_lW1*o=_{8J;o?BnG&P#MX{AGYK7} zGnW&K=>RiA;)O=>t8t^~=%L;Vp=0eR4Lei5GJ!@lSkD?Sjk2Iw6%}!(OJ`)t*G6Kx zVSkt?_%~3KJoFu;sRcL8$_w7yW`8OgoPC!tWJ@pD_EGASb68#ca@;65ZP|$=$I2XZ z)NyUOJ7bnfM|d9Wvw5cDXHJ z>}Qr11EUSocY1$=m;Mi!=3&bjaOOM*c5yKUj>o$7wKVxIUr=gYsaOFn2yAsp;98hC zTDkfJEE3SBh(KnNp8Ml)X!14?dab7dSQ5dh2OHJo13`68F ze?Ea9APVjkYW9F#N|^fwHa0eowr3=Idvnu#&b(H9G}^IqVmfZS#xkINsC~tDDE1a0W&w0B+*@6<(plCa z7D%fXtTcwj*jDDTAY#?XvRUi55inh`?f~+c0qB^R#bXzS68TU1KRE3Sb7j}_(P^Tq zFpc5T(1Cr-BIz=Wl}kB}23bI3vgeRI3I-%5k#8ZYn3r%(vu| zem19C^smjOL^HqgVCm(XQ^ozh5(EA;z>uG_Tb=!3SY#UkBkTe`9^1Omv&`pjUrVa} z=tR{`?eGP`9XcUq-z>e-lLP_P>%xu9`yWIdroXqgpyu)a!1iwVIlehkBrRmrkHDAG Mb@gkxSIi&&AF-{T3;+NC diff --git a/docs/reference/index.html b/docs/reference/index.html index b584699..154876e 100644 --- a/docs/reference/index.html +++ b/docs/reference/index.html @@ -1,5 +1,5 @@ -Function reference • olsrrFunction reference • olsrr @@ -676,7 +676,7 @@

Data

diff --git a/docs/reference/ols_coll_diag.html b/docs/reference/ols_coll_diag.html index 3ff6a74..d186634 100644 --- a/docs/reference/ols_coll_diag.html +++ b/docs/reference/ols_coll_diag.html @@ -1,5 +1,5 @@ -Collinearity diagnostics — ols_coll_diag • olsrrCollinearity diagnostics — ols_coll_diag • olsrr @@ -67,11 +67,11 @@

Usage

-
ols_coll_diag(model)
-
-ols_vif_tol(model)
-
-ols_eigen_cindex(model)
+
ols_coll_diag(model)
+
+ols_vif_tol(model)
+
+ols_eigen_cindex(model)
@@ -136,19 +136,19 @@

References

Examples

-
# model
-model <- lm(mpg ~ disp + hp + wt + drat, data = mtcars)
-
-# vif and tolerance
-ols_vif_tol(model)
+    
# model
+model <- lm(mpg ~ disp + hp + wt + drat, data = mtcars)
+
+# vif and tolerance
+ols_vif_tol(model)
 #>   Variables Tolerance      VIF
 #> 1      disp 0.1218116 8.209402
 #> 2        hp 0.3454979 2.894373
 #> 3        wt 0.1962092 5.096601
 #> 4      drat 0.4386836 2.279547
-
-# eigenvalues and condition indices
-ols_eigen_cindex(model)
+
+# eigenvalues and condition indices
+ols_eigen_cindex(model)
 #>    Eigenvalue Condition Index    intercept        disp          hp           wt
 #> 1 4.692806914        1.000000 0.0002323252 0.001106455 0.002566185 0.0007172086
 #> 2 0.240308641        4.419078 0.0036813894 0.034132904 0.031334562 0.0009394254
@@ -161,9 +161,9 @@ 

Examples#> 3 0.0026259361 #> 4 0.0568226912 #> 5 0.9253487552 - -# collinearity diagnostics -ols_coll_diag(model) + +# collinearity diagnostics +ols_coll_diag(model) #> Tolerance and Variance Inflation Factor #> --------------------------------------- #> Variables Tolerance VIF @@ -187,7 +187,7 @@

