From f900e6d541dc2b4f089d26a821d0b75abe8c2e40 Mon Sep 17 00:00:00 2001 From: Thomas Nagler Date: Mon, 7 May 2018 23:35:24 +0200 Subject: [PATCH] Release 0.2.0 (#25) * consistent behavior for ordered variables (#19) * consistent behavior for ordered variables * add unit tests * Fixes (#20) fix minimum bw and bug in kde fit * improve stability of density estimates near boundary (#21) * check whether data lies within boundaries * stabilize trafo by shifting boundaries in dkde1d * add unit tests * make probit trafo adjustemnt less aggressive * remove left overs * allow x outside of bounds in d/pkde1d * fix density computation for discrete variables (#23) * Prepare 0.2.0 (#24) * bump version * update NEWS * update documentation * improve docs * improve docs ++ --- .gitignore | 1 + DESCRIPTION | 2 +- NEWS.md | 17 +++++++++ R/kde1d.R | 60 +++--------------------------- R/kde1d_methods.R | 51 +++++++++++++++---------- R/tools.R | 53 ++++++++++++++++++++++++++ README.md | 6 +-- cran-comments.md | 25 +------------ docs/LICENSE-text.html | 2 +- docs/authors.html | 2 +- docs/index.html | 8 ++-- docs/news/index.html | 20 +++++++++- docs/reference/dkde1d-1.png | Bin 17989 -> 18032 bytes docs/reference/dkde1d.html | 4 +- docs/reference/index.html | 2 +- docs/reference/kde1d-1.png | Bin 48850 -> 45871 bytes docs/reference/kde1d-2.png | Bin 34651 -> 33003 bytes docs/reference/kde1d-3.png | Bin 23327 -> 23323 bytes docs/reference/kde1d-package.html | 2 +- docs/reference/kde1d.html | 24 ++++++------ docs/reference/plot.kde1d-1.png | Bin 41036 -> 43736 bytes docs/reference/plot.kde1d-2.png | Bin 41332 -> 41327 bytes docs/reference/plot.kde1d.html | 2 +- inst/include/lpdens.hpp | 22 +++++------ man/kde1d.Rd | 14 +++---- src/wrappers.cpp | 14 ++++++- tests/testthat/test_kde1d.R | 27 ++++++++++++++ 27 files changed, 210 insertions(+), 148 deletions(-) create mode 100644 R/tools.R diff --git a/.gitignore b/.gitignore index 5b6a065..92db1c7 100644 --- a/.gitignore +++ b/.gitignore @@ -2,3 +2,4 @@ .Rhistory .RData .Ruserdata +revdep diff --git a/DESCRIPTION b/DESCRIPTION index 81cad07..eeb3acb 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,7 +1,7 @@ Package: kde1d Type: Package Title: Univariate Kernel Density Estimation -Version: 0.1.2 +Version: 0.2.0 Authors@R: c( person("Thomas", "Nagler",, "mail@tnagler.com", role = c("aut", "cre")), person("Thibault", "Vatter",, "thibault.vatter@gmail.com", role = c("aut")) diff --git a/NEWS.md b/NEWS.md index e6d1acc..2bbd9f5 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,3 +1,20 @@ +# kde1d 0.2.0 + +NEW FEATURES + + * improved stability of density estimates near a boundary (#21). + +BUG FIXES + + * consistent behavior when `dkde1d()` and `pkde1d()` are called with + non-`ordered` input although data are discrete (#19). + + * fixed bug in computation of kernel density estimates (#20). + + * adapt minimum `bw` allowed for discrete data to truncated Gaussian kernel + (#20). + + # kde1d 0.1.2 NEW FEATURES diff --git a/R/kde1d.R b/R/kde1d.R index 42e70e1..dc12c4e 100644 --- a/R/kde1d.R +++ b/R/kde1d.R @@ -50,22 +50,20 @@ #' Statistical Society, Series B, 53, 683–690. #' #' @examples -#' ## For reproducibility -#' set.seed(0) #' #' ## unbounded data -#' x <- rnorm(100) # simulate data +#' x <- rnorm(500) # simulate data #' fit <- kde1d(x) # estimate density -#' dkde1d(1000, fit) # evaluate density estimate +#' dkde1d(0, fit) # evaluate density estimate #' summary(fit) # information about the estimate #' plot(fit) # plot the density estimate #' curve(dnorm(x), add = TRUE, # add true density #' col = "red") #' #' ## bounded data, log-linear -#' x <- rgamma(100, shape = 1) # simulate data +#' x <- rgamma(500, shape = 1) # simulate data #' fit <- kde1d(x, xmin = 0, deg = 1) # estimate density -#' dkde1d(1000, fit) # evaluate density estimate +#' dkde1d(seq(0, 5, by = 1), fit) # evaluate density estimate #' summary(fit) # information about the estimate #' plot(fit) # plot the density estimate #' curve(dgamma(x, shape = 1), # add true density @@ -73,10 +71,10 @@ #' from = 1e-3) #' #' ## discrete data -#' x <- rbinom(100, size = 5, prob = 0.5) # simulate data +#' x <- rbinom(500, size = 5, prob = 0.5) # simulate data #' x <- ordered(x, levels = 0:5) # declare as ordered #' fit <- kde1d(x) # estimate density -#' dkde1d(2, fit) # evaluate density estimate +#' dkde1d(sort(unique(x)), fit) # evaluate density estimate #' summary(fit) # information about the estimate #' plot(fit) # plot the density estimate #' points(ordered(0:5, 0:5), # add true density @@ -109,49 +107,3 @@ kde1d <- function(x, xmin = NaN, xmax = NaN, mult = 1, bw = NA, deg = 2) { class(fit) <- "kde1d" fit } - -#' check and pre-process arguments passed to kde1d() -#' @noRd -check_arguments <- function(x, mult, xmin, xmax, bw, deg) { - stopifnot(NCOL(x) == 1) - - if (!is.ordered(x) & is.factor(x)) - stop("Factors not allowed; use kdevine::kdevine() or cctools::cckde().") - - stopifnot(mult > 0) - - if (is.ordered(x) & (!is.nan(xmin) | !is.nan(xmax))) - stop("xmin and xmax are not meaningful for x of type ordered.") - - if (!is.nan(xmax) & !is.nan(xmin)) { - if (xmin > xmax) - stop("xmin is larger than xmax.") - if (any(x < xmin) || any(x > xmax)) - stop("Not all data are contained in the interval [xmin, xmax].") - } else if (!is.nan(xmin)) { - if (any(x < xmin)) - stop("Not all data are larger than xmin.") - } else if (!is.nan(xmax)) { - if (any(x > xmax)) - stop("Not all data are samller than xmax.") - } - - if (!(deg %in% 0:2)) - stop("deg must be either 0, 1, or 2.") -} - -#' adjusts observations and evaluation points for boundary effects -#' @importFrom stats qnorm -#' @noRd -boundary_transform <- function(x, xmin, xmax) { - if (!is.nan(xmin) & !is.nan(xmax)) { # two boundaries - x <- qnorm((x - xmin) / (xmax - xmin + 1e-1)) - } else if (!is.nan(xmin)) { # left boundary - x <- log(x - xmin + 1e-3) - } else if (!is.nan(xmax)) { # right boundary - x <- log(xmax - x + 1e-3) - } - - x -} - diff --git a/R/kde1d_methods.R b/R/kde1d_methods.R index ef3cd5f..51744d0 100644 --- a/R/kde1d_methods.R +++ b/R/kde1d_methods.R @@ -38,13 +38,21 @@ dkde1d <- function(x, obj) { if (!is.ordered(x)) stopifnot(!is.factor(x)) - x <- expand_as_numeric(x) - fhat <- dkde1d_cpp(x, obj) + # adjust grid to stabilize estimates + rng <- diff(range(obj$grid_points)) + if (!is.nan(obj$xmin)) + obj$grid_points[1] <- obj$xmin - 0.1 * rng + if (!is.nan(obj$xmax)) + obj$grid_points[length(obj$grid_points)] <- obj$xmax + 0.1 * rng + + if (length(obj$jitter_info$i_disc) == 1 & !is.ordered(x)) + x <- ordered(x, obj$jitter_info$levels$x) + + fhat <- dkde1d_cpp(expand_as_numeric(x), obj) if (length(obj$jitter_info$i_disc) == 1) { # for discrete variables we can normalize - x_all_num <- expand_as_numeric(as.ordered(obj$jitter_info$levels$x)) - f_all <- dkde1d_cpp(x_all_num, obj) + f_all <- dkde1d_cpp(seq_along(obj$jitter_info$levels$x) - 1, obj) fhat <- fhat / sum(f_all) } @@ -60,15 +68,14 @@ pkde1d <- function(q, obj) { if (!is.ordered(q)) stopifnot(!is.factor(q)) - q <- expand_as_numeric(q) - if (length(obj$jitter_info$i_disc) != 1) { p <- pkde1d_cpp(q, obj) } else { - # for discrete variables we have to add the missing probability mass - x_all_num <- expand_as_numeric(as.ordered(obj$jitter_info$levels$x)) - f_all <- dkde1d(x_all_num, obj) - p <- sapply(q, function(y) sum(f_all[x_all_num <= y])) + if (!is.ordered(q)) + q <- ordered(q, obj$jitter_info$levels$x) + x_all <- as.ordered(obj$jitter_info$levels$x) + p_all <- dkde1d(x_all, obj) + p <- sapply(q, function(y) sum(p_all[x_all <= y])) p <- pmin(pmax(p, 0), 1) } @@ -81,19 +88,17 @@ pkde1d <- function(q, obj) { qkde1d <- function(p, obj) { stopifnot(all(na.omit(p) > 0.0) & all(na.omit(p) < 1.0)) if (length(obj$jitter_info$i_disc) != 