Examples#> 3 0.0026259361 #> 4 0.0568226912 #> 5 0.9253487552 - +

diff --git a/docs/reference/ols_plot_added_variable-1.png b/docs/reference/ols_plot_added_variable-1.png index 50ab95f0e5ccbde55705ad4a361364b553f50268..b549a16f36bcc9be8f74e531a7978a82507e14b3 100644 GIT binary patch literal 104246 zcmb??bySpV`|j8Rf{I8=C_|^TG?GI~OG`IMcNmD2z);fNCEcK)ASF2rjdXVp44h~1 z`+n!Fb=Eq6opL{4uRY-x_cY^ zWg<3x2mH8gBquEaeuC>%yulCrzG&+fx-4)D8aSL7yK!ekev`Cl*bYMjVqD`I+><QR*NsyP?@Espz2eDTV2lB*j zO46_rD?1Pn4O4yg@8V!TJ3w71bBgz}3pL5}Hu;Dkxrus*^HtrB)!a0vT-Jo~uLku0 z`9I|yW$?zF)IYG%c8Ka_ZkCuxP=D;}3p;H$siX;e^R-N_Kf>cy>gXe0S_d+N5&QXW zo`YRgAIfc7XvRr$e$IB)TM+@M536N*mJ`k6n!)91Z#!ui>X-f~9t0xV^;(r23|RC@ z34DPaofP-c_O(1(XD}^Q!a|NYJbt8! zLh0ii4=E15fki=u7%g+NBU>8F;8;FIurInt7;4>D%5 z1uD2PBe&Q4yAlx1Gq6=P{1%1aPay8=25mv&K^7Ta*H?n*@&m0UC1qjo1U!|{tzsNEef z+C};S@F5&QlI<3HFi*WfM_4oJawa0!-!arM|gv;lCwf+nv76W zS`5Lrz^!xY5Rvy~U>FAGBkeXXfg;&EEOZ^1(%M_?$^L(My zVm@J6ZZzt$j8T8Z_}lUNK4^DbPREDw{ytHXQbZt!egio?R;FH*MWn^p^xS8L7j5T(-frYryP2r9 zj`Voh?yE*^84`NjD+%YXeCqmd$G*Co$Y&6$3*>-p+B00Y6yF=3FgW$bKt+hef}cz^|IEGt6Tz$fL6n$Z!y{?c9>57 zl5A~4mx)>#={;4KQ(d_3S3@Ij5cIi2_k&w#=ue|sUpw{g53J7+`3gUUABDZP-r*VT zsMO!@Jjuxak;rD5uI=Z04Ytg!W3T(sr6=<|!~{A)jV|^hLvUiU4cL-G-{KvtxI~3+ zT8WihiFW#qPe=PSC3Aquv_G0#1n{YWy2`eL7tR~nwG z!$N7a z8+{8MeBh&Ct0T8V%b4=%X6elE5i9HtY+R|`#03mQy8t$+jnDP)OulkXVJF2#d%Mi6 z`x%Y<)Hs^-lS$~bkXHNWEr-ME@?+N~uM`F-WIv&7iqFa6;jYJcNdm}_L~`-W+CIk=S3 zN#@$VaoUQ+{50t9VY^G{FZ^P>9AEw5e%Ijq&EICvi%Tz?G*xoh*L8-SZ|-~}9JgU- z@e?nO%e))+SHVPZX~9HBYVKQ|Aoo;mAeYYceE*x+D>^0YS6-tc79%U zYR)uK!LwfKff+BKNp#Fz7^C|7KJ|k2@#lV`s0VUIu?Z+fn{2&&*YMBWA}y{QQlx$i z##uJjc)YgOMmXKQed`f-eFDJxb5J}0DxZhb3Ng3x_*q*`2$Ce^`Sx%-CwKz60 zT}t)O4?E3OROmM5vS9h)_0AGqru>r^IXtavz^n59_~y{w+sw3UAmLoU!vPZ4)YvfB zi&{bXhJc(7zgOLz%uYf6eLAo0j$E0#@ezIWL-YJ3)c87Qr$2_9HQyTtAzEnEks{54 z@?=hX`<=unySz-#jI0)z=Tv1;6>Q2%;W>>;<8D#3GEpt}k}|R>^D_+y+QuRdsRz85 zma9o~E+jN~Bfn~K_xI1(gOB>+Deeaw3T(?_kBD4EWhro6R0qmB{_4MvDN|$r%G6Ej zs)n22bxB~2vFFg$8zfkyg`p1%lz6R;DQ2}F8#d_ZXo2jA$0cOv8{!KUqA6B*!(6r} zSFba8*+n1HFWEkm_D+2;<}iH5s=BD|2FOOd8tuQk&-si|PaUK3po}Sl^y6P2r8QNW z=f7LR2aCDRS>^rkDKuZD{r6%O2RwITezN^D%I`yPqlny~TTaJW{vtjrOMZkiJoMo( zd|17``Ml-u(ob$M^RWBTX){<|89w|*%<7^$58Ml~IJGU;*@c>6UbOCHwB|TnGO|^) zy3bxjqMbv(*;$iHk6x(jAZVU@w)X7RDOamq*yxE)r7Z)E8BH{&+uOVM@-Lme6+ zVoAYi`teHIfn7C;f%c@Ip=Jvf&yM2V(FzLEU3B7YzmjAnr&F_YsI!b&#LCoEC`oAE z_%hAgy}NB(YDtqj!jxJUG_oT&+;9?J>x$e<(!#W_y{vht^BMX9IUSi zeiL_2Bnanp*fI>v#wqU~i<3~t$U({J<})OvNe)9Vr3cS>Y(NgBV)$x;3xQ-+Sj&gA zMJYQz9qgl2SWha<$)vxu_4I!G(e}PQW;IX4S9h@ve&I$_7W}zt9b^^z%SZ?jIr9Q@Gn*G;cU5qOp zY+b?jvj1fw?qRof0;H%8acElueV$@3->oBueZ*arIAk;S1vPV-JGPC&bl%__wDdE}zK8r^a6z1j&FZ1W>^C2+D6As`t#& z4|diilVHbrxO+y3vS7hV`0PWgoiDRPXmRX2%nm>1Bk8mCBXOzjEu9f(IT-j+>0K52 z(VllR#iIY&s=8{TItT6Rb?W@wP@Ko%@v$wr3kbh|we&YXou!-6Vkh6(Nnn0>KyU2h zE}2m-B~PAnHCa-7l;72ic7MC4%%Yyt?HwsNGVj)>jU8=;8zs+F;@h|NrJ6t&N#V6D zG3hcA?|CD4xuEXbaghYLNKMgpi~U#$+4rFKiC_uqk%WeU!bow)v>1e~8 zMLU?iR9ToGgCoPef2;iU>m$y-(vnNbK`OvT0S&n~k;9Cqp z#UCNUp__E`M`v!Pq4fuHDA{%i(+;cSmA0mbaz(Pk2Zt0-7CnVbL*MJEQrg#LWpm)? zlPhe3<(n$gq70J#2eGz&a)h^Io--oYjBoC!k2|Guh0tO#R{5j`LDjLQZ{Lxv*J=N} z_^G7>n}oVRK;ku$Wz~$ECEh`-f`D>8B>-zNn?BJt6*4AWO!T_nLb z+5YptCiGqfSD>$-he*#kvf5@0zietinzERL(@X+kE-4w1qnJEyl^B3S)Md9E4IV}n z!$*p_gF~0{N)l2*%avhWtg+nrzED8QS~_vC~QhgHkRY)E-*zA`d0 zR=)XhJ=tyA1GU>hsk7O(epmpmU#V+rYbPlLU<^m!?@r&ux_KQt;AK8uW-l|LoQ7a{ z(+{IE8T?Ys=+T;tj^@W?N5v~#8=ClM8kOJ=6*WgJiM=BxIu=tUdJUB}V;qkO2v&Ym zhlhHggM+bM)`nqipKyl`R)-dy`DtKa(Qt@ZhtE&<593FuX=$PpHTHe=Y{wEz%*@f|A7EpOVq)(m?c7vQf26u&S)!oHuH%-5kG>U? za9c%7g^^ZuY!_=3DvF?;i?u4Gva_>2FVV+3Hbi0Wb0DyOYY3;ZEj5&oE~vfdCBR;7 zI-VY4Ds9ZLZ$6a*!{_O-k+_^P zpu=~Vf8RHn#qE^#!<5~!&j|Lup4^7?tm(Y(aBPdqAExzJ`N?gG%*4wj2?x!TPY; zr1c|K0=wbMknZd6{JXlk@bTr^l3&8rG&OTU41PRFw8h53F|8P@bXxwS76^|e-NJ@v zB_xm{hKIBGG7i*qb&KAx=LH7`V_xiWn+Kobz^hLTHe`9f{xR6ruE$L%XYl7ohdxk=P16UZi#fteLgIK*Pfy# z7%VSUX4BbL13c@IlHl_#;g{(V-ogg+SY}SRbcwh$g##UGxHaLWKe?D3p$n2QL0{{&o^L1^_Dkdf-|J%1$ z0RaIH$DE!A7O=tK$4p1BF`>}I*~euG0J8sZXAnN_cGGbR)N;n>Siu1bi69j@e}fR% z=Bx6kP**gU@j1KgJghAInBdhnN=SKUwe18HcIU}k(L_`{mnA%wMJK0&(oa`B5Kq0u z7Y!xJCZX_Ld5Yd?yN`)NOa|lWxJSjG9&vDpJ;yxkn&r=qDk^E%n znkZ{`(9Lb$8E@)_Db|{a;_c=$#SlW4L9jAVaDXzu@XLZluu^?$43W_^@UtB{L@uu% zB9DvGR~!Ql8fFk{!Au3}uYbd?K}-K?rJ%|3`?9o}O7CT$QLql_S$nE19_T&q}%{vg8x+0~W+t;soH0ir+PwSPoT-0whYzw<=O={hta8GN# zKv@f2p6_cnx|f;#Ny^`vY6#rySU+5=p0LAd@ZMYKBoTQz3J#R(!r~$W@x2_rgafmh zZQu1;-4fc%jug^0{ble1fvo~GktiC;S3`^ zz06v33~tXEVd{S5*rux%Ga)NP`iEeRn6Izz;B*LX2ZP1b(dGmVELp(qOM%Z-LA2Q2 z=CPaP!zJaC!R$?edSRtu+ilz@e6Q$|-oBR#r|6xzIVwlt@w3>vgyB_f>6TstbNy^)S$3}{Cs7w z=PyycJm7?YdIze2d4V`g&aS3mH$z`tJ;th4@99jpzVBG}{-2QMl%rY){oYiA5)(Z? z23A%Lc49Sel!U-2BE3S*7#ReMFO9o}&u#uE>D$EWV0H-D1w{25)gH5od{Ey&GSPh+{C&}pTVFjtKYzB%<|Zhf zpx6}T<;k4b&Q8?m9IP7BrlcM8$z7TgBAVlQq!m|fAMPVRQlv$JMj>5bpYK8p zhhAxPY#*zB;Jv>8>#^`MwYAKr{Zoqg)28L)vnY+3y4g7*$U<-|ZD&}!dFt5VkdlVW z>dPh{$nVE5lrs!}etrngD%Po~uJx8iqsNOC%5PJlZ+;kT4cJZI5joa9qQxF5wXchH zFGpgi^f{Z+2bT_G$1_gycOZ38Pz{XRLnEOq`i-@}7UkktW1s+nI+y;snYPJeS82IE zaw6O=d_v`A|Hh)5%5rNQBz~FuAn!slVjf{l&$a~?f&!}D>|GbjsyDu%(TddfQULWu ztyI5hxW;~lKnjaWW1{+(Mnd{({n*(qvcmklX8v&H#~7$IqWpiq;z1r1Z;-c|8I`?u zKHIEWSMozene`@Q=cahdVvwAsfloH2-?=h~_4?DLM6&gd*JYZ>1&TZ`eHwhv2MQVm z^ZooIU18TPxYy852vJbz0L#i zLe{(Rpf~M3JQp9wCG-sq)j7TLJ2wvdBUB^h+Av(GDSGSHQ+17YUxy|C8|A!_9vfx) zhpUf1*QIP}nIpP3|4jen1(T+IF(1m0o~QIEC;)Pa+jwOHRPrV$PA{VV#)OWoDhZ#O zBzy05=HuNG#ffEcvKp^^sjgY${oriBPeaegr8$<>WobbiL&yRRW$m>uRF_@#R#5JWw8HR@qiEsrS zmrR|gC~BS(XK`P$ID=6XE~iXnU%Sz& zRQ}x8J6Ye$HuuxL&T05#FqQZ&qe#2jblD1XO^Z|??Pg;83X%>Vx!4UgWQp##JN~-S zsx+jKtX$LXB<%*CcEeiuRueLl^G_ba-cN@qQ317|ileQ7f4o7`AEl&`=XW_7ukL?#Z`thcioru4 zL`j1E#$b`%4lmfobKX9lPV_Czth09&mZM19tOZN3F&QU0g>4@@*`aEU>a)EHz6Oy(EmSC1yk8?S*jKdGtMvW`nSg|0Y z-d8K=vTj7#WUXIgAYx2lRjPk&%Ev8xt5J2l9#OF87{c#@U7*)6DYphPI6!BUqVI`B zyH33$=`?V1O9JW!ZFusnk!kg=w&JfaZ-78ZsP5#DT#wi~8l$`5|2Ea2YX6U6SYQR+ zs)}9D*AuHYLZUz}=RA=g7}XD4CU}^awuV*L)pVbDB~Rw7TASwf|GVwCA!tLhbR8UI zkb0Vrhxn%&?rGguc5?C_ z70YYp!7yG8%lSPS3%R(RFtbBabC|__JB1(8S;3YV*#e%AQ zJc$Z+H9BwyqlH7yM}zj&4t2VqK`h7*+WL~OJO7q%0n>Wwm)0oIjg9qex-t=9=a-bQ zBGR*Ha)%fK+n&M-ii_1jO9(nZOil7_N$p!_*JX{{IE?BY9v-GAHhHTm2atifrY2pB zh?nEdBOZAU39y~xo!vOAVDX*T@}KZsheQC_x6CMA=e*}s4)FrLH26KW zuVbCy)6l9KJMqFHR-0874=w1d*syxo1u5>QB8x3X14-qXt3dy8(Ls}myOmuW8c;RAOdt@a)w;1 zrL%{OtgMO-(A7ROe&fGR!W@MNM$nqU;c(Ex9rc`PfKV8$ZWG3V{FV^8v_ZUBCa^>l z#163;cpD;V;t1C2mM1+IA{}F*cYN+pfssFg65nGa?%B{`D$*#l;YkD_uw5k1q+((- zEGQcgCI4WVPFwTh@!1Qp@U+wBUtVP{AUHG%)d4yH`z?fNhCdt61ozn0bQ_g@vzJVN zO2SHVrco}u+)MNwtm;j5bwY&{-7L1|&q346;%X5D-AK z4ImKsVywk)|ml5fy{O@py#yx7K@<0r^l5sCl) zE=o2${JPR1Q@z1eO9JK&fvYJ$ysVFj0hHAPGFmMR$L3FrKxiHOd}JrIA1Vi`^I2tq zPEDGkaGheDu1Y4W9-MQP%KreFEqAWz#qYKx`_O-s{XG$8JVrYRO`b3cy$tJ;PJ8%d zOjd7Vae~l9=0oc7)c_)0hTsRH1>_DAR9i06Uk+&4@ga5o|2RPj%PIcE_HecVx0xz^ z>WZB9jG4>kS0RLv3%48x9!j5pPIUt|eFJaD`ga7MnfZ-~q5sT=;Juh7DBqjok9~Z4 z=Q9=@LEf}SUNO!RvoV^wsDq)=oagz4 z6)P!TdvJn>{?0t0_QdIFkRujC(jy`tPzWXL-GdlO|C?LJPAkrz+7Yi))420V2i%3M z!qSovJva4&G%D}d8lSTW3eUWkMEb8Qh^TKwC>S-IU*+r<1*ada2FB}#G87VR)}{n5 zU~v$W5|GrnLETO987bzSe!CJ#X;c0>Yr5$M|IzDGMS)_)fB@xt`?vhr|2s+7t@Wm+8O{Y!5%@Z(Icx6^_kht@1n3Ia!FB zn%YV$4x1WaG3#B{a{xlmudGx9Y!|73YY|{I%9G^wC>%c<%=nUdy|0mrORIO0lYd_W zHt%q~7(`^ATwH|b(LMT(3$PSvB>xCn!q*M1#n9EIMEjBcbn%H{O?m==sV39+_8j#* z7Gp?-JS(A{pcBWuLC3x+`ysUy*M+d=ISN_jxkRG*WF65t-o9Eaf*uCFY1h!+A|3*< z`Dev-op5+H7r8bUVy&htkE;ZMI4YCf=fnhM)`!7C6_^U(KgK7KfYMdh)-DjgFH{M` zN3J@r6%>}hp+ZNa#@GRlOzC`Pp-RT>Cq~-2wR~A5oO7jhB-k*wndDrDdD(+5ra!cu zda&`vu>!BH&Y?Wz%}P)1c{h+_B(IXN|2-n?05$ORKgj}2Y;2{y=%&kyGkBH(dQH=d zdEZ@-^o3&p;{XV8WPCww`9C_(NGNEhFU8u<$C*96qk%g-g=~H z;QcL}gS~Dx>!qIfwec!zH8daz+~8Rt4HCuy!dnYoX**H<&Btc+TY6dQ5@YVd;p)u2E`=M|=A5OpP_jeAqbRq#V#ZRmI)aBq#4Z zcV_rp`0`dmSY$()TI=hI_7bFi_fRL@S>pLLU_gz^He!%;kFt$Kx+F$WMuUyQEEQv} z;c2|vsutkI9bxMLkL#*|Z38AP@6%_w%O^Iqswk^W_r{YherlB&1z@Nk>(V9-z`MRJ zXakTGGN+=foUWM6Z#nwSFhSVIbG}oNop`u40EgS}!W+HF<~NWTE=-CDGSbqD&)UHX z{>1SBz|XrA9ea!2hu?49udFSypK10y8Z)PEf5?UKWSVk?}j{VMLp`a==XF=j7z{I>;#4=N_M-wW6G->k*8dkCF8at^sPQsuK%t zfVU?Mkpxr|)@RnU(aocF^w{z~_tv~c*P0d^(l183>}eCSks`HRX6ZCj6of5m)f_Wc@VQ; z&=45nzod1$QCS{9sX#G^>RYznB^>_*n*f9mWpye@G!~%KXJN&;c|FXOYP`!kv9xbl z^@@a2sLFVj2rN&o8^ojYF5k3^0U@QekAfylY}(21cs5Oc)bsz%0~nVdZz9n2q37r4 z?KkahZCQeL0O-`z@Bt(4HM5pK0C3Y>{W_;IkYSA9*Hl;Y>|v8+u+Y4~_oh}xP1L&- zQh4u(DI{>gI>_C0|3%<9^Wf+DPf=~)nR%%7fy}_Hsi4WFYP%^$*f?mNjj$d)Uzy+q zlF}SmmCMO&Xz&dPRUAfmAilSjlW3BTF{ZfdT zo!K^;0LtC7G4oW|vmc4_Jc-WZmb)>kUj^eiK=NLICovA}0ENOD5C#d{)*3x7Ea$#0 z`tGv<-@2tkiPM43R?Yo0+R9x4%y*O|%8(tIXncF@H|Y^wT(=}T?QYMu5P;>@8Rj;f z9Jt#eH4{@NDpVVt=S|Db{HICbX|so&Ia(f3zs_GEUL`&!sb!z3AIOxp9xFH11_x6S zh+eeafR9Y^Sc-3V9pGDt5a)8+(#2>NfLE|BFRHHAz;GglhUxXLn+ad({0a3uEyDGBPdTl6I ziR_s?C5SADPyQl%^|-yD@WW zXf45rJ46l3_eIXrK+#ca@;nSKXc6{7<+*K7doCxtIj^J# zT5XJ$!9$Jb1h#6$;m)%GL~wVday;_);6aYbuG*1S*3>N{cPKZIn>DIK_z-{HC_oGW zcuZ#Bs618gGGv*X9J_|m9{fLo3|wf|^EDkP9!ha~uJIW0&2FmR@^B3SM47?w?`|9} zi(GnyAF|f3JhL4um#mp`O}u@NxZh;#5NS{JXs#45E5Er7=;7rqr+vYg;yt#j+cJZFOAYgrGc~EzO z0y}Th3$nxBSsiW(_rGQk)U`<|%6H)8GYh=Z(diD&e+V8@r&|(wc|Jwfv*>n`6y7uY z_V?`DkI8Sa8vx%<%PB;+?j-!EJ9wjaUJpjfYnOBzmo!Tf_%GKV0D2SNU4W<7w=_5dK>y77>#xUtXlsN#>K>B@J_lz{uA?;{)CB;+ziL$5G_+6}Y#Kpe=i+oZfz$j8bagS#U_@ZMF>2>E zChvp9u@3a=;fK;s1{QJ+C4gYHRY?7X@0m3%4D>gmj@d)Itl)zjbyTEwgijZu3Q9^e zK<3aW)t}-E*#`MdOLmxU=4{-8?jNdEo}+DfjdNBI$V8>b7b^Qd%fi671nJwQ}E|)JIkqltgr+wOO>c2aB|>Tjg5^aA2Hn> zl%NAMKp7$!YzGg>MeqYKv6@{sa5^34=N~EZrNhpSXZ#G{T<$x6O+G#v0nUQbIDO9` z6y~-~Ipcd~xzeAmUGJO^UG=*>_A@Pe4TUL*pesEO zR?>mYs}FbHs#~W0zn2K;y#xDwB5W}28aq8>mU87xDWC(g+1l`0k1zvG1O}(@Sa|5N zKEgtBg#)mDU2XhefRJOC`6#>91r2+_vOp4DbRopGT?yzd}Mn0>-bf zx3>qD6deA@wO51i?nNtkd_WfF0cP>n!|dGm@2}tbAO;{D#xJt4>rNUK3&5eR?1)K4 zM#eJ$QxPL0Ip8J0ug&l=R%K+od?!kUxe@q#z+K(zhv3zZmU86@SDc4`)1U2Qx-825 z;=&(q*bUKUiQojiqW`)6=+jj5+3;61z2H&i$gK}Q+B@Ef`Xlon0}n?$o$=ur8tSgo z|Eh~>Lb!B-j+pag_pZ5$UG2;R(nCgOcBTxySwzrp|TZVYW_&^k3-8!pMI# z08bA9nG74YqE1Ua1DGxw1jkAzU8;>E0%IDIaeK1;jOgYEe5Z2|Q_XPKkEh^NtwyUV zTAp7y3hin<^*Yc#_T`TbAm=5ExNw|N-vv2+TMZkErV-1&Qh zb*_zxg;rL~p6e`u!lyq=$~g+hYwlZ}ylrU@-R<1`^JhNc%`5H3(d+;mJ=EVD4b}EF z1$p#YPsPs@*wYowlhxy@`p6;v@+Md`v-IA`5Zi8aLp(u1%8w99IXINP|3MXX7!ZkxMVN|* zhlhs3MYIg?)@bVK>9q=%Rw#fTb6zwRkdszB)!)Iv0yw&$sHmr)6NQb9z2Mp~ug%NQ zh6j9YOn|QjD&+dRI}{PWj4XF?zOOo4{YiSE-QwGX$$%K71PX>9$4l9IaF9Y%pAOm8 z6lP^ffaOi0+SKuC$1g`qH!ELLp({Y6AP4OP1p;r?XXtn|J}<$5Qbaf8s_Y@iT7P%v@H6Y6GO$i?v= z{jwtR#tl z<3U8V?*?Qk374&J)`a~KqX-{v@e`eI_dw*UE~RkNW=pgg29ndlP$%=@nO2v8q=Uin zgbw;K=;F5uQg3-!%RC=30W5#ZJ&eb8BKBHE&ozkSwAc0v=bq;@{9Cp7KnXteJTVN%Fykbg*j&yQUV09a zV(qaMvR%Bpfb*h(fqviRCrlS86fTP~nzC?O#iXyHpcT?u$loS)iIQ#Mrg@bI2_EP^(PK_=GCa030D^6Y3c{;csDq;9sXWAci48>tlB zp?eUK;@(<354h>$nTaDuXWO{wo7>S0svymm0t#$pSXBuDjFQ?mnt=JksP!Q6;{}SF zr+Aogv;xah{GOxS{70VjSI+A;<0c57<3*b1jF7sIU>w6o95 zyZ~4=9VMvxoyxs?udMdwHBdNb&U0iCh4p5$fl@z^ha0$oQ30?zpB%l;c=J)bd za{)zf$G?*Hq0(-OA2tX`-gF>1T0oXhsS^ zd-2$gV}SMwAT5v}bL9bsqQLL+B7ws+7}JY_OvpRJ4!9E1U2ieo(Z(11YYf-&t8Ek2 zb5pd7M9}%720m5GUMo>bSu+49qhCX%p`bp(r}Y<(KqAYS#7n8qwuNJ z?VvQs=;~Tw9qvg`&o9wq=mSOGfQ+|Yo^>)XxhBu53%&R_qQUv_IP3G1lPO7@UnK;-xYxkYb4KZj#p`8CV3r~5tWlM$a ztsYJ6AME#eeF<3|=gz~3IAD-kE_-|?pAEK~8&t!EmPT3wSV0fIrP`h%bR&WNM_~wC ziE^%D=;SR(mdJdDskbSq=TT3RQ%4pJrUl<>KC=@7bf^Mt(q||^cctqK69i*mitl*# z<#|VXs$X@%H}R|X~ovZ6S=2J>b3rWO3&rB#~w9MHL}`;}Xxm0X)@2dP6O$7>1=h-NhC z%=KghcxBZW39GD$hJOI%chpe$#hieFyqBGu3{a&qaoCEKZHpy!YP5l`K*iAT^R_ZX zRO-di>(mra#-nREl+NIDJR% zQ}mx?Lfgre;q_7hmp&ni-W0ubgY#!ju7VH?oJ56$7Zoob(MJDX4zWvqZtRWfwde4< z{^X7Q*;?Vr{l_gA<0%L%{V#5uZGOBH>Uu;5QXB;E5!*8BDZ+W5H&rs|`cp(xsZz-w z!qfMJFQU<%o;3nlDMA&O9@in|Ls)d~hzfJ6CGAFV@|bjP_x2@&T#Uok*zf+W0d$e8 z;eO|tfZ~BR2sxRh%H08sOtQCQneb)fA=0+(b|S4jJy0teoEIXM&G;cyZR9|_+FwSl zB{@wNd|`ig94U=D_)WbyXMOjxLggcts;rD>4S}cG>$_VZWgO0hu&vF9i)a97J4Z0Qe*poP2g z0&HOa)Y76NhBuFyAbArvJhyDai!>}-?4)3UhCV)|lM{4GcnYj{fsyGgzj*z6iL64r zO3|C>4v6@t6JSl|?!;yO0e9r$0U88s5ESDaw;3PJYI#|Y+{kV=w$B(~awxl;teJH@ z&7|7#Ww`Bn1ev1XKq;ayyPNIUYS$vo_ll0;<2rksh`T#<)3dgS5_a-4F*^Js=*tZ2}m!k4_Z zv_^P#J+5153Nnrgnj%@@1jetBNUTkufNmj8NPTP_YuJr4$? zGrxcqw+fz>Xy2>_fU<)2hF4Sv$spU&{uN+-#~toUeVrqsHWrC*wI(*wTpRtA8{ z%)*iaKt?V37|5bWYvw6I#ajc1+chA3$V20)m)SMA&QH=X(Cz zlUd=zE%N?PxMk$8?~yL_<-r)npXq&Z15$`OY>*~Sckt_E3>0`Z9Om0sH*01_08TyZ z<(;wk`~98rp_aBbBWw*>YA|<0@sUSK1RnWcMEZ@;?eMOI9IP1^k#@iOg?+L|jm28q z{pY;UK$ff@O=$kN2Gp|xX@N?3tS_%az9B=2XOVCkfkT9*YZJO!T&Mc=;_gQbbOe(F zW`p>+QQL@U@nAq`t^6V~7zQT_0o;owHqX|JwI9zk{R9@(!znkO!|l|u8eo3(AFi0l zCbP>MtXn4RG*bQ<8HQ^MRD9Xk4b~rtt{n}grl#QQFN2^P)z%dT_IZp+T;zO5Tn%d) z^wB`^1zztLOXE%PMc*F{&VFd*_l}6%VJWR%sn~uJ#_f%~B)Fuob8*Wnrw#uuMChlt78)FqN3z5>a#*Z9e3t5kV z<36!UVI7XK>jbg?^A8kzZ3TH35n#iBODns~xS~PuL$q&41E*P!h07_JHw_F}nw1Z0 zoR$@DUBBkC(l3TX$lU)Q%XUn3v;{y^349Jl!9mnV;Obtv+k2#JH+!9mZRJ z+&&iRNR2#1v1p@<#S2@wZ@bneKgC^bYRD45wDTRC6QKb;{0k^JGsa(DNVT94rCj#Y zfNyx>VlCGco{`Z*t^%03!9IkhW}$R=T1ktrK}-zG{azM^NV}#g zl_*-o*5Zl^HF>yO+wK|K6X?G*Fbuz-wvO=$zz+cR1@z!%jIzLOGs=$nJ`83y-E1vI z@to!b*2ofANJDX>K2QS^ySiDxcV6;*jN+Ejv--Cp7Z*un)wkCM$X{J0!M1M2zY9h+kdl(W9>2!Ht`DY{jeBt#C zM0ufYN;;t^6DyAR$<*}(xz3&>58C*>q?x)tbXKmau5M^woNo478Blp;V6baxjg3hK z1%Jvo$rvieLWfqf^78W9O54fp85kHwZFnHEa&o)wS-CcHMH)=N>kYg_TxUK|XS~20 zA(EH+k$tBlVDL6PWWdk6DHQ!t<#pcP(F9>E3ulFOTyQ~ani!*bYVq4c#Dlv8_;+v4 z?Tvzmye=N8wP~OsH*KDP`<>5IdIJe7321Hdslq~8XUqo8Nube+0raZFd>F40&w9Es z)q^(|=ckRpSW^5awdHI}pc#0F(~zbnCU1W|)|5EK#`O|{Sh+`EotY50xOqXa__PU=-VJWYdJzk!;Q1j#v__el&?iC_} zXSTyFKf&dD%$zpe3MV$dOiUI~s}kHQL?k$;A`h3jW`i03awqma_Y-e7zJms7&;(4S z=j-ziplvGaJOuT?q&I!KUeze0NDlh^K@`7WodFI6GCo_We+xr@_X zvv-I7#ZA81I2-BD>x{qiN&5P9KQPE3K0ONv=p@>4jXt$=0w=zs(PMvQAoC8O+k)J4 z)62jCN(HR+ZmtMA2xR12O}*dKs4Z(vJDrOK$!hWk1Ha!`AD7rZxvx}Ph|@A7P>asQ8i^ZG~_@Psp( z&9Z(6OyYN-M!l|cG_AO1ujBQa42L}b-?c^gK*W!k_BE@s;^o85^8gvKqtZD645!I=A zL1~JHl$p2*3+u`cnHD$mtoSHr^OoX|GYK^o7Mklb2^N|o$I?swrNz&Uw#@j1&C_d_ z+%|>TBd$Q5>hpA-F;`&-3u>56z)6Jf@K~e-&FtIM?bYXPD#;EN834jqyXi{2;vNqN zCs3eli~qrX$cEq>V2U?euCW=LD;_=mxVUx_Nbcjw`Zq&F55L*$JITbUh&_4J(kpA! zO?Ow-dVCrekX>)+V9v=HEU;!0n0!=P)s}x8V{BVyg0^D=Ym=X_u(!}ifsbYF*mmr) zG8?;W?6oHHp1Cxb+VjNlifl|Wbu)_W=Gr}`<)(ndut@0zB)8gvbk%$CDw+YA`T*dk z=F?uHQ+%cBtb@38cX#(tAOP)s`f-m~@#v@S+p@lO!`^TLU>l48bJzhuAQBMaZQxt$+H^b}^Lb+1 zA$AAwDb(wUrQvlyfOH+SBI9YzbF7rgEB^9v6?$yC=W&(6Nr7)dBP{CDW7~I>iBpwG z?38D|IIJ7_bK8Z*2pKe zno{x{fY+`PIK^J(Q_YvjtRfFU8*u_&jR4q87yyar9ou);MfN1Dr$-8=qglHzw4t3) z0!}lKkMdm2{tY=w{du^3e{8J&nOGhg)e#-viVnhcz^-@{s{7h@3`Hors^#wekaT^` zD9+6^{XZlHK&>($ro<#9NW8_^i9WQN|3;rgoWiL4d&Q+G*Hi|~8gm=L_sH=G`P4{Y zhnD>5}d3PSD{RKo{!m^zUOQz~oLztO{Tkv5^c+CB<_FY4VkAc}K!(`1RXrxS4w!6npcXJAu+oUW`j5?QheuLN^`6w~Ht%A_X zLq)q7Ba{Iv4lk%}x>Bur7ipSN_SNsWpPosVnDxUOuwr7W{>5nq25P7mo2!2Y@VCD9 zg@%RyOA3cdg@LG`qcaRhR_G*d2MS;*iZJ6Y4V}rt0)XIa*FA#&3n4)cVz>i6nJI0w~Ko z(ciDWY-DQFxVX5zhwUotIH(g+7q_-=F;;-sue_Aox{#p@JcThJ8PdH!{xX?YX}2s$ z>UqEdIP-ribs0WSJY$0Q^iXqibHFPe%waVRUVR6s*WG|xfD*05ShK_P!R?jSUhL9i*00hx}ltu3Qy5Xx#v^{5eWI6G)7FzEo7 z?amDP*;!}XaS{tjlW?}6Ka%9drGuD08J@iT>UkHFXLzjuglj9sUh>rW{0wztlSrdk zY58>cVAl?`eqRz{OTk5md4A_z0evJL(C2OdUvA0c+;B1*bi-DP6+XAULD+S@2K~kU zOjMLPt{6}p-g2`R#-O)cZ>JB0c?ltPi)z?# z-uK#W8!;!xpi>!G2>78a9d;EAb~}~<~=#CW>~!j6Yrbw8jBsB9C1-M@U^p1Q+Dzx zENJ|5SkQlee+|M#?RYm2sn7my8U_!_)#YQ8ehh9m=8OBEo@K#+{f`*H=Y;|LV~4@7 zh6a47a(Tm{qu&W=+GjFu#urn+sG}FDPh=~puC8lpED$5W7M47`DN4yes6_?7J}?lb zgbqR(STDYac4v`K_!|WKrJiAlwK!iKWu%0~ zrT3kb4_0t&?C^i&KbP4?E0B?hc%!K&VdCC+#(r{x&AB-Z*DAD~d?M-AEHQcE-M(;5 zaBI+rs_NHur-sm~sTXAKQK^Z^_rL1pN5iXT5LBVa&q)*`{8qtpZw}zx4L}f{+G4Z* z@`hG#PbDeG1g*?>m9UOHin+b6Yn4(~W{&cW-GADWYVIrP?<5d#Pu*nAR_{aRaOL zm{NC%t>>|zqRtiX)_Ky_E;cU>nX_w*EQV5jJCg|twp1=68am~j3Ci{)7CkEYEAYe| z8M3Iw%rO#u>x0I&vr9_C!TtcactCw$VYk*{j$~npgpA)jo~-!O3?~~Sdpyq9!k4v? zZVfw}jrk;u=SMZqfC2a}SS;x{ls8)f?&fZv0++s`!XhS6HWeiamZwYkILMT zkr<=tAsuX(EI2Ij8WI>142z(0)XWwyFUZ2xXxjmU?DJIJTU!6S;qgk!WR8NIH!=yK z8FV%vULs0eπtdT=&+19h&B(+G#o*D2MDgE_Wo^kp&jFgZkW5vS|L!se?K9PtVH z0jp7PYk4xC*C*w}cK?V|9lq41d19%@p+Vsi4L3$yc=~D0$OW|ssp9Jml>Ef50ZYm? z|E8Ev7Au!$*Z3>m3kq2eb5yd-bT>0~n2h7I{wfPTj(!r9fluZ`dQ+N43>*6)ztX2| z{=lZF2%FUB-{{??gq~L|wz19-Odv)jX0`ZqvmVpSnjR%^rO|(#Ea=7SbHA``iRZQ3 zZxT~GDvqmJe16(z2BxyP#&zQg3>Q<&-^TkT4oO@y#3=eITwYBR2L7sktsUM;3ag)9 ztwhq5dL|>gf43=s6BqaJi^RJ4v{7k^l3|w|*1pq4JD0i7ff9MFqOqHq?uw@y8B-p9 zupIb#3-D^+ofkB|cVO;|FQl-4T1z*Z_Gf=CQXw`;>hlgvRh$Bw) zl6nr4UU`85bK>)?KCsepCjK5w2jl45G7JW%Sq?ekt<`Qrk6)@QR zo?b{+^{E<7x#B;o)E(5n zj@ijV17JMahYX10p@}PysPO|93WbCh`+dKqR7zf@%>pNo%sfSbOqn0Cv0b1Yn`>|| zK74~jF4k9J9PB5XN^y^`S<~OS(h<)>8Ur?sH=eA^I1~^$PhW?w#c-ms`ax<&bxn1W zo3dp?3MQem_L)Ofjmxm_s%<-d%Yr4zgOqYRtI-#IcsdC^|~OQqCiyF#$9d+A&Mb`WEIXO#BH zLxZZ2?+>FXe3tQ{{=Igt;zab?-Aa6N-UzRI6=2Ce5V*RWsj@G?Ao-{QZ6_`c2L$_M zP%qNV;@HJr#+C~upoD1v*WwOffX3@3Pw=iMP(CA01W8F#X3!)iNNEOwKCS!1xi0xy zb}?Ifx1udo&il9-;%;C`3eorh29Zs+rEFZ_~yg;D8YsA-h*W~L9{jYVMmKUjE^pK37&S(@2@jbgY$ULFQc^YiVP4^#tC zz_JihF2ofT{R8SSpo#Ta=|UIU08Wb#vrphsoc}opVh4s$^<+zW8VkJzD?CN-%bU61 zNj};RH-1QSc&Y0VLQ!jx>q-|4v)+bQcSzCUB-qtdK(gU{FXEsi$w*fMR_*^8?4)28 zo0E$f^$%YdGy4jCtNjCy`U7q{Uw|~JZ}w(5V|v_(^U?F}FE2g4*g-!;J>)8%dYrCHzTEgxhF1+8a*fN50tus|KnH)Q zB$TRZ)~P+as^|ZV(Ug!d-M1m}a6QE`5fCTm4gaeW0hm?Dt?A99^BAx6)x!U-V00y}iiEkN}KIY}NLCdv0oK>R&*#QuMJwhY?CiSvh+?5+m!7 z#62gf?XeWZ5~CkJdhQjHf<5H-7z#Nr45$*o#+cz_Yql*HFD#s?FC+vWTrz8qtYy&! z8&($O%Tn}RUh!>paKilsqXN~VqxCdFH$h(M-kP$`XtLs3@q z*Jj$)2z;Xi-jE8n%H;Ak&T7~4(19Eli|CBcvHUVgEAgSm6WuqbdS#7yp)-2OrR3#B zoz-IrhP8ufsxPD6_ZqaX+du%k3Z#cdHz%ua?94%t0~LkReNp^l;>A`*fDbN?~nCU39pRU*%pMbLJR$v=yS;&#oxjhe}saj;^(ky;EtOL9Q@Sy5&L{bzbZ2}T)>*YxRQQ0<-nMJtq0hkPW1t_Gyzs!3Vp#8L!;~nTq zwbQ!2P-a`GC$ewC@wi5_AEfcllVzJM*Ebc5cnq|iV`YmHvNfM73L;y?4eQ+)AT=8< zFlmRng{!ZxU#_#?FGYi4I9R~JF8Jq`?Z4QB`p+d*r3N{s|7GU(<Q0q zfllqpt9SmXMQAg{zL644AUuNEw!!xN;*0STJ1!sp1hm~k*$;4_+)CnMi#Hugxf0_@ zHrP|a^SM(tjr|3P!~_1zxR##N5?!l}lIlNh`=v@$GSR+re_4`OcJqgL)=|*q`3=D< z54y*JhkXI)JdX-jPP$CnL_#9PCfFI)s>(_DT$nA!-$JRCYW1-65o29(PM7PC6)0vy z%~qKr`y-%7I&&Wu<>b67uQ&E_CybEzGdT&OPkOgwvs)M{=d5#bc82y75)*-iWondC z3Ydrp@+Ut7Sj+pfn|9ofAKymIV1L!rU`O@&FQZ>CCJqiU)kAU?ZD+vNR3%r7@omcT zJqJfTkUeJI@P;MVT1BLJx$tH}0%(ye2%B%szN9{k5ThaBhIv~SLPqOHZR>&L6HHHw zH8t!qR06-K>FM8%|CxxO&dJL&stt0{`a(Yd;SzlC76R!kEOTlj{IC~l_&_Me zGG|)_b{TvW_|UMh1yAbNePq76w=~xOOxOD|3=cUALRZz#eM$e+b~wo}Bjnhd^we|0a;j$Ew!U@7KA?^jF3X1lk@dT~e$O2v-r( z(!qf>U_4*kUCI3Jtf`zfML%@{vnnd0f%OBL8PHJ42cVw70P-EF;#Edr)7;L#g>ty` z)P@JMkzVbE*&Zu?anYT+1q&=7pa5HrZ^WPGK|CT5!$x?kN#vc7KawcI4Uadzi~zEf z6rD!fhnPV zkpe9c8Sv4(v!K{;M||9lKF9o9$G?+0?RrADD@~#dFSD(cjuY2qp__J*FNMR%ffy8X z;w^s_kC$3*!HNkotuTR>F`R@i0jTnwCS|!CfFEO`&Bq5|iooRWb$?Z9HbVHKNd@{J zm8J-w0E$jdCOA|8JM=F9ZH{-SI`<;N)q!HN&~m4pcPxK?k@G9yVsZa;Kf*<|8}mU7 zCid1AGJD8y{RTC@!=T{NCw2h4`jCpqzrz#h_|hZL&+ z(*kf5f>~u<#J>6UZ`EBnC9t!vEN4Y#QR7EQxRY>XKV1XoSeW*Gv55g^s^Szd{bNb6 zkG-eL-~<9QDqwjs0bx}K%WW9|Z%JOTZ7Q9*2gE`I5YMw`>6wWj#vIVnVn1CAIqh?y zti{R?W1iGidfihzvo5s>xl_Ftc}JIg+^Z*>F{r^x7=h{%F8(v6ot3oh+QgVO+0ru% z!MM8PJLLtk?@(!_H$ur$(aHK)g+u<*3>O8`Y}0OHI_0JRLwqo{H!bVhK|VsOAM?Tv z8LtVInvaV+No~oKpI-`TQ5KE3BH(B+eYvuq_6y8VQQzoTWz3MsvhU|~A1pe98nYVY z{s0hn=%qLY^DU*tCW=&`0r)l=K!v>7L(7Yjfv#4u^e;nUXawFu5kJw5!zefuly%mx3Ge%r zFYAL$K(+|)u6JQ2;KnGdz>4y^tzXOYzhCSVQ@gfi1iG`36!B@mOaHKqsr>}IpG3;Y zk}M;W${F#3kC~5=IyySe{{Bh_a5@coTvj$V0v4lJkN4Mhj)T&Yi6~Pr9Jwoww4aqT zAVwy=C}6AODy>qU!Y*s*9HxwN>+g?_rb=@1rXP@V$EKLlo?>nI(KQXg2a;fT(-cZ zrC{f*?sW+E2H;mxS2A#!(%MuJztcAN>smF#88XpOeJ4E3ELu=F3iR)(tlY zXCozRN~$nDE`05g->Bd?IvTY5-h@ksn5}CB_y|>>>|XKQ=?|v->8T9tyxe$J17Rd!W)-3oT789g zdpjUxSTsjKM@=1~J!Qac`+Hz?`3ZN)=ncqA2wc>Y^Y%`IR~=ck|EtD3v<=w@ED}(2 zo8?D;sIIB0nO_0&Zf09^OEIUx6o9mRQ^p%}*mBW6Gl5{OOW}jk zqfk!*<)7uaEHsH9e`u;wm)Ldh0a^nrdC-u(B8M)=7%3=F0R0R0uS@&--UJ4CJ+}@( zvw7T{h_da^5Yf;m?*4h-UfFlY{S2v3qj)cpM{Pf)Y73B4CT11YhJ&gNp3u1%P#J|W zwK7+m$y(@_CntM@x^n}44SWP5bbi{J;rLr2Ff?T}yi^sMmD`~3Z2(>yDQF-Y^}zB- zSTbj8G~)6Il{{7Q(h(EgkWTjnf1LKf5eY$)htVTXIb99LMMCP#IDB|K<|K8``SP~j zy_U0N>%;2c5Zm!5F6-6G&aI`#Hi*rdg-2|@;PsLM`bs~0T2hRR@>2<*N~ zl1Ag4jJNy7ck6gb!zm^+wa2WCC!1;uVojzKlD`YVw0`A)Vd2I+L7E6R9irev{d;KZ z{V`q`YRRo@5a2n2H@{v5i+&@SU~SR`S$?#pgK_L<=h_)I@@YG(05A(3zxrEizO3b{UlE^8_aC9-oitRFJ>1rKr}InDV;;)e|S?MOZ)Z4`HCj|)U* zJ3SiBM~KPgxx?8ft~7L^ZT#E&Fq)DD!_Flv`qBQrbw|2~im73A?aOwqsXT{`cF^1p z4YlhDs%SDPf$~26RkH{?B@>hPNa1uDhvN{#3;0DZ_g2fb`;B)3JhP43i)-(f59uP||VfA(R)4)twZ*`MEV7 zQ1#YJ*1wu{GR@^9Sd5!>Tr_d|NK+xm{^|DL5_6@)G;0U@XY^C&n$&x&r~5~*oO%iL zSlP5Q_%uoh*ZVvPgj!dhy8S3xeu|E~Z(|222Efy9CD?|zQv9%4iR~{8p@XifS!oxf zpO3t;3jshJ;_~6;F7UaT+tG!(uUVchnTlUEQ<#LpfHX7$HVHj8@DKw&p%tqWHLk)V z@VRpGdzMvTaN2R6-0iC|Hnfk#$|uC8r0A4JsNh5jE%lxD^>MZzC9iG|8$YJ8W`z>j z+Mi6$;Cgk`?FBB#td=e>2rClM>t+21>X&+nJ8ULk}unEFjW9;~1NbORm`u=6#?v^$F&6P}IyEYwkfQKG%wYUbh&bRp1Zo)T8GmX{!KRPHqy0NVosX zr*>ISyPXXU?Q{`8N@e1 z015QI=0gyA7(ekWu2C`ULBgU_OL9Bn;bUsk={@Zm>WpBB0p&quJ-|jgJNxB~kvYlm zP~+oi;^M^A#H#?{(FeP=2hmVntq>GM+h1SLI%QNM`C>gVrEwZt&wIk5h$Ai?+ybBm zT>P6G1c8&o<8zxiz6H7Jw2j(01uGDTyqsl&EfDLmkDg3K&0_JJoNR_ErS;%ijQC7%pnSk5QqC`t7< z{Em-A;a$jBD|S2uPDT!P%a2y~0q2gFuRF^BMkK`G|H0zeWd#kyw;g5;z0vrFqek+g ze`Kkn$0b^snBOP!RDVMt{q#}sVlqqX{IBw+^Df14hJstm$zeTJ>-}hVhd(V14IxnQ zzBK=fO+$)aL*pB~*>CdXzB(MY#OLG*UemThX&e1Tl^L%Wf z@whdVJEF+=r46i1{CU`CJ$)i(Z~0td=%9g5IY5n+=8_T&hunGW1lcQ`sEuYLFm%gH zTus(v6oP9O3}k4EC@DsR)E{uJMr7^Fj(St_+($reN>RoA4kY~SLN5~VM4XkX`cp7i zvZ(Dr*g!bh@#ci&A-%q>rNV#}bNg<-XTx^76c7;wl8c<~WV@t8s&3o=ZTlzc*PV`V znJsyi2c!$+W{DzBG>ZSWn7BXIZn$1T(!5bdoS-^ziI|kXK3jecYQvay-~JpUMs3^B zf#cF%Ol|*osaWz0H(;QEg+lr`-*dBY<&?&HuvEL|aGM|N2{Hd91s+g`bFE|j2tzgn zNW{}KeFgLaCnV{+J!Uar-I(C{)J`WB9zl9&+VKq&tcIM{%nC|be{!XLL6AaD{?IE* z6}#3in*$#X$!nWut9sg})cJ0Avezo)Xt1)X&+jvH#5z{TnFmrhJ{w-{_2;>`yVD|| z7diftL7XrHiG4q!gr+~(X1aVN;Q7;+^SSDi19hapbl=}X)#j()92@uloMXc>Mc1`M zjQ(GSacN8SrRxD&ge1)j)K=CvDuKFqrj$*vdGJ4DfQ1DrjB zMb~@qh7?RAYNJO|ROP%|JF~<~)z9=Gm8ti~cK2!mYSq1!!Ja%<_5vqg8*ww*j6*6RI*~9MO`d=1su}=4EUAoQ9)r=4P zu4S?>OM1l@EFF7j>qSc|$HlD?cuu=IHrKLf6D0vtgO~lJD1F&lW|cR1~r?jU91&Q zC~j7CE$I-FoZdQH)g)$U zDJiX1T`-N`C+3`9E#%6iQRjEKuv1Fh%(n17=y8CYsGUV^K|a3U0C%_jy-NiIsJoN- z=-CnxMj(BpM7ur`#25sEOmBe_1G=%Ak(`+x18U z*Kd=Li-?7^Ibjd-`{l9#Ce11MlqroD0k#1a+cZ2Un0kg!m6qWIYlg!ZUUEum zg%z24D^2IZ8!Mgz=nzRWcb=?ryx4bCpvlNm_R{$b_YH$Y zR4<);?fz)VCfZlMdl64R$^GObUn(cZBcZ^9z0mcNb_a-@kmKGv@7PRC)k1Z(dIe*@ z_!Z6jCNqRlcjNJIj7;)cq{T!QjWWOEyc0tH7eaad(^o(h^8lOzFX{JCZv3PmNw+6a z-+KV0Bc)=*rt0P<5{T*CnWBr1Mv&#B2oqnwm=s9!_E;O1 zr&z79O5+~x`rdW1t@s}S%6l@x665*y>=6;@Bo1A$tm^lBsBmLRZz6}!m}wV=-aJC^ zH=2|XV}9|qJxDas^7|DD*F*MEi%Y-yl_MQu1lfGlz`x z976Y^y0Y0e5c#e-#$WP)#?bvX2BFoqymQZnO3iK(RzFqK_@@0gX>0K1)%$LKc|`JG zv9Fqy{N9T7{Yc(5A4=$_GEPpeQXa>3Iba3~i@U-&&#N6a?R@3+oLGJxPa7O8s(0qk z)7u&Kr^9TV*twT*Q2O3;5?U!hi+4zt#-K5Nw?^9mIq?ewsUOjMg=pOdzKQyb#(#1y zqCJzx(skuB1eFRGCtgy@pa99hBU@HIXZ->x;?Swtue3vZfUKOY1t5#4i%ut8$$4Wd zN0^Dw3YUutyX+MR?u9Yx|2S6VUfT)$7*)I*v&)N~4IWT_zT*{dPqoHD)V{`d-=^dH zWvFnuq*|1v&RB#*ZSnQFT)~U*`%`s_&&)qbMfS&5B>V_k7ovtmHTDtxrV;psf@^Ld zkN*4YerZD#CHv8enJV{bOq)P^eOuATx+sg|mITD(qMexIT)u3lK+X7!y`CxR^+%L- zlpQtQbF`N-DrdzmE;lh@ub7<)G*o9MTw{XT=_;x%jg9bTBT}zv{=q#uZ5QSrr1`X_ zl8eq?w|C9g#&|7mZx&+X6#mJ}^ygVa6bi#j1gHR-%b}&W zfT0o!1)urt&ZQ)&`#W%8!dosbt{mZ)i7ygzH9kdPutv>=CAqu&HCRez`nUiYf{rao zdZYFmr*+wA>z?7xJFF{@#ZtkSrE8_3V|?*VZ2sE-4DwxUXuB%ax7cw-^vn3(H#odj z#Py4UdkF2ao!b&0zgn$Ue+!!UWyHRBjrz*EAT)ku)v4>(@2xv{V}*U&nRf+f4%QK( zhj-9EHc(3z)|cq7YS`<{L@&&G)z10%o+BA>86=TCi=V3^G^<{>(tOwAQv%#puz;;z3fgPU+3vsm>R?o+sq=xJDIJo z7m#^bSP zA8iuc(&v$up%)*O+};I*q{_WHq0)vE5x(l_%=@x3(@qAZVBvA* z#=cw=Lw0!x`6JT0*^X>zaQSRCRqieeTl4#Q`q?M;HSUp&;id!>m%R`_W1mG%?3u9W!6hrVjs@!wM6V{zN%R(^^ZJ z)GecVcD(p_Bse%)IdiCd*_-WjS63IvdxE`uRz+m zUfD;A{Dr=>&<8%f$Ed@Ewa27spx0o0yW~Ze%m1T0XWA;yvU;vUgTl%#?%>Da*SK^v ze}vBW`QHFQsQs(bvRKJ;0NufF-av{L`+r3Ilh)o^fHC?E_ZDJ=an$(Ea?80lS#c3< z#tcJ&dj>T3Pq`WeIkE#2%hvlt7d|zsGi(}(^ZFw&Q0Zwg*k!Fw@fH*8xEYF=l|mvV z3)AiDF9v6PAO4tVZ@xWkEs)T~>5bsHsT=HdN1we=;0?Hp8=RY(LW|7ToyVBW`kF*Ec+{(XB{Q@fH|FV0KN|GF# z@8VfTSHigqUZUWye4rGiiW_LRovB#Jm2|Hv5<<5rThx$M*uSh>q7+bD0O+X^I0)%u zIY_h{3F@0rP_6x_@F69%?^s~2f4|`Cz#Z@4L9RX{|K|+6LqSBLCmpXjq`=%5yQT{4 zgc2o)nGlrU2C1L9o* zA#X_a%uA*MSWG!X6@wVx=gN{wAd+V(lgM~HPCX;K_$PgTo_Jo8l=NQa2~#%aivDyF zsMv=3xW$oK-eIuv4WWtSbsiDIO2=IX0&=x~t;zQuuWuySh?frE1j>UJ_NH@4dSPQ4=T}G*-@A*kt>UZ{AF*H+TNY~Afei&SBCFju{Vtd4WU;Z0@kF;4Cp3Gf zGhQDiqvS6WlmP3+uj_`r_ImmHS$=eKt@X=Jb^VSR{jR6S=oBPL(%0K*uv3@OS+Jk( ze7UA^P`?Woode{vJ2ndn=@omySuTIzV-9Srtl&V2 z&izXxPA(f%Wlhc30l1xgmY&M_a+^iP-!ksrAigr1Zkw^@1P3`l+c)Zfb1o#UerY)U ze`!w;3i%_Yh%CAk0Mwg5YDvC*mX-$6M+G&t=_S!GcxYHM{7P+rv;R8Yen(ur)W_8) zrfIq%sf~`?;nOw=?v4#6eE5&&OTqAmQow!Q?Cb6yIFKWmF*9P%`?Ger1@NvnMCG<5 zqG7n2ZY$7yO|D#}*qnr`DONiFJnc+78PZGt(_QEO=RzvFB9$8k+^q!Ugnt)yNg+VV z?-wDlmgVY}cG^xY zSp{xhe(=|)2)?~h%1&OwLe*Te>wm*DpOUniTYn4Lj`zJjgJ^jiRW`_v9HxfTD72t{ z6OtQWR=+%a0d?J8tElVUFIYUwtF|9sXBSx>e!QqlLH?cx!dxW*pACYZKElocO9S*c zP^NG$=t<|x4q5^A*+d}{%E7L=fjnNUy#1T;72)sxsC*1lIIV;@s$e5W2vteI*3_)h zvRjy@>(XyBSO8`P-Jb(kH=$Q7RtZ1zGwQfJTgDKaw&!oQh_H@Z)TN?G&r+mKK9imF z7Qui+w3vOK9?Z&_XlM#;;9?Mq!paMND$P8|BOhx2p8`8^I%tW48)&MfzLtmEN8(SR z*M9th>0veUNdM_=*%ztU_TSzX`p>`TGiJ~m6;ocF+_}WTBf#uE3H7gMvZK~3rUdMU zTDDuTuNOJ4qg#|lmR`9|-Wd2!TMT!2M_qc`$-+GCRiyVWl--id@ELr}UTy+UEC^e? zoED6nVu4S3N=hPc<%&Bblqbdsh`lZ*UexR$;0;0d!2*Oi3hzMMmDB?T>wuiDT%;V{!A4h4 zwj+>f%r?oF3QVOzVVF}(MOCHu$1;@dihJ;QMEbcUbTN*-zHye#yHKUJ%g8i2QoK_?V3;FK@b`X zr9`-ey{@V%C<#m2SMA5aK}jxi>3|vFEc!p;cU$^OCz-GQ6~1PMGRe&m`|6bh>CMpq zSH*|rb{`)gmw^`8qkZX29OmDj;B?^N(hjE;;*|vcZoBA0mss)`8vI*0Fo{M!=N#&* zPKyzMF`=*rmlR|sdNccqgoeheC$Ss+3Ic+r0{d@H0p^KjYz!qYPzSAM(w-?o+Scu6AnIqcV9RG<1lXNXKpfUlnAo&C;YwO1zB&>973U4 zXn6mQfFi;Zg!aR$mGk}evpZ~T)#ArT_Oc4QT^YZ-1$2)*-{~D5uA&M%niah7OmA?% zVtobKil5BPsFoq;s30+K3xr2OU#OY9bWl)Si_Xf`R!ZHTp!AuTBT&Krv)l)Sw2V9h zfn(@x2NPXOUx7~jh<)u;{3-eO{x3gW1XTJ5IdllZ)x}g$3uSdP_W^4M=5N=fN+mtg zC#ypsIl?@lssJi&z^ocBODbZ^P+_SRb8KOW7Yc*722ZD+(g2K|VXL+gRjh%_PtyZ` za(gb0m+wfh;f~tcegO4ykTaot#C~~ssCEMpk~p;Jp}LfH(blq8OH$kO;wXT)>>E?O z^^->kx&A5igcHOkjeKW|ap5M`p!di~Ut1dtur7WhRY>ybHQ_g>VA+$kh} zm8u#pdqU>(7fpYIrdl-~+4;l2`*TYGnbK$tCY%e_w@MK6p2TLfciv+Nd;ci6hdH&?$9F>9@$fT4%e0&E{Pt;plx z6fr&bO`Ij4XD?t3qf21YmveF9RL+xG&54ym;++AhYA871_snd@viITRPO74H5Fv?iUyN;A|NO1P+DtprE%Mu|LoI{ z;aMDwZMu72T3pU-m0)fo`c|00gf`3F?Zec?KRTnre&4pCa z2mnU^)iAhPe!}KhyE=l{01wF1q1-R>ys;f&Q_c8_)so`f!NEZC;=1TPm8tok7z@zx zLtkfjzNO=+FRupQyKn#e6Ftf=1230f?ebXQb|4x>l-My{8Z>Q(-@VrJKAd#%X)ZB~ z+8IR3?w%!CY&AI)t_V2qU^F&1$|N!SflvSt57kfhd?N|`K2lOrNT71CUT*z~r|0Ge zqAg$n+`t6nLZ3f=ga(P7W=qZPFUp$NSX346=VmBD{dy3N9GH)YF~hA7tW}#b9H>B8 zgN3KJgSLAW3RC}YZ4FRiz&y<CnaUZkK*hItb|QmUhDElz9O0SD$T%d{|5-2rEn zX?=`qYn7qGYKXVT*W&_urY=_C{-{KS%#Ivtg0YrU7KxMAZ5E$^SoayPY;y1YN7CzEml2f7)?Mhkkz{rhG$y(R%29DYEM zn)&FJl(o~7k-ii-k$oA>MeO=dF*%N5g)qz&?ihg2$t;u{2luFCN9#jOSnGUZv~H=P z&8HH`FM)M0cMl>c{;iqdt$_5dO>pR+G4Ol8c-d=($OJstK~e*h0eJhT_<2B(5n(~q z+DkpQ$(+i;^Mf&9#~J8F!4g47uhMwZ$qu6WYd<$2SA2<$(YF1(InySWU7;{qhZ?w; z#o|#Byquxi;WQbV>|+P*(^?gWEax1vNcS7|UXScWXQM5B`0vt@5KnM6ut`sDy)@Uw zd;Uu&(biVmlh$j#e{e~BGZI8*Tc7uTNdI%*#e8~NsQKc!LKoBXe&r>J9~zty$0zdp zkz+;&wjBgh5IsN!<7l8D;GZgq(!ix>`oU5P6{RNAs7?XSk1_ceh!ahKIfb$1?*Nd* zE*Tx9+R5m6yK8;QKMe~~vLXC{a%tbigEQRNnB;oQu+mB=mCRok>L-w$`t13L1dP7T zw}C(Tw(}e&M0FeQYuT5c21oOBd)4s#?~i>bJ^z8tHJ*;rO7_DZH!)$9kRI9&!;J`w zLsnuKBT{K;h6S0!ZbuVP=s|&G*EfF-LCZw=uUulp2n&R-g{=as9>r~%dtRbub!S_~ zz^e~G|5h#x0a(rRMWihvwq@s2UF~ACqu9MSCGqs+N_71%_91_(FLttw#k(Q+wCfUc zb`2>WmFFu1i3>^iL!5Awyx|BZmQ`Ic6d&LXPKJT=Eco)&us~g}!OL@FjFM}n{pPgl z8ME|!%(dF5Z4eecr^aIes0NxZl)eO8CjKD+kNR-2iHnDa$9nO1{K3J2nq6DV-6E)< zkKu*DdJFefKtSNiA6q2k9jkRx6ga6MsAYEkZy_Tw+Lv+wY^}by6hs2bbHrAA@Vbtf zZaa}VZCf?BN-N{iF%3FnY^jI~)lG5Zi%ZJ&Dr|HkzYE;PC*oj<*QFK&EdAY`7ln(67PSy9fzwX|adxD<5$=+3)K+4T;< zmI5Mz#mnRU6oa2QOqg`LCkR<)_PnxwNvs+LzBrZITRDvXnSi0~!65})4YmV6-a~=x zXDZSza7#I7H|v`KtmZW}&HQQ3X8$Xr>F9@4NTltvcYHjZEHQt_-~Be0BT!V73b+)&!&<_-SF_nfMcjzvq=s-w|h=%tmIzX`okX&zhgA4`!HZi z(6tRDt4p~xEKbKH^z8ceS)mng@Jhs#9K*@i-318v+064Qtkfq@2_if`4tZUx z4yKTg;B$=*ZD-(BgQ>fmmjvcz_hpcKpNF~wkc6($EBnS z2ZG1&g_fkp(j84?Lo5KfXc&jk*qcJk3k@ld978u z*wzM~mZQUNt}5mQ(wh&!6Co0EVl#*7{^{m?%+cFTdv6QHeoxU>PCyDBf{t4}bx1r6 zaKAO6nvv$cW&bn=zzRXGxZ}yLrK*+{S_+F5t4fPBdl6mFAb_=;bp-`_G-FVC+7lZRH z&Bpae70AeNhs!ai{rN~Cy{3`TXqqEE?yWZR8>|049JmE^6x9Or!tXabF{CTu#{beB z!ii-4{dx{(N4EJB88L4`J`o1(o=@LUvBOP(JF=@w@X@0zbhxJrS>mqa{s zKv3Qoi1QooEI%OQ;Trz{lI6G=WHKLX!vRbzK3Bq%`%BsbFjYYqpf+u>F*PGJQ#(lK z7Xvcm7gHWk64x(#r-CoO9UC%`APoY@6#@I$_K54N*WyuW)Ppqq=ODX_&-v44C|w!@ z=j8JS7Ms48=~`~$AgD;?i6Z4fHvY8v_~Pl)8&8)YwLZ;@>7|Eu{8B%Z1Llw=Q<8uA z87YmI(|^@IR6&t>nRJ->Z>Q6RJ+}w!1pK$XtnN-wo*@ld9MKs`EB-PM%3zDSblR#^ zwIDp80}346c*!?6TI7`4ZBTA>9qJ_x2b$hj8$=bfe)ByYBFR{=C0eE%;Bf%HM74Vz zb5*nTU$;$tZk3aH*WNvuH_)fi^WXgX2`Hh49f~h4n8=}dfp;z;GN6_NHWcI4&Ok6q z@M>{TBuTzvgH%+UHju@+3micH_st;Z#l+kk?2-84y$z=0EUHRMO85VGX|pFjd3f*w zO7td$4mr%XFPqujk+4`T@T#6Y)o``bD3XWDK_0zg&bl_=@IPC^dwom>medh|vx0$m zA~~tph6SWZ9cI!k5rPCS5-YdEFkoBd z}@Z7uQ?04+q96w4m+Zbfay;WW|B>u_vZKDn&$mV&qQ7v^(;G6$W z0u=GWf?V_6eSM;ZD!?n2jX=F>ZeCr!GoA<7cU03b zAmzUXoB+a|QQvfHhA>^?z_xM;4Xby|veKeebL9&A9olZhxLunAzIo}CYvpUB@9581 zhm&7+m(HmiPT(}DZxt;<^gXSRo_DXgUDPzyx?H#4aD>9R71iPC>;37_)4BDmw`mH2 zNA2`vcgsO&25joZ(a%?QXwQEzi9jRReOT}L>}A;QSxZR9_)DdV*@NDp$q$?#EofKo zS&w8jQ#8@S#}pzamaA40%@yc5g!?8ikn?XL)(ZR^#lYF+_rQIm^t$;>>h)2ZP)G56 zVeT zw-KPM^M+vcB^#M}g!BonpzU(*uiH@d0-M@%o!X_D2*$I6NlG-{>mQ6DWE0jJ2P2t} z4K`tx>kRlNh7>f525$sP*mBu#{QszW3#cleFKqPC(j6k8A_&qTp|o^JN;i@sEiEnG zA|Q&iw1jkb2`V6|w19MX-+g}n?_2j?7E4j!#5?oO?0NPRVXg4*urP@dZBC&yznLh3 z*%9q?BVb&34}CvxXU-<_?_RYZQL4!f%8DOx3)c8>*hCSD&7(TMo7tLa%XBn7}o4s3A@lcVBcVnA``1D`h z^7r0e$Az5tcwE%1TiFZ@a>M#9ZIVH zmn4A<;ME?*ee8E742~z^pFYtrFfh!mm$t|pZ%x1XO@>44rywktigzz8tWQzJeg4GB zldxrNJobvZODePVii7yAuw;mi)1)20_iiu+Obe%tQ&DP@gU*^or$m9_x!#Dc>4(%A8IQa7cNI zMRI`Wy(H+PcO@?3SDkYQvk}=D2hTvi#7p-gt>U=U)aZl+vQHwfDIkKYwb|z!yhp$| zl90`ymIz#;akO56Du-t=ooaaaUQyg5Vzsi%!%_m<>9zA`ySYk+aw^OCBx)I7TNI@h z(-+OLLEqN45c^6^sPK~lcBSo#RDXyv-q!OcPcr>Ee4gFu!VXix!gECg-(K2|O;h{3 za+8t5ZWq1zgKMhw`z35|ed7i3#+XZMht-P-?JHZwCpaF2biz8|7dBP*@ZUgsEXcNt zX5Oc#$AY?M0hEdDVDuOX>BDycR-;nNA_Dp<6CNfuBV%)H_vWuI;vfoQV(F6et%~P+ z<{~trX>_-}dU2AbnQ+*S+{0lu-+L_I&N@J8cCzE~>CZoGcl;OP-hzFo#%-}}U>sQF zcv6Wod-eIv9YplHA>GLuA09nx_IUrSfKrNcT)J2w&y^>bY9jotW2(ekQMy7Ev?-u5VvIL>{> zF}53-zy8NyGU%tyZDUCys%PI?dOlj_m>S6wkN*8bc4Cvy_RM$x3*rQSchJ5g{6W23 z^9O@*#D)*F9tZ^NrnoY%m^*=vy5U-YIY01f;bm!}qlYN58b)^%_rg|#ol#Sb+C9pD zKlvnz|D7f<4vO ze-B~@-$uEsuVt<&)aF`R* z=+gp(MYE$7asnCTFVZw63N$2kt-Rm`zHw8Ea>-)GJn&|h7dJ}t$G?UC>G8cg9Lnug z~%n@qt%}ERee*(}Fu@zch@Ba`mgUJF&e)=HT zdE3mkygs(Cv>C-=*Q;y=PbSpqPt@}+g8hO?=oeQ)z)@&j8=Y}@mx!^rh;W~|+2}?r z4Vu<~(iTj&E%c}NGn8rPlJvnb2$AF(#U32onkC)Z9o_ojp}4p3V13oHj`fW2Nbx-! zw$Ki>qd0n+&gXstagYnrYQI5_BdseY9G8B}PJ@LU{mER%f&z15Uq7l5oh&)2G;ut` z?vp2seYa(m^Bxuk=85CDw62#v$BlbENP1*HS=xFHP*6Z( z-~2oL`%?k17YuK?8pT#ar#CH2kjW0vS}$OS{M|<+dDJY4I54B`zk9Hz+#H}KXhXCU zHOD^dDe7m`3TEZN*VV?Nsjx!JmQ@6T)U7nHzJKGD*>YK0MVZ5^5)q&+5caSxYwwKU91%ei6@A(*Fuq9B!4M_ z^Ex}FYNzd!pXRCxFtXjm!~A)0AOTS3L~7|I@4>}I6P5`N?u4gQXG{mZGhz56Z#`d^ ze~ze=gf}L9#lvHhSnd`wRNA<_7^==)B?!~@_Lh*4(Cwv^zjVvy#tsO(Igmy^Sej1q za-4#muj=oGI1xH@f7@-U+HIoK4rLTdC7sbN&`bN5BnHw%zPfGdAwe@L=slok{w4E+ z21M`ApEBUb`4u*evX5TNky%+;VSdyl>IHEL2|?}c62Dc<1?lSKJVmuu4w3h{L9OFmsK8%`hlg7b5^@+dQdMGkIypI+lJ9l@?`EI`5FB++cL~i1 zuDw>klSdEmJyp;O6?Q97p=GKJfp-e zr!&wSt$u!b0!J~(W%CE1DH~eb;9|!HC`Kqu6hP-`M7^mXnvEDDH_;FvF0TRJ;<)D7 z2N4hvxjaORK;fKoM5GEaE$o=iD!Y}o7zHA2w$Qr##|7{_nzYsO2JI<5dwa4sL~{J^`#cXLO91e{B}AomC(xUo;I04O*Qy5sK7yBe9auHS-EK62Dwfa1I% zpwqwRANO1_H5B|@|NBcyul03K`*Z2vD>GA)^fBp#26IKv6s^alKuSQiGDssA$%**f zTN|3juM~<+iidJ8T&&f8+s`0K+5OOm4sE6ggK$h#8n2pMW>dC4=E$|D`B zZOkW5G^eQq!icAUlkVtp#iNuuQ0;heYN5^OY;0qapv`>jfdPao((%8)NLNv|6FI0j zF`9)4A|H9)bqpvqx|gYxoA*g_@+nsNnqWsY&Fr^#I4&E>cnuhz(Z84OsqV8tlAXO5 zMz(@p8dvh`y~LP}Qsj?a6`*gp=u^XQtNL&bKkj&D__d*aW5N*g+(N7?luTE*h@|iR zSHR`dSCLMy%*=#rZHfeJe~`$ra@kG~*sh~Lm2_01KuI~y|LPgbw4*erXuWTBIpd~F z!24wrXLV!6DxJ@4fR4QRT9m8GLz5JF;zwWsdxsa#&Ro85~-6~1V zEuHG8MpzcB>U?NMS$c_^QrrGnT7A!ObILl!^+k|_jLi?s zW(CHbAz7Km(_Fgkro7OW(J$0|&vh2rE$7L&@TqIRx)wFst&bBbH;HD+EvxuuXzgR( zBl?-HoslnRR4TW%@)E`eM+}Y++?G)&r>F0YXZ_BwPyXWK{~Df#d+_Mygab#I@ByJy?|%W17KQrJN= z&LIIbGb&TE_+(EJzxmqe&8*+Ci0@OmxWP=c{)Zl{D=4MEZNZo?U_7#p7n-WQ>{%wO zzq$fSoA*Sb6_k?(bCt|FkDjU1i|3%GPmB{qO8fU?P~oXdvHxU}?FivuPTZ5Jv$EKI zVRc8Rc#n_=zRz%XE%sTKP7hr01BkVYv`PyvDmNd7`3<-p>U|}a?hZoPfh;j8GT}gk z`H1t~>?GWp*%fSWT(2DAKTn9=c^)_wlH;QV8dEt zz}Qav>gyvQ6I*RE!i?*6AlLpgwOKkYR>U%Z*`XjWnXJ zv9fMo`IeEVbnL5T@7I68kDr41o@3nP*%!f2JKc-JcG$p?IT`?Es5oyL%+osv*w7==RVex zeB?vl+Cnv`)d}m!3o6H$bfcp%E$?kx+7^EoSR zRx)vAW$v>hrJx`G3@1yQ#=`T`%F!FyhuD}=wjmmBC`%gm(FJ?;6JqJomJYL^|H}n< z&*k(STP7;(SP<{U)I=~-dej%r;x78Rf;`@2v6cfBj?@h0RCTbxVi&#Ch+Iy4xbVU1 zyJ{JpO)vvCGqY+&t&VuHp8d)p`E4$H0pyClxVTa(m>VU70`ZsN-iCQRW!53IO(t0s z-JJ3dmJU&@#uqQ_@#t)E)gzxrYO!WYVlnxib{#8PF8{>)9iByg-XQh$Nxc7iqlo<% z{E3tJ7wg8DUv!`KzDA+ni09p6rBy$^Ubp&}oO>;6BE?E=y)_ywp07rkH55}5SHq1#UB9BRwP z3ul@?3GfdmRkX=>eS25T7%1?ECs(fzEwY;?t6l##pTmUvuBRoW74J`J6xOlv`;U$6 z6Aqn>w%-*v-dCP#BgK`!Vfp}S0O|$3(izShtqBjh8t-5Z4rXdy>?wYV+N3Hcm1c!S z@_ENh6U)U>%64kMVS`5R56w)U^Ii^VS*dyHy9nLGPrZf9o&GZ@cht&m1C zpJHU)t7vPOblc6tCP%gd!CfiD^Xp^b$-=s^u&`s*E@d*_Xw`Q}Y_%jUEPllvA+8*Q zE#kG4jQhD^yZZT&Eqk@y{#Ci>xFP?P$3592;{S7@Lh$!+#qB5V@XRr0WvDazTi#UW z?RR{xT8+UW;5fIKL)_dD6H)eO39FguC#%!nMiMdG!>RWIPaAmKp@c#U$DHL!%~cY~ zex>qB)uaQHI8XUO=8#ZS;{R_#cC#Cc+=do1nU_LY$#;Td3Z>#%%aL zG2mZLXO*aesX_OZ3|6KmV`QS~OGP)kB5@!tci*!C>V>)L$qjDf&{zMS&ZS=i{?>eX zo(SQ}#QpCnP5*YT&HClQUOE3(mQ7AMrUdtm9=qwkrz(!;|5Ci5AUo|KeS)ZWtys9e z8i;yXx)d#yQJ?``S(zy(S^5~d;$~})Py*$}MY3`6{xD_@IORv+=c)AHPV`$NlRd!d z`n6~OhQS)#o{3O_Lz4v1Z=N$V8nPO5k|4!&KQaAtzG(O^#X_wo? zb`X8+Oz}bnQxOMKPZbrJ_hb4W>h&x#~Tvq>zzvmd@4z&Bt!}o>9W^!Y;v=d%Z zr9Ev!=47)E4tPyno^u+g&b47Ju+pFy(N^fT7HZl|`M4h#vZ13;@%DxUpxI3{Xa`R> zBrjg;2YWL4DY`}K4@L_OjH?CPZe;sRuhM}Jiy9j`4sH) zGXMHqtrcMkA0=aOHuw6_VQVO4SV&^&@w=EfQnt>MlyP4Fx-l!#qv2S)h}A6nli6u8 ziXgIj<<1RpOG7JN`OvXwny}&BwESFj=$butW&p3H*ropW3x8gg;&+$cDRct(hXH|uBGLLmy)xXHhw&?N*r(~=+mHToqBn&xF z3yU%mU>-I2xT->}CUJhBpwi(lwl}*Q z3{wPjY_1<=2I||-tz#bjD=HH(4#rq_Rb}zFJfyYOrZ^GIBsLQe+SP`4hIje7)u4^vS3H{T%K4V?QIz{--)oENf)*=u6Yyv^(|Uk|%}Be!^ep zzW_|uuI8@j80XSEAD`x>+i<^7x0czxIxE8I2w|L?s*4z&>dd{ z2ask(TwBiI00j286PwrW51D=4S5Y;pwdqNMVy!*T%qqaatw&kh(0WERPM2Y>1pfFp zdBsn~pd5OSJ}U!Rxw&=rC_+(m1DFr0oB6*e*bR~e2EslwgpfGjj7D|ah@;fBow(D& zJC!M^5Jg2CJ2lnscl_ZY&c;kJSY+uPY}tWaHa9;dQ&)%iMEH6A2naXyV@gK?&=jU# zsn9>oUE8MA{-SEu8Rqdl^<~hnW7oz4nkE^E9!obDTWE!FRNv?oa(=KQ;-csKeZ>*g zQ&wt`mYCZiI?rgQDw-qF#oA~Vh1#!(@d{#=+(!C3Gi=Bn&PV zA<*yy?#423Duu>j21FA9n$k_{K7}Ik{!xz2=g+mfi|;5J_hTG-`c8Hkxebq*So?!N zGsut0&1~3WX%+9;y%>W^ZbKD@e=zu^-}|t@d-pn`!Se!gsr5h-w^c~|rl7zc)ZXOK zN(e9-XwDZ?PEQhhe>L*Jb8_oxolvOjxOMrb)Q z*&d}eP^%U(RM!6+ke=kBT}dFzZ;^Jnq0o8`=`pAXAc#hQZ7UB|OS{#}u`g|K9Z(SX z)V$(A3i=8tD0ux6BGtCJPd@}692^kU#J5i;b6eU@vuK^0>ktW3rXsQOqe-*Zyamjt z?$b-HUv!%>s{F0|1Z)<&WpBUeKYF1FJG0pcbH(>05@KRcPMY%uaT6@wxvA zlStZRM)+QupD3}hx7z8rED=<@TyRdH;zw--Do2?~0CksWg5}xd?8eGqTljh@r;I|x zt?kC_Ql7b{ZBf=4FYqzxVE|Nu$o|ss&JG$i2-fDE>jFm&vchsy5q6V;b;;UsBgN~1 zMx2IKCP@Mxd3P^A9S+Ir(LDaEPf+GoOuaq^ZO4}`c>fBt2QX5V1H058o=+L~C!LCV z+(5wT{`s~MxnA|6drd9_^;B(6B7RL}ISK+Nf_!2Z38U$BhVSn^d=!a4QLhbF*!T!U zs*J?C%zK*?{*vXWg090rlHe&Yy3uL&ejMQ=|0>WL4EquO$P60`fLCq=`a@IG1cVL~ z%|1d$+q1D0?0P|kAIR>y2x5boB|hY2wjZoQnN5O&BTU(T;3D94RB5&-rzpqaGS4Dn z*uI>Oc6ruTL@toR>vWf?2fcMT!1v1YAtqkg{N=H$PL)FRJ0=mU)dVtudKV{?6Gv7- zx2PEm!mu#riy(bJ0V*`=qs>Vy1k$MgPvr~J%4$;Sd-A9pP(ih0pg^5qGwS?mB;&ml z@ybv~jC3TgsKaDl>~_HV#cA_(+ON$lBqSEFHN6QHljTue%hC4x+cu{Rx$Y?oq(>fNdqE{~P8M~CeGj0C&S>`qBdZlW5L3_isI z%mlT)wB=S53O=xK5&qzwh}GOCrMC808s(wo%I>H(H9S$lKuX${%=HyN^0tHHib$3I z8;b*LTnhGI9-6tu8VV6XAagA$wc)`As<{zcxrL%N1to6MP&T_xd1sAJ+Q&5lc_n>g zN>R>%=h!Bay$)3*Q!8$%_|ql(=*?ERe7z)_|`Maqm6U`BUli zcQx-v@3*1X5fAKphkdyrzI8WHE49$?9q&-kgir)GG$W5c#mHU`EMcIq@)G2NSC{%IQj@fp( z*=z@PszT*xvj9MY!C|`h9yUm!gMsh_=PQRUNVgA%(d#hb(x|I<1b@E3q0b7BQLzp*bd`1Da@5ipxpp&qW)y-nQ|PZxEg!o%CjN;Tp%U6jL>i8&A! zOk|KckWTG+>(xz#`e{qU_H9Fms#DtmmU?1$Hub_8NJs6mjo2?r$vQb1(1EApQk)A9Q^0d$VGml$}dv1tX%ge4gY-fc*f-ZEHmeM26P z{;A&M!Opa&)Eiux({w|Ptkw`=eEvnxn4Hg#1pZhU70#!mQR@bj-jSanXg*HUD-P+n zTS{k1^zm5^#GXB0{gtyaT0{vYXo144RmE>O=MZY1oq?G&aNlsb0 z#4QCZWlaE3K?slU!a8_IRFn?fG`UiK46Yv{cN7Ri*I%{LDb~^{CRdqGWO!h5{)DWn zeC`kQe{BEJ*N}%tM!u2A^dDO3nRX))D4@Hn#OYYvEC+K#`IF6> z_M*P{;D(bE54m`a?8Bb%V$$8Sb-@d;b6glsP{?q15bBPt$?$yTxt?A-E#99b|HyCV zSS=t`NC?2G)pD`n^}|7%Dugg0>XH$Ygx#jzfavvRP0_I@%q2jc_KqJT7#JDb>}&c( zjVZ~ot!G8CrKOv594^l%cZX!>)r4ADpqZmuBw~R9?6TUq7mV@mo|PSkVdx*%_V)>r zQDAYrRZ?NzE|j7${-I0 zq+%>S(>7HSIT10_tDEh&nkULJR;F*|7m9gq(d_JWC~Qn(J^e_wb01ylR6M4TBFc>Q zqm!Q}r{2#NzF-(658KoG$>*%<4)Gmr5W8gzgLAMp+F#^Ixr0s$Q3f&)O~>WD*js)} z2{bI=RF5QW0>z55(4cY?Tt+&8nakqM&dQ1li+9{HWnrLJQKF9-87olmB&LJP^2XPF zs57sIWLtk%G+)NFOQ58C$46n4dfOT#=YLyRDQOTEJ3VcUp%pj18<&LXvT=ifu>d9i z^6Vl2Er3vT$ETs~O&80tB*S}unn#2Cq+fgpPTZT7<#)}254tt!2H^MG_wNG%`Z;_l zNzcvAJ)(5uCHq5H>kq4^*YW5yq8JzT+XLxh2($2ufo2m8lS4N?EeCD0sms<@>PPk$ ztJ|2xQj(9}F<>JThLDUCy(*i#OiX!Sh7|(b&v+e|Q#C^ya?nx0JTF5UcW&E{&}$fI zQDNrT$5-|bj4^o=#_L{Lxol0H7K&*zlYxcLYj{DSQ&R@EzsqylkBPhDgK?J}C<{;= zn4xMr#jgBn77#0jxgn}?E8qAw1f;aqFixSrOvi%V3&qp3^t4->d|*v2INqqRciGgViVxhJ8C-R-=uvWV;= zMGh%ckbzp&y(U~in&BZIH@5qTH&F1=F!7LaH`Vsj(0Lx7o2+gh2S-daeinVA zpz@&w`yKQcu#kF%l=*z}m^`Z2~Gz5(od;Jr2ubA|zZNniXq-*_W-JKhn&Eqyz zG8fV%2jV#9O1wpyt(3+mGiG&;PXf9krSa%!(%M!N&qJ9Ew$b+{BD9u{RZcH0DzM9b z3r9YdQqMg8*lt$jl}M|v!MDXUyEB0k^O1URE>h5S4S}?AVD(X%ZT11e<}8l!t2zU) z!M-7<4R*bn9hyJn)6WRbD4p+H@LvCmH-NvhOi2R|}|$JQnrMWptmZZYb{ zk;dtF>QWSxK#r5ojD} zLIB+0sxWTChaZ*%WBF1*1`z)_&d7-Bd-mOiXb;DllnR^0m$S%ZFD+ ztFCe}VT2x#wp9k6I5x9ZHIv9p0-8t2PP020VuG`r&!&uN)}!wmbui#uZnleg~L#d;tvhXW9EOX3UWh{}5KcypH*Nml226ZGI{| zQ9ph)-XUv-l|z#6ma{?@I2dsWWRK_VD{l#oM1ZDYF4g@&r(PrauX7~dXyHhB*B0V>A3eVrS+Xk)*otUdPb~_bMBT8A#t*l5}LssaDh4J(`OeFx`o(*ZBgr_p&2r% z`e$Ux`Z4kMe7zh!(Xjd^V**u*F+cLVW}3+|@jSe_1;fljS!-}LEm=3+I_a=Jl%vQ4 zVX+Cp4LO@AQr-EN`F=(#ZVkH-S%^R&IiL+& z^+msqW2m@MLC2x5#K(T0*PiVwFJu6#*-|RXL%G@El%+Ms!>HUOb0Wb=zM*S0pgKp zXia9osTv`ib5j%ohT*tE1L4^BsG(~a1_I;CCvR*$u6=0THutWM>YdCeLkKJ$3)1_6 z;R)dk56?yaEpYn+E7M_3eIAE?ih+zz7X3JHC7nNGo2{f4~u5DI}39IS2Z>b{|B+CxBob#Bc5?>l!Um?tuqiJ1nj zXqM^EP#Rl`dqhm{YTT})ulq?$#a@qrO1*l><5ifKCSu4j>W%U^} zGS3akE;RYZzvRdDSjqITolr##9UpR|TJ{i}<}GecdI~bpM`&K*Su@j~>VJre!i%Ej zQy8-%?fMvkZwOhXM6-USU_vHewBMA1a(JZV$A?aTtEPl(S#quvjL$iBZ_~DpSV%oqb4b4EW|ugQSxS@P z%tZ?*nEMgJg`TMXar~N79yN(=2*M~HGlvGg2}fY0Dqw)+5mLYdl*dBl0eJlHX?9Zm zN#2Fhdq0vhLx)x-Ndw4NW{gPC5!45nL!Fl20E^e~I5rf~Dkd?lF#ID6^b3H=_@iiE z1hlE1HWwJrMnemdiiaVy-NztJ0_Euk^(f`k#n_qYx@T9U)P9%;M4F-Dh*7|Jv2iKL z<`2geRcp3JRhXrTse~s&T-R|1>mDjTjPs61_uh}z8>^o6UYHz76IYafJ6kXb%_))B z6Q*~Ngc}?z0xXys*x=7EnbVd%&0%upLVI?oc;M-;@cA9X+-A+;%8Up$j7>A!6o&9U z3nrys3rYI%MTV_AxhXU{b>(G!_4VUM>z(ei8{`Y(c@%U%AZrEjwbQg~rr}^j);lp3jmQXeITDGnf>bncM!6FSBL50A3@YGsoreEaY&k z`0|5R9yYeQeonq*AcuW;=&I9ffM4<0J9Od|Iw!Go;)w^g(#KlIIe*xNAq4$EMMKEV zWns4moD7%jAQnSq{lBNptaQ$4+~l_-F|9#c8(dC)@=Sxl6{jy<1lKzsp|CO;m>?3ZJA_J?8gky7! zEw_NNn$in9sOXQw>5*4bjjea!eNAdV#wU?m)7(E`eXV8T%+b$jdfj2hg;d6KJ3aq8 zzTE;~Q+KQY)>mmVW~At)SYJKop;@sO3e*OJc`76^w+TzPZ9J+%!k7_|#}-)0JDV0$ z4Qt2s)jaXeSP_%oWWDRDMl$lC#hj3^H|C8w_o46hkEi!fxf6z{MBnI!5Y{|Db0NhG zDU@}Zc@>L~OF@;X6*_LMQmD{r zc8DBL>`XdffGP1qz`-O+-)Cr`9?Xah_k2z=362Ke2V)`yJy{cn<3hXp0~j8gRU{WnoH6B0dAqwL zfR~#6;UyjWf?euZGZM*(T4i&3^!YfPiOqWO&czkSe>3gt;x{JfcKvi4GS1T^3%D!k zeS4@-RjS*B;;y&l#ydi-;`o~K%x?@P>ss8c#cxAVU>5TMp)xyGugqMYIEJ>t{~go7 z!eAz@PFZW%>+PywCEXC#(Gq;`qYpQ|n%q;x35}SM#PckNyW2o~;eFZN#zsaHO4uJO8%u*7s~P~$*+s?;Y0I8VoPJKG zzsn^m?F~I;RdP^eqRWAsWHzF*{NIB|klmA+0N&iqc*@8BrrjrZ`dGg{)X6pynHyHw zG@4Cu-B@Yu4F6i;m;bNMU@z22sAI7XZvjCcffK)|`)v=3U;_>n({rujPo_c=J9>M!QJ;Qk9PO^y*6fi zTrbpHns1r)B+aG0w&fP6YI*H00Q_>ISTVZTY+2Tp7l4?t&Uj>_Q{z*zWY2x;jq_76 zZ1MGAyXt}Ar2p7~;=LD6F`T#VbaArujzs<0w8x1lYnn%UU~O&hCJ{54`1Xw3!4~cP z(Miz1goX98LXUh1s6^*S4|dl}>3^nE#w9RhD&1oGQ{yf{+_7H>tIXfLbex^TaXs(r zCTjROH3RP#T>W!x{Ln7A-*N9jq3h;atKW6ezNe5Hx}YmgY}YjvOzzHlIJrWEch7*B zws6fdR0K0#im?vOL&%;_dHJJXiT_;#o1{AkcD>rcER1d0lFwRbZ?N>?{^1)@%A^{D z*QKk=K_j?0Nj7&^@(UMLyBU`*o){~AmYih;Hgfy@oYp!sstZ~ z^bxI}#o9srUCiPKJGt_RfF+Io;NU*>~y74^nzn1}bIf?70 zO;3sg#cNG|kgm5kddiHH(9#{cqktC0Va(<88VEu2YlB48qRVvrD|s_&Cu%m)Q66~^ z^?t`wZh!~yfV3$ohxe1YWy{WWs^ISuH=tfLDkmq0KtP&GLV{z?VZ{GmU8z@00U#j4 zKR%vBhb@VyhFO^L{{8k%w+?fj;Q9xq-%Pl~^Y%w}d8wnzChJ0Eqya`Vsrc>DTmond zDxBUC85tP}4obz>2J-(A;j=&jqxI6H|MeGR&c9uh3uO+*T}#wn$JLMrtr%E7;R&LI zO17`<*;J{rh|tc7r!KR$W3B$Ttl8GgthL69QJCyo60eT~ zuUQ?tN>2jF2~A$VhX7uj$*#zwxkC_&Mj(3%jwdeM2f_{8-tSAQ%|7dSi36|s=`-d^YP9NB5Cd~1C;X;#aiz%8o{>7 znvhUIc1+EM2pt8;8#pJ+YcBQWL$5Txnrs|fn{iQ@aFtbRYw}Vn<);uGDOgdcc6l@( zDTCe${yheeO5m6*7_02Rs+%*qb@7cHxfOJBr!3`3P$*I{DM+cc&m-eJ{6Q&NTOPZ& z5KBMfXB?{U;A+xGM!Gh>EcZN1he2Mw)zUcOCmE`+fQ}RVgN})q3GMg%bvF(_D`sL+f2ghQ6jFs>zK7FN)hK7iJVf_ z3c7kYG2q;9prsPzMS-(Vk@xJ`A-&hp)ApKKir`INCVHF_ag6Akhrx(}dMZ3FRxMGs zj3W7Xm*03ITX_)$qc*kE^CI^+5+2}_Uk3TPi^b%x$9zoP!{H{KfHd4x05D=YM;c)E*ab{lZ3aqrpATDzH7WBAEe&v)Q`auI8&S zni`kgABJu0zOQBqG-5wFu>be?G>s|rSz&yR8TiJ&x93ur`!Fv#D+cpz%qh=hkj4itr|`2Qo}z-kq>!Hx+hEKSch(IUOQM-gyuf; zLehX{*_U(_y;$qYU8$7NMDl;@(sK|R&_{UK@PX_FA9R5d(_~r6V_!btViB_V%qZtb zB;MQo-}B@4!+9D7+Pm^ zS?i>3fM0}jXGJBDwU)(%O44EX%O z`XOG(4vv>uwUnf(>0MX`03Co~gm)9?*bwm5YyrA&yW}Aah%$$C5@4bMZa-58!<X^PZx0CeG8Jk?L!8sgGlHb8eC=W+eS}6@?wLfPMl71 z3fzWS{!_2PE~Is=c;3m6?Abk!maDUu$nNiOo=T|tw+Fc}iBq7$`y|G>eRF$vLE%xV zKOq_-JU?V(vW5`B<@8qyV9f5)fp`XNhvw7!V7{65dh0Q`RG=XsYzs`k!XOkc)2t`P z!cQ6A8d(7WZM@jkA(WN&bzQ`*W4)vgYpj@*KS3Y=mE)|>apsdZn4%6~MGO*D2d%R+ zxWJHwv8qBUshqh(Gw9WnhC8U4eK8^vEweDJ(W9erCN5n%{;E=iukW@Z?38Pc$?L@3 z3bDnY-J{bVW%jcT&$`f4i$}MvavIcX;n$aXR-gg98x$uXe4Svu9-K1aLf>rA`J1Ie%Rxk#86QN2q=bC=;Zvt7&5@a1_ za=x|0*1Vba5>oT-L$8Iay`MEyLnF!m+v0ikix=YR>MjP`jl}HZM;}SPZ)e>z@ER~x zh-X;*_m3W&=DeC_wg)C5ixiRJFx#x%lsmi%(p4tgnZ}z)0UKbAmsdV;xur7W)3)?) z7VYuyw43>xKgA0^IT%)PIy-pLc<@V+?T5IO6t@Zy5Oo&qCM&E=CMBc-)O2)iyzdVl z8PNcn!`lO*=WIyJB4KbSOBQgT`)*mGlCG_{l?f&i;5eiQ&Cp#2C9PN%HUn^!%=N2K^JBo9v<^+I?!NV zUmdq3HXGI08uE4+%ijKmQVB*wD>8EMy;jU>qn@py8|~ z%SeWU0gB$M0;$slxg2#TG0m(>1A=3fu0BF$Qt7vhwk&sVpbm^{G8-o;6l?9%)#C&R z8qd1jiuStB{f3sOGhk$-^+)63@+ab56ljW*hrG@4s|FKFM4DP7bai!uw?9DF z1fB@oc|%*SFSp6B=z!}8EGX?iF-SRRx}c7iH*WCLvrNx>OrsJV&HcI_#~vlmo9 zw@nWF{Ej~(&Z^ZH!v+d)waMS90>1$^owAHSZYOXRDmvBpSa3I2<9~&EYjEeN ze3!vM7s#RIFLdI=B4vz#|L;zk)a^fsmR9rbbZwy|M6Qn6-|ZIUG5-6 z1%(7%!A{lZ&kX77sM@&~yvBLM-+t*Pf^HwyJgD!H#y2d9g|@tzaB_(1MxKA<;?Yxn zP=HE0XAjqL(w6_H(U&0Qyf^(ze^2X4kau2n^r($RcnHpoKt!rC<<9iXcr@MSU{f@*UJ-5f=R;NR3X0 zxHv#kN1LfDqx~TXWJxV|aB|khKJCb)3c4Z;3P<(HpAf};`Vv zItP~wryN^H7iUd_tgX*qnph2!Tso-DROVmNU!K}X!L55SZ~h9h2)-fcV@Y9)2t<>% zxT#ha$VQ)HizD{}ZTi>Z)zwPr_*ia^(!2XFj0SqLV`Xc>!)`!{fQc#n(`$R>m?`_3 z0Y&Tn_zIv66qlz#JVjogJQ-bVj{#;@$tUH!4|A>!(@C%HlPpY3vZtq~qU*xmCuIx;nvV=qZXggu z2)Ea(B(5JmysZFXixC1q?Woj^G}3rp?-NJxD7FU6LIq$aRr-OOOZ;a@#H1Fnf-kF_ z7G%JAPh06DZ$TweS{^UAgNi@|p}ovUyOE>F*`xuYZ}Uq-ctEMj@)R7ftStW}+QG#O z>ESp_%DJ+!bn%}d|5xLWwvJ9d-^(#(Zf-Sp{pte&bNCf>ISnQc6a>OQ#AIbKGyd~6 zAYXsJnuXR)FYH>w9r~xnA>Hd}qrh$R&uD%#h-C61TlfsRo?sbjVGoYqLqXW24DvNo z&XH^svjTVEp~Npu!!eO>uf59lw>lIXqy3yMU!YT|2%I(>xJ&qLCo)Kxl$qJtmB4(* zFK5BN=}?OnBJ&1>_oM1vR@F^s&0mdy~kpB;+3M(W_4fRX5ixGKp%R1 zd=;K6gPP&LSC5(DcYU??r>Y3jbBmzHc>%I~a9bUQf@L&M<+g5dBInG$hwz?y5|cO#S>)^23X4XXULO<5lFa~hfsI1(&50O^Ehy680`>Twd_62A zqhMlz{Jyn5pMcd*n*Cfkv+k(*ZaJnWlZAEQtTx#gFb?{YqR!6F4B^;m`}csAC`{-3 zg_!0;(R9bvZnoJFobwYI3?17r>Y+|RQ+JSjmNb`Vyl)4Ug!j?bgLsT2KU(5=3bvq)QB5Kt#F`>F$sg5JaS2x{;9XZV?5MlI{`_X^`%-9_0J? z|L>VId-j<*&wPRM#uN9w;#$|bR?Ynz&m5A-=mQ<2TPW(s0dim|Md9ynE=wbA zE>EFjE{A3oq&{W+h?tN!7`<6cXP#2mTRH!xVe+Ew#q`HOhV2F(`c2fguV1AlB_-cb z-xmcDRNNv{9CH51(%0@go5SX9rJOM4dx+??9&}Bq)VbEs%pUG7ra}RBJpr$YwP-(v`rFp&%xZB+(k3sn-iL9RGI+s}wOcK9^0zGWP z#fzMup7g=;K@Q6M!N`t74)==>J+A%z5##2S5cU90ziJGygw*PhJo+PYx6tt z)S2^QXoP3{!{B?64R{X|Rgfm23OJ9`tgIiWD<~xb+XX!40Y=?@W;Shlr%IntXwE;2@MXW0zrn>pv$ie zSkkd}>CVbnS{A_cpXA8~ALEbir{u%e(hk1=n#dC_jRObO7RRRuZ3WMyqymsz1e;PV z3MLGxL>+Ynoh!mqsjy1ba9({V@aHQv?@X-q=__|XiBJyXBzShx4J`8=;L$X1BFsPX zIZAhnQdkaPLnOVmBZ!w1DU^G%*z-zyh4MKqmFq*puG!)aJpq_wd z5ea9?0B8EPf4*1tsX!`R&hP5AcG;!?GM9flTi8=`ka6^ZM-L4ON`%q%u+~AOE2j%a zOl2G%?1lU^P4pPNfZPo{{uTFXjXW44-J2<&h4DC0`jSr7q%|w=xjmP(BM}n4mD9Hi zpp^vGwY@rJ+Xs)oxLS)inpMjKCL!BEl9TZ?K@csj|G=L@NCPH1@Ge)cwJyFfE53I2 z^ud+W?-LV+pMrGFJ+l!dQy#Y=JX735Or7Do*rI`gyXpMofxrb$1A8Qa2Eq{sWMDZe zCE_3?8UF}6Y%gMBwWDw7iKtLJFc06ldt8@u592&zylHafn@hXFvzy=NGEBPT)xAi-PoPaGX^)*o2wk~^~zT}xJ@>g zzmVIcNnMX6H#Jb84R0_4R0^nusSx==d#_WD8R!{9l<)*xZdd?am0TqRyx@D+TG?-* zoHiFOX-vE!F22@t_29}J{k?k%Aj01VS+WhVNxw~6$f=GcY>LKs)}0=-1DYIN#`I$ZQ z>_NhpD_$X|gi2EP7yTklVsxHo{#4S~hx3(IFw!DEaooJ5^r0$jMur zzi5AQ8)JkPeePXwJ6E|l0@K6hMk`qy6MF-*XdTql4ZsT{Xjeq_qo|?cWQYmoKyR=IwELv^e63#XFZ=+5)w_upEL*Xa zn?_`U&PvF1h}6aA=4MCOx<+zMbZN0SXCpXSnTY&A1t1I_PuZ}k2EDq*AWmTPJ<~b! z-v*RmUh&ptFVY;_DS4hjCC2Zj`k?HKPVu2|9gtiSPc<#ptaF95FantYkfT~AHIv|0 zTbK6QQ6XXR_$-0Wd${5wlnxK!70)TJ)RXm-I1cM47W4-k`y4MDFzyuQ42POpc?FvXb`rAd&K}Fcb&>;?RhWi6CH=~Nr7^Y0@-Mk$2aO7XU{2&$?WVi>J?VHsV?4H2B1-N^&3hC8b)YP z65)&)Hj-Le?;%V~hR6>y;`~j=P7P_rb=h?D6N8yv3Nl?b;IB~hHJ#Bcuo=Q=AhOM2 zrlQ6^mr15>)A_IxG{Kw?)xln%Q=TP1nyuYilGW4G``B@2gCQtE9kETqwXl-8Nf46` zTL1K@-43_IWN@32!vf@iz=unLa6SXHE{*zg<0|q%V998_wnp%1-&$8!H)>b{T$mJ|Tsn z^-A#K;YFRQ_c)JkkJiZppuo?zAC99*+B~O}4|PWwTup zEE~#=fA{9TAzvA^@Btc>t{?yM5d?U5%Q~XiAA_S0Na<=(2Qm5NwivGYmC1&}K@&&t zs#$8u*MgaX7QaS7=%SQYyPHYwwr?2+S!g}~)t=;kOzIxF@8N}16L`(`)O+017xf{* zfs4+AMvL`>t#M=6^m79RFdvjORp@A^qi~pkMRzp)8MV6Ipl+cOBa&x9y7&Qdt6A^s zX5TmZH9IbF(I?g<=KfB@7XvjyIR%AqBofd~YWdftK(;5Rp%Kqq@sj`vScj`@=Rb@e zZk9o_eP??dUy1F!0;lPaT;1O2^7_X!cor{h&JcaI``H3qvtqMRUR^!C!T_T)1Sj6r zZk)RFDDetAl0_j0<^6*5|5KFuzY1ypw=Yhtj|2+@89w}j-N0HF5gHmfEVMo0iT{Y$ z0fy-K!`~yke1(~%(W;F=w|x+Xz>yIbfBWLa3uGN#rhbHMHD1?!hqwfgY8-HWDhQ7U z;{mixx_i@npHgcq#~@{c_?r|vub%-%f|U)c8)^=2{_!36hLU(zN=i!m#y&(g$NqN6 zFm3kL1@iA;KGPH24wXUH88M!E?Xel~O-L&JRB%VfKYk5dq~rFaPu9Dt_qDg-M&hX3 zPE`wE`pg}1m)YGw7;=|HkWt72tGWxHeG7F>&EgfvX}ybpL$L z$;bP8{rz|^l4=b6FM!0H$0KJ%K~H4Zaf8H!YJ8hswU1DDv@jIHo>rxl;1m>LTfCBaQXp2?-AXzJ?3tE!}Kk%T~#1DLqg_4Nr)P! zZFo0efY5NBrN$i&ue-UQxvvQ`5o6$=g3#0wLZ0hr=R<(rNsyp;$2_m!n0(%@s%;UR zVy4`d$2qLbY(;b@n4c-6n`fLKQq4b-_Z6$+=7 z2@&>2{REfNz9y#{4Qd{q!62Pj%SMu4n=mCtaYqGe6637z-sX)%Kd3)LZh6u-?cL2q z<15#$?Y*0X2gnJH8(I8)lNQ7fmuA_hfx}bQgTV^k(Bfb*;?Ff^5WbP-0t>)v2-a)s z>Ni*w^ov3k6T+|WK9Q1=N@erGC1cxK9<3^S1e-mX+`@!oQ&VkUYIF@Bg$;S}4vaZ=Qr zoV`k=CQ-RO?0OD1D?si|rM ztI@r7tSfF!6~TgyoY;*O7)F6-S={sOA&s+Mxoa}O+Ay^$N56*jGlWgJKtUQC^$36< zm%b|Fe&)3S`>~fzBO0zNw9VUl<3}2^15gc0hHBR@3>FraJZ2Wpr?#jSsVKHD@7!Pq zy9ykEyVmWq{P{H)a}UXVVNJm;6>kC`9m8vDl*$GR^^uB7G*z311#VX*S$q=8frnov9BE+Tw7rj+bTHCe6-ypq*J0|3(E>g(FGHZqK$K(fq(08d1U}y z9~kfdxB=%GodQoJ?UP+#Q!?yD2{ba*3ze#!`3H$TCVeQx(YY|->$wjpYcPLf81c;M z6+AGnTISHoiB4&4ZKYp!H-_*MX8rY4F15BwqEflcud_aPSIAYPi)fL5-wNUiC9szc zb~@bPlEK>lww9(r0l3ixm(PTPTv<713hP5;B=K57)6{BK03f=NfzZ{aX{%=4#wouv z4{6~}d3yR+XMRA!;CzXj}|x$D|>RM(F$elCKK0d>uCJ`^s-10O9- z!flaAGYgR)a-S+(U^zk34^ZUy)Cdiua5@P_@vchSc^a^=sH=@Slg#L*a)K!}j6hi5k5P7X<1%RuL3d|C(O=v}snd#a;XN($HTbpz>xj{c658_qDy)E#d z5@?V}T3+J;Oig-v?LyMAJrjp@)LZM~gu2?41U2dc8beU>6&Dkej$l@&K|w6f*%GS$ z(0c+!A#ELIsu|5g`nCVpmkU0ts8J&u0#m}EVRr*a!R7${RJc;Fg21S6o zW#(hm%6Nj?i4X=MR|HeL-hVqK1)M$qAK#jrGi;sfZGJ`RM+eq{LR;M&C_+@wK*A~I z+F`abQ;wWXUz6O%ZbZWLs`1H^;(#F*D7FaPkQ9*ZRz&yIxw)abkfAZCF7O*PVYFlb z8=In1Q4?YW&Dv_dmdqGOhymXGMvxBmg`CpZx_Rxe98cTz-_H=hI+~N0jUor z>cs#FwcM%E`i(lWTOM01$_;4~%P`)9J#aCVA+K5n4dvjQ6{BWx+?Mx2Rz3)L0TGyY zR6l5KE)23^i}HcsP0KX8VUl~c*JzUVKb8p&F{?0o9Y7vMRcH>c&FWqQ9*FJ2z%xMP zs}!=8-h+8VCQHqY)l|_K0;b9fMVizpu(rykH3_b}88owK3FZu0=T~|KN(kBlsE_%$ z8T0FBvH-H@?Kt$LKRe~Wr~|HvD#OO^OCF0c7LnVrlfMI#Xun93nvGQtR%g3GF!T$j zx}A5P5ruAku4b z!G8DHhU+)B8G)VN#>X;l)BOaBGqz#6o|dToL=jIK6xgONZ|H$xoUyBdGRAGtlzIx` zR7S7$+05frjt0C2hiilqrBbNl`*LdB7+Q)L2?+_c+eh{niaOQ-!WHLz>A|kXG8))( z9Iv>$0or}h35ifl?#0l|Zq*&t0B%Yj1|x~ga@^v|lo)rRxUc~>#t^Ld)unJ%jX{50 znkcS}JLd2hzJ2?aSviCzxqIOpr z@JfKPU^-I%40`ioc!;xdknB@t)_(*NTn^oDR{%S+N9t?HBt`+Cbo^?4jrbWD!M3LS z6lBN{EY1}6y3qcLClQNAHe4K(DFs91qTO?sXfM1EjgQZT!K`2Pie|y{A(%Z9SQq zAaejfaqj&n*MnWuuI^3&@Q0#&8#S?hakEI@w0y^K7kuySGZ;5N!~T6C_GjnX_3Os_ zuuM6R7B?K*rVy{_0vxQcxi~gm@vx2X19kA?h}`Q-7|9b{u^a^raB%lB`R!mah&Vj~ zg%TXpqcXG6IkkQ~q5bFZaAMa>f^IE zC_^HG8OaYz+>Tt=3JZr2+#Wh=6IZ927^ta5!IuH_fPe)Enhn^CAq-KFZ+{NtB}KsD zk<1XDK9sc6owk;uxh<2xj=s%tho6C_n^D+D%6oT0RGG{;?Rj(Q#lFpp6u}nZd z#36JKX_#Eu9GO_>4pitnZ{RAh63>zb`Keym*gm=1NLQ zCrHfywaWSb?==7IlXdZIG16OEu`5QGq5dB>L?VqmTpnK!TtNvVDDR`?vCg<)BZ2lxK^V^nAUm~?QlqY9xT^s+LHWz zO(G!jiRAn1A@X%cE@;=oou5b3BWAPVsstrwWP}TU*OIgV;J*TpxLpTF5q)IOKo@)- z&n(F}*D#w-_JzD!>!*`ybo#rqEciMV6+~^ZB&zdM{N%IUPsu8`#?HpMxf14RcDzGq zD{#m?@VIudutU)L>r{p+nbX#g&6lhG8+AuKrwOn8eFf=R_{yNgVSOwyfrk%?4rZVF zf*{y5>EGWm2tD9R9|SL$oI{v z4UMa7m<;Nl-^dC8+Fg5j93PiLpx|8it*?YHnWp1mH2GK3uadTB^Hp+Soj&XT)#CSS zEwJ&hU2kvN$kTxTsPJ&itW5FuQIg2cVa@)GYq@Xf7J^r$)BUv`!Vfj_xaQD?I8iOP zIL(=_UOkuFe&#}oLe6PLNV+E57wz^A8a!Vwu)=#t^H<_NT>b)8PDp9*lX=rL&)Q@H z{*F$8gzqX5k@w#vcZGr?uezGQPJczbi{gkljcfefB_%aJ`^qa&f#NHRd*JL`z4LHr z+NxQ$pYO}VNPvl(^@^IOtzPqnI`*fa2vMm*_n>n1nmc;8AC@o75q@aub{hp{)4vp_ zjTW;q1}Z8lqdmT~ZaNe|p5+ir-MgS-Ed^#j zX2^O#oEkWv9JsJM>GN^Kf{Cg=2TgD^mErp*WDj8fB<9Iy_d*1RhMZq|Ydu)pd2H== z`{B$^#FLeE2mWXFOVcokeP_SoH#U6BioY#}yJJwSi9zE#{t{EwtrU~)4;m#VBqKkW z;n#57JOisV-ezf`6Xst_y6tPfH?fWU%I9EV85aO?1RTN*B2Wl?{3OP4W5l|t3BjroMy%ZthTVhM*w?8o&Ly)GB{PCpo@F&KizjcUXom^yB1{db6z8R~l~j zr23_Os)d1wb4Q1H(twf$>S|#7^DvAt93*v8>yxzg8jfG<+WYKyh>KU2TG& zb_vxcC|{cvCg0s(*O?Jt1jog5@DfRHDj3GKN>5+dvmN>4N0&AX7(4lhkGGNEkGtr1 z&-DhVP?Xu_h^m$idEg_UE*zPVx41*d8tY22H=A}yal(W_Qpe{*WgSP%T1T#xgvT#+ z-+lDxynFNHiW`;sZNigk#2gu579V=#^2VFu?V@kH2Oqx_Bas%82v&7x%Ytmzbxb0O z*@C}+pRTzneL-3i%G1BYf3ZGF|h z(@}aen1QSZRW{h_#}zyfZJT6e|;atBCz zA;D^4ea9dUTDPW>#0&6NMS-DNlH(D25#-s4ZjxPOaYZ-vzR zJs`sfp9`TTS-TvUBSD)qy{i^zYH%+N!1e9|P|^dCBd-tzKIW4cahBRU{uC@O+mn`y zL-Lh1>U??3Y~0^IbI9JoFAE%|&UgX-3Fig)gkvs%6O_zCO4~v`p&_=G z(Io@k26IHqjG*6_Bqh!MFFx+QyDjwOfY3qvpI2v3UEvxM=h$~w|CzaNx?Cmac-T2` z;&!al>W)(D0!yt~#>XE|?I0H$%nWA(9|?6vMMuX<$X=)soBhYJCR)I$6oiaF0HQdH z#N3?`(V&NmLXR%(O*6#cIIsWiq@Rz37il;xawhCS2DdThv>e9~uuB9rjq>txX`jmk zfD2u+y+{Rc(3Ls-`?Szf(nIA1bPE5WwZLD8Qs@`j+6}*a8h44>4&vlC0{bUFF53C< zA})fG@!>;{GFaeqFkvTkQ6WnnmT??ty`;eN&H-pzA0`HmbLV7|#OeBK*1q|Bb1^P{ zNEcg)Zw;an4ULP-fl~gDluKjLFu^kzg0%psU6>9l0AMP(g>XP&G1~@E<7X>mMdfdT z`zXUT9^9!KUBYZWFnA7Q$t1!dhGZg=kUNx?wF~pqB7Wv{*f|0bMv&zWc<>x#_0JFlXTfQqpveYF zo&lNahe7VWFnq%W`cshP0QjvvK#tqxMOFcFJVVa@7^}1e^MY`BPizN#f#Jl*S99HI zf!TfELZTpL2dWQtLwYd_Mj3uv=|q8{U#Zl ze1iaYmLJ2XY`7&4WMvwBfylf~^N{ zqY6lOg&YG`5>ov`5+$hBi(%%~rVAp54yY;5hR0Dd0BlIba$o-OW-g*(QX073072e` zb?F7`Jq(DCP=Y|o0F!pa%>E7apB(4d65YuNd$@Lv=gO;rac!!%BjVRig!~G)pevOzE^I9z{uD>tBUjl~DD<;(i#~;29C|*MkMSAsw ztq(B-({>klknkEgY$0&P zY;s*W1!2PRK^Yr7VLIWuU7xw{+|rD-o3HD~^s)2gT^DHxs&QglrZug~a-05n(zQXi z9NZ3f^j)9|1mO84`HRoqKlD>!u2q#<`}MDgg>u^?dO`r=>km&8a_MA0L=HpI2cdO< zeE=?SmSOjY%B9MAIXSs2tg5^p&mkUYZ90AhB}b@OU1 zGdEb>8vsEo+}Q)GJ_}P8!nBC%F>f0wGj^>^zIG*Z8nrzn`x_%;B)XoxRX-0rTZFr~ zXeWUN8Xt3p&E}Hk(XJw@3#q8M!0w6We_2Rl2rwGL)AzhA)l)Sce!9d&xk|ZO)ceY8 ztaao+oMf+}L>dR6z^YHr%rL+TM~dAXgN zJ21AwxDJdL<2lfYhK`qwk-nZ z=`KZDT3SpXR0qUSUBLMEyo^g@yR4BED9HOES3N5s%&Cp@p-MTc;-yQB5r2bJ3@<(> zR(ka!J%5^6;L&C0*O)Ahf^h=sX5_Fc5H?Xj$53SbRDTo^{;Tut)g~x@-Bl_6ngI*! zTT4;;OY1zxO&ep#6yjX&wXmHmh2WcaE{#DCR@b-1IytxfZA;{~p;Lg#rEn)9A%O*D z1o%DcClQ`|F&qvSkSsG}+TJ;N@7$d`5*#*QanQw3Beouf_O7-jK(?}_U7XMp#QwYmz{qTOcv$Gk2^29by*xI)iE2BJYYK*fO;G(x3q5=L+=G1N&`O z#)lv)0I*kRSb?dAY|hwUBdZs>T41-|JU3Y*FMHx?0qC zE@_~mh1_b9nj_{g@F{W-H(@%4@RFb+9!4_@*ksuu^p;$p4t+DV>TsXTqxnU_S0kpl z-|F|S^F@coxpCLr-uPlvlDV*F!BM+4J?v6UC$TOz*-O!T4LYL2OlzIp%!wcMlpGX7 zV!tIQv+I=CuR2Lv12zZg3&2s9HY=n>iF#vqLe-xWS}hQE@?3vj0>lB*RF)QpJ2MQ- z%u)zHxm|E?;rVNV;BR`IJ}Q!u@8Du@p&7B(qH`cq5PXIOO$h z@(=35gMudPkI&fPE3Az;2<(u06GVSeEqAy7K-uK&rIT%hF_DlsqO%CZg6~j4%MD{t zR8S50CmY4sW`Q*f&O{6iC2)^t|9C}V5%HBx;KregA*OpS2Nl)hLpq3{8tLuPEgD4l z!t+2^s&~LV`Q;l&k&5P_jI{VnC@Ts>!^Ufb9}GcA7Et5ozQ6YbkSd>T|*ID4Lb(Wgu zM@G7Df~g2NQ#fS2a!3Gw2rMNANc|do@cNYPb>YL@$u!sTaA z-4R(92#ojYC-BIrnOw3}LM{rmwLw^|8|dn5XYZHHnDC$RoK$uTeLh+1p|sX;$es2uvmoVn9>Ej^QIXm;00yUxm(tH zMT0aba?L0{3J7;^p`dP5fANCWuf1hc(z`by1iG#1t<_Ci<$AP7bM;ET&dJ?aF&06c ztWBs7k%o1A`-Z03SQum{o}_$7>}su zMGSh*96T~8yvUX40`o(CvEp%ZUR~+@S_fH)pjlT6_vlOgSFuukQzx1Fx3jwEmw{_? z6>vPLiT%#Z%0*(a4y(bzL8LAW{_zH`4^TTu-dWI~S|V8bBkyV#>ogO z;2{t?=77{vl4*X7BJlSfzAsFbh;t>Iu~II!V`_%!*vOGsov73LV`{3zVf6)4X+?N$ zP=iZ?dQHsUV~90?X!rn_2^?ie0|3wl!C636Iv?rTfj*@9ikWzXj!c8{*7^?Q?HP^JqNIu!tH&tPIh|B2d zeLzUSNYILgYP$B46Wr#upSi$IgSLw_pgx{uxPtIg&?$AG=cQ+*hz5TEL^AXCU*Mjd z{O4QS+rw$%Tz6+*;gmwGmfKP=VgM9OYm)-SFNF|ER#|0tMk1K}U3dunsb?mxAb0~M9A>rOr7|2fV(1O1e6R=IgM>vp&#fL3NZ^XcL^*m z6l%c|rGlFpKToIpBs*xPMaoBynO<>MAqg9Q>500 z&{M26!KX3Ttjiop-TAlxwU{PL%aQ~aRSmUR4$CA}QJ?Ty=0`YIrOnOW@y=bcGc%iy z2X~qp8^5Ka@^Rh(^06!ggzi6%2bvnx1cQrq$~k>O#Z?xU+h&$6xRaJ(j*!N=q`E*3 z-5HAO*BJtDSB9UZKT@V3B$S;TpZxqni^&x(?c+7S%PHAm!;5{;nv~bC=~nXzr%&pG zV2A;PHIPUwq> z<}?lm;tbNFah4H`9)u6i0L?=*eCY|RJC_3ZQl#Qi3bdh7%{iiCQH zYeR>#L~JgGym*nqte#TuncBk4pk8zh$7h(SEsB~+?T*Vp0s=K`C94H;10 z2>4rFqU1n4Kg3H>Ba1y5A;-kC#UV~c=AAXinq5f6GmyOw*=ZLROEvz=^(3U}2<@tz z)gJ-oEFG{+!7XIVLqpps|7K0QDs^}`=oH|rK!kW9d#TnX)pkB*x@A$N;L`_}Jw_|u z)NZM@xxyBH-YvC2Mxu;;2`%ET7<1nB&xBGHYFBShWvkKE?0f*)kVeg+|$R%AoFzwD|upcl~?Ryor2 zi}Yndj^0yA4y`G6Ravncs+(WZD>uCOZ0F$l@yfq+1~zHV6s9*qSHp6Hm>9HP&K%yj zrlGXEWn9VzhZaGq?S^5=gGUrj_T=R9E}L%q0>e=#w!y(mXFV^T zx-3m}=DeDpc(0MX$;LBPQ~5a+<6gnHB{^?zPAFVA*bKC-S_-V97|MHeK$l??MN&-mF$HlU7a>a5ii*}wF3*eS5v3rf? zYn{Omjh<(sv~=23zVMWP(xB7jI;rITZojh0SnQ2FAzxq<5y73buA4NI1qr;Ff+iW` zJ22_w_z=5)dQ1R9^PsPzWlA&z$Y_;mV80-8Nc*7QY$Cs+rlNugqWRV_F4++pj)r-A zsQKQW$nAN}E%nQzu|q0^_9LC8i(DxOFrSN8!`x)LoLw(v%E~Yx;N&Y(0=&*vhuCSF z!@!Jj+80}QW7zd!GH$L8aPeS7fqx&aj39Igo^pVMY^So>D_{D~XX-%yPh8{94S?Fr zj@P+mkw328YUi`d%+hun({LL-OxCDD?~j-fn%9vzy>?NL^Mzn7k4+P_B9J46U0jU4 z2$;|wpp5MaazCNT0lf5=@j72Xx{9d(z_4>gt40$2g|*tcgGFjC4+t`7fa~3jb1S?dX#-m&`tl{u#>NIV37ePD;cB2SU;35e=OWIY z@*W~e)dP(MO&|L5Q`*g%39he}?yHx7Z>*U4ps*}`ETMGyGD`i@C5J$PO(mEf_6h87 zM<|^vH&BKMR#}+}f#M7K-PF;txpWVnkHPEvRQKQG2aElDyoE%Ybj-}ZfLE^zloXSZ z@?a`aZ;Kzkw`EjR-VVloU%Ey&1CtYvUYZSmm`N%ctX1zQ`{xl$6w^-}068uiN9Ytn zaT^1q!FAP7b7ep~&=PLCtel*e7V(~Gum!a3l_x@w&4$DG&N%1cLOcdA&RH)$H0 z^4}Sc6T}o3|I*a=9aG?aZIcehG#NU!`DwVxW^oba5g?$hLLov5!bFBA9~v|V=f=#KJY<<*(Z zG~XtJ*)wrZV$f5!tbX{`mX|WzxyWu3dAhD$?`shLne(5owI(@VoMw(}RAQgvpZ(4ml|-EN@ZS95)-Cpk=J zADa+Nef9UhefLM>vf*JPvM!OEm&-T$uwhQTX~GsAgJ*J}x2jpeYSnn>+(!;_TEY=~ zO|mA61kd5o!gH|}9toO3yow@brj2=7xz6BWsf)krJ;Qf#j zMAy3D?GJ&7*zqwdE*X4Ql9L_VQ<(B2M2UA88Tls;%1j3Di-?>`q%y{MFAai9VJl6_ zMUD3j4Vi<*iqU1a7B(;X5mo%|zI|6j#ihnKLbG)3aPRzlpYp}ClIydCdOscr&BV_q zYu4e*%hN8^aK&BIu#i@*vS)Kysi(@V{MIn2zsFkkW6DqLtQ60!m<}QHm&>omY8pbr zD!zXGO_~RdfQ;A;7$2vtE@RrZ=2wcH1v>r2;a)c#%Q)YIEvX&AJcl&Vvy>GqkK0Y68A=)v?BbKR!T1yowFm6Fw57T7v~F0$Fv^CPbOY zkif_xJ2CnT9aSujZ`U2w)^qlA4;E-I>)5prvHM+9tvEWg$*mn~uSVop#ETSE$M1qpiq2cuVR|QolpZ>LdmEf z`roby4VOkK*Nxp573Gko;JDM1N%=3sS!8VckZh;{_U+j5_~H-rc;3rdJ_b(SRl%MDxunhVI;G zv7xNw9@2m`G&C)S1^#BBgrT;pX=9$rtD#tV`scSW1;}a-e5#%RKOyciwTGIWa*HE> zllJP5flT`?rJAApPyBtevvWH?{MF|MBZXGYIx_|>i_o6mA0Fo&eWp780PFb}XhJ zO}vu>F!L+TmIbRx1d_^XwUbXR$LE*1UdZPwi{-w%IXmNC%;`=Xwmwi9h9ZpXK@O2HAE;hX~GxBIs28bNq;wFMzyeWMgkY{t5qUAekw;8m8{azwZ0A-bL+Z(!J{ zLP$pK#*|JeG4Xk5>|(-w+)}pVc9a(oFVGwRua!9zNJrpXj3UvY#D5ME27p@0Uxty! z8Kkd&V9^)r6koFR9hlH&l+c7Jx})N`7cVt4?8xv)Z-0+1>bY1Q#+1))bD3A9qY4qN zZ1EG(n~Z9|Uwls-$TZO|aehfU6CYE5C>SUPgI6a!ZDSpcUhJN-4@Hb2_0T8KMZAo8 zYg0eY1O(3%vaXgnQFNcL$_F^_)S?r!I4#@)hZ+r_{5@t#RVVQlQBWYl(8!C}-QC62 zc(w=VHRu|GVYqajknr5uh<~^MTc=*ILGvEBom-N!x_Vr(q8g{Vezqhnr!*o48l0Q; zsS)ej5{?xpf6?uGn@udS^qwYBk}GXj%@DT<(?*tkb#^IgOlunFiA zE43q0fAsh@J+y_qT=nM&H_d-$T#C=3vZaw;->V}wEJf;5T=JT|eP#7`a*1hKg9|IR zrx=aju=y67^@sXO+wjKajRlflp|Z|uwqX$(HI*9Exu-SGRbx6_UHL$O{2v(~@qjl= z;X-x&^B{mIWHdBzKSFOEKs!!%n3+FR)TL4fUqps{02syu*z4(u2~Rvd&^__jlF5_^ zm)4CL{*=Ty8!A7fTuSsQ$07CXTz$=5(#<|stYC$o@4;aTZhw5Dq4C3UWvSryN;)j< z8@RIax-a^f*#`$NSK8y*&%QE3PKdUpBE5!gLjGfxyW*)lWNV1&cg>MkL)VeMcKIFz zb$_5DW`^-fDGLLGD}cpSB>N}CPJ_=)gl_h3%Jyuw%@xp;%yLOHbh)EVa#T|lT}k%GIK}4 z*jc$?(B#)sw_QRE=qz_rDY`L>LB#&<4yMK6)A^Ub@Z|YzDq^eyH=cX_$SN$EX_#8p zv-pzC!@q4wtEoWJLL(J^1{f9pftrM!QCis%VE=BnLqN`DLvh z%6t`-vO1+m$q$hMHCYCZoW}GNZuAsCbhaSWn6<^I}fXYPRm1q1af@c=E7Pnq4Odp#OL*jqTpvF$dY*a^g@zIVE_E$L~n5&h!BC! zW!EOvlTd*fzBlI$UF+&R6?!lF6~qgR!L^WA1B+<^ zFp6GJgUz!Soz9nDLa~oDnUyVHU1==Lt=s?7(3hhO1p<-pSbU0)&GoM9TzkOaRD@Me zFy&ODlIM#TuC(*q_i7C1r^}wF-%-rzk31I|Br)Cl(8Kz!(Va_qe5JG}nv+Pc&s>@&aLSzfhE(&^Qwa&b z9q0b53q0c@3p0DUAN7hj&sS&M(=qMX!TmV1c5Bh+`YzwIQE?_Q zyX(3B6O$ae(;|ck@}$lRhR^TS=YJBO!YGfg$ha!D)Y9lrWLACGbFj!QHl-snxczIe z2yiU}I+JA?zW*!2$5gqxA{EWyix60$oBa(mI5gHIKy{kf9ZK`XdOT>aR=x6d8J3xZ zaljAmeQU`nAJwz6Zg@v}Ri`Tj!_cs^??SiKtCDdQWhE_X1w;L*(t%xWFY0_NPyev% zCj7fn=O5O1_-ieT)I{gWEY1TYa)SI$f-kXSEDgrEyhksp~Nk2CDM$W%nX^O5& zuctliAM6|4`0hZ6@@T*l;{WB6tyJIva5=^bR6rx@Jufs>#WGXF0=BAv1uR_rP!xnO z@lCIH#z!oe4eGwn{`6eywaB#I^&G=j!|Ys=sDi*%(F1G-?B|AB@AI{Yb#!%~$;Nc15Vw%^^f}DWCEpr701#Kr>$Z@QgNKYK=@Mx!mA#!eK(DPu% z{$>(%{YlT^F(;WS&&|*CIXqkhy`tc_IRD{AsR|+-B!Or+B@Fq4OqszzQM*#cg<~&Z zqYE~eiJtxiDC>eYs5`XzhC$0|BbN^ooYxm{R;P&h?6NRkceh z>vAlpm$p;lPdP1{GP55kM>e_Y??l8;nwTH)P&{_Hf%g|vuOpzNz%kaua0WIPIL}w6Y z9>O+;Huv!y^|v-!JngKv{S7Bl?&3JO(1vIGd)N3WT<_uftPmeLH4nQZLV9|V3aD&!UyIu!U@PN9n&5&iPxW3zA09ih!tLwqI~ z&mRSP%ibVR08$C9x)JJ)(7rkg77L`>yzWzhY=Ss|Hz0N>1SD?%Jz(?QgK{&RTgn>_ zC$BD1mr(LKYW#Pbqv}dpX|PKa--!SI@_kHgTsgVYl=TD%G|(3XOkz{(PA-wLvu2f#zpp z|DU`Dld&6afv?SLeHUkF|M5y>X;0v3fV0R4P9>s{f*{#I9W3tH+x*?>8Dm!Ii!cBN z77H{VF?Zc4x^({9SrRq;pPvZlcJyYJs7%A`=()Ze${aanh2@p0yxcwWJ1(M|JH^!C zNVsb&y`=bNGG|QHqZrJS93xonyWT052e+l40(u9Wn*xw_g6c*Gp!n&zxs7IJvPw!{ zp<;*Jc~U(_Uxn{XpOpz~VmUh{>>QU!#=ZuLOZ`OeZ92q+d@}xoP2gkWWEcE4p~`KSMOWl$foI$vHompeYeue&IzMO z-Ig`}l}@@rJRGgXCUQhhh0DBRIoq+2JvgB^Nzb4gW*6>aN_|Cp>$SPPawHFnf7Dvn z*XE1XI+h#@WSp$-rWB$>pR|+!0gdH357GMFsKk8M&#O%ri23e)PZA&Y#KXPoR2sv# z+&U4Zf5R)f**r~hb!|qdzs!ggkzqeRY_Mf%2v7kT(p`7{vDO%%91A?}Q!7YJ8IL3( ze_@!+%*=~E$r)yG{hxnuo`**ko(&6OYS}PI?*Xxk7@U;#8wzB(`&}C@U#i4b$T2!( zk9?NwF=DGoM*XO`S~GXp^hftooW49RLd>Y&!(5+JP^Vz?3g)zb`vyXP7;4Pd-v8>F zWNw|cc~PQbSv5*l6KaQSYRZcChl_MVLKNWR3upK+^7z>lbUPQu7qo~#q7%xe8=Hs&=TJ2fI4n<@7`E$^$1AT4kFoQ$n8DVbtN92%TfZp z*SdF4OymQa3c87_hUXx5i4;xhEmMre%&IFWNc{A?p58M@z5vG%>$TRb;=PZJ-!r7^ z$VRRwm3iyE6>||JtlN1)OW`~LfNM`??mswf@SStjH%&jAc>g#&^>*(Pb3qTevTiFJ*_x)V93L@QHHfe z@Nt>TvY}V%S8Ktk=iF3j_*S^5_03f{D0Ao@-&-fWTyu_pVvHEa*|_dCkF|-(!1K-^ zj(_aXl@xbHno}T?_O8+5+DFX`!-@~h75H>Ed}2=pjpDW5JtP|HdhcYpPV`4~L(gF| zhvRT1#<6QLI_l1e=|qde&M7YV;%5rd@3m>p7hI%E?m4onQWcqVEG*u=_^F`H;Qz4o z6;M@fUAtId04gY;l!2fkAxNhpT?zuy-6h?n0wN;P0#Z^+ZE_QvMnt-ElOo;SaOaDj z|NeK3>lnxHJI5h=zp>Vu^O;Z7=m-uAzAWml>M!IXQ~qPP{|xD!>KpM37r`n1?=PB} zg8QSCtOod1TG^RBxtgFM$Q<_Votr4=)ffl$X%%=K>;1YU!#zU-9WQgObF=HoO*-`& zV%d3~!GnZXm(n;yEYS=%%hU5dvECSHsEWOY9mf^Q*2}C4F2KE5dIFYp=#@P(fiBs{ z90ivDQ-i&S8jMl1{EOg?HbqnMZ_rR9k_rxMJ}p^h)w_ z^W&dh-m4zbva&k(Xf>}o^onTBa1G&kElDpChM=>h0El+V@_-Le&vxEoH+|EedUy9N9wt1> zr2B^d-isMmm8%O7XPK7S6Z8xm36Q(+0aS;mwr*y8kPqXg$iy^2#Z>!Tl(PG48WxRw zAp@H^{^ji%*@M!J@RdZ=-kjE6M0<4iiGKKA`d5GOCz&e+L>BTpEcZ+ivQS+9N%(Pd zfs*f+tO_Yb$E1C9(Vt)`pvBY)^e&aNLhVBs>oHulKC_`_AIUMftoGl{x?QVe(pT>a z-ex#bkt`FUBa)Jm5LWjVywr1njZWAP-^AyH+ul!(!3@zr=E4yT@L|{+;qSx2^i=jz zS7rqYsqN))%W#%@WpEA#07w&cvy4u|sA> z*cW$C7Y+tjsXHVWb~gO`B2NcIdc~{=wP2cyv%WM^(Z56uK1(<-SIQBB7qjsk-S+r! zmctS=xYG)uH1G)hE?f{QT}NG)A?vIx5I~LBk~>)S)^>m4AC_z#>=T+4yhMU}ShQqE zSMfQhE_rLfaq(1NDPL@&I3dT#mnuN=Gk)~zy~Zp`7#{9#JKy~;h0FGB=vl{Jl;%Y+ zo;S!FS!z$j!{KpQod0wn-fLZdN26&ne5;-<5&+Cb#c@y+S)n8xO zJR70*TYuAx;|;Fc2uF{O&lujBB0UK{Sxwd2ng|Tn(#wm`K|G`uqB%+56IpbmzDic3*O}|Ti`<%~?mW5cyI7{>&XqY9Z(E9H0PkRA-C%@`E4_#jWm*6@} zmPol>S3Hn?lP5(_Z3C^4rxvFlt;gPv#Vz>q@~Wx zXK%?@JY@7Ixps3D^@w5HjiLp1&bf?Db=8l=GL+P1PHyd=wnFroEzfj0>R^>J@rHMJ zomn%OEsP$`Gw|WBMlES|nCR;>+uet(k*(f}Jwgo+K4+fUZwE>;)M6L>ca8x?Sb5xP z5f>e$X^D{x6*b0_UV?cMgU-C|FF@vk8rpQIIz##jRAy{@WngHOrH&yi3g3hWWW^mL zxLyQ<;s5H1++08m-_LcliHB%aoqSo`A>mXUmUf@m$?3AlM||r(?Z;BI)6=QD*@x}e z{Cmq2xa1e^BlWBOi#o-!sf!{)zn$nS&0Z&XpMc$+Rr{r53;Q$Bb6z> zy)!*@1+W;0!R+n+DWB((LT?DtyCt9rRok0xg0|Iby8E<6A?A%z=ON(a!05T>P|k{< zm{aH~By{S(NmzkO{ohI0`GRJy^t@lcepQaW+kAlf{#|@Pq8|c>-5eQ_mDceA-mQ~Y zu3Q1#tUQ`B6-i8A(R&N0wR1I7~2m~yP*;iymE6{pa7ofPFM1sm!;|7SRk345_Kw`3O3Ow z&3SLy@(pR8*(K){G_XSk!*?aecj4)sMNd7xL1@Aqt;?b(a0l+a*z=I!bkR||U#{F8;b_l+Br(S`-pSH=E-MD#~Ku`+} z-R-77x37P8eR@ix!Y|pBfJBkZwR|9+@hAFh0Tppx#6Vzm>D8+mi8#38f?MU)bfoH3U_@(;ACS}tHt_E`ij7gls5N0Btz2D$-x>t7IFHRSn+ zo3tPmri`#&8)BDWG;G;Gpq$rl79i9ExTPplsybIp%g>vp-QC^dJbIZk+`9T5sf))8 z!8`fs8K$SF{OMvHUxU4BSh3AiE-Y}sbvPIDJ3n(;>Evmf-Mum}Rhj3wN!Jmk%)mT5 zijzo4_-aOWES*6SZvBId{5)fqwNq!d?ofDLoiopPX*nKL$U5E2@O0^RW!Z^RjE<_3 zg~eOom``-dk~;!rD9+skiaO@#vG_Mnq+;i%f+b7WXF^m?l>cqO-q{k|ldr-?(#Usz zx$me@b%7y$bSRF2hv6@HE??Y#eeDxEWxt?3zPIeeEc)>u9NETtx;^mTi7G3fT#L+B zx&3l8geUzq2ht>oUoA}=RY0Kpzf+cw(C?#HgFbc^s=mvkb>=et8j+^L8h5|}d89ks zZv;PZy$?Fa=Ob!ah5Kz78duYDuUD*l+zXFJ0?Q2w=WH1MdugvjAuon$K)`^{00wk= z)*0&5M;Y~Dj0(I`&(yR<<#OLR`ZUcz@xiBbk>FX`<=6ZWh1O+ON&nwzuW%Q>2w{jt zAhT6bpkIyK>DTS$7#E*>h3=p1NzG>7Urw~E(wrP#SQbd#?o%*L5tT71=>1oT2X!R? z2o(If`MfCpd3e=v0N3n}&UD=zfp6d>Y9=%wMJu*+4#g-j)h#?jF-Z68?-=5F-|e^D z5C8S?VoE`uJPS)oxF^k}Xo=aQ380#o)Owf1o_7xVtb2>pf0P8i8?F&v&<}&|c7ET% zW(;qABO<`Tr^`nlNBrfu=OjaG-(OQ7``U_ua`<9xI;5Kl%tCWaTJig0$#G$KXOfyWnmV% zf&Nzyr^xsUq|<7y{kk0pvArl9h)WNA27nVBn2sPHa)K!#LQ;TOljPi7BL6#RsxP-X zHuO1fNpUyTCDpi|enK1WVXmv~T~#e{%0V4^YZyySqH@L53`!)*v^Z`pC8-f_r8su^E8X7IYgKgX1fRU(m4FLzvGO!G2 zbs}$d2uDgY=X-qer|n(y=q++wzfVdUJ3991_4bo!Hq{JXKAsrK#ny@6E;dfT%kb}W z^q)=F{|^MP&3^l08Kk?haHfIr*D-+Xcm#G@%sM~Lg50ecoC(P*%He*3bFC=QGom>x zE#~xTGxgG<EWzdO>&A?J+)DUTTItq<2qUBs|A-B~CAul|RV1pNtz z)eKckhGs=9=!2fUcmYY19zf;{z_KaG%byYiE-aQw?x~!Hfy!H5(Opjaq(H&8r#k>p z!2<8z$g#^_*_C!J>1au%UwFyD{PnINOd*1G1a_3aD;zNVTZIdBH~Ab>r6NyOfc_L&yeXZT8y(_;76nI_3;xsA9Q@8#CImZMpCgiw1flBr`N#7Y?yy< z+o?T<{hj2+cDo(M1br zEKc^z2VWpV1e*GA5a|Of2dYMGu$vBe!<$t+c^y8E3I}QQ5g_~q_xvO{0-IB8hMo^L z&VJ59sGOe8nqw3cU|GSYTPO+u@g>kvJfs^PKTn`MS9H_Vy~3|>gnfG%%3kuOw>7lq z&p)BCk@5uYc2H1IpKaHF=%0(58wT5Ci0sDj-dQHHG5MD^E&1kC+JB-}eG)bKLq@3Q zk)Aa28^bl@Us1?`Dz-*MvMh4zG8M?1%F?X2CV=NV1+L>-ts}!AP1J+%hIOEw!fHTB zx$o}4i+)}q_}=JHZf(2P3@+|zW66hzKjx3P}8oD*4?*s(I3Pn|)BBRXpo9-P8 zluE_N>=5V5r%`KWO6cHx>~?{s{0@i=vs z0n1~niW`3`b|_SS$Km~Di`*ZT7Wu~(iRxXP$RY7h`6byXeCyRlcO(O$!->h}JjjD1 zWGwl1(~Caj>1TevMBy>Ur<&wA2qt1xw}Yi=v!o|s#izccwe5*h!S_9O1DnyFU0AI( z)YC_D-A}NVmi}sV2JebHt~cKkn1oijz4?4q`Cnm{luz^i=~H*JLsxRih@XcnZlhkd z?gw+YFHm`wL1)D`)|3ldo+vBN6NL7n0xgtOqP|=;q$R$xabB*A{+CmobKfNT8JcJQ z0LHDaKJ-2_8??|K-?Y_;ik2zNV1}6n0yy&D`1D9<;J=FefQFawTYCC9@VF;otg5#- zi1e|bGi?Trm z2B?%e7}$rP0~B+!j^~U?iFfkxmH@`Bw**7*gU!XJhKAn=vRgF%QL>ALJLVPV7i&w# zE%1_boQl~-yY1+6?#-jsWeq1*Dw89sZCV%h_+{vLSIs1yJ%;lhuL}yQD_y68we#UoP zIVaIezC5!852EGhaOsHs@CYWbQ1aYiVhRL{2v)HA1$Cx0z_5^S!V608^I&>u@HM>i z`_o%NN!QHu$Z)|HM9_9xMo4IHvmg`IN;4c`tf0Whs5Iwe2}27QSwn{sgMQsR^@g?O zS5k)Akw9GuH|G*>UrBe3FzF5?iw0OGnVOgo@#{64+2a^nnVS~uzA7HDzo7^oLL~m) zQBhIsLraGr?tU0%6gX2pcxeI4b0kTQ9m;VV9luz;AJ!f{<3y%NrdOSf@YiNSJVtx1 zEG!r=9b|upDmY7brU?|)M(}HEOT?0-oy6GkSam&olr#(H%K(#}*+S53wJe!4@tBE*3hi8GwR!wIHqc=!&{ zC5OAVA_1%ND!Xo0u<=N2+X%eU@^m}}a(2OJl%?z)H_-z|DiyNdZBM8xxGwj&Z5@0< zZ;aIPCoMD*D3%XuO|%zwlC|a4e?s$D9c*eZz8l%m3wmESoKGNmpXw-<-mrS?RRg6< zr+=~B%J$!03G;US1Yl}-ICt;g{|zBV7VLv(5Izp*Q4_v>dk3Hq`0|9jn-HV3?|QzX zFv<-u^#}2m^GTcQ%^U_)9=zzbM-)C-i$<}w_nVpdj|4?T<|%cX3_kM~+l39(H|f3h zDtoivYDIPEpJO76invQv5xi zgJkaAJh22xwm3z=kt5_xs%6GsEZfq+fq+x*rw>HAbMDFS|0x^|UZsxW?)I$-%HHgV zf#h5J-^Cr9A+l!keeLB7=Q}%Y0gZP);%%Ip{i!o&V)9D3smiQ{zC5gI9IE&}SxcT? zH2H!1C&7wt-j74)k>}=<&8;0pWA$e4R-*h4%}siT_fMgiPFx`U_oYDar=tASnoqC^Q>7*z*N~zoOLbxj)t{)l&Rlz3N3Djc!E0Ea}mD>|OP> z8`o~Q@8m8}h5{QFTwhpBEukudYMHIx`i&hl=@}-;cpjr(fP3}R(2P>DnOuQt-wcZm z03U=?!xdRsgr1OHK&!*mQ6FRTF%VUrYkhQpXTkO<^4eIxp(#X2cwMQ?QePpRSsLv3 zxnO+L_jYx~p+e0WQoUTG_CvfG3Tv@@{#|5Juul z?d&{m=)_KJ+n#YPss7L(T9;it?TLng^Lmp46OvF0zk>9FKamiSYPvqeImWjS;=p3I z3{AX~5N(k*mEdbKGwe1}We%LZ{=A{tGVD_snf)HY@U2OQElcInrAPvH{c zTmANP7YY1mIo)+gc1(0VZpdO#_qVB!#0-CaST91WW7sRJ@I=#%)ESk0r4$06YBgWK zK+d6Z);nIaf?3EH_aWV%#P4PBxfzPUrRG_=*z*xRpZiQvJ3G5N-a0Q+;ih@(;6L~e zFl5hU%Gij_PseTB!t$EB3$o7vqT1D)s<=lS-7I2n&u&o|t;O5i$n!9@)30U>C%&X4 z3J~}zdJ~OKyPpmDD1oQP`$LH*6zHHXPJ};))Q6b&@6RI*6iDJLA@|@HjIgKHav&Bc z7NGQ4NJhp1tCXyt8l}x#ATGi>M~X|Huw0#Fn+?miMKdlmEte-4O#zAv^lgj-S4kmLgeCz)I%T*2jc0fWPWGIm1X-C&%%4C)*mqO1km(>vT14y z`B6E(>DzYS(=hq01M)_02T$*g>Iu|ezV1H+2|5Gfpg&M~*o8)@?#$9Rx-S*d4T9W& zsg8mehmf~RrsU)QrT6gEwR99LuXLP^d*Gj)P74d+|3~oQ61e+!9b6Vy1i_Z6sVQ-e z>dbF;OLVsOo5*KpK^%!sL1wZRTk`!b4^K6CA*`iq>aXrhp$~?)cIWuiT+B@r7#afm zGnli;M5u`-zs424#2mAH&ZOhBFZCVaoe{V~ShH%!9*)XeX)R*GN{AzJ)3`M%rV zMy&pRe2}7qSY`TS;|{rmOQq|=Y;fQpyjI+ynsyNIbK z$23Ui91*W>DAH?M7OW16&a5{OJcOJbgz>gOZ4@!)^sm`emww{BEHRfPaZ#fX`$L#i ze`O|h4|SiC{lTxb*4}5&+72V^9lWVZn^$(E%tkD3F%Yb-RyX6CLY$*`@0&t&&yW2b zc6N*WOXnXS9ct4`Er&$(Zl>nEn5)9RK(NzOasFv0%|J+mMq3NuKP`HVTm9FxVaMkn zG-l19+>#A(UQWY99shRRO&JC+QSpRw3wAAZ# zrcAn2h+tj&c9w<6TLm<0E{i59PN?VpdiC_P?dL#o-<`8>r5qMFL@+K+D}1SakA$Zt20 zm!~6=Ch4^U%>M%{2`x%yXk`QrY{A>*q3P?7IBQc_9q5*-wH=S#-e?}A-8=#J1nkFV zkRIywGW;rD zqu8(#Q@^bv9S?W5?-$_A&H-s9wraMU1fG=4P0QfvUcMh);uElT(4q1;?ZM`8Q9#6>UEl_DK=Nw4r z0_%QUVB&O~qI}bx&fv&P>%56CFGn;wXhTlMO3THBH&SwS5yKR7QQ%QuQTvm-r_Y?Z z`H_#k(wmf>Sxay(Hr_&6+nqbhEAFFde2b~h3c`o#C4023yQl8Z8|`H2_hu`c6T!6j zX;k`oCNBxd5E%c3fPxqwK#>QIH9O$wL!4tebJBV9Lj{uwO5?mqRGx8&H)cs@JhO1# zrJ&+h!~0jW-}$r3dW0T7o|?T`sx5?7Fh!`upwRo(XnGV^1&m<#EsPXc+haT`L807} znFn)tLU_sQ%C>p{XrVwYiJhi$KAVMU0j1im#z=ZbzMQi0M387l(XPowkNw0{X_ecY zowq1htLq-#c0K)?Hk|ER$7ELE!ioRbQjNgayey22Ij!_^;w+S7=C=Of%zp%lI&zjF z@#4%V_^!zQSWFHf7vMh}V;Ha7!@jzsUegq5|1+?4td^8gVAfnsp4i-m+1-^f&!C^j z$a}@O@tWwy2JNt8jS+?t-Nv&-_QlP9Gq8Gy+WEka2Y43&z0nj`!TGM{s*+%h`+&M{ z&2peel1;aQ%z!g{O7nH?rkn0ryULVDB?<3c7{5<8$uX6!>7d96kC|9huATKx4wF{h z0yd5_A&=P23-fnMj!!$7AwL1dHgK(xkziKEp)*LMBHsCak}(^tyrf(AlWLXZ%G*fh zn_P4*4xt<)`8NIfk=w3&7jerph)LB$>+z`bdH>)$yh_j=DL2P>p1Ckks8l=IOu|_9 zD6dwa4g_Ev!=HotgbOO?`*A(?$noZtOX(=wX71p%@{@a@{+xOkt!;FKLmKz8HKf8} zN(Za1M>lL?R1hoM0;_cPVzw-?-I{o)giR5d*9V3$0 zi3R-Z$03z#>Ibnbl-?GfFTP?}0^=5<915KBgH6?8$8iD(_kQ0v@f9owL&L*??w$H6 zHr9QV^3iiu)kYv3RgCPFLK*QgGsmIo?D4$sbD`vE5b*((8wbvWz`9P_J@wolz>ec$ zIA0-^V)S_()U;o$-=n0dDw6SQZqU>Fr={Jmri^hstZa!f5D9Dv_?~J7>fbw(X}{`s zR#0WFhQGZ@=Mg1x7(LJhqJFjd-VS`*DT|s4l`l27zUMA!-mhcu=T|8^cBIJa1jHMb z)NVO&$Gpr`1hYW3K!@6^G8)eJ(4(DtubtM^@TmrIn|;SG`3ZvNHC?H$hbj@;4#|iT zG1DoHLY}ndP=%+y`3#ztrro|o#Vt@Kf>>qErfFL0$qCEom?dt1MDuV+uA!+p0`;FJ zdvpNUgAQ77RG~}X#uGzN&Pma}reJ5s<|SzD{(0b-UiipF9szJlvfi$bp6M&Gqlc;% zhZihqkbf8k7#};aQhV$_1ZNp)956!C1pyowp1@*cVz!x-TC6y72TfY%?*qudhP1u1>qj z8}Be&$sV%plQ{<#MYBzy#;fA-r%b9ieW%v`Cl!$n0G%up_m}=6^g(~ZK6yHTLUmw~#*LH`N(rgzB2(Fw8kdut?A$2X^ ziao$PVd-A3AfIZ_tsm)I{Un`MWqDayLB|hhHn$}oV z)l5m)&Pb>=-83oi!h_wS8_yN}Ln9}9rtu4NaWQr(I(yp{#~wYE=NLdM3YHR~BTEte zW<7C->vV|q7GzvJS9RlAJhmwua+->%dZiRBMH|9c4g(2D)Bul8Bt``sgUJh8!Ps3~ z4sueWE2^IBRi7>_-~RdnUNy)-H;@w$p z36wV3{Ra9@fw1#)UVSfxn98oC3;8~|uyOu; zhDu3S!aaGFRK1_m?NrUtN(rg4?|XMQ#_W`Di#msebUL%$2??$~dUosH_m$gE1F1P? zvM@yJ!!803@WxieYHJm*lB$B`PYz_Xj)RlCd>l$9rrOd$9&IjekoPD*PE=^m$#(6I z!hqYaw85q7VagF7cfPA0x(X{Cip>Yi8g6oKBLVYv##&6MrUkljTovz5B=8hVmtE{ z;&bi_2xuaq?cn^xW|1GR=}=cFzjj0DQveXA?{#diP%*rG zr8Y4^8)GFhmA%Nr){SCNZKxU8e4)k&HtN6Ef07gUw!(I0x2#oj)3P_qy=+A!4BE5x z?3-W%2|m{##kpxoFW#AQXF5do33UrvPdu5iXtZkqlBhWk0Ndt|=ZH?8Xr#B@?BBrq zMHTqS)`*UhpJL#fg>OyUWb*{~LjES#`@)C!)1*~YDZXL%CfK9Zq{)^ksdcAIZ3ApQscN}zjazZGgWIpPG=$e0k{5ongDC4ew6tltxpKp=`1$;`;Eq^xo;(m2s`L2s zPP|t$E}qTw`r(KT)|}0G-zxPwSLWlF3;1E*GiTo-K5d!t!Y7A44%gyf4VZ#)(M1sa z#F{J)aijxo_IwGv8{o~2=K&n-ITo-{5l}KKfTNp5@dQc#f>(XkzIz2g(BC{jIV&L} zWAUm34UC^zZvgLXl))q&tbILv90cE8N0r}K_i&rWGQ7N@?pBcRh5>`9v7y55>t|0z zM~_e&VZRCos2(-3o-)68e|K!b&#!~Y{U+b)yU?hC{ROiRtpX7(0s_n?`8j3t!ldAk z7w7ysUmbI@j%xPom>+TSk_3d#T6%0Y( zqd}NRvZQWnxO?!unD8#wh0`kX`pJ)+^TDX0W-exW&7xd6ij}VP9Q7R7it1g+BRqWq z$uH*4B{}DK;9l|bBV{_!)gb7CAKsbq=sm`$+Wnn1HjhKsbC&mN$lcuMRulZRaTytY%BVr;g{h9eO&>7pHvPGiC zHkL*-!AH(ynr*X|RC92!`8xpRWe|a=lC9;17@&by3x}!rTQDA+%c-O4MBW83%fz(U zA(o3sG`k%ma6O`dxv0se>Jn9L#@=W`;Ci)lYOS7B=6SoK?Y`rU?fI_nP9g*`obH9# zq4k&o&moNTZoO>AK*doP9u`xWppafV+t0cj%7Je@Dj2;vf9}BRy1+0hSu%QyzDWbs zRZ$_0NBFiU_A{ArFJobet#QvJL^S+@&+2@e(BN~EZ|jS2#ZEwS)o#|zj1LLJs!65i zPrEuLP4n*GwFzO*IkoGFP_!~;MT74~EPELWL!TQx`;QACwl>LDit-~qfJO<$ZFfHX z-a`101uCzC72mjyKSa?@zo!A!G?0Tbj%m8ahabSzhgH~@^UFUhFOHO= zg#i_06%gljv2 zFk+qz4^ORitHu=;fU&;Twz|4{=Irb&yTx;JVPVCxZJms8hP;{S_Db@uA5Vp#1hMOs zW@~6TFAxt~DROWFX=Xs3V3>GwiDRxumAJq_`XDjt=f{m{Z_@kS1#=ez$8zd^ZxmM4 z`nW>C^_rEsi}_lQu14O^lt!kDO!xNZH0kY{*_wG~RKdpQ>^|f0^vck?+#aQW5Ju z084VADwu-AAHprDhHOLRL+CJA-cYl1P?QCA&hYAcIAnKy9lV9H_Maap#nO5ZA4aFx zu9~iEA;sOJdHlePW;IOyLz#64x%f$E1qEVgHEu*VgT8|MJJ?Iink>^o!V@j6h}@{q zE_H>E%b54egU!Mf?FECJ-1?Wr<=kgIj*}^=&M!{4@1*;~NnbKYDg|UG$U1m&&Hv zT$Z?OH@X>{qwLfkKBTmHsu)P+UbbgZ3<}bjAqUEV?5ea}mb~DQ1MVpbR8~=S^89>> z=(8a!U-`Ak+Uf0;pA}0BBO|HlD2v1TO?LD16+8p^^#k)KENvuYw`OWd>0wX8BmAtO zpf6Ww;cmA`G0b*t(LOlz%iy*-Q^~Kk<*}>Q#Zug_Dj&o#y(+8yY2P#@_pRj4-Xk{b z_wW5OVM>u3JBk=<4s3yiuQZjVk#a|nbsh*}+k*=pO1xvU9llX0Vpznc6R-O4=G!Ad zNh6b^LAB$(#j^y8Lsezvej-e!JY;5vKTx)A*Z@~sD%a)53w=34K=gv3D3`eyoP`(Q zlFkTT(@5qD7gur5D(GUx<(!?JU+&d?zvi=!^bgcWoEu`X9*3Rax!n{cP@&fI?no>V zNWog6i+wo>0g5u>E2b@9Bo6kc!~>$vK49-@8!QexpLbg4O+#Z1wVHw=$+c5?8HzLO zozeV6`x$wqyQ6QG%TsvGUQXX8rX&<{+aqdwlq6rON!;?i{jH73i*a@+f1_95Q|`L@ ztB19;WwnmWgzyiKw$+hS4i&${{tK70t@nYE5!9K%z(cdwnT+NvRRS%f~$ zqg-?dLwpIHPlidDziBbVlPR}G&7Edw@t`+!EoOG$-g@2eIGgbT2`1Ks?lEgDxAfLQ zS;(+Dar&ub^Jg_Dp8FpnIS)o7Dm0_!mi!0n@<#!Gcgf1n~|rI#W+zsa7hsIiT9vu8&?`SdVgV3D-3r+p075189c)AivZY zgKzPpkdYKsNN?IA-lOtF*c&nx?RqvB0$fTLF({R-k&&XQB|q_=0eQ`?sOvoSD)MeF zU0+LoSJIdZkMu=d=}58Pq&Ll$Ok^FrKG1qwl8kzUrT%(IhPa(w9IktvsjJcK)pGyime*2OgCv z*dVLq8wG)mqQGU#0&)vXJCej9^dP98;_913>{D&+?K4^&X4yVhmPOv&7HvX;-@tUX zK;YBM+^2vH%q(JbZF|)fOrGe6$g@NyjU1vSAl!i_L_B~HL**Es)?YIu_9;})s6N;l zdXul#Hgg^_pPM@p0~Ke`*e@GdZ_w>|{<2CMqg`R7oC@}X83n2*wJoa%qj}5Qa=!`b z8!)u^cmFPZdFN-$=cMN3%cuCP`@SyicujUE`)fK3O?0ugK03s*dX=Xx2wXv$`>&6E zsjJBS20FhLZ*sogy6Ew)Gq2T0Np>sBR1HkL$OX=6iBebXHFJFP-%T{0JFs_ln0VjaxSq%t1T`YX#q2R; zj-P{nLnxcYkW;F>v2j8`xxs16xeue6ft~stC6r#-TWbvV3f*r#ys()*BKZ66!RVx- z-Mxn*%Pg;z(p*lXuG|e=UyGwN?$7<{#sj&xD9Dj|w1g-5VHB~Op6wYEUH&>QE<-3_ zWZrdGf5eIzpFuSFYQPXxtNUcQcog|fI{Nmz( zjxQXp+;W!(3WWwWLZC}*phq{F1^cW+r3r7}Y)`R%V^+Lw&dVev&CIsMKw6{4!OzYW z`j@FKry~tN&PADSqmkvoc^NIVaPNh2;0e?SQ;dT~E=1;C z;2iNiaT9&e za9|OPW^jpO7gsH8;h(@?Gp@diVZjr#AU$FE=p5UqIsIuQR8er~ZoB6@U3N*3G#4Ds zRS*dcEG}Zwh0Z(hB}teLf4tVFzu?F-8pU z&B+kF#s|(W1;Uo7aPC^kexZfyY;B1)xXyZo9hQhYy`YOorT@G2&bX4$2*b`sCP+#d zH2L-RoCU}V*JL({>Nl4zW_~oZF~1P6PeZqDH&e`3vOaiS0VCBgVxXiEq^@aJkX{n2 z(z9_76?}M5EPQmxD^3`l5M<~a%GQ^>hFcs)CfaxGroBLLg6URIh%A*-1f%=GN}v@1 zZfUQ&QX8)SB%{kx8^+S*mhVn1lS5mv6|f0B81^QU9!7A#k?M(&3K^q zQY#pZDo5X2!iW!iRPfn65zwgH5!Gy;*>4un{~*Rr1pa)jQ(aDH+5 z50>cUy~XsNuI~u-HzS;>&~#~7(6PNBU6WK}x;=n{+pdMHT|qMEA-LGq>jb%KH_7*0 zC(bw#0Ed<$WY}5lZtF&yn3Pk0=hk_vgw(28C26#20)siq$Yyi>VOt`WF$BF(fLk-n z=PTr*1$#h^Of>s^{*3q5Z?^bUrGBA71U4Ia5%=xYae9LJ8&A^9mX$bhAO;@~rU?{f z!4H|=oTe=6B|CS{$J&}#CFj<GzxpmoiXPS07q5470QVmuMta z)qei-{^7@~mk$_ytMK##V)b$$(ioi9o_CK>W-`-zxP0Lsxt_Ss5L|ff)CN!O zo}Ih%jd?ypPf_&Q$fRaSK!ynV`}Fi7z2xd6```%utjVFkrJ=ELV#RTwNZ5|2I3|H5 zl1vw}Pdz{SUoI64ZKz+F-kmdDZ=erw$unb@%rm48eE*7c0b6mX-)o9GlZE~1`n1>$ zBYd=UR6EDy!8KgX;IF10ydM=j(c>ZW;kkZ6{@2P(*$em+mIaM7gm%H~dHiami5Gio z@BXwf`co;`=dyUCkVtn%0C~mYi=i2KZZ_F8p7uRxvelCFPXRU==(&&_8)_(sWx=0; za0Q`Zi>lXTLvDp3*E<3}kk2<5R((5h8$OVg5Hc?Lv0MG7@Wcwkzh`ci@-B$e%d_-brdVaAEm8_+9g!3s* zT;i%8JSNaT(ne!OmOp}HNyeahbHOc(ykx9oU{MEwn*<2ywCG#v1 zjF={{H-B)S5uKLXkyP%c3k8j$-OR19@ZCSUqqhgVnxkuu3cEwiFMm#ANDNfE=2lvw ztrJ$xW%gVnN2oY@VF1mvUT2TxPe(80&35Zs&2~@hi4WjzZ2pq^yK4me#HiyuhA6g2 zT7oy~r6qD3EiA`zPYB3qP`R)6hMKPk0dUFDom&3AJL)jRgz_E-?DScHU7mO7|8pT{ zx4Jx$gh7om-8)^ko2v@d{^pdnrGZDF8OiMC@%|@t7Pj`wx9{B9&qkRly{--q?x;sK zwxHVer+TN0I+K{t17WIqy%E@jv~yO$=-hFG10Dg9qn5zua3~fVmW0JzzDsuqDdt`O-EsN13?Nn;j*>rCaUWTJb_(56s%H>5v_PHLWE zG42-eRW!H#WfH{FdGfYPtE@x1BvDBI@v3}Uc>(9$4L+A$yQ(u(Zkv$|Neeo<1k$lh zPrWjm4cH!;d{RxsEuPqttaUMiGtRWx07Dq+!!91(OP7hY=q*{WKhVz!9mb|-R58M1 zOm|Rve;hCJP6G}Y&v#&aq)_rFxMkIs*>kOhCq_bC`-h<_?36d%_^x;KCLTq-NFMTq z)AM|&b>E8lG?OTLKF6eyDqUmeu10F=7o^Z)mEB?yCr7UR8@!V^@9s{08SjQozW2>V z+D9e_E8{~YQ?auo7FVBWvxoz_+zlWzQn~v!G^t=}6QEBo-yI;4b7T^C34FQUs*tlg zmG&|wd|Ii;AtXP>&PSD9V+MKUr$-&Jr*PhJatyyr{G%tdH5?t^&`{!Q8YShm0ro*f z4-ynk3DQe0%p)C6ly$j$Soer@hvNLRL&fO9;WnRfs`N*5nwmeR;h(!L+S7xNq3#-F z9eQuW{P*jB1l$hiQV`Nv=jaYOFBH6VTMts_afq6*kM7D#)ztmz2t`=$-P<+Tp5~|T zh{o{)$QOah$ym%wdv*S7*Md4+&imQ6>S2=zarz2tqX{L#{)`dXj&QcV%s;0k?2oU4 zOv*=_`Ac%l%8u)*<3OF+5)uljs>N~})k}}!D5)mO>wkb5LJ}X0T++bOQ@NaclPnWa zzW=co9r*#!z{6k~aH_X19w=hVY=!LNsWl|ox1jZKcq)Q@k;SxIBu~*pzx_~mjC6o4 zGU?{Q{&kyhO|BZ(*`e;UR2A5TaDlGtmoG2=IV|U+KC16E`Ub+iut<2{+O(1ShCdE9 z^wyX*(W*smcxx<;>Sv1VSFOn%LgPejskua_4viLQe!GYaSuk z@{qIT!*!_3ZhWMBY293C9A};J&$M^T>1GTO zZ#Xw$>Vy~knl&#h{+dU z2=KF%W{mmn-rmY=Z*%J3UBpyS7WHitsbJ#S5Dd)on+~jO7nsNTD)p+XWggT$*wsW90| zmc^^=s>o@yfi+*Lt~CyiV6;LDU}Yv z#Q4%=&lAtxHu=N*P+T=gD9*BA&JiAp0=M*TQDs8lg}-3UrEgdljS^Mp6Or>wkoEYP zd=ttTf+lAWnjBS)xcnTNOPiAmj!d43YM-! zsTTEK;sd#?gALPjL3i@Ks*xY^^%8RVg2e0dzdQ3OQd1`Wwa4=+dHq=gnE6#lA#87z zT;3rQhvHELd3qA3&{Q(!5qC|d4X)##?1z81zX9YN#EBB0I$c2 zk6RyxCYaseuN(ak1jt8fpu9B=PITxwcPF30^V~V5y`rRvUH{$TxUsZyKx2MT^7kq( zng9I)LH#rY+(YS)Q(ZP1R}=y zc4ew}=gm-+_`tm4-*STT^6|6au~PY}8Syc#Jvq_jg~A$qLuiv4ufel4aLZ>Dq0aPw z{$Z%?otIa(Ll;s-o^yeF@A>gH@-oF!z7Kr(x7GP9NfjsVjX{ofdepD1j`4(Ujc-=b z`38AHrtCa=4c-o^`akjDrzMx*@G;ceIhrZCU?=&H~iG*FGmLKmj13b-Whihu%eb zI<&^}t?sxsqbnL3B!&QrP5buk8T_}f$jI+N<3O@-A)B@YY#Yxxoxl-{76;s0J4KSz z0ABQ{7ulUD$6%bk0z9WzCDJNo^$Fe4aO3q;oM5>nui;_Bg0K8$)<$k}^L>+(!~dHm z!)6S@XVd+LaSFo1-k=5N2kRTLU_i+c8Vv|kry;tLU>Hu3ws12=q5sp`m4{Qg?rjZw zH_@a)h=zqI4TeOfGPMZX5M{{Lmav2}q`?rS$Rzl$9Zw zSBrB$tNnfF+Shf?_kHKOzIE+C*3P@$;d!6u_xy(Yci(XPbxmo=#^Y2PF@=!Mu zy;6V(5Bhy^lur=|>TO5HwQwEKz8Y(bhRxE9Bl@~b(pyA5J~3l;H~3Vx+swt(P4Y>S z=ZL>`b5%)@EvbM)4j0|-w9#2+mi2Zjltj;Fo`kp%iasEtjv-={sM;$`&*E1W0X3B9 zhRXUL*(9M|5nh)}(vDnBMjq3q{k@vj_z#%7*XIo}9e3bRe}2{$j%$(;gRIV7U|O*GnTYnvdkoeNG2 zkTYK-;De5jyC)#3c$WhAgjuKzg<`q~+H~w4prfeH(hHWC8*+}Ug1_HRdo#1~a#1Pm z)?j+-a?@$S=!%clxKLasd8A{<($M}dB`a%^-vQI+RZOWFo}|6|+trzBwb^(gw~pF- z#Iv&lH?(#2^u(xUw9XaXHyWNm`7`63C_zw=ihcj%SJC@vfD5KL>(KU13!w2Z=T5F;qui31Lk70h`Ba2L#s5+x_b+J1v!n*Bbv^@PJw9ffKY>PjF z)462%HI2PdnM|cKbeM#qkHY2OW(7}wYkSxn^{~jT;6ZcN+8jlv*&EGsmym-#(mVk)t)JbeCK^#FTi zPU0;nk~@9-a*A)+x7?ORkH? zxKEAPc0wJ7;bLfDKs20%7-3+Gr_Pj_xoQBp1>6ZV-lZU0x?|Gq@xXu+^^IdnwArvP z0Rf;frS#QF04?BPIv;MdykBR(EVS=Tq1D;q#0+K((O7bR2tEK2PccELr3Y@Ef~%P@ zwEZQ#bqse!zq_2Gkxj?&BeUa7uo=H2MIlq@AqS>BTjv=T4lH zP`#6tm38-ZKdpCNb7oeH6&Y?N^(WARigwjBD688Ye4+AfcuPoFm}`?y3}o`8q@@9$ z^o(XJL(`9v2KKe_p{=M_fI)UVuU|8|d!k443G3^0!Vq7%t-#HY5a_6d7AbrK_w-aT zv_kS-rz~&Q*@xHI-7KOVpHc0R=iMq5rnY(WW~i1+DzVx8^HQpNm-zBaSlqXwKkfaJ z+itx0k}PonQ!Sq^D#60Hcx*=vWF3Z-C#*DJvL>i$WqyFWPEQ&e8`JLW2ik{mrdNBg zHAe@$aaoK@Xz-^CE+avnyog}j-4GNHc68PvR`d(d;fhfKO!3V; z36geXeN0ZANPr-wh)ejNKkm7cu%!pO^Y6$K}l%&vnG3&Cmdfp{C`&oLrYqr6cC%tdg&5vl#mEzj5qXlI^8u8qj0Gr%{IX;o-U zV?Hzj632I@G1dvH48dK9ILN2|?}xRmKZ&*7dEJjHgrlW`2K~L;zB|ADwvC#em1Twr zMBqjL46;VqoYS56&4|=JB2p?QSp;`ZGP15*SqKzTL_`F`)5L7?^ExI^Re-$ zX;aUiH|!sJeO1ZeZCims`>}f1lyN9rQ|Zv4Ni!d&S4#$$;t9LYhW(v zNjf6uH3>CF?>a^ne_(0CmyT|rGqI%;sW+qvzT~+WWZYu9mt!iHf(eD51o7NYU}SN| zFUlMShaq~X?*pbodJ=iXptZ*zn(IzHYC2||u}6StU;BsdaB>>aUL9UTiK=5V>uyty zn3^usC`0V&)wnaa1Y+(zg_GXO_u1PXqj7DT;|spRTVF-A5XT0-o(7G#`%vO@h@1rW zmnA0$xv#)eYYOPfkynI|`W0?4OuqUr=7xFXE6=K%Tu2D{x@8UVF}WYjZ8S>-p27AF zr|!qcaz5j(A+VKuhE{(M)1(Q4SXAQ_gJ@(59Q4)Lt*_rtvax6O=eaDkFoIVT$l;*J zj{Da{?GR(wFp8wSJR`)CIFg%8#SzixxsbG0y)i6gT4p=BX6~B*2N zv!-<*Yll_APiCwYyM$2Uha7~?cC&{+0TBs|pJ$C& z57qd8L9jBIQBU}7hCf5nIhrl}PhSkOwx!R)=IK{Xe}3y7s&fr;ik)tie8@lQ!3^bs zC+)|U75&2Q*12l&F@L_`Uu+ldqWmCk`76<k;ywV+c=Nz2VOrQ0!>J{zJ1IPM4s%=XQfTic)W zORr*R(G@a7w}^7c##H}k<;X!gk(d4a`LjiSRGq!Gd!0P=`ocj{$G}^GMCshmtJj9t znD(n0mMj_bR+esbkQ2fjt#%hyTlY$_ujr$|pD*_6YCeZMD1+$IiN2_|Yw!34F)DmD zt+p%7XWS7@-1+YQFIl&q>u{&ACLT)rGUOFl05@cLUOapDao?-x_EaAa7E}Mtq$m3? zKF_xc{WUO8V$_sqFN*?wo$c=~1@wE5Eg`Q%a}js3ZF;;rKw+ss(B|0J=KZg0SOuL! z7bee~=$x9G>N%Yf>sypG+}*@^`>yhu7?oJy(LHe=upIWr^rq_V>;H|lWwb$*Ornj; z=DDspq_5u$H7h4hZIr^Uf>-F&kO%X74@FAN%-DDfRoBpPMc3X-Q*PAmu#xFU&@0yc zd)@J*9`4IDisZh(_lbYLy!poukxh|8B>);mEue|m%hiq=(xI*_Nxd+~nWUXIF)>Lj zDN%;Mo(_jVy1`CPmTL)wJ-UVqc%jTY|6o4Wf>8M-#908{*Z`aV*X*meO1Ga8X zjAX2;Pr%EWaaIbDb^~x78gH)M9*}>r^tcN9a}GVp(zTS)wIRQu%fNprTNZO?orn*3?6a#y zE*{SB_ALgk=xDzZcPdO|?&())n^|CT@w5P$kGzY$zbs%+3^pcc-2&%Uc5ijqb`=%t zaB+QOI9|1VMT;((A35UKkf3Ezc=kc4h)OziOE_aGYRy1`whaoYG=+U_ee^{*Y-h-l znWT~bvY8_KoO#?GNlAvpTRa{P+!W5o=c#17zHbBR?0_$I z7S&HZy+&vXk3m@U6Oh09WnrPC&kt1_e(>cazIbXL`a(77ytc)5#)rrz&KiawVtFWL2BCp zok)U;XYEQ^mJpPOxH|De#i*cF0x|P7iwBw9AI7=h<*s~i{QQTtpm{N*=eoT+=sD1o zX4FnL0OScCQyiHOk3o>!?G}TZ1>}(n_Fu2wB+IK2>pPQ{Rq*$vViFSD6%~(xRI{+l zmpyplB`>Jq;H%=l!R~S!)mTFkbRZr@{Dt~KGBQVcXdrg|kmy(f78z|iy77`>hi~Ua z%hSw8CW#W#6dOEkC-d9KM=Dq7(Y-#uU3KaHx?RVu`pf=y{+l8A?wJr$CB7z*h{sTE z03O*lp*81J23)6?gIt{erQr z0^r(eSd}=g>l8zgfzqI($#m6d9@NiQ?R7L9vlHd-YN)e1d}7ccD4ufU@NWqA4DE^n&@@VeG(NFCFI-=iNV!O zjt!I)D}3%RwndB_4A5t9a+C`O2V2Q*Ad$(xB&Mgo*d5$={##3ywUAX;ilJyP=;L;S zX*3utd*|-5PVYfROR#mZ*M^ILk7voc zbnNSetF=4NwcEwH_3^W**tu!Zt&);8x9w2qBKyU|>Xqs&hme*gyfXDDN7nidp87U} zb9I(eS$Pv*oncoF4>ksW^ zSWSNn&A~5RJk*PrR_*8nmYX0w7&?wkZCPnyD9!CPHZkF&RwYrxdBdtrXcx=7T?s{H z5M`^XY8NKtY{h8!g5#jX1RA`6sR|72c@26)zN<|oVBQw9V3=Gq`2|r@GiTF0hxHbN zSLJc%^*_Q8Z%T)^!NQ+1J&T{6Xi%B#*h+27ca0^$WHyMOa>k!5SkY9}X`k~0t#F3p zOLARxO#{hbd0sIqA}T7%R9(%_A6VYf)O3Xr<|abe4nNk%YtWMbN;fgfU@#}d!>O;8 zzXsRZ=OD`goQG&rdk_|oF-$7MMa_F8jv@(AH3A9dD4e}dH@9c~1ZT9vWl}P94OtWZ zcMm+leOjOY5HY@UKj`QK%ZshDF0@>PDH-795hHmGCETeP6)R&|PDCB5p9}par!UzK zVrocD6?eL!#faYX|E z3SptVx7#+rEXyhliAvFjIf$Y^^z{u?3As8?sdEzy4x1U*ROYF#A)?NuFAbJU3(W)# z-{8qtU2o-f8NmTzQx58SvhEF%3_ZhGnsXK1Aq?>Q_6$dpZh?)sCkPVKQQgPPYfWVz zEBEy&C0>Mi{~%0zBc@BPQ?rz`O_|lp$X$_?lXi9=q2yjjph|ojl}znrVk6A_b?q$CyW#IXnzHC*_~6?y6| zBk;VJ8b8WMlANok0AzJqCMt%!$uQqF4q_iVY5%xZ!h!P~aDWBgmimXM_ebzE{4f|h zD|ZV*iNV--cy?fW_GTZOWm72LlFrE4(a7?JdJ2aw%dDO3a1WdPsy3HXxSYf=JpQ*= zj?7o*2TOZK#RrJC(|)S;Ms@;bfk?ts84FJuf^RUJkc%1 zuoFIQCFh~L2a&4G<|OUH*%=mMDJjX_t*s4-Izo(2cu!-nuDW!Wvgy7bSv`50p8{&a zCG_aaH!39s1O!}Y`Rc7KxX&$aXUWLHIyksV?A^Q?5O6Ao!Axwi@hfGXMY{ony*}0{ zbn|xQoq8Q}dx+~@`1g^@i9WeOiYW=rVC z{kbG&1=;cD&TBPxZ~E$@7*LGCC|YCXrn{H&^OsSLF%TL>+&98=kMs!11%gPG+vNm{ z3vRA%V2B^Qc>bJ3rD8v5mogQ8H@76&as&fXx1J@yzxZ_D{Z#|}Cx-Wz6Q{e&tVuEs zy2`|#9v^HsMQSr(TOlTjm|+7eBl>^kEG0e&_={SQd*5ThL9-%#x9d!?+uQR;Uqq76wvnDl;Dw zD@NCtTb;Rz*2_0Ls=3Kw^+UWo*JS{Rb*Bjx2mY9 zOihOQ^}UYm-coIJ^r*uj8GO*h0?n=}_(|!L0tT~%!)0t$F|NX;Il_Gfr3&N68Sw z=@51vhA5{;`{{f~5W-vlajIQT>)*=4SXspe-M;KhQjn~jMraXd+wo#833yhINiAz{~PzEg+#t3@P29bR*rNposL)Al)t9AkrW;#8AUXGYly) zGSu0lzu*7dweDJX-L=knmkLwwyWjon{lw?{j6tszq;6fOxDJ6pZo#BqDMKKa+#rw( zhF33xXQpG*x51CghO$zxz)x@-iZ}RzAJ^VVYdJz7RDp!Q=fanEOdt?i2<+7hRkyF} zDEIjLW0SZYgDq4=1zq>!wDQlNiAacE(A&OTmHM5H9hQ+4!;x8A!K zuZf29UR;!*XMdn%f1hlW_Oo9v*VCgt{HfB2c>h!3COQ5lZ&4&KS^sFhiYrdlRRiU` zCPMsoME{rnap)R`H|C_4Fimte=bS3``uV`qh0Bgnm79APYtXHuQtltTE0JG1H%b-f z_?oR}I^#B07jipAX60pG1qtc(qpc!+s$qCtgcr?v^`D~l+V_nv`&$M?Lkn`stqt0D49 zRwg%NEwVh-58fMjfp`Opf(kQRG-Sy>-m4Qz(Rm+YyvqgaV4ArNfrw3IANdghW9TQ- zhgx|xDk#&yG+_1O%CvefmfoMq;9p7-+bP04W$}UoBBz!f$I9^eADg=gAxiaZTJ&}F z`_VkQLRTVxMyPUNT2aJ$j^f79q;r4gIO6RoEz{^9$0E#5ZMC}0cQF+-gBfAuvziLr z#l9+EvA3TVAH6$2J@5qG?UsVB%nY{)^*&}`BBI}v+c<8J4@+;7MaYc^K7#3KS58t5 z+5}h}8L8C%otMm47a)-CC#2+=&h!{(m@NGv#hI_S;Q3zeWu+Q2mS&@#3iSF4zunLMZQ5i`LBugPQYce!EnB-_t zjc=o<3-2GIa}qiIlQ&jTPUk+jCwIS#9E7X-J{9(<+CfXnwUUOf3I1Nj|{oEKL($TQDw`2i7R&ewW*En$~E#MrQ|Gmu33IEnYGcdiGLP*Gatzrq%Gag;8ETqZT-=BhMHP- z-sTQ@&)3%hsT%ZD>8tyeQDfoqh+><)dvH$e!=I?_uNh_C(taO}96G-ZROD>LR%yCq zxSXC$;U^jM?E+4byw!D*k{KmS^%e3q8hod=Dgn)KqVT%QTMx*CI;2l#GRCjyy(&~m z3h{nIx-le-o^2DEzwv>zFN}|E`iVt-NKe@ToO8{wJR~xHjt@KP z!Nv3SSFzPG&YgUT?s6aFt>MAZ>f(!b<@47V+)i?;U1bEt5VKrQ3a8Dr$F=3>tKn%q z6J~}n<{xmcMm)l+G)dW7vEu{Cr%et!c3i!U zp`G*#FFU$&_>i)Knw`yDs)%eZ$(w<3G(=sFSN`2E%g>(p*i11TCz}p=HqCC{_YoZ} z+Zd8IPzo}P%1_P4T^ESnYYSd=vuL(RDk5;W=IzxKQH zsvhcZt&;X-(z}@@j5kRXp9#y-7jsn!Rd)O)$}ut0(em|`@YVNBm|_hc`ez*o=W2Fx zP%Khg%T{R@YH)V-#EHA=(2R1rqI$K|go{V(9wXrf}>FXcFrZIX;$ZS91rgr>*%izOfEG%pC zI?APCL&odeJD+)5tzzuwOd4ID^ony?KB@^R1Gdr_sXtSi?(uLW|IDGo8XWsexUI5L zhjKceKGSwr-0<{YaPSMzD@^W*H;^#jy`qxj`M8oZ{E0BMm(SPAa+-@gvB>8quf5_I zMEGc9a}h&NSv!_d#XtqTi(#3=uB-ZTJYFC(W@-7N-HYhvjIm$xlFyefmgdGRnU)sp zPtei7h$v2WB!m2U?QPqRk3~Y#PaJc){O2bI8sHy7!_S}={vjZ5TTn?NF%kyrB^aks>r#h0vrM#jryqM&NPG+NkwGpfQU)vYm3PiK$KwE~THk}ZMs3O8PF5eL9}NGodp(RZ zgW(7E-0Z6Ke`NEj!4)DnKWM}2`zGSfYIe@-U>=qB?p$boFld<6-*8Ybnn0}>-3 z*q1dP{X|9i_V5bVlk3y0nD-CncRGi1*m}ZpnLqI@Lrq!fq=4aNhnfnP%vCF zFMi8%x%)v-UGH84Rp^%`IQnDU}o}DQmPPlq0ycjTM;bFF3#|*HQ_*ie&%m9C5D0)gJ&)M8as~oRIZ}DyXO6#2R+lV%{g5gOv7_=O1n65a=Ms4C>7m8hJ+dUe#n^= zV#dW9ELB?ic;j0j`j;2VhjYXzIXs#gq>;ydEnd!KJhSoedJ}DP$Br<_LlCO%mGCfU z)*$V?2`@aeS8H-&T%jYkQ4%uL`N&9_+i}L%B3qA(xUnas3%EsOv`xMyA}+_p zvr=x#+ZYaR?H{^=i1?QCG3p?<1+N|8++j@)^Sy{p+GsDYt_k0K2manZgFy@ zOp9=>Stl8^1Zrb4qbv?($giQPrv!%6BoKu;d@ROt-^MkRImpSFskzyF74r+vZvLI{ z2uFpXf%e|0YX>`bRA_c}SXp8tzgZ;g-8@s3rLe>M{tf;+Ad8N~b29uskg;bC5^U)> z*bIJ~jIJcI`?I3R1$UT(+FF?~!Xtmln?9erxaG|S&xpid?|xu2n`r(wbe2g=fytIJ z*3J8TaLlf;*p3w{t`u#roMFTCKd9c}kl^_EZ;~PR91WM#E*`CBF2fST*kW~{p)pFC zPQf8Wxir1COUVM88cFdaonlXBl_P=M|srXyI{e38ANbr*X zevN(HdgDLu(fUHDDgGYDOvH`<`86VY9RsQ}u+xro-R3?{Ra&Twx=2yGXXPlSQmdq@ zsi`FjI$I{$EDxq~G$gBlYTVCh-kh*jx*gt&iMI!Ci)_vHjmT%E_hB@7|YkIG6H53ClF1n0`S%-DpWRWve>=dG&rVNNNT|VE;eSgbNJOT-`x1%w*$FQ3xqG<> zZj)-)BmK4X($dn}R8`^i>(`YZJOb~Y3MK|#7$SDNpr~ln|BguBj~_4P6S(M0oNMgR zC1SK`3dw>NvyJZBWriQei*<6#%eg|Sgw*dbC_s0>#6>)M@OSi1prl#6c z2t}Ps>(yE4wTtJke|(9#orz*4l~s5ij%qb5lO`_J2$`rc>}n>VIVhe8z_A2*v#77@ zluha##rB(8RkKyvbcIoAmm3Ft`SQi-&s<W>3a97y&6PUAem6wP?eVaL11F8hfjSae4&!< z;;}tgQH#u}gJd{8jkoS#3x9m+vDJjz>t!ijO|olNdiys0w#c71@`*e!y?Q5@E1*jd zv4)Q?9|@lw@4~a_!k=@|PscyA&*<&z+Xrj;mE5+==8TsAl{>c1T7xOVQ7-8{hGjhT z!TzmpdfB;*8@8?5I}XORiq*A>B`=8|WOh%4Pnph!J1nuIRliMdG!9O^X|@VFVJz33 z37^`n8A!TVio}lbB6Tx4T8@?3<7C@D-5SB6eM=>RNiBvmBfrp2(RyYti0)Eg>PHYfk{ zvNR{>Q^U^V)rm5?RHO|f6O#pVsH&D$&!rf3O;%FpwNY4ARh59Vl=B}?Mk4p9Urk%h zM|(?g25SNL6o%Yal95hJI~9W>BV!r{#gw+SFC3SD&Z%>PdoZqYMSE+&osM_97-pmx z@52XItOQ%FnY_x$*|mVf^xFd%$`ADx_zdl8>x9cUAEfOLineGGyRHtU3;yn=TXGVt zvKYzXk^DO&XkbPr7*QWxyJ2rMQzDOra=TKs6|y7-y6H!tHW2s7UwX}6bx=&>?tqmu zU%f0xld9tLoq&TG$3YYo1sG8T54e?ryu8=;_GMp!gYRvc?X3>OvrPJ8H_BP>U&kbv zrC5v;93&=+jGkiFb4wV8(D&SkS(b*-3j6$NEpVN+w_K1c{5lYU-@mc?na+!uIpd8e zWD(A$Q!NcYn6_(i+2^)EK-sj)UxkaF)_%H8Rd9N8B+Dhk{d{jo96uLGC{f0Qjv!`iFnO+Wp0y!7_ykg0&&Du2|O1d=Y+1BWw zy>ZE;teR=zB6w-)a4D&W_5n}i6Guy4c0wZZn@^{5uq7;`*wQU+@!_TG7}u6UsiX)w5Pm} zMJft=><#tCu&Al1WWK*}Wo^*+)KMnof}h^Wis)@USG{x*yg5?k4+0UvUYDglk~7vb zCoTRCpvAt!i*~ekBam1%uxs}5*itN*M>S-LUKQA?SZry_I52YQ#~Wmpogw6Fz|*$- zH0qbyHtmmp?qg6)`MOURP^_M5DD~pS`wy*e5;J?OU5*B7!upmh4}8~|b#e7+X=3TG z*NB7m_Yq$O_)d0H`MeJjB-GSMoi`{DZv!tmcaoo@ayNcmtZLE2xa{4t;Ue{Q<_YN; zK2A*~SCGVlc=gle;LR3vCO_H<+di7nT@B|ZQBSx3V_FH710CFG*%v=I8yW8qe=>0rs?4`ImSBU#3- z!OxTw6g=*~jkQ=wfmhP=+^7;lJuzHEB=@It^upi%hLUJBpf{^#f^q z+}by0fB`849E=IJS&ik0QxKBZu3>jbS_qFz@lswJwZL`6u(PO32hy;+Hxo7u(l??2zG?dZce6=Y?-f~#t144Ln3Ld0|0 zFu2lN3_rFQWwe;CM%~k>zvz$H@}==~(142^$<;4}jdolFKIf0BhK^GQ$&Q}4?}>A+ zzFTWd#%E9oGp}s1@Q3ex=IPtw?0T5#dv=7z&j)ij{d#|;da4uSWI0}>MN~6Vti!)C zQI_f5nv>9Ps-mP6Sx{J5_wxQnusZ7tlr=QEVkQ~aT^g?6xB>iY%--~m8r!N>WD9%j zAeqj_$Fag}?tyI#Cf6#8LaMwLWm~7)`NCaZKJ?hfcgCAl#}vts+Aew@x7i?$Z=+$Z zC~!#{!9;g0^xy~4sPwe7G>lN>;Nhw+dmQ)!ruA?9WM#ExKBugul~7K6D=5qq;%B|T zUcqjIqBx5$O5hg8@0U_4-z9?3sw{bZKw4Ju(X+MH$W-2M&Mqvz_B?o!E9MYj((P;`ji*w@ULxL5NqxRsT`eTNCebowy|z( zX_{gSX=?@Ng(NUMh+ZC4Tn{*_TXEo5`sQMTt!h_kVh27OZicFF5ASO}OED6JbTfcx zK*enu0=1a?@v)fQpwX=iY60R(1KShGMvYICd=fvy0p~&Ml{(K0;+~gbjz|%Z5Sado zzYV!t*eJbyn?^)eufb&uku6*0wli;9L)?5YWu*<`3rIhUeNOP%oHCG|sdD;e#La$W zKPtRMzlpeo%5G3tfD#O*`{Kiqa}dLr2Js0wR?=YGh7Ga1GxqwXsth1J#j z{u8Ob)oTTX*Q?yhRKi8HL24NhCOVrm^va4MdC|tMmb`B+!nUPJGB-s#<8{d46t(b& z`uXb$1RTsIk*n}R&rv?Kq_LcF+4<8Q9QG$SR^{XS2GQ`dhEzGO$z3+C-$z zA>k@L0xP4~j9|ltt1Vm2=lWChm~y#0UYvt)-M*#|u^_uD?R#ug=G8obbl;WFUG8@* z^gZ*lZ73F8-v1IT?(t`?Af7mNa6Vj?eOBe+{I%^JJ<2g$ zDmPiZ6n$E)&zH2fB1%@30Nos8Nn=PYLin9Koc9c)JKKKFa&@3@{*8@7=`b{CocIt2Ru`3 zicSCPgtxKP_(Y{?sQk&%6{k+}eZl#wsir@-&F5a`R@+PqymC$TJ}XGcK-}F4? zIO)|-({fs9j5LF|On>d+(9Bjd`9jK?4{W($R6?Hm#(rAh-LK-(slpj>+G z9z~^bkjhr$!jPh<*3wQuC2sZ{mFw3y*ck9u=Rh^h%exa}_NCpl0%T0GTnZtL`gY3r zeqKT!oj1CkvDki%x<|@18+nAc9}N zc-|t6k(=cH{q8N?t~=HHz9o2*eR)ECz2GJPo3@tnpcJy&U`%L=rAYK_Cul<;0;1xfM*USlkipjpQ2z(l;9Euk*m;-9xwJ$L|D_uV40W z6d}?q9?v1vR`l=5-*+v{?bhF#^Oh#wze8Bqe|rJuU%r5n21|e>4&*!qrKO6l&tM}d z!`-6<22MEqSS1Lw{_jzKA8hDY1drFtHbB^&45hzb#6}-rE!JCDg=^2+nNLgDLWVffB||SAVBj$ zjRvSr|FAJ%p|hED)Q1lrauSk;>$jWLl$C!plYDeXGqbX)zIgG1BD2S94p~@P$6xZ)AF)DcDNl|o)Xb9AGDujo6K+Qoos0E=mz=_>cz*6`EEo`3Im{=HZt zU9a_=ci$Gy@dLF)pLa0MaN3#=%s?T?R_euj+(?77nTPqN##>?GdP+*r+8>p|4biI&*vSLS4V7-(h(I867Omvv<$Kww?}N>eWdMOFFD)nC zFqGN+jb*PbLYA(paiT14)|(esr4|W#5WJ;dF=Ua#edJIQLU}9YPZZ5 zPzkYSK%YZk1qCu*s5MLA(?8#dDk6MT>?;KYtH=DcniTiW>_L%fckQuEsn-lC6KTO5 zB`P(x`3X*U#g?(-Y&(U*dJPWQSH-;kAuEXepEZ^w$#8a1g_H5gZpt7!L)C@j^jcoFK5*i2zM9{VQOeEmp0BLa#K6`Lt*0n60T^y2#|jp zm+vez)$bvu;-47Y{1_4dqE@sSlL<5JDTfp(1Y-Ej+jE{@%oc5{ zlqv$dd09*yGr^fsQQnig&Jb+2ZX6$`z!WA9KNrO71F~%su=~a#8gT1%XE-bow%r}tFL`wDH&QF z&ZLLwmue8+FzbP33w^+ufx#WlBU?(4+=I2mnx!wsT@>t2Fu5)$ceD4g?9O@VZ_OlY zq{7n_gsb$)^i*>Z%9d{DArawI?(u}>OnWanE>0GX$8DiEo5xG^3IVXA^4f0ghu13P zs%YrDXG1Y%UDPU!(FWH#IE}n0xI4*^g4x-R83|-o|yW8MDCIoj0b`E?v5`vAK1EL&rf+)-+nCOcDTX?2e?X zGU+2d*&9*Zm{sR1)6BX;org&A>{PdHwT(0FFR<1)K{aeL53$v}I!ij;i&DGC5No-= z)^2(60>p3qUwr6x07y*(K(}0lWCH)y^Eq510O^v8LK*-r+3%CF~0)Opi+YgRbt zwE1XL2&QarZ(rEg;IhFCn<_VvZ5IKk6*;OX3lI{(nPE(^=IaN^xjcXnD&%rAom6LQ zaA3wXu$Ax96$hU$3>|GvR{_`8(edaOIq@ir;m~PZOT_&-DJ-bV5vkYNjdEjtTcmA* zv??W8ZNGQY?_*b`4N!?oA2uo!QAT4zXJy1`p`SWFX)Po*l!RmAF)Pz_ORZ{s{yx8L z&b->7^{!9ox{Ig6hSWwvBVVbgeJq?3HsDK2Vq@9mtx*!e*PZZ~Vh%z| z^*rzSoJ+%!OU>3+TptK|4{uA=w{^SqFvdmox!_iutC^XZWkBA=h7>9FZf@Vg_e@{h z0(;yUhjL}2lZvYV7>nlmcL{{KiJzt(G&N!i}Fl@8wERz=#!& zt5;q@k(yDu$D7zv`cnQfXN_VRTUM}lDwa$>@B=2foMiW;4yY4;jZf|8U&X}5VS%#o zIq_HMN3`9{DSDi-83-$u!1)xjV~5iHf!~>;3LHIl@n}J(a>G{olZxTG*NPjAq@K+vKyfy zfYb~C3oCXC+5mYvAhfXL| zAzXn-s-r}&K^@KmV1GQGQpBq^tDDY8^k|(M26a>EF^y6Xpf7W{9>t*Y=^Vt*3$8&= zk>Y#m4#1-Vx7k2QL&-<<7V-v1<6Zm1&qQ>ib&e|spW@Z$knKwj5??vVFFQ5~m_~%M zH;UHjvael{cp&+oqa8BKzVv zGyqYrcil?)%HXH2=KxCvC9u_W^#ty0M4=G*t93N|5`;E&v40W;To>W<$u3hCARKAT zV2@6GP%hIpL~&?9GS`5E6?**hA$2$dsAfpw`sm|W%JAlgIcaIMgePW$%Yye~jUKph zbe0G^fBUV(j1HD-M^wY2o>+hpdjP3{*J<_j{ubH*u9P^J9!QP2BYK<$c8q3|CoU|% zrP=$aKrvOsV%pB`FOfyKDV8ZDe*hjD)kKf1UQVV;SFZIR% zS!VeA`wROkqG#@L`|OR|FKwnOVKuWJg$F2Cv}s>S!=~WL+#TN`Jy%pV5cLY}(9L+@ z-BfjS3dL^=ydnr+dWsySp${=5KRyaMogQ|89oFsoNFf1{Hf>iL+to(J1{PmZCB0jX zEvf+I3wau)`fEe!;xaY7W&;mT{w#!h0F*h;-hbD$X4-kuBu+wi7R*Rd>N$jE6~MH4 zB_(0gtC{bfJ(RED<>%q)-df?St)8&v0}1xn__zb5_kB={<*$o*dkb^tNWQI^UUH}_ zKize8eHw?Ja}*H_YgMr8kiX&rFer2f6H1%rpytSse1;Q-72e**IQv2xMB;&R$p zi_XeGGOyJ*E1TvwF(3<#G;B2&0@jAfic&xjNj+>`MWM{kPEI_IHm(Ek&(5a1idY-t z135S$zS2qIo!0ViQ3ysaC_x~<)nvk>3kwVP5waXTE4!GQmXl(rQAS0@fS|0R$f2=H zgNlNHM1|R)LXXX+)p*hHhf6n{mJ`eh%m!1g;f%m6OXh`e_*Y(1&spwz(9!)j_pKsHZEjrYx8W;?A z_yZ>Fsq!HN)NQ~Cf^ahKTeEfhZ*8k%V31lKd?i7fo$g+kYrn_AdOl_(w`=AUNRZZ! z?x0T2QAjSxSIMpB=c$ZBu>-v)4HgwI26S$oxbllzKm^EZyDcOqlB!526=p5?D_OwN zw8CEx=5a7-rUqC(nSmE4hVGm`pxv-e##w@NI$8cM1M`W}HUdN@7(;Rvm=TuzY2c&8 zY(OGAVnKDa zdPhfxcAbOC2y1hpda*LV=1>a&+bN#AeY<>zx(JAk3IrNYSjOP=g85|+okx`f*YYy8 z^{U-=4Ew(dsHo&Bj1dxt(G5b)?`neBA@JbeIx>>m?7FqD;d|k}$C;Qn8gNoJ?a@6q zz+UCU6$LR+7=qHSG4jjbbR%otjer0W9@Af&UFri_D^RCK)^T&%#z1F#H3EGJ9|a;A z3;~=}-2eL%pDr7jBDbwkaL%^vl~iAL7(t$_H~Idd|5EmwBp+i;D?DGaZZoTUChu#$nZeA6ChN zwgN7@0)xl0YGnX9PzQMNvH6Z*df3@f%Na{>$77fW9+O+OlH$1r+6dyH$=(N(`Bw=M zOqw~&6{PhMOv>tHt%O*|{3<3}oJPY)dyaGN_TH+b_ zteCQWBO!^AdmBCri>JS4 zen}vj@K68l|4VeVIe7T@$kGQ3d=tp_Bq+jL$louZ4ji97gkic&D|m&gwTod`exxR7 zP+%q1PrW)3ZfI0RVbt#Ctxe|R4K+%gceYIKFr4!qzwDU65ZE?s-SX10?m)zQWQs%#4W-rB*Auix(8FU~F$q%s zn9bK*a3H725RZbEh4l1Cgq8(BH9^Y)h(kF9&bZ^22#@9E<=v1OUn~b*DDF-A1YZnZ zQq|O);9;%;)$>1HF$Z+9fKT;;mK34rEDOc*#J~8)4>bV9EYRm(T-f^Nsl~~1BG^K& z8QZb<-lLj#N8?WzxehX`K|e}P*LyKPWd5ynsmKHdqy3{3sGANEyGevqDsm&?Gyl@Z z=O7W@``yQZC9H)xDL*e^ZM)dMv9`#XGT zS{0@k0vw2DQrQEZkgvg#@Z~3C!7$gzJ0D&I3HSgvsmmnv!wZ!AP6!wS?}=}B#3MYo zP*T<5>CqNFZ1DMR$gxigXx2(Cc&E%xc0C}_&W?qV(cH!Anv02ufMcER*CL6xvo%wW zeJ@0wZV?JVQ1OKh8#ixV+~gFDba% z37{Fs0=EQ?X3jynC1YP-5BuS|K9SC@SKqy|OXyw#Qmha#bT&wiq^Go0eqi@4!LuIg zWnEAhi$=-lxhoGN*5A3@C`BekGEnb)(`5a}C!up0fK|%-ZoPRbodLZLdZ!X_Z2G0E zKT0*&$Mj@KlKRJ03%_`?2>yMgShZOn&|-@pk#Z5?T@5|=uU=FIdTn$w;MX!TGEnj; zBR~zI+2}W~Jysuu1Dqr_U8CcoHCtvRt)Z)w={S%-_+_{l1SfEHC5D>mZ>w-6{h_Ng6{-%AwiU`2LV!}lS(v4nNITspW=~^*$g&^ z&W?Q5deczcZz=h;o!84uKn$to9w$6Nz)ZBiy$O^I`?={z3%LFZnG#-6&?5-X0?i=J z7O$iTaQ+_*szU0^{!h3_ng)_yUjJgrq%23B6UuqgfEn}<4G5J!vvlD9xe_%X(oj1# z+z)}g!O8SoosD79kbz&mMR8x{=v{+d%LyOJ9JrV+0Gg#u%cBijf~DZ=aF)^f=m(MoI&!$O1b@3}x>!Hvqxx2O`E&;r3^LZB0D=a%?v{a68D z!1egGsrwSZ$s2+wVCPmIs%h6zQp|h%YCQA`xM`V^XjpuU@ zyiTf#YCcF*X*o7YX#Vq<9?5fVkqKN~g%R4cBWayYuI;hg-#*@VpT;{{lW1-qYXcR^tAd4Uwa9qvH>~;FdX@Z|dU*F$uqegj_N{!@_0pUEX{`hxB5u0!{+-|-nia{1$ zQomM^7gY97(>1wFUFX+wa z?QL&n@xk{nm-2hIm{nWDo*xwJRN&k%Kz_Fwh1c=g8|JGQTYCReq@@+!3DD`H*2&pw zso7Xwo#Ftw87QLjzI}U*9WNf~0V*ezkW1xM3E(Pifp;`O^Z)`Cq2?weT-}^8F|j$< zY+j~Mj8B5y>$$}y{Z!CnlE-kCl7Hs05+Zo?2Q5B6bk5O`wkFp8k$|e90*9 z`!}F)wj9a_Sz1+K=S@I#2GI?VY&oTeY1h6>2f_=F!(w;N5=cGO!l{LwzMs2d-k-<| z&tgb%dzqb`{nsW&`W`(oL*_FKDewALWM7DhrA$`#6p*ky)Gqr`BA~iMQ(Cz!D|Raz;v>_eeELX&Dg`_ zj?P~qp2LA62s6GqOa=0JD(4^9vIXY?xb`s%L)&wR^~ug+o5O$w)Ql16-KN=)H%Glf z_T2}{XvC1my(exa*&vM4inD1ij()ne#_W}|{vdu}<(XfyHcMKCEFqHZOn z5KvfyWFgmazjGIOOnUG4CvZ#Y)Y#e-yuAz&Vk zgl)X+|CunhHkfgLVQk&Kjh9fLAwa$HwhVpgUnLfUXSNgr`q_?~_l}$DVR5B^; ziiXdQ6|L!SjZbXh3ez7|bDV+5bzchXAD1p_?ATX<%~~XOgdwd7_oVekyCrb>ru|>en)n=Z zqzK6W!-r$?jy_->E(SLp{Ha+|^Vwuh9Gd@Nw;6Rzn5z@qZ%kN20k37WVhu_?E!B6{ zSyv9X`GO$gfI$xCM|C|CKlZ?(HayljYnBIHF%^R@DO?9@Btrq$^!1#SlIxw`F0w;t zcge}v?y-yv6>1!O70O{H$iPlWJy#5<{LK00Uh$;6$tN0G0>Z?R2s}2|%^mR8QJ05S0p-O{oZ6YcjWo=-y6J-G1 zyt?-N!inJG-PDIc$sDH7YlO0Hu;-0jA{)(bp3Ue_Vq<2zm0$a;9mfcvEqv%*si-JS za_0AOAlaWnkVmMOTbk)FJfs425qN2Sm0@rF{DSh;a9>uyFzOOde2!d#$4gz;_L0f; zN4DYAUf*O|{zx3GyFrGi`I2~yBx9b)F-8rNO$!=z{@F`H8{;lM`@VTFrV&KL>~m5j zoO`bk+)dz_ZDnEgqp}cVMriS*F)~rU^XR)}Bp$b2XeOGftH<{H5}N}fE^6P_Rl3Pz z>2&uZWHDzUY_~w8RBWco4Rq-0SF^{J!dNTU=0BxL}`hDIy%H@5Tm9HupxY@$jD+8l#=Obu9 zD^qC<3rG%jEkTov_U!&lo#X2`UFBT#NeR1|UFId_d@E#oIMY;xEnj#00*ZguO`O~G zX9RSAZA=!#H6&m-=>YSt0gpN&jGM^>nRELL8URL;tHz2Ob>q)A9^In(HL`t91XfkB ztG(AD7}$$^Ad0sB#uEQVf$u@I`q>-g8qK=L0h)TU2qEH0(KAbMVYT4~>{qSPUmcjbQ7{>u$Z{R4OW~JrEK){wS|D1MO=hb|WAcRy-U z75#xy_RS30^B4lDo8KG3Rt<{yfWEOvLLYO~t3YwVqjf<&ca!2T!4+Fag4wxEpzl@Q z1ShaDX|^D{`AHb}RhEC|b(EU(O9(Bwp!0Rh<3BUSxNBK$>4EssTtzYLc!%p7PV)%S z!YA40;c^1A1VMxz25e`q0(wvZ_#?Eg0!>hdP~-r9L1?S)95r)yuY>0Mo}KpGc_x0p z_NAbkLFw&Ta%bS_jwdz+2;otyL)0{;twv}l7~{VARz+1n+El~jUi@_{Wu#4lfT zxi%XjG+PYX=V2ffy-AK(`%O>^0N^I{wHwN8e|q@{=u?HDC*K~q*>5V55^GF=L5@!Nm@H2iOI$J2q zQ9Oonl@e9I{xQp{w0L-;tWGcGMQ`H*3UJk$I-W>^OiU1LHL6yKEIjI=o`>=L zjxE%u#el$Dp%$s$2SFCe|9@p+6Z@JtBnzPn!X#Tlul{0H7j>&kI4cL+&9&`Ew*a%$#oq#61}V_d zvgy^UMyjK~z4aduSa}HW43+z0WFq(i4e(10xg$)nlv3(ovSoR`e&(~AEkd7cy4olR z4g;~W_DQn21^9~7??X7hw#ihbA)Dr1Un+g%nb}rzTP8EmB7FxFM0&D@Jf$HP=hg3? zBT*VwYb_riBhf?tF!V<06|EOcxR6nnGgpr}D=FDu8vk&f^p#TmeTzqT1u-UE`;ER| z_vGODJ;n~cC06XT+>Xl$PnQH*98-_V%&pNWG~<@Ol9`bJXMsNL9glm3s=`y&e3UR4 z3=$n1tE@CE;$qrn!j}Y|AT(X~mv&NFf!~1`0s$@Y_6^y&)+$BnEImCvi%UzqcyFlF z?Z6Ac5@-6LIeU3>!v&nn-QB%dIJy>|TKaoHh%}asyTUB|OTo()ALfz1m32+k7zZP%Zz+_|6JRR+Ox|`|+a`>;{n`LrId~A6~MVe(FkoumXM0Aqx`q*mT z@L|(4(OYJx$A^vJ3q$<_sX*%XYzDvjA+vLH9f8jY#09KzKDaryuz3q&GDSWJm6UtZB%ji?5V_SO3BDM_BOfJTNhkN@US}_f56ZS?{fOs> zW!3!dVMby)l(=G2_XM@(P-nL0e=D4G zv9UGEkDrHl`?BKs*&*rgl+UlZiPN34+g4UlDHM-9K5oC^Hr?x0!@0ZMZv>hooG^%w zU<(E`jl4z!EwCFb(Zk);v!C&tM(1aj0d+7M_$qL&w6C{!9#p}>y_%Lu!jzkh_YxCr zov@c_yf0=-N}SA5K8wF2dZO$o5Kq%&lM8JP>iQ15un%U6xEWV<_vO{dZa_}<8wFK2 z3{m6e9D>8d144uS-`?u;+1@;Dkye`v_jT%gr~2~hqky{^Y(qSuXU8j|jYpdePHUq< z0D}u!&ar<7sm@O@Jgq8AwajyNvYw~z<~byskSllo7hP`|Rps|ZjUosrQc8n@fFRwS ziijd2-QC>{hi(v%?(Xi8?iA_H1JZTqhP%)2|K9h0x*yJP$Y5~xv!5Mn%{Av-ory-B zgRv|SXY;AWxfh_=FBN?L5G2?gd`~GS;A$z8u z*fy-83DYaa=$dy#5d;$bCCt;}z_{2bELkzpKfpxVb0i+XvRx+o`tdpBw^$p3y|wYr z?X8Wg2chu2tz1v$7bw2pR8&-A(j;|RlZU5_o&%JuUqwC)l-`V!0w!qvKYN4ivg>OC z=uo!3@|3SJQ30*;ub+kAuwil88UrI^EIvlqS8?%<9eZl|;)o)4rmmM`_S8|R;RGE_ ze9+6=Ilzd?o&ks?>ux>UHsB8Um6o==eXwZB4U#gA>=|L8tNaNH zcDw5&+?aLd-bQKO+{<36{AOi#Jlf;$8Xi3e1!hq=9-A=51QginksX@^cNJKJziFyv znwaLROvWZ9&Ch=_miyO2*j!UnGfgUz{A%b@w^_lcdmS=!;K=TNWAC^>+X41)11MH? z3T4=B#44@X^IZd!2G2UY+3nKOtHIc6)3K|MEYNAi{{>?yF>E@IX0)j~VmZ}aouvp- z(pNCB7*UITuUaxDCNRC9lvegi9}iMRN94t1;vuH*LYTH==$sc=wj)bU4R%P4!b`@g z>4c&l8poq$Nii|8>iU&>D>6{-L0oeh1A1Mw-tadI+vk;N&Sn!FEk?7MpMFIlwzz#t zXo>d+8;pED<|}?`kiT>Ck!eyds7$qkm@tvYh62DyVFkM`@NM^Sy|rlFg`sXg_8Eh8 z56klk>G$v7f6@e#h1_ran(vJjVTW^i8{Ih3U5!?XaS>!5L7G%H4A-3fy!!h0Of8L0 z>y|jVf45^-9VIVWDTcDO*aYprS!j7%O?8$c0Bm^NC*x&dVd2&N1J_(@9#y~3K*!E# zCK8}|tM+nGP*LUbrAPS>BFW+Uhri*cUd+0TWT1OZu=S=)C7U}WWU~`X^10F2a|MNK z5Z6p?pMyWupk66_vy$oS@dS2Do`h9MgJxJwRKLKO&&Qp8QFsbgnUHmIW)U5Aw790) zM;79+sVPOUYi}4ivv*r&U!}KMqz>p83Ej&thYm;2D8f{CYp15w?z&xDo6P6f;F|`n zQNnb3;sG*()9bDD(_RuQ7V}vaa89CbckB-_w|%#?WCHbXbo#}xy0tY}x|xj3f{R8W zn!e*{)ZFmU=X}27Tb-GYdJg=7VRO`j8c^Z%Psk`jS{AFPQ#auT5#gNPN3ic$Z(g&# ze+gdGnnE{TGnU{PHW>u=F*O}%kchm%^vjbWV{{)~$|)=Ncle?{Ar$ry00gx#eV*Zv zsVp3z#IkO*sly{&Fgk2wr~!DWEc{L4P|9z|847G|10n`E-JD( zIXQV(VII&0Eja9=O+Ov3UN`_T2KcF}8;uP!CuePA6_>EEupw$5MWJz!eDjFYy@#+8 zz)c)_bmT0EEE{*I0s7ax>nWAW7mI|73G2p@VgaNgzWRG0U2{JCy@k*}IGFV%g0w`V zDGng{03GiJ0zzU(?Ki_{%Uyw`=x>NMk&jk8gjydOE#zTbeOrO4sHSuf?gK8U{TJr; z!>K~W)#MFwM%qe5t-@7|aPT{lnzIarQ;4kD+5mat zSKWC(WrQeS3iW5RvFG5f6L~h~(R~ZyW@aw`K{z!Tu6@6?dU_4JhCIQFN_Ci4K_?YR zz!JLh0(J1nl$6)-QG!f&sKI7kw=P4o!1dy6qL|>{W`M_vO!mB^x0nSAUii+=Mnak< z6UkQhp6|i!&nZC&_eO&CXPCWR1aZHhsrE6QdmnptF@WV(aGPEm>-Aurm0cTcHNlD4qz=;B5CcgiMPd*>voPGr4 z;E54k>IVC{@tUS5H{iIoy*;Q8tUZX!qJb@}bm~R;d#nsGOD%FSh#{dLt{YgBF)O7( zyG`w25@nHiBbh{D=4vcAS zD*IJSKD&(tf5`d#>6U_#ScH<1*ynw|gTI(6$5Sa)4nO$6<$^WF&)zL>Hd#n=sBwVh z1!=`a!SLw{^le)~CTMWEKVK{OnaKz^J%s2eAk=*VbH=MXEH&Aw;GFS$|4j=c1X1N2 zapj#E#8XNlG+^~>Xh7b8x)9HJR;CH~xPVV)0z(yu-UaSFgaM2j-n01$|KRg`KWs_6 zCcKLyrNRQQ!=?M~fiK?h=z;T?YsKPdd_t!Kk!O$L8Ff4f&uCxuNZpawp#CIb+>VZN zUZ5GZ*FtdxZ$35bo@&OA`Oi9MQr;!fvP*k^Aia43+S!o`(UqYqVG^{%F!<W<%M7RnOeSY_=LD(PB7U3s=|2T7Q&Mv!BpXai*C2~FLU}*@ zLz%|u`M~N6s$)vqY!Y$WEv&FF3^gm~tkV0kUOLOv&_2vQ67wsH;)$MxVRo<0y};`k zDPj7`&e96nzWxAncK8KbH}bUs`NjjIZi9F(&P@MdhD#m~<>Ex~680tu+M^rwh()eC z9)KZ+&&XD75E>cv%AZN&?kDkv&iFg-RQ~tV6d@utsI1SOi=A6ELEW#QprBp1a@Crr zND6938_59H*R${uR4n0??iAiSubFZ+qt(1*?Y}9w0I;QSJ^OW;1RkIp8|zd7Ti_n4!eT0i1D^Ipq2 z_#cJei{0rMR(S}U&*|w8ky0Kp)a!7xw`-CH80|8?3D9?DC82`hQQ%{~kp(+XU+8{v zakUZo1;gD2GqKYm^j}%iV5C8)pD}+HDQt6NgB7d@P4{yJIInp1hWt~2HE{8;JE)x* zuQi)77KR}G@4@~8$oTYTPZ9UCFjYD0-ZW8y0B`Jw5Pi-k)Wn(>V4WwgS+vscvJpe8 zhSb#^Ro0j?risn*!=l4&?8aGLrN(59mfD@bsU3aVp6Bci-b#1gYn;I)0x3zX zm5(hg3FvH2xD>K;b12l3-!@i1){ZRzPYQwSoKy^wpUoGlti1_w$Y|tQRHmUNAig05 zwca$KLd-Z~x0vSu$W@yX^UZkN0EO8>C_|OvdbHG^yNh~S@};e{P>tq0+uK988A6o= za*nEgRhWKc?Px!RS%;ZaXi4qmwI#=Ax5(NUTz4iAbQp}KiA`$hGtPe-#N#^Tsw7v# zf>dLPG2^ijaRwMpK5a#Eb!Pd@YajJ_+J`cx3yD#PoTU7HTkq-xGPfiL8`2 z>4o5nCcqbMf+1mi-Y~1o$?*dqOEs`T*iFyP$zcJMk^n5S@GfXZNy$&iWUfm49ocYF zLA3V$xoVYWXVzk+a%w?ALE=v@MQSSEr&R<((%~<1iPw%{ za)AxJ4nd^Gc=5&Nf65AB!@RE_elL@jcQ&R{PajNTQLB6>?z=c=6PPGPZ53=GBxe4K zD}qqoYKlR-h@8OQ*IPTI_$!v`)_{(WfG+{c@hVgFy*(XggVp4@;m~=Q@=xr8UT-8i zey4y-(%VfE6(0GZy0=+g_24CNdzA-UGxaL4oUk(Tkps_dKt| zzXrVXGyd4q109J84b3fq=XH1R>8TuJ?HRdx$Ys2p3q|zNIqfr zitH;^Q%G8Yl6v6eg(iXlk0~H(jkWHtkUg}{cq3J