1) { + ## qkde1d_cpp for continuous variables q <- qkde1d_cpp(p, obj) } else { ## for discrete variables compute quantile from the density - x_all_num <- expand_as_numeric(as.ordered(obj$jitter_info$levels$x)) + x_all <- as.ordered(obj$jitter_info$levels$x) # pdf at all possible values of x - dd <- dkde1d(x_all_num, obj) - pp <- c(cumsum(dd)) / sum(dd) + pp <- pkde1d(x_all, obj) # generalized inverse - q <- x_all_num[vapply(p, function(y) which(y <= pp)[1], integer(1))] - q <- ordered(obj$jitter_info$levels$x[q + 1], - levels = obj$jitter_info$levels$x) + q <- x_all[vapply(p, function(y) which(y <= pp)[1], integer(1))] } q @@ -156,13 +161,19 @@ plot.kde1d <- function(x, ...) { ev <- ordered(x$jitter_info$levels$x, levels = x$jitter_info$levels$x) plot_type <- "h" # for discrete variables, use a histrogram - x$values <- dkde1d(ev, x) - x$grid_points <- ev + } else { + # adjust grid if necessary + ev <- x$grid_points + if (!is.nan(x$xmin)) + ev[1] <- x$xmin + if (!is.nan(x$xmax)) + ev[length(ev)] <- x$xmax } + vals <- dkde1d(ev, x) pars <- list( - x = x$grid_points, - y = x$values, + x = ev, + y = vals, type = plot_type, xlab = "x", ylab = "density", diff --git a/R/tools.R b/R/tools.R new file mode 100644 index 0000000..8582a74 --- /dev/null +++ b/R/tools.R @@ -0,0 +1,53 @@ +#' check if data violate boundaries +#' @noRd +check_boundary_violations <- function(x, xmin, xmax) { + if (!is.nan(xmax) & !is.nan(xmin)) { + if (any(x < xmin) || any(x > xmax)) + stop("Not all data are contained in the interval [xmin, xmax].") + } else if (!is.nan(xmin)) { + if (any(x < xmin)) + stop("Not all data are larger than xmin.") + } else if (!is.nan(xmax)) { + if (any(x > xmax)) + stop("Not all data are samller than xmax.") + } +} + +#' check and pre-process arguments passed to kde1d() +#' @noRd +check_arguments <- function(x, mult, xmin, xmax, bw, deg) { + stopifnot(NCOL(x) == 1) + + if (!is.ordered(x) & is.factor(x)) + stop("Factors not allowed; use kdevine::kdevine() or cctools::cckde().") + + stopifnot(mult > 0) + + if (is.ordered(x) & (!is.nan(xmin) | !is.nan(xmax))) + stop("xmin and xmax are not meaningful for x of type ordered.") + + if (!is.nan(xmax) & !is.nan(xmin)) { + if (xmin > xmax) + stop("xmin is larger than xmax.") + } + check_boundary_violations(x, xmin, xmax) + + if (!(deg %in% 0:2)) + stop("deg must be either 0, 1, or 2.") +} + +#' adjusts observations and evaluation points for boundary effects +#' @importFrom stats qnorm +#' @noRd +boundary_transform <- function(x, xmin, xmax) { + if (!is.nan(xmin) & !is.nan(xmax)) { # two boundaries + x <- qnorm((x - xmin) / (xmax - xmin + 1e-1)) + } else if (!is.nan(xmin)) { # left boundary + x <- log(x - xmin + 1e-3) + } else if (!is.nan(xmax)) { # right boundary + x <- log(xmax - x + 1e-3) + } + + x +} + diff --git a/README.md b/README.md index 6ab0a14..e574ba0 100644 --- a/README.md +++ b/README.md @@ -37,7 +37,7 @@ devtools::install_github("tnagler/kde1d") ``` r x <- rnorm(100) # simulate data fit <- kde1d(x) # estimate density -dkde1d(1000, fit) # evaluate density estimate +dkde1d(0, fit) # evaluate density estimate summary(fit) # information about the estimate plot(fit) # plot the density estimate curve(dnorm(x), add = TRUE, # add true density @@ -48,7 +48,7 @@ curve(dnorm(x), add = TRUE, # add true density ``` r x <- rgamma(100, shape = 1) # simulate data fit <- kde1d(x, xmin = 0, deg = 1) # estimate density -dkde1d(1000, fit) # evaluate density estimate +dkde1d(seq(0, 5, by = 1), fit) # evaluate density estimate summary(fit) # information about the estimate plot(fit) # plot the density estimate curve(dgamma(x, shape = 1), # add true density @@ -61,7 +61,7 @@ curve(dgamma(x, shape = 1), # add true density x <- rbinom(100, size = 5, prob = 0.5) # simulate data x <- ordered(x, levels = 0:5) # declare as ordered fit <- kde1d(x) # estimate density -dkde1d(2, fit) # evaluate density estimate +dkde1d(sort(unique(x)), fit) # evaluate density estimate summary(fit) # information about the estimate plot(fit) # plot the density estimate points(ordered(0:5, 0:5), # add true density diff --git a/cran-comments.md b/cran-comments.md index dbf5918..5ec039e 100644 --- a/cran-comments.md +++ b/cran-comments.md @@ -1,29 +1,8 @@ -## New submission after package has been archived - -Problem 1: ASAN failures -Solution: Fixed heap buffer overflows on clang-ASAN related to max-comparison -of a size_t and a negative number. - -Problem 2: Failed without long doubles -Solution: Fixed cdf calculations for discrete data which made /tests fail. - -Problem 3: Threw a C++ exception under valgrind (fatal to the R process) -Solution: This is a known issue of valgrind + boost; fixed by adding -'#define BOOST_MATH_PROMOTE_DOUBLE_POLICY false' in /inst/include/stats.hpp -(as suggested in http://svn.boost.org/trac10/ticket/10005). - -We are sorry for the delay in fixing these issues, reproducing the bugs reported -by clang-ASAN was way harder than expected. - ## Test environments * Debian Linux with clang-4.0-ASAN enabled on rocker/r-devel-ubsan-clang (devel) -* Ubuntu 16.04 with clang-7.0.0-ASAN enabled (devel) -* Ubuntu 16.04 without long double support (devel) -* Ubuntu 16.04 with valgrind (devel) * local OS X install (release) -* ubuntu 12.04 on travis-ci (oldrel, release, devel) +* ubuntu 12.04 on travis-ci (release, devel) * win-builder (devel) -* Windows Server 2012 R2 x64 + x86 (release) ## R CMD check results @@ -31,4 +10,4 @@ by clang-ASAN was way harder than expected. ## Reverse dependencies -This is a new release, so there are no reverse dependencies. +There are no reverse dependencies. diff --git a/docs/LICENSE-text.html b/docs/LICENSE-text.html index 2fd6130..ff960c3 100644 --- a/docs/LICENSE-text.html +++ b/docs/LICENSE-text.html @@ -54,7 +54,7 @@ kde1d - 0.1.2 + 0.2.0 diff --git a/docs/authors.html b/docs/authors.html index bd1562d..49f0a9b 100644 --- a/docs/authors.html +++ b/docs/authors.html @@ -54,7 +54,7 @@ kde1d - 0.1.2 + 0.2.0 diff --git a/docs/index.html b/docs/index.html index 60cb015..e307610 100644 --- a/docs/index.html +++ b/docs/index.html @@ -34,7 +34,7 @@ kde1d - 0.1.2 + 0.2.0 @@ -106,7 +106,7 @@
Unbounded data
x <- rnorm(100)                    # simulate data
 fit <- kde1d(x)                    # estimate density
-dkde1d(1000, fit)                  # evaluate density estimate
+dkde1d(0, fit)                     # evaluate density estimate
 summary(fit)                       # information about the estimate
 plot(fit)                          # plot the density estimate
 curve(dnorm(x), add = TRUE,        # add true density
@@ -117,7 +117,7 @@ 
Bounded data, log-linear
x <- rgamma(100, shape = 1)        # simulate data
 fit <- kde1d(x, xmin = 0, deg = 1) # estimate density
-dkde1d(1000, fit)                  # evaluate density estimate
+dkde1d(seq(0, 5, by = 1), fit)     # evaluate density estimate
 summary(fit)                       # information about the estimate
 plot(fit)                          # plot the density estimate
 curve(dgamma(x, shape = 1),        # add true density
@@ -130,7 +130,7 @@ 
x <- rbinom(100, size = 5, prob = 0.5)  # simulate data
 x <- ordered(x, levels = 0:5)           # declare as ordered
 fit <- kde1d(x)                         # estimate density
-dkde1d(2, fit)                          # evaluate density estimate
+dkde1d(sort(unique(x)), fit)            # evaluate density estimate
 summary(fit)                            # information about the estimate
 plot(fit)                               # plot the density estimate
 points(ordered(0:5, 0:5),               # add true density
diff --git a/docs/news/index.html b/docs/news/index.html
index 2d264db..14b9cd6 100644
--- a/docs/news/index.html
+++ b/docs/news/index.html
@@ -54,7 +54,7 @@
       