ZTzkMTPI`w;}7&W{A#Rqhgt zMTZ%Uv;8?7FJRIj#`cz%(npF_wng#i4^IR+p~L2+ZeQzL%s8jJ2Gw2wD> zPyYKjna~=&Im)s#)j#chmEY-6Gfy=MzNAXwt$PyXT z%6<}2_*9@RKZ4zeun2}g7zVZYrl4@xbR_fu3lxTpeIc^}xW*T@cVH-hw#OVIq8z;z zNhvr+_6vUR7=ZVZWmjMaLMzMkHy{|mSH{U=45C@R2aqNL&q2)u1#vgv zZaq;33AyM3*iSk{ zLnQNCdm-pMmc~SGmQ0PH)1u7ZlZ`_1rF=DRVI_5F$Qam+W4JQyd)7StLqplk%>r2; zc~XBML`6qa&WB@XZM<Otd`w{l01hoqQg#UQK6=f?W%uV|Zza z*QS-J#7qY2a0vo)pKYto*umrd0!#Q7<9n8xxJV_SR_eR2eN1AhRjF*qXp_y zL;k55D)=$7!tgIc&xX(AUH;Cm8Qrl2!KRqwb%P~b^7)V;-8kS5l`18C9|P)m-t=V+ z6#ECjp8(YhuzQ80pkR@WfiRNifP>qr#bBd)yS!Jn3U7$C31&bexu=w`!Aw{oq2Td3zsI0xZYKoLzI{m2{ zENBN+z8os<6kPK;UG3hV`f-eAvp7@wKD2Tvch@5u7(UB=q}8Wq6BpEd)t0G|b|aD- z2lb&u+&>WcWV-ZyjM8W~_N$i!&SO#;)pie+2+^&VT`Uiq%6~pV(r*KiqUab0<9<~+ zFn$;-*AhlhEY}=<{yqi!gp133wjHP~5M~=4=s~K5?!;3Hd>fucU5Qm8Yi75>O z1K>tww@6mbnZKjj8QP13W63gOgOnjwhSiBNF}Q%^2ovvI$jQlh2Oweu0Gk zc+v+_xE;y^$EIEh=GdBIf9(GYFTd=VQJE}JGy2zjI{s{vQeNi6#A<1Mh}yr$KTvD! z%I*BP!7a$?z9T=NU^X{5Pm_LIl#rC{(H}<&xx0hhNxoSM`e19zrf6oJA1fC9$4Rei z>r_Ts8aviPVVM1cmA{OlB7W=vHF02$7SvH6?5>^b%;LQn)zD*NXn>oUP3Lpc@o`<@{KNm@4?^W6kx@}T zb0y6BOt+)nv>_rOTf6r? zI2roFF{B7qly8z94>_!-6lftAD>LL*+Qof=*sD(@qc(*67Tx!z}O6&0bXs&@jo z6fgbSYK-CHj_e}3+lvD|U_}A}es&+1jsUA(ceUO7wSY6Wf`SXErBl2K!4`R!LgvA8 zJmNX;qe;`X<*R1pu9<_a&%8XqBq_KXpE*6&%rA-$h5FWX93 znK7d-O=t=77km{nRXF+xKzp9lzrPMw+Cn{kLl}6L(2{Mxn-}auo7~f1dM0R{haie; zv}2)P;Te0-@XN|U)f@}1+h?}ushGg}N|6C1=2YK}1A^PQvvQ zNT9fRHgZcP{7k)zWUYB)b26obIoaGB6I1y~6z2*}Unyx>Y*zLy=HyF!#rZn52lRve zJ5<93_se!oU7lo$@&%<;^AL&Ro0HH$nEv)CtPLpuJ^21n>EMW_dX52rdIdN4HG!8h zIi~5~3@epKMRsU$e4G>c>$bq5L&3vU-7Ai?n8NV^>vB*7P56lGxci0pYX_nVCp6E6 z5VQe}bBW7!dZd*ufYZ3DNVj>s!h|m@xfJxvKBNv?+r1V`5@s zp~p1`$hQ9%Cl#B#q>N-x)`l*-y`lMb8mfM<_#D*ABSwUoyA7k)scRJuoB?n7)Km&h zPA+t3;(f57n@DY@(mMc3lgwnxF59tx(mX2hnJnCvfl z90lKi+MsbEPZ72J`uducUyd?LZW;v7q$w_Wfxqo6t`?;e zvb7L?DthJWUYv|~eP<>Wj`_j0{O3seiq*ZN=u!@=3vGb}z9r{$e%Kai z@Byx6M=<=`@E2OR?h`f_xKQr;U^(!LT}sekE6I$``D~1>@C5JU?;Yy*kJl0Y`}?aB zj2@T#@B3a;qP|k~?a5-b(qx^{*jf!FODf}d4ZytxD}sqkUkEaW9(X@1Ec#rt~N9 z^wrIF-h|X}m~P{+DLNV5LcF*|s)#Fl3Lixb-$YXbGBZTckFeG=j&D+Zm*cnq}A zh`t@!E1Tp*vicowt18L$+16NZtGvM0rRIVv%^YlzZo%iy{>Gw~mitL^r663pScrDH zcTh?Bz;TqI2Vqc=?FTXN)y-ZzD(QFXhI7UD6Z!GvjC5-015ev-HIM=Q#nu-6 z3NqSMpWfjMS~S3+;1Q40WVD;}Q&xA^SIJz+%T#UK6a+weAXaaQA-C$CsHy3Z6%>Nz zpYFj{Wl>eLr0Am0H(9mZB4 zUX)Uvvo6*l6kkQTGRucmZ~kHpl4WqVyRmhD8LC`6*xl)GSZB#8E1Na?yEe)EkC-^8+7BD~vXaEv2wK_r?MuqKp1-(fcEG12qj^Ovy%bgkd zDQh}A<06XXTqncah5$KcP3Eksf~2_D1p+stElkDY-q}jh-tf{UVVi;vR$I~zysEE3 z&MXU0+!OJV|9p4_3frx1=^ZU4Kl@KW2@mTt9mF3yYf2pc6gL;=r|S`w?ms;r7wDdp z!*^DJ45?UH)XYzK)$LVR5+^)r?KoU=7)cu%2?QZ%^Kn3ID6=E0nIi4LK=9N&D9`_k zZb^aI+9U0k?Fjwl9qS|NqHDM|L>2bb8zV3;R&N-_oxf>uz>R4iucecip+@?Zwr}LD z2yjT!H}7D0055v`q#Qdefu&>k?m8|(sF!=C|MwaAdQk0mzqwGuQBsc#Sy(zdz-Oqa zu*>(35N4vFrL7cMR&IQJ&r(tB-8S)#&82GL88NxsE zV;a4!W;mY1ADimGmj|GS;p~W;f#EQX>OWn93J@Wd?y@DYi{RgBv$ZV~OJe!egln<1 zO2;=+_?|YAK=T(TgHNSvZ6x>dvy??e+}(J}Z7Vd~-glR?(X-ku7Ux%bmls>@uh{u9}SkfE|9O$ydBs zYzj*tOA7Px85N3Ib{pwrtmh%(VmNj^5nGU8p7Uuft^UyVdiiO-y@O3(I(^aYrRAbU z)+EtGd>>RKmdcEQK_wftRb#^aXMaf{>>%d9LqXIRet7BJIdcQcxxM1@-BaJp5b zS3OY@ibQ-;SL0Dtu3?%>W6U2*O(wo6ka;#?5*H(_q}%<8QSuY6gBJ*ySzy=1EsYId zzGykj@>2|ba;<{XDqe;MAudNt2@#do8?>qeZ_@>e2ue|RB@Km+c5h8mSDIil593+( z8OuPA`)2b+!kY!)N$Vr2WU3@lJ*CNc)2TQu<)l$foMUH zG-4k&sN1RYxh6g%oo*i{5}*N6Fpr3+CIx#VL1W|wXImDA3-j{=u&$hvT1BK0x9xwCL=uUt4{x@`f+jn=Q29b+OqJKeRg&wB) zCPm#b38x&Z?tr~YCq5Ws&d_7oqWb_t7`Eir-M&nTf`6ZZ+DfG19xDi0LLWK%r5n#K z1@7cuV5Z4DuAWFnV=0e$oE;rydwP;_C5y;LX$nfK7DdKxfTWNOO!@QAV^X1}eoN=*mq9%6mKO24DYI z-dp##xczS4Kdr`RKFGQj{1%|-`fs;>c}FPidRrNCTY>URrMn=H`N=hdA2zm5yBqK* z_+s{2q{gLwajknt-ucePExMkaaMj9_9v&Gma#Yn>0Njk-@Li=*L}rJB80GiGwSNz{ zL*hT;20*zBa-Exa)cWG!Y~v2%PoP>JxzVPq&CoE1|TiT_(XqN6)EmGa~nW z#e{DD24sCuY-#5fcO7~`K2NKnFBwE5gWGU>Xxkfp4!c@+R4iecD*VSuxLQ)Zxag$C z`zfHm6T1UE4S%&ECuxFP3v7^{tMz{R&+QSxSZ%SqJ%IY_tqB-!R*_x+RS5M9Pc(8> zzojypX%$j{{EiYJHo-(_qn`DG*YXL|84uaAk=6%q5|ITIPz-kO?aO&_7B&5cc{xMt z?xV~)2{v&xC$zVoPy)E<+S(sO!TUiF1j^q9_3KpNr*RDyIICV7P=0Y$uE+?={-VHT z$ssMD1J*`5w5ug2ci<_dGJv%VrWxF%8JWQ)2UvNukUJY4pwoOlwtNi%zr1Q~oS;9P zSYByrKV#O*MY+H4)3pN;$LZf$=#vTSScSi#aM$nY_}MH*_}I))9mL| z=qF6leZBE_1OS_jo|K=vHUaKSomvnYW+_BXa?v3ou0KOaSTV=_l;R(kmZ780JGrmq zRrDB**^T0C&k8!TJ`XFMXgVf_0w02FML`fz1|tci@O;36q%!$S^5%hJ%bVMYAZh$pYSZ_}l1?@49;f=tiUyr&Yu3$4BeGB(p5{n=WdnJYyZfqqLG;i5799+~%8S#!&rFJemFx~U9DdFKh z_tBE(kD>GV)GJN5;jWd3I8hIeu1oWHCXYNRW_aYgmL(Z6oMki4YWagttbCHGSo+Gv zNpiJmFN1X(@z+hW&}@vJu3UJq%h0(;hp+42!D~1*XtFPK;4O$*vn;?XdiK&OjtS#P z{Wz5$V}Gf5ys6#~m*Rp0!{fTAeZH3Z

Usage

-
ols_plot_dfbetas(model, print_plot = TRUE)
+
ols_plot_dfbetas(model, print_plot = TRUE)
@@ -107,16 +107,16 @@

References

See also

-

[ols_plot_dffits()]