       
         kde1d
-        0.1.2
+        0.2.0
       
     
@@ -97,9 +97,24 @@

Changelog

Source: NEWS.md
+
+

+kde1d 0.2.0 Unreleased +

+

NEW FEATURES

+
    +
  • improved stability of density estimates near a boundary (#21).
  • +
+

BUG FIXES

+
    +
  • consistent behavior when dkde1d() and pkde1d() are called with non-ordered input although data are discrete (#19).

  • +
  • fixed bug in computation of kernel density estimates (#20).

  • +
  • adapt minimum bw allowed for discrete data to truncated Gaussian kernel (#20).

  • +
+

-kde1d 0.1.2 Unreleased +kde1d 0.1.2 2018-04-17

NEW FEATURES

    @@ -125,6 +140,7 @@

    Contents

    diff --git a/docs/reference/dkde1d-1.png b/docs/reference/dkde1d-1.png index 639c14092c3bb134219f936ca6a5b26d16117a85..5b5d618a154597628717264027aa3c4558d83b45 100644 GIT binary patch literal 18032 zcmeIaXH=6>v^I#1DxlI-I)X@7kQyKskS3r4BGN1rsSywo2t}nSs0av1S7}NKU0Nsx zksg#@1EC6pB-8*Q@V$tj-uc$7S!-tQ%w6~XP*&d4c6s)*_c_U zKYrrGiIXQ!a&mHVadB~TbMx@<@bdEV@$vEV^9u+FoH}(%P*6}vNa*zG)55~SXU?1v z5fKp;6%`W`6BiekkdTm+l$4T^I(zo)xpU{FrKM$LWX_*IFDol6CnqN_FR!4Wps1** zq@)A_fs~b%Ra8_|RaL=Y@P!K(E?&HN>C&akmoKZSsi~{0U%7HcLqkJTQ&USzOIur8 zM@Q%C)vLO?x_Wwg`uh6Uu3fu+{rZg?Hw+963=Iv9jErvHylHG~eCyUN6BCo$w{M%8 znwpuJnVXwiSXfwETHd*H=kDFR_wL=hfB(Lfm6f%%wT+F9t*z~Y2M_G*?CkCB9UL4S z9UYyVoSdDVArQ#JhYwv`TwGmU-Q3(BJ$mHs?(X5?0fjhJF#5D*X;7#I{36dWAtE>C=?OT0)eM3V-V`F1eQ&V$ub4yE0YilbSjc#je`~Lm=j~_qU z+uJ)jIyyT$ySlo%ySsaOdU|_%`}+F&`}+q51_lQQhlYkQ7|ihS@W{vr7KhB&o3-2EG{lCEiElC zFR!eukVvG})z!7Nwe|INGMT)wu|c6wHa9o7wzfv|%zc0upnIrk;zmWq9lZT-U)aRF zH5C;fm6qB?Ls-Jxkmox#Ys%_8bIgPV@q<9<$#;&DXVOO{V;PQrunu|tAu2@YL;9IB zc&l{kbl>J=G2f0G28D;!KV(B}(kGL2VxQa_-7k9SF<-OF6x3!?JlPH1Qb}q_^qjnl zCoc!L9F}QQo|1$}O(n&iGNF2WJ!0t~)w@c5B-Nec*h5scv{F>ZufX=zoJBEE1s%1Z zI{SjS|MA@b4ywba{#$kVY)crNx|O_i{`+ZfcKHhd@^dyJW9asvPxv6=#5(d|T^C)e zxTrpFzR%^1mn(K2$>Hb&Dph4F2=|rV)VjzV%e*^ZGICCgEDZKLwQ{}n#J*6e{+>3B zv87a|z1-9e>)$F|UE@&mlC*OTRGQ;>hZjId?5F>bI6s?S#dV z1K<;<4q2M^nYHYs4r$7S2=KB${3$EJz*beL%y`H*%oD@2S0b#44wRgomJ(6!m; z<{_T9B9sTS$K&Y+k6!@KJSN)YHc8-zI#H)CZLgK4f{ZB(ySvh~C0Aj59&7Fq4Ghdm zOg6VY$h-QiqI_tnBAv-4#+SGB++*L)i&*o|TFz@3tzZGc06;-EtkVzbBbY{fb+c)I zRx8%&_ELK-OSzU9d@P<0MA_9~uH1+PZ{ZN}X=M?c(@JnXlShe?zhuo;xFmNN8O z!@cKR?p^%WR=}(TB1||cb(r)^#G89#^3ZJ+ph~ypeDcy za9m5G7Zl^YI$j;^ciaaxD_?UTJ(}##oG^y)8Ij!5SpbopmyG5=h9=i#>i1fdr5!jx zeeuJ#XC@p6*B1J14~i_D!fL`+w8X&Twuf#CpR)0qY`fM&=WSmgd+@_^^WKZ6ZAEskP}7Ez!FxdNo%Pnkq?w5v>E-&VYGSxjN+ z?092gg1O|UUh5)~%#fmehYi|K8_Vtcdc2mD5^~>f3g`Cr;OvI)#DRH`k8?;x*;H#< z&PH5c2p}Iks$#-#&?jysS2=5-wM1TWpc@{3(j%`h?KtM~KD>LhXp-<55b-U_k;~Hk zrXFqY&#ckw9N^HXilQSlx!b;i~(lA8k*pQ67x^8$gs2QJB6hsw6W zXq=%K^BA8-Q)FY`Mgj>}^DeS&OhGhfv!I=8{?)NzJ^VAUHgxhHf4?hTfq%XFau&r1OOiJhH;ct zCxXuUF&rWl)3_o^T($D!@dm;vl{vE|KPp>pF3H?^OiBoBst|m`{S(2ObkKvhhU0)7 zwVgF=*!^Z3Ef2L8|1Wz=ddSONg?a1teVHMz8smA~7X0R44Gc6h#F(l~I+;@fLx`BD zVM<|`TeK&+lo2;8UXE?GJoGS6wDpOzP&4n9nrTy72zJ8)7Ur6?@Fp>OqQrbWy9=H> z+~nI?{9Ttc-N8FWa>-R7yV~^@_);GxA`2fH)p<8Daiwy?s|pLuYrgU2942_#E;sBN z4Q_PVAldshXISZ6VtdsLxwlfY*kC^GK!rkQ9OiC^%iV!tOCI9g%E%lm3JSxm%iL)-uOeYtPa^SWPZ$+-31SN%Bfu33E!^tOrt8etKKk$S>#qd?Gu8BNV zD@5vqsx@LXI=6N}c+0G|8{JeFs8W?onDkC2N}hRT(5=6d3ACBfaXCWuWbxe0phuX()IR5e729-j;b&zX|nFN_aFHw z@I+d=SUPxn>@3Sv)+Ke2*+2CNrpSR(d9t9d4y@vua>;XuL+%sdKB;lAJuy{XQ!HicFxi2GE0vW&IQwnN{$IFpsf=6=>e;cnTYZ_WidK_kB z0;bRqoo`+D1br(wAO!^<#K_d^;?;#q0HOgbtz_JcJNDbt(ZtE@&ADkzpeg>4K7hSe zt$EAu1O<+irp}Ec3k4;`b}_)(#sXZU>Ju-nVHp*Cbg@n_=`H%a+Ce9L*CBHbI7oab z6+nK}i5MF1^Udog&ekL+2F}KVzWZFcg50Q{kp#2lozrxvomI~9eMmg3Nsra7=nf=3 zOLRjr*cCPpYRf8x;z{`=DNNX4ExlA~;s`<|y0z-3q<8JW%uvLDFcP2pKD{hdOpcii z09X$zW8wI4$D?7bT|J^V7wK zG#!i6VawgtdLMZn9H!4D8;n0eAG)7a$%*ac`X!5nttLtRb3tWCQQHtF=cCndndNv8 zd&RWHTvW9beny4<3tDW}wuUNM(O8uC`nlu`*w`gyP#pL-Txx{=ITfb3U58-=^#vM&7@lU`@i$9fdAoj3z~(g^r+UKPgOy zDYC0ixz-dj|Dte(7`=g-<<8rB2{l(Xyc7f=v^c1TT%16042IiBGx{EhRo!@ zn`Fjse0^$6=xvmkWdN*3o(4ZA4-zKX2ybutzJvB@#Zi{C2Kr zeEcyKGGKcf?0?e628T=3bK}_#!jj%*{t_4CqwdEPwAzBcH5_ zrKB3WBvX^t`jn<7&5O5Vv^YrKFPTQ(VGHx&d=ebw0SuFmshnJWL_t_jP!1ojp5WGeGWO1e3m4i9K|73OTCTK zE!TpcT&}GNesg&Yc7%?^nj3EJ)~ssz^Bu-*jzgGnt}nk{uD+#{kY2UQdyejqc@yH<;1Tpb;a#?J3^l(`a>b@;lll&xfnZr0c^X8c%F=zbR zii=4;4)MC>hn0w()#u5EPT#4}I<6qU!Hp-eQ~JX`&3f^3k5-1`hHl-5HG}Wkf@JI` zC1k>nqe5xRj1evd(aecGvKyrnl-pA!0=a=o4|VlLs`?o{_>s?E!=(mNOfgb(3BxXP zC%f*HJVSEK)C`Z?{Fnz{*FA7u0Qn%&m-eeZ#3fd)jH4F4!9;=60UWfKU`JU{3t?&g3D9EN0?9y40RkB;biYF(_8N9%%p*bxx@7yl5b)Kg*T-=5gn{1`Eu^j8Ga-^HZbrW zGof2Lo7m!P1MNHYx#N8RQ4|n5Lo8g?I>cpjNIn5nQA+bJibS(rSm4k+_O^o<}DVL*C#>;PI#N6EJ zkbtGkTA-P8F8g8(d-JM0J<8oC)*FPocy@enE{KFjWi_5=_5CS?wApz!A4r-&3;4WB zC@nF-Y@9|pQ19qr31encY%IGrr>~;UGcR}4LgtrP?|V_?