+

Examples

-
model <- lm(mpg ~ disp + hp + wt + qsec, data = mtcars)
-ols_plot_dfbetas(model)
+    
model <- lm(mpg ~ disp + hp + wt + qsec, data = mtcars)
+ols_plot_dfbetas(model)
 
 
-
+
 
diff --git a/docs/reference/ols_plot_dffits.html b/docs/reference/ols_plot_dffits.html index 2b4e323..b7bcf53 100644 --- a/docs/reference/ols_plot_dffits.html +++ b/docs/reference/ols_plot_dffits.html @@ -1,5 +1,5 @@ -DFFITS plot — ols_plot_dffits • olsrrDFFITS plot — ols_plot_dffits • olsrr @@ -67,7 +67,7 @@

Usage

-
ols_plot_dffits(model, size_adj_threshold = TRUE, print_plot = TRUE)
+
ols_plot_dffits(model, size_adj_threshold = TRUE, print_plot = TRUE)

Examples

-
model <- lm(mpg ~ disp + hp + wt + qsec, data = mtcars)
-ols_plot_dffits(model)
+    
model <- lm(mpg ~ disp + hp + wt + qsec, data = mtcars)
+ols_plot_dffits(model)
 
-ols_plot_dffits(model, size_adj_threshold = FALSE)
+ols_plot_dffits(model, size_adj_threshold = FALSE)
 
-
+
 
diff --git a/docs/reference/ols_plot_hadi.html b/docs/reference/ols_plot_hadi.html index 8b9898f..ecf0a14 100644 --- a/docs/reference/ols_plot_hadi.html +++ b/docs/reference/ols_plot_hadi.html @@ -1,7 +1,7 @@ Hadi plot — ols_plot_hadi • olsrrHadi plot — ols_plot_hadi • olsrrResidual vs fitted plot — ols_plot_resid_fit • olsrrResidual vs fitted plot — ols_plot_resid_fit • olsrrStudentized residuals vs leverage plot — ols_plot_resid_lev • olsrrStudentized residuals vs leverage plot — ols_plot_resid_lev • olsrr @@ -67,7 +67,7 @@

Usage

-
ols_plot_resid_lev(model, threshold = NULL, print_plot = TRUE)
+
ols_plot_resid_lev(model, threshold = NULL, print_plot = TRUE)
@@ -86,17 +86,17 @@

Arguments

See also

-

[ols_plot_resid_stud_fit()], [ols_plot_resid_lev()]

+

ols_plot_resid_stud_fit(), ols_plot_resid_lev()

Examples

-
model <- lm(read ~ write + math + science, data = hsb)
-ols_plot_resid_lev(model)
+    
model <- lm(read ~ write + math + science, data = hsb)
+ols_plot_resid_lev(model)
 
-ols_plot_resid_lev(model, threshold = 3)
+ols_plot_resid_lev(model, threshold = 3)
 
-
+
 
diff --git a/docs/reference/ols_plot_resid_pot.html b/docs/reference/ols_plot_resid_pot.html index 78a8368..c2856f7 100644 --- a/docs/reference/ols_plot_resid_pot.html +++ b/docs/reference/ols_plot_resid_pot.html @@ -1,6 +1,6 @@ Potential residual plot — ols_plot_resid_pot • olsrrPotential residual plot — ols_plot_resid_pot • olsrrResidual vs regressor plot — ols_plot_resid_regressor • olsrrResidual vs regressor plot — ols_plot_resid_regressor • olsrrStandardized residual chart — ols_plot_resid_stand • olsrrStandardized residual chart — ols_plot_resid_stand • olsrr @@ -67,7 +67,7 @@

Usage

-
ols_plot_resid_stand(model, threshold = NULL, print_plot = TRUE)
+
ols_plot_resid_stand(model, threshold = NULL, print_plot = TRUE)
@@ -105,17 +105,17 @@

Details

See also

-

[ols_plot_resid_stud()]

+

Examples

-
model <- lm(mpg ~ disp + hp + wt, data = mtcars)
-ols_plot_resid_stand(model)
+    
model <- lm(mpg ~ disp + hp + wt, data = mtcars)
+ols_plot_resid_stand(model)
 
-ols_plot_resid_stand(model, threshold = 3)
+ols_plot_resid_stand(model, threshold = 3)
 
-
+
 

diff --git a/docs/reference/ols_plot_resid_stud.html b/docs/reference/ols_plot_resid_stud.html index 2d9dc6e..63d33d8 100644 --- a/docs/reference/ols_plot_resid_stud.html +++ b/docs/reference/ols_plot_resid_stud.html @@ -1,5 +1,5 @@ -Studentized residual plot — ols_plot_resid_stud • olsrrStudentized residual plot — ols_plot_resid_stud • olsrr @@ -67,7 +67,7 @@

Usage

-
ols_plot_resid_stud(model, threshold = NULL, print_plot = TRUE)
+
ols_plot_resid_stud(model, threshold = NULL, print_plot = TRUE)
@@ -109,17 +109,17 @@

Details

See also

-

[ols_plot_resid_stand()]

+

Examples

-
model <- lm(mpg ~ disp + hp + wt, data = mtcars)
-ols_plot_resid_stud(model)
+    
model <- lm(mpg ~ disp + hp + wt, data = mtcars)
+ols_plot_resid_stud(model)
 
-ols_plot_resid_stud(model, threshold = 2)
+ols_plot_resid_stud(model, threshold = 2)
 
-
+
 

diff --git a/docs/reference/ols_plot_resid_stud_fit.html b/docs/reference/ols_plot_resid_stud_fit.html index 6bc25e3..c0cc73d 100644 --- a/docs/reference/ols_plot_resid_stud_fit.html +++ b/docs/reference/ols_plot_resid_stud_fit.html @@ -1,7 +1,7 @@ Deleted studentized residual vs fitted values plot — ols_plot_resid_stud_fit • olsrrDeleted studentized residual vs fitted values plot — ols_plot_resid_stud_fit • olsrrLack of fit F test — ols_pure_error_anova • olsrrLack of fit F test — ols_pure_error_anova • olsrr @@ -67,7 +67,7 @@

Usage

-
ols_pure_error_anova(model, ...)
+
ols_pure_error_anova(model, ...)
@@ -175,8 +175,8 @@

References

Examples

-
model <- lm(mpg ~ disp, data = mtcars)
-ols_pure_error_anova(model)
+    
model <- lm(mpg ~ disp, data = mtcars)
+ols_pure_error_anova(model)
 #> Lack of Fit F Test 
 #> -----------------
 #> Response :   mpg 
@@ -191,7 +191,7 @@ 

Examples#> Lack of fit 25 304.2787 12.17115 4.724824 0.04563623 #> Pure Error 5 12.88 2.576 #> ---------------------------------------------------------------------- - +

diff --git a/docs/reference/ols_regress.html b/docs/reference/ols_regress.html index 53c4933..d57d18c 100644 --- a/docs/reference/ols_regress.html +++ b/docs/reference/ols_regress.html @@ -1,5 +1,5 @@ -Ordinary least squares regression — ols_regress • olsrrOrdinary least squares regression — ols_regress • olsrr @@ -67,10 +67,10 @@

Usage

-
ols_regress(object, ...)
-
-# S3 method for lm
-ols_regress(object, ...)
+
ols_regress(object, ...)
+
+# S3 method for lm
+ols_regress(object, ...)
@@ -204,12 +204,12 @@

Interaction Terms

References

-

https://www.ssc.wisc.edu/~hemken/Stataworkshops/stdBeta/Getting

+

https://www.ssc.wisc.edu/~hemken/Stataworkshops/stdBeta/Getting%20Standardized%20Coefficients%20Right.pdf

diff --git a/docs/reference/ols_test_bartlett.html b/docs/reference/ols_test_bartlett.html index c26a032..a69da71 100644 --- a/docs/reference/ols_test_bartlett.html +++ b/docs/reference/ols_test_bartlett.html @@ -1,5 +1,5 @@ -Bartlett test — ols_test_bartlett • olsrrBartlett test — ols_test_bartlett • olsrr @@ -67,10 +67,10 @@

Usage

-
ols_test_bartlett(data, ...)
-
-# S3 method for default
-ols_test_bartlett(data, ..., group_var = NULL)
+
ols_test_bartlett(data, ...)
+
+# S3 method for default
+ols_test_bartlett(data, ..., group_var = NULL)
@@ -125,14 +125,20 @@

See also

Examples

-
# using grouping variable
-library(descriptr)
+    
# using grouping variable
+if (require("descriptr")) {
+  library(descriptr)
+  ols_test_bartlett(mtcarz, 'mpg', group_var = 'cyl')
+}
+#> Loading required package: descriptr
+#> 
+#> Attaching package: ‘descriptr’
+#> The following object is masked _by_ ‘.GlobalEnv’:
 #> 
-#> Attaching package: 'descriptr'
-#> The following object is masked from 'package:olsrr':
+#>     hsb
+#> The following object is masked from ‘package:olsrr’:
 #> 
 #>     hsb
-ols_test_bartlett(mtcarz, 'mpg', group_var = 'cyl')
 #> 
 #>     Bartlett's Test of Homogenity of Variances    
 #> ------------------------------------------------
@@ -144,9 +150,9 @@ 

Examples#> DF = 2 #> Chi2 = 8.39345 #> Prob > Chi2 = 0.01504477 - -# using variables -ols_test_bartlett(hsb, 'read', 'write') + +# using variables +ols_test_bartlett(hsb, 'read', 'write') #> #> Bartlett's Test of Homogenity of Variances #> ------------------------------------------------ @@ -162,7 +168,7 @@

Examples#> DF = 1 #> Chi2 = 1.222871 #> Prob > Chi2 = 0.2687979 - +

diff --git a/docs/reference/ols_test_breusch_pagan.html b/docs/reference/ols_test_breusch_pagan.html index 9ec11b6..9fd5c90 100644 --- a/docs/reference/ols_test_breusch_pagan.html +++ b/docs/reference/ols_test_breusch_pagan.html @@ -1,6 +1,6 @@ Breusch pagan test — ols_test_breusch_pagan • olsrrBreusch pagan test — ols_test_breusch_pagan • olsrrolsrr package — olsrr • olsrrolsrr package — olsrr • olsrr @@ -71,8 +71,20 @@

DetailsSee the README on GitHub

+ +
+

Author

+

Maintainer: Aravind Hebbali hebbali.aravind@gmail.com

+
- + diff --git a/docs/reference/surgical.html b/docs/reference/surgical.html index 06cac30..63d3269 100644 --- a/docs/reference/surgical.html +++ b/docs/reference/surgical.html @@ -1,5 +1,5 @@ -Surgical Unit Data Set — surgical • olsrrSurgical Unit Data Set — surgical • olsrr @@ -67,7 +67,7 @@

Usage

-
surgical
+
surgical
@@ -75,28 +75,28 @@

Format<

A data frame with 54 rows and 9 variables:

bcs

blood clotting score

-
pindex
+
pindex

prognostic index

-
enzyme_test
+
enzyme_test

enzyme function test score

-
liver_test
+
liver_test

liver function test score

-
age
+
age

age, in years

-
gender
+
gender

indicator variable for gender (0 = male, 1 = female)

-
alc_mod
+
alc_mod

indicator variable for history of alcohol use (0 = None, 1 = Moderate)

-
alc_heavy
+
alc_heavy

indicator variable for history of alcohol use (0 = None, 1 = Heavy)

-
y
+
y

Survival Time

@@ -116,7 +116,7 @@

Source<

diff --git a/man/ols_coll_diag.Rd b/man/ols_coll_diag.Rd index 38cce28..fa769fb 100644 --- a/man/ols_coll_diag.Rd +++ b/man/ols_coll_diag.Rd @@ -39,9 +39,9 @@ Percent of variance in the predictor that cannot be accounted for by other predi Steps to calculate tolerance: \itemize{ - \item Regress the kth predictor on rest of the predictors in the model. - \item Compute \eqn{R^2} - the coefficient of determination from the regression in the above step. - \item \eqn{Tolerance = 1 - R^2} +\item Regress the kth predictor on rest of the predictors in the model. +\item Compute \eqn{R^2} - the coefficient of determination from the regression in the above step. +\item \eqn{Tolerance = 1 - R^2} } \emph{Variance Inflation Factor} @@ -57,9 +57,9 @@ requiring correction. Steps to calculate VIF: \itemize{ - \item Regress the kth predictor on rest of the predictors in the model. - \item Compute \eqn{R^2} - the coefficient of determination from the regression in the above step. - \item \eqn{Tolerance = 1 / 1 - R^2 = 1 / Tolerance} +\item Regress the kth predictor on rest of the predictors in the model. +\item Compute \eqn{R^2} - the coefficient of determination from the regression in the above step. +\item \eqn{Tolerance = 1 / 1 - R^2 = 1 / Tolerance} } \emph{Condition Index} diff --git a/man/ols_plot_added_variable.Rd b/man/ols_plot_added_variable.Rd index 41e3af5..3f4c61d 100644 --- a/man/ols_plot_added_variable.Rd +++ b/man/ols_plot_added_variable.Rd @@ -29,9 +29,9 @@ model. Let the response variable of the model be \emph{Y} Steps to construct an added variable plot: \itemize{ - \item Regress \emph{Y} on all variables other than \emph{X} and store the residuals (\emph{Y} residuals). - \item Regress \emph{X} on all the other variables included in the model (\emph{X} residuals). - \item Construct a scatter plot of \emph{Y} residuals and \emph{X} residuals. +\item Regress \emph{Y} on all variables other than \emph{X} and store the residuals (\emph{Y} residuals). +\item Regress \emph{X} on all the other variables included in the model (\emph{X} residuals). +\item Construct a scatter plot of \emph{Y} residuals and \emph{X} residuals. } What do the \emph{Y} and \emph{X} residuals represent? The \emph{Y} residuals represent the part @@ -56,5 +56,5 @@ Kutner, MH, Nachtscheim CJ, Neter J and Li W., 2004, Applied Linear Statistical Chicago, IL., McGraw Hill/Irwin. } \seealso{ -[ols_plot_resid_regressor()], [ols_plot_comp_plus_resid()] +\code{\link[=ols_plot_resid_regressor]{ols_plot_resid_regressor()}}, \code{\link[=ols_plot_comp_plus_resid]{ols_plot_comp_plus_resid()}} } diff --git a/man/ols_plot_comp_plus_resid.Rd b/man/ols_plot_comp_plus_resid.Rd index 18cbe6a..1122dce 100644 --- a/man/ols_plot_comp_plus_resid.Rd +++ b/man/ols_plot_comp_plus_resid.Rd @@ -28,5 +28,5 @@ Kutner, MH, Nachtscheim CJ, Neter J and Li W., 2004, Applied Linear Statistical Chicago, IL., McGraw Hill/Irwin. } \seealso{ -[ols_plot_added_variable()], [ols_plot_resid_regressor()] +\code{\link[=ols_plot_added_variable]{ols_plot_added_variable()}}, \code{\link[=ols_plot_resid_regressor]{ols_plot_resid_regressor()}} } diff --git a/man/ols_plot_cooksd_bar.Rd b/man/ols_plot_cooksd_bar.Rd index 1b9fd96..9020afe 100644 --- a/man/ols_plot_cooksd_bar.Rd +++ b/man/ols_plot_cooksd_bar.Rd @@ -37,9 +37,9 @@ residual and leverage i.e it takes it account both the \emph{x} value and Steps to compute Cook's distance: \itemize{ - \item Delete observations one at a time. - \item Refit the regression model on remaining \eqn{n - 1} observations - \item examine how much all of the fitted values change when the ith observation is deleted. +\item Delete observations one at a time. +\item Refit the regression model on remaining \eqn{n - 1} observations +\item examine how much all of the fitted values change when the ith observation is deleted. } A data point having a large cook's d indicates that the data point strongly @@ -48,18 +48,18 @@ the threshold used for detecting or classifying observations as outliers and we list them below. \itemize{ - \item \strong{Type 1} : 4 / n - \item \strong{Type 2} : 4 / (n - k - 1) - \item \strong{Type 3} : ~1 - \item \strong{Type 4} : 1 / (n - k - 1) - \item \strong{Type 5} : 3 * mean(Vector of cook's distance values) +\item \strong{Type 1} : 4 / n +\item \strong{Type 2} : 4 / (n - k - 1) +\item \strong{Type 3} : ~1 +\item \strong{Type 4} : 1 / (n - k - 1) +\item \strong{Type 5} : 3 * mean(Vector of cook's distance values) } where \strong{n} and \strong{k} stand for \itemize{ - \item \strong{n}: Number of observations - \item \strong{k}: Number of predictors +\item \strong{n}: Number of observations +\item \strong{k}: Number of predictors } } \examples{ @@ -70,5 +70,5 @@ ols_plot_cooksd_bar(model, threshold = 0.2) } \seealso{ -[ols_plot_cooksd_chart()] +\code{\link[=ols_plot_cooksd_chart]{ols_plot_cooksd_chart()}} } diff --git a/man/ols_plot_cooksd_chart.Rd b/man/ols_plot_cooksd_chart.Rd index 8b8584f..4e90117 100644 --- a/man/ols_plot_cooksd_chart.Rd +++ b/man/ols_plot_cooksd_chart.Rd @@ -35,9 +35,9 @@ residual and leverage i.e it takes it account both the \emph{x} value and Steps to compute Cook's distance: \itemize{ - \item Delete observations one at a time. - \item Refit the regression model on remaining \eqn{n - 1} observations - \item exmine how much all of the fitted values change when the ith observation is deleted. +\item Delete observations one at a time. +\item Refit the regression model on remaining \eqn{n - 1} observations +\item exmine how much all of the fitted values change when the ith observation is deleted. } A data point having a large cook's d indicates that the data point strongly @@ -46,18 +46,18 @@ the threshold used for detecting or classifying observations as outliers and we list them below. \itemize{ - \item \strong{Type 1} : 4 / n - \item \strong{Type 2} : 4 / (n - k - 1) - \item \strong{Type 3} : ~1 - \item \strong{Type 4} : 1 / (n - k - 1) - \item \strong{Type 5} : 3 * mean(Vector of cook's distance values) +\item \strong{Type 1} : 4 / n +\item \strong{Type 2} : 4 / (n - k - 1) +\item \strong{Type 3} : ~1 +\item \strong{Type 4} : 1 / (n - k - 1) +\item \strong{Type 5} : 3 * mean(Vector of cook's distance values) } where \strong{n} and \strong{k} stand for \itemize{ - \item \strong{n}: Number of observations - \item \strong{k}: Number of predictors +\item \strong{n}: Number of observations +\item \strong{k}: Number of predictors } } \examples{ @@ -68,5 +68,5 @@ ols_plot_cooksd_chart(model, threshold = 0.2) } \seealso{ -[ols_plot_cooksd_bar()] +\code{\link[=ols_plot_cooksd_bar]{ols_plot_cooksd_bar()}} } diff --git a/man/ols_plot_dfbetas.Rd b/man/ols_plot_dfbetas.Rd index 1ee24d1..944b594 100644 --- a/man/ols_plot_dfbetas.Rd +++ b/man/ols_plot_dfbetas.Rd @@ -41,5 +41,5 @@ Wiley Series in Probability and Mathematical Statistics. New York: John Wiley & Sons. pp. ISBN 0-471-05856-4. } \seealso{ -[ols_plot_dffits()] +\code{\link[=ols_plot_dffits]{ols_plot_dffits()}} } diff --git a/man/ols_plot_dffits.Rd b/man/ols_plot_dffits.Rd index 29475b1..d245008 100644 --- a/man/ols_plot_dffits.Rd +++ b/man/ols_plot_dffits.Rd @@ -9,10 +9,10 @@ ols_plot_dffits(model, size_adj_threshold = TRUE, print_plot = TRUE) \arguments{ \item{model}{An object of class \code{lm}.} -\item{size_adj_threshold}{logical; if \code{TRUE} (the default), size +\item{size_adj_threshold}{logical; if \code{TRUE} (the default), size adjusted threshold is used to determine influential observations.} -\item{print_plot}{logical; if \code{TRUE}, prints the plot else returns a +\item{print_plot}{logical; if \code{TRUE}, prints the plot else returns a plot object.} } \value{ @@ -33,16 +33,16 @@ when the ith data point is omitted. Steps to compute DFFITs: \itemize{ - \item Delete observations one at a time. - \item Refit the regression model on remaining \eqn{n - 1} observations - \item examine how much all of the fitted values change when the ith observation is deleted. +\item Delete observations one at a time. +\item Refit the regression model on remaining \eqn{n - 1} observations +\item examine how much all of the fitted values change when the ith observation is deleted. } An observation is deemed influential if the absolute value of its DFFITS value is greater than: \deqn{2\sqrt((p + 1) / (n - p -1))} -A size-adjusted cutoff recommended by Belsley, Kuh, and Welsch is -\deqn{2\sqrt(p / n)} and is used by default in **olsrr**. +A size-adjusted cutoff recommended by Belsley, Kuh, and Welsch is +\deqn{2\sqrt(p / n)} and is used by default in \strong{olsrr}. where \code{n} is the number of observations and \code{p} is the number of predictors including intercept. } @@ -60,5 +60,5 @@ Wiley Series in Probability and Mathematical Statistics. New York: John Wiley & Sons. ISBN 0-471-05856-4. } \seealso{ -[ols_plot_dfbetas()] +\code{\link[=ols_plot_dfbetas]{ols_plot_dfbetas()}} } diff --git a/man/ols_plot_hadi.Rd b/man/ols_plot_hadi.Rd index 965fb60..95b0107 100644 --- a/man/ols_plot_hadi.Rd +++ b/man/ols_plot_hadi.Rd @@ -25,5 +25,5 @@ ols_plot_hadi(model) Chatterjee, Samprit and Hadi, Ali. Regression Analysis by Example. 5th ed. N.p.: John Wiley & Sons, 2012. Print. } \seealso{ -[ols_plot_resid_pot()] +\code{\link[=ols_plot_resid_pot]{ols_plot_resid_pot()}} } diff --git a/man/ols_plot_resid_fit.Rd b/man/ols_plot_resid_fit.Rd index 1a038e2..48483d5 100644 --- a/man/ols_plot_resid_fit.Rd +++ b/man/ols_plot_resid_fit.Rd @@ -19,9 +19,9 @@ x axis to detect non-linearity, unequal error variances, and outliers. Characteristics of a well behaved residual vs fitted plot: \itemize{ - \item The residuals spread randomly around the 0 line indicating that the relationship is linear. - \item The residuals form an approximate horizontal band around the 0 line indicating homogeneity of error variance. - \item No one residual is visibly away from the random pattern of the residuals indicating that there are no outliers. +\item The residuals spread randomly around the 0 line indicating that the relationship is linear. +\item The residuals form an approximate horizontal band around the 0 line indicating homogeneity of error variance. +\item No one residual is visibly away from the random pattern of the residuals indicating that there are no outliers. } } \examples{ diff --git a/man/ols_plot_resid_lev.Rd b/man/ols_plot_resid_lev.Rd index 666d81e..8e9600b 100644 --- a/man/ols_plot_resid_lev.Rd +++ b/man/ols_plot_resid_lev.Rd @@ -23,5 +23,5 @@ ols_plot_resid_lev(model, threshold = 3) } \seealso{ -[ols_plot_resid_stud_fit()], [ols_plot_resid_lev()] +\code{\link[=ols_plot_resid_stud_fit]{ols_plot_resid_stud_fit()}}, \code{\link[=ols_plot_resid_lev]{ols_plot_resid_lev()}} } diff --git a/man/ols_plot_resid_pot.Rd b/man/ols_plot_resid_pot.Rd index a6889c2..e043eb8 100644 --- a/man/ols_plot_resid_pot.Rd +++ b/man/ols_plot_resid_pot.Rd @@ -24,5 +24,5 @@ ols_plot_resid_pot(model) Chatterjee, Samprit and Hadi, Ali. Regression Analysis by Example. 5th ed. N.p.: John Wiley & Sons, 2012. Print. } \seealso{ -[ols_plot_hadi()] +\code{\link[=ols_plot_hadi]{ols_plot_hadi()}} } diff --git a/man/ols_plot_resid_regressor.Rd b/man/ols_plot_resid_regressor.Rd index 15f8370..cee5003 100644 --- a/man/ols_plot_resid_regressor.Rd +++ b/man/ols_plot_resid_regressor.Rd @@ -25,5 +25,5 @@ ols_plot_resid_regressor(model, 'drat') } \seealso{ -[ols_plot_added_variable()], [ols_plot_comp_plus_resid()] +\code{\link[=ols_plot_added_variable]{ols_plot_added_variable()}}, \code{\link[=ols_plot_comp_plus_resid]{ols_plot_comp_plus_resid()}} } diff --git a/man/ols_plot_resid_stand.Rd b/man/ols_plot_resid_stand.Rd index 0ded501..3dce89e 100644 --- a/man/ols_plot_resid_stand.Rd +++ b/man/ols_plot_resid_stand.Rd @@ -35,5 +35,5 @@ ols_plot_resid_stand(model, threshold = 3) } \seealso{ -[ols_plot_resid_stud()] +\code{\link[=ols_plot_resid_stud]{ols_plot_resid_stud()}} } diff --git a/man/ols_plot_resid_stud.Rd b/man/ols_plot_resid_stud.Rd index 8a461c5..aa81fc9 100644 --- a/man/ols_plot_resid_stud.Rd +++ b/man/ols_plot_resid_stud.Rd @@ -39,5 +39,5 @@ ols_plot_resid_stud(model, threshold = 2) } \seealso{ -[ols_plot_resid_stand()] +\code{\link[=ols_plot_resid_stand]{ols_plot_resid_stand()}} } diff --git a/man/ols_plot_resid_stud_fit.Rd b/man/ols_plot_resid_stud_fit.Rd index dcb8008..3fe8418 100644 --- a/man/ols_plot_resid_stud_fit.Rd +++ b/man/ols_plot_resid_stud_fit.Rd @@ -42,6 +42,6 @@ ols_plot_resid_stud_fit(model, threshold = 3) } \seealso{ -[ols_plot_resid_lev()], [ols_plot_resid_stand()], - [ols_plot_resid_stud()] +\code{\link[=ols_plot_resid_lev]{ols_plot_resid_lev()}}, \code{\link[=ols_plot_resid_stand]{ols_plot_resid_stand()}}, +\code{\link[=ols_plot_resid_stud]{ols_plot_resid_stud()}} } diff --git a/man/ols_pure_error_anova.Rd b/man/ols_pure_error_anova.Rd index 5cb7950..d758262 100644 --- a/man/ols_pure_error_anova.Rd +++ b/man/ols_pure_error_anova.Rd @@ -46,8 +46,8 @@ The residual sum of squares resulting from a regression can be decomposed into 2 components: \itemize{ - \item Due to lack of fit - \item Due to random variation +\item Due to lack of fit +\item Due to random variation } If most of the error is due to lack of fit and not just random error, the diff --git a/man/ols_regress.Rd b/man/ols_regress.Rd index 3047154..67df88e 100644 --- a/man/ols_regress.Rd +++ b/man/ols_regress.Rd @@ -73,5 +73,5 @@ ols_regress(mpg ~ disp * wt, data = mtcars, iterm = TRUE) } \references{ -https://www.ssc.wisc.edu/~hemken/Stataworkshops/stdBeta/Getting%20Standardized%20Coefficients%20Right.pdf +https://www.ssc.wisc.edu/~hemken/Stataworkshops/stdBeta/Getting\%20Standardized\%20Coefficients\%20Right.pdf } diff --git a/man/ols_test_breusch_pagan.Rd b/man/ols_test_breusch_pagan.Rd index 2c35ced..6faea8b 100644 --- a/man/ols_test_breusch_pagan.Rd +++ b/man/ols_test_breusch_pagan.Rd @@ -62,11 +62,11 @@ values of a independent variable. Computation \itemize{ - \item Fit a regression model - \item Regress the squared residuals from the above model on the independent variables - \item Compute \eqn{nR^2}. It follows a chi square distribution with p -1 degrees of - freedom, where p is the number of independent variables, n is the sample size and - \eqn{R^2} is the coefficient of determination from the regression in step 2. +\item Fit a regression model +\item Regress the squared residuals from the above model on the independent variables +\item Compute \eqn{nR^2}. It follows a chi square distribution with p -1 degrees of +freedom, where p is the number of independent variables, n is the sample size and +\eqn{R^2} is the coefficient of determination from the regression in step 2. } } \examples{ diff --git a/man/olsrr.Rd b/man/olsrr.Rd index a8a262f..98e7e81 100644 --- a/man/olsrr.Rd +++ b/man/olsrr.Rd @@ -3,6 +3,8 @@ \docType{package} \name{olsrr} \alias{olsrr} +\alias{_PACKAGE} +\alias{olsrr-package} \title{\code{olsrr} package} \description{ Tools for teaching and learning OLS regression @@ -10,5 +12,18 @@ Tools for teaching and learning OLS regression \details{ See the README on \href{https://github.com/rsquaredacademy/olsrr}{GitHub} +} +\seealso{ +Useful links: +\itemize{ + \item \url{https://olsrr.rsquaredacademy.com/} + \item \url{https://github.com/rsquaredacademy/olsrr} + \item Report bugs at \url{https://github.com/rsquaredacademy/olsrr/issues} +} + +} +\author{ +\strong{Maintainer}: Aravind Hebbali \email{hebbali.aravind@gmail.com} + } \keyword{internal} diff --git a/man/surgical.Rd b/man/surgical.Rd index a4bfef0..66295d4 100644 --- a/man/surgical.Rd +++ b/man/surgical.Rd @@ -7,15 +7,15 @@ \format{ A data frame with 54 rows and 9 variables: \describe{ - \item{bcs}{blood clotting score} - \item{pindex}{prognostic index} - \item{enzyme_test}{enzyme function test score} - \item{liver_test}{liver function test score} - \item{age}{age, in years} - \item{gender}{indicator variable for gender (0 = male, 1 = female)} - \item{alc_mod}{indicator variable for history of alcohol use (0 = None, 1 = Moderate)} - \item{alc_heavy}{indicator variable for history of alcohol use (0 = None, 1 = Heavy)} - \item{y}{Survival Time} +\item{bcs}{blood clotting score} +\item{pindex}{prognostic index} +\item{enzyme_test}{enzyme function test score} +\item{liver_test}{liver function test score} +\item{age}{age, in years} +\item{gender}{indicator variable for gender (0 = male, 1 = female)} +\item{alc_mod}{indicator variable for history of alcohol use (0 = None, 1 = Moderate)} +\item{alc_heavy}{indicator variable for history of alcohol use (0 = None, 1 = Heavy)} +\item{y}{Survival Time} } } \source{ From cb0468f5bcd41e081dd982bdb78b1ae44911c7fc Mon Sep 17 00:00:00 2001 From: aravindhebbali Date: Mon, 12 Feb 2024 14:59:44 +0530 Subject: [PATCH 06/11] docs: update --- docs/articles/index.html | 4 +- docs/articles/variable_selection.html | 2225 ++++++----------- .../figure-html/visualize-1.png | Bin 0 -> 69175 bytes vignettes/variable_selection.Rmd | 238 +- 4 files changed, 861 insertions(+), 1606 deletions(-) create mode 100644 docs/articles/variable_selection_files/figure-html/visualize-1.png diff --git a/docs/articles/index.html b/docs/articles/index.html index 1ffe5a8..5db44c6 100644 --- a/docs/articles/index.html +++ b/docs/articles/index.html @@ -1,5 +1,5 @@ -Articles • olsrrArticles • olsrr @@ -86,7 +86,7 @@

All vignettes

diff --git a/docs/articles/variable_selection.html b/docs/articles/variable_selection.html index c9a29be..cb324d4 100644 --- a/docs/articles/variable_selection.html +++ b/docs/articles/variable_selection.html @@ -11,7 +11,7 @@ - + [![CRAN_Status_Badge](https://www.r-pkg.org/badges/version/olsrr)](https://cran.r-project.org/package=olsrr) -[![cran checks](https://badges.cranchecks.info/summary/olsrr.svg)](https://cran.r-project.org/web/checks/check_results_olsrr.html) [![R build status](https://github.com/rsquaredacademy/olsrr/workflows/R-CMD-check/badge.svg)](https://github.com/rsquaredacademy/olsrr/actions) -[![Coverage status](https://codecov.io/gh/rsquaredacademy/olsrr/branch/master/graph/badge.svg)](https://app.codecov.io/github/rsquaredacademy/olsrr?branch=master) [![status](https://tinyverse.netlify.com/badge/olsrr)](https://CRAN.R-project.org/package=olsrr) [![Lifecycle: stable](https://img.shields.io/badge/lifecycle-stable-brightgreen.svg)](https://lifecycle.r-lib.org/articles/stages.html) [![](https://cranlogs.r-pkg.org/badges/grand-total/olsrr)](https://cran.r-project.org/package=olsrr) +[![Coverage status](https://codecov.io/gh/rsquaredacademy/olsrr/branch/master/graph/badge.svg)](https://app.codecov.io/github/rsquaredacademy/olsrr?branch=master) ## Overview @@ -41,8 +40,8 @@ The olsrr package provides following tools for building OLS regression models us install.packages("olsrr") # Install development version from GitHub -# install.packages("devtools") -devtools::install_github("rsquaredacademy/olsrr") +# install.packages("pak") +pak::pak("rsquaredacademy/olsrr") ``` ## Articles @@ -56,8 +55,6 @@ devtools::install_github("rsquaredacademy/olsrr") ## Usage -olsrr uses consistent prefix `ols_` for easy tab completion. - ```{r, echo=FALSE, message=FALSE} library(olsrr) library(dplyr) @@ -67,58 +64,14 @@ library(nortest) library(goftest) ``` -olsrr is built with the aim of helping those users who are new to the R language. If you know how to -write a `formula` or build models using `lm`, you will find olsrr very useful. Most of the functions -use an object of class `lm` as input. So you just need to build a model using `lm` and then pass it onto -the functions in olsrr. Below is a quick demo: +olsrr uses consistent prefix `ols_` for easy tab completion. If you know how to write a `formula` or build models using `lm`, you will find olsrr very useful. Most of the functions use an object of class `lm` as input. So you just need to build a model using `lm` and then pass it onto the functions in olsrr. Below is +a quick demo: #### Regression ```{r regress} -ols_regress(mpg ~ disp + hp + wt + qsec, data = mtcars) -``` - -#### Stepwise Regression - -Build regression model from a set of candidate predictor variables by entering and removing predictors based on -p values, in a stepwise manner until there is no variable left to enter or remove any more. - -#### Variable Selection - -```{r stepwise1} -# stepwise regression -model <- lm(y ~ ., data = surgical) -ols_step_both_p(model) -``` - -#### Stepwise AIC Backward Regression - -Build regression model from a set of candidate predictor variables by removing predictors based on -Akaike Information Criteria, in a stepwise manner until there is no variable left to remove any more. - -##### Variable Selection - -```{r stepaicb1} -# stepwise aic backward regression -model <- lm(y ~ ., data = surgical) -k <- ols_step_backward_aic(model) -k -``` - -#### Breusch Pagan Test - -Breusch Pagan test is used to test for herteroskedasticity (non-constant error variance). It tests whether the variance of the errors from a regression is dependent on the values of the independent variables. It is a $\chi^{2}$ test. - -```{r bp1} -model <- lm(mpg ~ disp + hp + wt + drat, data = mtcars) -ols_test_breusch_pagan(model) -``` - -#### Collinearity Diagnostics - -```{r colldiag} model <- lm(mpg ~ disp + hp + wt + qsec, data = mtcars) -ols_coll_diag(model) +ols_regress(model) ``` ## Getting Help diff --git a/README.md b/README.md index a972342..6f8cce1 100644 --- a/README.md +++ b/README.md @@ -6,16 +6,10 @@ [![CRAN_Status_Badge](https://www.r-pkg.org/badges/version/olsrr)](https://cran.r-project.org/package=olsrr) -[![cran -checks](https://badges.cranchecks.info/summary/olsrr.svg)](https://cran.r-project.org/web/checks/check_results_olsrr.html) [![R build status](https://github.com/rsquaredacademy/olsrr/workflows/R-CMD-check/badge.svg)](https://github.com/rsquaredacademy/olsrr/actions) [![Coverage status](https://codecov.io/gh/rsquaredacademy/olsrr/branch/master/graph/badge.svg)](https://app.codecov.io/github/rsquaredacademy/olsrr?branch=master) -[![status](https://tinyverse.netlify.com/badge/olsrr)](https://CRAN.R-project.org/package=olsrr) -[![Lifecycle: -stable](https://img.shields.io/badge/lifecycle-stable-brightgreen.svg)](https://lifecycle.r-lib.org/articles/stages.html) -[![](https://cranlogs.r-pkg.org/badges/grand-total/olsrr)](https://cran.r-project.org/package=olsrr) ## Overview @@ -39,8 +33,8 @@ models using R: install.packages("olsrr") # Install development version from GitHub -# install.packages("devtools") -devtools::install_github("rsquaredacademy/olsrr") +# install.packages("pak") +pak::pak("rsquaredacademy/olsrr") ``` ## Articles @@ -59,19 +53,17 @@ devtools::install_github("rsquaredacademy/olsrr") ## Usage -olsrr uses consistent prefix `ols_` for easy tab completion. - -olsrr is built with the aim of helping those users who are new to the R -language. If you know how to write a `formula` or build models using -`lm`, you will find olsrr very useful. Most of the functions use an -object of class `lm` as input. So you just need to build a model using -`lm` and then pass it onto the functions in olsrr. Below is a quick -demo: +olsrr uses consistent prefix `ols_` for easy tab completion. If you know +how to write a `formula` or build models using `lm`, you will find olsrr +very useful. Most of the functions use an object of class `lm` as input. +So you just need to build a model using `lm` and then pass it onto the +functions in olsrr. Below is a quick demo: #### Regression ``` r -ols_regress(mpg ~ disp + hp + wt + qsec, data = mtcars) +model <- lm(mpg ~ disp + hp + wt + qsec, data = mtcars) +ols_regress(model) #> Model Summary #> --------------------------------------------------------------- #> R 0.914 RMSE 2.409 @@ -108,195 +100,6 @@ ols_regress(mpg ~ disp + hp + wt + qsec, data = mtcars) #> ---------------------------------------------------------------------------------------- ``` -#### Stepwise Regression - -Build regression model from a set of candidate predictor variables by -entering and removing predictors based on p values, in a stepwise manner -until there is no variable left to enter or remove any more. - -#### Variable Selection - -``` r -# stepwise regression -model <- lm(y ~ ., data = surgical) -ols_step_both_p(model) -#> -#> -#> Stepwise Summary -#> ------------------------------------------------------------------------------ -#> Step Variable AIC SBC SBIC R2 Adj. R2 -#> ------------------------------------------------------------------------------ -#> 0 Base Model 802.606 806.584 646.794 0.00000 0.00000 -#> 1 liver_test (+) 771.875 777.842 616.009 0.45454 0.44405 -#> 2 alc_heavy (+) 761.439 769.395 605.506 0.56674 0.54975 -#> 3 enzyme_test (+) 750.509 760.454 595.297 0.65900 0.63854 -#> 4 pindex (+) 735.715 747.649 582.943 0.75015 0.72975 -#> 5 bcs (+) 730.620 744.543 579.638 0.78091 0.75808 -#> ------------------------------------------------------------------------------ -#> -#> Final Model Output -#> ------------------ -#> -#> Model Summary -#> ------------------------------------------------------------------- -#> R 0.884 RMSE 184.276 -#> R-Squared 0.781 MSE 38202.426 -#> Adj. R-Squared 0.758 Coef. Var 27.839 -#> Pred R-Squared 0.700 AIC 730.620 -#> MAE 137.656 SBC 744.543 -#> ------------------------------------------------------------------- -#> RMSE: Root Mean Square Error -#> MSE: Mean Square Error -#> MAE: Mean Absolute Error -#> AIC: Akaike Information Criteria -#> SBC: Schwarz Bayesian Criteria -#> -#> ANOVA -#> ----------------------------------------------------------------------- -#> Sum of -#> Squares DF Mean Square F Sig. -#> ----------------------------------------------------------------------- -#> Regression 6535804.090 5 1307160.818 34.217 0.0000 -#> Residual 1833716.447 48 38202.426 -#> Total 8369520.537 53 -#> ----------------------------------------------------------------------- -#> -#> Parameter Estimates -#> ------------------------------------------------------------------------------------------------ -#> model Beta Std. Error Std. Beta t Sig lower upper -#> ------------------------------------------------------------------------------------------------ -#> (Intercept) -1178.330 208.682 -5.647 0.000 -1597.914 -758.746 -#> liver_test 58.064 40.144 0.156 1.446 0.155 -22.652 138.779 -#> alc_heavy 317.848 71.634 0.314 4.437 0.000 173.818 461.878 -#> enzyme_test 9.748 1.656 0.521 5.887 0.000 6.419 13.077 -#> pindex 8.924 1.808 0.380 4.935 0.000 5.288 12.559 -#> bcs 59.864 23.060 0.241 2.596 0.012 13.498 106.230 -#> ------------------------------------------------------------------------------------------------ -``` - -#### Stepwise AIC Backward Regression - -Build regression model from a set of candidate predictor variables by -removing predictors based on Akaike Information Criteria, in a stepwise -manner until there is no variable left to remove any more. - -##### Variable Selection - -``` r -# stepwise aic backward regression -model <- lm(y ~ ., data = surgical) -k <- ols_step_backward_aic(model) -k -#> -#> -#> Stepwise Summary -#> ------------------------------------------------------------------------- -#> Step Variable AIC SBC SBIC R2 Adj. R2 -#> ------------------------------------------------------------------------- -#> 0 Full Model 736.390 756.280 586.665 0.78184 0.74305 -#> 1 alc_mod 734.407 752.308 583.884 0.78177 0.74856 -#> 2 gender 732.494 748.406 581.290 0.78142 0.75351 -#> 3 age 730.620 744.543 578.844 0.78091 0.75808 -#> ------------------------------------------------------------------------- -#> -#> Final Model Output -#> ------------------ -#> -#> Model Summary -#> ------------------------------------------------------------------- -#> R 0.884 RMSE 184.276 -#> R-Squared 0.781 MSE 38202.426 -#> Adj. R-Squared 0.758 Coef. Var 27.839 -#> Pred R-Squared 0.700 AIC 730.620 -#> MAE 137.656 SBC 744.543 -#> ------------------------------------------------------------------- -#> RMSE: Root Mean Square Error -#> MSE: Mean Square Error -#> MAE: Mean Absolute Error -#> AIC: Akaike Information Criteria -#> SBC: Schwarz Bayesian Criteria -#> -#> ANOVA -#> ----------------------------------------------------------------------- -#> Sum of -#> Squares DF Mean Square F Sig. -#> ----------------------------------------------------------------------- -#> Regression 6535804.090 5 1307160.818 34.217 0.0000 -#> Residual 1833716.447 48 38202.426 -#> Total 8369520.537 53 -#> ----------------------------------------------------------------------- -#> -#> Parameter Estimates -#> ------------------------------------------------------------------------------------------------ -#> model Beta Std. Error Std. Beta t Sig lower upper -#> ------------------------------------------------------------------------------------------------ -#> (Intercept) -1178.330 208.682 -5.647 0.000 -1597.914 -758.746 -#> bcs 59.864 23.060 0.241 2.596 0.012 13.498 106.230 -#> pindex 8.924 1.808 0.380 4.935 0.000 5.288 12.559 -#> enzyme_test 9.748 1.656 0.521 5.887 0.000 6.419 13.077 -#> liver_test 58.064 40.144 0.156 1.446 0.155 -22.652 138.779 -#> alc_heavy 317.848 71.634 0.314 4.437 0.000 173.818 461.878 -#> ------------------------------------------------------------------------------------------------ -``` - -#### Breusch Pagan Test - -Breusch Pagan test is used to test for herteroskedasticity (non-constant -error variance). It tests whether the variance of the errors from a -regression is dependent on the values of the independent variables. It -is a $\chi^{2}$ test. - -``` r -model <- lm(mpg ~ disp + hp + wt + drat, data = mtcars) -ols_test_breusch_pagan(model) -#> -#> Breusch Pagan Test for Heteroskedasticity -#> ----------------------------------------- -#> Ho: the variance is constant -#> Ha: the variance is not constant -#> -#> Data -#> ------------------------------- -#> Response : mpg -#> Variables: fitted values of mpg -#> -#> Test Summary -#> --------------------------- -#> DF = 1 -#> Chi2 = 1.429672 -#> Prob > Chi2 = 0.231818 -``` - -#### Collinearity Diagnostics - -``` r -model <- lm(mpg ~ disp + hp + wt + qsec, data = mtcars) -ols_coll_diag(model) -#> Tolerance and Variance Inflation Factor -#> --------------------------------------- -#> Variables Tolerance VIF -#> 1 disp 0.1252279 7.985439 -#> 2 hp 0.1935450 5.166758 -#> 3 wt 0.1445726 6.916942 -#> 4 qsec 0.3191708 3.133119 -#> -#> -#> Eigenvalue and Condition Index -#> ------------------------------ -#> Eigenvalue Condition Index intercept disp hp wt -#> 1 4.721487187 1.000000 0.000123237 0.001132468 0.001413094 0.0005253393 -#> 2 0.216562203 4.669260 0.002617424 0.036811051 0.027751289 0.0002096014 -#> 3 0.050416837 9.677242 0.001656551 0.120881424 0.392366164 0.0377028008 -#> 4 0.010104757 21.616057 0.025805998 0.777260487 0.059594623 0.7017528428 -#> 5 0.001429017 57.480524 0.969796790 0.063914571 0.518874831 0.2598094157 -#> qsec -#> 1 0.0001277169 -#> 2 0.0046789491 -#> 3 0.0001952599 -#> 4 0.0024577686 -#> 5 0.9925403056 -``` - ## Getting Help If you encounter a bug, please file a minimal reproducible example using diff --git a/cran-comments.md b/cran-comments.md index 108b5a3..e4fa3ce 100644 --- a/cran-comments.md +++ b/cran-comments.md @@ -1,10 +1,10 @@ -## Test environments -* local Windows 10, R 3.6.2 -* ubuntu 12.04 (on travis-ci), R 3.5.3, R 3.6.2, R-devel -* win-builder (devel and release) - ## R CMD check results 0 errors | 0 warnings | 0 note +## revdepcheck results + +We checked 4 reverse dependencies, comparing R CMD check results across CRAN and dev versions of this package. + * We saw 0 new problems + * We failed to check 0 packages diff --git a/docs/news/index.html b/docs/news/index.html index b57fe91..13a5992 100644 --- a/docs/news/index.html +++ b/docs/news/index.html @@ -1,5 +1,5 @@ -Changelog • olsrrChangelog • olsrr @@ -61,15 +61,27 @@
-

olsrr 0.5.3.9000

+

olsrr 0.6.0

-

New Features

-
  • Force variables in/out in variable selection procedures
  • -
  • Hierarchical selection
  • -
  • Variable selection using r-squared and adjusted r-squared
  • +

    New Features

    +
    • hierarchical selection can be enables when using p values as variable selection metric
-

Bug Fixes

+

Enhancements

+
  • force variables to be included or excluded from the model at all stages of variable selection
  • +
  • Variable selection methods allow use of the following metrics: +
    • p value
    • +
    • akaike information criterion (aic)
    • +
    • schwarz bayesian criterion (sbc)
    • +
    • sawa bayesian criterion (sbic)
    • +
    • r-square
    • +
    • adjusted r-square
    • +
  • +
  • Choose threshold for determining influential observations in ols_plot_dffits() +
  • +
+
+

Bug Fixes

From f73abb8c61b0a8959115ca1346065c35dac2bc0a Mon Sep 17 00:00:00 2001 From: aravindhebbali Date: Mon, 12 Feb 2024 15:26:55 +0530 Subject: [PATCH 11/11] ci: use version 2 --- .github/workflows/R-CMD-check.yaml | 76 ++++++++-------------------- .github/workflows/test-coverage.yaml | 43 +++++----------- 2 files changed, 34 insertions(+), 85 deletions(-) diff --git a/.github/workflows/R-CMD-check.yaml b/.github/workflows/R-CMD-check.yaml index b0f3cd6..2782049 100644 --- a/.github/workflows/R-CMD-check.yaml +++ b/.github/workflows/R-CMD-check.yaml @@ -1,14 +1,10 @@ -# For help debugging build failures open an issue on the RStudio community with the 'github-actions' tag. -# https://community.rstudio.com/new-topic?category=Package%20development&tags=github-actions +# Workflow derived from https://github.com/r-lib/actions/tree/v2/examples +# Need help debugging build failures? Start at https://github.com/r-lib/actions#where-to-find-help on: push: - branches: - - master - - develop + branches: [master, develop] pull_request: - branches: - - master - - develop + branches: [master, develop] name: R-CMD-check @@ -22,63 +18,33 @@ jobs: fail-fast: false matrix: config: - - {os: windows-latest, r: 'release'} - - {os: macOS-latest, r: 'release'} - - {os: ubuntu-20.04, r: 'release', rspm: "https://packagemanager.rstudio.com/cran/__linux__/focal/latest"} - - {os: ubuntu-20.04, r: 'devel', rspm: "https://packagemanager.rstudio.com/cran/__linux__/focal/latest"} + - { os: macOS-latest, r: 'release' } + - { os: windows-latest, r: 'release' } + - { os: ubuntu-latest, r: 'devel', http-user-agent: 'release' } + - { os: ubuntu-latest, r: 'release' } + - { os: ubuntu-latest, r: 'oldrel-1' } env: - R_REMOTES_NO_ERRORS_FROM_WARNINGS: true - RSPM: ${{ matrix.config.rspm }} GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }} + R_KEEP_PKG_SOURCE: yes steps: - uses: actions/checkout@v2 - - uses: r-lib/actions/setup-r@v1 + - uses: r-lib/actions/setup-pandoc@v2 + + - uses: r-lib/actions/setup-r@v2 with: r-version: ${{ matrix.config.r }} + http-user-agent: ${{ matrix.config.http-user-agent }} + use-public-rspm: true - - uses: r-lib/actions/setup-pandoc@v1 - - - name: Query dependencies - run: | - install.packages('remotes') - saveRDS(remotes::dev_package_deps(dependencies = TRUE), ".github/depends.Rds", version = 2) - writeLines(sprintf("R-%i.%i", getRversion()$major, getRversion()$minor), ".github/R-version") - shell: Rscript {0} - - - name: Cache R packages - if: runner.os != 'Windows' - uses: actions/cache@v2 + - uses: r-lib/actions/setup-r-dependencies@v2 with: - path: ${{ env.R_LIBS_USER }} - key: ${{ runner.os }}-${{ hashFiles('.github/R-version') }}-1-${{ hashFiles('.github/depends.Rds') }} - restore-keys: ${{ runner.os }}-${{ hashFiles('.github/R-version') }}-1- - - - name: Install system dependencies - if: runner.os == 'Linux' - run: | - while read -r cmd - do - eval sudo $cmd - done < <(Rscript -e 'writeLines(remotes::system_requirements("ubuntu", "20.04"))') - - - name: Install dependencies - run: | - remotes::install_deps(dependencies = TRUE) - remotes::install_cran("rcmdcheck") - shell: Rscript {0} - - - name: Check - env: - _R_CHECK_CRAN_INCOMING_REMOTE_: false - run: rcmdcheck::rcmdcheck(args = c("--no-manual", "--as-cran"), error_on = "warning", check_dir = "check") - shell: Rscript {0} + extra-packages: | + any::rcmdcheck + needs: check - - name: Upload check results - if: failure() - uses: actions/upload-artifact@main + - uses: r-lib/actions/check-r-package@v2 with: - name: ${{ runner.os }}-r${{ matrix.config.r }}-results - path: check + upload-snapshots: true diff --git a/.github/workflows/test-coverage.yaml b/.github/workflows/test-coverage.yaml index 9245d3a..0eae2b7 100644 --- a/.github/workflows/test-coverage.yaml +++ b/.github/workflows/test-coverage.yaml @@ -1,48 +1,31 @@ +# Workflow derived from https://github.com/r-lib/actions/tree/v2/examples +# Need help debugging build failures? Start at https://github.com/r-lib/actions#where-to-find-help on: push: - branches: - - master - - develop + branches: [master, develop] pull_request: - branches: - - master - - develop + branches: [master, develop] name: test-coverage jobs: test-coverage: - runs-on: macOS-latest + runs-on: ubuntu-latest env: GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }} + steps: - uses: actions/checkout@v2 - - uses: r-lib/actions/setup-r@v1 - - - uses: r-lib/actions/setup-pandoc@v1 - - - name: Query dependencies - run: | - install.packages('remotes') - saveRDS(remotes::dev_package_deps(dependencies = TRUE), ".github/depends.Rds", version = 2) - writeLines(sprintf("R-%i.%i", getRversion()$major, getRversion()$minor), ".github/R-version") - shell: Rscript {0} - - - name: Cache R packages - uses: actions/cache@v2 + - uses: r-lib/actions/setup-r@v2 with: - path: ${{ env.R_LIBS_USER }} - key: ${{ runner.os }}-${{ hashFiles('.github/R-version') }}-1-${{ hashFiles('.github/depends.Rds') }} - restore-keys: ${{ runner.os }}-${{ hashFiles('.github/R-version') }}-1- + use-public-rspm: true - - name: Install dependencies - run: | - install.packages(c("remotes")) - remotes::install_deps(dependencies = TRUE) - remotes::install_cran("covr") - shell: Rscript {0} + - uses: r-lib/actions/setup-r-dependencies@v2 + with: + extra-packages: any::covr + needs: coverage - name: Test coverage - run: covr::codecov() + run: covr::codecov(quiet = FALSE) shell: Rscript {0}

jwf>Z1#j7>j?o5}Il?n0fU&LR&Do#~C^ z^)*_&R@xx{5iYw&a|+7BG&;$q!O`-l+m!wOcD|d_^}hKYC>=MPPpi=~G35a|2QbX> z0p#Cmk9*g@JnQI(fVuxmWDY(9H@L`ol6Gu5K7lIL=8%Wqi6Z^x1qv&2I^$Le+N_? zH93`kMAUp~r{!U?2@O0jUtWZn*|#H*fxX{*z11hhvwPmD0NQnc6Zq=hdOZx&5&fAgXn-Bv!C|sg?cO2oV54=PW0B#ESCIcrML%g6!R_wVv zzJQZO>x=4^$Y1}oUX7evDYr&G)6PhEsquRKB*R2aztT9xAuhT4Z%F#JIM4qreLe_; z3{LXlwekjbtwaEJ#Pk72rDeXRxi0GtoDakelDyXwL!lpA>HV>7ik6->%X+^BMIiD1 zw@*F~0Sbfw>DO-|E4vZKV;mrj3pPr(m|e>l1c7|scX4PhN$Q^z6?}s70Z@Q7pU0hd zQn#t>e8D`cnoE}cY~|ko6L9(KjbrSPIxbNR<3FT{fEI{K%mPRP*bW#0R{{qSrRupq zXFC(W*Fxx>L5ZD+-_cy!ZW;cfwG)PkRaC|UK0amU92iN+WC9LgPo$NLs>qwDVZ(yN z9;U&B8zCH8lT(!i`*eAN$g+}0iMG7x4 zv~@TD$QoYSw%z!K`G!vv7}uym+yGbT)p*o>3fG?=ldiLN?s8=;NU_Muy$ckz^+$cD z)WV;;8cAWfUdu7UI2D{LL&sCG4PFqE@XUX1Pd3JTws1k@a!Jphp(B01tWcDt#8iYv zW6bHPR3H#0`lvG1R(zOEljNa={8J3C2}7NUK54Uf*)Y{&(lurNQpxnO`K0c=FK@D` zP4;$c_-EPNQp|Hqf8NX~!m5!36|50Wq3~9wSz7tDr_^v`>#mZ)u zBYf}3=$|%^$y<9z(G6NKZ_@u~-duX<=(+q!J&;F;yDaL%=bu>n!hUN?Yq)DrLaTiO z#xis{b}!FwEeb+n+o5(#8I8L)e0tJmmNRb)Fm25x1GW_wO1bOiQ4y1f)w0Q5DW7;w zofh2l*D1>nwn)pCWSP|ZI+gxSC_1zo$Yn}{4E|Ui8~y77T+UO*Ja&RyN!>Yux6-OP z-A4bdM=-t?D5%o@Xrs=&_%bA3vuX_^ljYOI*${C1Pjf5da720`^6}%<7S`^IN>Lk@ ztk38~YX&_bBH(ZzbURX+ttm7doT<)Ff5B|eYLOIOra{##g$vL>1fJL4IDjzIh+qx6 zJ}Azmfvny4Z=nbE>m%LHW7k!;g3>yeO&0ME(#dvT1LICp06)>zLOI<3maYw}dkT*=Dv z0oVFvVP+U(keBf2=`%y~l~NW~qcV(W$w%SB$4423Db@2Mh2rl54-KhA?60x|_qNgl zowO|mqLfL0z4#G`>48axX%$E%sL^UaPgks@j>;OqG(@DM zp+RUjMi*$QUpPScx3yJ2djYx_v;*5E5?G^Vi!1Ptk$TD*w>c?0*mQ?Cga6G%V#m5H`&LDyDwXLieJHG}@*}bO@S((ar%Q#`p z;YslY<=H}DXSIa;B<6EcvkJ%V1%t^L+Rz0KW?`CuYdym5dba&cjHo#$2j7K| z+%M?60n5&@!UN?fMi%wOm&YbDvIqAqh9BX}A3Dcy#O}DRl9l{hQGC5a$qpyqCX|tR zq3)uR(fq-jjG`jGd~PrOcDC>NS@W)Cv7E0Xk9RNe-=lX)moh;Sshyat`&%yu{FJ=v ztNOmz6y;{M2!ik94ncHp+>Mu@Lt0rv1%SfTLI#Tullqs?)d__gM(z7&qqN|H- z+|(^{Q9A)rU|9=75FTgjsA%Y{9`x=svx-!<=E-w1m{?O5Iq6r2R)8uf%i?}`(uRU} zI87S%Oi{1Hxx(9~;F7g~Wvgu3V;b>{*V5IM4?xY%0;GR714?y3`yTIAkt<^hE6^lH z-OXZEP8g5|CvPs3{-fU_0Nd!8SSm5I3}axG^B*sgl4nc68}#vsiatlG09h%4~2;tAC z{;^O3?la&%`0upwB`q!O)Jh8&-_>rpfMXvrP5NW<-TU`}?l1u;(z5nbIqwV_w8X^3Fik72WWAd_;2*gTZJKjs z)-0_mFUi}{V)5|YNLOvyyW^ZOo0_4YsxNKSl#v(E^h~|Iy8Ce7SJ=2*o<2viZBx`M z?e<+#Q)`Zldv*P(vyi0VrSW3^?gd8gzw$*CZ?gBRN5v@WHWklnK~GQ0py*~@!BlJX0}HmIV6T9g+~P;b;y_!;lXBi}flkJT4P zi|6wkn^_n1cl0jB4Wem9|dFn0pmOJ`j-{CMdE0qo4CGi>ltvUU} zej!$V>8f+6P6En;YXFA?21=TC#|&U5j1}Gj;Sun=S=l}ZZ0o7gw`(5_j`61Cc8l6L z##(!fIilj?#B_9Q9JUz|t3erF;bQRFMv%;bG)W9fX8rW+2;$SVq&$viC1!yawdKVR zE(gCzaz7%JTYV|Cdz-O&^n?^ESEnIt{Oxxoc_guHA|wA7=~`xv=2LCSH>gN8u6mef zZYAe#X4o*Lfb+=}$El-+=_fCC@0S5RY%-U|RY4q>R-S)60Y#=eR#gnHsE~k*Rp7m6 z1cY#K=FaNc7ocVyYD6W0iMfGTCvqE1*5w&{iLkmmJ}!P-1#jO7ptk|6{Mau1c|QGJ z`{jpLZ=`D!AvHJykN>);Yx!j&>39?s1gFF8RFZx~K<|r8(#pzGRZo8mE$!W9n}5GN zg9jC){l!?hF*b#|slkb6t+MQ=;KX;k`9G3qX=tpX@%U8@`io!k=$E}|n88Z)eZFND zIB!^u7d_{*f|YBq(IB{tvM`G12k!LqYjU@GZxGd0JbJ0R7rCFOe=v-Tup4oRjw?eJ zXdlhkCG!UvX@pSKZ1SRzS`&9c^pv4h2ki9(z9kGh-G(LYu1`643sP!nYy!`K)uHi01 z>pMHM{Vv7aM!MC#6$lvL=KW>p5T|5omrg9mx#Iri8I<-#x)H6WGQcipK+QO*sZYLpxSN zw&yvyaQ+l|0O8-YgKL@6n5qAu_x!l=IpW4V)b8GqH7QRTD%)_>`cAQ&b=q&S&CH{2ZS1cGX4|ViSM=j{ZviAbkRGCF65D)9$i_Y#h4Fa0TpQnmE zh0p2tllkN_E-sMLXfvkV{+`qAC!<|`z6%Zfyd)Y1{4Jv*BRhc1cnDY?^REA7M`*#D z1BPPA?Z7W)eme=bav20ZHBKmaDCZY!1@-YmQg&V`Pf@dk{03?aH%!428RS!BR{kx?J@fpwu z5iyGLL$7eTtuORJkej=1Cjq&ryCfjcs+R;RVcz zSpZ$wa5$;w?)r3Rp`IDAZ1b9%Q)IHmSb>NDy8*8#^y&(Xj^V zu5L(2h83+}{n;`sxO4!jNJ0vN0dpe-1d zc>mZ(?Cow3egFyxzI;EwX-pvS$-(mYVBt6R47B{>1#a-j=^mzr!^D&TsMy&drWAAL zy;QGf_<)UEglOup;v5!m(5lNnSHBQ8YyK;qKozgWSQrqyUyK4W1e_%rrAix)^?3;HqO@{J>^&`9s3S^Xr3_|nH74Xs8YYGp($XK~ znLb+K9xRbKKbc%TH2dYn{exCDV@}=gkD=Wx&hk9yq}K~R+rUPvdx6jOjAkNF5-=N6 z;B)+I`>Xv)CDhU?_OJ1y608Oy?6#oqX zCO+01UqMlE2-JTOpRCiOnJ=eE<^Sk#7dImYsD4-XEpp7~F+mWy#Qh zW-q8;L8cN+6#KY5`gpf_WJIsfZpo)rrT&?jLM zpQbFy2m#P9fl3`7iLYDpun?jHG_3AIdQEmJ1rd}mCCVyKN|O5v>Cg-Ct}q8++M&=yW6)o$eZ#g=+dGiN%KoVUeOcWT zBuMkErH!-^DYZ{bOw8_iwr(Yspy78uFzZQeItZZz1gy6Ddq!FzS);(p*>6aX0#JBz zd@jM+^Y7n37RyB*pqM5CIw{Y)buu6uWdTzLJmIVDwtm3X{NO6bY7b>@{VFDg0!~f_ z&E^Ck#fNihfG(~NurgT)JKc^IBH`nZ)7X;Leo)W<8z#aH z=#62(kyI)h@vHb4oUjOA1`Rf)kGaf#*p;{u02%i)F2*F4pKDTjMBiUp_)>2vORk*W zlVbz%#Ok}eMA(3nQS81?fdzNO{pyfav5m}Qfb#?hcP?A&bflpPny#S!Gtu=6of%)w z9%-f4Ou@3D!+U57f?w_4Rqk zwGkyD`+Gh79}194Zw`xDwh1O`J@UogL3kIq2pvOv`@JnaJT-|%q!|CT+@4+yarUS~ zilR#_Bj3zkIzzXXsFyWOx1`E*YzMmDTusmyHn&Xv1<&g&vUtb6LPH+dgkZNdZ`|=m zKu5#lcPQo?krmHmJ_SrjPj$l6=JMtfGz4G(>m*&@_HeWJBtg*4F*RK(O@PP?SjK*_ zvIax<0&TG#3oOL~1vuFX3#1#?LU4gq%r(9qJghA$mi6Te)0*6T5>YwV zvkGb^Fw*)QQJtwGnCe6@F=k+Iv{W3T>x))xKu?E`OZb}Yy;uG6-4zDh#__!X?(x*& z_U!D8@3L67cD5Usk7V%x`O#MaKvB`z{4;uF#MWVwUwd%D1~53{|Bd_lcIBW%jR1mM zX&4sidDqqJeo6IEcwHHzJ447mIh>Gbnej7=EjFyl%oVWAUq8@#Tb6guzo7q+6h%*hV=!D3h%Xs3LyCqT+O0kjWMRVjG)e)A(`H zo_DJU%Psu>hpq*bc!pMO)hA0!z^$53n3;(Q7UWQG=W~=u0kSmE)Yv3DyM_6 z`ZhcueN&+UPtl6I+O=u<%e3JbPo3f_iMYhvhs$$k?Tv3Z^h!xQwxU$D;(Dte$c)kt z^6ZRMD#}?w0Z)IHg&9jQraJ%wW4+^_e%OMg9h-$JZ!Dwt=hva)?QTHL%MOej4_huZ z;WioawZ}iOlk$#%**pTE9&b(kwgfau1kl}<4!;XLlHbX{=-d01ahEn`@ryAB^oCbVm#O=nMHt zvejW2y`rY}GTQ4BE>{MY+J?aNU)^q)^G_;&d`?b)!OD;P|F%5nj)?#wshZtAIG-9g zF+6Lx0t6Rjbh(;WKrPUNM#=9){6A6Q&o_ISW=gzO)S~YIQ3Mzz^nhd@&EH>AD&_X# z{P-__52)c0II7j!WJd;){XkQ$U23Wavo$b)rzHP%lwR~Fs6#&^7pZqJyCR1&xAk8` z84Kk?(%B>IY&LBG+Sed$aLZ5OH1nrGu{y$ZV+|0Bp#uFX z@Vy%WRQg12D^ft{B?U(x5s)XpV`K!x2*m&7^PZ3H0;KoDEut6RHz}uPBoVyF2CD{8K5TI?rOmbE(daB`DwP^`vSw8XL;Dfr}*(j}P0< z768*tvz|9{zx|plz>%wX*ve02MQK;j;)b#4sKzD{myp1oj~n{=q1-=+ z3+NHZMYj+E}k>}73%QM>wt=Ua&S1h(Vz~;4;)-`cWaJF=A5^hZGPu!R1gpUJIn(X(5ICJ+q>uE0OQ8#VaA0*2f)|9q z6Qum%5}dZEA3$k9`L`{Vp~=PA<{RED;MYJa$u;qKCdaPjZm2mnWuS&q3>2YbMSq;pK;*- zHqp*F)g9U(;IC#$$N)qq!tTeJ&EH@=W8&BSO+%n&mSU2^xg3CuyN{A_~F?Ld}Ze=9ez+> zwb{uXccmi6m3(n=fSm?b1PBfKfM4`AK>3U53E_=n%UUi}J#H6P#)0)a-=zz-@a?HcWaq|H18hD|8SAv4=hSdt` z0V=Ah-#+_8#5sD*xuT<@0EYgg^()_QJ<|WYZ9Zr@_Z`IfzLBg{Ed}6HbbS1mpKX8F zL{t(x2j1t~{rhT+v+1-Wywo{;%T=AyK8yN0OD=QQJ8ll@WLP(1u1V)@st{07Q2nbMrtA_(qYH4mN zhS+mjgp8URT>Ma~Zbmez=g*&8H!ZOw<_HQb*GUF@+`oEf(FAdMY1u&De9OE) zeb@Y&|53fdVoQfAf8heKA zdq^nF%X;l@wZ;cWD6f!~=li_sUD2Ie)~(w2Y@cW}zJrdEuk7yB8ACgJ!~AvJJe337 zuLpxEtoKWrn*)x@vgvS9Ve%HtzngP>TXJ?UEmu5Vh7tQ;8pFO~IiH^3Zcn^_x%~RU zfQn1#x;tpW>hj^X)9cc-R!IE=labDu@|q(OyOF8;vgHUV@^qTR zrd(=!EWM;#L}p4w(sUJ%NE1BJ?xEY!wGtwnDoW+Y<8f1*k9D4+LunQj#d{;fz{p|S zFQvUHbtFX1d}X zZ>JI%OAO0G4r=Qz&xfT~1ry_^D|Nc<_JcSVar3-Q)Cp*4|7I&XE@St@{~xx#0w}6C z?00FUOGyD~N$KtqM3C-QKw3mVI;2HFDFviNq`Ol>KtvjpPHE{DxX=3kzL|SxF2jt$ zvgho3-gx2{x87RqTi>XEzUX0+pMli~4t*ye+g;{$2+DDbF+dlR55~kBsIXB#SRcg! zq5QclVvWsjmJ`j6y-JmEqaxHpVjtbzts{a$FHGp^XMy2Pv9{*ac<_cs(Q4T@{=}2$ zEpvipckJprzXu6#djhPVsPW%_W;wulvv#UA^KIlF#^l~!Lh0FHk`9Zf-+CqLjKPhV zkd}r4uJ*vAcledPZgd*`L`{L^FDka@o!&i2iO2Q4ARGzs02vbC(=6#6%Kk`~iUBgz zZ59@+-Q8Wlua-c^HpW~qM7ATHI7W@7{Th8%c8em925V`{eR;;d zflS>g_Y^$PF8oseoQ+!S_u3-A(G2w3jE5xQU=qmMYa6l+#G_DeH$Ze z%hvM=`;vLHt24b*e>f{BA$Gi{ruG%Q#mk;9DsIlU&?;sVNq8T1WGO`51#bm&fiPJ{ z36rz8rInT4Y>aC1qz?WU1!$AirD0Fk$XvsR<)PsiOp`NzGW)8Sq?4@NjQ%TLaILn{*Nq7x~9vS!fRW?kB*Yc7c## z0W>1vGvF(}WtE3S^Lmr1{FA)x?57Rx&(Sj#~UQ zKyY{d>RsJU?F{r-tY%z3^~0yOHkb+;qY7$_E=`YT_q!_Txktl;;hw&N7Ev zTJXR?1X~6%#nn%5$KsE6#Es&Yj`nv~!o^PPp(|wo?TbQIR4jG2ol$1aOJ^r>%qtd* zY#XM9>>FNxy`(X4#_L#FB3q~GD0?Q4*V=KrX=Sc^CUF>`B0Rx)%ij2*Y>p;!rXucw z5~w+UnC#|SZl7tA9pR<8Q1g-Dov;-WA|1<3eZD`|}JUSRVN?S~wA%EY_k% z3EJ{lsEK1Nn2$X*fpGWNw(ode;p>F=s8N%g}IC4(PVK0t>tgS!I-~x zf2Z7JWbx(#^*9=poLoO=e&dRu2ib$tMY`FwwZbD0u6tt!qhN>R@|hVMzoK*FL^1aB z!^JB5Ig7`b)O({;GLY`ta#zOW*6-6IZ1@a8bm)cYw2qH>DVAK-iTb5!(gzhYA4-!d z`1R-0CH3Au=aX;~O_OP0Rus+Aq!`$*Vnu!N0#(q7)aCapM6e71B2cI6>oSK;F8nHP zbW1RrpUY7Aoy)aeTA@y%oaJhE2im8E*Jg%NdZxVMXnUS56vHgJXKEA|?s_SC`;6Ee^nL57pB+TmAFy5HG#5I8B`y#NlB42X*l z=IgK{J2nG-c{jkQr_oBeb-M+vUlOO#VDUom-8*SDeBiKtu_x2u2dWLQyv)bBS|6dV zkD@u%VUP*z#robY@dlE^7HEt=KpDonjhaHma%G9cbr^+9MnfbRxHCaiQQA*n9!;=GQ zY}A9%Z&VWBlMR0bse&a>-@pmj~d0)rZ4#Ky4)wn%$IF45g}>S?@5rT7Ri| zUB1oyPL&~E^j9sTua;#ljB0qK*cb<15~|EvBWXTpMGhl$a}-~U%JzLO8v{V894xp> z@P&VWNBR1S2u@=`;OO?1JW-01&(V}A7!7?Czx<95)qU$t_UC)jX`=MS4L?FUIwrP! zAZlo7Sy@rh`$L?jrbqMo)cZpWhFujUd@E-2AZM#rQ?s}+A7!*m!}U82e?p`5H@7hj zGn&m{6~LK>KtK=+^xXg-r^<+^s9x3H%0_jxgp~jG_2loU?zeO-SBRKg3D}=5RUWKvlmG5{R2Xo1v8-QHeC^JigcYnH zIyxpGf*0J-wLd5n(saM|hMtwd(}au6>u@~;EG6fmnbQXH@3*fd02{?*&q}8)6}f*=3Dd`VZ-pt}b_3S!2gfD9|u}?p&TT zcia2fcd$25G`P&m7D@cNTw`HkRv)wIP3#SJucKa_o_xK#*w_6HyG4T&wy@=Keg7Z( zWwN=$@FW)?&w*{{=ly&4Sp7X+pwgKk(alGWYjI=mtEInCtTFhQ;NYO`8QefKjp`)U z4U`eSgX3vcR2WwS@f!s6xSj>A5aH?^F0Z+QdL{_k5j|@beE<08q0P?}h!y`<1U3w6 zvP%RyH{gm**oY2fWs)dIB%#jSs}G|Q<)XevIZGqXUxcX9*~y>dr;un zq*%4aBtD9Y<%MWU2Alka$yl&fV-ntoJ%ykh-`ov_xo9Cb&y_S4>=!y24-wmqT0x*qu+i8WFfIh)JXryXGjg|x zKylu(YBiF8px@%ZKO!mvj#U(x%J&AF>cSF){UluiOLUpCeEEoks^4T<-KP^MCM0B7 zr13g)<78GF!P?yCrz8T)DI&wI(c>4mo+UTq1N3ql zUmXIO06l>^>wdxc*J5opU+!TxHe0lAH0k4cT9vg>-NW^?r$w7thr9;=zdzJIVm0d3 zn>Ui4{1MOU=)noZ@p*1X6e{b!LWo+UEWz@~f>)o5vkx$goSx@f>o($N3nx!S0=j8b4UB?_clMr` zI(+L-@*5KMibvtrc&wK8W`0iQ$!t+Hl@6{a8rW^PnU3G&w&KS=IkDpW;P?ItQ+_ZU z8HUj3t4^Z}dAXHlDq*S5d4Ib1hhqBNX3o1<|BTT1twL*J6Pv@Yjq5&(&*>*F4O(h^ zKcPi$)XR#Bo&B=u``MruxZOga%4v!bmgB|A+7OAO)WPg;eeOCYsj&>B=(l@pV^rU< zg_+2mG$vzEt=buo#Hv!(a-TG1(;cNZF%O(Ch`V0*+>Vr9{0j1?)=DjY?w?0f>*VB< z3X)c3w>L~yeVcA%T}$PHPR_G#iNX$y?1OW`Y=hR{({>IsTWd*->(jPLFP^+~_EOox zY=(SqP)QN8EBx)I+~Ahc!uR|Z`b(VF^Q3p9DeKA{Qz{*)1aZ}xB(v_VsQYDT?qV_! z{zy;CtkpLxxwpP*4+DZNwK0}=*S(Mi10%_7*8lAK$pVhR(9jgL7Kji2^wk&0Ym3Mr zC>a|D=zfJX-;xO2?!kfB`?$Zg=Ci!loRKzLd#H(>!_VcqIMvtBvQ56`wARSD?x2~~ zQG;gmD~tBRlfC-_%~z(;v;M~tey?K42Fn|gK zqk$#OdlJzqD#U};j*qyHv<%s#GZE=O$BCm90(vo44=v?6f3PSle&y<39#X8cvEF-P zL#JOfM8FF_XQf|{(aO^Ay5!P0NRcuNhHXIGsC;cnnS#cXj^-^((%gJlw#^_dJvNOD zVrZi_*0d{R()j?rIV2H%iAHx}{GzqwT!A!6rR80%?Hh{=HG#41gGU0-iKmt=oX=IU z)|oK3Ka^R>34MK4W`1Cc<8`FkQEbwz5E~<59jG~>sm^o97G-oxh*g@StHGlRSQ`#ZU_WH#Ix4K4%m}1v^7_SN7mv}G z!e@;0(f54G^U9YKeEa4%4f=U*(sF0n>xt3$jzp$7MgCy%-rc1a^>8;IW}Yo^pq3ye z&&zX4zo}R7Sq4q0-6V_kD-43e$ub!RF#jZ{I2j^aPj)dY9oA%%xCVboF=fpWq0hZP zqc`No{PPFfxK{rqL+(q+YTa*Xv^|RR3x3+HA1WX=qF>QYax!+`Ez|c?c4ML3^vl-% z;>4bS)KubwjU+@$UqiK-cM%D&T(5f?Wf?p~oq-B<7TEE+oESL-(?_bYSPp&Mktuij zUo3#;D{6|B=j20`c{o7vGB7iYQfSpu&nq*R`IT-gDw8J4)DAg_&siR3zl05xc9L&f zQH-cW&_C2?l~axYLGh`9H8v^pDJSHP-rX~3@?4c78ucc(uGOxkz@NIVP$;7XDw6mL z^<^s=`QUqMX-$*!cHI1Uv-4)OqI}nDwZD5&+ezQKOvuYg6xbmPwG3uO7>Y2P$R+(clh+B8 z0toSC1~>`7^@@J%z+&EUoSljIRq+6sA0|?wt|xMuBumZeKUS1Zz)@)xd$G5)_v6pY z>m(p0Db2{lB=fbvXatn}LLmcTelRqCGIQW2^t)fE%{)AnyQm!nG$dm{%Ij)9Jc}is zgM;+$6U`@_Rb0HJq}_KN-{a5vm()8{dNjDJO?jl_wTBt?+IK;Xr40x3`@8JCr=&}5 zA$F+}?CmS*WJ=R2DJBgQK;FBN?)zzX{UQjVnr7IBV~N0{vhL(=A!l^xicMoRMDA5o zM_XERHM2h3#(!ptq@9XU0YUD5N0c6$n-`_qVNTu}jRn)a3|Y4MplQC64ys4Z#5cK> zdUSt}D2S+;#9N(~eDLl+5G}sXbc>hz9{)W8AMfL8tG@U2jepB&*!4`C!mAV+07$|9 z^|gSKwi+o{5OJ^%=sh9=kZzQo;JO{W%g*{Ln!-w^K$iZIpF>7 z4?80Dt=xl(#lD|DT4sdSW>~1hgNC!ImF#PJefA? zG|vLvj;D2DG=V`pV}Q~C*d4Q zBTsbu1@E3gQ%@ z0++K&T*IPp>ptVv;jY)r59muIw>qPEzo+IMzG%=h8(plP+~hF}dp5=~mwq)edeV%B zwX{0Ujl!-=YBlun{j7h^@yzf7>_|YiD8>m^VX_?KP;+s9C(a z?0;onvK%d+afh@uRYY;>sS@hmzC9P^Oj$OGhzL{F053iE4diNSUmG4$T22@3B)SMJ zw@*TiA}c8Mu0ieWL|q@dF<6$3c5yyA@LA %Uq{m!%`Z-|g;R&xBdlzeh23>uGa11_ByebKn`FUF z;JetEs__29k2gVq5O38$Tm?3ya(5-)(}!zbciUQ*9xoo`335Djy-`SPH%To_*Y#%_ zyYdN1L+0e=1@9}Gt&4MR<5+OCTx7e2VoFkB(7Ha#Hs$MaV8Vfp0!qrEFzq1v36$_& zV!cE3u%?(wXlC_QEzxe=C)jLti#Z@&z~nG7JiTZ44i_+}?96H$A%?e12q?l=T{pLh zJ2CyoJO)lBbpwlCE*o+CCGA^*sUwkge!i`f%$G~|q-lCFOf5yr9<#eC-)h+v0 z0x9k0eluU47!X~W>m;k|X9$$VhvFDrK^dA{Jt}@uzy(H<;>jP0PXX;r5<3!Jim$V6 zD)k$6aAXj?>ten4MJt~y1jzJyXH5{t2Y5ht1I7dma6*ChB~60lEkU2hE-o7mN_w|j zy4+!BDyLMVy*g{~xIa59=FXbMJIBdzOKg-O=WfyTOn4X+C8O_G!B4Czql({$`E>cqTs z7Y%&JSJmC8WBvt|fwuHK5BbAC_dsH3bbFtIPyGCE6nAYuL$oGWR-XVq1cQO+4QTke z0TNx}f!jYAR5sZkw%yqsVTx>>*TSZj%xM)$sfxWWJzUv~X2uzllyM!F3bMQhzR#WD z;SEXOIRhUbA9+jYXWbh&Rs8dp`>W%A*xlG^Cm6C%Qr6J!SaTsYcAOBlI?Kc(LhgL* z_0KEh^5k>u?`bP>VU5f01j8OoOJn9(Yc%+~PX%-jXtX|+$|q{Oi`{k5_ot=k;ZaSG;9=f*Idd2iFIUi4~v7eX{5T;=!tlg>x_86 zB*AiP*t3;Ko-4O*NnRP_Rh;he3o*2Z@K|xci5f}C)px*Br70g~jqhgr`??ROJBs&S z!ZL%;m2hT&k=@(|=Ftt-(h}*w5UR@9-hi8Uw`|RzuaK$x)yaLK1j<7Qm-Uf5#*Lmt zh`XRR4j7f`f-U*Dt7Os-qHZn=i!nKlU?Q^V&KntNcNKR>kDVDZiB{yM3rc>kX#KS< zuKc#g!n(U%EZSZU(bcfk_od{npbIKSW-R+H?%(r=%j%c(NqG(ZaP+`l`kjxS;h$B(K zxaw=X5g%|2bK7>NQDjQf$~WuoNN&t6%IMX7S^K_}hJpI$o0zZf+!^Xev#Yw6(pPg) zG#-_TuOu%ogA89c!=p$bDB^**wfU)MoF3v6ey69X(l9 zV3xbsIIpcc?rE}6|Fyd94Nol$(W-DY&dt@4wrBk&mPD~02by!YE4F6WCO+U@|bSYXhzf&gAP>KY$4`I!lw&|Z`)((@O3U_--={&haA*1-R zRnv83tC>SwyTOHJ-G9XS8AJTML77BI^6Z{gvwFdBQ^T!nr4**>`0(&<@A;pz7^q?y zph#tLvNJ#0Yy-lh4_Sp%LoI_985Yv7D(7ggO6j=O1FgE22o*9k7|157pSwOX53u!R z_webgZVm&V*?{@>MSEP2UTR5>uFo2n0DXA%K2W@>ssEztaTGB$aU@-ZS(KvAw`&yp zT8xAv$0JsUCSG$DZ6Q=NjM>_Yv0-ydOYqC86vNmQ{@n38_=CT95v6TPra}rcDzae2 z(Rcj??zkboigRIUDIsE@!DHLpr?LM>nphaPPfC}JFK*S$LOod&p?*;TZuRD1UyIa& zx9Qb z)ZK02Y~y}x>gHFm?bUod&+Uf($eI~8jBTEX@XvxTjr_^3{S62Oj6kh%vAIAJt7Xq4 zX$Ypde&1j`+-S%cj?m*wUXHfz^O3UgJ&40piaAR}D>TY&J3C}^+qiiv_yr}ui%h`{ zi?Wd)lE>qF%gqEdr~xp%$XKC}!_UM1e$Y&`k>RAveS0cIMyY&gnty0hol?B;Q&TTY zn=+KiqnBS+Pb?>IPJ=bOiSkH9}6aW@^L^(r8_L z3IicSh-_>+Ow|&Jxo?6p9M(X-PQgQgxAZS{*%$n;D&`|tNRxTc^y@U`EizYRlM{a{ zmYBM~qI`V4Cxpv5Cnw_M@3Rblf6uA~>k4bGrKMzqr|3Yxl=IitK*7eV=9>k21ulCZ zS2)sAH=z=Q|BBo~Ay;j%VGf0eC?wrwV;j>-x*d*I6vSKR2eOmZj=^K@S+3*|8Tb+Ow~3;QmRb%Mk%ISf}T6hM(KNalaB(*e0lFDXd_Jcr_gL)dhH%Z1hz zLu=D|-?aC~(O-bvE-WZekzz~dST+^q|J`zK)iZmy^V7;JRl?}ds?uqC6SD7No#$>T zLLT#J9^yiS?hS|}cK+eO@bK_}oqyvX2cmt54A74bbiS(*U+<~W`u&}#&tU>(SB%;E z{->Ne9`gXatCKK{=j-z7TVv)Fd|!h)qee{=p0K}7<*@vDcXqwty(;R_pM;xH4%3wH zJ3E6Oe<#ODfm|M(%h6!l7UE6z(*4aC~%x zjTn8eIYlV6jzQ&W8d@gzfxVVZ1-^*!) ztFOsCk0ZIy8__Z4wq{dCOSms?M?i~rCx^Lyup$^wLd+9&mM>)Qe@e5?@t0`=?=T!@ zirRipvmv|~SD{We&r0A+H5$FyDg>bv5GY_v4gw&0w#W7ilJfs_CCwuXp5DO5;b<|} z6qGK^`SVoNa!Kwda-bk8Z3nY-{XICKiI-#+uU{q`0*7a*VIU^nRQC_}3}-X3120UE zL3lZ`W|OV>f+j7Jp8kwcMP9z_&J-YKXa*i?YojOihCmaCL%$T!@^=qsZ+|~7IXN6) zqexv!T)zmmpXCamZmTB!;Bmoy6?E|(Y4PThHgbXC^Weu*!h8;bD10`$EvU(w*I}hH zCSdOf5aN$i&)fa=?3YXzC^+*i)FO6H zs88Qe;DH`zo^~SEI5dE)`N-;uUIENWl{t8DwQJgibl8@EnSc|h3<+IMk5%qtxNRms zbfhR}XJU>#*{aDZ`1U5G0UEX8S^5QsUE?Ks3y0%XCx_#`UAaBW(&>`!s>$Xuy@^9( zQcoKK3k&5_rMAyMw{n?K>o@*%`<1@tCTh!1iTHpOs98diS?!c&lYVtHIeOj*bLsMs zd+nSWK}KEW4`bUs_I9%`Z3o@g5^1zz$xVfq+j!j zU$RqKJD&jJLQ89A+8>kuX?%k_W$f{BPA*08h@Ai~CK{J%WA__0f$*rP28VpI`vltR z1*5Xi;9Tg8LN+*~Vq&(f6(RLLjZAByZ)E!lxjYu{V$e zwVIZ&^dbOP4F4MIVHTx&8hVDzo5lQX@4F}a&bM~=@eAr}wU2DT0};$AdEK`rLJA8x z8uz}jn|l1fkokPnq+1}c!0q}NOOwt%%b*Aqj*erRUWmjv46-_6Z_iVtn%4PywjHX` z#T41D}IJKfPTh0#U7J-nErxz9x?c+H>nN+2YKuW!c( z8{-7vXIgL|0H+vOR|ixo01ODCssNkmS3{aozpWI@U_0zyc7>*RSp6Lf&=Z*jN?jrL@9*M}t3s_*STkcBVIWV2^sISGx+X4m~Q~MZ~@wQCI z)uoMmiXguBk)O6+Eaf zw$fO>5lc!$yYuPOCrjv+3pDqGA_7R@2z&0()dPMEDYq2!%Md z-q)tW#(tD6suT0LcSP84Y9C!Mmt-&}3JvP-gSjzj7TiP{xX6LjyHpEn*I52MTRvMf zzTtc6kY$^t8#S;dpWN5%@$C^W9S@Id+qA8aL-Gwkc(g)_QtI#yo9V_)`+Th~K>s^H zBb8Vq(5G^;Qu%tyg9*IB_0jwQ%tj|6m)$H}UG~`bY_d5EXxlCf*cdr*{3M#w_Y8 zW z&>Y0w>0kaUg3=e1k;v5>&bgrar#_@_QhW3&<8?&4127|gR@p;d>)7j3lX$A79;x2Q zI#8&K0u?#)l1CE?!Y}q8%=NHnSVgBl--utGm6|Uf#DF+9rI>mECSw1&fDxyd7!_h? zF-8h7&&?+bQN1%tq`jB~M}A%|3c;Alldpr+b5P$4d1Pv_u<-Jd{|ROHXCtdMzMPh; zn{J(S-WaH|C%(z0ofOvacnhrjm}tB?@Gs6;=B7kwq~q@8Aq<6{(rM6AWFKW;zQ~;1 z`ie#CgFqnf8mTnJHY?`3bZ^Ri(y?l^GI^jf?|{$A+WL_=Q|6AYKI>dCLFLIGF#&v< zMz`$A;xv+AtjV1LIbB=+`Te`|E9sA+-^xeXk;0qkear?(TQAiVUE;rAiHJ0QVjl#A zf~}er_z5TT+2F$nML~%Ibtm5X1gfD=|DHUZ@?4Czg~?C%UY&Fhlc0M3;y8sIl>#p!ND@pj8gBURhF~JIr@oZ^%xgp%9D6p>?Ih~rfneETvA5J?3x1QQ z=@8%1!sPo}`DA$KU|1b0z9gWD4EP-^mHYRRP&085@c43mpGbi)1odQzgyif%8FE#D z+2f9`D3D+7rihaF`}V_KntA`#r$e3b;-QWFVzUws0*|IT4>1?%*JNh=z>Z!uOpR^3 zKZ4Z=2%*D#YYL1oIs_D7c$`w5*-_kA=j7epACZ=S+NpFe!aklRGh6Iz&X9f$i1$*T z7d++VvQ&E?pc8j?*er!hq+s4dEC2#k)Gu}6;neQiNC)>WgWgDxe$OpCaO#drNC+uu zKEwW>gaP>>4z?!A0D2qy^arm-9rFWY{kn4U7;)k-XaSxH0z@}0Sz>Z&TvdsF532H3 ztq3Y$a@I`58W^ZexxGDToIf0wz;25*xnSMDJHeDx zf}S-y0no2q*Vc;Gx)q-9x|s+-rd<4sV=gmnq4cTM?fB-B7^1sk9x75y+dsby zix6oP!b6e!)jga4F*nx=w13`6rm&6y7P&3*h5`sg3N&9DMsH2tsP)v4)_fCww3SAF zw>1>j@=mt6paN^Q2C~)i_pAVwjH^2~nKkPH70cOCRkoAK4@OM!jhv;GUUNa5dk>y7 zaQ1EKFz*cA&(Uwt)mba-`_}ykBC2?mOPZUc-DSQF+sCF^*Eme_zYeQEdx(#LMS_AY z3eS6$fq}+Pn1)J7H~j+y@nEbJUdSOiO220PW8{nN!PfOJnR2cih9AESWM&#|W|clX z(~1s4eVqls2zqRRcevobNA;&R`0#m;mZ&=(7PwA1Zc)(&kEU>D0 z)b%3`yYajjzd(=OqQYcC3D6fVR~Ld%bqO>zJ8XXPb0GS~{ws1({^lWH<2Y4JXubyh zNXvxvTuwUF!HjWl0E&Gj zY;|8&P}t(sNCRtT$1;^-7CCaqX@m7H;TI zA4}!H$NbpB?y3`7qf=7@ABX{=>t*u!N`;GTrz1^D=lcI*0Z1?l4Ybe`PT*Om|K9=f==^beCN7XH2lT}n4GbnV zlYz*rw^HibkY$C_%Z}yc8;wU7n@sE1s7=h?h8k%CyUyz5IL%xl5%Mdp#(fLbx^K@> zcOH&H4x>+PTQy4lW`4al=c>l-@I87-$#6XX?h11l>1r=F8KwxTL36ROFjEd|E#0>r z@4Gasr|^%c@GKS0HwU>{%E~i0_6R;DnH_ES>=8)aV^^1fbUKakpI=HX7oR}oFtcSm5AG4B#Buo>Yz)B17WUmzR!dKu@8uqaU?j?*q7q6J z7!@KuVLzXta}y~f)Cv>zy{~iG$=H5OS==Idpsp?U+;wrcE0BWkqoe;ELVe@kWiu=7 z5-PU@opsxsu(UJ#d4fOH>bJfZ7?Le#y05)D$Z)`r%A(5J`87Ji<@|2->Yx(mJ$0Li z(0eW?rPL%W>+HA0a|Xl70rOX8)n}n+9nS!*@O4~D#;u;uBU`9NW>RaDiSaMDNfeMz zIZOZHLpn#XBphLH!FsFr(2RD`F;S^8JUxtRNZuHJ-Z=;yd;sv9KSuYqga|6ltKq3%waoQ^Oy3k#tZfSQ#M~Si@iJb%(~KX zb()M7H>KHVUe z<%jOvo2b^&b${}R+y8pY7mho3oIpQ;!hZZFn6RO$rHRJe660EEI#wCT(^?((yuIx( zo!@b^)$D&N`S&4?_iC>!ntAJed5ulbRXRCckp&j~9SF^oPTvm0M4PVv#p7Fl-F`e& zuh!^yCt0BAb06=a^A3`m{C1>%{$&3>dm!Kj7;-*tSS=aO*G82KJCn@PVUBwBg+un_ z`%f0yLR0X_mV2w*TJ87^QKLu+6e7}5z*ELZ+I<cIf!oaF{=t3<*FF_;W#V;<4q%DzZ#n11$^s)P&M&a}(k!1n^N6ZTw z+|q^x5L?lv{v6_*#zpZ?Re^5(Ye7{C?7Fmg;%>_}0;8ov0u3Ypu|2&VGMF|5lxgOlZx_(0q#X2(shz zUG=rw|KLfPu1NzdsM46hFEI1ansBWJLbdv!jr4?ZiXB_1{+#YXVfcawHQ}lpj1_gqG45 z`}mk-cR~&M_ks_iwkDg>U%D*3#N}@KNMITDZ*sv&OZQJ#_?`L=1qltT<9c zMRVwZB2B2^Jm&WCJ*bJW*1nX`C@R&53VO!Jj+!lW6k)e(-QCyJ8sH5)!DBsshO6d* zMgOvEW@+hNy7U~)JVIJp0z|1k2P@~Y%0|L}zKtK&iff=Rzxkp1K z$hx}_g}FIv_M$FS(svUyQHL@(+@0={XMhL2W3N1~G&o^72pWA(nJ0Uvidm$K6V-`Y zBj)o#_9a7(rh#7@NENz>8k{tV0x<pUDd?i;4|$y^UY)1?D37v z@rp{l=OcE{Kc^5LeY3v#aM`o@NDVx#;ooDpm~sPW;b@qieq3Zz_Q6th^k}B^k;2v$ z2io11*B9j@SXChAqjFy5dG_h1-jRmiUyX?4+3|%jqg%-4N+_Pln`G9T5n1G=zsMf* zg&_K)iD+Nzsuk(VF~8mYqH}}o#{l?a6G?fp=)?Sig4fBff-h~qJZA>i+(6S$+)OW! zZ@UrhGTSL2ONws{xpQV*2$j8cYwdGB%3o1c^Wouby?sLWX*C9OaKsGczwkfJYX0g{^BwR~&@^c@ z%ifFlw=OMj{TrMI?`vbzw!FJ1KStoxOtr1K%YSj*$)LVEPj{{wc}qkYuHw}0Ix*U0+``fuhiz5#)dip2-_D#FVv54at zKAGR02CAeW>dOy6JN*xVtjU7TiAU(mKY2u6)7m7x{O|p-XC4q~bWrklhjO=YD86OZ zAxl$Ne!6&Z{J`_<$urLCSFD0*lAKLO^ZnKT?M7v)MC+J@M5hd5lY!}eY#rr~?Fvnc z+6J?EYmHHdhD}z-`k<~{`Ne#0$~kKyWANTp@tPZo!?pi{4_pg4sEMFVadupj>F*CK zR+e>0@BicEA=p9wHzr@9B=qRRBke#4J1z5(%2T`|nkNK@LcQ z5kLh=53Jwcd1P}7>Xtx3Tpx7EbE*c|{(I3XVC0c6%7-S1pc6-%#PQDzU9(#UGcLg- z;BVQn)Wh`9rB3g^>$dDvBae2};-^+**5B^}RR?|PH=E0!RNSXe=?$yh=sEk&MVtN` zL~Y=4z~4yuMbpB6q#0NtuL2)RUq9<#p7h_pWS>H;OhhC@8VF&Z-<3&Vn=DFC4}EdV zOhh3E3;OMmB8Gog&X-u}?=1zI4~zP@3{8}G@3^LXD$pn&^hGI$$*N*CLLY?zbism> zOuep;oB8{GPLYF46GH=acfCNAT9mP6y$T5izMDzvdp;otcuC|Ja3j*WyE-C7A#n}$ zR7flsj)15llE>=%z(za!YVKUEqLL~R0eo`G=IGQAJ*?Z)vkUu~A-jF_$-qd?b zpmy50GbKFSay-R(9f$<)DQ8)(K?~bZH7&m=1Zoq=uhC)&Z&GqW4jN{yzQeVnO_1am z@J#NT*XreBMwQlBml-xgA(pnE*ns-Kw4(sC#B}%{VX) z#x4s2OBJX!Y!j`WZ`<=&zoKB%A*5W+PNw{_;oh+OjlCoTWO;!+fBx$Z6Ma^46(mNc zpvD5h=*w`_oQwWqiJz@z>zA6NEV+tI)HuiZo*y9#Qpg9@-8O}M1{fb_ zsNSifRy*RvoFgxAemHK%ASFf1XZ=0E_{W`3@RAhhFQ!UyZ&5&X+*LR&fB+2<@i`I6 zs7BlcIz*-8uiN!4dqtK6w8Td1PaQhJa(3`N8{_AX1+Vg|KCRf?a1f2{z>S(HlF@Y(P@?hg?}&*JQ?nY zecL0BRjHP{i0UTrS-480NcWt7l;>uG#6#HpskgL(BfH+fLCHq_+v{anxmB*kY5(Z;gvN%lB3_Rip1WtX@l+d6o=gTvt~I(=J3UcmI69 z+G!dau{vHdt5fo%%Fyl46opZ>!)<)lSk_}epVA|n8TF(vg~>rn1?twIa(|FC8Ll+ z&@qx{tVp4@ieH<#uNzIdCOhjyY`nFj+@=TL0wAXurc0FDtaK;Wn1zs}q+lXZ;I|%x|DYYgfCbq4)g#txOO(*DR0%VCD*%*daJ#rZ(au|Tk>?co&i6caqwIFKM=QG2P%EO&Kzu?sEkrlDDew>{u) z9L6@OVQfsjtA*9;)SarvB9}v{y@{wdE)Kt{A*e2Y8;^9=2&UBL=xwzsuzs9o8`l0M zpa%1XSSWx-(!|679fUgTx8WOR3;DmOTWRQnv^;Y*oc7aOg$AA5ABNX(CmvjLMlG=6 zefRMH?xcT!1;Algd2N5CzY7U;1~CS2f$SnApf2CoCZiCyqZ4rVe_uhV8q|8;LHG0B zy9h8GANz@K2BVNDoG+u3DPf{{6dS|FlGJOE^#jMS=s&;;Vv|nMz ziH(a3JUDPeN>s_%F~M3nc_&(hZqxs5XINdpL#5vR`P^2`efvxuc}9gKE|Y{WQ-EUjL)RYFL6L-iW_;OVE6R-~3?p{cK7+I*1eS z+YF%BJ{LRf(r=kv!Ql%Vi$M1> zwn2}Z%++EJ`n3js_92`>Y^6UBr*z4M)U%mw>5NTlE zPBs3spZ2jn7x-YZu zWu08Q-}*=(nyyG%sHRpE<=qVZ>G}lb_~1bw5@O=Nl8NZt2*kq*Ytv|IgU@jca<{Gr zn2G(8VEOh+e4{SOHESlX6kp+Jrm;5r8P2yr1;B_xr2V z96(p2A`l3R%}2+nu^-`81sNIATAx(m!@K5O0J=4i5qQ<3t0M5%;%F)%JHW=+4SiJ3 zxu6nqikA-}gJL+fzT7QoRuiwa9K%|d+Z)^PhICm8)7qZUtxGtf2+f4EN0-%u7j$f5 z895EgKMpmwwaFG4R47J7MA-c*&uO`h2EQVmCHe&i?u8#6DS^Uxu_ARf`1+RE_br+j zC4g!U!L~aBz)_HfELJ>x4z@H~lQrWj>Hft4DR|}$;z`V^$#lx~%ZcFVa?*?fWqQOq z!F_)C13^^$xHpkf%)QXm@AUEX^KlcE2M=@rol<4dj+rL>R2CX;;Intme#-;IwASaq z$LIGun-N&q*yl9fn>^Eg=UZN&)+YdJeaH)&`5q-3}(kh7I; zYnsYKI(jBKa4TWLSvz1Q`>0Hxvg0bw{CqV#rV`|Nm4_gFD}f?u2>e`eGQUpb+3#c_ z1xh|^Tp>l#>l3D~avl85Vx7ks#KAY+S?XMcXQ^`#GZ6S>Qm&bHPcZ~k75qR;&Ozxp#WruSkTf;E(q}no35ZS8 zk^a)knu`C2v-g0<@^Al#mC`_zjBL45*_lN~rMQq$_6#9=kL)NagbN`vdxY$4Qk1=A zlfCy|&vD{=|L*($yne6$b3fPXI~tekI?vB}e2&licpvZMI39UwYir-9yh#2Ydf|tf z7y;1EWjR$3&8&^`)1mQDTRtH>Acd~&wV7+^jX_r-6I^cXETxm33gD0%_S2!gei4ky zIr)SwwhsJcy)81kdYfZYccL*;k00bggmY(Iy1!Y(ePq*QMHfvahQAO^zG#|_gV+ze zF1|;0+~G^)#-)L$aDs)Wb6# zR8o4q;%M|a3$7PpjeIlAD;D?f-#<%#??D?t!JKmF{XzEur{%`AYd?2qXIm2_-p1XF z=UZ!k+F)xvos#5vn_MInwC3S+$M$g`w!S{7qjopMlR4D6 zxfW`Q|9Z1cLkqx`I};H^F>fzkIN5EwN$De1=`uLwN{h~~0n1vFIdkH54wwUyNaw(d zt1X|&D9-p!dNQOgA>6D?8O%Wun(KE!1mz5HTcyx4!DV+zG}3i{%gL<@xzZMCI++rU z%qVCGGxsO!0mx~i_-tn>i}I-+`_Rjj8sd z$;^SrA3ug))ePmdP%NLcGhZz2yuBJA$43uMz?PtkbL-2ANPSaL>$p-{!pS7UvoI;b z0gNEmVx-!zZmZ4Zh1H@WZSMyyGKbX`(Xl0aE@(&r{zw%g2QAeB$rwWOU{)D@p-DewyAb(g1fY62Utm6vPVN64}W|{ZYt};gyOKiU{rB`hN@YqJO;6%9xd$4uyk>Lf~}qDs%a&E zPXsXe&v`agPF|kfh}=Ij2DX{1MdpcIMeIXdZo~HEM>Q}=UID}PqB%x<=kMRYK>-1u zp?l_JQnbtY7hm2==90D(?_HiYT$}E2Snt-?CG(swoS^QvY7*%9xRJEiJU)~uoKF=} zcMUxaI>!WOIDxX2m>C%vF*PG8I_+n9E2ljm7Wo1kh&miY>9!4)B8kHJ6tGNB*^y=1 zB|oPTLk{gf0&7NObMzXxj5?Y7p=_^cy~oG~!a_qp32@|QT1$2(w9fV9ttd}~=||l} z_rTG$cvAF7OleHUWRi?xR#q0dfI}`ghD3nCGBAa@XL&!DriXHu_*Z^gwyp#^LCA2| zA-}yz=zzJ3y&c+`3k`c7M+>U+gg>5|nzAfZ`^0VZ5&B4{BYye&tzzhzBgaSdBZP!SMGW(S z^3J6nzb@WM)~#FIj0@5`pBpMQUm5d1{>0S+qa~AJbqrvP z3QP&|m*c}lOcoOlyY3F57JdDxI0EQ669v8E;zVhj<#@u==kHyeJ(b(o$rp(ccfA!3z6MzqF!L#BWy8VW3BpZus^z+9_qBGI zaF_1IDf}(&Xc-504TN&QOn|Uj0em^MN8OWH8E;6FX+k#E$Bzm%Z!dm0+5cgE zVKCDUyrS2Dnw2b0;KEQlvkgcc` z+om7>jb(W%Yv7HUzJ60XbN7m~DDQ%Q+0cfAWu+?6 zRhvaM{{|bIG=x1}k#++q5GC?G`e1%((sp#oeia%fB}3dm&SR|f%w6Qqx#K4~0#Edw z4V*GI?9YD@>gwyyKu`3=uxCqv97HfuMb&h)EgCX*t51{7j?70sJRfPHj+ne*-?yv* zrQHG=TPabl|s9?%MW5s>hLh@`#37!*$Q52OWevs!s|IDI-*dd@920$?_Rvoy*Z!{7er3uJeOp6N0=tV382_!J!ujP|ATiBa5WEB6kQcfwqm6&Br zYS{6dmwu9B;sI-JGs6rv(kbZB+eNDBbkCjFyJ4B^k002h*d!q1Zu;uN1CC64%SM|-~dqC zwUqDpcZ&WGK&``L+IQm}fmu-Of0*`@z$_)_e5$k##*|ft;J1`(-5=nHLZIYkUjaPl zxxsSHq)6LO;CA9*v{3u(DZ>1d-3Q19>FmLASc@uh77$Th%uYM;8!=0OzHl5u+Sr`Hqz`boJ?S%fI*al?RF! z+wSC9+|_%FqHrdgu=6dI#R)1OfhEF51Y?%&F4tk=ffUGtVS^Mr#?5eog8N8B>P1=| z_(VTYwm@lL#_q0DB%H$2&7VDx!4+c@6EN>X!(sBX*W?eaqen+5h5%8JU}p3}b8%qQ zQ<^xA_U4#$Zz0s}*noaj0HzsDw6;|2!4}2F?ZVLq0k#)KKsR(?CflazM2?`)cA|g-`7GAz}h#EuFAW& zUQjL%v6$_AUkXG&sZgD?-M`?HbcWjAtuBt@t8hNOCX7J)44&>LCug9I9EJb!>H2kt z`rZDSgwX#1(eJtcZz%P@g0%njoAIl`13`oj{{W6CERB!<(YFsJyRX^5S3rjevr%il z;HW6-uY6FBm5vOtfGENrQl6KIh~mJGe93OzhppDWG*UCOO9>&=xZ^TBo-?$D0I|7H zuc#+Ds!uoj1IB57W?!lSF0`xVz{k zxV!jZ5466FtgM~jJh`mKC6R9eAmacvMMkR;a71>%EL=6+KKwNSfcY;bQz<4+i_=yY z`dFM0!A4>iD9D7q0l6*k*^KC-A$MFZooYOjzHhRK+lA>TTo!*t;CvCoAkl9mkk&9c zEiJnd0^(GNI{-u|ltw_vjx{YB@3TTSa`G+7y383YtV%sdJD)BEEv9kvPf|^0G!onc zwulFDirfvW9)qM5xVWN`5BywO-%klZ{na)sBLd+v%lB0P0zD~3LhBL@v*VAKMjd@T zL;cWcw;SWO#oYFb&(KfO6w-4MiVb^k*_bDs+G+9L%t;IdT$$vS=etERD9rvgiYA1PZOHJ zar^cL&}eN)-`Gg#$qwO68=&!|2^ccjQ#|l7C@9n}XAcC;P9L|RE9+`O`QBqBdbo7y z5^^Heu@*}Lo1NOk{jGM8ZUYE~W&69IICS3wh)9QmgM`FHL#XHMDRXwLXcQpZhuO7a z80eAR0W6CO6+f*0$`ZiSh8p17{Q-GDAP_*Ix8ay<=rXKyKP@=Jf%gE)MVmVmHPb;M zaqar`8F0O=5qGSl9L_<@%`)VM@u80;G{FP5{Lp?NGFJu{u<}w;RyN?uQ&ZE7e3RZp z3D!ap=yF{IP8=+${`{CxuOO_${W*juj*v=1`iv_mC&Fq2Izu3Hux^p<9Ai>j3exJv z#dqcYXF4B?Yt@BVhLu=uXNT4td;#(d`j4)#-Msnx8-U^lSI1I~6{Uh+6I0FH7qSUO zq|8b(x}_K&a6ebzGY%LjpUTNSpC2r;Noy&0Jz(^6{rm2^`+5YLtY-0(Sf0AAz)TaG zlK#=hg9e@{P_(EtmUY3aDipd_CXB#=*8nZ=nQsBn@MgrcWa&}P7ojrchdkp%}*_P!2k6PbD2*BK$N3shasK zWj%oJ!BLJ7uZ-_QmChAN%yILW4H!GYL0%1Ncwa!1U3~}O{N!%u?^XbPOb#=IsFyy$Ak4{eCokdTs6KmwEdj6GyyY+hb*N|kW8gUCd07k2Q<%vLl+_c|T5Wms|q| zJOX4DFX{^PdVB=it1uJR0F*W0H`ZUe?B@gj=VlIx1Nfo&vK?^Zo)@SL85pl!fmS~0 za^ujtAAVL^XwUl1T!-(<$)AH3rYJuPd=Cp&tb?yOY;Iq9!7r^WLHKktEzh#c23$!h z7(rgf4tQt`3PS2y?JT*TL4+)EUhAm+^-IRWBCCn7QEqqrb#^O?blLI!)27PzOI|TioERtgOrj z297d-a=Gl@x!?~4O3d3eLi==S9jRbeNQl0?wcDj;$)o4m{2J4b7A&#p<2dy-SNiAG}ucsO|JVnO?-&A zkM_8V267`9xqWmi7@;ARCi~AHKSKQksQol;B5qrJcbc{4+e?MMJ{c*Nnh+K?)PN9S zd<0G}GzNjnKtNO7wQru#1V0ER_^olZynvv}u|Bd{2ytj}mZH zP|YxQdrAQTMb@1~7)dT21O!ohJSx(n`U=7`uQu=wMyy^a&^_0e8q{Biu;zIm*g~Pd zw!WYsATLcD_#pHr^Ai4?Z zAix+cM0n`WB@= zfvNd+X+#ZcpRN*@b{1TZBnBe7Hp4nNW4ek=!5qM682$b64w3-x3Y{U)c37-D128B9 z?x+-6x5-~H$6zpqmldU?q|!%l6JerLo6{~d71@@rftl>r(2;yL%Z|1lLN&Xc`F=Ess z;yzXRq>-R@5z4vTNh)DovhsJ0iSqz$T@MTt5knEpytG4CPory(w%turB52UvX z95+m(Z6b{yiL3VlI4i4u-8?$vQxH13)f^t;xb7Z+Ar7-4n@(kYGzKmfOh$h|&1CdffS}nj zapTpOK1{b7PY=-mp87rjoG$}frPRSD58E4ku$ zsHZppaZsLKSZFAj)%ZA+K_&u)`?U2pQN*yrluP`FL%gyJ?1u24Vn8UmIo&99`N7_T zJUF+MdI0@Kdov{v6+v<#tx0f467k~Z1${toSkwM4K|g#6k3mL3K_OudP&)8Q{-~cd zHD3LA8Y$N7>nOT8o&kOS||aQZe^?U!w31I zB-g$Qd(F#Nm)_~9y@Rt?=n57goyN;C;s=FGz} zGvA;_;K^~qPo$=s!43}o5PsVtR*Q^Sv;3OGM>*x1>5jApOTaC`>rJ1y>&$Occ2x5L z&j-Nu+jomMZ{CdWL*`Q6k$OM(5Myuxb7D1XS%uFl*R!x>5Az%iK86Xox&+(E^EToJ z3Hw^nTlg4}fmdw5z-fO%#HZJ+TwMt2zGGq;1(1VXz*ZD#mB44_Msjuu2dtiwGN{Yx;GE(I2vg)QnWAt~=?kP8%cnAkdjE!Kb z8u@MWXJUUhk?0eSE;vBLj1rKHSilD`i*`y_I`|E|{ErQ%uvs1-j8rUz|oR)a_XonWxrkzO(RaWQ4Z&wf0-cpI3grgpd3m zUjJK`^S}D$|KD$ROvV=0_0;+`XY0j>hsONW4uF5;$V0Tq=sqO71V@&4&EVVISj*UT zq)DG(yE)xcf>KT|-(4s5T`27^^qt<9df&LO!RWjYm(?ID?rK)h%d{$u+?II25IzVq z6k+>)zVHBp&^FK!AN>RXK4kYFP|EH>%!`E25Y|;~OPH}k$J^h-=3*EK2!XM`4{s0` z6Z7vkRWvm@L*>FGw0|+QcW~*jCT=6=pfC$`&x+i~41BbK?{^#!g|qRC-WV1^?83SHz>K z!4>Ta^MZJK*%T>6Mz%uMHf)Pa?;nuj*KRC~32jt8&MjqwixGZ&>^&Hl9ZF?GB#nNl zv8KGVN=d$9ZbN;WHqVgw+cv~pcBTcr3pCWs&%MA!HM_l8;PSnpN9GA3Ey*-H3N4lN z6!>=xikO5X73y)0O%4LVv9Yl&0S`qC_{`f-=_gt7x2Lcz0Wweng>xvFInlt@${HdO zRWxvu^*fhgyBHi4tRYP8pWBN;tSiR2mvxhkjqOKEdpVeI8qD-I+~G$<+Vshx#3@zN zwpbl#B-!4fC7Kkp(CIyLTTbncvKaL^`=^y8rDK27)(n{$5IVXG~j<8_>P^oC7BpLY0f z@->wkyC>C*yeqO|JJ=#=oM?Ke58vWu_5~ZO-DC9m15Uls6qDYf>$>4QYpJ?*LkxCD z9-Z(CVx{p``hNR6gF4$IG`PBHRU!kG9^Nz7caKbh`~sMifMHL2+C&t8MnkyYbcdq4 zI69?YvM-eEf!#nDP5k81I|&Wo!|0&Rfnt>>vBCbX+RvIUr^l5c8hq6Ly3|MSX=VrW zyMKeFA?~5KWk=%UHFWPEr3cVbs+GIza>vu>NAG%j3e1p@f9A`jbdAV3FB-wmtm=1( z*CQ?8D;{jPzS$l;u!JZYb$k;t0f;)opPZY+x`ygB@Tn)q#+0o`-^%+^P{4IFfeUXr zx?Nf|*l*t@pI|=6qndu>9_<<0=`4{W7l4KJA6ga=iwFbzI@KnfurcV@Hs7D%eWJi< zqT?Yc@r*leU-mN5#ly=L7K2Y6Y9rND;EZ+C8Iqb>6258HV; zIItuycpczQ@r6|&iZmdT7vM>=CnP%T39je1-96!Rtgzv}=T7Q2_1D{5cP&owtCG0i zvG>}`_TqEf{%ctXTPfMFu0BdY)z+~=69XqfLpZNALbuq?h63wk-K`sPlb-$oiFZN< z9rjwrLtL1Y#?)RPmX*h6`seG_JmaZ@S+IyBX#NyOfefHdYWJsmU>Ll~ zqB@T>WD?wnemNe7XqZ6b0Db04ARQB)_g>w|9`@1F0Orje-{~_c7KGelyOP7pj4D zLvRCH68+o;rPrx1otg?uP%Z*$Q#zl-eSkoKbBe;pgM|iPI1VPXuJ~0SA3IU}dwXnq z&bg6}Tl<3KO$ayp)*7zHrclignqalIwIM1k#Ajn5QiXVn+oXpJ7)2>Fz}&uN?J%fa z3^Qvx$fntCJOq@Af^rSKX$?l|ZS{pf1P7jbA>N|B0CF0z_;2`p{9k}LH2J|#ooMA=z>RFyj!|Occ_^?r`YaE=jRTP^S z#V+nQ)ySqypD@c(ie2{ll$}P2SM|1M#cv!CHNDGg7e}N4S^pEAoIY)0|nN>Ac;H+cqIpeI2g20YDlDQsW6KO7to-TU)IE(4Tyx(UvnT7ccch-)Jy{iq>*1=*IA+{~|EWng>C zYHP=WAZE(!*U?vDnLh!eM6&iMC|%t0gAB2j=?0|CfH439Aqm_@D(pJ=X1EqaO(S@) zYXus_uwDsqaU_?BZe=Oxy9zU*z6BnCqMPQs_u*gijJuz}uI>QdATO&CE!OyGlMkfbI`mu9kdmbX_;k6Z~*$& z1n9!q)irgrzp>sTS09XUm1*E!5H0Vq??Ao)`^*KoXhG-ac?wbWvrG06I6NnNl;8}p z!l%10vk`JTm`M?l>VYP?BUn)*1$Y<^$73O;aI-R=X1B!aAW)|*dz!DYFfbsZX-quG z5I}kWa^G#pP6r1C#lz;T1zg1!;Q+rwCAHl|*Z%$uD&un&B5O=XmIN_9E(A)f*RDN$ zV!!rqEd>k-q$zKE_N6cos#pW7ODHN=4k0!hnHK8Eh!G_Z_@okI^FzIj73*P|O)rz?oFbBPoWTBzI#pcad0~N04*>aDIK71Pl}C=edc*74+6hb z6V-!Dc~`Dn`?s$@%~FZ<`9{65E&oP%XSCbFbD#JWK&jxmy>ntdK&&xam0&FL{#A&Ym#XrPG748j&p%gNJtYb97%TPK{HBp zD@XxhbTbMacwJfn2Dowo$&V<=F!3<`8izh2IV9-$WTf5lWg5+#E3NvG^05=qLe!(l z$Jf~|FLSAc#%b{tY6|p>ZIG)sHPy_1{%-5GfIz>K6J!U(F`)Q{YokqZ+_>bt+H%Wg zPG#>)pHarm*6(i$#i6|Z7-7=(b$iH80Wv_LK}VVbayyYg$On3uOPO?QD{4eNYzTMk$VpO#NMUL=NBQGFuH*7O^dbo{aj=5v zLBcjT{ux-dU=%(TU+(=a*yQLZz~94%)@F6bLy!W&vTX8$!4%lzsyfa_U>+xd4Mu*o%H^dX{8wt;`oFa^Dp<4L>I4h0TDp`ka>jLghj zW^YMZKz;$KG$dDG^ZNt1Vyi?sAe!2*ZG+0>c|orYC`gdCf}{m1n8B_pfh|?K;S;wv z5MGRP3)26A41z;KNNsXLpmeA{YzN|cTQ>3ag$00D27SXfx)S%fD;UgQxmD0?X4V*riGz9R%Jp9Gy9d_QpG(UZ{~ zUyHB@QP4H=qqhUKNg8ye1eoZ`oIE!W8+(;S zC07io3qY^{QjoC&lMqs2!=2_ohNW09{N1y0%)&r3WjNXV`4GTMgGvcrUSmYcMfyjlm@Xf^75QY$P(wpQ z2b6GLL+e!g1k{ZoS#ZYS-fUg(qcj*ufmWgB=L|jNzyFXk2n(Q|tpiG5N+IzD?B$|z zFD^@YZQdemR2k<$1-VuZ$YVaMe2*-PW|V<+7iiC#|PVY4H=TsNKX9^ zs3}mhh5UTt91DX`CtsbRZhlY9JI09BHE)%A{=+;@UVk|UranW&dy{f#s5fRqzxVSacy#+L=b)=u+uMr(f$nT^ z;Dz&auk8$8Pl<86Msf7jZko8_$F>O~(XM1C1%;2O6#b^C%Cl#*ez3>y%uD#!$*;Vg z14^QFSzL`U?)c`fK9%VlLY8g~?tSL77j-KnES?uA?r{N3FM>%SC^SfZ&ON%F2(a%3 zNVQbTT}pv2Zin+>ZK_QabW951&<*87;E_S%C6xsk5Ng;YK<>PkrylJ(pS)%f$nbNj zkso)|I-45d1>q&baD&qxv?dwAjc3p>eH(;w?pb;^Ni3R zj~90A^fet48k$U`3Kuf1+n{p;$v6?@YXq*>To^up7)n5d$jXLlH25R!lBT9)D&dO35>r2R`ivnrM2jVlQ`GvM5KO~fZ ztoKb8mbv&fpidwMMKm~_MjMZcc}z-NXnKpd>yAMV*4Sxh*{2Zi!N(gy`}|6mR7PJa z{`{Uj-I)aj28Pb$vi}@G_#;=LKogC`&&#K9wr0fK;>YUKY_#(~Q0N`tCy zBQOJqCDihGO%TECp*&>=&NS<(gph5!`zJsz%5?XGciP@;@ABWj@$ZQG$@y|uZEhL* z=RB6;Sse|G;u9(ms%;d4Ecv6y?k2*(e7GFE^YsnxnmJe|5BOzTPzSVpeE%Eo7lN){ zRTph0H1<~*3HO}iZ}J~NM)&32mOPZqR?~K9Xz2Na3)e|-jg}B2FH`cN)lKg+Er@d6 ze_6V}Jwt5z)s|x|OeFl4j;CII=w}cnOy+fIa1!O&to@?*yTQ+|3IX<0U?!YDzJwyt z)qkfz*l4p}r-f)>=1W#a$1V{i{Pa#JbM~Mi0zje(;1~d6rVh(7VSifpy(dsDP(GOo zh2E#)w)sGj4|Ne;UzBr#Fql|?mUPd+=^^j|*t|7Jj>?4%`P$m`(b-I+e5sh`{tOq_ zzabS5WI&hAJKC)#b3xlhr@~yb=*vX(Hd9yeshQPnm8U+HzPR0IYS2h&FnoWicp?7# z{S*^bU@8-4GDB1fF4(+2+5w+0!pRSKsbSOf;UXavmqzwFqP5bn zAAaLDNH_;YM**vKDy3!6fLRo{%#A`e*zz!#gy4nbK1jzvZ6AyR%}N>|#Ah}eb4(zR zV$n41dQZ#)ijsh~n^3Eu7@|JjQaIu8JWFg$^L&;6fK%J&>rv*lW2v{V=#Pm{HSi{I zHmy#tb>RX&veA4}p_g-$l~wAxRK(k&Yvh0p8xC@|wzlY0W3?K{!%fTXJSw)8SL1M6 z(KDEOGL=;me}?)-r@9?+9eIWPPaSP-z@JbILi0_WUIc_s@vZwD8RCFC~w52NuHlkOOcNFI|~zmT6;SN*E{qrV=p1~Lb5Ju7=_M*3y+`BPWXn+ZoWPNmP~_}e zw`?-@Ar-k)g*5Fnzn)Hohci!%It1V6rN8emTubU4tL#rDHX*i?6Zv=}Mk|1pc85V# zFT3IS`XCMcMJ{1IjzCF{=q{TE8v~As`ivWUNY0qx6~t!>d=P3|NZHbmHD=?sJ4Uga?kSU2jn> zX#B1lqD#fq*WV?<*8OsKsh#}%VK+W#VubN`v&#h1g~4)zh2(-)A?U8Qpbt+NWNckG zt7ue+?}mhgV6*EtM(EMZz`pHSaA|eO%VXGI4#8Fw;Z4eD{Go35vtZ9NHNp7j*TS_2#o&EcWXGtgT$;bO+chT{uE>ZT**#d#QkU ztf9x5;q_^cd(_UWvQTvTeX=EP3fw~)wP@MOdatdaVXW%_6wd4rIIM{;TNO%{tSPJ# zudl5!47l*;*E$`2;l+RtH|QGb5%Kmi+{(%y9Y2fNtQv;DbSli3&o9AmPkeRSvIPC) zEcU<#Z}}EJRJjA(e*LqGRJU6}B((wvz!K`_;c&SR{hd?3e2M@3 z`PDrSoF%BwqO&*?>^|P)XYy5?7R#HY`}XkbcJhzyEi4+w^qn8eaY_Ds8**=-raJ1E zb@gfr6Wxi0bJrs(K-OaqRrO(92A6;yaJfpI_z>81kD3vK?E??|_uKn~>Cf23*vU|o z7Y>HXu18v5g7Vvv?dde=9r6~!6b@(tgp{H|al)-|qMp60W1yy<6>6g5Usbc_;+q-NI7{Nxyok~Tro*qDtP3ib0`sGS2 zMgDs6VBsAxQGb$iUc>!%`1^Zi6yBu0e{yO>q@+UW9-Q1Ay)M{zC+VW9G3U@ImL$XG z-a@~cjl63M+O3+2$zZ-Ik^gpno5&`?r+QD zDpaA>-=Dj~7_g{7soI}ohTSKn1iNdRTnGN7*7TS4|L}9gvzp*r-*JH5OT~{Txcv(% zs#{+!|K`IXQ20tFJrOlCR=RG>pSzB9)Y<-nM3LelB;_b)A{UVC%8>ZJe1 zUW=d8-F$4`s;gf{_M83Nj;g+K3sWr5*(+#6bAwS|(asb5eO-9C(T+i`o$?*PK z^AYXePE%C9!PZ1i`9W?u|8+mL-thhF0*(v}Vn#36q0yY}fMe6Mem-26@^?`J4}54A zM%-~rR_CeWi+X|Ke!@_FdrAB@F=H^vO&o=3%;hZLw0Y_+; zO-M{E#lgv6V{{wF15~kNL08069&?;uSSdXV26^mt?7KLgS{br&tt>kQOf8mYp%a<>>&-!-iq~#y~k9s zm2IAkxhaXsUs|l1dL3JDP^v-XClu8fy?^MQ@7$;H6p2N>hTia#tAMxcS;2q687*`TOyIH{M-uEnM$uKmX=Z z!*h3Zpp)dMQJtC#oHJdjFN}RoO=IJnQY9Y!rzxtnb@~N+fI_uEhZYTXtt+_r&kt22UF&cPEChuyyBAsr=~ku+G9zm{;`&n*p3qm++Au_RCay$ zlEa=f1CjeMFSC4ij4fULL#~WT`a1zfZ6;^6@`3v|MEaoZ5nI7>@gUV*IMLEFd#>;> zR}d@aeyOoyCSiG>;b503pT^wY`RP~VJf#Uablf?7p$hZ(hFEUgcm{bHr1jC15p>_6 zz$)MT$u`+ruyC)Spmz@Xe90;(Jc1aN-U-7w|s?w)JQRQTs>pGc@VEJoS(7(~Fo zj}H#I%J+%O2b)X^`a5Ikj9S;1S00c(B2&$Hx4Z8@NV83ei_cGgFVhH{i~3nUfGRrU zEaGqb6}*F?VFLWyksTdj_8aOzqHR>`(+vg&61^|{e&@PqNAW*P*~)W?QP`h@(HTFz~fNi*(V%^p1n>f;7p55-D{eexBSR8kVxgj~5&kLyvHYyDCXt5ME!hYs;@qNO#qvM!mQMe%b zSA|Y8s!z+Qf*$v}32yVe-b7LL~0NAUu-GQK3 zz^i)p%b%_fnj8S*NIyWpBHJ^Z>mN+*EH=IVY12L|l3%k{dpYuS-?Ai+8Jl>Oa`{2s zRFiAtXt3h!lFB?m(8ou2!dT9Go@h(z3i#N$Y_dOikd~y%o2L(5u?}AW`8wylsw{4L ztnTbdM)CziULwyv9GVZjhc6{97OCZl+IsK6~u&KWK`TJZ0vDc?@Bk;%w)q_oPKe9faaL47i^Jn7X)RY#rLvj>n zqnM=7&^kzVeYHeX?4irCd*zS)FM+;Q!xe^ke=Vt=^*p<-fcU$)!W&`#-~C)O@47mpISxMG_4D#PCLAk&XQr5y z&18&j5pk((Xe753Hu>lGbKx6!d*w8(FaOc8S?V1=LFReyc0@y@okQrYDmY3c+BS;7 z&u>p@WE56E*qD#Zv{XEic~awa$$9&y?~wl=?j$PtH0%Lk+6n-mfcH*4gX|#Eh!IMn zTl)rEhs{Hw;^fmzW_c8JcRFeQN6RZq`{(;a_M08oB$BhMbhTQh@kqYp<~+xLt+FJ( z#Or3HgPKk6#Tix@{rvOiy#d$3hb}IE9Tw;Fco&m1G8itOmsK~>ZldPAb4RPl`kc-5 zE5q~l#ET4dg~{nRhvX~L+~6V)&kWJlY3dTV61%70b^ysPLDGoBesM^zN*yck_YV+< z!z379dtex_kan73d^UzgAy+LrS$Ka**E!#H5h!tG>)Yj|sR`QtsvJk4U=lWnZ$M#t zah3nXvUr8Dx2ezr&r_RCu7*9RJ`*Vymrww1)^k0DRqFrj%PBGy`O4nrX1A(gtRbjM z;w%_&Flyh~gj&YN1;8X&hDJueYYiU~{gJvFmO4Ib>)2-X*S6TAxSwlV(rGEr_kFOf z;9hM^Bb8(8l?(UhI>mI&8Xhe=#(b%7(vR*wJNITSkY7x7S48|!JbhNa-UzVKL~l#3ltF(?ot_%V0oFhpgC@Wm zVRx(;Ad+uV%|RJp8$1fl@^JQ{nx!XmXXE_?m6$SFt&LKO)(?jna7S0)^r@jv%&kgkyT0(xtAo%jY{l%=9m_a5e`A;r%pHsRiTKaGj; ze+|`AdKb;)(pSM*o;g08rlw}@PC-wm8k}B=6=i=tFpZ{Z?6Y6?W_C{u>x;y-IIMrX zsR&;*eEQ^Ixeydj=nQ{<<3rBPIQ~#hLBXFH^lg}3ODXgsc7>rq|9-3%M_4T1dZYGWn)1`F z&8J&`=xqFii2W#5`;w-u24$l*glXLxNOV{B%~BqEAZBK*mww)U&X!*=+7D>`mQ2m^ zP|_@DrveqczTL)Bg@Vxy=WsmiO9$39aIh58@=^%W1{eHN*#GCYwMUO|2+uj(rIzN;Oq_#WDMV*aVe$zKVrK;g@1ew2ww&fl zV)J!*!qE~E65T8P158<%t<8-a14 zIt9HOxb|_%UC{@#dOPdJ11`O^L$CVNuJY#KTfV;omcD&O|%KyA? zARnJR;Zl8J{gz&gUqt<8*-dV|xSKDa)Liy} z`C)G1*-xjaK&SRd$AyNNLR$ufk1nwnFF6+6k5OJ(DU=H?bK6)eRP> z#IbYEd0yTL$EmQXlSmg{7UnU{HD756tN*lCg>r^i9>9Qkm-?CyWthqQT^E3Q&QmoO;`nVc_R)BKmaMYD&oPd` z5K?Hzghj-#iI(=u6%4iH`_iqadoTFjPjP+4&XFi#mC1J^4UWuLj-{!vfRa<-VstJA1 zGNwP>ky%de3Ue}tQepQaBb6cBI$T+WXK~{huzuV zyqgL==#5p=7po~)ANjtQTh`Op=gpgdNaJQ#Y~??Z1QIhS!pVy2Dokb}K8z%uWIU`K zSfLW>$>!qX%3XQi1FbLUuU|hCQWtE=LVg%P7+|%xx1(&lJxk#Tby!4NXp8B0rk)>w z9{2UU z>T_k3ohS2lR(9`>??FCgy7EoK`i# z8iz|VsVmmU^a9zeR;i!j9s;r#3|3A{GH>SNzwX8py}WaU_eaewj}q&;86}o0>)du3 zzDoS!^-<|=hldejfN?KuDsUI$X!hPh3mi*GWx~j(!LNoLj2VzRdteIB{}+Pmo-Sxy z#0n>d1)rEavH#0IKV5-Qp+{Lp_p5<^(1V`)0blLA9ViZ*I0N?uP6iR+Th`w4CsnO0 zx6OHJH7h`pZ~Sh4g5h7!<2oxm4@jx~f!Rec81NJz1YRiU<{NT`@}pXihkZA5S)rI+ zpJbyaHTckd3fuc69`kwg-@oyVyQ!|UD!|=#Bu;8h8x^Q37x&k;Ej;ks?MtLH@z~i6 zEE7#nAik2`-FK%)?r`(Nf8yQ0oh~5^6Bf{|y$qexzr#tZT<#(O1x+xI5vRCc%EICn z@Oufc^e;lQP%5%o{#G@Px9v*2ri;wHa?{zBvKwg$eM~ib(;7;6gd)4flL7;;{0+S) zh_VR0TPIt}oa63R?B&mWOTP&#d-!_tSPgr?87i&3q1*Q%tv5|4qQWf1^ur*I z{Emqn{XBd;3+&x*wG~8T{`sG9I2W9wsvV<~0`y+raS%q$QVBGRDmYlaE*%?lG3HsU zX%^pz4|H16^#AAHP$J(?Y6LtF)*|54N)9>qpmfuN;bTTlR!nV7Y;A=yjrziyN73)L zm}cuWwSWlG+S?5ZcDP9~8z&*PBmbR`Qj4|hPu0Pmrh{BB6>v?TA7GzT3I6B9e}tdZ zKpXH#ga%+c`A`mxq;fv%7>B37C6A+OCn^-5Zkg^|o5w@_k_cz@JiF~zzw9S$Kh-^Q zZ4@y=yOj+)3lzpZ?b##0>hU;DRGh;zpZ>Ej+DUGTqpEsDLF?yadahTnUFZ2~ko2ZW zL0`l(*W|5>t5Lp+a!yArXAZ}tGU4;tAu%Sedk;-G<5}3)>g(9LI9^(=(>;K5lD+Bf z)4GaRSsU~Jz@C77)x5VwSq~;3Dex=RP zEBv-IFB$cc!S@;G)?7SV5ZX$4D&Xr89fPibbuEaFe%~S%|MV|^jRgj#pg@9UT0l|I z+uz7!2s$jHYwHr$_OP#x(TPQ39ZONQ8fZ0k`tQ;$LeyhIrtMXBbimgfBPA9@@2 znLl8Fu;buL{o9Kt<_nXew5n7F*t*6zmVRHyndu5Yhx2%Kn)vzmQ$qd4ywM8!`uaL# zI7lG+%xcQ~`ndV+uPW)^)H2pJ#KW1GnNMM60F{D<5ZdD2M9yscyZ@&ze@N@EQu>Pu zp@R;+`H-LPeSL~Qc9AU{VeM{W$TQ?)lV5x<@;iWfd{ax~1I_qP8uqN`(R3ymo|6u2 z_D&4rE(ZGZA-2qVWD0+;SCNh`IkqmgQ`#5TiZcZ=jIldAP!V0_Z+Xe6M&~=An_SK~xx)?%%1yo=@yEbj2DyuJCfgYBxn=5P!5Dx!${ zM{wM~+WS`i<;EfSf7p8Ku&USQdl(B82^A3}MHH15kd#maX%qycLAtwB5l|`Vl9H0{ z-n7!)y+J^7)1ANB=y~4nAFr3_IeN+d#C^{_vu4d&Rd~rR=Y1KrSs)syc^V?`{JZ>~ z+eNgKFwgqPwVGeeNc2Z}Id^vHZ)~W)7KRHR0JQ`y#zL=J9s-g>{vZy@nEr}=;xM>F z3ps$(J(T}TLW{c3?Se9&=hhL_V5aI#4}D$T=r|M=%bHuZc3BpBpEM2C^1(rjGf!Ca zt&XYPocNm**mHgjObEO6-!yJ=oZi&UkVWg&|?>9CqF`W4* z?ZzyyKyvXhn)-3zsJtr89nc_5(BJ=hM{!7R)Wsp4x&);TQ3{3YM9%x2vZom0mLyNF z!@{&RcD`UpsBql`_2GVAvOr>(IWYjjp!wYkrcwi21uGN0;E2nYjpz}qc1^eZ*YF7R zPnGNL_;j86cai@`5G1$&gZ?^TZh7dL?WJknE6MTLVM80Odg{-+GjvOCyurz>$04FU z>#%0Jk$-3XPjmx*)k=nUjJmMtK;f!ap$?G{f0BuGRwM_%_;h<`PgAbV{61%=B zz8;>buk7KiKcT<2-u;sQs0^GPLGe;_dVj7rg1hKFUG~}w^4S02)xy*vFdmWEFt*-OUJZr=B@pA!o=d+6G1PyMt$GVPt!96pKW&)9~#f-}3&$ zrfvSTxtTk^*&X0UHSLi1P^zt3_UXx@WbXXYb>oZ#nC~~!XRUBet zP8E-`K;OrgT`BV4F(l$_?SFIb8d|6ojPG5dj!&+?Bs*6F+2p8>TTj_H=X|C=D95eK z0Kpeoue#2Eg?@IE_-Xp=%xgcD(_Tk4gaiJric-CFgX4S{kxSDue$DrOO#Gw4+Rl_& ztNmm4SSL#MRo_|tp!%#5T_{x;=q%VHCu5yhA~=|eDO&!Qw@}?bKLI493tvM+`z?~xPrG$C)^?8N$W57 zbI5JKq6kfWe*SQ2!^wrE42L~hBBI#Ilq9D+i&~exHHWzg@DbR0y_4&bM)#3TJNUe9%!UVdkTPRY{B4Un=WWO^Pzr@Ln z@6YI&;fg)Fdoi-0@8`Esd3bGjlj$Mw#8fGjQiy- z_n&hf)e9VZ;J1BzHy@U#9~e3^qJoWm7YkI0NWBSdC3Fk8?gt>XS(3N*@oK;`+h~O# zMap<}T~9~H=F_?Sb!~RHU5D!WDUp$B=>eOwr%_lUMY*cep>qeb$hEqDW;xI}^U^ zM(_`ca>dGuT2KBjW8Z9;?QT0GZt`WFM<%H691bshyd4)2xqd}kM_~UIrzvL$?t5#e zrNNOK6!;Qxc&xfL`8uy;FQ`^LSG=uaef^sQjq|$D@}YWpABalNR0pry-wVv#*s+(R`vn_+J)#||0cOqfW6rFZ zYRC15IK&usW9Q~#M~jVGTR*Ti2$@nay?ImHD6TQV^26q3Ne(v$;#hG;cW5%AM`TFZ zReQ$bM#A^=G}2z}(YvPy9LO5C6M`~wr{!9@RQzPmUq}C2>)E|n2=M1XAfAHT1U$oG zantb?k@V2GIHc}j1-Mn0K|d?{Snc7>chF|`RuNYQgoKj}?~bJkXhOv(^c4dz4gDr4 zJR7YI=09FxcH^U0H%-p(5wj`!e00QI?~TQ|(S$)mP`E40n<+hGJ9}@>(!&o@OF}u! z3d8Ri6Px=}!8(D_!xue#jsXUPJdJ;R^Mm)qv#V`!X4BuS^10qzA4E8Ojita;8oIpi zgp=ssAWRBYZ&6WE5j)+1P_tqLW?WHWR6wIKFoQ9@ZZEUqtVb*?YqsCeApBn&%&;iv zZySu*x05R)v8k=?9s@&90iw8=-GEMq6#0NdMk%ZB4IW~-UDQZT?wvUc*j$uf3y!Ql-igxe>Udc zpj43fU}k6)QC-*2C_cHA)s3RN>HqPUx@qqE-e^~evio1yFVQVPzz3@f)w;m8?xU_v z&N4RMI{lep>=H5G82*drAK$pP3&OHVCqJxeB*pWVUD?|WU2KePX=Fmb#GdQPFKT$8 zKY(UqfYJtdI~D?uAb$3o8DjTAkg)^}@eog2*NOT5?X}q`l0P}QEN-5)E$ziWJQi?y zGL45cXVnW>=c7o!XZE$i$?8A9)Ywz^98^U*;>)>rx{8xqT8_5nuh(0%|Ci#}e!W5P zM%bV13K+~IHa%7WAOr5%Gst~mqRuS*`18FAHBTy6$4u`-#*C?7(HUhc%Z|eMTbczg z)Mtx&b^dIBu{Qk{Tfc8dxVEcM0D$M@HYFzl*ITo}_otLOYvkP$Wz*03*Yo~67kI=z zV^07bLv)XFHAR%6TUmC72Ma;L#2mj@nQCirkB8f$Cn^ygD3RAWf3y_Kf)o>R01NXs4%~6To+U5L$arcJ zO9~D=Pv|Q*=I7z5NNX(YU3favMFsV~SuVQX7YYSrY>4R^bM)k=s=(Y5r8vnSTnE5xOVBqiuq;5pGSA9zTOA3B*5Rt9`n73+OI$ zfKllHhSCm)@7$7vx$gH#M`v`6)?4wC4bAA zbjNgT_(-7k!WBS|t(RI_uWt6q+JGDiHJUB-AdZ+b zhNew-evqjN@+iiNHo?x=G{VXMcnx!3SqKs2qAYUlX&)2_5ncJ%6CT6mqjeubF|VfM zRDIDD8Le`*35*{sI=5&iuy;+m)gX1>{!iq{an+ygs9dG`w|GH386P;xI)qF_2@&a& za%d3$>=kndg``aq2JZA`FgKOWQgkrvPG)k*uA2;1SjW8QZz22D^dVc2xe5{Y`)XSU5@2tC3%EBFbhlFVP?# zsme5X#msDZ^-{d8I3Qocm(MZbklZw8pZu@5U7&{=K%}A>aytIL*1ZI^qxT}nap+Op zdUN~Dpb$q=yRqk3RiH8_PHc>M_ieSEzQ~2BXeHE>e^+qN<{{ihl14#Y_k|-e-kQ#k zUd?`8x;R(DD^47%Ura@!n=jrT*J#kY-L^;XQSXRJ%<=Q3Vp{m`>}P$SU;lR-J|8b4 zU`@O>(_)DP{5L5%If0A#Zd$wXhaSFjVuu&^eg%*WAzC*~kZL^YCjKXd+uQ7P>ShHS zZJ9WZGg!BIh8iKDh&dfTeyQ+~{@;lc^ybEmHQR-r`+u&q=@vu+`e^}TwQIm%joRAU z;>?kH!5uZB`eAG3_Y`8CVy7=^e=7sh-Af<3QASQho(glxn~R9Q6+Ounr*lpm;#19{0C4ZVNj750RqDaI7*#2+d05j01b`P zhs`^he-W7rkG%D#l)944E{Vvk>t|3AJ8e4j=-ABrUk*AYbnCsFz~}2_-aCCQ;7~`xt`_PH1F!9x8d6PVVpfp@VYm0fa4&CRW&8mg<(yMTLp=aN_ z5F{_oH`_28ii1xAbX7ulk>~z@X(^WrcP&Rk>Zk5NuKKC%^{1kC`R^z+Ero6J3`6J6 z`{+yL2(|$LC;tXjDPH~3tLAlA9+;zw24xf#n_=XwYik>@Wh*G8&aDCIo#tKS-5$|M zG$PQMBW0j*U?W9Q(a?PVK?N7$VR4u4_ANT;>bP1R{27adV+RR0j^NN}NazxbMV&#&h*N-ZiP?>bLAX*I#>gbq)xlf`hCLE~{P+aC+eW8IQ99@@ zp0xt!?FkWB1r-f#5S9q(Q1r@r)I(oVpA26AzC220Qh#`ur^x;C_kTS@LPWC&;ol~2 zySNDcL`#bp28g{co{WAyx-^fQ0{Pxu%;hK&RUVKV(E1Ts9 zAd85G_{SquCfm9biXja=K0P8Fb-pCTutUgKs9CcBul{fUjlupyBhygez^IHN(CqLW zPC;dw-J~REWJC!ArWmHHMXrlFC@yG9k*&=BoKibFM-Xa6?cziyPtwQsVz9PhnsvR| zk|&P7M60MK_Xa;2qJOmgIwD4?ANlWNdTej>c-X<x-VwRyqMu(H;U-K;G*Ir&&xFNrk#3lZ*TuIRr#C{GV1QNkDY@<_Vc({ zL=!QcPfpurXSo)PC;H1Z&Hme%$ndZ3Aa#**Q3F(@RDctWwLCqyZeI%G;h@9ChXJD* za=p8tJkS7Z9=qmJAE`yfe_Q|}m9L+4zITXy_vWU)`6}Vz7i7_-^jtWSP))9U##aoY2zYT7d%r$G|5Bu# zL}hgL9NWd;)~2^@VbG&D zqABinOY*F}DLNaA8MalY69rDY*A&!IQ$gZShm6;qBrYLP1Z%EGd49;_j@m!%?Immv z>2WL?$#K8A6mw`AalWdl$l=~C5gdUQL*a3jppZoNa$2+3<@_nT=v0n5vEE7BdQz z-rNQu)zO-wLB|{U{$UpphZ~n9obzZ{l7L3F+*hvEdBa$qSpG)ZG6UUq;GF*GVC-MI z2Jj=O|Iszt#qDbjU1~M16%6~HbnxY(Kc8w+wXCP^QR>WZQ%wzdwUs&KX*Lx_9PYzO zlTmlO<{NaWu~FjU`Gmn&>NJ6gt3)HU^~;5!8xwJe?Grn~<6kkP3}*+6^sAuQEe(2n_`(R2xc6 zw%og(BGqpEy7X$`AZ87KB9^~DSCw8oSbz7pzN^aBYiD~iT9$Mux4z{Atp`+WOT{ls zy3C2w*%i}9v~>=gB5&H^vU^r~Z)0o7Yya!R1@#0yym5U$!C})F3gIoLUM$MC$?$69 z7u(!exA21B@W8E{cY#R$=bejr8Zwp(#aJ2Y3+GRyX#-%*o z>}6x=tqZ}$Ghe=bP8b*Gt7&1?q10Xf>O}p3O;snO)lCZG1Npc!iJk}9Z#Q$b>Y9jwN*n>RaOiXYvy!kk0W|Yh+GpQOL|rtiCLb+k zs>Yd%Awq6jzcJ-dapiitJNABc+Po$)pzab;;duFu%^_+nmH$^UiplLtZ)&3rmq~Uv zR-8Nl4U@q-uSUP@qTWaXDkMNUJ~>6a*Qe^K3nYt(HU7!N=qC<%`ED+0xQf z-Box|9MuP*M8FK)5-x|TeoAnl?GM`>-V~E8c_t}6XRLQ1ZVVicA6Z#`ORo63Z!KnQ z`xn+`y+n``4(cOA3tv_)P^x46VF(z5vRQ^q1CR(UtiyRl^Z7vw@R7W>pPQDFLX)Dk z&;+NXfw8giCcGvzBSPQU_~-QcS*N_;@ID<~hGd6bGYvI02$sy<=?%oE~-Csu!`>c?Hi?X@teh4&sZoo1Kv z6XVbvm8~L?(wXPXL_hPdER8CQBGsyWUf#sw`aaZ}BmLe6`J!&(5^U}2&#oe);iQ?) zWwk9@X34!J%3t$5s0Bw3b}y3^;#)Z#bv*ES^K{2$G&kw@`f8;m(8H3)@>ZQ5E6`F@ zqq9+wm*HReF!1^I?qGmTf-_{F0Q6$Ops_BHTtY%Zu3>vZ6{ZKQ?}ZwFUiM<_vBE;; zMB)2-mt>Sj@_)4vNWUP8@_KIGNFI4bsr!9s_+fLKZX+`P zT;1*bZcD!xkUabC2DoJ1gOt5r5x6|`M@F`o3cTN1g?48)o7yD8pbhvc_OI3U-5#p@ z_ayHFa zo{GWYdLz3n%5c=y6S#`mrFRd+>pFRI0>6LvS5zhUS#fyQK`}Qqp+30wyS-n<&X!jT zb3a${yIbXI`s2-p)P=DvZ9M*p40k78?Z;-G?;E4tJ^!m@pWjOos)vEdbHv=%`aUcC z&U@w@;mM8s}kJcd}zPD!gT>`9! zRnieg+3Ral-k71G49a$Ke9ug)D+zm>xJ&;J65>o#^_IY3dTp52!%^D$oD0y0yn*tT zS-4rEFc~33%-{C2YeLtOMfQOJ(O;ZrK_3>WKhzFizF z#abY9wf_p<8Ta|sLq{;64Qe5X@Fo3y|JujdC6hPKI(p9l?}&QnU5Ew+*P2;ab!GVk zzffNoffjr>gLEa?zsxI0^tlq73P?j^NJO(|3GKQ;b+9ukHFIcMmi*qEGCNT``~p^q zj*hEtyJgz$3ZJEw7C!&x#_!Uv4{zS`LX!zgm$DCZm6_oGN*8E2pyfM1s-UT5m3fQU zA|mb)fA(A%X}W{?7oW`lE7>uIgE)nUIISE*_RA;<#wv~gx)XKAPM3(rxxWA2 z=)1_esl93;d`ypT&Ku33F%}I@9o|66r06}Dat>;Q04N<{NV5iXxAR6(>uOTozyJXf zEvga+?ZOSC=osL{JGQc8;xcI)jb>GsS(z9kO=%c#4|efk=7dk!-`8ZmuND}jwzlj* ztNHkxJckyDew`X4g}xERss#<5n%+X``Y}>^6%ul=NVW~Hl5!|r#!RqVz2w7wcUXeg>6ew%}+^=l|s!7Qx|tgO&g6&zjQxdMtAoiNAf04faUN+Fq!a$IMh zgG2la6slq8CuX|4FHH1jF!+)Zxjb5V{qoX}AD5rtiW=v*m+;yQxZ9~`JF)`Iu`sG! zHc*57B0?N+{HfHUr7S0YP&s=P_Wq8tWuH+p$BtI&bTJpN@47)v5u+ z85q-@*MUT{WN9HA`_9VF@8n=z zKvLI~QlY6Zug9LmBQ5@hi9mTVk(!KW20b#hcMw}LB*2yKSnNNGX`TkgybaQcNzkf-9J}E)l=I zIT;j8I+Q>9901S{p|{k|Q z>9T@pdF@ph391j|*yEfn*V22a1kXP`b!HF}GI2Ao)0?jyB?Br!M+{9*FBLz3pK)$j zOiYY5ul>@ZL|e3;*0k`|+B;hd1nzvlg$4!CL=Yyn&DclG4LP0pr zd@z7#e2ej^ed*QQcb=hfCv4uk6IOxI8J*O>(IYbzc8&Xr+%YsDl7a&?l$g~yyjxen z2|1kqB=0>1FSqn%Qq0|pQtB!`Zh_cD|G;8nOQ4}NqR)?@=H%2clPFv z*7J?(gPyIgq5I zN5*!M>Txx4qAW@U4R!l-dIbiuo0aO+CVb1F-{UtImoqz`D4VgtsHiGL zB>uC`l5txO8kH~~02r%wi31M4S_EMr;2sA;brX=mm(M)>`R|+=R)9dhJXRJA^Xw6f z>#{YY`^s$gl{8}Fn`s$7*>#=9UM($#jyuK`?x_XE`ud->^}AoGn*2!$wj4r~>3CFT z$`kWXbT&V5;##7oymTp#U(c}nTAbDEhd3GRZahg@EgDNJ^InB6NO!e!=*26)m|SY~ z4)bxkkcSf65A-i*55)T3m9$A1CRXZ=_E0u0^8|A>ALxp;Ma5IsARLN+)T_F`x{Pl0 z6IJU=)TH0LJ?@|<>;r!)fB{o+4KFE&_mi_*CRWi~V^DYel-s3vYq&(8*7!oP0|_(BpHOEURKsOWpDAAl;1QjmnCPkxy&u zXRc7#4hnk}%Ax80S$-NJmj*|7-bOs;h`DXm+uV+0Apv^ag3dTh>sm&Q|0|EwW z$kt+TLSN@bp3}l43CTO@k;SFZ9&+DKESSzR=Wd^w^9E%8Q`T&je{jn;F3k0L>~)xU z0|0wwqm?%cspvaqN&s0^!>Ac)rjkxAioH8a`BOd%KaomT(~sB94qSUXsI>q$?K33f z>|pxwu<6Q!y|S4g;e#EMae_Ay$EsHg2cx zupiJyZ(M$uVW>BY9{1{5+3Jpz$O!S7;qm z{N1FV$i$v=-vW#5Sq!u!@8_XPYjdr}20nz&@>_K>g&wZ92u;1^Ar&>}$0)2yKO-Y* z6TAlhcF0_vc(Rz;*S}fxb!mX+n%^EO*AuAZlZZ`A*J~@TNVgNMxy%B~HT$5%=PrwH zAk9ozzk|vaq=JzN*3v&DSnIKV1_fTXZAt@-TxB||P1FBWwHk7!jsXR8p3cjIYVWrZ zDSqYDWL?E(*`K&F==yU<+baF8GW~Zf?4Zwj5V7%vmjP3|fxy_m|C=i5!V;3dX}-JL z8v*A-gP(Xu^8{+vk7HTILg<#-YOTk!fX1IWuAxBjDtS7CQ)HE(m7}(#e3!Z&%?uK2c0p}$2*u_5JP(Z1+UY&@6muq#t!YVcXy_&PQB(uUwo#|rhe$b+ z?NN!)RCx2vE5WhO`To7qyA8AJ$}P+|pgEBS<2Zd2pXYX$Cror_nh-x6N#Oa5Mw}{X)a+|JmU2cFtH#7sV?KX4&-sU#b14&3ihrCSTzp;G5P-UR@3}@3H?4*} zht2k=TS(-81n|ea6J~BplgZ)VukuOKMDPqY*SxpT=OgnlCvIuod|O0YzC-NkNmaF1 zC+bMLTRtwQmGYgICCOyLQ8|Mzq{-^zLsGJZQKzFO`VX$sV;y$nztG(A6I?TWef>GY zB8KR8VJRs*#&92jr%Y7y7=PzaH{~QHab4XkT_eg@xf69*4Ej>gPv2S%4)CkFU>A{| zk#Wu*JRH$qN`Ui6`3c*9>wUljD;!qmB4D+8`Kd=V+`y%$LPsQhUtC9Sr>6wKa z8R|ND4x1;n6S2H&1Iq9-5{Fb5(80y|@d^{Q-AYGK&h0mps|bR)0qobVUcIzxIiCmB z1FG%|bK>Mw8O{Z`8OLc@>{}Z3O)a49B(7d%WC>Bq`c54ii`s{L8Jcd#etkZSBmDXnA_n?_;aJ&bWkuEOdd4z+5ykrc_FzQfXV`oNj=6UcP{CEMb!);cFd5yG%jzy9Wq}ce@)77iPTAN1m zf8DU<9Y-JN>XB(7@j=;B%~`Ti_kcRLd~ayM+hF?l>qdHS##$y6|$ z$q$pHXi-pZo5iGo1KTk$Zh0tL4vH5ZwW^{lkrL(5)+>TG3b0O$pt1qYXR|K8tJv80 zM8Qed=-}MTz$*k}2OF*Lj*+Kag~pMRLPEFpon<;>UH!Iq zp8#=2gR;r#Jgq5y&X)mRRj8;Z?2zF5%I6d>tZ5b)v!}Va<U zeH9V8cgedX7zzwLP8{>67%xRpninRt|V3_rr- z%=&wh@gyUASnjh52khuiAXq?x4#94G*{p?xt0&{zx3G*yks&uvyl;q#;&xu+wWv#~ zSP|F z;tI^LE7Z~am*cQ5| z;GqhprMV6(6^Gvk%^r73HgWfo@@GTfZXKnyOH~2Ao<-FYz?Z~jawCTp0Q+j1+XQV) zDWzNu;Gb@wMYBLE@HJWn7yRz79DP@`S)LE?C%HV}MawsFnY|v|XSIFkgvA2@;WXJ|hw#l+icc^6pssF&ATzn(ok zon@hgj^`WuysDx>54qjF#h+J#O%Zt~_^&bX@v41)eWfy~eiYh#ZyU8Jhs;(}b$XqQ z7y7m^oB7)E_?w%K!Nse1%3I@8Z!0VB%Ets9wUEpV%;SW6?W{Kq7!$6%ADG=0U#(i| zGRpb&kZHAXPEzGtf)C@ydI8ziwn@5d1AjnXqS(fT^*7-R!_(;Y7G zFfU%1;s=3A5;9{`Q&3|D1Hhp3s{I-1-|1QhK$ZxUbwQNGBqhbV=#lIVP%2A!8Q2i8 z3({`{vZ8S>UPY*dQWbDY{sjU@OZa?t5Ummfx3L^}>~@ygIq0lc z$`Y_hK>$;`NJ$R(O&i5QY$i${_>S4Otc&l9w}4`KD&^|&ZsUU6Y01<%#{xyADul$` zH(5K3;pspxoP~Jmm(N=lZ8>pFhGo)OJM^O!5xB4A4SLG!1Ri=eQ~lxWqt@o?b!?Evv@=Le#4a&lmHlJ)d^m`;&WXhg&h$Sxe}_qXUjfNn+e)aAAZ z+vKO+i8QKiE*}Om(@x!Bd|wU(0Ama_ls$4AZqv#d^@rk0|rG|W)rL>X`j}ppn>uZw;YwlBhNZ!lK3HWP3}(b`npP=Bu|7a}1=y_HKh5`4#QK1N zR`eSw(7m#Da1242M;`5e1pN3+Q1s>4R%QFVzd2_FUZ!X*Xwab}#_3}pfQj($5Y5nv z`7IqC**4_o5&HBw3gEKc(rLEGuBZs&x>)&K0p!6lGIbTJ9WlxE-u0u!d`#8!9{t||mH5?vsgiI$!R z31cBRykwo75sOZKX!UlEZF56r96=DE4+F=)_>hpBXj?%^r5nKB!F2=`BWtLO7GeA| z+a?AIuNNTh`z)&!^m@L7S?{1Edu#)Y&gLs!Q2({H@4VqD`=;I;Y zjjOg5q}2twxq1Pj{D+ZpSa{z~G@N$W3JpUQ#w)O5H@v8Di8XpBDiio$O*bAESsV1a zdJZpz9&8uDQ|W3TAfQG~pyX4fB)Q2zkUz3r*MTH3-I%z?s#9@m6sfeBwHg&`s^5J# z=U~@t$l7_kUmmoom2P_)iYK`4sQkwT2(y1;@$Pt5_{g=wv`i?9Bj?0L^4t6%shNF$ zg5X<0g94Zu&)SU96ye#8E?hJ!kasm1=s5O^);_RhW&2}X-S7>i;3%CawDe+-rsvOL ziY`kesGLC=(TBt2H^K&X@daGWseQIbLP9jSBsU#n7T;gMCA?`LwKambTW^0J0k1^A zGwMECw5J~L%SY~Sz%!W#jlOIPC!5b7<2DYD4_ehvzJuFi1~8fqdgD&|W^lWAR*^ZN zupWqj3rF6G0loDV6~NR54^}yl(m!Z9m=Dq+O}qO?n-8o}MUu(^4j}r*Sp5_sGNpbZlWml3Fp^>h<}>+9S>UN;uvJxT zQZVmH^c#9YwxQvt#9AQ!zc^x~deEPfu3f_6yi&28kEc|^h@da7J}FXBP**+G3f&Mi z+|Ac<v$AX3WhWWooaxKaJeH-lSWQ2D5;0d7sNk z5OA$uK7S6px%c%XHD?N{Y5D3yRp+;dYDMX9JusiNdtZ7G!20GQ+JmesR>(Qdte)Ah zoh2Q`9?+QBNZ|x62$P=pXP}h<(?prNdd#${9qa+jvEK| z4xAjyL|3a9XVKJs1geM<1OmZjtDFJ0>kNwdGlfgwrjE7(A1Sj+g^Jc@6>76# z43srm1rzi)!3Opb7gt%s1}OQ8$~ZbYzCCPQxb3wSjl4I%>c;Ov)5(7_1xA~??Q!a~ zMnBz>Uh@P$`kKsRYpg%q^5~Ikd!%eO$jhZY^Q(b8vOPvQn_2wMKt>_k(M)a#X`#uu+4*{em}cd{ODT4@!dgK8J^ z6rsgaToAt8k+y=M33{HT(DzP*A>c(2P{-#fr4!}i;tEOvi-7@0b+hW@okvRv3k*s# z`mZ3@2TjJxwdcKIzxA1Dq^uzaX$^^Z>-MqaC4O}nBZHi<@TRj(nQZFX1%*eCx@(!93+Wjo6f;?|8x*dksQxa~ z)y!LuSlbgv88f<;cF70TO_{ox7&G6*F(#<5x(be{X!o8T(WzA*Xyuzmj=wf@zLBbm zm5JL@gH_ibvG4Hn(|lAM>{a)HE_%soZGCrAiXOlQyE!-7KvsAv~dy%T1(M* zWSsFJ2Cf9^z)y9?(N?<9t`16qK9Wfl`sn!`rK! zM05|#1fI7_Je|f7+~02`BpNJ~Rg`5{G{V!-0avfS*F3gt%j+OpEH>`uRv%m450~Gg z(icQBqMemj#jpF?R5M<5bYRuk54$JDc8d9XvK~-slej0~Rasa(TV~cvfB=Lj3{9EQyy8a30tP$x8_Iz>D@U!Sw z4M=~z17}VVun3S*Q;UU%kqGHH+WirhElYIbU9NJun>RnIW7tj$8;P8o&^O=up$O7i z@!$ph2kVA-mS;i-<9%==YBtoEtP13wZ!o* z9`SK7E6&$7d&6O+i->jOE1s}Pzfhx~I@_aus+9ewsnu}lHlqK?)u8!?_k=yQu+iYi zn;83upx=W@qNd{xsj>zJ2|DV*wWBPz5jGa(5=zy**<)F@E_vhG1XQ|`v2CVL*xtFn zOmx%l3A?GV`&1Z{={7|Q`^zAeF?AZ%;KDBxdLTV*CaPjV8&oRwN`@-`7jJ(5K^}>~x{6?&XJ8`-nXDJyY zhN~tD`MG?+(;JjM?79UZ(aL0&!up(eWXwh@W5j6H+F0KI1E6dVDuD6uA9BGY?KO5R z7JFq5j}k^ND%6l!|45eY>@DuXIrC}5lq8#N!>vhy+!8aQ95Or>`{v0k9*I&7 z2TPBY%6d{(t2tVyz8>ss8`OQQIRa_e&7Pxyo#go&8I7)2_!XVwAQ?2ci&)paV>i6oIW?NjB`0{V_JsgH(EYT`4#-yi4Wtp z4$pn1DQNTNWBPAZ7AP%VW75ITGwQ<#fMcu4RA&OMhVNeNiveb2oo*{KrrDA?h#LgP zrE+l)vccjy#boD3GalLHEPp*&ldJI#_a5xoER@NWZ;jE)l}of7(sU)ET2Z!g1Fu`l z8IuWns;hG6)z$AcYqGL!&<8-qWj!HKa%1}P4qC8UKv~e8==xIg1L+^K52|4}rquBQ zVo+5fIW;!@YqG^G?Pw@-^%SkBCFkX}c$7s&vYvkj84+EHq-NHJdu#LQ$wSw8oen_vxQh88r09jmllX+H zgO+qKyOD}>ekUu}9}t;NEo{G?p)Lo9RQmUWdh%#FlE*cP*DpLRN99BGd9SfLL7l+M z3>cb4xFo6F@Ye6c^+n`(#&WHx4z6XIUApuePIPYIKJW}4Mvj|X9N4E5fG_Dw7Mx&^ zzi6K@`t38V>|cX40Y#FY8N$B(<(GV}BE+wDTl3;|a`YpS~*l^&h! z5Z+O$903>4`D;DwfP2l(64EhZFPhWbyVqn`ln%CHMczHX(ViDYS!MIuUR2{wW*^kt zDm9;!V&SZT!<#tCn06k(UjS#keu5;YW2G~D`K@Y*A`xK{RC4|E0r~G^Zhl?}BNIq! z<&SIzKzLm2O7H;o?##CEAO}B~YuwxvM8!g_3brHi6t7WI6nZ}-Xe`^%`M7If?bR1) z-^c>8tECZnduY5N-oa0A19&gv!jD8JxXt$g@e|lVPf4txMAj&~I zFhe#-T{eI0VE6N5+ME#inTl=2ssseemTNqL-GFr|ar^OszKid>WiMg8%NLzG$>-(Y z(QlslL$EzLj}W*S&9(V4Jw0iEa|wTA1l4nuDa2@uvxPMtO#8OBde^DUN;IDNu2hYR z;x1r{_y#jltjG@3U^_U|5H9B%0Mu%E6-CQ+T?yq$TOt}~W--6XfT!5jGi*Qs%f5 z1rTyysT64)b5gQ63XVcOR^RmFd_^3;r>$9mdSy0qoyjInSuNv>T~TlpxzQJHPHu|t z^O&?C4SIc6#r0wq`saNGf{WE+40_Jok*4m#M{@;>mM^n}!!%ZM3=ac9tLccbq=`x` z>)K25pn^_FbT~u3e%+)djA80@)Ud7iGMho`{H&ZXQ;uoG+k{pBw;{^&T_X&(E(QEs zjXTjU@-79P>4SX!vH?>3>;|Mmz0|C=XPW%_%oC{dm%*(M>@F?@jwRizSl*GRxVA=+ zoILgNgrtB$N{2n!9{nR+rH)hF{2?2;_==*-{38mhh?