@P;Z(WJRuA1AFt3(B1%3 zm~H5WTs6$Ufi!sN@24T+O;U&KJ68Wp#7He%zq@ucyf6VwmwRGId`GO$ z_3?R>>m=VNxT+3J_cs(62!85U*mD!!4jTnY2qV*f3tpMv2o8r-8Q&_qXw@l=a-iK6 zJQ;VU{p@#hr2vUoY&yr7 z1|^&LS@Z7AMR4K=`%QlFOpAh}l^&7fn1qqooz+(cX@_XAjKRO=6+nup{leW*46DE| z_|ih?kN$#vfPCPNJ5lkMekpkbtIPk(2G5A;M}A4H1~Yi}Khtbe!T%Sw0f?sQP%fC% zWZHa*TL)JA8*_{VQ~4Ko;UtMG<|L2SdX`b`~#m=6xob7Y~tMS5TnL$uxZ3 zUqa5CUzqoqig^Bh>T2@ZY&}o;{cq#uiCtL^oKN?Lb6{F@&C|?EOdYuXJoJoAP&c5- z!Z9V4f9&2z3sLyZW+j0wEy=QD8_$Jx6Qq5*H?GbF@7kFk?i}Fj9wy2tE%FZ|rmwE* zwHNmD?F83+5NS@4xw@>XNQp2J6W_PiA^jBM}km_KMPuuG}=fzZzlki}4W%}osQFUmu+ikJx?JwSG5IPoKY z_!M5Zt(fx7E=AbO+3$iw+98)_T7*ypb%hIEF-S9WihW$ryoCi?bOzPy!7P>neU zPIL{B=lZ2)10lwNfbOkxB6xsr-SJYI*aKfp*2zuJzB?tAjjBU?QNQ0(FWPe@K|&Cl z0jJxAsax)t`Bpt$yx{sHsohAkU)dj$Zd*0*174rR&HKRKx&H00DDOvzh^<8^x%|hR z{P#723!O6d!mcv=Q57rsgi=WOX-b<<`KRf&VFXJV8uyiJPhKfxmThuxZ4UnCluD$Z zE2+%6An}K1*{;~H^s%9qcw{2nFSvo{CcIEL#k?)O?9-P_p{6#5Y)2U6UZvo@!U23YrnyXU8 z{E^i|>w|4C^fI{imSZ4*$)S#TN=^gQmNba}t;Lm{by9_zbf;rdjX6Itv%6G!y;U7l<8V5Jn**itx?l?+E{WVWT z19N9TbJ~|)E77CB$(cWyxDpM?DrQM5$!`P-{NJfs6+2`}oh^yT<~d_2t?(B(gpuH* zYc|-B;+9VWGB5NrPyHETu5!VOM3X4i-L1SL6t3F*Qa|(Yo_^+KD^QYzB-}6GGI)^J zoJU?I?bx0k@Z2DIQpD3Q`teEOdnn!@=tZwpcLX^J3{msI{q{p#O!nI1JmI8qNb?>D z=#0GgJ0ppI34VhMC+f%oisQUek^^3nnGjz8Q=0|d#-$8#yrf>*O5sIxB znzW7j%j=-4)VT;u+`&DeSulu&%ZrOd^*_iMFu==znJxD~B#b0CO-xQp$#v3ePep2l|>5Fe%CcjwRsLo5@TjiR!{Jn-?5-hx8!IbA%S5tyQP%)jq(|+e0UFYZF=cu zL%0gJQmFDscC~_D>QqQv&|dhfVp}OSJR~lLG$1(z$Eu+z>%hH4{Z`|kbU7BH%nVTd|B7k(m?yO8COQthAQszrbnL!Xy z6u$0bE;LdD>{Iie>%(Z8!uxK(swGY1V;fs9QycZGq2=B1Z}^c-*X**_QPL1GgW)T^ zXIBGAYId-S;~2m0W>|-t=&0g0TSyyL#V)ZHpb60>dS3L~(`|_t3=6Ljt7Oc^kB&u( z?%Bkb!PCm@cVD0+8-!(Oy~dbSrE7(v@1*~*2! zIWM$!hYWBu`n%?-apE^_ts<7zeoLf;>R)0;y1vi-tHjD5qNO-*8O!`z)D?n`VN!QD zJ&F@fMXVvzc; zN~w71AihFHXaj^SVcT`I{k*)bZ4>tNMK?+Vq;hLe4vWuHd#nZ5|AF)$ll||Yt1o-d23C#93Sj#umJKm z{H(k>IbN;xg(^(bRw4XYWuT+in zc;mQI^@GmtFRx8$g@uKP>3B7+QD+$Jt-n^8d9e!7{VHParEdDMT?;SJL5#~ZbIeb3 zo`}CH^cQ!(oX{*@VMJAY+1a}QSzUd)5?NZ{?UrQUJF){DRcz(0@sFrVJ{gVB1iMF< zPX3vd5Im&L1nW2Vp1ctLYU{l6U&#!*uP%31EtRmZp8I=S*`qo8zZI*3-g#T0K2ObP zj+o*;Be#R_*IPM|=;5Uagq{af!S6}m^qW09Jt1+KlCYeF?DL8&yt_7d#`!*DXB*7Q ziXly@K7`8+SUr+7+V$FR)*M>f09f;!%3oDRAao8JSd#Gew5!Ea@ba@dh9_Iln*4u?3htj(2h{nImik1opk1h~{Revb z3pSL(2H)iIS~B`!xW+$8-u%Kjz0~0soa&ntVkbg?Mi6@0VsCK{OdHdi2yWGXG>1nf zxc4kI*_O;IYGEQ{b{9W1$nM&OV+aE|4)#^Ae#JS8?j<7UfTW%C3LqhG5reB^lY^!9 z)?l#+-~6`}C`o>_I{0^yo=ntZ^KAe338L3@rFcx^kF2E3AZv~0*U1vvtK31{yO3xQ zMrv@&dKes?F0vj*$|c^Jc-oT;pUAO(|4L}rm{qyX zyx%f)>y2>tgmHXQrT51MIWhZxcF0-kuSBW~`^p#95m|PJcdcT`j`?I@t1d_U-)`6o zh#?6l`f5}L<)2GIvzD^|jAK25dBrXK*=59Q&7$iw*}*#twmT*35sPp_k;}*v*IQkm z8>LIr&+UfAHAieBANQo8<2pPg;daOIUE7`cOjNZLPLztxl@m|+amHQh-%Qd+0L5HA ztYW*~VhLXP&MkAAFq3UzKCqWZ&QuX?oM&#kv;{ktbSoU(1$u}SvJdy+lfRJ%jlQ|z zEY;p>XyT;rOd{Cf+Zv00oPzaw_F63ain+q#XYG{n{xddrzZV*X@zb4}&;Smd3j#_G zW7T6}wWgu9S?*mm7r_gp;97z0d)x?NnRp)_yfV}w5Zum2=t+C{i(LZ*?aDVAw-_!In5slY` zMec66;|uG0+?xYeYJN=EpZs&uu@(_%Jfp7a-2BHx-8~_RYA}}HM+_%1iUIORcedx* zSPJuQ7G`yT$=tsp>CimCw_@4s6Vn~onxY0|rU%AAzK<3pwDi9$hoypff$L!4ehfHs zw#Zz*xibCPv^_cO>ru>^?Sm0feVyP`NEqR#_ABX^kGBkz*4qT{V#JJ!#wyk>vq2Y`P=`~{eLX; zp9F&3_e6xxOwxdDr7_v%cVGk(`vt0qs%zs}7*wX1*R%V%!#zsBnF;{t=Vww#0dj?( zWS;@OWJ9Oi-z_T0*mGs0&Y;Z*7HA_yF=dbR>9NJ?I4q@7lN7647TDrnnd*CYZ@a~Y zatQ6Mg(Dlx*Cd#qo88{4y0;}+Av#Oc(zoGkJYrP#hyaKhQ{W=ZOYwc_H0$&U7@4(W%Z5sF$R3~X6kl34pj{-Ys2!5rj$NxhkfmX2)7<}Rwa?8&-OIjQ8(#b2I z?^l=t@yQrK58LHNBCK)=6T?o57OP~8)lp0DIsdl} zWRM7^M0K8r-IiR!?QZJ-Xt|04O@HU-UYt*iHub4DDXsX&K-o}XQ}Sd=PqJ!3H7Dkf zfDcdR{O?S)z4G1B&#$wh$2SX!Z#B9*z4&%=$F@gCuKe7gs%>hagB0yB3}6Kmr^Jpi zL<3@oS3-d!&RLXe z%JUtEH*rmG&;Yma)!O*`7hoyd7ij=CtY1CS@}hs0LJOhVsfGaTu%S2ucIvoaAw>PV zwEhK~i@z(Q?L-DS@}EB>HHfGRz9-Ls6HOf3fEDc}Qcj@3B4J4-YEkLy+Wdn(z{_hg zVkxaaB4wi_j z{MC*e@G!V_cxAAj#ZSwN8d0XDU$eX#snu39zd?vddNMno0sKFv2rTU9r8Iq_6vOzV z_~Tc03|;$Oy}I;j`KC`UiA+>-$AOE!HKl3qM(^Ug*cVqm!OtN&_SI0Is$w`(MNkfv zUP_pj@uT!!hPJ##W)<4kiZN61-JK7VcQfb-nJTClIyultb*J{|l&&kgE_ZeT2sZQK zc-tW=&KEEULu~9nb@;8egH)V{vmgOXRCa3r*Ip;eD+(Y*JNwY^Lz;tpfkKnV^!$>( z7yU{v@@`gY#+@)#&gwU2dF{tA=h88f2QO&1XiDC)qa&zGPe_a>3dWpPIRxhtGX|=1 zIF|@m8yKh{7zOdLd&>T~Rb}t_U60bboO#(m^ zAN()YfC!HVz@{P@le}$-tKsBG;1l{y@b(|Q2(Tb@p(p^_g_GS@T+B9C2QbjB&7bSr zmQ8bu+a4O-()z0x2Y{6Sv=_eY=m{Y)yruWi5vjI!!}_4PSH0-9;Mg}`7~|(QYtyva zYEOFWvI?4oE(MTs$)PE=##>2CSH<&7Q^c=&G0|0IqA78&b1XEyPDhV82uRJ}PCbnT z&z|u#$7^{>dX(z*ljZv)%5sCwb)Y%<3Oqqunyf@wtX35}0G%vzHKz3r4PJDgMrucg zR@*n~Tn`7ruvKWec1B+rxQ9!^)vP@-f4?OQ4}*PpG?C|&t9NAK_eUQZFj{S=?P8%* zNrQZIlz7~w@X*0PHcBc!CqOt-q3X1@_(yeZ6xq}NJaS3`@$*yx-;YK?