>JDK2200wdEnEq=^w98kC)HIw&+q2KG$Rs zbt&KLOBGMn_08&=x=}D-a`mDU2jTE@>EBzT5_2ud9?C+_YOk0;rSFCmg`K1 z;-RnC*1v=o!~K)hw4a=q6ub3mwQ9o!;D^SugZ6 zT?J1gcIEiUz`>=^K~mM)8wJDk72}NH*ro53K4i?U=qlpmJ21@=DPdWWnDbacLc;f6 zGcyjj5Xw_XwpwwLZR|V0=0S>@SXJ%rCreheD-|_o_NyyfPulN!+Dg(Gm{Xo%P>@(S z+OmH@qiVDGMZzyW@;FqPwKlqKJRzYCZhoPo3l~?Ye9?aNPF&}p?gs;!;75BYovXVg z!yGQ{$p?F*O7V&J!F61&n$lE!P+RI`Hg)9q2zJGdu=bk<{!zF&mepJ4W#^zKN2SORZ& z#}~tlbY^oOu>G--`mZ;ew8bSPLhb>^o}SNAPD1#9uqf`KZZhzv_z)=ru=i`Cd2#Uf z1_OJv8ZLhFFSG}vp|aI$aS-wk298x3h z<5~Xe-P>8{y?|jtgub3G#$Q9YI{3D9PPxi_)rDnEDbTTkm^W|!nJdW!4iuNN@oWfO z5E^e+J|&5{-n4?U6}Aq|MX$uJ;xoJ#75j@`C&eKo@=rHIFkRtcyqr<-MKP|MyaFa7Bb0Su0tLf-VW+&5E8_&emH)(bskD=49Nf$~i zfq2u^{RPwezy1bVf!?!!{>tZVMZ#6g3Y%Ju5(J-t?CU#26~$fIiOE##2AffZ*I^mm?a*(G!Br#IFYma*iu#h?WylmF7gcC1=o@D8DRA6Se?}3VoGc)$OM-s? zP4O?EJOm%@?un>%eJ4Yl%0N#q!?}6!CD5f%buL?JCv7jETMjn?TVu5{lC#e zpY=OU4M;ev?K@Y|jH<(@qrGOKQ37_8E8r{r=Gn9NAe_bq0NJ?9?)XKAa~J{{qL9>S zric^imd~t5g;ckujMYJo9P|a2H|ID_*2HqxV*7g`Mmx{>jf86wgMXSHoOdZO6e^7dgztfE4f^kYeIeuq14oY%*q?qge`2`Er{--J&rewH+zcOqFy~yxUH!oOVjAJ}g0vUK!@x zuY0)@>_1(MHch~y%(rTA?zx#ck_j#WG^!xvQn8`<9*a;_ut1rr=?)MxQ zZrjLJd}^fe{|ONY7_l)7$S{S62hsQbbFHHjrs}a#E58Eregb^ScBL zvxD#DoZ#x{{+ACu%}$=x?tCDjTjXti&)oL*IT6bQiDx||Jgup{73dco~<&*y~5RCOW+ii4Px|&}<6Y7CsuiER5Bcc63-Lj~RV%nu(v@DxSW+nIaTOLdm|=3$BCyLA_vw(skxRaT&&#Z&6x+Ih$&(t*Yxa>Ka={^^)jK(=x^(!k&}!YyN;{?VN=%nIg^C3|3N+O1PaU zE8(O9-O;VWX%~nkBdQ;rG1WMW@rHyvJUz7)3A8PFg@l>rnxEZQ{Uy z4N&-X{S)8S$=}6{)u){T9V+8dY>su!@C%7XfEoZefq>0M@y~Ylc^&6Fo z)WugY8BIa?i|xwm)#aKjy}u&ft2}){w;11#a_wz(gOW}QPjZ6}-!FkCl#~CKlb>9J ztr*=|vvjVKKtq!oLO7%>%ya(!5s5z{Aa{LF&SRFc{9r1c<<${?Co~*j`FYSHFMb$r6qWnVLtit2KlP^PczUUjXzUP zkM}IkUVY+>Tuh&|NBq;;tyD0@MD4ivSULgM71XKf7bGnuWk^KBy`v$3gcfWF*86Jc z=w#)TVuzvKiizooWAW~BxwFT$lPHX)0pKJR=H8i4)t_g3)#M>LWTd22MiEh3qDg+; zHrVR@Xi=|%ZCML9bdM=R1fPvX6GlnqX|ntONOhg{GIPz^=^xfFYkXQ6}D(7=F5 zIunKR>!WTZqkH)Fo=^gFUOu#$e4gj_&X0K)gV^vhI4T@LmOhNjKtoeD=p3Sfl>=79 zEw$>e*}CRF)|DuAy`^8y3QnFx2m}g?i59t zY=`0^pu|_8gh$GUPM|u|(9~=J-@WH`Zi(Oz=Ik-z;HYn~VXP}VkdA#+Wamz|QLBSA zD2V^EcI{T`-{AlSh&{8QU`xOsp#3Vi)Dn*<3mUdtsfe>kvDHqH*K4IwKeJO7_(IIM{37vYs}6ovY9?)g?h}YJR=} zxWdRJr`K?ctc_)hl=EG^!b2br^?j@qr-fkIaPLl+SFUn4-IQJ(^ z*i2j5&XS7xQTOMKjo}n|aC#5pP|+JHwuVAyRr?=R0F*g6ISYuRy*!9nGUe~CTc61c zXi3sWlVCW73VE0oXt{SFEc9)b?X3VO%N*1jwo<`LT!faqrsrGIqMsg5El4y{39V!Y zsoT-VruGZHmJ(IphA5SS!CQX84?TLWc4iI%s;a7$p5qffd#CkmfP(=%W4Jltd#3yq zkmIk2oxHGu^X+T(n_!1p-slgcGLs)S`p2$Y4(vO|f?7$kGT&aCfBpON_(PW+7Lfn{ z+kUoxO5O&ov~?X_66ZS7Rg@h7mau~aV)^=cg0d!rL{a-S-%8~}59wfY+*T-_RD|}9 zqu|eX^z1eVWsp^IHB4_&yT<tdnM1^SQ~Bp zWQsPKZEMC~?AOm%*mZsK{=haiP=&l*bC2!+lDA5~=N5hedKm0BBgG?G>E6*`ntARd zKb4E#Mu_Ek6B*;%w{DTe6K;0$G8}~ihv?6$W?d?LLevG|`k>`Tm1r&kLpf|FcGvTT zSMzD9fl>(pa{5thirp~ z?u}oeyIf5IdehtKhZIu5$nkvFHQDx`n7p3m`R1JR<1dJ#q{Ko(UKxxQ;gtHjGKb-} z$dArpL+Y@PH9T@80_Rc~92hwGqs?maYiuMflN8jb0ys@8{=p4%fB)fh2|sXB)R#~-GId|^ zbLZ*?dsdBS={&?I2?UKu#zS#P7}AA3Q&sF!A4*}GA6Fo!?p(XHH1t;=PZQiV02WxW zQVvo7%NINK`Mn;dMGCd%%Dc*0mtG9@B{01Va|O;^fYdl4-=2RbU6JZNf1+V`yK2|k zVPE@ir(drjsYEl-*WVo52;n7JN66-4)LUZY&oXkX)d@-tHaK%a@WI?jG+NiwykgPi zujl5LMasqKY~RD$9p|w(c64Lo#QQaC*Cv2?Rhc|@Y(r3I)g7OEbJsfSYM~Hgvft1-`;z=F9G8~}0uGiuSZWY8QepY>f#RI>j7pqr?K#NndXC$HiuBq~Xd zVYUuKE2D(pr*8>?KO$8}LvCt2HP_U+;#yi>V2FTX&rbLB9r5D8>umS78Mhg#v zVry?N3Iez4QM#2%uqY@EXu+T;x9yze)A4j5v(lat{QKCJn zx!A4CLS(u9%y)+iCk%Rq^6akwuD~s6i>0@Nrp{|D;SBLX`dsZ%RZkS? zWy~{fZc(RDA!y+Id3W5bheDThOn-{@Ugn*V&7XFETe3eb>Dd+<8JPynW5!H`w7bO# z;xrKX*-AkXMHo^F6=->`9?XYbR7Ja)uZ$$^D9VJLm_7#PU!Bh4APut36so9kRz}W? zU8~BV3YnZCM1?DKi$YMWQiZ8$Y5JIiuyn1M=kGR%M{Z!|`S;6&bpGxc@@VH~fl1Dp{MNZ2-y7~mMVI_ z=xmvVJnKUqEfIjbf`*VThokH{?!gdbkKpXL5&ZJhWio?2M&ayZhSB$=UL(0=Y3bgl3-c_99&a8T92|Ob zc`f-yXgl75+m-j|%kSgp=_hjO7)q??8gg~9i(i>M5_Vcq{t1_gzdg|A`be~f(P6{dE+X<$qERlPmM$a;UkX7GsLu%!y(fU>8ok#ezInRYf8% z89u65MQ<f9>z25WwiTAm6JLweI745D<*B12ZkC^pBSe}TiLuO+$wX@hO zo&U`Hd+WGG$p;Bm0#~A+T|SovSgIJ+6!{$ZgiUdyZs?KJj*&Y;lXPy|&Id=oqxzcz zKCB+JUWoyl7Yj5qVG7?WBqS;$b0pj{;1Q9Vm91L^LIl(U@I#z!c>9Ra4?{p4qQkc_ zagjLE+;{qe!aUEVhaRe4N=r)o(4<8-YnFfLBM9-UvtA4g2m{W zjz6X%Bis};RsotDFOW|_j9eMJZ}9+4^E2f13VLLpu*W2SNLajYe-ed78P{3RD)&g=tv>j z2r8!(X8M*@+2uv&j%rJHV|TJ5T7wPqn&QafTm#~3^FR%kQk_$$aU-r-X=6*L*uy1p z_oI1_Nk-KNQ$TUY%|5kx$!YG`fVtG&=mYDMm9THf@D||a=Ef1|^sEN)@-=b$Q!*Il{x-%L&;X%i-yMLzr9xXT2mMw|K~Ol5pg#_dR1uX5|&O# zNqI*82Rvh|svII~0%2h)2jO6d_drM18WL31c%0VTkK{htu>1Id6SImC(cmgCYPj-ZpT8k8GuPJ2`QLTbv$PS z+C{A7gE>sqG)t4nk}}nHuIO746n6S#kRA=x>+WqPH6v3zphXX+z?0-p?yfm}NZ!zz zuc*rvPf>8gv+bgy&M(teueihHaGT;%DJ`ZD2N z(yfLZ+NRn&l8&@D6FyEZGLM}>umStVcvSM)N@YoJxKqC>&R$Nx=_Q5bz_V)MpS9Pi%KYsk4 zgD*cf^jE-l=Tq=Ap?wCuR;^P(+p8WM@gbxmZg#jBsj6Ni1Z=W3CqQ~BvUThI>d{N9 z`Dhd*cb?gZx0>`M9}+P4c={XEZ)jbk3iUVHTTGK2LWe(`upDfo>!9|V(Ko&`JiTFx zY$m45f@lm(hG_6Y(SU#pyD0NKiFso0`3ja_`GYTd5cm1o?N)TD;Km95MFelgG)96t z7pD2p<8#Xj7GTVV5$T6fc9<9EH?V;F)XFTn0gsiIkFHYfJG+!&^$dJ{XN5-~T6_>G zgx2fQJtm9izFnA>Q_1RbGVuBeAu_t_4PwNe0Y_AP(6_! zuI%OF-FxDBFJ}S3%YEbUv{yRwzL8t-_4TDKjVMEG;@&im?A^TvTO`0zr@mksI=;BG z8$#u`!PcAwtf?jqy~3Y?>emNlXKL^&?#+1-jT*#B;mEw?eV-%V^kGD@5G2XdynRoe z%%!A0eE6_=y43(j{_=Gmk;9M90%So_93KZQu~H0qSZNuJ#R3wn^)Ic;53{10B_}7weqbNfc*ITUgW#P`gUzRBi!4i7N=&3a4MV(j$^I$8<_sJ6 zfu;Zp4q%(W)nRU-OKnB4P4dr!73}O`J`xRcaBL!Z+w1wryPpZqHZ9PgNd|nK3EQA^ z;f|J|JWMz(5t-ljd5sD`Ig;&8dWMCts6EkoUo;$0jUR2+v>VGN2uElMPL20kLek+9 zX*4?#n57C!6Lk!y~uGHOrJnoPxufaA`_W%7FDs>VHdQ5C_TD#s>WSYm0VPMnK8%1x5*qPkkbo4~v7;4BMzo~c zVtj#QK@kf%y?*FX=~V$lz98QuoSjTq6$e20N&oVNemGWfB%7IOSz$ryZb;O>n)ZOY z{19urqWwjL1nd!z78G<>k%cDReTq&>b5QbKp{d3m-lmsYHc}i)?~!kQAO{9URQl+G z1v4AU7v`MFX0v6>mRHX>Idti@HsS?e2ofOZ-F`NhnSA`;C6(A<5%&52DFa0Z0L7V$ z?AH!E1?jbnPHS>ZAdded variable plots — ols_plot_added_variable • olsrrAdded variable plots — ols_plot_added_variable • olsrrResidual plus component plot — ols_plot_comp_plus_resid • olsrrResidual plus component plot — ols_plot_comp_plus_resid • olsrrT5Kh`R>j4xSa67>WP3 zyr@$zXE6vpP_l|;4&NZP0riB`-y`nD4QM(1@^G#FbYJ=Bw(jn1W8X8bMJMxnab9c9 z1C<_S0r5Y6h!?LkH}hWdQH?v9o9nV`olE^4aoV$^`kiKYS-46zv4Tli$*2`42b<;Y zD>gP2EfD|)Xcww;r`5C>(B-q+Gp$E!CPb?l3xh(d7nRY$Vy^dn>!#kEdT>AF3}QA&Drsix=HWKFzMh;fHx3(>u zmLzC3t9AUh*E@OTM91ve90|j9gl)8t@QeTeq7^5nYz<7y!0WjmU%W9-COhW)x1TIN z)+Pjcei$~Y6>~?`{#fT93}M{Z;yslO;7!+lHZ9Bcw)OjNGm|BJ^|Z2E1!O}yz77=| zv9b&Ond`0M3%2V^^Q~g-(S|rXySbi2zTyRzaldsuwY5`al&l{8qCa-(uF?8j`+mP; zoC!IP9yO8Me-b_GGP|LfTpYvsd<-V!{f9?G<)s*ShJi9$26T~S>6O9ZYZGB2pSsO@ z1l`N2*5)#Y`nuzN5-JOfq%kJij{PL2Scl*D7~FQUAtZ-E?-`$$w!LOw|HT_gxYV@k zJ-5+sOuN#SL)9{F=jxD>p7@#Gk1g8rrtBCUa8*e%*WB0gO%4cVocZoYzP*%J-$7Vu zCGSaolaC250$SJV%IZ}4UJ<^-?bj!_Cb8WryY%FO+iUMbSzC{GJNGCXcRd8-XPWtX zf}Ni4A?AX5NzPvWQ|}ivr@2LNA|6_rj53NVP^s)LhJn#yUrFfn8PQ7{-CV@vgRhxI9mZlRk;B;5U_ta9iW$osYjc`m4pMjr=<8;Wv z=FcM2B5+F$HwqW}dg{w;?ryHPiW+g05fgcTK6OyoxaGaN=FdOfUT$BsJ?x9Cx8dSi zbvDZqOIL5N`21@NiCqx!R92wZvZk@(m!T#HaKt7hHFIj{Gi1ecfmOa|SOIZ`=2k2x z&gA$&Zj9x#R1J1r2u-pv@V<91?a9Kxc6+p7xoP|L1uHcSQ~>bRd*wd6d)U72ZjE0_ zzDS;7TK`U=o`2v6+5TS1V9s64mkc$0zh+5>&c;0Ql8^Ybgsn=Kbk!(6m&-R5aK2|+ zDd(jWJ1N*NoI9HU@vC$G*H2cSFqEd%r@h_UGa0tEWcl~+BjpeKiS4y<8w$ur!$eu6 z=Cjy}pz!#lGt*Vnh|FbOS^43+>3)|PlDNT>C*Hi4A6%O;7#*El$;@f^|M0NcCcu_dQUG=1u?1vZVXg=WT6uMpq5ZRRsP@y$e@ z37WV}olBX@>4`zMro^G^W%7C5W_-|J(Ka?V25K0oogh;^QmA&Z$S#4NHuFS9U=#74 za<&F9QVtUp75$MCPxJQmYk8nrpqP1iRk|m{T*yLvfXLKz<5Y~G?RDe@NRM^3ED8&p zDdSm7cXB* z+q*^KR1Klh8MdQwl9cp!k&j~N#sn2qGD)Ivb$`p4rcromDQa=Ne9!Wp*2tRb-Y8-3 zP-)?>Q?)k^X&?Esa1L##z>=PL5_{Q-`FG5v%c(#l>Rd`nOl+HAj_vQ$cNe^qUpu3%2SHNh!_OkM~>f z=kkWI1lH?WOpJ~)K~>nRGyW>D!gjUprZ*CjLccC3goxGN(7$*zmpde*f_`{ntJp^P@xXJ7WSEQ#PRq3=Kn-2@1T@F(`^*j z`QfJCg>yE16vqAKMbJ;79cug!6Woj8mFH%{oni}iRb9FMau;SUgjCuF18t$lq`>q@EKln0!A1(%)^T3i8jywb!SW^R1c=F zPEC!}kJ$;00d38wg$C&}0_&2@&Y4L5>7R-vQM{HWQ@V-OCxng+6i(K1Bi zXhZ^iISbmt;kQ+gk3D!;mY`3Nqq2)uK63A8*ZA(df}=EBf#O#taLP=;M)Fz^M-u<+ z?~7kED_yW#eU`UvNJiuI(`y4r>m9)L)XZ8!UUq@j6tUGBPK4_NRI{m%Q5K|j%@Kzk?K@RcVCoBYYtSG!Pi%flOBPr1mH@?PU?>?8`G^kFtJT z{PUJXyD3^nDtw+yg2~_!4+!)GutEvUsGZQ-aucU15F)36J+ig=P2b4K^vkOg`Q2ub zTn2uTJjPE0HolzXMCisQgH@G6Kn*g%{|(GUlu8_3L!wTL@nGK{ffCil`qf^5h6<=y zs3}kqggv?FO|<}mj*#{#WuX4ytoR)(eCb>sU<$20fzCve5zwdi4S1CJ2{idu?V0?6lD_3kso_aH~i~=%}ePC+{dAzA)77RY!v?+_S{x<{E=hFqI#h- z?5!hviYWkiJeAEli&wbxA2+0;<5pd)V^Qj~(JM z^q1kvlHXHSR*sjxMKWY1&^RG}Ncx|}o;io^t$jbmvvhPhi;Ii5!k?3Rc~Zw`z4Gy4 z;o<4nKTNr}u=fR6&c8+F4*?E)&Ov;Om`$9(yztQXg<s1pM>8n!}i#Io8^6S551CJ+?(UFsY(_l!UrvTXwg5p__wA1 zXu#l-)XdetU0-ft@-l2My2A3Ld;C$n}_(er4m0P|2a3F&b5z*@I z?*2EQdhy~#vll-%cd$59yfScs8-aV=G?TgaDA_vGpM>el_eHeSD(D2ag&Zq9%{pg50+@9!2Qe>ql>Te%*IkZOnO!)?TK z8pu-qdXXcFa8D6(E?T3)$+}8UU0odlR}5erz-n`M{3(I)oScj@|Mltf#1fGEW!vbX z{qX1O$Q}5%)O==8I-+_8zDgtSsrQx>kQQ}33HInVV5Xs>vaMKK`fXc9G0Bbt&iC&J z((%&spSp{1Zh#k;4CI^)nJB(J?D4;E$#k`8P@f$S{~+}~o%21*iY1?_&EF?^&3?&8 z@ms1&O8Vqr=Y{O&`vi645MKD3H*XHacvwou(=()Vbp#fl(J_Fy22(?smw9*k_6|kmMA<)|cCuuvna>fA* zpw8f;WEH~UR0hEjB58xyn6$=h;?Het$)Fx(a z><3mG20c;u=e9yeA8&IXZ+J6pwM*(*IC*tp0PlL;p?MD)BepfG+ZXOBny>jsGi+{@-LPB$lyWUo!L?FeJ+w zOcj6&KR*5DH|BVW3AMYsyNo?@;gF7w&hqkd;{w-mtl)&_;Ku4|2&1@~fOlYEpqrc9 zGWOJkL%SAUuHSllH3tR;oU1>5!;GX`SXk^*fA=089o>b1OmW<41r5YyCH%(vde~O3 z?ohNld;Fukr}-M$faJEcNl9Me;N>YOogCStZ@O8~ZMG|NdT8%Ub+g;=S^6vyQBi-daQfdv53dKK0c-~2 z3`b1KWXI;`Ep~53goNDt=TPeM`Z~z9Y@Y8{jmH3-V_-Wx5tj2X2Oh*q<@;yBhw?hc{=L;}Dq+B$KWT=?&R0r?@oH@877 z$^E4tP=o2uLAr8u-gqku~W2zxaXa6C(Tvmi7Zo7>9Po?{9Ahe^!82B@;x_nB<_K zf3z!{ej4*0DjP2J!W$M$L4FU~q+EyjzI4LQ#!O$Ct(26MO&7x-Xyaukwlm9(Rt#lP zS)EJ@9O&$WcNigTtxOmRwpf&yA}Qt1L~lO|_5;~GR3y88Cf&Dm^`D%4Mj$MBs=>ji zWIehW%A{}y$_^crx^C9Jd)0`X4HQnXZp&!oCskEdz^D%WC=>PZ*RNk}6YBq(g?6Qj z3gBm#-$25IcM;v&9B~1Ly8jAD-EhS|h}44Otpw=lnhOo?fck6?6o=`cL|fk22!}63 zj|x)N+fW5nf>o6-K?;@sh>eQhA{sRX$`eU;_=~#I(NX=8O{hR~XS4J1se;U29&&@x znHg4HUELz%c1b8zwk~g>rKGsJD($8)(Ca{iU38)@Y4_fogO7rAr~d*4MVR@?H?GWb zhX*p%a*=`#>FLv9-<~RXlahCQdU6+0AwmsO4J4Ce!@~)6{?tgB3Y@#Mv-2M#ud&+O zb(WBjKx2H!s2%VtrX6Vs=NP0OV1DKgtHOd+fQY|_sJ}o`1ez_RcuIBi=__y~=_Ds9^mqESz%=AU z*FvD00ljs3sE4z_N5FX^DIF*WA`-fGgBXc(YlnY;(OvQM^h8z%#?&1!Sm|1_y|KV4 zE-sFUc6jdnVbI@-6?T~Yu;fweL$=^j)u68k2@wi?>&_8zkek{Sc5({W<%8pu=y6lm*^O;>>PK?F-6$C3gAM@|gVAnw^wLaXOq z5~9c9;E*L}QT_qa3;W3*SDNSX#sjsqD4 zGIav93k+x|Y_xD;A)kxOJHPHtsq?^b9;!w^-d*BGp+QH|1tk}IPJsc_1|xxN@V)+cr`@m1-CH^Y_klDWrgw&%$Gpi5j1$(icBu@nSFqC@U0!Q z=WRz20;T3GOiZK#aOn#+O|asQcu0EuxIAE{bLY>mU}-Kq784U&UR(?c+2)D@ROOa) zoFt;Ux;jfWGe@^Nb}(gBaKER>K+IF@zU_I}4b|O_bZ0Gv;jy_nc1uf3w4#<4O|HdD zC2~$3t<%0E#hhy-Hh@*`!kc0gb@^h0f`TUSi?jmrVQe~n?!wG44h=R9w|#kam8WhOWWgOj67II+ z0AwK=7BKXyZ@(o%LOZhWfsW)ek3Zf}D z{(aqwJxs(9-5h#(38+YSeI}zUs}!KzhTQBCC)mv;!eh9*@DLgwTg`ji-hRUj8zmsF z774PT$+~dqQp6JrP~}4eV?eX2X8k}a@MuIY(|}C;3g)@6e4 z|8B;IJTe?vP)JYWl{rT_v__dt3W&!-EUIvZN?k3xMt?kF9? zlwd#8#SC{FY5l;aAxa%6hoCE6*4hyD_d@l)4#X2=GQ!eV0M$~&?>!*)+n`l0{>8||J@q2t{PxLaKDgwKVgBnQ0ln!MH`&~lPdB~Zb6*K zSq+#JnSh=ZlMEulWMN0p%E3Lq4R){%;-J{EqV^Z<2=MOxTJZSup(K8bXU~wwl5%fp z?@{|TxBiem4u!<|yQQot9u~f5=sD2k;B%@hZ#AmaxX$(PR)Uxaqe!hnFYNFTcCTrX z(pR&rtSlY8vJi}fneNPFM7!+Fm5|fZ$3@xvMN+jm;hUC~5%`$$EfsBww+yvg3Q3X% zf+cQS%XKYyP0J%)<@ToNbm6z)RC1wbm^vfDiWUcj1^|r&@T5NlD3H!8NVTHj+CgQe z?BQUJPGtt1;{%KbXmr_3VYZ4v*hHHHhg_VPXzdCm9UTX@pTp775sBYZEr{vCrul>7 zFd1S2bv*tDbr1xUj1IQjS~k!#(;=yVEe=P)jhZgjYrnIuNv|0>8ygk1?-Vq+LD{5IgN1qeq1ja0HGKOjRREb&aqzlEs+$4m^T74+Co{?zzwBOwWm^J zrBXU#3XmH5_WGPDjr7ckT}URHhOPR30(ZW?AZx+l_85#4xWc?9X=yxctP%AZajXIY z0=3b|2qU;Hh)B=M>Qfk}ZVq6*CIB*^UPM%UQ0UYzw7{`m4{n$&b6uGq%1Z91!S(kO zsz}WiRC5juz{{l@J+R9$53tvU;ym{vGVTAY$BPFL63AG?Q6Nh<0nh2kyC35?aB~30 z5_o>pgH$75TMzI6NGQmt4K=(=i1@y-Jx0YvAfhZmp@gg;ort6PbEB;Id}p< zHY+_yFXfM4>C0C&XNl@?ieJ{0g3&AIL@HETh1g?f_-AcIZA*)bKLD06q^u{p!vvIkGD(p0!oV++SK$Z@D>QD;r`d-L zhDun|(y&Nl4HUCzskvHL+ZmGJhUAyW&X_=yL_jElCZ>A$2S2dS?Ww^)k()jL*ewib zgJK(ZqZP&t6aiZfvLIOCbtM05+FrQVGe7p}(~YD~379?7wsyKoT|@KT;-Zy$cGtrh zYDgAO(+E7K!Sa5WIqAdg>edZ*9k}EH=`Iv!LY} z9+qM9D5vw(SYFCjj*}%H zNLM5;4qK0j+M?L1kKmWvop#FhW|2IvrEJVayXE6=3@(gIA)Xn!p%Qh3@o8z`}U$|eN z$KU3|P!H0whcdzx3>IsLDGiB`-ym&W^#FP}5||(`Vs}N~5Mml58Lf~qp;459 zVipq8*xTEy+lsn7RXF4G>Xkktv@jfij_;TfMh!j>it> z{YxY9{&M(?NIcwFCeXshd2FXcd+R2|fJQUE%sbwsE>Nc7_1tqq(ru_zl$!(Mn78OJ zFbXtm{*VC8+6Ej>20T<7^ntUWH;&A3Qf~pyOLa@EXeKgr2)aSRxw*N0eSHX-5PE;e zII1=PjrxW9rRreFcHqAeD}g-7<5~~o#KCp zjfjehf@w5q^d6hHX+elbcQ7=@W%ZfFy?c{DP*R49#Jm225}#jS*Bx;2JD?>zvJzB$ zZCkctdpZ-j3kV70KE1ngY-}u2n1pnW2RJ2gVbgED!eaDoMt@V-L-_#mShze99tr*F z(D?$wB-+`rzG9~z>?gXs3ViL-8C*C1&afd@1Y&5Ln@$!X$5WS=mTu}$kV6ak|CDN& zhE@L1itwE4;ffQFODcO)>B_p78*BPq6jF>4!&=a~N35qFUY3Hw3Bs6y?bziYA^G6z z>kEZq6dHgmB#PfxOgB%{Ff}!X3PwhqqsjV^t+`T~_@(w~-gi8nzq*Mi=#7Z+&mas& z@v9)P`M*D95VFu)rCdFI-}pe|rKWvEb$EiB|t#Jb9=W_CvW z+q=B=T<;u|n>u-YVRjF!6?lT5FGx-z%ZU+n<*P6HbF4MaP;F9F zRMeWsS(Hp{C>^654WX?7+@J(40I(Q{sA4MF8Y&oMA_6NsB!&kv22mIfaxmlz2zl-> z90D0th%~gZRk2VGK@ccp570Vod~}VO8I7caH_IEt@<&Z2=d~fLt zK&_TiSs3hrl;`sF>XDSj#?}@)-Ca<^FQZ-nh1)$rI ze}Ann6q%4gy@1cw#5+}kYex#Qz;p4T(O!TVM%y6O&4lJJO8d2G-lJ7u8cieq7+iY? zfFEI#&QFFoDs&r6qVk8F4Vn)S!&8AG15_4w2yx0V&LhC&PX))zmavCaXOt6KqfmBE zRA%<2;+Jh$;2KJdKDW3B92t(- z$Y8JpZ;Ln#5S*$@ovT5>jg4JpVNA6;Ne-0rFv(!jW6uatFs~G031O0)Jlg`<)OUB74a|<#^InET3h9y+QeOV9fg|Q-&@#6p~0~?{9FUd z3MysrrdvT_%x3_>4L`T}cK}!$6lrt<6BMe=SDUN>jUeT-0+Ic={XI2{vQ3g1i^Vz0 zjTaNTmNk{~Y}F@kB|P4mA=}s6nqpM<*k-P7VhXC*b2%LCKS*Yk>$JP(Abyix`1;^D zZUuWPd~C8!LZeCq@yjPt?IP&7^k1Wl!LuW^00bXEUZ9Ryg)uYK!fKQ-F9s>zK(xjr z!@RrxwIaCTOCGAiPupMUYH~PAuxS)NfC{qegLYQ%u+pls|(JL+`#d7(_7s5zQIOI#p%l_9+iSL0d}5N#LJOT%iRmA-{2Ma zKid25psKTVOVn1c`PynLAkgYT1Qb*RB-?E~k`x7$s4YQq&e1k?8$b^^qa?{n&Y-js z4moE;qC_Q1p0xq*eecbinm1K*r)s9gKf0i&yAxBFs@m%rEfeq*1 zKQgU}4=UKTOHI&8o%@x#QJPcBT=Ke;^z3grS~KNN8p2jQ+HMXGn&mxH<{IT~uV0w` zN?}OvNpkWl7ae;-AV-qcfw#aR zex>NCeJytgI$=CgtsTSzBpgb)j@c03z$43DB!f`}B?xRVLl2kto|X7G_-%TcQN%0$ zV!SiGuo zkN)tEXDkCDu3V1&HKK8^z91zCIL1A3eavTgb@R#7E9v{`tXbZlqN1Wt>^fU6TsZ2u zyIeA7&HCa5Q%#qiaQ7q8-toC*osTwdd;I=azuh0jyK5wJz++rSGPLyUg@DSRLy(DE zJtqr`)*bkwPM#ggBm%ySJV4D4!ON>P>$ko_B${b%U(mYu-QML{yMNW)DVgrGY24I_ zMcc@asFjb4IepAqMYY=fegwPcAglokn4KR0C{H{Ug>A=Q5riG>OoZN%@40*GuFBdh)cm6p z6CSAgva+(SW|-?t47VzSJSmKx8NL9Q(W?N}i1v;&X)e&zGdmc==ghJ|kt5wsW>jQl7 z9LR@@YL5MN+}j1ggWQ&xVn%E$5=&xZcsItyCJg z``V`^ghL}fMoxThW z1Z4?Zan6y)EBEBQx|nm-2ux3378VwYFzF>L@xyRSY_#xzu+u^oU-3VFtq8vcUDH+g zufcY4e=~`TR}fT*&m%R`!G7fzTe8u*0>MHVet}d6h@A3pW+KF0x!9DyBf71_y&y&u zh>tYTGcI0UUSjVB4$>XBc65@cN8kTeN!SA+vz}Lg2T4bhGdD`#Y=Ja??(~Dr1UcRX z>Dl%J=MJIQr0qmqo!Vv#zvy4Mt|u&EB>wag)sQ4i- z5XQ(8wP5Pi@qA}6xeDljCjd7@fjc9nld$(Ba2}|z&HOnq zq9g`WIrEds9!HcF(79d3Bmxnlor8}B9#)x+oT@W!7==(2o&l7BzJy2^e*6)r+7e3t zbA7vOJ*9dmIVaLHfR6y7*^5KHq%AmaoiHu&o51y?R@UN~4ScJ@e z!fA2JDZ~2f%Qsqp?1}d<%I_<9f+xyU(~N&XWxn*P?p2_2t|oSHxI<2qN<{w$%`ToV zB-o&RtO@I4#2n-9lt`A>{jDU6mT`;o9UndO({PviT$=z9z25k*-sD)GtWQ`JKTpoM}3(mq)a zj!u7|4>kA$VX{4`{g}*oa4OCGa}~|~#kLW=Qj1T2Z2;iHk_uR}$eTdR@$?qis2Um?;X&UIa7e!b7+lJAH@AWm?TO_kAYdM?hJ>d|Y`J$GKoYeI zP=s%X3i(Owfg{%0*PC1jccpE^BLW%rBNrDi>6yf_PYjO5s04y2yPAI5a@J6SVud?S z0wo3Ug$(@QmYfB5?10*6cu;a>|K68TxH%M?se>MGAC>D$xRj?}Sn?SVKDrOg(DOIe zndph!_iN3to3cdD5&{v7FuD4(huJXH3OFbpyO$Vo;vBmtrX2C_+l*W$MV ziR1Q{sa5b!_3@*vPfm_a!UGkD_m++QCbk5u>y)DVFQAyEe7$1nsZRJ_?~xu8bH4@MW7A{6a~d*JKP@(i-Dw$v&JUbbXib}G68BxcW!^cz@8;i5 z-u+*LgVJt+!vwc%J8K~8FmJIiD4NZ@+=4y;gxmf3vrl_>-usgd>y4zOo{%mcrj>=j zlJo`WkOYzd4A7RmS8cDAC(5vv26P5^`zyRUCLz;M>n4i1<4;DfBqN4H z#%Rw!eE2~8yWz(s?Ry(!n~%UPmwza}ej@lQ#Mtg&^Z71*2fS7na2{bIDG{EVYuBwK zB+K3q?7NhC@q40Q(%yjx-7uW$AzTMQ|m@{Yv5E z>K|zRX#-SS$Er;T?v1cvj&Mz_g6XpV<*ncMz=gB^Z*HSqBEd8pr4^CEuU@mJ7O*Hl zi;GyVAdeHskPjj%lNnhCAbS48ZBd!fy8^@=N0oJv_AWmknwP-O4QMZP5!cGNR$9^f zpcF9?`Xid(yhwl8Z$hD=2;HlyjT?m~{4Zj~|WlF#qjt?&W(j-h`*z&YrhcNbI{JcogGJCO$7iptWc= z-O0;iXKcI#vWz9Z~>fSdpY&gRABt7%nzyE`M_Hvo}&fJX2`S zMvfbDr>lyz{%uR?5>C`~*9tz~MCC^W7*N8X+@{h%bQ3b?DQu;I8`UB}1zi7LlkdDB z)BHB`cIAG+{Po|`@FIznjr5ynV@S(@m56(j|!;DH71ssew zPUyVErxOVw;|B~f0RvDYbO4E4sIH6K+uIr0S617pJDu)7Z2=Omc=6&Ryk%%NK1k)O zQn^$!lCbq6HtymA88Y#`UrghZ*I}PZ~G)3xudvhE9@w8C%7yl>=84f+e zP8@DbJTIqf_dujF&Eyu9IO_h}RfZ2@*?Qikr*UXfH17Kh*+w4h8H8syLa7h9d>{}l zjnv%#etEUwHZIc6xw0OKuJs*i0N75(H)wtdcYKTbY z-n~Phb%663YcZ~D8{MV$U!?+N$N9^p~YM$3`pA0*jUy4OG z-s5M~kI_(f_n8g+K2l{lhgUv^!}#Q0t6g>C6E#=Ri^#;hGB)eq+E()S;g#rls;zL$ zc?yUJItQhcTMKhzvIL1&h~|&y-M0K0J9QDOYRMTQ$eTnwj#j=FPnfUt)A0cxyF}o{ z0I&P-8MILFjL}e{(?Y?hW8?STSq(CdH+YOtgT3xs^d_yPQy zD_SL(f=Zmg2sP<*kTPlkL)bL;hW<=XT$%?YKJIURdyn7n*DrYR;6W5BhtaVy`sm}8 zh@IEE0T#aLrroe&-4E`WXl!7aUx|K!a8cMv5zIl?%UcNiiQUY|hQkx2(aLyIY;0|# z(2kQ?_=H%_Xx1#?sPg!rap)gaQGzWEFb0Xo0;=XbdGZ=T6O-ytMc&36T^4t8jt{Yo zhOQq0dsmASB@PsA!`LxF7Wd|Y_*+sx1v*S#N0TiBl%1;PzVh^UUIh4a6|zw*1R}g7 zg}Pn^RKg!@cf3eLaR&WJZJ6Y4uyD6g{7uWhya^C-TCU^n$%Z;@2TYtHMU?2$+G8+ENK{pKn(Hs}ed3RXRwXMVW6*dR@T|~pHAQec- zO~_7>a?BzSI6)>*G!mV+Bux#ysFa=F%9Run=Hj3I4U1a}=a^%|ZJ#>9RJ=l;KsF?< z(3;i^LJMS%Z8ZBOUAOYJ!>lEXxIGd$AQG{;FZovd?I_eB6(D^v5woIIumBYz_&u)P zFGH6E1shg@rj50=hHyBVQCcWD5kt+>^A0dMEOd4%G>~5Je=9oLLr`3~+3~h0h*!#v zRJ;e6gr4>Vg`87n#WEbui9~`UgW~Y7;8*MT^Y=V9T!ke;p_0PX^a+H@p*2Up$q0qy z8bB`h6*TZzB8%O?)4I@_VTNx(D#^DSkOwG4SeVZBa;bp8`t8wWS$;ObM=x$N3JD2G z-0Sx28ET&V?%0Hlrm+fotXI9%np{*Lzuyn}6>@2}veLpIF{I@IZNN^2=%G-4yUrL~ zI82jQ>WE8w2rCTM3OdZ|ZN1A!hGEI=DL_>~(PZrs-n;ddj2cl{0{FvdBG6g4-htf$ zOOle~&;0%UIo@m38LgE5rzX*k;H;pv)GEY~<19M}C_$9+CME6d>NNAN!snYiT_NU& z%;9jnPiuO!4FCuVmFPmo=LFmBLqI;a?iRe4*^bL5#0G^5lN($%gp9OMeC9u&!fTxE zCQS;uws`avvts~KkWn`xYR3Wy8zXp5XlcBrBD>~ zvX!(@0zRQ%lD0Aga%kJ_p=ge|KJ(0{&(i^YqB(g+Ar=DZT>D|zP9vf&mDum7k^<1U zN*vYzL^l}0F&Zd8aWh9Z7(w8zpMO3@_?p#9OR|0(tAYc@La}~6M@9t7p)b7p^2~;{ zI6QehH(Q9hW~Cj$UgBBu^C>caz=g$OpVmSs`p!7=YCR&O$@ z5y;KN70anNpG7;94MGbgGGvHPiYu9L-!lXjrS@Z=8GeTYHzosg|BOa}2>nTQk&(0;(3>at(wt z1U*JqWhL6Kl^BWtAtfy;OCSc8ieswRW!8KZ>HeSTfj=y6$Nk#WEwU6oS<(XQxj0_P zZeME0q>FE=hq;V@97oB6rCd5up(AgGOHLy?ggC zF*TBRCm}|~CnWtpQv-{5y1P@NYq`o{(=uDH-fJb4>d_JxV0iCAF;F9f^J&$sDpGNl zUwowwhE#qfk}tqaAd|ni^soYJC8H;GxjE@&zWmV@_r6cUJlp-K%kmDHz{e)3MGvqO zqFFK;OWuF3L5T_rBT35bUb9!o%{Bc;B));?>7he-kN4|8mUJS{nsw|rQ_fA zc59-*a$e1WOCZNhVK^rOqG+7dbQz4%3jpGpPp&6u{7GslDE_0+BiTa14^$}7RUZ5A zqZ+;1S@0<~1|c9K<=C|klVWD4HR{Dn_z~&k2uOqLA%HAYS3d*eMAfYWk?0J7AVNT) zme#>$$NE-q^g>*8wkzaZvVL*)2dn+4E?zwzq9I^;uoOqLOGtg>XfiW$LbvA7JgOSh zCvFr%ToQ2HX`&Jw69zWG1oFWF%k$Yp&q3;k&__#GxlPc zlT-8{;cpu-#UpvgbM=$l3na$D}vO z`}1%|$8pu%z>YM(_xo+EFVG$VCS&K&-sAS;&d{z8Pf6GT6xj#G1QD~E&V9{YHTFxJ< zWb&HNqf2TH>5Y$?8L1Vt&EUO2LlLTpf90UMZcW3Z-9JKyc!o{k-Gkt$C@x47Wm-pg zo%x@|d}F$)T3cHiRyXj-LP1_NyUc*~!l(uAk^)C#S~oJw!&QHy7tlD%OhL*sN6Yf%*Qn@;H=MTK=%Z!W+cY5~;xDZ=#ZoYv#_Ba(A(Z*JjlC0S( zA)r@ZSEuzvMV8-lyR#z|PZJ}1Rd||_k&!=SiM8%#PLYdr$LK@on>QvNo3c+?Md8m6 zS%3{E?yMGzii_hZEiGL$DwJd>wz}=kjQ4ob#D)V(N=l+V=8uuh!&G=??OvY8x5}?> z>*?t^apHuz9b0W|tSal3dA4g3$;ru#cy8)mtIUH3+AEjpf?(MV%NXs(i_1fumo6=9 zIGun0aoKfhr~9(gQ*iK#rerPqa=Ccu(6aH=sbBv8NBm2kh3+MF@Z)(8Ix^c?eD80P zRMnm3aH^t(xEc=jJVFfoMqbGHBeq3rW1RG+r~b3ZaN0TYPR#R`-D4U4?|)V6CM;I9 z>R{Ny2S#!b@A@FIYk@f}L)s2R#16m86(8 zs9}H3E8!X#wSg8_3P(VumiY2>Ll{>K=}VAVnNS3MpAmL=&P1$HSWb?3w`sZ`_fiwz z=euhA7f*V(RDdu)(U;rw26$mIPmnqr(=5rGeF98!3G{218*_M2`}#`qq*HJ(=$k^f&k+QKnKOwgC=&8>t(YhWm8(xcOOzk!m%AM=xHLId>Xo3u4 z6ty-^tzYtBdo8~1Ox|qG6B~WHvuRSm*)Azd+LsfWs zAqp>rJgwPaVyTrke~2qD^Wo#5Cg7M|%QUBYRV!&)7Jwr?hcci7y_?j({fZpWGl9Je%1%Rwvo<(EV9z1Frn5V&ZXW zJg~N-9>0C5z)Bm*gG$3lb8x*b85S`l%+zpm5by{&lwVzGV#RkdEW z!mF;6U){hUw%*j78&~3q`DBH*$5zozO+13JadDGQH^h>XlEy7IoZ{G+dnW(UZkd5W zx3uoJBfeTSOOJDBk+b*P%!70Z&Hhpgb2K-;ELJUVs^^a!Il_Ivx-}MG^`rHy`_n*y z+ZDk{$;n}{v9a-zHyM;oRP+oChANNkTsNAQBF?*jd{dR87SEm0W|yuaBPlsxJKky) zMejDB*z^`lAy$oExy94T?samq_oC~e2Xc{Drbm2N`T6;~ zLnf?ME9(S=Rp(bETP@u=vsJHBQp_!$KL`&GKRl`AV)z=SOA#tO+SqRnsvFl_ zBbm49B+#Jftlc9r2YmgiYtJ&_Ib=zwZ9_(4(c(GP&OP_z7HR?xh323}$g%=ImZj;Z zcY9_lEFI8#N|yQWtB54ijRM-%_Tem`hJZ86>1y-gHTy%SncTi>0Y0{3gSt^re7AGW zVywgy$8sJAE>ixJvVLWA*wP{&_r?lzVHV^;omCp|I1ydqFO-;&9Tvt8{kSv@KzEp_ z2`kD&2Io7$Uv^(t9tQ1Dc3nHbW5jVPbNaKalP_xVZkSe5PoF+LiLEz?!Pn>{q0T3K zqd54z7d04NMr5dFJ*oW>j!788x%Aa4z-!VwT|`EK2=ow@8-kHnh>I{6fT(`sNkbGc zO3KPtc)VtVe_Q(c3BDVv+bE0z`qxNt(w0p zt9Zi4IPafnn|jbQ-5Z@*Gug>zRC;zdzq#322K_&lZlq$ZtmtJoA3nW|8q0V0JSiv= z>w?&smTutxZ0Sg@x8agO*4GbWwhR6J{b~c7XvhNlBBP@R29EE^Q`lQC&~!TlWw?0E zgFA6oxx!F4-(9yQ%L~CTl5T)aRzG0zer8-1F|48fguJ|J(3Q(wv(h8VU(-!h0U;H( zEA5UcA3I}VG2v`iqPTYi-vZ~Z>LG`#@ddZkHAx(S2=HSdmOVAf&aJm6w8}3FVAd#;x3<)V||a?;Oo0!3?53CNp;OpmBuNFOQI$J8BNB_X=mH7r=%)lU^v0Clg`iTj7pOYq6y_%hRMcBH# z+`KGqon51T>lSCdnn);ph(lVpnAI-H{MK3WPv##w@9wK-Vs@kRFgJBio_^rI7E6X9 z&slRNpZ+tK;Ob{yq@;8;YG;a{F-n$KPH9PqWyUgNV3;|uiWg8#i%N0FL)Ssm*~dJ( zh3#|Frv(*$Fpv1!d0u;APR^?-(E7JqJeh+bhH;qoJH&-KZZ&EbcCyWvU$B#`g|x=y3wSd&M;EpV=4(0JG4!_A(_3! zvf-`ZFV2An2Y*zd5)H4hBd^CW{ai7Wl^1A~A* zc0zEu=(L8kl2S&UC9X_AH+y0bU%iDa={`P=z?1tQ|72nCp(!$gr!+M;JCp<&hC`mK zFw&-)ae{dAfQwEv?szwtHC84Bb`OVF|K)yhV4>$tX8HN4Yq*1fc($tU$@Oe4?y6Qp zpUjWpoip^EUniB9Y5nyR%1?IEY=V_YXg18$tc$r$8pui5()y!W9oSiHIW^rU4rIMJ zHHSZmJ|x(lCB0M(=Q$t!d3Bp zwP%RQ&Yohe?U)3{ba+uEHrc}ZVS)X^7~Ql#QqnGpI79YXp#>E&YRe)GbI?ppgu+Hu zq|dSBc!wheELJLpX&ny+Vg9VgKai4HzCN$X?sHgw^2w;qTm1u1i|_&Z*Z%V!)`m2C zn5fcvd?clBVrwu_gB|z)e1pNcZ1W$^Rv4zG(hO2tQ}X9Chcom7 z?MI82`q*8Ccn-mRaI1Cab+QTBI^}_Z`#P-nyVXrf)g8w;{42cgZq@BC`th??d`^Zy z;%$)>BMU`Vj-Bmleo0lUBc05ThwI>K#WP-Hh^kv;#Vqv-X`_XC+K zGHnj2-VR1dmuF=wXJlwrZJb)|`45s8%QE|0t*W~jvj&>2)Rlr}#msNdrYW64winMq zcZ}1AKid~Ro8+kC@s-G(PfyyGp%$M5y!M>Sply3(ypj51_%`8@{J8q)k&FzDtM!VT zif2bSN=s+db|)tn^;N2lWQK(eblOC^Z|3T&3E3uoJ7{y|E`I)^gMQ}OBWpL&K79Bz zA$I#x!sl?+5s^*157INz_BPmBwmnpx+JvbIV+g(K>NOcy4)s;{IVm3t8Xo*z`>x}n z?hBhEYD4Dr)4qOwW58#uGKf6^r+Hpxj`-Z`dF|5!c9kzDgSM1@dOsvFGc3mDP_qy+ z(w3+}oh^S*XQi%t`}SfZWTEqF8Ak6C~Dn8UNG?@Y&aO$%XS=r5`&xXY3wd3SuT%@Xvd{TE6=lOURTVG|3U921Z|Pgdg_~OJKo(F zr-Yn`1A*|0xReh~F0zKBcc~%n+khRSGCZ(9` z;hd4_bAH>qk7FwRR5YHpecZ3NM%lo?0P4ODJn?tT^GQVgnGc=Ij5fYnV+zAndy_k#D*5L}ru9R-vwEGOm0*tL7V(jj}xeXrmMj zD#e6$0yd)t_G#(!^Q=AqI4v7Kq^%p*#z2UpAuPB>A-L1g*Do>59P*TyO_ZRsp*OQ? z!tYd!T?FFYQh&BW46WzCh00UfYzIi@NAzjLQ4}aXdaYNloyi9LYd_}KUV_Z;$5$@O z2h#uc!ve-J=Y>I_@@4Xhsvb*E={Q^(uz@#Shod)I=u!ACN?@T}k9=yfrLPg-mTw%TLI89gY33ZbxMh(D+%u&l~L@p20@e)*1*jy;SYo%~{TomdHzI)tp?i&Gj z;rwB$8AKixtJB<9aEjfy&DeXH)Y(1!P-szb!emRL9CIhrsgdot3YZRFrD;Gs8$C$a z(StJn-ZL{ZS-9M6Ri->9v9EvaNQXtkpl_8;yR%H$s0wrRir5rLYXQ!=NAN zZ1$v5eC-dfQwWX9Yu~Xc9op$cP`P2@;abTB%w&Z~s?W$7W_%7Od5dM(X&^Qg=hi*k z7O&42heeIo;>$MoaeZ_QOJL}z!97Hd_@q`WQoES9BBu!5T~uteQy~eT%R%iQ7_f^y z=$y=d^W8lu@1r+kT?KnqovlUAL7~V^O#srWkiv{maUElU7*_QdvF{ZDOhoS$pGxw!F|O$Vfe;Sxd2$WID}UlP$qkK5sMc+}6>d()i=_ zHXQx?9y~w7^>9c`Q?ZXz^zj&{+oo~|i)|tN5GzGCXDncZqQlmX0ozLZsm%6LM27&F zRLX1h#Qlknob`Sy!T{30xc;W_?06#5Y>|_C$IjqaPi#&-2XWEus~1;K)=B19p6-zONaph&~k#Mx9 zb-|Kn#CQ=~#m##3hjr_2u~xJb0wP*{UKitl0Z1$&?K5?$a*B%epTBR zXGAEtEUaPe&s$kV)5sdGu=^ov&0lCW0x4woDm12I%u^JW1dQVL)+r6YJ#ORK65LE; zR}7vkbNjb*YBt>-d*Mv;1bj|(PViHff@1t3P|;q6MJ8a62!tS-pmETCg`Ly;1jP)_dVAF&#X->mMs zb{Jk^vwos9M9*F@Svd$Ms1c_Yn4y)h9sOZr2gwc+bNLcosH#e^yP7(Vkv$KM1bqXC z|1*f`4i@QZ4?AK-mLPbmO{bE8g8&gYHzu)YM$;f%D?)&0`~0vK3FHu-dPK)%M48@9 z?k3^+be>4wVR*S%wV0eIt1b%8&ex|Z=mHr}yc+Wo zM)0N5keT_`x?%JDOkRLl5xZARLU|`j)7E^PSsC1J_pRe$Vy%L*{JU0+1#qXfm`aiz zf_YW`-04yyQz%5Ws-*>`X+-AZbM)q~5Y5(jX&P0qT7SHwpVFw6j>={x1BX}bsVD)) zGLsB<8=m#7);DMxXwD09RHz5IG>5QT;tOA0wGqL}y+BwKMjQ^tHy5yw55OC(gfL?@ zH8taBKQkwhb%^4dWtjQI?Pop^2v$fheRM49%DpgsqtZxp;e~@LSI6)pu)Jn(*Y56u z8HOy4lndz}f8S&qrhxuGhX|8rVwnxo_8H|&YtgzQB<7cNPszGd_j&F2!DUv42I$Dc zN5aX`wHEkTg%_5{say-#;&M7FK6%^(xFF1$Ws6CH zKk7<+jG{vGFmARKn^QsyIlk~5vjJ)Bx=BU0&GF0KWTnMaY&gLdJrp=}^$Zc!U`;UJo{6)ZQ`Ji^Zlq zFmjr0CJP4&b`ceU4x9i~CWu$J*Sz8vMgaQ{HZ#&NjV;dMZ~Utx4m6Jdf*;nYUE=*5 zQJ*XpDos(%CQObFZ(SM%VaLM&VlLT;WQdGL3iWv3BKhqJx=p8rUZ+5mmgX7v01EEB$jA`PM*KSI)M9F}qKe6T z;Z!3%J#JSf{wV*@EY!a-Nk(9kJhE;k?r!Y59QO*nX1a@RSccJrEmKvS#uv|k-%*@;cS(s+;KHzflWwjYuCf#7LW!TsN=B>tAc+QSQd+E^( zd$nu5lVNh4>sib%(Ym0;ltoH=Sl~b+CXSYI&z+;^mcVJ&V{vM6L46pY-{9+fxFNJ5sI~Neik5xGT;RPb|cxT)w9+l&XU%d7co2wkqT2pN<3*Ff5&d@qN^{M z(z+gT$Muc>u7xQE70rW#2>Y+Aaxji@lB^C|ms!xP3T!FflBcosH6z(mJrL5!(tu-f z5O|7vh_oFgFj0&MuvDT=CcE{P`gvheqx;$Et)ItpV)_as7EENI)k6iLNumbE+`S=2 zTr9!Yc%%FvKfD0sP)79YUs8SovDIS;{X#IRGLjLSs3{(qBy%}S1V2Xft>e;re3PR# z08)?5k?~%|AZ&^ga1^wZpl6AY>`g;~&(-@1GJkz_lb`fyql*jei*_C4oV{WnZM0qZ^}aZuVLDd{3x{iCnP|^RbU#LA^Q%qG3w&&8~c5@d5KqNDQWx4YXBZ+O}NYe_2+i-1? zy?ao^bWeg96c*LOYb%2lYEJPa&|U&wQk&{6vIpWaxn|n{-B5}!3yGFeK}Q6A>t1AP z5G23hR~4EB5u>v3G5}RVOUj6mW3D08uspeQqgUnSHIa|gk<>+E=DlyZ6ycz>rj8sI z%Z3-nH%+TAPN*w3wl_3*v(5LNr_zX+f_umgkJAh@5n6820!1X2T3Rnqgg*UofR-d7 zjtCXNn#x18N5xHP1TM#QDGF&}c4@k?+|e`CVZO^{Se+*2fAWo7=ObNRUD6(LP}@*` z8b)KZWaf7Q#CxHkjgCz~b(n?PgJr=UiFKN7vD1k{ z9nP5@-a6oSLPstlnIrOWfHA50NB4-s%}hs6PZA4HeEzd+e3B8iM=@4I5W*^HZ#;&O z!fnXIz%}%e;#HIJ0VRNE&6_w9$vJd#jo4-z3WUWB@jLN{-+rwQT1d*j<;i=X@;O3& zj;S(`q*Kphg*AUb1a3gt!40+6?2yMob_$%O=5sxoxz~Ac&vbD}q&Jz72m)^r8Ar6{ zS5sJ!-hFVz#9mDl#>O^SdTtb_@$*jZxeEiiW!um1eU9ADFE1bM=$SJoO7bfz%|wN% zPLzy8#B%zIsN0`xXUVHQGn-flkmr=$#Eot7=0&{xZuEcYv3F{ z`XAd5jAoBG#3!`mnMQA-iom)0_pPb%d*mzu=68^K%Z-9BP}Q7801m=qI;fLdsB)gX zSxCu_M+DmHhRX)2McP3GT|(sua3||I9f7xgA}&TDT_x^t*c)`hv0uNT9AMW8>S(=u zp}BEHl=@H-lVGQ|gY81Xh>lGu_Ea|Xp-dy#Z%dC{&BaE3g*}X4k)FZy@uN|@~k*%W^cMuQ1Aw?(8!1iA4 zVREeWg=s;jF+nPgGeH1 zg_!l$Mb5V`47Dp520@7wz&eFiE^bnk*p|~YkeCAMrvH?+->)5Dp}>k?Cx}IA?!3VV zf-XbNrOdU@gf@sL4(Mk0)Q2htg79LT*$0?UaZD@0iFMRNQbTT_aNw1$Vm-GwY?VtV za8_(eldi|6cd_3ZEb1MmYa+xwx^mg3YHcuHsGti(nR!2G!wMq@Y^rh$o(57#HB+an zpk3v72P=3`o7x2TxK^c9QXWUls^PT|D1ka_n?kjFW`p5yZFDNrUtOKDE~4=81(>i; z0=+6%Gft43C?3M}2m%lmxF|}ifXUXD7Jmf5ee3rcpEATgmvL2g1Btc-W;J=~Si}4j zxip?aUHHVi@G@V3?v--#qw^YJ)pfwJdU1hjpW9ic^VzxTx)4#RG|11)!fwoMtF5mG zSIK&jMi8)p8c0w#6P-bxRy_-KU}=(=36W4TIMh^E=Lv(tS&xsV5VV#8%F1pM zUzku|Og^4yah3oUK)Gp2@%fqd)A#WrVJ9I@gr;L*ybhd5h@Zb?ajUr-3^u&+Xokt5 zh9=|h*vP_|X6fKEKmk=II#xm|0s^m*3c0rJA^&ypyEcds9^E`HqN9Z#b=%Y`N5hV> zqF07q(DGV4k;meYO~sV?o6j;u_YC(f#FnYg*Q(1KvLOoT=;|tUdy^IbXqJZ)=1zJ{zSmxHlK`*VAHt1FB ztoJ35GTnL2*21$mz>(Z6GSec#M>Wt#$EdUnk%bEp&lMfBMolkvDwrN`5KBV9x^9t) zPP|5Dn;swS(J9yhd0d)+La*$gpT3-qh|jc)I~&yNSbEALR*Wr zIep8g3?=Gg1Tam_wL?MKK>qrNk9O^|YP2qH_34Wd1+pM@sk6fGP#?&W&MRwSX21qb ziW$mkZET%%JZi;^KN?3T9K4jp^=6Po%27FwVzI=TWOq^sNo0z3bxg>?+C1IZHJi|(9ouJzV~d6MJ?2wUCrRU zP)xe!zoYNrLDq!!Nm@ZU`k9sFlu*^!_eVtqqxzkzToCV7SE`tNiWA< ze>0f~4D4K0RP04aEW(4!?Zzp-u`Q{TcGS@=Mz%w5iA&DMLTU2UgRB-i%>xp0u7?h-m(^ghvz6a$)B~F%O^wr z>*hQ@E~egEPa)s+`$Dea`Cz^u7;ao#o<5Pn+a literal 0 HcmV?d00001 diff --git a/docs/reference/ols_plot_cooksd_bar.html b/docs/reference/ols_plot_cooksd_bar.html index 7b5aeaf..c2110e2 100644 --- a/docs/reference/ols_plot_cooksd_bar.html +++ b/docs/reference/ols_plot_cooksd_bar.html @@ -1,6 +1,6 @@ Cooks' D bar plot — ols_plot_cooksd_bar • olsrrCooks' D bar plot — ols_plot_cooksd_bar • olsrrX1*>`$G4_fAm4w(C?Gf@3V)AR1CM) z%mm#WKGdjYfa__6>mqA0dN8 zF529?)x#g%?EmHsi4MR^Oy`8cI4}W7fn7zy5s!_HzerF2c<|t-FTaWM-t%J=%_$a< zks|pvpL*Xhs-@GPrJy@?N^!)O+T-Y-M11O#-1fE=%M8`c!G&R&-f}HIDh(y20{vO_ z{sObGZTmg_#ivdgDq3uEq566CyokGe@9eUfYW|b5SH32(yPNJl5$li7y(hUl#;e(Z zL4zh_L=U=3hh-Pnj(rr5_e$qA>*|=Nkqkvxo)c9a%r{esGfMpHq2FyP!r%GN$arYD z8EgtZ-8+(fKmS=}=c}{SMGU__4>yE|#bo||d5jio87;T7nUU?irr|4OK0cM}U!#P3 z9~=H9^s@9B(wAtR4Dx1tBGjdI51M>f4Vx9S$B6!Kf4pVV!2eGO@5MM@EUn_)S~Z7 zX(wlCXS#c#W&1)1yTJDMzo`c>^0;7TF8I{Vb4vzw3184&$*tAlK70qM7>l=#D1Jrb zy>v!iN9vYg($Tuw>9{#OD>95xQ2Ex~S6T);)zt!52D>X$uaM(1HH-`9w?-&EaTVpC zdoeh1SXqIijapl}wu6|%JcnOMkBeV(&OW<3pT$3e;}Ye5WFlnUmHsQSV60QEU&4E{ zCr=Y{l;bz7GEeVq#YY95`&6om&i*=_efQ7GkAgnp`}fr5BHQV;dUgu)K6QyhhfwuN zO4waaBt@FiL~BB$AxiJT8%?pbk4;`)6xIWMuG!3@2qdo0UcOjY%5KGLMaw&9G9sKrN*?VYhv0@~>`+m)SJ4a;b;;=YMTqK-0k z5m$dDl)JB1M)FT%oU-nGPGm)5_a-ERRGNKrOiaw{ymu4P(L!q9f|#eVUgaY4(O=%o zWQPQUXUeYA`sdG@mhwNg(LysNDRG<&yU&H~5ydB{n=2~JuGu6sRkXy4IZqVcNF7L1 zqF2_G5ObtHR=E^Dox{iaB3ecd!G?f z;v2r=8yyE;4tix+@f%+O42^6u_Jw>c4~xeIBwu7e&^7)L)QS>uzE{K)mF_s3x@(S0 zx2yK6Ngs^FVa5Nzb4 zv-B~I;bF;5NlA9G#1iaIR%JQkIohy1LRt!iWzL5W?-MqJ22#JriqiH}l)HHmb$s=5 z+^_#xG4!GMro#1NJxhxf30_sjsw1`1Ywzo|PO!NYBG>~v(#&IT$4J3wW1&MJW)Q1a zn0d7ma-nQ2@lONA=@_}Ht<)UiC5+nm*E^yFNHFGg@nZTwPGY0MQm?FGtR!L4mFTgV zmdz~qFsm-eu~<@6Tt~9cE`aa!X&&SMFj`x-&s^_cUaafAX%#d2F%aNXBH%0%C6}$4 z>(3WBoMG;5eCGuqdgzy@TGm$QCD2{ z#h@-U-yMUPAlvvx9wHZWjqAcK3jQF`0V3t!#hI?ljg}PBP-Lq#W|=QIW&T+qPfbuf z!J_J<8HGseB_(6oY;ipMglUF7Bslo5A3+NL)&c}^YbL$=c#c}!LtVULgKZ+ggQg+9 zry%1fq~!4SFYC--Q-?fctMOWkjC#kErUj|(Tb=1^CaW{&PGw5%v0RLGchfAtq}q)@{b4l}gPwW5pn?&&ExPdKug z;<7JI^b>37Hq&n(;f4iC(Ls0l9#c~iVD1ttkD&C=+#L9dFAyZ^zc_UA&%LrMs;ZV~D3!W4mPH7kRjQ{7%vq6ve$-rFc||Wv<@I7Bn$1+ukQ>f# z{9&#$H0`#;oP@8~RwT}Mf2!32pYl{oi(($FJMQ$t^ar1V*pbi-78lZ@W{ zdes$QUsTdvtg(nkhvKX&uh#?3xKYWyt4MI$-A1Lp_lbk(i^pivC!7a4_y&nPK#xU6 zKkwWJHm10@E`{o_omN)CPO(LLdX5?7q=I^p=2|$T>KL^h{Xc3q{*4xBJ1Tgwp$HvO zhg7`5n)hlLf}_k-spes9IwPbr8mL*8UzGHEZ^%Bkb(h#xXUo&L4J*8>-PcvDx_^#s zN7n|cfj=dI*%BqSV>U5>*TJgwe1Z3dQA+UAFL;C!x#l1I0{*PTimy?)3&WYd6BlRzGw4wL#*0^YON>#`Fica(<~j@VDg zG?)?x3|d>dt<9d%9QD{tM6~+E{dr59lIe zytnQQM0(6@kL)Pc5%q?G8SYlR!-KkR$k&h;Q^fj(aH(Da$ORog(~ItoLXA9Ywy|X- z*HR4+;?}(ij>ESLO~~gpC0flzi>m#?^nGUFaU*_#bWRbsmUa*~HF&(bnP6`V_EMcF z5djrQB9|FaaHSn38Eg|tRrGmDIM>9erT<1_)&C;7~9x_zER3VQ#8&i@c~;% z@1u_iKvR)z8=hMfOeo?Gc0MgdTjJ(Vp`q52y6h5idL8Xu9OK*`zxqbZ$TS3FyVOxDgL|8$;@0{!HyS0a!&I~S(s3Y;s(xo#RAPbjd6@Cb`B}~ru{?Dt z?1-DXrTD1t(X{W14iYCrt4nT)g6D4jocpo^sKosK6rq?z!LnE2fPcZW_(U)~{_T*B}ZC;q@wfcAiNv(+=BUnG%+kLTP zr?Utt0Zp^t*JqvPHiwSXmDT)>UhZ|)?vtqwUo^SK3^buJ=dGyIP2FRinNw@R<+NP? z27Kq-oeG0I_R0~o$Au{k8k-zm#pn!pV=FoPx;2D%G|Zt?$Rj)R>Q0VFF(PeaG?-39 zX)}@^l{6r^n<^U4tA?l3Q_j+|c0A!sUH$9maQEkXx#MeP&F#aTYP6@Av)-+{)HMt@ zmLJu!qCAA8cpK!T;Y|u86AD-DTZIWXsOB1DMRP5+QgmEt43;TRgzG81Z?9-dLL{FT z{nFIuRY8Xdyu$6e^UCv*y(%+)&U>CwRPb*9XJ=0S>$fGsE~|J~lF{F9$*ZT(c%$=V z;9G@p3NA~@`03}v>8dI_cY1ZtjKh#n6i3Tk=jgsM2=UywHn2670%Q=}esE3s>l#=7 z|L|?LdCVZwMbo6{Px`uB&!=NWXw~T>9e2xG=6Wvgy?GN8Ji_Q_pm%59tiHFulx|Ws zT5tE-ytYMVqd_jO_D}zlmmPR8&Nka?b28$#-=@yx#m8TM@<_ra0Z?>y&xGqmfZDhW zib@JQ?uWze>=4M$UvM7&jWl9oM3V^|KDh|YJ1mvj~yaUEj93_R)NBs?eeH3V;;AmT3BR6r2YD; zk4o~)Gp-L03*+a(2;6S}a5*4m&`?lR)i#@j|2`>g#?7yUB9WRzO1kN2)hy+$Li`z6 zt!r_G(D)aN*OhA#{bpf^dxhp|oVX`ztFX{LyS=+ZUTft!ClK57_4ev9Duw8Yc;2s) z)~vQKpC4fz%aou_)l@+-(NN|Y8JP}lZ=m$Aa0semsTjY^#Jk=%5roWM=L}Ask7{nc z)!VQ&OBQ8#PE)`w|E$Ao>N}LgwI)Nw_Q#11!#{QVfAUC42dzIFZ;Cnp{e%0!6qznWo6;xFzUMR`wO6lBR_QwVx2{`wEY- zg&^G}HtzoN-2Cma(tpk2$(jXHQTg?W2(f1B)9ej(Pd`9B;(v^#gA{7z{dmxvuB8^O z=kd6lj;Eub_)sR5l!=gK+ZuH^j0Ww|Y z@oqBUBV`**KYfKP!phd(PP|o&n1)V@ymQalq2PG$@X*uO;Hw1Vd zHbN=n6XnqJ=IbxEJ@ZyZC=a<2s>suG#$21*r8Seir@#N5ca%CkvpIUFqs+C?kE;G> z?L-{O_Md){f>=vGUz|jrlr|qg&XhWb*N(m_4GGAK!#f;tl>?kjhRy2q2oS#bR zT*;|3Y%K2rAe@3Ir#}3{r*MPXGwQa?=V+5lJU6cl69-jFrGsU?0x3rs&my zbj-YFIkVMcLdvd^a+{=(r$Fj;`r^W{6qk-Z!NGO3y7F2ui;LTyXJp~c( z-LlML79}#y+=PS+$pbRN*94NJv=N-st2la@up}QiuA6u0s)CWbqt_ zn9-mF%cEF^Bo?m)HC<<4v(8zD>zAa0#ZcJ^7cNyVg-Q-`@u>b={H+#wKhR=xq52Ft zIenA>7rXlQWa62AhtrhD%Bla&&iZ61TV)I#Mh}bsyO2UwDf?@G8ED~>>=sdNWWGQ5 zOVW?onT$`bX-Yl5<%^4I4Hj5ttUxi{^2+*}mI|RGEwd5U$!^hK-jAfq9<-8EhPrJR zk(9s0bE|~PnbmYJQ=`OYDXGy@|50@M<|CmnqexKnEA0EE(I;ZVpob5s`0~&Z?Rm_X zFAZ+PFZ`H=F9EGh@pHqcJbWA*CvKX1jEqd-_Rp83%Jl_4680nRIZh7QVfPc3yG0%^ zU&g-Zd-v)uQtmcA-$H}O5t8o-vj^N=_xu02;?va~I9fYZTOZPxN~&dcIlP~e8oGy~ zVMZYYnD~;^M^S6Dk8PTxDAFG%UTuI&`Mmyf^GpA(?hNl= zo}$O7Go7DaYSo#rvd=7d?`1^kl!O{-z(ETa{v5;v=KpDR23BdlWsPDU#-v6MxXJQG zHWcko0>!~3ki%leCP)O9-I}sSm4eTQ39#PN4`ht6H6mRL!C*^byJ|Oqt8;@d_}cTE z?$jmvT2{5OY}aXyem;Zy!Yaq%2zh;SQqzJBIevL6W%IM~qq*G$DP)^pj=}1q4Apx< z#Wo|a%=X53mz?v$j=+Isbo(6Ahf5tCeJ7L&Jq`RjTSb;T&gJtvPMEmLuvh;J7MUv> zdn^?1ywHe@WP=r15VPF@L2*d~H*mw@8S6c1wZ|cBCt>~F-)-f1dtdQxE?!)RB%g+Z zMCOq1?sELC)p;Ea$vuk?@$nt`riGU-&-E5ItI12yr|Va9a)`&$mct29qePmKA)|_o zTD=f9a;|GXe|Ds$^k|(;fBczLc#QngXR2J6(EOh3jr#HQ}^Sfdi=rWNMD3th?m7 zt^82LWvfQi-M!ztO2nqfqQ;w-d0Us@P=%HQ`{&Iy2@Xc2$Ri@^X!66NHV;2 z@6Vi^EES)qGL?|<8!h+R;mm-4>3UdyREYiB*7$gdpjL4N2;Rr;V8OxVgE_hxX(42} zWM38$X9ZmdEod=Dp-o|Cs2}k0f4jdnyKt$$#E9cY$4?r`buPAA$1UH`Ga& zToL>tbBTP-B8MBUmWaB3`IeNQG77sFzvJS*ay&%;L6(-u%u5KI-cGn(Z-MWm>FA4GoQ`8>T2I2u@p@!;21JL!oXXkVR4#=rL3wsX#3?^K$w2Qln;> zOAgeSrod4VJpzBKC@Pbc-<&Ul0&dc{NF5+4|KOhHOcqbXg&>+^gq5HZLSPWi3JVKM zb|;kMPR@@v6DJdcWl(2%wAKC9{)~>SM(yI^0VoN3fZAM{QhK8IQg;(WR#y^LwEi5t-93mpUW2Dl;2Pi07 zpYHO2Dj)!>c4g>$IlKi`?~qJ^xkAePk)MyE(nYt0^HAG`I>W#)ZRZXBEC>z>iHh$N zKYsjBfTx0*T2jxKIg~E3#{Jt~CL`s0+$98sLLe(DvU%CBTzP;B{rFM+^9EGyA?v0G zp{%tWx=kpc@WQSMD*8c4AMX&+>N$6yt%fyy;wf85{bC99Atdv$+ax!Z5;Bz2Muug4 zmOePQMn7bO3Iu_NY#|`hjm2W2$Tg*rtl^P< zK!K0{Rp>;5(t|i2Db$&NhGMuDan!9pT3UD()zLIA%aS*_y?;jP=`NTTXv#XAfZ}Jz z$)C5~!TZDVe=QUx{(YJ)6-vH*gL3e5GV=1g4p`9D{DH>DXYCKG@y)wx2Nn@*3x?x( z<6`3Z#dXMe=%DU~t&dQ|pp!-vmy~v4huidji169k*a&;J9c^8~!NLAe7Z&~p+-A7N zH-3j~js);BWxV7y&QWK|x~L8JNnVQ<_Extz=chDDt*q=yEbq4>I&j=7z81Y_5#8z; zoZ;JJF>b<$5#FP(VmUp)L1=Y@d3m&+cU~=oO8|SFDkLeUWL@~1sH@IgSrz?d8-{QXsHN)YM;kfc)D|I=BNHF=1E~$sDavw zGynW^0SV0;Jc}|$mC*;)6$#(7)X1z)pFBCdPWcZ!@7e!aR8c%)Wb&GWAiV|m?6FX* z)jKyV0X0!j|As_CK}9GEH8Sk)lWPLiXCSrE&@)g2>srE;&_sUpDCfZnjyO#)M+ zQ477y&wp1@E*nny{Qa&StNii5|K?a6QC?1_DPHQ#*3oKo2^9yR? zk!{cxC1WIUp#5Z5-cp=gfNE(?l*9JAZ3N_?cbt*)$I3$3<-2}-xJ&!jXY9AGyY5JJEj|2r?Y6ww;wzH6c*3H4x*9qTIz>L`=ieZy zDl|@TUK`J;JKvtBltOB*$$*BA{o-<1=cbvdrjhI*6{rH%LVu1KR8x{_SX^9+blv9! zHrCfeCs@IukzPI_6sH$p04nibn`sqW^P*4-En|+$R)Jb(@W#$*(9gr8M(DK=gzh%_ z`&B7a#Hn^^Zmq(OZ72b7T{eaqbv>N6Jw)Iv*?6ncM->&c)jGlqsa5Cecy9^BK)DQS?q+$wU zd1U`$$Uc&gs?ByN@DA_Ys#_Os-(sWv^hoOPAy&V?j?i-o#BW`Wy>$KWSIV)zH_ljjp5dW1c`!NLBt=k+2`DF^3gX%a1g@a;2pBIV;0q>d67o^aT zEFs~{K_x1A@_v~0e=h-(@;`GfQllzPTvHE|N%oJ$C{Fn88rC?@yO~_G>*rU`bkQD- z@-_+gZr&6j7auM$`KrEgz1%#m>dDwl8CI9LBS2^Us0uF)4Gl^kmIVa_RDPHJ)Ki&u z|9dk-G3|GWi9%X-ww$M@r(WG8(M;7%SrR%`-ktm9tT9928-(vMj#zg zhS2humd;7EyfBcHE=hepK=dYyxoOv`iM~xhq4Li%*#kJ~NQc|)ip$b!?sioyUr(IA`&`)md z?(UA=ICLmXSw|-}Dk@5MNB709MNP=AUGZ#*$&H!Y+DmkFwa;vqt>(=gNLitnDQ|0j(TccF^TC0ZmYHIyyQ|Jw_2%wTrF^^*boZ ziA*JxEj4h_Zbt84HZ%Ir^_LiJo{1T~JvWHLLMeHQE&!d=LnUQpaqI0&tMNmF?<^3x ze*9nyP^x8?y+sy!5r=0Li-FdL(Bnzi6@##|Sw&4JEP%J-=HT8gQ3-CEgWdOhm0I-w z@Vn@FEY@t#J7XK6QM6d*t(KZvL;z38739)OmhC68CX2fxbl3-|7{@M+{xK_5s7$iQ z@5?Mxam`zO_N}WUgZor)D3<;oa>8XuEF*+xzgDZ_aoyb?%h!6jD9>K~0UeKBQy!Fb zJP(zWlnMvEwgl$&9$(shkI2ZLcv8QiFC&cu)zOi;f#x^-@g7mHx3`Hq@10HXB9@w3S~lN4 z#vJ-M@qU(L-*T&Dyq0yjW7ZZlWA!Pktjb|^wY2a%wgv_U(=#*fV`V?%J3Bg(lsS#M zzv_E3lMB94OzYV3#)-eYr=p@_W^S&tJo99%E({z*Ag{(^=DKkFRqvS55|eA{w*5lj zXR@=igWGS7W%X%+*U4;~SV_jth51pp1I)**yn+RCJRZLsf!$_>zD;>8EiDEHhTM9# zXv3zD*UL9wx{ooYWNjxrGvcav-iyb(uM}GqkA?R^Y(Nh)AtySQk6{wE9w^&hNs-i< z*(J%ev$IpYA&jTYhP+)yX!tjy6agkfY*BI>1T#V;h&(!p^ z8-6iZa@Pg6A&6<06Xk}$;E|lz;`f4<3Qy5wMGk1oZ20C&**-8(Q9DvlTr7;_18?u_ zu?zF)u^c_vg!Wp^uz=?A;t_wYk_ZnME-+n#Y*533dA%~1MYp}!Jyj4ManOCLExF%U zkjjwc*)uX4A#U3ud3K022wsgX5PbcrGksEh4k&|&sA!%=Pi{p}8^O`(glw+IX7lHJ z0jSVHJFy*k@YBRxs=2wj{#N}b7r4S?OwG)e#KLbULjU7dzYBCd%7WNf*fq1WvaZ)h zm$xxmuY1i>io2#52U8BfuwxwBkj0C&jHMU>0fDiP20``b-Df{M66(JJj$I?y5NX^R z7Yogyd@!xjAd9xPHdKh52uHBk(u0cCEbA=i;o_RJT86{ld`+#abPcLRy?3_}^bVd|5h3+mh6<8T&hywhXvQ@#N=#CD^(J z8pGG>p<&XR`6@||67)3o@OefXcq~uJE>EOKol@kX_r7ub>eF#P%y`a7fO%xXFeU_*VTd@d_ ze>5N|CF~(_CEBu3qXp*JV=XUUXY^_x&}RoHr))c^mpEN_%P>&^^trq*d#X*kq%F0` zCMm_EsoSWmf)=n&l0P==5M5f^EN-3$0#mwrEt6LXENMSn~y%?%V9xC!lr zCc$>3bIB}@!^yC+JoEmdl-rr7HH+Nb+~OkpC|~)cE%60r3!x$|`UvdP`oP1SQ+E3k z-94#R`v1m%W^SVhXz+Y0C%)RTDp8S@l_m6a|29;d<%$ciqm(h=MY%0$Wrd8a>v1r} zKw^*xC-|81u>CB6k8{Ewh0qe-KgQ*CpW%K<_W#t_veSf|V2&;iCwXy=A{%|ZgRIY$ zeE+j$&}3at0$OO5t#Ahyu0{gUK*8QCr`aCvZpg-P*PVB_Xc)6g9@#&K>Lx9R3mva+3~7G{h!>E# z09@=E67EF%_$_UeVM?r11AnVn2(u z>+Z&ceI2ti0=c{JTGDWFqy~v1od|np=t%5L$xkfD?|Gnp*D_jX-re86%jZzqC2|66 zb`*x#s1>UC0OnWXzSZwM*uS#~`#6w4B@p4DoI12lu988 z*zHJu0LY9nOj;AK_eLY4enN6@1Lzo{9`-0eaTj)9f-YV~)bHOR^4b4&&cGQ&aVUL3 zkbFsh`Pw{q=@9!C;S~2i47d;y_e3t06FhlI=KG(i6R?&v++lL;cpjkb;*3b>ffTc&O_( zl{{O3(+zvGpYy(!(5XEAotm1OWZ{Jp^~|!ekQlhE&E*#8+GM@kXVsliyt}~n0I$Q4+!U2dEYOx^pCe1P%dO7V?n_*H^=))|O~U}Nz3W)96@_`>wQi>E z_V{rhg1024*A{-;BHq((o4+;5X?=m3o|$YiI_`qGtF?-t%*36U+&Ej+!b?Nb>Ql^z$I4!>FH9G`nbXvG^EvK1-D zvLVOQP%!r7s~h2OcEhGuf2XCVAyq6b2ONKYaD|T$$nfTPY(uwcN(|~#v}Jgf#9EF@ zAx)1%dsD20=S!obWSba&I#LMLL<%WEZ-l_brlqHoEL38>ie?-o%To`V9&jdXT5K@9YN$&V<_V}i4_P8IfD0v>FnRTXE223;|m$}duKi`qv+Ee-Uf(Ss>0Dups zB+L%`nJGX}6M_K8P9jevowO+IF)oJin2R33F=5bcr+6ZFs$%Pl*Y`K`mRRhFKcYVT zHB;{Nke#q~Q%vOa<|Z}$NwUd0H;0e{4D7sw`Tc6oHRCag$)@s9`-DcxXfLXldObazQhs|W~4 zmvk;Vq@~aNP|yF5bI(2ZKlj{m9b=EN$KJ^L*89EhoX_*j=bdx#jnH~TTQYE74E+WR+?9KPS!1d_<+-k+6+?2lWe{RX1qr%<~Y zZ?05Aiv?$dx1bxLN5^_$+yN8x{ZTg`0v>EVWYvI!H1Q3ZL&QD}5afa`NxApY2&S9~ z=+g|>1d=YwJzD89NLFY-jVTdY{?Jojv$fHM!QKIQrgQQn>Oe~@%;*E8-md=s2xtZ} zeF&G_pO!_Tqs$60%K+8PAQoc6+I9h&kl<^%E#`B8WoDRLRbA)PQOJiV*D<^-3ig@Y z3M`roNE;6CB+643vKjOj!eAeb_P(|nwQpS$ZfHnSQozalg! zZS!z1cFPmqhOGbn=W3Q2tAoA4mU(H4#TOqA^Qz6$jb~9C9uT48pj!qYOvA^-E{pl% zSUp(rP`#$b1YZmIMO9W~N+_4kHp0%1+bd^5sI zhN266Bfvlx-n?L^0ojw47B<(caO6yDOM!}Zi!x-^?UHbhRbQog{A>JNn@Qq%$`e9% zjno+wTudu*0#2{=PNCi;K#+y+5{*Wpd9U&QWPori8VRn92m*+2D`t8em|0$KR@BUb z31cn$G1S7HXZ@-e-LDrQ*xBES&E~K&ID8tQk1Rl^LroO?EI}k0YIf9w!KxE^m0f8v zZP4W99rEuG>`W;JdwatW#Rg+N6(p{VfB})X$fNI1cj|(~bJr{ya<{e=dwQq;4cAiB zUreR?DMDKRw(*g}XbdwUFB(oqqhJG7oM81virH#VfZ6OUN<>&C=vpOh^s{@Q(Xu%# z50N{Ly@-HI?4%7qa!q+R+C`yDNHn?;LmQ*`8ri>Y)1hZ5ziN6@Mz)re*cO*M9EGD- zgmz~Yd$RdfQWZ60YF8>)3)3VU3DnJk_GE;3smc#`%{=O_xm~0}&CW2ey*egw(4fm^ zz&K4G>;#CmAhbVDXxN#IxyEiF2{plD&?9ak_++DS(g6r`*?eYJ0jP7Su=PQ| zF*Y;%hTt6y>qcrM^QPQFelzkw%#M~IGMH7a*7MFp+aP)97!D&e2vHKDG~a3f!4tko z0rt-EUpk%qCg+pOaRj<7J$tx*;tY8pplE$qIH%1XmGzH!gnF>H7;KyCG&|s+ufhji z!b%Lkv8F=M%WXuSd`%ns4jsW`rRxp^OMmEtRhC~Ax1|=O{tp6>_IM9Ax@=%?8$d^& zP@iKIb9+ot@3j}m8FzrIBX4dQ){Zl*0)xm%Q_vN$1-kb{=(e|*h)JJx07D}7p#L17Dk zcGIrEKS!8nVJ*DQZ!sw+pGQ0|N0%kF=xwC&3i6if#m@MD2Jx9{@Ar zKx2fq%ckE_jg}1@%G2-c&x9MSw^Udk9oRYT=odPkc+Q#i@Dl{P1{w?t$Ph&(CDpj^ z01!2veL97~fc(pMJ$g?S5U~*2*;rrNf^Mk&7Rmiifc< z<5X(Ys`E1DTAX-}Hnp4M3e2l_=9?krpoth9gQq|TN7%PCFD?Y#2ySV1yZLTT|0>Ad zHodBbN(faDsex~8zSCl9vfg6J1^n}Bp4B&x0~I?^@yg$l$hCfXO+m(U10{Rqe;xv| zvY?^u|4j&Z?v9%ZRxjvypc%oIB6Ku!gpZjSm28jUE##w(ZVzc~or<=J1h~H(6%Ws$ zvKqSE0ARqTO^_Rb^w?w#mNdlz_bVvWZAVVd&~?}?tyT@3xV2{Qsb2Mp@@>JjhxBL2 zZ-WNVIC|t}+A3h9N<{Q5m;v4ZNkwK6iee+w${m=&EOHXIE8cL_(68m8HNC z>bwc%%R-_WVa;uP8rZIYpR8N*UWHN-UZ4^ZsMf1{Huj=%V~zswrU{$dZj@!ND=t(% zG7@{9b@5xx{v-OHp2NG>-YE-IUt`mI2%_*V4}s!HQ%xQj85u%hyp2Z`RkjTTc|hOh z;B@MH*s-yDi2$q^h;lh%{S7(_T0?CBkpoJF1>r^LEWQ`zt=Uy_NtJX0FNWJTGh`9i zvUd%Y=Ygp8ruP~AU{NhV$L$TxSOayz2_H@hTetGgWZNx<&?{I2jh==u-UuSiy8tM8 zR1qcJ9?AX7gBGc`9x${+Q%n$TM@*siYf_iBU$s;9*8$vDPJ*?NX9Pp;CM4`qYAsh%l4e~{uZyn22ALBbGUpfHK=r>M_DX^XEL^nd*jPW?=^Kff^ z3P!XbL>#=vYpsW!GS%KwbKgj!+T{4fgyRt<3d%R{YcC+IAKnxj90LJJ(>t@`!nLw7K10Y^UrMzF{1*if?8ReD@NsZK?vpx0=vorh0Tj1j*$qGcd)5hr z(cZc5AS!bq3PCDRYIGUstMYJ;f)NCTLcNlZl9722AB2OaXai^!0{wgqyeaIzZVg(- zU6v8J18VmpMDKvwJd=6}6KmyQfXN+-0o~$jn0!Wf9bFv3{GEUD?ze> zR_O*>PPkCyiEll4`}HayK=YD*8iYnzy8oixcQc^YLj+(GQ9tyva!NA4%pLEJhpa3J zF9oXX^?zWRfg&vY3R%}0f%)|P&3?nKYDcR~sGu|wYdy>;clLW)!N5jl!u;&lp)*vHT@|A-yK+grd=^tKqfzLHgW$OA0=M3! zQp1Hw|16^isOK*p{`yXd{e|#6J6~u=tcSjumo(N_EQNWu2@B^PZF|t-tYddt9SWA{ z)AYKbL!eJO3WfJ3DjQyo;MV*t(CJGAX5&jKA2Z-;xrYMPA+|VBxIP=%do81vX48tP zg{}EK1pZFIHSj)(1hkYb>ptRwtc&W9Hh8xc9=kjLs*Y$>2O$Y zpZ2IM+#ET51#xt>-&&`1qO)%LU-ZS?!zJDh%g8C1M%&}z4ApjuceCQ=7ZM`})KuAU@px<|;@$PNeoCa{WQ zO&jWu7|^N3T06DiJxW>hXyJ649kN;P6W+f;AKul|5fr{sMjN2zYIR|^QAR##+d$kcOI#l%XFE9^r$u zlE?=7))41-QwplpUT+9cx5v6S?BEE+JC+FILd;y6=vQXn`GF*OX4qcc^U?_vzO=#r zSnT-UH@judEx>1d{MgwWwm(6<8F43x3mRtvxWX+~Sh`%`P3E+-bBnovdh$dL`LL?# z*R&>Jaj0FN@a@SmI~pe>V{_jRbe-Y%Eo`8qa0`K-9Q*Z?6B%hH)?Y5(>KssOI@~Lr zxg2NI7^ZHI!-Z!7LLmUXaDd!t%4f)FhOFP5o0=6RV)-6nZS7A1cwIBZmoYV^C)WBN z4MEn=b$>Fa|7pM$xtp!2Ma_YqhO3p$z<>nrleZ29W)*RZIW2Zb0@_KukhKVFn zAZ4p#(S(AE6$xOVRMzfwF6ASsQYrkX;eEI@;*fZD4vO^mkj3Kk`a&#W_8t>HKDdtQCV9# z65=epLd zz}fG<=fA%{W2slM#J9^s54+}9lx*P|w1r+qeNalM397HR#wI7+C_C8VwjOoMGaNJz zt$=-lIgSpHZS*>mxA3nOB#tr9JjWYQ!1bR&iR7*Sb4=X-Kdq?!ALOq8`Z3~kqlo7Q z&oh%ks$?Tvo>&7IVF<;R#v9(`Si~cfBA+2XV_|CAjEI6BKfOJ^f(fPj(d*+(+dKOF zSJjQZmFE_s^dr&&Trik&sM*tmtuu;yj(6cJToI`lL0-8EQdiOk6AXQLb5%4sylB*u z1AL!j82W#45#b6gYIb|_48TebCr7ZnwB|Bc7MfM6*FptAOsJwb?&KdYe)>DiIii6z#pdytLYmOQ7wS@e;?}Kmo&| z0W*C!*&`(*gM99SJY)p7BaYn?F1bjtMJPAg_ zZ515p_6lHW3>MmKXRq^;k&>=~iHHxeP9aqY@JGa+ImT48VtBd)BQQkh28PY`=MTxshXWIb0bs!#An_>2MpqYUeCpYiuh6|%`wi#5%Ja+EnPdG_r zD6SPQnD4hKgrS?`jNoD3;j8YDp-#UBV#LA4wPp7f-PlA}>~(=+z>-oNp9^d&3vOoP z;YN>ll&Xt4hZ*0D#=0gTI|j9j7|*tsY;A4P{qHTIX{&{XKd6Sq%a-Qmn)>HlWx9KN z?b}Yno?YNp*iXQkn3%|e^|ZIQx7z(NdgY z$j#5s2NSKa@f`Q%uz^8ueX&m!Kueia6IJHV!zD2Fm8a)x?u%m0^6Rc*MwqORdcnOH zjE;iAC#Rc_r8`+;I5xu|ZDP^T<$aBGTNq9x=2z7D_>t}Uxe=&+3u3IH;GI{J2cL}C z<$wbqvpLLXjgDU<5j*@C;s=>*2xx;jDs12uTwX%Fal3srv1mw*?B$lyzi8V(R}N`R z8UJ6}Nook?kAF*c%?X7c7DXKo5DEnbm3=f)TY-T^36*=pE3FsB$%CK*@8MVIz|YT* z)Gw^dJcjg1kcS;MJvMEa7LYSeMpKMcLX$x;i$!B zDu^J2B>wR)7KFNe+peS-*9yU$tW9{dYN;{LmD<;^t<@b&0lBO1tPKq*k0yw_dPb_7 zw&VuQRXVa!V!!eigD%uw^pCRgTGN+GWtwo`0L%+Ko6m4so{lP<39pHMOIbB=hjr9O zh6dn$zgcIp&_jG#fw1FE!Z1-q8y$G(GEH)3DveTcu~T1=_%!mL(8g{{#XShro>Hla zytv}Fa$5SFtj6&&K6%xDT-hT4X?dX9DL^Q)&#?8|5@e;^SA?yJs)by(0?$7mV>}eu zw}m#ra4Rq!l&7ZlY?-rJ>G~hlQWb3D!VN!JdPK!77s@~>XX#Z4s_qyoptyXjRa9at zR_hnHbB@|ZVjB7%Z+nn?Xd8|i#2CGd`>M^%!PMX0xlL#Htpo&Lvr)gtZqxd$GB&_loU(6IFkFUxMq{R2sBdO( zr`meMQ8Z%7kqxsmOt*t-EI5*w$noQPIEqI zB$v{XFH2`{e_``=HWXdWpP!R2b-_vCmIjnQd>!cE*%>e;+S=29a5IJE8Y;vR{p&`G zNJbMzs;9Ni*Y5CE0D0Gf0HIW7!{tQq(9LEHzyr6i#1_zuT}s zP^nq55wMWU=$Vd+pBTG%d}>g1L{9t;3?ADS2T2NPpUpGYrztiUj`mg?_|}&z9^K+V zrQiPZXqQypJLEB4@Xmzxe;Bq}9dl_6@6<_C@A>?wYWo~%i&3qS%Q8%xk59x4B#9j# zXB3^Bi*jyvWowLnq``Q}!`pPe!@048B}8Oo40N&*2fLZht-R%ne%w=;TAD7^M_Lss z+3o#!r$g*!QL@Xj2%LjI65ssusyk_y1{ul!rn`iH^)M*eS+k-^mr={qz>ddupoN?9 zAT5q#A<=hZsXf6OO*5Z;ctBn2Q+IR{6~d_a`vqLG(T(CNcWaAHqO^R>WOB#3NbN19 z<{P;aB6VWFZv4PUg(&=9VxUCPH-CRV3Wd9J_RsAwy0qWRfg1Dq>|WFRmMo1hilf8D zFeZg_vc3`Dn~<05(mCUUsm9%OCz}?YO-1I#F7bZ#(lGOnBGkIR2-`yb_-K!dh#XaK z$m<`jJsK}rfu1z|>Lux$AFS%mM5R_&ZYr0VbjzketGt$_-en@jja4z?jDNIs3Griv)Jx z*to9V;BYq!-S}S3*L=Gthq3k^={Y(A*Mj4(A`;PGHJAt!1?!*7obWD&D_1-Pg zd9|6R{q}=gg`Ft|3w=j*2ZPBt0@3C>vq`#x9tUH1JvFQK1!pg$>;2hbYU48!L#l39keh*Yin``@L<6vb(p?3-9{sVC>NQ1e0iw z>M)pK#>Qoil~fR}*@`6HT*_kbBdw!Ti`TvNXCn`$V3Uw+JofsZU#@ihIsxgF0{SMHsQe!Uw89-m9cc6r!*>xZWz`0)-$H72Or{d9X|&N?zU;YAEy};b}*$ks1(1^--P&sYbHrUO=THhAyH*!H~GTAqxHw*WI}@RlS-?Ug*Z4caL{poDBVQgk>{XY6R$f#UwCR#w#PD zX*XZqor7-H*yOBSK5ND^Au%tjT=cDY6ss_oG1zMtOl>42@=x`eS(HXMHa30#uo~ZY zbXZ5c7GsOOw9v;|`0hoMSL&|;O!106Ib_P)%cmlRhEtY@FLUZkDCZyW@_L;n+%j$< zjcVm*O=g5)lw^ck*%}#6G5pO#+Pcj2m++f(OS5K5%*F5sM8ly&O5MR;v%^|rrgN|A zn}2Hu4sqdXLT2yypj{~bc}_18;~Rf=-0;_+vVr%XQkAmIOga+ZkozaPF{>-fIhTtS zn~HDLll9*uCUN11Wm~VX_r$q5eE5$io2EslUbVs`BPb zkquWHw%w^pbq=N}Upv@-M1K?IUCaKfdM!(%!J+_ei7W!LPNh-{xtk7~^R~dZq(ETy z$NL>xWm8>+6oj5ijQ6V@8aU)%q9j!~rNJp*zj2o`cmM^Yr?b{fWJk^%VOjySl?7*p*hi$hzOl zP(h08=sZIe(laib#J|E+`}G70rk8+V0)NO;{uhDwmG%>oOpjUuYZ}_-_iA>|ZL!vU znJIDFZpCkJok1xo{@&s|5(Lg$ipBMQ`uY8O`Ga;QGp#1=g=y%@}OuOlD zbT0~m;w)#qsm!1ON$%1h=FW-y&uN6nGd!j7hW4vBmCHO6G$!3o#BF1^vnPODD^h`D*5S&YLc&MU^|qblbE!=~B?h zX1xDOiaZvoq4DkgBBxzjO@5C1% z!3j;jNBHb6lpQt9#C8!rt$&EkzTj=9m4{zT*Zj|mOYHh@9u1bL!kv8)Fwrl3oVnt4 z!)|dlyvsOKJm9|I>c8R?d_U_3Dd^k;*p4aF7|)_snY>elJrPTRJsmt~XA2ouI_}+_ zH~-#K+Z}tgiyL-mzAX_y^)2G^Qr_N=S|>h@i@TvJr=hFJL-kU%&Goi!qLcbB{yLT( zPz`jnoJ#z}ti3w{0@hP6yl$uzo0xo03m9mNVZ^BMySrYy|942GwnuT3L2#=eHyU&9 zFMRV+i;k_Ot0`&3q4TjG?y}e-eP3t{eKM5b_q+1HyS%kDuvbfHB48BguYc&|cb+9M z%S6f3+UC(6zW5Cua(Nym&%_0M6mJTN$i)JV9oel}9WqEJkzR=YfQezmDFbn`h(=4nDFM5Mk1Ah|#vJS?a`6+iSX*W1Y8I=!Ryt$w-BUvd&%}vgVQWBNb!3 z6rcTjqkTzvc0Jxh+c|^HV<+X=;I@ol$|4L~a31|slt^W!eBE*M-qsAKk+wCh^)m9T z95jcCTl>(?NT4U<@@uOQ5!}6Btq(*rkkFIKX~E>%LIXHmf!{&-RjeR2=CG(}lJfl6 zN`8NGtl;^L3EzItK|XtYqi^rXu@xftzn3b6tQbHp8c-`;M?N5FmEZdV_n>~dg)hO* z6h{0$vV|)*IHKRZ;BYUmy*66km@BtG+`mL|9wp-R;1>{&*ZBSengjBgy{m+%HTxL) zF|l7d4!X}j{C9fvObz3A3Kd`Z8{GMr@UrFqrQfrv)I6~zv zJ9+mNx|S|KKZTmLP4@af!5*Y2SxnF`B=jYvGKN32#-;SIBST@lq}yrzaO*p^#H~V1 z)a$41bcB*!6MYX1l(y5fl_P@If9j`BWEc3 z)GfI)Nr`$p7n?H$?ZGWf_^SXFz zsHu&c!|bt0t(Pad|NM50LoA1(^o!i8-bBlq;<*?H*ZIDH>B=*^qc;BzyZ`&i=g|dm zIib(G`HJ&4eH}bMG%N#>xc85yL!+hFB=Vo^`;Dxk9iO6M9JQkV!m6VL?t@4rLr&YJ zf7%>Jlh|Mkkd+wno!PygrpJuzna8^T=Bi&U+BUml5P-OGxjp zZ-yBx6yI(0NWLr`Na-b0Q-q?{~6&DLaWpbJ(R~b1F3jOf{xO8oDpDSXBe#WCJzj0PcO^x*Ih&3I17Y(>_r?&S( z!|ENjf<6o{fBsw<9ZkM-a7ZG4MM-unR53(F;?b?VE9bS~eV!+K_@mxORYE30s*9=k zDc-8y(O&d6Kf|q&?R2Is?YpEQ~7e()Y` zjFX7E8Dv!PVn~BtP;kKE`jt0f^M`A`N^^5wq+Iw4Rp&vfu$4Nt)QpjU<>bCplvj~m zmJ(QyXN4kD>HSEFV*H0Q6kH|iPNNhBe$)PEAuN^!7g~k({OScDi9~V@Kc(Ap*+9;0A?|@uksG+L}?>&H0Nh z?}Adk+;>(xiIOT40u20`}+qZ(oZN>4=2B#YP!D&I>lS}bhM-Tb2tH&Aex%E?63>XY=(nS-6FUmLh zHn7}&Gt0Q^yGmoZhL|}CxjzYvc}iFO{m2tq7P$#8@Z2H=2UX4XfZ|F;&nlN%xC zzb?X?V_cTUiRDdunUc%xYSn5+GP9YI@NfNvx?b{o;G2(nL_~+4xgTlJXLH}H{hX%C zw)w?m7C%4)dWlU|E0#=2m57MAN=@U{ECl&O_xBsPZm}e@Xwk15YAoS(!+bzbK|-R) zyw+*P)3!tGu4ip$7&FYguM7SJ;+ZYXuR{KO$@y|$p(WC@$TVCm&V8O|@q@?FV8({6 zuUZLy6OQkL41hf%qCW|{;^n(?$mjqp|!UNfE z&M924_0f3_-|Fw*Ph1uh_+&oX=8YOhw2Q?_3zqv0l^%$aNff_YtSwy7u5+BPyZAfm(QWB~;$~%Kc^nBbFR$COC z_nhdn9PeZD3;j|G)lY8sCVZ*#u&^;&i7O`Sp`s70y*T;&a6=&|Fbc1!8R%bDzj=J#&q&aAqyd zDo%7tvC$^@x_xmb_woB7`zYIf{f14oS`Ml5j)s>lGll|M@)Q!#A8dl>B<9u<`(OQ(3V;nYL~WRu!)S!HGAY|#@< z_jPp>@oNK(BP&xR$Pe+Qpz4azipg*O|CI*|_ zK-sJiOe3ixjD3N3d1KJBqr8w%_}h@M4F&FNs+2OpwTWP~rn9juTq7o)^qGk2nhR+r z5_G`faP%a!=IL4h(s$OAoKk@6g9C6XRQFTQhgGYZur5Q0-j(ma_~SNql7(gdN%;2d z1Mgi_O5^hCSKG2Hk}?5ybRrSAvy?-1@*k#VJW*52u07H8Z$xzVL%QTA($d+YuU$r| z(F=RRtV`?a$&IljRA)yl7nMS3e6i-KFLQVuC@|ABX;fdI6Hm()1MRMlfr(w$l z#z9zW45#TXky#7{@+DiA!YUyv@$jpE;!#yFI1m?NmgmR|v6qGq{>oVQvTKHax$i$F zQ#R56Kc9x*r}V#|8lyyb|A;Hdu2IiMq9m@Z+RaPo=f@QNX0xWR@6(lYd|0YD(pfb3 zt@&CWdmrCb3_XpU*k_W{->l{#e>HvMcw>Gvdn>K}?W$2{G82qdMsf}Oku7US+9{J4 z!w#75qP-gt;RSsfMZj`6A7!~^yt~1q>Fy*_b7UbG&Vo@Z^fLT<{I{-t*aPp4I5m4$ zJ09UrG;+Hj%f`@Syt+$W49!e-| z%W$iQ9Uo@P3dA^QJzVJRFEWb|JS_*m90gnh!Q|wjmNkAfW)=3#Jc}f? zfw?s!+GYaCL&R_Vdi2n5-)3#bA&O(<(KiW5ubB7C78=~I^}-PyYGT>g-ineRtCzCa zbOgMMrzqzDfM~vII$ko@rHQC-yf)FEgIg=Ysf6m%O}2T|FMEDXv>FYq^~9Zd#m{l!``B_SRA` zj6POEQXLVa(I-5Vh`_N9=ida{gx!3Gj@v=8=B)>gL_2XOhxc7Y;TBGOx1uj-jq&Vl z_;ob0sE?xsCZSTGqL@xgrbSCDEDfCMP7oELjV0+Q(6_f+e3xw8rICN(G77c-niAN~ zSUL|m^n1|DdfI?S2#2=2s^TZe&T?7GN=3j+>=qtySZGM&-#UdN&x3pf&0yuOUGrN0 zkR$?aR2cKP`OI&Thowr{%xNF3%_Vrd@*QlvS1Wo_0vIa)m}&8t07B_BjMGoY1PAu! zFgi;|$66Te+53X6Io@fV?HsWh9x8+t#=!NCR9zi*OwvwzfV)EDK;38(YEe@qk|aJu zcPS{=wevEPt3J9Tr{LoqV?YRP!fowCWf7i(Cfz=>3whhfuESQKWc^!Wmjcm(`_FRm zC)=MoZ!xuFXvK)41~s7K-*BC zNN&Q$Nu6@Ud($)m>&xNc?lt1tmC_hIEFtA5y}z*|xw)ts58zLwB{GOa94@)M<1o?yd#jZGf3WNm*M&=CgCGe^;v#6CfSE==>^?_g>UO+woY=Lbyj z_*TF8xbL+jo;pts`fO=$Nt1a26y;O?8-ZiDdWNba_T;}d@Dszxb_pdDY3yyIr&(>}_rSR)*KT56)C zP&%r09kaV{GrirAq@rc@2wU&p(h*_kbz#7x6LV22nk1*%eMi4klF$5jA)a4);CuS| z=@N5a<*8U3X*u~H6)R?JQjK#=1MXY>9Y?9D@}I~o@7*w-ldrgRSqi$>3om|1l@diz z{N_T=K=p89u(WR790aVcw2F;>!wcraCP9PDoEGFTIP4TOL>bej0{E;q`5;T^Xea@e zX~;qWn3pXs^n{au0K`E6M4$laKJnDV5HhTjE+Nxt@F8bdtw zQLsrr#Vgjh-!BnvOJ3+3gpcbmSvb#%57gGEpul3-=%vGo)}>15Y2KAnO2fce{PQoY zR8%&y&=wy)Or4eDxip%mHw+QbIVb)l9>oPd$GAL&JC(VgW_L3s2Y5yk1G0J-aq zRjwz7mhGu?lDE#p@%#FT??05}&@aUBJE&c`AYOW~5e!2VT{xVJ#7AA9vXbxZt#l}u zLxWs?;LrLbI{Qu=a&etq1RxE)ke4s8{dDRsZ%k^Y zvfpf&`njSfcfAn07r`E*_93vk3pG*uHHZ>n8$d^yHOpm0y{167cy3YMpGU7yz@aY@ zmaPngnW_)5*ZZ8kR7ocXYE@6F6cGVQV7zK!v|3qbuIKqB=PlI$=-ZpPI;mO(35~%! zJ=J`>iKFrZ7PK+iI3C3uwfizc5iVcj>dw;M-}pHRV`552Q!iZ*S;S3|M6%UUmkxGE zSsF0%?u@NWLL4gJ9uYWovU4HN2I&fMhF!{d{GK;Vu$=#VKE;4L&!!+#S;htUVS61zI zJ|xQ2sGBbD!P_5KEk^Te6KCSKzgmQYH&8r=ucM1qOVdhBq{^9ScBxboD&TsWjyfGD zbsmL%-`riWNJ%3z8RUu|sXE^zP%Zm#7XX_RMoAZ5s=o}Hoc zc*}D0dx`n`_h&W}pmP;R?n=$f!da2UoX0vU*PqOmFYIS3E&LGdcG+B8s3R6st9%y) z5JpzRxjX?{!F7N3tjoI`#*}ZmHifpEo9OdpotFLXS>wrX6!PwdXeE5#?ktrTu}(DN zVZsZwGQ89SqFb3+`}3Wk$_p>`6!)FB9WV}cDKFP~h<9dsAv5bF64FXX?Hf6$D>Uba z`Lz#riDp9-7`EH!My`2r*qiwy**zs(0GdfBmYjrdtWP2jvuBZeg1v09#c-ysZqA3M z7n}OVO?&LrWdbTIUo42%@(^4I>@iBY!Oa~hB`v|QyImjPu+Yq!BwQ$$WDPx^9!sau zd)G3N6Qc5qTpTtuY@6uC8i(729gNneXE88d@gP%65CYe^=G)0tE)nE_kKbImLIQVc z(K%Y?3J1G71Qew57537==xO7w7%e{b1~r9&y-QX?LOEiTJ8@!+;R^Lc>1g)u#Ch-e z?$<^evqPV!mS042o}YVhW{v2=BZbu4o>nzp1hvjv{p9^i9bfujFLGGxu`~`_e>MrF zbmx&_R7qXfUGUA!VJ$+bx787n_>%9qk8>xUfD_FHM~b z*X{)6zn^cZ=sf~Ndetuz;U8|UN_;*%tQ9`eu&pa_DugQk_hP-*n!LOn!S%g4$~y-S zQdU&(uL~*WkP3RNe3!G;Ss(Y7hT4@1R8pX_)v;7zuc{X*HhJ-AZ4G~EKws{;KG=U! zW{dlV)T#zj&$IkJCw$Z>yS;p)CySQT==$ao8SIp6$Wv7BcP4C)(#pJ?1PchY?#`M~ z=##xIcV2SunzFf0>PS>l8$LrMpWRK9zT8=s)z9Z&nY3T$!ZgADpY7AmG3jH8_c-Dg zH6J`ZwHYZP!Pb+Xq`f|4IJ;OVy1S)bkt)L)cgpwCB~&%NHKe)3X$tM`bHWXQbM+W@LKoCzV@N z-oZQyw>CeAqEij>K^!5l1>IdsT&rK%P=gq?vA@oXP39iC{>ddiM?J@Rk{}#_X%?~8 z55S*G=M>J^K1Msr-7F|boW0WUO)^y*FXhG+ ztiiWujRwA3&+K_FPzHlW(r=hVd{H4StVQg;t>=ya0_t9?Rh2tpxi1B2xppK$?1nV} zr=k96AqnbGC6po6qC7*Szu#+jTSoTor%!#XkHQBwzp+!Q=5&I{dz^;$lc=54JcI{s%#p^)U;9Xyh0flCBfl7!SI=#wrnm*W= z4B*;1n35p`il<*-^&ZeYX&0yO`YNaA;YC?TNPs&QVi?q@INDYDA zr~@!lP051r(QAY7(}b-Gex#jwH4nD?a@~GBuKiXkN{ zTz^8IzgC^RF|QQAQe6nTz6O+)r*v1L3=vPk&t%OfB^4W;V$#DSj`ATys{H_Wk@E#i zw(Rj{%X*s&f-gMpby$VExxH}Qf&_jrBYdGJkE$0!RXP*`@o()u*{CIqasH_j7wc4? z1Y2*usfu2^}%Xa{``WXuQdTbcw1O9Al+iOLdH-VNiZ z4XpQT?kJn_f;SthE6D7y_Ti=)gJZ-i^7UuFv!BH)N+5hR7fP zZ5Y|Hmq0+qZBU9wK6Fq(<*k~C zTBb}_%8KW+{hJQh+GkJ6gZp*=;7dHMcSH(yJ#e(V2-e|No*T@Vc*AEe*}1#fTO;(h ztp7U$Td9ClsVpNP2qVtTDR6e37w_ana_1%L)K==3e=q>4A24udiMeu1oX5{Mks(*o ztZfJosjOFGKYysOA@Lf!hJ+*sczm|*ZfAI1lv*1BehkG5I4_2)FA%T?Ef!-TqZosA zNv$M1(T~ixRT8eHr8iJ*H;o6C;x`rr3%xl*GMOj72-o_sB-(HFixDP5QGhs?_4&_YtEaY|6Jo>^JGt&h zhXiErrhL{|NkR}k09ce9j~Pt(tpS}_0D?rG^X6xOn7LVb(gv%higW?O%RN39wZv|E zA%xztDl}!TtB~W_lWH*I1k+aZR5<8Huyk*J#OttoxLm<{cht?{$9D5)&kL|QLUkU3 zZm44aqAmf#3FD<8K8LL=lb%{_?agHh&Gjc8iEQt@)cl`qzPtnsF_M>EAwX!pr^uK^ zU!REDu`jO_=3E8FdI*WPM9L+c2}!*nx@OxY_1byt#OPf@1xfbufxX!dEjXU92$h$8 z|Bf$M-%IMU@5>92rhwZe?^&vO=t`r`X=*azd7qkEC9&nZgcnwW3M(jUBFe= zk_B*sNl5!oQ(uU_=GdcjVskkr4`L~YN42OzT6uSxO#ip)x%M0J?gwiK!Yj6n%l0Dh zy%f$`v)C>pES4n;y{t+*XC&;G-nd`v%TlqeR(tC!;j^Q|C7+437ngAM zQO?s5&_c-Oo(JdTK^=$IdWewnAQtu}UPMAP>g&YYf<_d#SuN#|7>hV2UNWn#{amHo&?Cjpkc7|zR zZG%Qck16EUF$}& zp}Siqr)<9M(!5HVv^$g`yEf)JSU>61u5En8bIOjySJXw^Bf#RE1X4k`=u8PeeSRA` z-?-+b`4K_6$@;P$i04ZKL5ufx?1ASLTT->B#qrr5Y+?Y?M(gg)v^gMJ?m6$21kv@! zL1eg*l^SuXWhx#8QwUgF%YGJ?Jq&bteTqpB#&suOtTE6w$N~$Q3a%|U;#GZ$2m*Ud z&PSsFMVQqeRH<=)3{oou=?jAU z?^U47qfPre1cZdDfa@k%tBUS1-#=%y6dj=k2(JxWVo{t4yUC)mBTqqwz_gFW7ZCjX zpyd)`WowCv%6Q=Cc=F#jbq3JPcJ5={x6f#Y=7=Y~}A@KZG1K>k!%>V3Y zqOA15S;|uV;mzlyauAKLqcHdHDmrgVxBq+A%b*oXuUG_r`d(EkvZZI#p8WpTNw4a| zfrMnV0<>WMnd$9MalkkJuMenYjO@W__vns5CTfWc&1j%%Q;OjeBNW1WVZ@l9p-{-- zY|BD;SMCPfc-=@f7!mM(c}BQ_k;5Uk@VjGtC8(^SbAWY)4mQSAEB0X2Syv<{7jk0h z(*nugiqpoC_eS$xgIe}`3h)#g7POj7fgLbl#gdKY2oR|u2$pLSG=>nL#55H#w2-}+g zw-hVVc?ek|%=kf;&hs}P$9=ZQH4F5#$4d%Z&l!JuiC=6flfuW~4?A*U!WY^)6oa38 z5I41t4m2L zhY)-@7Ut zYkv>;9zwBt<5EzGCAVHAw&CeloUSv$VJz6$5jNPJ!Qy!|qvH<7a47vtN0dA}>z#4} z&$X$U9m(j2n|WaGRaUzCXv1wZS2K)8@|o$+XL+za+TRfE8TCC+DyS))9jOv?;PfRP z zq!m5T?4!dSzHJQ#N4djdQ({?AzhR6}cGU#iq+L%QnIX`lUIurGavY?rU}6$RQjU@jE<_`713(IV68)k=+}_L}DK9p|NnC^k*-M zH7h`)Lh(EvutfKVJH%-`_B%UX<+hm4?a{%Iz$clI zgpt%y#32f0Q;_?lRJ3D~1B9AjAesI;<=(DoMQ=_a=x~9sTB0)7U?h<%QrKCa;pZ^) z7acBNeI|iDcMhNV@mPDN5*Kco6guwvz&DF8Y@OJ@4nCq(Fsqo>p3ZXr`6-n~>cW9d z|A&rDkXpgY{@IfQ6(UMN`tRnrcLbmgIoRlQC6+@Uj99l$;H_=WCY9y?O-M%sw_lTh z*N}3zCY?I}W@P(O*nPuF*bwocE1x&KbAkxt>8w68GXs)&gj$hN5E~m?_j?^tO`8@@ zlb+1bx0C5LtaFnIi!j4A%YSQ;K2mFUDtP2Gefn^@*yT!>t@|EvuU`*+sn0SW{BPBL zby!vF*DV}_BO)9{3`968pn`--NvenlNT;NTba#gZA}YEC2_>W(m2MRQ1p#SkC8R^T z`Nr~`@B96E@BQoE%j5Ckpsv05TJJmGF~^*9jI_cZzL(H*5nOQ;a98n0jD&e>Xt-GK zE3Q%-*v8p4$5J%$+E_%od`O)t3uIM>LY)#iB!_O{{_+?-l*F8dVw9-AW~oP1*JNX+ zQCF|ikIF+k9}9SngQX!ZWL^5^+4tb=>$k-3Y+t5inw;Rbi<6w_q?r4#vpq#K*sQsy zWR}+U zV=wJpmi!-7+<59sT?@}p@J`jKG@|!&uUm8rCM8DIDVF=rbxTyJ>W8No8XJ#6yRR8( z#PQUY6lnLL8FH5!bj{~K?Bx0+T*>-?#Z&m><=LMNrU#k4$Axb&)n3brIS%W({7?Rp zw|rhPio|^GuHm8?E}Cl0aWK8LkK=(!cOj3+yh_HYeIxHFJnzXH-->+$00NLWFdG)m zmrkH6xo$`Z%C~9LeyxkxS28QtJ~tvKALu0#<#Iz&SYFK1WLRP3spNyVmO18r0gp1j zfE*;6lP9`N8_-t_m6daDs}qFQp=*lr@fdkA$Kek1XVsp>w8a>gOvAjTtirCPPn^i*Kjt^mk!Wk>qq06Om|uLM_Ca&f-4( zc*bCpDq|gePgm^r)9Kzz`pzq>40SJ6HMQs4X&BRB`~W+?KezJO4P1du+m-!bZhkDh z6=l4U=r}g)@6p2cqVkdb*v2Z&WX|m8oR1^*TM)gUI3Y~V!W>F3@HJ7AX?_$pJmbn1YQtYQ ziY^|3Nobi_tFXhiGW|=v22q~-()Ug^CC=5;uF}>fCrelwu*&gZL}tK2nnw7q?p(_k zIp3D5%@(Z!khp;B%xQZYpn6u%UiQ3mPgrKBwS2R>UOP6OE`*$vf1dW*ERmfmJ*1Og zKNSM?px4MMkvDmVEt2K5qcZ!}p^ z)Zlkvb^nT1{$bAxP*XP&c9BWZ#ocyB%D3{Xim3&%pEsn`{mNfKUmi}Zm^44^*kUQg zMDxZVN4mdK!dgM{@mz}Y)TO~eI?pZChoM?5>VHOd1Oh;zg{i}T7{y+8ZBCGV3(JM@ zhu;cYQm`k@KmPeU-Gwt?CtG{i+1MR^KgwsRJGn+sFKCXwpkdzD0hVY^sj{K{&9N0; zm&$_@@^fX&l^I0$6Y<~e+r!H-7w*`+`4vCW7Z9681Hz0kd$`jp;iPQTB#BwaPHOt= z9X5Xy*l+-$BKQ7?mgf!$%x1V55gKXLAj{7( zvNHCJ2VMU=_tPWiLRq34Ep*pt#Kx8Xo^GomC;P53j*Ug9&O8zu_%cO_B?j$kb7f6QcjblLU21ng4v$#4V_-q zdqYq~gIr#EhR%rINhyP>%d3yvN)ia9*Xvy-54PBJV~tA3yF?Fg7~%vmt!XEVc96Z` z@4T5OGZe)ndoeTtRjkcR8>h5+sFGDvhc{$jT$%10hV3M+hWp|^oiwr8hmxMFtV!0r zcR!3^g6}e(Q##0!Ix(?0$1w|f!DeR#QX5ZvL#)UOPCYph-Zb-!6RANl+e*{4VhQslB#S?QC9hWJ__vw;3Mv1ysaTcb#<;uek5E}gm_Dh@?z~USXKJc zVUcZhxOo@<-V$%{0b_4#Zl6xxjun8+!(TK1YX%4iw_gDOpmX9mfkgO@>iCR_5$ zR|Y2l!QsH;iAO<0!7N3U2%N<0blIPy=Q$zYUpZ(3HY&%I7VB9}WcvKYuu4Ab zNC@7(i~|K(*!RE(ZH8J?r7z;K!&EbMHGpIsYk5Ccw7w))IH!6)>m5QrixdnoW{xbv z2cn&Xo`O{l)++Jw95cFR;GnrLXV1+nKbWM1j{`EORgIU!@-O(V?R-{bKV&o-={|!2 zCJo)pWLDXWFh=~*@OjE5(zpQG*l$*W22PwzM-*uYeeDUn#em#LXlm*a8+OS{m z=I~=7N|a3Wkzx|nLo{RiW|Z&|-6)Z6)yk}=E3)?MIgBMnVQB1V5?9$51)QB`&7YbJ zhAtC0v2^LEI59tl3)a3ES{j4CugzYfLXR3Uft{qDy`^!B*2^(-Xsy|Z+z?w=;k(C) zG`nypa;wDAMr5xiSXgAx8=+q0L{5~~Dgw?D<#3SL=&3C&6aCwVGW{a63k1bCrAd4C zP_Of(8`XxBP|8`X9B{c$g98g41jt<_O4y)$q}P(FKG_pYL9~}%xkN9(tp|D6;Y+RS zi$lr!<*&V#jtJJ~pL%I~S>t_lw%y>5EDZ{^!NUUGi~=MS*vxu_lk~japx`}qgh?|E z{g^deMW_RdxIfp4n#5uZ=jRef=Loy&;zWQI&Aqr_c1yEw+-dTnpPOBW8lE|LyGN{Z z@SHhwieO=PA1ekKBRxGC^hwS;2xF$%WkUqVebp-#|kc=#w;^zCplv6ZjWNHqr?7+2`u4+Zqd zNH^ZzW;pxAwvsC3%-LN8@M9FAF5T`ZC|j~Jx|!!Z)S#$h%2eeY9G~UKeCloaT~*rv zpO<95s%q!{OghnTw^jQu8wv`CmuVY*yT=xOLmE`+vXPdinfQiAP5d>^;E8 zyW_8mdkTf5O1!g^nd5|fe3^qi#D;8!Rl2p-=bTbkMzrJ&HH}jkg+E<;c-~Qs1p`ri zi`FINq7UqSecg;I7{t7ayK?g^JNZN)D*`g+C3t*aLNH}Ajt z{48F?-7LwxEnw5DXjV>KD^I#!Oiz5Qbue||t=g@Iy_A$}5800%jrmY{e{)T8^qV3?2``DQ z@3p863Xa1NbZcrRy`5nEeqC;aiow;M2mVj7A^9w;+oCUcRezdp-nY4Ape*8cU}iD! zRGUlPb3JC`k*O&?eFODCM&DfPkmp>1I2^*%&S;bV*s=w$8rzf@AIvUdpxs-lKR9#l zTWPmEwVy+$r9LI)jFGkP8i^oR`!hC#uq-oVPp6bUO4Wy{ww_9;3l7^aE?dny9 zlj$|`CMNpYaMFF?pUhxnkja z9DWu1w&|L$^^|%%o-JGYVDBA!`JBgNiqoeXU+eqodR^-%I4f;yJGki;aLP_#)Mn{% zPO)n1l#zs3z_wmP_B+)x-QyPI zYS;c(CsQX1x+j&4msXaSuTc~me&(i%vJJ_5B_5xexzP34|5qxHKLCBOlCnsiNTzs2 zrSkPPmwKv%q!T(pi#O$$&0FV$x#SY(+@;LWy*D>Mw-yy__^E!XudLUXCgf*b zFrW4F?NrlE%JNdQtS+rOuJLHmp%Ph+JN|3FQHE}D4Xu*;+7Ut__4f9ng3g=|$7X8S z<+b^{{%%PfD(Fs9tnl2InSW8UOqc%5CC!4jOZI2&6JGg{nO5&L?aF^}NUzB88LM27 zTx8H6f5eG;Qb`5(JDzf}MlsJeszfn1?%>(Dk)~aaBR2r+clMjLR6psoG+DB#|0d>; zG_JsFFyhD&uh!m^CnFtm%w@I(N1L@Rta-0ERCrML^-)G;QXghBdid$n^qTi) zmU~mNa}M?Hx@S=M^ZigR;$P5_6TiO75>g|7gpT{E^Vh$Vubr)*D0F16xBaN&EG6RR zV&!*NB{HAU?Mihu>EcB;tA_$w3JO2mOTE^sY1>#r_IB&3N9Jqho_aV|IL20Qduesy zo^6h$mTMnO)G0UDEtZXH*>FR8$ItzIioScc`U9u!;#6!*U-rO1$QH?&iAuXlL738ZnoR((yC(?`J2wBR@J^kDiO# z3>B=BWSBmATrylt52g06KguJwtSq^hF4;6m|5RbFTxl#>2zS_A_gz~P_RqL*=W4~r zE4`k_Ya=be45Rl0`}itA^76;Mhs=lHk&k?P(>Rr-e7yb|rJlFtXf-=tz1pZ(G}%x_ z+}5`7@nIHk3oe&>V?(qu(^KvWe#|sv?~~&9hOywj)7R$+`(yG8OV?My~eJB1PJ~2RoxSt8t*?8ecs9{1d0P?#Ui=x+84TW{u36MNZ4+^P|dUy*=xzGbaXr{v4f~N(?Pt(7dmm!971V zq~hjgWcp&O#qq!YKCh^#NMgop*O#k3{Yfj7)lY948Nq@_^$L}UJN<))4;wnI4~=&6 zaLnAc#SASNH{gCZp z;n3Li)!BIhu=8^%hv-z^OYj-B8dgZmwHC`rR+dLUN(7pbLXay0CMaO;yH*Hy0 z#eUADzCzQej;f((YI{ij{azZettKD;l>bpE$yA#$llU^Yk~_|isqQH=s#ABBl%yjE z(IhHfFHFl;{)EwkJF!?CEeyDW2@nR)o|%pBv<_?@_^gkPD?MlZn=B+~6s679V;nO~kfZKFIpL}A|kmXwp(Z3T{{+;J``%5C26B;WG^PKAheukD%4 z6%`dHF<9qEefX`{JSQ8zZCpNnv&Ic~XzR8xSmj*ZMXw^hxh#KQbe-pl=Zb)8Rzfn9 z_gq_bF!i|zUqNRljNwd)`2_x*%suT3BY#Uhk4$ zmkAVnK17?8xnFNiw0!^hc}12z#SG4;3fI0IIavk8Y!#ai*Cslap$;!| zhr*ui7+Lgqw`1Eu$EnH2V%H-b#pe`IEgx+@-BOSxQ|=d~*j+g2&iaIT7sIg1_2}d( z#+_|5gBL(-EnV$dn6RH8O$~z!{hGlRg#s1-t=5P`gulEeY`_X(UD1+bt}YeX_Yoct z!OV~7c}I&gy>weUw~Vv$@yW|Pzli|r?K!XNBNxR-!~#Jl2lk`4FHV!$9NDv{Yh`Vg z7N1L@*K3R`q(-4B!BzT-4ZHBm(>W)+y+?jkWuaR9xHa8=_|sGF<<+57i2w`7iBUBh z?)v>?-}?}C_0T|9V&x?<(pDdT_b%I5rIokd?= zYNQ(i(hP6jw0X*_vJ+sDlA5~J){G}Q{QFV!q{nropXe2WZSiN4+aLhrII40_=jN^x z@)BHcpNEBgmS|PD+OXDhFJ;eJ7Z!A6X%gCn*$yL0mRut?iZ&5(5W?$*rD z--?TcF$45j>+x!!1<_MWd{rw4PSX-(NmRt;PatqW_H7T>p>y(z}FzyX-M{Ci_1lXk;(`BMQRz zpD~*M_bz-e!8Dxi@Fm9qr=l7QEqLoGg7acV2xC$Kt5;*udEU_QfG@NE5vrDo-pvi? z_{2nZZf*sbucQsz_}IPI2pk=NzI`~4DgG67%NssDJ;p9@G}_~U?|XqjvwkRKssiQ^ zHOff^4-b!Rl6R{=_V(&|d3jrKTAe>wb$fR2fdd*woq~1)_nklrOI3gVe6q(_=8=fR-swSS=2h_ya5bDV1O1ORdHjn+!tN2No22-Ug+3OGy z_XU%+rC+2tNSP+#nRgV}C(g{yw&Ypsb$f5Fvs7B*ebE_BcVO@kU7aa%5rXm1dK>}e z{%jy@p4WBeCJPG-F~8nwhe@rFXU}3W1ct+P`K4t$=5#&d5)#Z1xF~n-Y(hyOY5Okv zD>DxVv7Vb?2*IQOVJl%BFtfOr*Lu2ci;t&31mV!5e1;061@h`}|6_5joG^}by_~9+ zj^^A6z#{il8UvB)J-jZK!|!fwS%ILs18iOQtwswmP_Iu|dp~2YeZen(wQjplbv=*l z`eNB;ON4Vz^1#5&Z4?wySv0>N7w92kOyaOPi!%#y#QE`dWm{WYLEAon5v4T8hqGkY zxe(wm(BBB3!yEWp_4y*;gQOa(gV_V-_0uG;9er;u4j1ct%wV=RSX%Ghy?a7bRM*th zbOp9KH9|aO@3wWkH4I3QeZktqGY=ny5m;sm88a^s` z2Ux9|14HERbi1tbz<lXyd=PNx;56~>GzyhAiJbV&_x}0TptY4gRF|n z^!0*@tz=6Ex9{BH^;ohgf%)NRV|)M@h5B~CbuzMVRd;AalkV-@j|M?{-8Lo>Hx<&} z-MjTU42T6e(p{8CsPXTaZ)UmHXK)VEY;^iWFMzSh$BGI%tvZdsx0iP59_lFbE{p4< zxFyk&tSm_if{uaJX>ziS&|J&T6wA)s{msNnsq88!C_wK4ZU{DKs~xev$`G7}Us#tm z5YIk3`fse{v~O-$Qa~Df4#*dzl+ODshH&xlsE{164($SVkSTb5qai!rG7Z7vnh^&a z-?|STKhAxA7R#gL(P5$1aMwfo_9e7u8Sg(d#DYt4Nb`KV+R)eGtM6i|%q;-50z3cz zxyoykhNCzOr4d0I;8JGJVT{kcx|5Pp3E*$gE+g>wRgQP(0N*B{K=NKOE?AT7kLMwuXNM?6PxFu{(;tPFTJw9o5sd6Y{g1|HKW&wjT#&km5EPcPFz?$ zGZM8~<(P$|#8nUb>VwV77;Vo=)aDGqjW*&i{&&&gCI+c2>5FNZnWZo%>z23;?xQ7( zUVDw1n^oJQ?iEm^8Hl5!jWS&5cg^ys>$~xi!Y2i4vYe#2sj|%;%}V0A-fr{l>+55d z!i|_I6a@y}a|aJmb)16ioi1K7(xq<)%kkr>07q_<1w(uH?j6Vy!8`j_1M?N08z28H z(B{k>+i5hioq_^OcTDm5mFW%zY*A(@>{Yfmlh9A@D0ECcdh{rwVfPI6E;0pbJXs&l z(1c`SN3SkSC?jO?dab!Eudar4_}Ma&jaSsy%fkzG1-`;18G0pdIdLE2GCtz%O5p8= z^I4`KP7T8&T^&bbjxayJ`hR1$>Y?BR%Dwop*3T)g-P#)G~!FSEL^Af70+$0N*syuW*>WdYp>%9|VO z0srjqa}L8#o^xm=z^+vK+O=zDt!ZHyFbbR>ZV)FYC)Zu&ZjC+luNDu^$QLpHx|8AB z|F^-`_ZUH&?>-4v!(ukpSFxfrDY0pRH(~O^hn?&$=(*yMydEK!$UyCfU+5ufvU@-; zft*}3^F4wzyC4HT(caw(4a9I>v>6eV9btwBydcZcI?-FEx4JmhM%4DD&{Ap4W7~IW z+g2AbVaK9w5_1y|m+rfkF8GRq(c?0O>zr=eETP_h5e6gDD+2bbJDkAv z^3VT!y^b975ctX;kxJ3Z%TPVMtQ9}%1Rh#LrzutY(0sNJIKv-;$oj7Zir?rL9NyLFC?~cBXr(GP? zz4hUo9Se&^ zia43g%tj>wcH>_pN&m*&(O<5Hosl5zJ#;7)5J5+wccdv%D{nui_HdStmscswi$okJ zyRLyVMlCiTcJrqvI`gJpF8;z$0j4CPR1pp67#TB$hfU@uI@L3aXR6PQZ5kOHoA(sE zjy5F*f?uLTxaQO;G=W>UpzBOry%+R`sQtw8>)^qI9YxNW#L5N*l8REQ8!Y;=t-1wM zYaz-l^Qa%z?IF-oc*ZI#9VB~2N~(bXPQ`>e4n}#^NfebObuA4Ld8TQ|O?GgZ${RV=d`g{I!uH zokO$zb_Hn@3Gwltd1TYCWnG5kw<0$7jT<+RfAa$+zG>criX~Y~IN=x@bPHV*VGywU z36*}%d~e*XgNF}WN}uV>HZ|Z7v;X-pryE^&<>L*pe)Eg%o3Pj(w_nA(5nYu!110fV z2z57__aY+<+r4|Y=<4?E+ry!!KiiRKvW9JQX3Lf>0rMpgL%SMMV<^Z#txP&+P)QXP zc!Z0q{^5fMYz>_J{A~>IEKClRC$*=jvd_XeO|1;V-d~M7iQmnJoQl#1+11ic>~6!7 z(Fe1>-1WSytgHa?=X=&)$|bfK;SL#r9`&$-9jEb*4R@X=J%|6SbQfFB%-2&B-} z`w!S6%>hH#OgM#@*yBl|)!wlXIB*`wco^37jWdHaEin>1r5a&zZQ3%+F*^ODoL;~t znmJiAkWmxI0#I7EaXll949r2LsW>_1;sn>Y!8#S9=ar0f)X>N%1vphR-{zImR8Kkz z>xwlYT^NpA1pV;( zo#EJlHQ~G5u|TfXZ2k)LHmQ4wxgq^>UsL=^N1k<**V->h;);cEoMMq8O8Lt2B8Ky0 zEvX^Y3$GLr0C;ntrj&vj2o{k;kNg=<1#1&)9?!8chYAzVb>foJY-k!1-D9>G-4z0 z1%gyJ#=!NMN}qYbV|wG~;9&4@nfIob`RdMnr%vQ{3p$R5lD>#~u7q0U67pjo-&s^`*;~eI12Pof@aHJa+WxheA)_ zsXb$0HR4vM%E~^@ynA<^0LUa^M;-Mv4MmG}gitmqFe1-m9KJf8M{;SKkDFwMdVY(d49-sXHv2o{=!QfM`I<7(3MsEq6UcBbrl-U`74>TL^BQ~hIAg0YyGBMKnnX=-encO;K}#iJ z5C9Y}lf45B4VrdNd{!1~?=*N8x3uKKUKs;K&x;ipDeF!2>51zox2l5#&u+SXf2J zDV;(Utz3%+tid!uc8+Jvye41I6NDceev3D1K7INctgd@f3e;4fXJzPSuLC?i>kKc04misbR! zCm(|jb5EJ;`wIt1G9I}=mycDw`Vk8jI})NF-sP_i=gqQuMjWvxG6wb%0-N7yOuF*l zIIhAMvSLG2uh(-i!m$XG-|yn#U~9Gs!pjUO67%wz4>+a}BlqmtgFwofu2ZB2{2a^- zR~$oh!wNNL>WS%iEf3DjvWsrMx-KO7m_c!UWxjsw^mtc6(@-JuwC5epU!yM|wJiz? z4vxnGl`8H>-C78HRVfl||0Z~sJy+&TIdqFP&v2-+Zm}UDGsO8 z%Ph;b44oXO2~Er1((bX9#>f{jVvIqmb&ddY6YOzo-2ZuAy z4+4gYw$aI|xY2^2g;|LNiN|?T+uYU7tq>FjvnwZ$b8ev6h6cf#oU@Aq6f~;P$IST&Z7R+znj&vufP9;{g$QzTMVcK;%IoY z0RE!YhkQ#=NJt{MX!GTnK|znD*GQEgGm4}v&kl_tJ8Nx$(P-Uj>0iG38obU;O-=Rf zq8uEuq{IZy9Z;O`c?(qud=kSC+*CyS0VyshXs_kB*FSErh;1zOw@zRiHkrSO^4=(D zwzR+&AvGiGQtG$pDJ~$GS7cqE2JK9NQyv5az#&{S`;+wEJkV7nVErgw{0Y%ir%`Nf+0(U zY^{W1kKvu)a#_`15OmTJbFYwmsSeudo)u!L-&QBOHZ3j{xo2zXXg4Qbeu&Qt?dt@R zB_%$$Bu6C^sT2z{GiJ(rIUBe@4dTRYDVi!Z=MX{~@SCUj-MS=;=RD)u3uuT>p@8I! z$9uygYNE~$3lENhT%VN_etds_hd9`nN8pdn)=(OqCV{_)4a_a845J*mH)SO!H6!~x zs1W~1K|w(`St?4TWMrCfjxkFi(J6^u#iuzx@-H~tx^0^&wl+yP$Ak;Mg-W!s01@Hm z>=T0XajV}TG7e^~gHbcAHRGrraWKQpM3i<3c&^J$CEn}3S+aqoc9dX35qaAz_m^;M z0m>0F093E5|Ds|P)&K-#SqV!>2HZ0T8j+TkRzgJctn@CWG~zza%BnfYxt;2OLYkM& zt=n%8Aa*@#8kwW-&A06jdim0VLrCbU){_GZ3ro_3FHlRNCo%;*?qHLCry}T+ZxDy3`X5oRs(@DC@jP{$hszeukYQ}$$n0z#IrOd5)@+IH5RhEbT{*i0t73J64u z;y_%z=;~Dvm5@3p4U{4hS!MXlWe>K0UQ>6?z^Q&TEcIq;n+UEElb8 zlUFP<&o#1=@z^{uweTUlM98v(hu7lU^u&7%1aWI8Luv4KPs&s=w2%%&6y_ zI%eH^xA2m~$csWcCl=a?Ag)>LV(UL(*RUkEI(`;7KdbowB{M7QC>#ibnD6=evK>1X zdr3z}s=B5|d2zBkoj$MUAw91&LS;Ta4C`lm{ao0iHfwrMf4{&B0~?JfBB7BQ#F0H_ zn~uIE{w^EwH@TazwBbS8ro>c_*Wg9&exnB9A^0mg-Gbq*-JfF(q5_+ORjRtKPVLH- zE6IyE+Y}(hx!M^RwgZpd+6?eF}1w zAW|J+p>+b722dDxCS%~F*pu+^lmh#q6yy5H)_xNV0e~tYpZNAh9IKH1Y1jH$e1KzO zV)Z{(;2_<{Tfi>0v9ZzdTK|sd()TU%lii(e+Tcv-(bTmt*`4aWKBo8J(W4xr`hDqD z?5@&Ea2}EnahrRs>v#KL!%+V%3dXPKdQHG-ibPfps7uYnB*|@IJQ=40I|oPlrQgn> yhIf7^uDCg5*Oh;#55%|s-_&samsO|HP4Yv9U)R+_U&j!iOG-lSQpUyWxBm-ZLm8_8 literal 0 HcmV?d00001 diff --git a/docs/reference/ols_plot_cooksd_chart-3.png b/docs/reference/ols_plot_cooksd_chart-3.png new file mode 100644 index 0000000000000000000000000000000000000000..1781ccc788ebb7567cf34a0b977b810b4863fd26 GIT binary patch literal 50431 zcmeFZcTkht*FTDSkaJYThJ||6pmY=j1O#k|0qG@Dqtc|8&|9#<5fmhVC>;gqL~7`u z2uSa}ORu2^2!Y=Uc;5T{-M{Y4oqOk<-@F+eGVnb6+0WXmeAe2ZwO=bM%F-WVIz&T5 zLyx?FSCxi_)|rOpz>_}@!f$%t$1cE+gHPmT@4`>`Y}_ft!jHdf?rULaXjpxy|Mvxq zEgI3#{7r+rdrRFpVz%GOS>0%0XR+}C4(W63{$%Vwr*6Hwv|lxqSLXQLq)%mso@k-; zp2@7y`R0B4E)|eYd-&n8hcZnXH~(Pwy>G3uZ>snb;@!(^b)o(LR zDc;`6v2XXOr>J7EU7OVsHt%?lpcsimRQ&ic*{US10fQN3b@x?DQC3>zkjUn)41?7M z3F3X+J%5&@g#{b>vsYs3%w@mn@}o-d(T~px9=Vg0l;j%_&nhJQ=*}{8QA=3nEPEwNIbt@!H0diFoA40l9j_$3kRAe zl!ur1fpsY*_mX17(-KkVg-4M$TrwY+m4v(F%ln-XDEYOFvEF;(U~81p2}gRjk+-6CKHBZc8uHRx z3oo8Of9`8P`{VV=_97PyQY=LVU(xOZ>LQAEn(b=#2?>rUA8smgS?-%=7qRGKly-jW zc6j#U7hdOAr_OO8loh1 zQZb=x?zFb~x=iBsi7ZEb;2+qQx%XQzC0OrZM2>0emohP`o)ZRKgvJIU%b#D zSm{Zw54~`mh;*tGIaqRvl{M|wi-R9~Q7t}%RAO4uuV24brc?0AcYKZ>qNmpg;nuL< zp^#>%dZVqa9XNjf{{5!Q(e9sy%Y9OiL6@l4JbjwTBx;rV?FF6r+H7}$&G7A5%o`T5 zmLd~f{?HRAPOOBMZpnZpYQPlOJl7xd=@qEYbfg894=X!6=ef)#sU_4Iupad}QqHN` zzbh*mqZ%(Ic;DW4hW7=*@+aCceELOQiMsijE+x-B6~eAn+lWURi4213)@Oj_G!UdE zBzm1EV}0tb!l$x3%cQ^Z2+Q@RcZOSFM{JE(jcS5xJGiRPN;swlhJ-kDn+yDeHSHVc zd2Lkt{$rH{%hB>NyO5_*nFWL>k2S638$6n+R|edd>u*bsfK3>X*XC#&LPJ7~idI_W zWj0-DX=%^Nzvtz$Ne4-U8w9XQ7~hqZoe2MI-kDz6lVdL6mX7me-Fus&>YYQGk9E(3 zUo@;ff$0sW7@)Bf2deApOV=+hxcBC4tT#O~H+X^NiN;R2n*&6v(2{9XoBgEX5bYm- z1Xu5^wur?CDe|lkQuW0_`fQhFV~x~@&6a%;Vwh_t4J-keBFb8?>+q{H2&7}79$cad zv(|{cO&clhAb0pQZ&QK83<9Z^pcqm+)?$t?)=U+bSIaW4uj~By@uS>>2kM4~h8g3W zwQfB4^LM-_*B3`{aSf3YDd1xUjI=@_OHMGa$Tyv%z-?A{`}@bIYa%(VOP#QX?iJb zTz^#ZB|a`LFYQ=gu^R!^kY&{`PFUU|5AKL$W@RnE?JaOf>GkacHO+i5&hwNOUppqq z<}!L5gKqtz@OE@`^ogFEwszQKLT`P@XIooawyLy;8QN;ZVs>#=wl1gzIYE8*#fsZ_4q@ST7M(QhoC~^=yK3QO-Tb1{2Nx97pPQnd zq&huu<;WchnIuXW^dwtKF8(-~*}IIL(#f?*f(Z7ZcW0YanuFc(#5bTG_FugBrm2b@ z%ZsG0f{0aL;@7WVFR(_Nlji#&cH-g|N2<=OpL3e)(fBMI(4ipOANRQ2o9pV;jE56k z3P*j)Ey;cPn2M;+yz^<#Ee49T=$WqlBzfMw`%-FS^dv@t$lb3yQWYSIZj6?e9y~Ot ztD>S}g@FLNmFb|7uG_6!O~3mJ%KFC^HkIcOe6`!y*a+Da^CZuS!i(QkRb+lu#pagU zwCFJ1W_!4M0K4OXZ z%mJ4PR?FU81qd$cb3HkJ9_cN1raUwWty;5UHNOUy44YzZz4CN~ON7zZy}9*sGsE`c z?MZ5v;bBO46J^l)!;+o!qJ57__-hUX@80N zrs?*SkgzcAPa8G2=Y2*R*v!(_n8>soq|lKHtmB`*TM|M&v0h;UboT=s~+$J{j>Zijm^u zGq4ziuU^DU4#pp(XNqHxS}*I9vKjK)XiCTZNl)LNXFF0i$H=3ZC?CpC^~fojX)Be? z){}r~stLc^LseB(`*Puz+Is>VrNXk=4@KWB9`hs%jM?R%VrR!g*m%0RGF9Peqg(8{ z>MP8)JGHVyTON94IlNb{C__XQ!WL}-3^D7=vrUQ`Sr{%KpZRp~)va5%ta?pNO^rEG zJKE>#wUQqc!je85tQI+l!kheHWR1`}T!Fll`iQqpt?X0WI|1nWV@`g1HSy4*Q?F<)2V z;kOwB(tsO&!xiSo5oI#pm+uN;V5Q;=dJ>}kIJrXWyjIgy7p!_o_QZ0WQnZvfX8g@Y zOggKC0nRm-j`^qIoE^Dp!1kdp8Q<8H6~CI zMwT-_uq(?vrsE5nT_C^uPAYCv@#03dCMb2zc4xJhVzE>}IZlS)H9iBsJ!6`loqdfk zSH#0E?^YrYT74fv0}4WI$;LSIGR1bJ(v&z*EF+G-_386xVY4<)%l-n5iN@$oUq+s5 zFbl%z6S!+`YZeM01;>0F95|Mw{;^sZ`ot6T2wMWD`lvtmctZY0)+i-z}p zzV}uTO)zV(agQWmtsWm`6*nxQMz$@=&g7^HRV#=udad$?5AMdi&McEgRUNJH!rS&W z!Cd0@lkcd3M9O3H135t6}j17f>Ld$fGEL-o>}u(evyZDNG|wA1#sX(1OTup z0L-X3BIvSG2T0VRRY8>N+BJ36X13Hl0IECy!hU%3rkB3Qss_ewvMILa=TFY1MF7kI zs)Y$U1gp6Y^VQs5D~35OaO`SwE{_!a5My zTOfRcVW-}%8rREUK6Og{3&WV5cqEgsS#U?1j!B8ALFF5sdFGjVx0LKL`XTeSM3u>h zfIdy4Tq@^^KW!P5kBz3Yg&O9*-g8uWVaFHrX}2hp9OHT>z$N!_B|F=0!qx-2%%WDj zUlnfZ>PF0$?syUw>?_}#8-G!4*FEQ0A1Tq<=eg1>y9$zbiEsitvEnE{)A?_9~_jh1ZAa$%u&bH<5b z5fP~n)n>lGI*hZ^esF~C#zR8CV>qNx_Csa+0D(W0rmO@ZxNh9g-QL~?z<4cy;qYOM zMCU)pFV<;{gR_^}r1OS_of-P}0%x}=CB4#g=g^TO>Y$DCtLA%-M49`Du0}(&wDl2o zslIpWacI$g`=AU6<`?RVL0A_Nh|x^U_9`ALEGQ&YYf%C#8fE}`p*NHV5iYO3(1W~o zL5~2C4zkCGagAA!X;NM{|U2mrpl4G#}PvYM=(gqtr~RxI9Hs@s>|CzJ6YvvJr|V zN%bM3L-h>}{O$SAQZyj&ZEbDk4cgW(EH4N3TZKM8+egYXhWbj)n4N9oNZ1gO*hpH* z8}FKP#55ly-AJc(*-2HBmmewd2`?)vJHamhAB(wPe|LpxVj_exvvOu$Fl5K*Nz_}m z-7hVskncSKZYT@Z=^zfRmFXQjZ=1mvltf>Mz zHswcmU&7zat{eXIJVmqJ-)SI!Hn!?LUl5|5*xT8w@#*EC&U=y7%lviym!ZVO3-ppj zPXiHL1$q+JnlE{7mhF{xXmsziG)8HBw=PXujNZ|mypGa*ub8f%c4&2m=c{VGVDixl zng6=G8r zT=in|yjlRUBuMh_n5OcERI~unH=jJ8nRtR@6pDer1>>wVn{C=7;*gA}ZXAAxeVS+? z(rXkT0dt1;Oz!#`OOXG;_=r|u?{a1T9Orp4`gMv^zo0|1u9lWIc{Zy@)LK8b>TGwn zc!pj4Gyq|$^whcJo_n3yyNk2YLWEW$J+%@FHdRi8NSvp~OxkS*q?G-A@7j1*kIi72 zS9$xhpDqN(#KfqE*9tV2e!9+blwcWCv_v9>)*JJ*56YLd^OC9(@`$#48NG8$%gZBC zRl?t_b`0j|Ns{S|`GbShI|dKjbYXm#Flc%6=FLEDg!7#_#mG~q&Lz#ZwcXyqVxG=u zB2^!R@^4|2j_6iXZkEkleEj&a{zp+zW1i*xC?0Ey{{D1hP}BFIl!VeF`#Sf7?QEx3 z3BMZpv-1LakmUdMO8*u6r?ESwVw)6_@6)E68c&|oe9bfuZJpv>%m9RXf}I_0hI#es z)ko}=2x;uLuhpMr+_!JvK6UC;+{>4LfSCoq{`vDhIL>q4u>cG<3s_<||%nQ}NmDP^FX;mijmBNM~PvQIK*!k+F)#t%6k!sqoFkp-dOMf{s$K_Owu z0y^1EJM^r{KO!YK%HIib$jnsvYY;V3PB|~KpN70lJjZCs@LYHIp+64?9r^r*N7nYg zTw^rM*RJ~#ZYT#IIc(?C*1v8(A|kxK!Th&6@_W^S-$&3q16F@4L_BWB=@Fr{>5 zY<`mQ%j9L|cqDY>i8DGz=75dS(`GModOju_zE3g-(mAr9mgW3&nw~ScE)KylH;7-i z?6qG?h_-KCZcJ&R7hNw%eX@)Z53!y7plI0>N0ARr-oP}vP{cD;)k54S-~A$3wkAbm zI~*wFlzXB4G7=(u3e`SGrz|W|6)9U;PYRq+4+7Zq(@5IyMF)BKU4KV~GV^UW@|-w{ zOstSfpE{|;`9()GjY(LJOV@WXN-HTqtFW=rgyakt0;x5ku-2LXPq z-*v1t#y6G)GqX65mT1rX`&Gt>OJ>7-1Wq9_t#rS`f9Y&fi25lSI2;3Oi@?risQ>oD z3q;a4uYCnm*4Ut(ijoSB;Rnd(bO!0RsP3!~wlfK4tm26kgWF#cJJRG+W>fa_G3}Yr z5Mx8|DUPkplqaq$O~pK#PZypYU~=8c+qCNXJG7N6v^9wi^4g}8m#?j?+tT-C$%?*Z z<$>Q86uWXID=@G2X39vO=EEV{w_BqP1%_WFx>J8mzda{PubXubr=B3ofJe(Js|O#P zA4sFiwGKsSSTxzWqW9essbn@yUyW72+LZ_S2Is@tNIozI9n)1uMQn zDe{4WB&Snua>{drzKZe6d>jd6CVHfpsv9)`=yJRKPmj>PxFc3fXfl<+HurSgs6o^YC1zxnV(a*j38_JNh#>pFlyb48DH z%;j+xn1s1=#5~^q8-a|*n?wii`^bmu|fXcAXB+CxQsV1~cQ=8lobJd7xiZr|1DOY%^7p&%>!x zPrSh1w8S<&m3MA)=m6i-PDKpUwWbd2wi?x7=euHsm_?k6{EN@%aOgTUO3IWR4SGDe zQsA&TwOF+p{Y61I;nsmPCb53ilS52rkZST?9I3y` z3>%}8X9PqDN~zlMIgK|yAHJ;k^JjymatQaK{Pn*Hd;-OBu;nC=3wGVic6p$w9oBJU zBTf;I#y1d)6W)(hg7RjkVzCs!O7nx+$YF<>uo0BxW};%6UW(g$0o21Z?E;&nxc3Y! ziJ+|JW%K=P_>m!}!D_Z+F*TxnF~MzZwfeH@RP%6OcvNkL3MCD8rtNGK01atN8^1Z- zXXoeYPKx~0o3p&WF_(Y#i7ewWV`K0%RgbZnEg7u^i|qkzQ!mcOM_*4iVvtIF^YRa* zYWsf8PW|gHs&r@ggAuHoYdXSgQhg)Wl~ny%RDLx?;tm~sr=}Ej4Ndp*6{E}i?MAoR z4=p1j?NgCXhECVzj2cq*@%%=3%9n5qZ0ee3$%v$BK7y{J`*(ja=Gm{Bt&Tr|ZsK@ptZPk}4S4z8=X;FI^qCd`iiRqHkC}zF|Lx z`j-o^JhCkk4*t1m4tB@9zFwh~xp&%`^(`47RHKp)q<)#5=aC7W_)e7QV5(P>azA+_ zAh|6s!@{wUg^@e4Jlhl(H}-G)2mf?Lf5l6p<^=VWKf>Y-Hi>XFV%*{%-M5OYekxL|r^cFOj_Ej!d{ zG96vYuhmXBmY_TXpAGS*aue+nI+v6*>wB#QoHa6KGM@hii$=fJ1El3}+`?A8vK79e ztXQaYAXSS?JRF99{1pj-icqrp-Y|r8IsctoRFH{Z$}ysbLVh&nuiF0XqPEvKkp0k z#wgj$J6vPCu3TN^KeayH9$M@_`hqTJG|Fw1oh7xfWJ?guuDjEuOndJx=SZJePY2Z=E}uZM_iSkO1>G6btpV7GM`)O}+|6kHGBqBG7Aeo~qxsqq>EwFDv6GJdr!j#i z&P*d7>Quh;Ory+Mw%`AVXOT+v2OP5hdwIV(WkoHrH%HzQ?cSUwbMxt3&!J>hnS{=? zR%`3hImZXRq59k_;-9RFRAykQd{Ah<74ajX^6~;wG4t;`(WJcnD4bwW5N6vg17)dC zF5ObasV}ef_79-5F5L{TlKOm~Ref>$n*CK zo%iqHdY;ubuJ}l)G&yh>{h;+7Cog?Sk)#imr{h2P!3EVhE*IdZ2I}cM)qID%z09uX zbd|S$=KJEvrbh=a)iqvH^4o_p{vxtPA!?KRFlM4gzF|_^dA+tGg?dhUvlok8S`e&T zn==>mWXFu_Pe~Yfi|;H)gJPWI(WD|9TJRHHDP12UEOL$WvftizH2&hxt94=L-LY4l zDHFLwY$cnryg}}4r&Gs2XTrINnE7N)hp9m|N1l7k!AZ(|5BuYq%z6GYk@MXsP(9hW zd>I0CYW6jxV6R~?1lCWUEH@sKcy-1zJnp&tUy)v-`0{e>>CV#G^`I1#JTBr4 zf1>J0rPX<3E1HKn9&Q0Vf=cOHK|=FQ=Y=N+2S)-%ceWR+aCSY%@*)(eDAJP>z0=%x z@2&mtx-AtOD%|s5d8h**qaAP($Jh-UKHJW8cnMj)Mv*HWuo2oGwyOJx|QW~}9~Ipzai zqS?j@0R~4s$Y}^J001F6*_?~{fmL|gHZKU{G(oG+L@<^sCXCvR{V_D*WYJo!k%B-<9AIm! zE=CQIbN_~#g3gSeE@ZZ>#1bB4flE#Bg?^r>>p?*|Pr9!3ijQ z;B?ejZTlwsjxu;rCx!#`tQFO_&xfE+oj&<_W!)LmZgZ>CcEX4K^ptp} zK<=e?aR31WRujN27}UN;;mPX(oCx{ zdszErZpTUY+!^u)TTcIMh)Lks+DZP&9%?X$xJs*$^vRVrJ0UOP&5yfjY?9gp>=H7c z!HMJF+Jv)K-*~;TGSgVB$$Y$BFN69_mkJ<)g1OooSp5mdIn_soh7AGh%-+4*S*2SS zxF+`Lhpv684{_3%%JV?PK6#J`rC5w1$J!v5izzgTa^S9vjYNZi(0iJ?ifTB(Esc0e2 z-lW-7X(<9td~(ose9UG&Z22qn&fGQzN{OB8mPPtq0GZ$|CH2FH?Mx}ljq1(py&s4-K#6U60f+EirtBuK2G+L8Ek=xFd)AKHV0GeL87W#lAf+ zfo!2?a~-O*9Dv<(fJX?^#@TMbx?3Y%esh0?y*aBgv?Ws5ugh9sRd<$EKl^?+M5?&d zHg)QEboSF&ZK&AFDTI$lIJI74-6mp}>&NWIU&g3d_5{~BbWtevbbgV8g`$JDIy)Om zFeCld%{7gb(jCdc?Y@v7tK`+7;H;(ViE@lk4QZ{xAqoSN0(NpA2p*x0+R-bw$9uN@ z5kLR%GEzH8@TSPQg3^{#`AhD(f=2+Psvhnopj>a?F2S6E0@tMgsbox{Q*B7dSgv_h zA#r-E#KTO;RJEkN3YR^R)p(7dauK#rJ4V`&WRiKWIXUc$)4*sS7WK;GQp6g?fteO2#%zBgWE zB4X86Eo`p7xH+SdfD-7YP#mlp*(_ZaWrWXOxv8O@%bPRvbf=P;TF&zH+%)Z9tvGWC z1~~Wnb* z*|GfX3`t3$tA3fM60^eXp0~a%w`Dpdtm1)Yp3Q9$nX5a;s+)IZ;s%s5zLhxU{3_yIDI9Yx9*FR)*i5Kjixcv~#2?Bkn!(un|3H3~CNa^_4zP9S_`F;VB-MQQ;x9h_tZI(;yiYq2 z(;Lm&TY5~QRLE1U4!|{gKke`b6b7N#fJ!TzuMtDlhwTLyQ}OQ9yWtTup&l-=?s$Q`7TQ6c-L}3g>Q`qb&FvvOFaCsZcE}HMi-={O4`P$ z+`y&^qY2ph4sF%iq^NkMDBQpQ5A0b5E4Q%!wU76bpr9&jYrwuQ?4*?N({Y|We*Ab% zO^vFYoG)H}Us1#0Ao}fq`;za;nAy?EC0yl7@yJz0$W( z3WWW!H-3EQ-HjUAq!q$Xf7;m=RnCt*0ieQkeZgLG?P1vM+y5M?RUL50=RIxS%l2q= z4VXmgI^LYCKJ?esYi^E;U)Q(E)zeMSUcJz~^KXrPh$)27dS{;=yG_W&-(ZV|#t*7; zFvg?v^5hkj?+uZ5moC>rdEy%#gR47JHUutoj#XNA-t~axKFU~Va!1BzLM;F_uh6|J z;prC3;oI>nlF1us+DVFded=OT&4)kY`minfZqTLVj@TEXwSNFv^W6E}hw_d?mWzwq z^dP(T5g#A}m%r1}i`n0YHM62$%`M$7Fmsx@7X<7jFT3Zv9>c4G1)L)8RDXJ86=k)m7dKuoLC}6i7@b%dLUTc5CTKIU&nOe^d<%XB_5;(S7 z7Ceo!AM%1iUCgZtaemuQ{#PA|vG1nai&aj;Q0_1H9{wsqt5hF%3Pb9bk^XsQx5zYC zD^RS?NWEsy?z~=6CnzE5;gt@^Xw9)y=4CP>bZ<~<(R$M z3=cjLe1d-ZQMj^X5Bxp6yA*qenq>k*<7d_E_PRmN$LlJN*n%wBb_kaJJzB)T*IQJP z=ml1qT;iA->O`m9n`ju|rS3gQ?G`1bE=?-pyWY7<*v@elz~d|R0!XH&Dn;w;)lBCNM&HMMoQ*vWP0{W;ZJrlzTrFg7P~4!I-f!weN27{eyR~!cVke>wFFPc`a~1@50ae-U zmR8HK>sQrrE8QkYCh==}M`atN!WE{wnv-Pw8dA(OLLpaG*2!Hbf7OQDoSFBQ^L&aX zEvM8#dLgkvJ(OQDz~Iv--OU+vD+0MZLHFLsh59B2dvEe;wrA`za=Nb@lNX)>>{!1M zt#6<{%2B^9`i6y>3P{@RB`_#C&2+H;uO#kexpulk$&FG&!3BH@b zHzF-Wt&Ut7l$X!q;^3G-rPDL-@2doZi*diOXZmsGoey65FmDpE2N;=W@+r6NG8J|< zQC|^BPQ*8vybRRwey_;81)Dntm2un>I@5!t&)@T5^5&#%%9I#xD69A!-I(&15EST5 zp%xT6Do^g#75vT#b1Tp>Y?_YO{Y}rLe(TvY?8*piko|eiyDih`{eXw4mWa;zlVC(; zOAo0pO7rkd{iWhfGhgF+xsJD@##|Ri0#1pF_rx!bsIATsCNz?8DnEJQI!=b)*T1X3 zv^pIUt6wZ=Po6uzx!M_FJ%`;EQ(@#eF$=qGx;($H)4f^7jyJ7_TWu`&oF06o@!J!^ z|M6d!NDlkrx%l`LsAS-p5FUs5J~3gdzK8vVPAK5lL05pU%LWh-FVA zP)YO)FZ~`iFT$?*1*s|a4$P|^IwfXL{}N|83S0<9+%@wK-gDk6aT`<`D)3LIztOQ@ zEAQ{yxEH|2ht$q~s=}qex1CHwa|)gRr*kJBc5$acJS85m`)4*-Qv7RV!~r;y7wRYM z#We~YE&CmNEjQL=?%k8a`2)X@mXR92;ZqjEb7mhAI!8E=!2Dn%i9$;T&VGGi_(FXr zFfWRMww)FiHQHbM|?Ah>x`r`1KSNwB=CGldD7zI+Bo2AqJLrH z5)ybsL^Q377QOc$I3WDADdt2Y)pJrm@v*vp6afJnhrnVRLrz!aOJFvSKkAJNPY4uknvlgujWu+DX`6{Oy0yO`ECo5Wd|U-$QdaPnT5Iy0ynq2 zDul-9A}NZ{Z9(M{bXkaOkjXq(t~7PV>#hRRZ{70>U@bs#&Q%Lx-a;u9Z3joR z%O%k_#0E_^3l8aW&AaK!1OI`qK%3}R67cm>EnSgJV7M0@km)DaMF*Vks49LaGHd5n zh?df$3I)1h)G!VU@j#^OX8L|Iv{u8c^y9L3h4rXtI}JQck{$JOhg>ABiP&bH4mdPwOZ zdDze9;^e%K3l0ue{}oc>6#_&OPEO9mA89C>l-FgrXM?ru~S`mBmQu(p76^bP^q&MhX^UB$R>z=Y7tc~lewh9E z=Q!>5;V1Kly8AS;_AaLxIy`n^$g=gzTZAbz%xtX1CnT7I*8l@R!Sj5tMFUetS2qG0 zc7|+sNP}2`senhnd#z~PshaOF)1d(#CmUFbz}#+emj<+qFJ22nn66AV%XlVg?QByx zkkl3=pjR7}SfBMS*_`H~iXZ5NRF@}5yzqN2F&}t$-sR|m0=5MyNhJYGcm{}L>M)%g zquSHJ>`8_dn}$Y|5(75umMwHLsZu)`fMRJ_!VV;0uxnG`LQ>hb)Girl^p>sVxrzcs z2nc?HZ?=@q&39)dgo#>1XW{9mK#%Pybiz~HDCk+m)t&lmeYPmI^|Ew(FH`oZMnmo# z6H_t}Rn34BE5jrW1kl?gaM(IZ(iD5s;C~5R@#(rN|0W_{=EwitE~a^S>VLjcW%)mH z*wd*0hH~)QX&i|3>D21n*uh55B1xy^4&PU?HykuK;^Y2Qc1DIaLWT3f^P!(2e;(lf zEHtQ+fAgkWzL#%p#id{B-|(NF#x`l%cKz^eVK?_vmDf3}mw9=DBx@Sea=Ul*T7FQ~ zNI_ouS|2HY+3Gq{F=}HJI)ed+az5Kdx-l_->{gb&o}bv;s5~UMXGQ44^NLMY z=hm1l2q_Rbf-q;FU?U!pVIv)3G>`6duCopkCT49%Js()eGf8xw!ng*wcs~!7YM`4Q z@r-Gx;5q3`u7;iyZo7V9Lu-x}Tv67THu&pcvTD+(ZR0ytJ-x`y&CP8#gR&Ht>a0y* z@EW%zZil}bNJ&Xq&W}281U{c4x!=OJ+=rnNx=6@wZxF~k<$hQ;F*`%|zoyw)Sy{t9 z(9a0bsnGG)nBLyh^sc9;2Z6+3Fa-q#o3lO8jndhfkee$4O)b+zl}CPOMJygBCwI)I zwuPeaJo+1YY#+jvEpXT1=OfN~dJ4$oAOu`2r=gLLrF#;jp`l^a_4P3l*U-?Aot?e1 zd{@~eUX=?b1RO|tao~r$u_Wff5K-*9gxuUU?#b17e}8X;fMYzs=J;)86pGMIVss`W zb#!#1^-^+kb1yGA+S?!bpmaZ>D!H^Ad-SURx#0gVIq2TXGXIwg zK=VIh|9>iWbprf!}_Ns_K3v;eZWj0TDgc^y#Y4iVXKZM?Dkz$$<2 z{f&jP16n2SE|37eyK__wQN@CJ5Ed53y|Bk;>vDc!OiP5!7Sm&zF!m+fO3uN-VXem; ze`D$A#r#p6ydCste9`5%Zdskr8}W~@tvp9<*i%KJLOs^HFGI&s<0_PX0O*NPpZIE< zV>iq(n<%Fa@rBmrL+@|alL}v5n{TvYqwntE5OZ^L8(S07(OOx?M$j!JNhl5Dkbgf~ zi{7?_j^6hI9#it&R)uq}0}a5k7xLI#(S>HvjRvQZpy}ypUrOQb@cPv;55JMy)Re|z zeb{Qk2Ufl~T(Hv9)8j9g{Di1>Dkb;7)vqA?p|>s|?K-qfR)6#(xI*N_wie3WG?%3S zDSE8qcL(aa_Ts|A02~H@#C;Bs+BB*HmxC$WM`t+I60cR{ym(K~dShwq9C%qsR0*qW zXy(A3rO;A~@gKXl7mIS{KK&q#^~4$ausS{@E<&q;WGN8vvL1bV{@}xvVGX>~TDM8* zuf-fP(f{n#CnqoO=9`leFP_j6L1-Th%fC5ntuG>R&?LFGY3bnTIG!L)F~yBWZ%;+L zdh9m7desXuXGndD~fpX(m_{6KmRfjRVO6NWyb#;_U z9?{_31-W=t)g0rrv9I&<*XZ9>QDnCX+&)DMH=Ycp6bOx9K46d@`-S}DWDudqC~ICP zqpY{NIglzOtxQ8?Pj7E41S`wj?n@(;Z{_varAFMR&OB>59JtJ$MqdhXt=Lrul1~HB ziQG5r(ozY~u)z~m=)CxAYrRT(U}({g&6Tq~GO{?##N%KE&Z6s&c8Vm;%7FkkZ>E3^ zl+&#Ij-4J>;TD>!Vk9cIf|PMY=D?IKcJlBJ2hwvO;KdOKwJ%5Bl#!viasv9HJxidI zhBWI}Cl%!Ji_MtUrBg8vG#aJ%JQps+B!OgS|kBb?O|_bJLsY_N=eJD2|?+1 zCj{;?UmsyskW|&**z7Eg%4(F7=x1I`xl8JILVr;Re-Fn3NTSdl4vOMaarEgW9>Neq z!H%n!#%f!en==L$diwez5a%QuXD^{k3kxOClxfuR40=Z#(y2P?Q?ka&dAebVm+GxO zF)ylgw$}*t+oC(4sgc*Yzo#dRzqFwCn6i#eI9NF~P?I>n%3Ko>N$=H@dKuOHO{V)y{d zEof$L?pB}yQM~c_k8KeTS3S=~KViM87I~d4^1Kuq`OchGq2-$O!ixBUqm$FbXpmBa zLuc`N;iHSP{&luhtfA0{XY%XE>!h@_dMHjW{Wz&K`ize4Cm*2?2Q$jf%^j!SBT4ED z!h6h_hqK9PRi-U~EixT&PO5f06%COXm?P=*oy|(k291)KOo>IG0IVQKCYzDC^xWL+ zRNd~zleflp5mHx%DLUgj!}3`sCT2C#ccsU@sC1Sq(sktJj&h7shkd+>lcyA45ET$f zy004#5;~uemTCovuM4SKz<^yZFIr8rp3^eQmI8ma0oiVpnxYs-?R&mj(UQftMWCIH zrIg-M%Z?+!H&TLLw@|PM@y}>y)fH7Z6+=GL^ckVJSn`aXy$ZEn$YS4gYvaddslaJ7 ziO0JL=zuJK&0as_iOim}oY5y0+}IcmqB=+P)%i+vLkgsvU;1np;}dLmyx7o3mFhoV@g)D{%%+NZ6XdZktdaS~S8+{Q2sPKIi;y zP40jqem@af>f5p==AnBl5E6XL77FO+Qc(0(+ys%(XIE=npE2SuVcZgjgkDWWXn1eO zxS5!k@E5PNAgVu_MCCW@-0X9ih@`Ic8g!q#&l<4LWEI=(zS5>DKKJRv!Y6BA%a7K^ zA%jF_nBX*sn)5y^I4C|&m`Ibgq}IPNSamo^k-HnmN7#3q)AN4$_Q7El-Jp;dIIkli zKVMAk%Y*7$bgV0xWa{X(!2Y+Z<_H~qYwd1;6Lvd<_E>F4c38|U43J8kURW=$v??_Q z%ChBaE$_bNiY8uj0owGWk#z{)p0>8Ol=B?}r8zk{sLoySot1NCbavxcZ7-}Vk>8)V~Dg?s5-F-3Tr;PMPklED0c?a(x zijpM>4o*%cAi8d|l(fuFeK#X$Ds|Z*4@N_hBIm!mx>qLEc^3wt>l<9N1yz~G;mnu$ ze2O`mtesxG*5lAX8D_wK7zvP;g5v>HM|PidM4a)jA|6zFU0aeGc=td=H#7$ZrD_$E zlaxHTk(tmnI6myd-XPqm8-&=HQo@EoJGuIk-39Zym2}}534oXa?M75xgQ24Z1*)+ zRZT~y7ejve*GU`#I*1Mb^XlH79vnhgSXhz(Cv|W$NN?HTMgb`5Ol*yhkHgt1P`3S# zv7Nw4BdS441DM_e3^$sVC!9)_BWEJ80Ak?`mVSrM|D1fuj2=-Ar|Y>fHZ?!5n6KM# zrext2qI$CV^D+e2l8HWeg!{NqG!n;xsk<6-c2|`iDJS0_k_5%XAs}wJ4J>$z8U{$N z{S?4%)FP?@TulX2fe@Tz@Bx}lr4FCre}IdytKs_3+as^rJ~6KQ5QuR3_4=~w+JNL_ z%nQ2)v5A!k5?CD{pk5`MJBX2@{r(a4G!EfIX#PzNrjg z0*9c6YdD`I6!vKNsDYSlczy5wRMaz4_~4c?x;_vA;6UEP!y{V%B=v8PzD~FDF?B$X z@Ajp^3239PhjTx=Naeft9Z>~quy$Ue4EW~Rs1OB;ffO`ukX#)7Ic-=hiSYfDry4iQ-|K! z>hGbd`~ zMB2^gPZ$q>e??8mxPSY`7)`aL!?2NL2!|$o6n8KK>l-vmh;*D56ESUx>jU4=4Vehf z>iF)mA1wAw9nwoFDUovOcR(G5JT9siOgQ@nq%XgAkF&cepmA;ClKBNqh>B=qQf{Nv9VRc;~Ifz8&n2^){TObxzvF?r70c z%@J(9dG62;nzEZ6DP=k+ROj9>u6lEG`Kw>cm$nQ7R{Peit1Zoog^7i}Olb3qE2i$ti-C z&7U5)jemSV=^)?`%lJb6wAxTSW`4SKTe#Gn=!W?TaD7qjOPsn!NE)eM)WES{SgGzq zGyBK^ngdOz8H)7p!Vx}alLu^my*@|i)K5xILTXrA>I2+yDSv(W5>gwsQz!bg5~9K$ z_gaOs4z8v!OysH;E50nqEm5z2r!?T)3Sg;HBw7LG=5~)*wEUipk>+d+SaY=7d_EOcAaPu3Uq&xWZy=#+v5>iZ zT0lSIq~i7S5PqE+u8+K7!EP;5<1oiPQ1i1kY!C-$-4-j(<@P&D5+rxlN07Kk#p}aH z69VC)0!TrtMoB`Q7fqQL3j8QFKmyD%f}}ftxj~|n*(t~{+%mTs@41>X3-}S)k-7;v z`q@KK;D4^|%vnncWaf6XoVhSB0=~O;K5K{?P%VmgwnNyD(Qv->{bK-*_(CB03uiMS z%_{ko4}Ly>HnSGO&w#7>Zty#+tSL!>HaiceHS$UV+Hp2tmR$jNB>I|ZWN)pWp35&E z=?DFZD(CWB6?F_1X&w!w+#iAmkb_dYqaGVPh`J$$6ohlKc0=QpN2%L0=&Y4*bXlDn z6PM##YW+Mo0@>$zQikrruYetv!g zNmVcZaT&jsrP-|RMLptl{@fIL>q#UgtTI3ex?TnR@)-2(kY-S6W=>G(y^yt^rb0Qe ztPsu&x{RC$p}ZB}f#w`}9M!|_2F;kk9Dcp9RpcdaA1O+cU=2qGq~3E_Q1G z0}h2VSj07c!gXG zKwp=RScFQjry|fLOdS{w$v}$fB?n(mIJ3p$s|eao4HjYrZzF?w@3qqU&tu(n8Zz7* zR+UcAsTCQcr4`v{YF!xL9@iMi#Vuns4C76fD;dB>gxLU&a7%EM8{gU`T2yd%Er$F$ zZ{3Qx6s3(TRo{xUn}YjlV79!KBQfL$}fvJ0>J9CK!GV@zPuOYhCUYt z#46*>Hf@CP(zLz^Ux7j}q&`nB34EIXG`i}zq-_u;aaM%Kg|p_eIE0soQ$hS40#gu| zC>MO-c>p-t9wX`jAJYyIS2UawPFXdMXm!>|)?M>|eN+CQG)p zKdS^^o1LBA3lOKGW||#g5Q{B)QshFA`$54s|Ib=0IEoRh-zOtYpiBHJefqR_r}1~Vo4l;`c@@jCZd;xU4C8losN$5JvuVf zO~3ykJMmaZ2y>c~CV?S@Cf=qXuf4{j^@1{EiMi%%C0e8(6d+HgiN6hx_b-wE#xCRv1p`D3<{ z3_R^5FjMM@)}3jxhMdAitW1e}YXsX0L$~Fc5)NfCyGxv?LLb0qhz-C@eLT&n08s~9 z0)Biv;WS6(RawWyqGl~5IPyC*y|+EIm(jpHHJ~Wh4(1Uo$7X zgDnWK?g) zdIhub?~j2wF492+qggMMpRYz3{gIF>+&8ohT{M-TqtBNF5n(u}UHI|!a)o#yUgV@e z>q*2$j{;&A*+775QwY8BL1=J1VyS}IhP?AIY3t%Ima~bVpGbgRw!t>a1A7 zW|SRn$*3;q2ufTnxgm}bK%riCPL2~HE8~W&dFT5WFcSG2qXk~mY=R59C9J&Akh#In z@zc4bgJsgLA9%R*>BI4``%Yv?5BI$r7-Z{J8*q_}moi?GjnQxXoN9BC9bI@jA46G zZ(xA4?mvx%4;y>O#&%CxG=5WoM5$UvOcHM>i#i^K7P8>6vb5_W%ZYKyKaurNs9pfvg#>APK_mYuVE*6gv~_6{~Hi-nAg zZ1*mi#<+aF5kDUvwyv&@KEp%Ra4gWH5dN1zdMht1Wqy^N3OcyOA9M;53=!LNhu&=d zz`K)3aS(Ohd^_gGIXhIp-17Dc=W@^EpC6`g>2$-kookZ^MJwQ_;Zx(#e`s1gaZ3ZM zoS1+Fqe$?>=f3>*3b!M4Ae{kI-hmjKjas6&H?P#g8oi?v7a_e$++;yICjx)aV=?6a z)OtyIb9)7H$HkB(#sZ6Pz~MQ{ZTgl@L?}K!UboCz(>H|cn~O_O=ST+V|ML~HOs5rl zY)cfqG3SuDrhR_V;9TPJl|?urT&{~>A$rQFt*xzZe)`77*7gg$Yz!kiJNpsy?o7IGO|Lwwd!{~sTP56EI5i&Ld7fk0AO4B*#{|DIH%hu<=` zk_#_(Bb3`dSf;rFM1YM#`D2WZjW;zlG0FnVnRrGWVjt#z*tkm-;2AL4Za}beG1A*9(lm{=qN;bvggve>1X)WHAWYpj+)cZ*DkQ zHJi{5;;48=4+uKP;{H$;{t<8!hOWa*5X8W%YhegMOzw@b`qWegB6xz7GUqTa%~_rVZh@HXBZe zc2goY?O;1WJe-b1vv+|#-vn+f?i_K$6(Vf^aM?wQ~BXCO(_bfAp^wK+ws$#8j3=-%hjh z!wEOom5^;7n&>+OpGMwVx5aXO{SAxvcdjdoXx4TvO>7%U+)%V` zo`)bRkG0o;mRfNWBCK|H=`?6dY0;lg2Nw$^+!B1MS@}o1LvhR59YxK-ZFv=p}FyJFa$g&Hf0C>l-&} zi?Ilnk(TyVK7+a~@E?$ph!+6W=HjvQi$L>OTpEa|nFzTBI?hPUYNyS?^RzPOIBhTS zO&&wdoj!OT8{nCM$T!|gUov~*mZ!!7)U$p#qtoo5eO3W*A#t@h$~U!0y#D9DKBVK+ERiQlGLmpu-Q#6?FrlX6@Nr z=(WJ7Zr?u=7+VMR-8S0a!)pqnk2?Zaxy~iqq%4z$_|rU(ES2LtJAN?=PW@F-d>qwH ziR1v1hRB6;MR3a_G26s~RtquVMYFI9obYDXK24M-F|V~#*lpU*!G@T4?-1(vl>_3X zR?9Hnz-6F~#(Qnfz(vyp3?pA&o{f=RULL#0tg!U#hZ8njUhab0#uyYg|a>#J$-2muEx9TV@i z-1a4=Yg$?iEgBRw4eBU~gH;L^P5`R)6`W~rStMfF($Li8a?pjo$# zLd`iPJUWPM{twfk@a~F;8(UjhwSpJmg0`i1fe;;rpv`G2OnS!e2)Rs_24SEKkH=$?Ae1SH&#lRDpgX*^pg2adb$g3lv77RM5 z=?JbF8ynmFNLd#O782wj8^5LwENYyE%F%IPjpR9Nd7%G$%P~rW1CbCeTIv`pVB;TI0P=w3eap# z&(IFS(;`$mV2Ig7UmqmhCK~rgc*uF?O@pxS-p+x4E*zf(Hp3HR`r+9zYVQtze}Avv zjr5&}v;`#BSjYoyJU^gR*OKoQoj6c#FkZRy=o3051Oh|ZVvukL)y*JmIaDS%lvtqm zHfL8MO=;KuJQ6d|KZD0lMP~)2stJ(uZJzaDlKk;I0Xb6EAJ-$ z!|83L3%UD|k*B{tHtY*fQfnC+)^<+R)?Yp~=)a-1^YuY%+~)T{4pQIU!%gfin<@X;`UpU8 zYbW-0D0J-3u9x;>?*w&3T6MJ$uvfbxO@14_8Iec=Kzx&@Xnh+<;wh)09QW_~QH(Zq zJ?ndqZd#$|PoU1612Wvo)^?G22gAteoy`kHgNIh{KFS0J^6TO@g-@V=^j?I6M7pQl z@1>4Ep8G-4m5Xfd#)^P@FznklN{~Ko@toKmC!=$)vC+3U>E+NrIJlmB+}^=~{VNEvlrUS3uKal&Je zHF_aD0%(iA5rWM+o0UU>T(SAd$PG#f$t(>yZ|~XzDTB53pze#Wpg!!nkk>Py88`Jg zzkh@ z^nczsIvy28F>&+`BM&ccdU7&Uu>Db6W&+upReA%1$Y%b5>U68r$v97EFhkG`KcgD` zV9`vMV~9z2wUK3?-WWE4w-J>)vhD!X)r^f3A#02X9XAA2p1?~7p<`K@OT#T4!rbMA zvZod4=}b9V^K!cnp++Xod*Y)*Pbeeaq23!qDX}c32SOW+DM&8#Z4b(P{N$)FK6Oj< zUYEt(g^?x;BBBoCHH?2C$?Zxw7r6hARDW;kfuYp+0*4O)IM6CJ0@9YIz%`3hxPgAD zSDsT5^Bypg2&dA)IlX=P;-2K-;1&Y6Aa^-=5Q46D@LM#~x_yBxN+P836k@oTPS84c zw=b_2g?QhBf`T@n#4(8GVfQvKa@reasCk~cAz~XOT?&?LzZGGAppos2OM$21`0ldX zY`4T&AT-DR&7{*^F5o)ISQN4xSNx`kftLPAhCBv}o`9er4QM;8m4Ps40!h8Z2_L9; z#1pB(Bpn>}Gm`(8gS7t*QrUsEjf1u9{m_T4WK-QOx`>>D)zuA0*~tF7@Y|CHy1O-ud0r&FhJfna(so54{( zm#-mOf7MT3}hgF+1>;3&T z?mOw6ACEVHkQ|=T?+v=c1~RmenN!4+Gqw_ajl;$E1!c3*Y zNh#!FH4K`Xtz`T>plT##z+jH41!D&V45)MpY9f!II1iNff4&ov#icVSDBk--;zG^)l$?9IaHU1`ZYSi26*j}jP=zxn4$6V@4v0vqqV2Mn&4L! zjK!j9T?_X)8nAyIJSTffa`O8wZ+jPr0f`>)%%1l9yTttj2X7m*rVygfOV1;Pq6eq6 zP?C(^sPpId>4bWR+Oopag;oE>%QN!^QyNYrdcF^g1%i4-x^Bz+9*gIa;c*6NYwA!_ifIe;BmFh;^J16#aPKX z%~ZN{@cM}S6ptkr6-eRkI>RXND9I=3--2~t>n-OHKHI_^&y6G)P?9E8#U|^2jYPQA z-KQKagITU(R>W47h#bmPWc*XWf%=)@=wygVi*w+Jwqw4MuC7c51z&}O1r<;R79&9Z z>Bvb4DUhEXnAud({ylW0oJ=0`?4E?!zHMKZ7(ODAUf*^pGxcvw8of^;Gow;c-L-=n zXV~~+(~h!XuP&Ca;PgtG@)<(D^Z?GC3l`oPz#n_ARXp@PN&3iNXaC!skc;r#>WhfF z^<>F8PUb$;YR6;J8p#7cvGF7sG5psr9Vjps$2fP1h(<A7m-v5u8QE?`ziL;q`J949q17)6-oGSm&y|TcKvVMHJm^woj_9l+llJqMSybu^ z-(UOllzR~!H$=8=i;k0jfwucXE|Wn;b+{4>eLHF|QFV1}ga+rQ;}5!0|NRp}hR2d?UqD-K|t>kGeD$q5kaT+rKh>GymjXP!0A@0%?Jq`5JM25958% zQH)vI1u*xGP4Tg*`0o9GJFubBZk~t0^x!8nMdpul19S7{`adrKg<^Sg6e8<`pZ~WH ztH`&tlO22h8l+GviJ^b~_&56Bn-+0WK`RTP5{~`Qcw?zVS;A#0Hm{j}BfGd)#@QX^ zClvh8*ZTIQNGj2~8I)rcS8sB5VRtt|GOhYD>-I+SJ(qvY_p5W4SzU-8NBM~aIQ%I~ z-19G}D_+3Jb7`nOntQ{>T54}tr0?Vq2P=pJ;jDt7F9$YT^6oy}l z!rR@r9s5qK>1Di=z@upMx1=nSHOm54)-z*{@+uXh=cA@_eU@7o(nm+-;ytj6^geUl zft*_|pD*#ujt$Z`|0lzVlA3{~%Am;WMTfb`;?@OxFsYMK=-d7~ZAV-y8`H;flOM*C z&-m}b=#Y&TpT6GS^%kF}reztT^5R^RmD1jiN`^6n!#8#9oD6T&PZXG5xsjc(ex~sO ze3g;IqJ>dGf1yXoTH?NpVyukY#1f``dgQz71!lQs8iv}PVtxKm@f90={NN3!`3(Q2 zcn^=g3S$p?`#dhVMK@1|HBZVqU&d%mmPCV|kZ1NBN%7{zE&P7;QHN(!)6)YZbzY*z zq$CvsgPjoa|6J8fOHXfIa?MFfy4sVBdJ+~N&mPxtqmL&tF)?xOv0r5iw1E+z(Sq4E zDH5{i?~k$BN=vJ&tCz@`rH?uA#Im&DnJnwpf=IZ9IpkA%sNHLS~ev)`j=j;2$jJj@_D=RB9Ke0(E*8|cNWYwf^?Q~rJFr}c!8W}fEX`F7h|jH??iTumy+`o;ka{z=JeL!r67 z{xHwjVMv~HsWJp>C1=vC*H_df#3qP+bOc49WBp@8e^W14=O|bt#%F~w?4CNVnfh5= zHzxTU!%ka=OAZ{I{F>tHPo5q|5qSPN**j#0)i2h*Jx_=EO9gO^oP3~}djL6!?XTPY zg%342YgBUIo%F(0Q@wT4eN)ZL#O~myu{*XK&aW(7Z-@TtHEiC8NGSffPb&-c=vsvH(d$rOHZ5w1uHYNR=Q`)wTGnn3*EXF zX4XB|qmA4@q&_{u=2payLJ=q^bPpDbk-aYhtME$(L+4wQCgoTm*XXY*vSs<2(Tbqq zU;vt+t3Cf%QjC^Sf}+^YgQ0sTB>T&kIw{o_y07KVbTH^ubmsqf#1MS$Fe+5%pVt12 zc`4V~bn%(0rCUXx1LM(?WHv=*tDUDaZH7V_v!0l!Q}fG7O7fYR-v2=l?K)2W<9R|$ zv(Mw;Z$w+k`Cs#14U#A^*R`V#zRQ)HZz%ERKH?`^&2wVT97iSPryf8v)Kx1p({}{8 z6Jy`9`K1a&;j!hsiqW>NiurdYf3LWg6Z=l1#0@3?S&ROBT)qK@=h6LY(QVu9*O@t5 zf;^6C^-bj{R6pgv_g>bgbehn{#>V4OtPQ%ZbcwS;?B(kpPt)b;PO9**8hYBjR1#u| zXplLCdL{N}@A##;5o^sx+$J*V+^;I;Xg711iS3Uje^F4c7}vwzd(L{{GPudt_x{Mq z#Cy5V%!9FC+nn75v6DDylG4~9t4p+f=-Y=#uD3^z{|6=h>>vM=_IAx#J%FChrl-5y zPRB`V1k^Sk1evWML-|~)5V^nuO7NlHHZJI2oof)irVin7ku0t#I;=;v)Y*9bw!SaFB zoTlRVStV`Nu;kO6x%~?TlvcyVheh_iij+hJGZTG^vy>AR@{Bq}OcCqw>O_7WgxvNl ztXw>gUKnF|%;a8oiVCaj8suo5i$`0lOg3lCCkOO819Sw@+D+;T41%E_g#0K5;(akn z+t?+iu)F&h2>5Ns=vCJOCr&G20FTs z+YNu5W8S&kJHSRl+)syP|W-nR1BIRSZrgpl` zq*NU8vL(n*GT%@^HHZ~kM@o!Uo6VDk#vE~qE<`$wu7rC_wQd^i(ZWCqVa+?&7=;wz zwk{!Ai3a;8RcRIpEUE=YG3cEq1>>HaS|7mdsn2!}ZvhsIbqe(xx3X$S zb^EHs%a{HfxLmc038Nc{U9sioUdwP>pq=q{K4b2w#(8>@{aF`EfL)Q{K^#wmz3|S@ z!kG>>4V>%4JVR=n^7}-Gx!FWJp{3HKagU5bbTThW+}dMBwxHa$Xntq)2$gVoDH0I4 z;+*HxBdhoK)Fe}TYd5e=w_#GW%7OL%Ek9EF+H!B_?~WLCja{8oDb?D2pQliV^KOa* zl~y=h@+VXXf4Jx#hd|j9b5-xPF!lP~CMGB)eBD%W2ex_p8401Sxv!<8xwq8w^rg>V zK8O02cq$;B-nTU8$z*0Me}({ z+zxcX*}8D*3Ri`zxlUGKRaLq6l8c&gSH(WP&v7L9hGix`33C;9&=ncc@1ow|QXGI?qNJD{B8{t!mT0NNn zH>_Z$V8P)-sZCC)(%aD8>?O2ERN&Blb{L^xP$(C8xmOPEv4qoFm>&6y88&yP5URZ*sK0UMl1PrH@{!_hoqU zn7z@a<{#lTkt(viWdm;meyp#|AHRA?bf-IOe{U!&ik%_$PAcF6Z481(pwdYV@Imd$ z8~q6%n~BzhP?|yp<$#ZdL>K*d(WP5iuzYvwBVCZ8cV-US@Hdqjc z4KFwZm2mc?6qUO`NR0ZBq{*=#7kpz~dYOJXFtnimD&q*m( z_i#mlTgV=|as`WCKeOnJTVHCl?z@rVvaonyM|e#>&%Ze((IrOgsqx?dv>HCdM*HNx z&hEB$w#`s?A`yi;KebS>6e~879z?ygf>tbZpdZZ2I35|*M0*!*f{`3qjqGe!d3h7b zHH-MjtOwmHt23(JE3$Qra60u$+b6$&yfb`}lKRxkv?JuN+KOBl4J$g6JyvtA7dQ<6 z7Mi)traN3y75Qzf_~lVzw6PG+195*o`&_}NQ*jQ9=;=!ppfyT5c|mU4)#=L-8M@D( z{q1Xd3i!t#J8T$$jR~UGh8^bWQ*st==W95$mSk)Qlh%u@(#)fBHQ)1c3t9@h%f+Q2 zNYl$%|MlW)oe=L|FAaf;#%>dp`-;sv33k3)tyI?3Jed=+?LpLb1Ux@rvk~W&)_b+P zu3>w7TYP3P^pOhsAqua`HQ`561wotAL|tJ=Nma@lG|jnT|~r zOuOB3b{AmD5S0N{ue*2LOW^sY+<1$zpS$8YMkxkBt< z?h_b}7ApEXNjz05a^WraGr(bfSY^&ZFfqmWbOE$`hjL+1CPc_7dt zHBsB=8O#F_pd_-U5-a4=HfR!3)E!}}I9s#Y$p!cw>LL2w4X>Y@-`nnk0}LZ}Mk~3{ z+e|P+mW@%Dk_6KOcO`cV>PLoL%|HID1#q5@oX5Z@URKk~Pslj4rlyB^-11?#C(MPf zH52w?kL7tySjM$8%65rJGtu~cVq@p!@vfFOD#)@(WLMQ1T%TwL!vqA^^r_?N8Hwgd zYdbu*q7}e?e=?^WdCK|9$+U%n4a?7OXeqr8`GTWWwE?yZM0Ujyi4HIxHq@UyPbH4; z+@*_`V}*zEe0SSZ5wCtfZ6QBL#<}t&zo|?*1TsOi3w?7vb%bVqyW;sU>E0=4xeGTU z2)QM5^U=9bz?lgV25HoZF5b&As@nNA`(NeGS?bDSOPUZU+K)Y>;>qM%{`ImEhD=xS zdY0=$2pK)bfj9||*<;RI^B*d2ya(W{cfU}-LdE4Qfp)&9@y$ZG@^AFvP4ehhZ{E11&@B$|@P?7X2yMvpo_D;jgM^m}e^|!bfhU7oOh# zk9Kz^FW5zRTFY+@aw5MUWZCL3H0qZYqFWMN^~AlmObJgM_HTy476@N z1zS)>Jp+wAQVbRz_W5y5gr*rtk=*qO!o)w6nQV@R4sDrq-aLw@DVs)4-7+LZJd`+Y&Z|{WLT6+nxEN1{Hw5(lQb`#vk&IB&cYan}u_8o75AF znrqNRkp*6A;c^YTk^57wagJ4A2up{qhWYG|Q3dLizG8Bl?Q)yPJLKKleRle=_1D|k z<{j6$&RDfm+-QbZ@UBfxVt31oP|`&s^v&;;eKkw&^4J)xVU-gbuTPDH zZzg@lUR6IYQR#mJ(8A{X-_g+HAbXq0nWMC9pCb`aDD^f|h4H##V&}ysRsbSU8kg=U zl=n$H{Dx}K6?G{`e#x&(y&e3~Hq$WJ)k!ILWb5~&gkE{B_*pRn)(YV|w?~12WQfy; zg9b@}k6Rn{fn`4433b~X%3Y%RDM!w}wd}c`ar{h+%FVUe?Hn@A-GKTXF4v}&r3zPe zLqb1DfF}9 z6^x8Zk2b!c{H#9YD5v#jX?k7FXBO|zg|?Ti2F8hc=N`T6ZLTr|CCD0MxaR!xIOmf9 zh|Y(nc}<1!c<RmQn3ty}~4w09uMcpg~DHtG@(aTjKe0 zn}SjyB*@ataTWELf~CfM`uGfm`Pd^JF!fkR6L;*GaH8%{qA!jqODczsF;V6|K=M@k zv0{XC1gau<9bb^#DJBMpsG*7lmE;Ntw4@7ddb!smB(jA#A*$V*bWa1}6lBpeSI*bq z_3Fp-EfRjsjeB~>-oB`*+wFZjrVxJTB9bzlgeLP`(lIcG<@D(BAGc0$3s=@rm_b;E>OXzPo`l ztln`Pyey;j4`bgLuw7;zB%v55H2`t0l@*qP-4R%5g&_LGsJYvRP%bUXV#B0`0=_ak z>cK-N7VmOfFgCopEc7b=0&nq zvEUfizDed;_I{EZ_1Q4A-6Cxhg-MC~I>TV@+Xphk)^;}rR~6%yy^_zPd?#S%U80~O ze7#fJ-le;}t|hqy?)l;wDqL<&0Xv*;!ej_7`j=#gk_c~(lowPS@ow2F#t#8=mYS}ZZOyTn%R6Hvknw~JRNbfY67-)+7m;RGUoi_b3?v+lf8#d+~;}n zC=00g*4w$%sRea}!4Cdy(zoYUBNmC79M!Ml-hw_mKl?9xyiJ^-(_*X$e#_&VI8Mm9 zaM0DN`)c-tZ$(yV|0~bHdQ&w$>rCwe1;j@_Kdwq5(szG25fGW^pl+Y9&!#QZk8{JC zcd)`8aXDG*GrFs?1&i=8W~c+@HouOy8#p;37ArIm>ob-|jckI4(t$Au;Nz?{)g%~s z+EpnDe5lUsXyYQ`9n^GVTy^I4@n_<%dU|;jt8^n-{-L08@ ze#mbuBGQbNzd}YL0Bh5ViM_;7RmHLCg>4FE?@PMJcr1LNnO=BprQM#_o<`H&J`6BL ze1;Is;3E%qz54@j$5J8d5V)h*Vp5e@*m+BBV-S=wwIRQR*U$TO=F~A&X#{k<7v#v( zpH&gKMeF|HJ~+h5y3UUBmyfYlhG)G=k&2vkmLk3%Px86UT|M^PAKYL25+8J$tUqnI zT+^2UF*{*YFl{y=r|RZ!O>Irf71M&{%Ek<~f-ew2Z??63+pa#vPNl+DT%t%uXOO(& zC~@StsYZoq=A+o&3(D>!IJ}YJCIpOp<$n&ZzcBB}z3|LsfrhKXXUOjBgCPu)61(n? zeqz0TVh3Ehzn!S)Q?ENI@1zW5P;ome%;4||q815fj-Fep2$WeqEFhy! zZ|wmtaV|=Kr+S8}9u`@@7HwudCbXSMJSuYyYn3%H`9!hsdozJ0@I^8N=J22Xq23G?-dC-&_0+X`k~A-Mlr8NjuuccUsS7abCoLe*vjPI?MSx09Fr;p>3-E ziPwqd{KZY{Z;a)Njs3S#Yh_*_{DzXi(c2U}Z?}wNTt3utbCY$3)EWaoA_;@?Q6mvoWeWVV={)qZ|l*M{zv5lw(q zCd-Qw%6=+{D}juf?-cfiSSafGLv zJ@y^8Y-D?PV;f+{kg;*S@^!y0j=u`AOZoa1inO)^tSOVhr&|}MrEU>|=LT)=;|F`A zV1Z81zh{uO#`C3AOmO7>s%iZmBJ|+n3m(J>Jv|}CW205HJ|Py>Q#~2X1-2D?@Vl&$sh@i*^y zqiE>y?J19;w@bBxI(jM$a)uqx#KpZy5L1-dMCbYJ=IZioj867RQku=RFgWozVFMT` z32(LXa*5Sv#olVN9zWbPC|0zTogg-MwT?P$1i-AwuNT@%8EYR;^M>Ov1D;z^`fVz$6L5)o=$p>_}&H;842t)$V7RCtV1%Ljm;KrCX_5|HcO)3AZG8+@C zO3u1ME8y#3Q{RW9dam9NqoFD9pI!b8v(~R}WawLK3=pn2|fsZXsT5}NyX#U}WSheQ~jZdw2M!~?xCz=zur#ziu5%dCAO8xiwsea~5M-bNUgpevK| z&hNzY=Em@CKa^sp^6CV3QoF?5EZ1!-dixaPozDjzVkm?Bm4-)EGM&g_Ue@pBW|w>S zcM~I3VEM3u3}t{g0G4ffnUmhtGf2~%8+;h>vg}E!AvJ$f!EoL~83}(4fSxNZAC47G ztqy3PfO+J{2za;IJ44LzLN6I*tE%jeJr^c2{2s9xRLts(XSq5`0rr#=iFO>*l&h-n z8;l||??M5w4;(t7lJ~Sa9TF>@LTpJ8j-mHF7UX}z3h_R=FPL-V2ILszr@+dL3f`I zhokeWnhIp@BV>=(lvLaHJoCcLUO9J}==PUncKzIDVK?&DS?&R>Vp`L>cs46LFZh2T z`Cq-)XSVTzpm23YcWA$v<^qJLIlR|{7EnBcWf6VT^OQ~h!~!c#jFF801SnNG#UXb7V%nLY#xeJ^U3D>ak% z*UByI+|GvSXGqE!7_G(PQ-)8DshfsvWpB+>T>PZ81!`Hv)mi<>>h@^LxrQSQ16_T- zlv$lbeo!pb@0zO%*cu)I=+XV|juj?%I7sv4cs4Z^8P(%a=F|W>);^XD0bVDpGz^l_ zwz670-v9fT6?)SwpBR6^Qh$+AdnnbvwHdBJ$3PKA5)I;r)=5 z46mAnyRUz9mRLhb)-LdakQ$miXS{h+$@Zc@I_x1Ki2sfA#+VrZuCGB|54x?H_<$IL zv;Q_ODf2?GP+N7T$1H91-}s5<96pO+9I_*dhjZK3Fy|#4VBB@?7^}^YP${}hVtes| zW*`OQiSVAfZK;Sj{mkcQgDpRwf?+U0Wxels+W}F-bEj7?a@n`+or5K}S{NMWbx4qh z3kUkMm{vBe$J0UaaL1&rzsgAlsJ5ZeD&c)Dl*$GIa@Yzgd0}&Ri7v=mCN6Weq@AYi&`wr61-**z z2U1d668g_0uAD{K%e_h~kF`7L-dkPazXOl=TLn_+_JwY36lmy;1efse#W@d~MI!Oi z%hT~V+qU4Tzk=jIH`BtCUdkgucec;wXIDftH4*@tfBAWHB_M7Sff*oQcw+bc{A-y; z|4mIJdrNTQW3Ku!R6H$V9prr%tc;rKN%BO0a>XIoTBSA(_An>1+Dv{i+r0IB zhJED+PFa|8&qeDT>hd%q+9KzduV3{ed?4C$XYlKxAJ(IlYCs7@A>=J2BZqVz{7jF& z8!I}NnsQx2B0wwCPM_61Y^&PsEWidim<83tl3|)qs$q<7eLoRnh(!X7JYJ4WK3hC z?ogTaB~_z@WI?Al& zM-8GoMWW->F&es7b7O9X$i)CMI$|Y}4MvN;Ir*G1JtGcaWeOr>=~Je)9qfo$=_m5z=?S?3 zfPqjOH9zKN(!AT7KKQm`ZqZhsmU@7Tq~uFz0^!1LRHFl}&#lL*%g}3c z$(`}S?Z2r>8)da(pN!41nl7atPPXWI;PkUIk`g@gfnKc{MvHNCRlZWxqUQVRGVXB& zMuFgL`Q~3Sq_njZT9K^PPg7KuK2DYg0wX(+<5BhTy;wxD6Rw%MtZ;h)3Ze7~kT4ja;`#WuhO7u8j5h-pxwi@PQK4~ONtXn|FW9K+5 zYl6C35om?}7blt8T9c_P*YV&pVXY+9T>MR3FLk&=3c>__Lb8Hf%0&5LN z(yhm0>u{Mkf`WP(26NsJ>fV8U*=NU%FpIdK+NWyxiO=Wxmmc1QMG(Jk!M@elyOF0cSOCbS6A~2W+4Ic zd9~q)zkRiA_3pY(d7f3DOwiIo$#BUS^t3#)yAr6FkwDd-8WKgQntkK4kT;D4z=+?5 z(v3$SZp%XC4di?%q73xhu=QS3wH@7ARx=2P<~Fp$@A zN(NfEJ;9_sxSe^&q{;HvkI%p?q~_3vZ0v;!G}GCTO(EI=u){-!72XB$RZfNo830s! zyc0QPvF2c&lV#JH5Ut$DnQ5Q8MYrz{fO;|7K<&zg&s#`13~Cz>4}fjwwxAe#r#9&* zt8Jv442gbVL0o3zMWOq|`X#Fd7+Lv4L*N#o;ehEEmCq(_=bG4#-_23;`uR;nOi6<& zmf!wuSy0T~;ckC244ysc@gm0BHlD9UZ)Vcdxkz9FF9&? zB=&a;)ZNDC`_g37pM?AhSEfPFGueEv6Bi$GsDA~S62fB1ktf7MgvZG3Ef8}0c!7%s zkY{h8G4^wDkUcXafilq6pis8JY#%rW8?X@LZ7 z?Q>vG052w=BU+vx7;|V5Q)-1XbkT?1`U9xPG}*ypgm-sD$*3ZdS606Ae^cb&kPAV6qNT8t!qFYjL4u;`9x9T*D3+nBeXdnaWm9dNA zs3}xCL3^<$mY3XnU!*po$dk{mxbFB_Q2|$J-(jwdaddlL#kgZmaW54obl_1l*%n!< zoXj0Q0q1kvzNdl}%ObL0BaLz1`ISuTprNdgxU32|`kDl*+t=)mM1Ec~xgrpv)~;cs z^~*mI*O)K!AfOy^B_I{F9AFIqqVy*JP+m^H+z^zFYBCchTj4TqbkVq1i3~tYVV{w* z(+ktlfzWC8b6aQdzS|?8Iz@!-eecA@3%P(miYtKASUs#A!Le!X-jxbWvXu| zuM<8~ilBdg=ZSwJ71b%iuU@~W$J{G~+DjI?bKdLs_W(> z6m)W!{(O%2cA=4XnNAS3G_OUlyx2aC@M4DYM#};(slYcf)4_O4Tdw!_FRgmj#IAlr zw@5Ivr%Hhyrnq&pUvTy)_+9mSpDTK`LOvHzb-RPtGSr0#H`z`;j8$WNwENng-GJvz zmXpQ8rUNKu1INM>?3oJ7ZC}Udiv4~N>wiXeDD>L=K;P!-%3CTt(F&pf=YCa4^e=S7 zE~$`TiN!ka?^>bvy)zJCO(#Ow_+4iD+NIB`!7pB0+rlD_Fu;~%$ul_Vt_&%Z-;e8o z9Lc=*JQJ`WOyRpU7s$B+wC-o9t}U$l{V}P|)o%)N zCC#1d&(=H!?_O=}u|(AkMb-fzpoG4^2t^>*IfmXzD!eeU()q)&m=Q?&sw zG^>eqrInu|zT8k+BLs5N5c*ltHpbcdB`Gzt6{*#MwdD13e@Ve{OQR2~ihLijW^!wl z_AsiDTJ(2A7NqE*dFv~z0?Y8SzmHNd??QTZ#y+L-r;P6Oqz3TF8EjOMNW_|}`8;#&C}MU|&>uSV8ljEOB=1$@PWmg|>lem-~r6){5N0 z0T5W+yok}tAN8QH!DrXlW#EtCda;T+h>mg0%@vY$`0t8=nmIIxjs~P0KLRI*GH_*c%Zd*l6AQpwIi9 z!Dz`Ht5~9EIqGH{1D*A@iBuWtuuabcmAkj=;1)#jHwlvNigD)NozTHmZPN>1FAW%w z$Nv3*mQ3>rm1(vX2Cqy(0W zop8Y^ifo$7k`xB$eN8DCR1ybXOAekYHzEnS_P*z4@5p}B+SL_;-_y#~Nrw7Or;M)I znVB{t`JC*__y{(0Q&UDohX)zl6x!zISVzb6m%s2Wu7C9odjFng7&FBuJ+N(AG8_?} zL}^2^Uib|2m{Z@=bSYH`&(gpgGZ|y=$gB&>qpQvMhNu2foYBkmV(OdT+_87NmA|&O z_9EzIa!hoZNN7cq+R$p&hK_FXP;&h(Nq;WdiV?6TK zEI+yQ;)@%?!um07`FoQoXsK z``J!e-~;-suq#iwJ$>Tp&RMZiABZ^fq5sr*Gs3s2K` zh&*+gDL_JK*I7c%u_i>bSu0iQ_4XneEu`&kitH37Ur@T;Uu1GC|M^+Ii>Izo-Tg|n zy-g|!u5iD}QQo9fFr>9hbf_;&u<4h{CLD!i8OhDc>XGOPc-=+?O7Z8pr7m95_2svx z5e{Bi$u%+J>aQ%iRzD&4h1Z&Km*}f@+cKR0(90U{EtwNE4|Ye>WLMrx8#uo1uf>r{ zhT`r%A*1JrjFdHU_|f!A%n@hOyaQd>lnsKY9k#vW?>>RxHE^MF5;J@E$6PAB02d8- z0fa1!?}F_n6n`gFb_#b1&4#7R=@45CDv0bZN-D4dVs`b53;_9q&Lj#xMZOCwBOcYIr}6;%d{iF*7X^rp|0 z*%p6tX}VJ6)JwsRv3NT-VNB?6-GWwR9LD|ul3xBV(b7=6hJuv z1>rr=gBA--Gn9`UKl7@6FN)JRAL&=0Q4dkjIG*8B4a=VE^$(q*_-=g%+0zv7gf^$* z9r#UOC0q5SQ5y3=wT{;#eBnJpPh)qr%V7Ok!B0XSMz}#a1>yMK{w(a?6a)F9hU7~g z6aTeNVSjKnLdnEYU0AwYr5VQaCcF6}yQR(pn*O$YY&`=RAzANf<^ws?n(4ULrlX;U zcJG@@Sdfq^17HACU<9Ma4EH-tLdwipyw+o2q~7EO{bHEboTbSou{0t}?_0Cmv7T*G zm#bji-Jqfu8$`bn!uv2ZBR5j`B7}6d6hazPJkwA)j`QjX7iL$^yJo*9Wf^*N%G*Oyi!qbU(Tm`3Py02hK0s;VNicJman6` z)Qa~+p;G+c=&kwlf;2sqwTWZZn~2~LL|IvQdp7)c7(ydh>g5rIXy*XthyT!#f026& zW`WvzZ)F)0Yt(a7L&)vC@5+CFtdp*v@$T+!srH8?W#9=^jEq|IT~DUb1T-e+=H5D} z5RpCEEI_Esc4dSqh^LM}Kl%FmR5+QL>6GP+f`kY2oBlS>h~o<1?dsXmv=va=HuV$;@&VbQ5+gY z+3fsQGkknc+#=yhf26k7+<n=BT%N0)nDhBRd`9QAh%|4VgO8kOVvuU|qWMS}=s^M;ZpL}@^V-cYG%9z=%Z1H=fgQ`{XZPbhrQH(p8L7) z-~F3^*VX2nLl=yiYPIYQcBn>ML|XmDk4H|R+YqHJ^x_a5yC{d6lx+&hM-vYE{`8%U z>S-BsMC+9pbMFt=GhGu!-P|Vc?%thuRz;y}e73)7Dxc+H1bW^~Yjy=7?H>JnA7ya) zgyt9ZVFi^O8yZ0)2X45xvk6n_mQ~urKukiIjJE>~3grL=-!JjL{51J@Pu3FdVoYrgG zgmMFqQ>q$KI7cWF>`)Q@Oo`vM)_Y49(>z|Js z5PT>E-M)XWtIMW5BqVHREMD`%RIB#uLe}orJfzUc@qR94qsTCvq3O>PiMtfvG<3G~ zA3S*Jc#NW~wDW}`^q(C>R|0S)bk+6z6OiMOoEr$`KJZsx(=8ghOgwQQ(dbL&u{SB^ z%qR7EN_w}`D#IQCDOjRB;E{ zqyy3Jku39^bHG4)c*;Yth9%pNL|O<%?T1_3z3+9v{Ot5)SLB~;`nsk9xJ6&-sO#&# zEqs1>0$ubV2^ys$G{ zC5TZFPOZ$!$Pkyw5;M=f&<9`ezCY}wa`iAh7-csWJ(z1*>@>#Sh2BNUh3VyJnXJRh zIJvazjZr+c#?#E$7`(`vjkjs0-vX~f_H19=1wFk4P$`%KhO-9ngKtJhEv)-$DFATo zw^`Ew*nnOj0}*9((xMyZv?c>#Sy7BGB7igL7n4H@VL^E zko*QDLCo@=A-D^%mU)(EZ@uMD;O~(y=8Hk}rB-3|`AU8BXKGcGTPZyJRr$T!>?0<< z+S6*ouVljRb4_gE%#FSk-ToSn3~c|) z>nx&!8|ek=ZvD|+8c6|xidW-l{lK890~D+PB{n)b`kNC2iCPHM@GyeiQ^?QFoQKpG zs=PGHP2yxU3gvP621X(kSZMi%uti$&;K*+Oxk|(?@GgPg# z>%Q%ng>m=*ZY3@0Iv{6?y{`%t5?$KE-|hA!QhVaxb7pwKe>XBr?E1gX7e{8QYW&Yd z3K91cu8gGVE%)DtCS>;s=z=Xu68-ykvi7wxkh~;;*AW4PSM>fP;)@U}V{Y01rAH1D$zjk#eZ$+B#{U`M~wk zrXtV0)jm4lgMGxxn~-y7C>9tOv6?Bb6$1~44Gi3{?x{QmI#uy4%Sak$_4I;e=7;6L z^{NKY9W`6q%+j~bjHGvx1feg!{0#N_w^+<}Uhe^u1URO>5)%`DmHCI`UpV{=Wmrjd z7PI5mo)QX|gM%XiB*i_zQ~Xj|s+wWea^S{y5m%>xJf6Yhs}fgkeiTM9vVvL}YH%ez9InUz9QNZBdBPu!)b~%fcbk`ax4*gaQ0@~?s07x1G zwqnYR!wf1+2k#8(oC`dB9*`|mKR>^QVq!TM9F7OgPibMH-1+n8(d(EWG4C`7X9c9oT<5|@;kvaCJos|d3b zeWISYUTo~_UESSNl@d$)13qa!O899{@dr87&L2O*l9EISON6ghv9L(~y_V!#Z89Kd zhCXd#9#oi_n*@O(A0^<>Eg>;iY|4qd_4iq}9^Os?(eLe^y}H?{NU4X9k6Y=&kueuu zM^ZjMH#Jlb9H1+k9u;|Piv#Yaj1|k&GE$O=A*xoQ*PMQ~S zc6R1Id^;3y)UPLLO{Gmub77X5#OCMD{0h*@wu<@UCp?t82oQN{ghkgE|KG3r@#6;w z7xLw#ttr12D*?8A(%S~FVn1lRuctZ7lKNzUO+y2PWU)ht#F@N&uwIQSfplFm%dl=;>G6?Lm{=RNwyZZc}b*x;%-@4r4kPYq^W6Zt{qDn zR|B3}g5wBd*(SM1Q1GmHz&S8i#Wz$y&Ud^sJ$BHv&S#v?JINRs8A+kWswXaduUkQ~ zbtKMs0^Hd25l@#|@SxX5P}s|Zj?^1%@`3O`eC4oT($Q@n@KrLlM!&i-IrcnT@)xhxy6{mbXZ;RqLqb#+Hrx zUXlIX-B;7!{ytO8YVG5rK%A|6a$FYk^Jji-0WO>(q{gB73*6 z%2@Z;ddx(Y+Z2kV+R(I|=4ct1FL(qVXR}G-BczxMMVtpthIRsG0jQmOjEsz8a5}N7 zQ63&!C0-#|OfzfI0xgswm`c`4+K)#AuvGS1=Vxz_WZ#kSfXvO0cXf5e=odI=-x&%f za|UD`vFcFegLdrL z@g(&vaZ(YlUkiY!-j!vW3KFysuqY_nI4EgocApvv>?`APj1(^YF*slQHyj9wwAt zIiUJf!K^Nzo*<~Nua6)@ojyBJg9|tTur1CbvM`x4GBUV{RRlm?aq4xB=g*#9c4mZ5 zUU=(=dB?lQ73kkFNKAV7tQY&(*OHSlIoQ%)d1tU$0({_-H~7gl0A2Y_^fv{!l1%-?aypVzo{Ls@%H%R z$B!i)Cg0%3Mu2JjLV}Jab$nrNXfHJ6ouO8`s2{zyG5ux$xW``sz?uG?;Iulr#(N1m zB}39?;Dw}hADI$+G5)2vSu^5b?Twqq#zGc#K;B-9h$#}r))XGsY`5%U4E&g$>5-06 z(C&#oU#OL|===*eNN3Vd;KGwKU3_-P9x>t|+Qnf$yuH1t5jgt(@!lGi_bnfCb8`=v z|2(lzCsUbfg<=hC?#SCWm{cX%vaKf$>TZ)D+CTh+bgATc&6HDJrG73EcJNTta1>;I z0RaUhvKLbh62X8H+tS(J4ghBuh1ypaABTPMH8E3D^Rdgd>Q(XUz`9Z`x)kz;KddE8 zKDYRdXxKdgKEAH7A#+;eL8tMm)6mSmz{1_Ua>WXitjq}3AG!WTV9Ju^Mk*p*1Nz&s{@8)ZN8Jk%-kGdMZ&_uo_KiJ%*+56W-J#5 zQjA#+qM@3om&dVweJDUN`?~z}FY4&%yyYWf=Yp@}29w%XsVC@&k~dS~6&U;2I>Ue4 zuztOPyx2?eo7dCZ3S8QxhCV!8`&2PV(m#=R9+WAurDMgPK4k^&F4+T|EOSClT22kN znELEhujtabb?eqnaq+s|<`4aC+17DCXf)j`gI<5gF$a_zPft&8qPoKg%*lP!+^iFR z{2>!dhlPcOJ81Mc9h|7{@GCb%R1bE;T2^#@hqCeSK=9F!Z{Bgr)f)0rISg;cPDof- z_%ZtgPrM zqEHosrTBAN21Sf}D#IGHETf$1{rdgy?lEA5Xd!&v7IBnomYZnoU{PQ-$uv;p^tAi)&22os{Q=~rZsEM!%@CopAZjt(LVUN zl9s>R#czBMZErUKTF=BlgQ|A=4gN`P2Xr;TNxe2VNmEc%ym#4+ za2lD8p$(AKvK!x>>9hW{p@PMHsDs@U!i7n_T+9*~5zzx?S=1NZW+!QTDe%UsJ4>FG z+v#RoRn3fbAH4E;J!QuF+1C)+MA)1-BsD(iowt8;Xg_|%KPweUV%{mVR{=9^>;3fIZ9_%#A|bK7haJQjGM z5~<*RF$FUUb+kX*3|U0^#Wd4;G6ml8C|t!C`fw)*iMZLAitfezP3&xJR`gkGN;Ujq zSY>|KEFK;nT*Q}B($c>E{xQ?jwtn^Xaq7ZQ?hV)Uaf)SUJB5i31;P*!VG9{eU+-@e zSoKmr6c%2HQQ;%Bn^0Sh!_**kR5k?eieHCv!Q@;- zYOZ_|%7R};Mh}WkKtDgX!7QW6y0@C|Q*p8BhdGcnB2+6Bi4NpUS8{IEjjAoxUGb&UE2 zNxS`$jtjJ*kVL(*|Nsb=A)Ou&al z+xCPs_#IOGf2+R(rgddfHk==r^@D|Q(sfk*QN>^A1 z!}8_iuB&&BtgV)u%U^qVZyc1#UB@K{u6^UZd-r1X^0LX-zy-q>>@qo^xnD%$cKgw& z%ZTXJ2PEL4m!(O4E-gI+y4fn^Eqq~BdwNV#tRDF2^B9)B5G8b2!$oEG%v){wV$2=h z&Y(0MvT*Wbi=IclQke4O@ncbj=#`N>?%%(Uo|29o9ZD!ifBr1r_3KwGD2*DEEwDH-4W^f$*-lJhdx@@?b#^o)z9a2_~$b3i4zsz2717FbWy5yra;{wVJ z-&H0M69Kj8(A-?9{ib(j$9t)xrsFc3wg$m6N6Z_H z!;|OSyqU;qxH5j=To`D!-iI(YH)2S3>gNEw&(D~fC1o-$InSBpTW;lsLCq>q;ebrY z`v<8kFjOEa-OXRH;$ED627s_{+j)Ryu#X78M@<_xiZIK8FGgKn{;&M`(KD`gt*xz0 zEGz&3DJ@U0tyQC_5H4CTK8A28OQ+JCXlRqZcU(>`?MexoUkA@aL|5RG5#}#ATljD- zmk*V?gJKW-+HFN#K547ht+Uo#{y~HpF6W!irdOH#qHH?f#XJ~H{mG4rd4h|(;( z6)7r6iztlq;7j)K{Qi=s$RnlSY}&WiK+nm{_%-TxH5t zrIswq;!DAoHgQW>M5w5!_;`7Rf~z)LXE9vhvw?@3+x}AB6Q@pXjN#P@4HYaxl;ax| zM6+@NqmC+K*oH}i?HSue1_oxIj0NOeEr}98+tXFOq^p6Ng^738IF}{W1}0 z)Csmc!rgyzdMWrZBW@(EHBVblPcPe%;-~!cWQ90v&Su5y9_lSrngK11zMTM%Os+#6B zX9E>{GQ?#eD`K9x2{FQafovfpF~#To8_g6l1vk}P(gwKB5T(@xaL9>x1pg;-brBI0 zkqUBbCwUAnDmP^uJytaSbju+QF0LqeF4C#3Z^^KU6fi?S^9lLX6ncyyUN5h)?6n@$ zIrjk*1LL8J7ou`VObC{oCKQS5un3R3C@^>6px_W*C!vf zu}SwonS-<%yuLT`;@6kK0gKl!&_n!wXO>4)RFt)x2iu-gm!NB!uYV7V1Z>ShauZFc zJAd@cULwORcROo%7VdaLQc{v(z4CS;Aw?oBPmTc)bhc%;hn%i1e$7l%JPC#TUWUrP&%vVJ0urDxw8x#P0z+`#^) zTP2de_doXVsEa-y{v;Jy!2O{G*8LZ)X^r1{oB#ZC#luIB6sXC`$!cIpF>FJ`*?#T# zDk4~3*iB?y;g;;>=cj}?jy@(br9{k7Q=>}UjJU-7Si)C@#J)ricTM}?1HvkIe%?S7 z_@L2!kqdSlF(qEz5Y;;m#+jr{MP&U zwV8XVsR#CHBppSl^UM0c^;&t*8dZAlJk7CXOaJ<2`eF}aD=FzQ7hM-*L4sD@;VXec zhq6TXv{NKpq_J$RRFg31w57#6P5L9kGd2FYF`;;GmtVwp_!8K*E6%JdH&=Or3TFdx zH$ZnAh9D4aV@gI}e9miVym%EJ?i(CDxW1W)Egii66D)M&$)z2_CXxQ#=>*~(|CT(( de|hjC Cooks' D chart — ols_plot_cooksd_chart • olsrrCooks' D chart — ols_plot_cooksd_chart • olsrrDFBETAs panel — ols_plot_dfbetas • olsrrDFBETAs panel — ols_plot_dfbetas • olsrr @@ -67,7 +67,7 @@