$kol^>vQYz z;xcMhNhJ#E<3U!!k;+x4LmYo~e$mi?S_l_#i%1APbY(#|x)sfFBF@tLlGURRZuwM} zEb4Nd0zz1yYvVZ7f?9ZRB+xC|C&BFwXzO&mkgJ}ri@E%C%uh4%njW=q#$rt^*wl~@ z2~6J%4@Jg~n>n5OyUMRrda;` zvxLq!OXst{W2zhVj(KM1Dc>9~6P&siy0R&IU9$1EV*{4bW7akm$QY~fIdV|L)jT3n zTf2)UWymj5m(}xQp0f6M)bIZ9g-k;k6_EyuQm@y}R;vzs*0rz~9!oU1Ckj699jSY? zEG19bEOp58BK85nl0_R;tf>#{*(#0K94nfj(-##9C~1Ebej;$!ZcJ zuWL;w7cZ;Lpl>HEofmHhr1U){tytaLc_v<1iNmxAQ1|J$1K?%^Sldd&*Y86y2~yxG zP%+7oY!o9}>@Y`h5NLaPJ5>k?K60YVBH5aDTT^L&wFTpGOUZ>4E8+Xk0ae3oFG}1v zhG~i*WQ_e8!F@m>B^4OBa7QAN{p(9iZ^a!fZ3>1+e1H0aOn>zl{*62yajI!tZ*=VIA*i?}K9f=_88;$l=NX>{Q+DvVlxfM0I z>@&@*JT2X|Rw#-TgS*3WVq0@@x4Kc-io%D3N=gV z0p6KRk`Sg*p?!A}PzMzVeL;HUxQMO1#zfbvvP(?V!xE}bYspVL{aBaIJO;k`sCArQ z!`j%a*K+e3JwX^0nh@_2jfq9xzd!bh!}lGE91}?cojteF;>Y@m*Mu9BnW8#y)%R!~ z**pCGTAi@k6|(au*ZaP&>l3F*tv13_Jsjhkl7;>o?{s;O6iEToHv~faRLdSjp(?D5 z!`%k)7|h6_oO<3+Iu*HL1x2?+=te=98&fAXM|Ec3v>|Nm)&#yVb#)-meJC}V5G~po zC=V|?>`c};G)Ik9KX#>|H^r@WhFo$97K1t?p9&Qx2FyN zl3W42f)+F7>KQ~T#F5mPmZEPiFCQztht*L$2YQ@b>*hmVz&;1cXfGHSl& zz212Zv%aR@=UFhg6<0?wUeEtCR2pMMQZ4D%y zw{z?|MNlIk=hXRf#@s6pqauzA|7 z-vS8w=9ISo$B3J}Q9$*OR^T?nFeG`TtlRun$>mK8t1i>bc~@yQ;H%?wUD#F(zw}6< z*<<;mir>~W$PxYwJ?|1Fq&FCCv6b&F5*7^st9n)7L`xQi3VA)E@MxWH(gx~P+e_9JVCSMeTn^t=)R4Qa_bOkfchXhV{#(E>4tQ`iA* ziFA;as8{WcWrVR7FM|91_?E;t{hu1-2}|wndE9APO%tuGFeP0NF_3K^zE5nCkSDj= z^-e+}7&@I^R}o3k8=vb3AAXPvuXU|87I-mK6hCtBuXeS<7Mg z@bd|7aVfj5>(y`c#GXRiRKa)e_=Kq-%y~-FCWtm$>uLCx162fZ7gNp7r$m9Ao6Fh2 zt1~u*-osdwz6}j!#rXmQt<;TKfi>*`>bHG%K4K*Aizii`2g<%9j##92qh7faO0dNA z64J&M2hv2V5@Ij-)rn7qZO&qPg(yf|Fpx();^0>g>x=X Uk6s6UHiJq_T~7^h>CV&t1@PN|<^TWy literal 17989 zcmeIac|6o#_&2On6p}qzv$WZYkZchlTPl=oDk1Aw!dR!W70DKokg^L!3}(h;BxEZ> zwqfl1jIj)6#@wGFzI~tj_uS9@dS0*ldG6=={rW=;&DVbhWP2(d~!O(b3;yqz78&bWPB}2fAwpH?@I}d-m+vyLT@=J^j9Y`}XhO zf8f9Y1_lO3M#h5&4<0&nh>3}bnVFe|h2`+!!>p{VM~)m}V`F1yXXoJH;N;}w;^N}w z=H}tyIePRcFE8)0W5@XT`1twx1q1{H1qFqKgoK5Kj~_oSA|fIxDk>%>CN3_1;>3xQ zCr_R_b?Wr#(`U|{k&uv(l$4Z`l9HB|mXVP;d-m+PbLV7bW##1L&YwRoFE6j4prELz zc;UhYB_*Yc7cVL+E32resH&=}si~=}t6#cwNkc z)z#C}yL$DizP`SJfq|i+p^=f1v9a;BYu8LnOs-$Qe&fcCn>TNonwpxKnVFlL-@0|{ z_U+pi78aJ4mR43)*4EZGHZ~v-=+2!xckkZ4ckiC9t?m8$_wDTL?CtFx92_1zc;M*h z=;Y+&?Ck8~;^OM+>gMJK27}$*-90=!JUu+1`FK>Ymt{Qdm{ z0s;a91A~Hsf`fyhQ0Svaj~+jM{N%}#kdTnj(9p23u<-Ekh=_=%PoF+}_AD|oGAb(S z`Sa(|(a|qnyoia3iH(hoi;Ihok55QQc=_^WVq#)aQc`kq@~c;`Qc_Z0zkZ#Xn)>F= zo3ymF^z`(MjEuK$-)3fJzI*rX{rmS>Sy|cH**Q5mxw*M{d3pKy`2__9g@uJ5K71%D zDk?56E-5Mb`0?YXPoGLlOUug2K7amPUS3{NQ2~R&Dl03is;a81tKo1s0)apxku^0n zC=}|;moK%owP-ZDuCDIu*RS>U_20gIYiMX_Y;0_5YWn{DdvkMhOG`^@YinCuTYG!^ zj~_pN{`}d|(b3u2`RmuOuCA``?(UwRp5MQJ_xASo_4W1l_YVvV3=R%rFqomCq2b|S zEEYR5GBP?kIyN>oK0ZD%F)=wgIW;vkJv}`$Gc!9oJ2y8sKR>^)uz<;v#`S zSXx?IUS3{VSy^3OB@&5iYisN4>l+&zBoc{CCQ~Ss&CN|Jl{)g#ItYk?gYLSwz3Au! zB4|H*V#XKk=;(y$^t3c?Lf*^|`n~0{qpU5mCXd@3xq1KR-j}WW>u(OgtiEu%niz1l z-n3$u*VZsG`8n|9I%>R~3+0%feLI}pq+3z$hF7!IcV^BTH?AGryYKdb5=u_aVZB93 zj)+-uZcZV0dpRSovhVIrC$eu5<|Eaow16Eg!Rc7PU4|Fp@qxgi;sXlV`UcQcXoY1-i z%!o0$-t=JW2eWiFPk4?I-~8Z+nkdqEIW%c??FFpiL{YlS;FJAKo1IB}iW`dtf1)3! z@U-=fmRWD$yxTyQ{YQ(IZ|hK{f;Vo**+f|i9B2|oI3{o4F;h_X(#uiGU6Kg()_M7I z7Wx)2=QP!k{8%U^>4}V#qlfMJmD>$uDa_0M3z=Q*4771D8|+{cX=!OjrEX=(?0qZV ze)WMRL@r{|tVRerjDCE*v^7G?<#~>}GX<8ni8fp2p2pvE&NvdU0qK;U$0E%o!xfjL z94#RZ<4L6A=c;FKZ2at&JHY`z7ryzy7M+SzfK{4%No26?3>cvD+n20?qXN24AoSbg zD#CmdiDk3T*XV^-%wcK4?JqMoJHYo8zx~MYwt^(P#anJ_G-t4}YeG7Uv+)&9^o%$$ z>d<)6d^rZ|YO|KC^UXIwA)Ht|Fmk1NgjJ=*lCMSu_SwZ5yg2nc`rL@x><`dy?W*xi za^tKR;Dvb+gp_)FY>@`Uq2S~m3l^|F#BFhGjh@FB-yJ+6Gc+OPV zTGq@?ZWE|5X;*dI6eGpLmeMgfWyoynvR-W-W*ixT>g?|kfcc`NEf?f`zA3NQywM!TmbfAteF4&Rs;bh z99Tiao$g&;{B6W@AdVSL>Z@391>LS$K#+B1)!zK9?1UY|px5=W*5h5e)%#3HQ?JOi zLBY9oB!XJK32SPu(6>j2z{_+PaMJ<#2B8bBmb~%M0rk-$gP7i<`K?%Fm!%6uy!K7qa-l;>NR>^XbeEQJW7dRqO8Lu8)>02d7i1Mc=1^{goyrk7no zE|r4POYjeff*ZU(-`sEK)GHlvK)o|9SHX3HlFNxEz>oKyWnmF#4-{a%{v?n&Y$yp z^5by>xBck)JDBJ7mT$Ut8QzQFPh=U%)IkZDf{Hz-*fV_2puw}7f*1;=FOAxK66#}S z4*rA!nNr}d9iGs`ki+TCL?&+VqJlb)it^dDUuEjaLe-oY>3G(mYAHmFwK0lPYl#x8 z|1wtBKZ*y>S-$H2rW0t3yEE-zm!Z=#JsRA~sRliVU?uULU?2?~BQLHxq?acwOq>Ge zcWOi5P=DWoj-GS+?GCX$a6umS!$TXQmPyaLXjT&k;+-rC6t}nKr`(=}!d_Aoeo-A- z&`(F>&H@H?Wx`!m&rl@kko$(P`@tqqA%=Q#wXf-=3FS?W3VI}Tkffg1G>sXV7odz^ zhiD&rk-C}CuhytGU$Uk?VQ;+3?Mp~{f`74Q?zRXG86*bEzyc#s5YygCHm?otI!hJk zafHlz$?P#6a$b$wTU0X)37QE)W&UnOt?AcB?ICBxD7VP4@Xa{1(A@?vJuO`iJv`8A zStX3}42OAMYWa4-mAS+>t(1Hr_^4PIfXIF{DG9aMHXJM9KfXr2WjfR#v>q^*gnDxZ zQnTXQI|se!$Hc&pO3hV41X0=N7LdiJ2N;@%mXb&T`oR$8eJJu`3GdXJFZkRjac&lC zEIP4V6bf_S421A(pwg62L7Dbb%Naa_KgyQ>Hl*e!Tn;Ikt>{L!B(2EVKO!Q+2yn5` z!^`G}jQ5fX3fi zJXctAkswn=@rKK72(AgY*`%YS9}+}9u)4%e!B3Rzy`YsiA&iRuXGOvYod9FM?=SS1 z`lT1UkA?Jr?bPQirgEsu(?kMk&HPPJ&3Tu+jC1rVI4LVjg^VAML%eNemdz@ndynQu zW34BP1i93i<7q_gTH^FzA(hpWD2ju?KbLH%t;$@VzZp3Fr42KaT-w`A4mkwldUfq&BPGmYCV5-9X^)}RzhSikuD!-Kk)n%nY#@tO?-qF zj2MGg6~BKuYfyRas2B9v% zjghF9DE)B3Xln_$Megqzw~8cJ9oG{% zkcsrRfS;Tp3|IMzbHjr|73cdlE@I%-v%mP+$@CUMLZlL?6y-fB6*J@0J7lLg8;o)pJxFYBOXpRMg zF8MyeaS?xXrO7^K*{p^WP}{N&uJ7huwstp`lNN3@_aW;oL5F&x$C>dmF;A(_dfLA( z^v?AlV(OtBLjoKagUyX+;jZ5(cdAW*NkMjykkl@NLlx^h>TfK5kG=_1q=2HEe(Uw= z)O%=Bo(l>?;(BFhlm4J$ArFJ=p+$>T=lDiH%Omn9fq zMZ#o{rr{>8Lfc9A1Y57Ezh_`{yJZrr{O!kM^EFlte2YgJ^k-Ar_S~2*S>*=SkgOw^ z&xI!tN`=AR_U_muXl(+3Jg@6yp5=Z_eV(kidMJX^#TBD;0S>hhXyhv$xnJ$C_G}JI4gBtSyeTKkK1St&uIIms z_UJoigL7QDJQAUCoe|tuE``upc*$X-0ZXMor~H; zn}-zDN>z!XXQ{`WUZW}ly|xrDz`u}?Y_tMfPMxWc$o^qSjf@>!I_ZyVdgGv97rwzO z_hkqX*1Y9uTdGppaN1*Xz^qHf347Z&0OR>bqN$6NwH=2ul?)*_*J0~~47J}KmIPFc zF>A#EB3kJu{NaanCv|qqVrd(scNI?o1H2)uhkBYIjC=CQv^Ltk;4rvly6{kmVir}z zvbW8-FLyJVPC@3)ZlW->h~cY->!wQJCk9wC7r}1e%DEAJsDW^iTYV<2s)8u zvoI}{&IVu11Vb>A)MX21+;sh5`jQ#Sba7bNgBAqbnBlJbA*iL_axp`bs7Jz(UL-W& ztH2ZAM8EGtlKlqcA$=kvH<+l<&Y0wTVfM{nNOm6n00Y1Kl4|l{jyf7h`tS!(NlfVn zE6*HtXeevLh^u>-q&hSB>9ZuH-@<>lR^G4+$~^B<3Gl*NJH^dr^@SsrKBU>Gdd`pB z7F-fS%z8dB1@$KwtmpFZ*id+qmV&_LVGfep(ZYm->cgsAm#6}`p_yy`xMB5iKaXBP z&??yPqZ5fBDvDMv3e0GSSQZ|l8S5~PFStu#F}M;`ZoU4Q?6wJtz<-PC`iKqw#ypJr z_+c*M7yfYyKDxK<>Ci1Z$Yto=TBJ`k4F7!p7E4B>tOEQy-8G)T%LfucObZPG77t=% z#)fPNT^%gm%4_S-8F3BBDAM`$_I3q`BCbH1hE@f{I!R^iHffSOdy(A#iGetZlwW>5 zDz^ep3M28#J)+jFBeCl*1uETRFV>~&k1Cq+Vt#;bx%WiXNeJ?ZZB<#IE_`^6>AF2^ z4AlMb&J<}4O5!5^UhW&AfI&m@sG`ZsiC{_s5gkibQ&tsHad5Y;=%ZPG2EW;l%GYF| zh8g z9oFlc-S+@oT!DHsS6U}yRv$BpcbO%X zH%;0_8O#P~!%sX6&~Z92R>zdY+0vCJ_&?q#}I ztY%6m=9)%>!c&3H#`p?6i;e+uOrn4#s-*_|I&}@#9Y1a^ zUB?#6GwaY*%kKGWraQ)w0RhWUEL_b(g{5tVwGpN1d)DO0^U0Hj zug@#iE!R&j>zbeadakrGs_f z@F{evCWqaeKohBWS#RSp9lti@#)EeQFPAwz)x;2&n1RQkJnnp0!{cbC%4mGf5$yhf zE07yc@q67w5vR2vdthuBP7%bTen2Rj%@@~D#V|&hVTJ#j!z8fQOTU7A+x*+Vr3@bj zq|WeQPG$s(-@4^zYD^WVTqPS0wuK!5mQoaqP(L&Wh>?;=Z^5f~6pL z)d#oS%Lf7N%!qh5@j9mVIeVXk!C9Y+FaOAW|K{ev!`I6N{nOVp0kykS5kdDYJUUG~ zZoxV;Ljijf20)03Wl^a{37LP1x8Ox6pzKyI@tW>*bASXqubSILNzRCxGw{jY(9Y?Z ze|Tz3TV5MbM4Je!|E$aluIX~b&WccYBbC4h4S|8V<7Pvv+zUlJ+9H*EUn>Utji!h) ztYNK%JBV2SbY^Wp;ne7U&0?!Jq;`0NT6J|j5>xXYO>85VgiU9&0y<8#MgKsFu^Acp zoAHSO)@)6~tNC3C6BxJDYj+Bvd9_Os0dDmhi}ud$@{>W{?7~hqN6V*QBVD3BlS4rJ zIs+>1OvSur;yWBWW26IV-Leuh4jE>i5G_Ogp%0lC-u7Se#i(UfC$x=?-%=`Li2%(T z6m&pk<7rHo6AC9zc<}KVzE6WDRtg~$Ime+=MY@{c@~H(Rg7DcA%7k-?1C8^5*{eE0 z!nmE_w56$TVC=bh~jSK&f|A1Qby6(KDejFFUk{eH&##rSEk+8@;F#B_EV; zW>Ht_4weAyhc9rubpFM|^BEaTd*wCKmd{}F-G#~HU;3bO;i95;4ikdN(Agz^b7^oI9TbF&o zU?Yz1I}lu+qKFdx2p)d-mjiLjqI+HfVK;Ua!WW$5$;E5(OY=L=E752{F*Y#@N3Z`_)I9zVG&vkbD^0SwxamI#QeWw zo43^wzV%Of(gW68v#&I;+sJLX?V5ERX~HmKHTetodpAho%;>=q-Yqxgy}$-JSTX!O zX5^3h&c?XY8jKApE-~+SqxV(4-;&1`QXL>c0TsD1qMgIHd|hA(NoGF6dv^U<`Fhuc zL&?z-r7MJjZ^8)sEx5d`4kKQSvo#N`_<+1N7XGgXzUI7$YL^=mcX|s8&h1X(34%9I|GRyOrNeI~upB$cJD82F|7$H9)|VEgaPiOXP8w#cFEt3(IDgBs zMs&><@IBdG0S~4{%3AzG|Geqp-MLl}dTr>_mv8z+7~H-!Pq(|Up?*#KiT2kX*w7m% z4ARw{gL4vtKqQ|q%GgG=kxbEcAo;q5ZfZYscj+kW6K305`a&qNB-!9JET9|}9TKx` zUNB_n^-?3>?A5|08~^-*I=>e?+PC939gT6lPcqe=q+KptDo_@nkp(U6y3QepJ}v4d z$~E}QGBg^a1!VyU0-BNRAm$wm@EdOhZ}A|_UMoyEtVk{dd|{DfBNB69i%n_qeQgj; z%4}4tO@No2Z{ltyi_^G|7UqE2+qlMTK@;15)l=q~ZD?5cWGKnh-StAa_qODNCEja^c}hHVu#|NGHmBqMI`Y{JvaJ8{E? zO{8D2aDs}M?1bW}GYFArTZfWQ>dA+8Y{$ulX(!>X43bjY?dFV6KHmwCcfnPwZO_vv zt8M|Ud;2>Nitfb!D|2}=g>XDLAR(wad8hY1kWrG~Dnd#On;WppKiNHt#iYSCL-xNq zS|A?1TTcP|EN6Jc3JAJX$cu*U$QY@EFR%{HP3pj?!Z=jJNqi{%4*u&yeOqmZre@83 zzpNW8DpIktEFy}((_TgFjC}{(8LT#`QfA!zYUS2X`ew|Y=(k8qj@fxGf>th$01XzM zpxmZhooDQA#AF@XwaP~PUEYUxdzpA�N>W>K@-3%wpS_Mhl{&Um{+g z*cD>;ynZ_Lul9)VyiTs~T)?if<9|(IJ$9^o)zz_7A;t4A1gH_b%Y90hKmEIv{{C>m z$oB$`(u{vgM#&J$(Ok|co!a)d(qgatgEwpWYxiLh2#Ibp^@*N@A$5D&LCKQl8@BIjnh#_M^q!}t#6KZe%lpb(&d+y6^?Cv-WL6_wKD%CPSO;# zZ>yrEaSfZP>h1e6Rk+}r_bzxI!3;fJel?AJrah5~=~#0!y}U&+G!E8+L^Q{mCR!E> zDKX*>iV(+ODw3YJ|J4Eh9p)?x$SArGS$v@kZ(1;A+09RE*m-gF{H8_?2;X?tNKR*# z`M-t|<0PDDL)B!9DyPplesJ2&>Hs+il(UO>hPbdE_?bAXMX2`=iAF}9~h7;JPnb{7B*c+b}h?hbJ{_H@UL8TNZ^XE#x=xT&dTc-e?LbDWG7v7a$)2_(un6SuN(I(Kxd?OdDjG+Cfsp$W1kGd z*OxQpL6DL5&WZr8HP_xyO$-`9x!=Q_onFpa(c}6H8eZ!7O|?{3@GA0(Qp1B`F5Hy@ zC*~c<10HPiyi;)$Gk2l4{lRd+dm90>@$rUT*(PX1JI@MEOksA(&o5=l?3k?Wz>C9G zO(4bXjw6!w5_%h>+@_M4<~1V1P38CP1dn#8Z!CYJR2WfW0(4GBG4g1QV&GrY6Hs~{ zY08Wn;@>1Ms zYwg45p{#GAY&!!@u#_?371_{v_47h1a{go2m);*NIlWb~o+7MRJD1?n+TD7V%zmfG z?GnT}nGe=Vq><5>qX7#s>J`eVvO9Xyyu6*k|HCZ|VDi-F-V9U0zm%o8x!lm-8UM=( z0za?N_pctrrYE4y_Jaa;XbV!pnO&AQOV@$enk%)oX}#NZnzQk6O{ac*K!op(pPW_{ z9UPjIU0X!icjhcVhJj~iMEhxp?4%a6x`4umpU%bT{Vo9ZhN^xF5pTK}+*Qktw?Xiu+Ozsp?E@4(!>fA!7Fu*EsYZVrK7HQB3G2Yhtd z2whR)+Tmn?_lEj(SFIC4HgZ=LNU*MhjyswIN-3GWD9ObOAtxH(98d384}%lVEjhE zgiD*))>#0p)b zW$SqRA?KG~F75eG|EWOWW&E$C!WET`R?C$CDcS(Yej9xMjRMQnmop`N!xU{t2=zE&*Q@sY(W0$P}2D5H8Z8H z^6)$PH_O3^yX*u60ZBi?*!e8MD+t-=!&f(^Mz#ziWitrz%yO^fJ7$ zq$WQChx1ZlYrD-kgZs1Ne{Fx+u+}xnb7h3$CXzUGTT^Joc8)SXZp{68wis3F@k0JPakd=pj6&J4%qNrVS!uwo5~;9^+8QR z=JTIlqCM^ED;Nq8uzxUi(|gGC3O(z8uwRFJx*{IFx=}G*GC02c*QOjeIaoh1t>O(_ zt1UcV=)m7IwcX`W%0d@j3O9}YA8gn)u>kv+&0lF7=qR5{emLk>;<;Pi911fZo3nU< zbpL)Naq##JZZl=N9S!P3VYUqi%a5wcLA#$boqQvEm#}<$i3Ovvi|u=82?9&MTuOjJ znCt!5^S871Zc)gX5hUhArMu`Pq`ype|5ko#Ov6i)9m7P&;1v#WhqhupRv8=p#p@3{ z{SVI4fK7HWMDhAxDi5Lqz`qLX{x&Lbw)t1)w!;oWbT4H!#EO)~@eKZu;^_-H%u@JI zO?QR~w?TbbfEYMM__<;5VkcB*crkOQLlxP!sVJ|2=^ZbtS_J;YlkF|}kn*)La@6ie zXNcT;9ck-~-Eu0g7;6pMi6t$Fvr{Y7>g;2DQYAZPj~>)?%}k7PN%#`PIp1&g6;JqY zAN!6Ntt5OnB7NCh%O-g;K3Hs66jAfyhkjv@ZdK-o4PVL~Az}ch_ zwkVsc)THAEeohmjZ*>ryo0U7P6oxKlWYdH=KLgeaoH#HZM*z25Tr~TK z9>G}9PBDQ)3r$9_6zz-!*oGeug(cC(aG|4)pe^-jV-8`p8L>s;v@v0LkSlWJ0hoyUriT03Ac@@aLM84J!0E9_#Y|0YZHW zK3H`6^nGLrGg^NaU5BvZh;r?1c!lBFF@4+k0^oEI?79sw08gQ?ifx1efI?eZZbJ+} zA+|_r8)Iied#*!zRJ@1M%9xAU#kT2y3q2dT5k_n}2|CDaX4BP)GH`Dnx~cr9?gm7e z|B^w7Fsupj;7kyjq<03pIp7f1TYIoBl{ZadL18o}9pSYw`g|t*Pa#SZ3tUJkim2Kv zOmfSzt|Wc)Ej;$;ToZ^Mi5Wo*ht@(9*zeX@X~Dlo`AYEGKu<5S-+rgOFbN~H!@ajH(iic;6#$a8)P7ar%wRrR*DJHu5 z2IZM|s*N=*(137FaUM04?i<0535EcN)gUE!<@9;pV<>9r5T#<^r|0Ft9CMyO)|=3s zjKr<%o0C!3UpSW+04YhVbzZVGV|{62%2NA>P`S*}{o>Q7Auo)a|GV2T^PLS0U`X+D z?27l4B;hS=bL3W>P4nO8i0}A6UW@IVbpwvQdbKXK>|Z;}qSfT5+w2DzCUH4j5j;LJ z0L7@T{_N@!)ZH!{07dnJAklw{TN)pM`M1;m7WYK|*$Qsam&cznhh`qd!`n$|i<^UHKx2=3w^-`WhMQ*>%Wgu5G>m zAe;ME2g%=VNKQ5dCdFP0hjEn75~V{wadCq-F5`bAC<6 zcXRKE2k1L$yEyotqi=3B{9dhdJCZzc{k`p<<7prsr&(~RiUNJ=(9`q(zB&V*IkMoC zM=yrD+5T|vAep}SbBsv~d`C#e>}*#>{}*dkUOA_)Zx=9Espf?{_ewy}#<$_6d4*-~ z{KthmO@sraghRxRoTwHUcErI-`_-cr_Kbp>XCdSt7Yfg_%h5}g@?}N>`Z`V zV+;AVob(&_@1aed4z2CKRt)Gq*1B(8nWBrm@;~{0kiI?yJlhREOHk|lr9OSS(l#n* z4`4olR7Ka6WzK=0zN08Ho)4cxeLok$nD)f7%f&O9S)c=+83c3q{6PK^OL-}%uF*nvdD@+Z^Mirk_-JJkn(9r;T;Rm_=C*n!=0B@Ew9wTY+xodJOEm{qNz*h=-?tjE`;Qy(Yxo*Ek!^znUxYuPDrf*l;t|BGk(=|J6F1YG;+QWka^g5Q@ z4}duKAM6oP#Zo%=j7;O}Q72S6bR=g^;ZCSVgj)9xLk$~~WW<0rynI|TMCv*RM#$$S zLYgS9%A+_SJWolTs~9k^n{wn~=IlkJsk847G~5?oqHTdDUFC@jfl{#yUaQ>G%MUxs zJZdEd`$&qt=;97XpM}vGTdfzy{<22H&LYE?q&nC!w%SGyR=HmrbN5P2_lij^wGG@z z%|b#GtR+34p*|u|=MgFR`|J%pTF>aqb@d?XuJJjnSV#FFW0Y z*p*-(RW!!p#3n}`Webh-|7t@u**|-e46^Ds+&FoWhXF5dGNvhYogL#x#E@WUf{h4R zOo_*wzmL}Osez0nE9bgcQ&r_VB-C)9Ri5@$bfJp0>_h901b2-9>IwL@`}TMJ_O+8p zeWV_(u&+*W)%coj%drSOWAs6qF(uGz{G|TKc&T5^eVPgPI`y@dk)x6SF{1~# zq5HrAirFneQGykqjdlR_HKTqhH=iejdQK7Vc=z(ePgilGZn2@~b-jGZ**=P5@4mPQ zrsnrrHb$P(#Sd^G4vW(A-?4Sd;?%tM(eO~Hj(+w zLx+q3;n&!Uwf)iXg@8e=YGcbJd=~J1+h#+a6q8$mVrYTyrGbW=;x`bv_eIo~bZ6#l_=;tE-kRUoVUC zcP^lsq}kVBpg#HpEEsV=Ac8p5cxXK^GM+&lUhal)>Iu@@!ezXTR#J)xVI}M2Xt)nm z9_y9Kefl6yNu-YTR7&!4pw$<}-Xf7fnZV(;I1viQ*k9Uh*cm;#<>)%`vFxnL(Y*j@ z%qNGuTpK0y+P|^|8bY?b3s0kG&30Zp(QKa~q@MR_a$yMDQ|!0%l!=b-@PC?jHML78 zo*6`w%F^!lbH}6w;Ube_oG`F{1`jyOy)QPW)rYhipH%VEGN|swpg%wD0>78!=~9G(7J;qMu*_oB31+2lWfrNP(UXUB~j{+J)MK$Eb>mM8{4Wf&$f{ zQz{vD-sCMaR=c!Y6rrdqfeiwWrt9DHK}q$r{p^%Jda86C?qPZ6gG;O+4|%Na9%M3d zV4hmL;%TGLv7a_svkIc*p|cdCp}G7VTxRY}n*F3&vD%ffwO3M!He4wqK_3`#kr)9R z*Sk5Fc+pY!Q^FLt87UE8)AJ81>91N zrfIdcL-fJMeVGA70qI~+7%?XI@N~D=*IuXuzj~=Gf=ef;G=+S@p14C{$Evc?t?L?s z#GE0S)U=l%P%NpeW!1CQUsd=4h*2g!mI>E^^!j-w%y&^*WO98FS$3MyqJ4;q19&~r z!*jK7c#TGNS#_3vzd}0l@q|x=K?l7>*j;D19<@=5%i<7t^$>6AX3U{J7Ic)@oP_O* zCi%jl3?{5~X<=hkurKsgKW4Hq3RU^+Ax=Q-;b5&uw2l#Sc&SQ#{c6tn#>_K_L>)Wh zbycL}QI8>tR7NzeRw|CV74 z?QrVF-?`IAt*av%m4a`mPe~KH?5e`TFveelHFKlpaMbEqUy9a(1k1at$2@NO#0JVe zG%6>BiO4af>Z~<=7+}v_<1Z1iq40xO)n_1Y#_BbY-YHd6ZX1uDabE*CKoFu^@I2XroFilGKz5Bp}IAT;tUc8xLA|=03KhvvV z(3s8d!$-g8jb0{}BA+=i@9iEqXPm!w2@)4-<;ZhDzY1@(oQ_acy=C2dZKJiDK|>S3 z+4>@aLu-PY;dJ8pkyA2XaA9rvXl0EtEPBF3L`KK;*^ldx_Sgm2jh4rfSZ&$WM5ET) z>(Yoctz+8h1oI&_rH>zPdhHMg7(507s2BM`(H_n z0Q%V37J434h#+*)HG~v$hl)&&Z=lYY*JdHTO%KnU+x*Gpr|uA(G{G9YGPL2)6HN(y!L{x% zw!H{d)9P>Y>6Ea>Eb=`s-(D3@{ZQbpjGvxGElf;f%8BeY=(gjGk|kjGBb3?Dpu>#`16H0ni^gR019EgT%c@!~{f= zm8d%EjO_l<&Gb9z@LcOoD}F7&yQgrPW%xAyUkfR<^+O12HgcYImH1wi)#Ye_ATnhU zLarwW%>xZ!xf^MsbaZ<=Y5x}>ik}}*>e4zaoGIj+SWNwn8!&kx31H8{@8;_9I8x^I4oC{j3Z{aJEC<`rN?*MO62YY}?&ru`6(I9nw2vy57nJ4;`ch^P&b z8^g!_Rmm7|Zyrq3yeiDMJ@|*IKSYMN*??``za>fBYqE_6RSw*-MD_4`?b%;I!^=~= z0*+&Vjksy01iLUnC|Qkji#Tx5`V&%j)Fc_?75KhUOa7^}5UpX$O zm++hu$C+X-h&icMk?MzoBDJM?ugKF($A+0}7RXNU9coC4uATj+kfJP}@q?Avj(YiF zw5ru9_L`nV%*D$-ENOC|16F6q${$$##NG5~0X}eCT)2k6Db&>h$?R|@2{2t`#dWEntKk;u3UN0-dN)rl!Hyc zupp4iG;`YETnFSf+!S3)@0q0fQhcWD+%7pY%3Pl_tNQiLF==@qo^<~0u~44V-3VhC rtK^%B>nXNaNnN)8FXwlv&>pr>dmgiU=D`2LpwrVf(kj-x^W?t)K!B%P diff --git a/docs/reference/dkde1d.html b/docs/reference/dkde1d.html index c4d0793..7472e75 100644 --- a/docs/reference/dkde1d.html +++ b/docs/reference/dkde1d.html @@ -58,7 +58,7 @@ kde1d - 0.1.2 + 0.2.0
    @@ -169,7 +169,7 @@

    Examp
    set.seed(0) # for reproducibility x <- rnorm(100) # simulate some data fit <- kde1d(x) # estimate density -dkde1d(0, fit) # evaluate density estimate (close to dnorm(0))
    #> [1] 0.451555
    pkde1d(0, fit) # evaluate corresponding cdf (close to pnorm(0))
    #> [1] 0.4972006
    qkde1d(0.5, fit) # quantile function (close to qnorm(0))
    #> [1] 0.006201171
    hist(rkde1d(100, fit)) # simulate
    +dkde1d(0, fit) # evaluate density estimate (close to dnorm(0))
    #> [1] 0.4780549
    pkde1d(0, fit) # evaluate corresponding cdf (close to pnorm(0))
    #> [1] 0.5156368
    qkde1d(0.5, fit) # quantile function (close to qnorm(0))
    #> [1] -0.03249129
    hist(rkde1d(100, fit)) # simulate

diff --git a/docs/reference/kde1d-1.png b/docs/reference/kde1d-1.png index efe4ab16ec7dbc692222c6a49133e93425cc6f83..1beafba9b945d68de976408ef0f8cd34bf3265e1 100644 GIT binary patch literal 45871 zcmeFZc{r7A_%^y4y+SfpQc6TJRZ3=M8A4G>rlc|^DN|-j<`Oc7%%qYsMusFAGZr#N zW+GFD4Euam-#)%?|FMr_|GEG8t>bv#*88^Bv!46Dulu^r>pai<@l`*oNVkP;3yDOc zJFP@MPa`)@t|kH+lrRQy4GTS?oRMB435{Il-yz?2b*w3l?6d{VY1Cm&OXhozw|H0oEBIoOscWY5g%qe5$_91~|MK^4|Ws0b(2z=R> z9xc!PN|k-vF>01g%y;ie{ZVQMgF}p;$@?} zaX<1um-(N$`JcG?pUps-f&ZT+inm|IWzB*kBOPXk8;6I7LqbB>j@_`gx0jsy#H8a* zq-WBHhw38B1L0R(8G@=q4~bf|&)(BbOG{f_UG?8CRO~P_xYF8@ZFbb@&-g^w`*1yF z$}npq>P$s$#FXj{+lVuad`-J>`}XgZRwgDUr@2wv{>mUlx@d9R(dEUNGi8)a%3E)r zxQ|{Taq8QpD__iZvK_zKmT9DN=~8P=xKQkgJAI#gnK-9QsW>!VYFbo>9DI6U6Y(>$ zPKAxX!}WSh|D&ZHZ%p*|Y3t|^(tG#&k!W|rSk~PJ5w=HBqLzD(-OxC7>QuQOOMR@& zmDIDl1@2R}qk-TFTTXiOmRE;ev@#8=8sg=wbv83Jj@WFV+NxLVobQvAno6~CqbU;u zWk^{k8w07Dw+2m2On6Yy*UjDAe#N=5tW1vlXZ-txgeuBsgk_lN9NyXedg_yX^ZWEU zC#g}Jf}v+lXUPc(3CbcnDW4hiPS{7kb?a8n>8}^mqy{4kY{&eR&YwSDMgBM4H_wUm z$6qb;;tUQ9{2gI(?fUhB`U1)%xlcdDSL)i;=i1C@wC3=unMKqp8SKOzPswe2?{>V*9CUHDLnQ ztMBk;#%!nHnVtch#au3hOKA?$u$CHy+sm9zVf9zBYS9XZnU zRU$${SN?|EbSnOxZB~<6_^~1V0_93%GJ@D#RlQZ{LmyXZ9lGUY`K3v?~2Wcr`E9@JUj$fW03st1t+m9(;HoxlT<{3mp`C;ps z!7tb#`abuZ<|m3=R|=B3*M=ycQ)XKe)X@kC2zd7FnGONZkO%m07jjeH{XYgH$;HD{ zQBlFe!;_knr146tv97MJsw&NDpjzkOr9QADpgH;YZj800zrQ=Vm7e~wzrWMMJ)N8z z`S0Ijyf59>Rs{tGxns9cu0BI<{4M(S?c3&*GrA?NMUAG;wbxr;Uw&`*tG(FeZ;EQ< zbh~*5ZaV}2gPWC+@|`SscSDRzBjiE@t2YX&S%Q!~d_6Cv}C*#hY`Ob^ejAv+x!MHER zn^xvJ%osD=v9-ONW&9{T-9lPXTSrGw>&=Ib4qftbi*}8Nih^SGBPqk zLoeRjJZd8@BO}A$`|u%um?7meA$yqVz9YYolWs@xpAZ-KQ?jzk>{I>scgOK}(J?Xd z{lkrko;%Fh<~}j0@zzmdR@O|eF)&>vT#z&K-=1bQ{ZaLVXT$pSbT(Fc<)bH!!&YB^|C#xD%bsGF^XG&0GdRSo45|Am*ZmMZ;Ocx` ztiQMSu=QZ=-5wXwqerbLI`i=(7EMW~=O?;iVqy@uh!0}rl9G}>QC?%M8C07#d3t&d z(8eA$IqT0VAW}cBDBbI{JXxv*@Q!`8YA-csT@QzJ06x?sl&a!+t-R zy_6vj1|&1NA;}|Ji10pc@iZz*_gVe>{Cq5^03V-U*gt5`)NN|7j*T;fqG8!x`26{E z?CMx#Hc9{;6cG5*-rnBQlIu7(iezMk5VE!XHe#bQM5#=lV&ChAko_$(PZGLVJJNadcFD~am>CYBz zSC;0kxGt8rw~Gr4|NfQNQ&(BJrr6Sp7R$A8~m9p+n}sf0SNvTggd5Yv`UI zNAy06(-jhWr^(qh|9>YuH2J53rH8PV-L(*H7}xJh^q#=u03Veb{!gf(}bZuPk$TQ-l_;NMO^ zABjFx_!+oQPFb8C*W6V|w5Zc|fB*b)`TIv(OKWzlRj8FJh*Bnqeo;^KPRZfx zp9z3qDzZB1wst624|jx0gFC7?t)kMAZ=HHJb!Ki(py31Z)A#oFXVNZ9sMh5nnBs_i zL`VPo1jaH!ul?Az{4)K08Khn>qv1s5HJ=Uxo7;; zMgHr+P}NtpZtRZJ(0Ol{?(;R{N=Y1*%Q}*}-}1uG$5T^NYBDP}PY#^fB6Yg%I2{O% z)aEo5fW%s6OJbHfS?+W_r~+;xDl5R@Gcjw0bAnj379jDC&_kEb#)w~x+lTbmQ{*(i za>?<}c$x^-;OXHVv@*-TJ(%-N8%As{7uaY6VydgFpX+{z(Ijs|L5PcsYt?s3mz8UI zec4<`E~v~@gpY0$$=!JC9!dMT(Tjlf#$TSY+~Kpdw7k$LY+Sp8`#bJP?D_~f*N^4U zjon0aU(*qtYEltmapB|O;9#KMvZcDZns4bQR=IXcK`!^+1}Z_FY}3)NX_1kUoTwX5 zTvwK)Mte8Wu=*$wSRv2yiWS2;67NAY74IjDpKxYG2|G+z@m$u^OGr#qdnWlkLEb+> z?LSNiirDd(v!Vd6e|~k)vx)HX@$qqTCSYPXTxNqFJ^E5cALX~1gCjQbs7aWOI*H`h zLqz7~0u2nEo}QkY3BPBH{^IZaWGdD)uJ-!Kryg`s?0^OJ^=f2Iz@iryU!s7R@7_Xk z4>r~jJ$(Cz>_w{cPq*gNZrO7F$S&+u6J|R47kc^Ah*A{USLsM^EAyy>0#}NoFYj4L z8mLB^A~zOLKLHv-V-f4Rba4NExo^>!6G>pKQ>o2#9Ma3bd&?f}5NF;;KmI;kc#vNCaEz!EI})O=MP1rs$oZYRlLo~S(&a8YJH`B z-Q0W^6H{}%9F?1!n@4G!Edt9gXxf(Pz|Cf)a51z}c?b~!5s_@*Af)*yK%or%qU^I9 zNwRmS0TF$Co@40VTX%o012iz9q45t44D9bW%sGk#opq`)PzY6b3pMr5V>d#4Hg4X0 zV>cDay$?atSmNfUqEc>RaOt&PzPvx{&Ye4{==W$y9K{SDVy0U(val$!8EHbXzxY~D zdyJn%Vh)d{WAnRi)qI@p)ibQ#%|uh)2*j6uq5a|G#LEutr%uH>l5BEiW#xs`vtr`n zb|X#6Ck90=nm@P(A}?9^_4x7A^Idvft3pR|KTDX9);{zE$p{>=9tZJ!^M}HERG8~=B;0i){#P7dR*pX zd={3LSjY0R&6+>g)d_NP_8~pu1A;A+$V^Y;OogxP*|SGxW%k0p&HBa8Vp39FpFb-& zaFJxSL!Ul%T=;zz%e67I!8A< zu)Am=(j>%XKNe>LGoAdv$cV#mLwsL^0}9Rc&kqlN`hb`x&~<6)Ny-n{j<>xlWop({P?x@*^?RJ)uHlS`}SR(3lliL zb!(!ti&2;O;^?98Z%%sAJ-OS>z)D3JU+e zef!Rbh_bmZpOcjQRIes@Iao8jKQ-2{BUeus#KhPf8V1JZec^MXr)Axj|3nqe1}CLd zS8%ATEKSF*RmMnouAD<2{mjcY9T*+Wj*!{2#}&j5LKZzjSFwxk7?Rg>W+o&iYk zFTEnioCntHNpb2|kDI=8yr`2C{8)z7gILB&C5N$e=UiIOrgwLKf{W^WcW1w((aRv?)b5ZkyArSm1*UiEi)hb|HA(-P&z}d=QlH)Uo@s<0 z+}Xv&#n~AZskg81nu&>t;|BxbSNcVmm=?4RErKUVB>D3{_Ve884%s8c#iy*39r#9A zyIAi=3;%F9vWfh}6{#ur?fQW~E0Qg*oK_0F)x~urGj0aIo&Ls#vjf|HGwqJsKR?qk zr0M2O#GUk5!nV$}&{e6?TV>cu>xGp4tL^P|AV4%eckbLNE-tPBY&y7?MB)`Vf8l~! zjJOd%2Fj2#ozm$b*OmUfo}{aC-*a9z@R04DoZJ94PM$o8%Y0e!-NMq}VL4E~-KbS? z>Q7j#D`VK9^(1w+-zdDmishd_`&Hr&z)&o&tN?*WnAhy(bSx^yV6%+BU^2gk9K1m0 zI&#Enae9FJ=?)T!<&>P<(IZEmqTR|UkUV-}^VX0nu0aL1Mw8tM(YOioOAORox7Jlx zJNCjG(=Rox zdhgpi)y$2_FG7=2U;qEsOdBrplH!>8KAa6?;;CMm>-(|yz1``bpXJwXG^@}(?o8R| z?cuR;v+~TK)t^_07++uf4X)>m>m?(#DD@uKzHMW}9EAE+9*OmE^`_?tTP|!AzV78b z8>FRM(~{nlnH-#PyofR4ZsT6gfPhS=JP|Wa9yR63Zmap%!N?JDC)7m@t?lesgV4FM zUVCNsl}Sx9{sa?=RL+0kz#ynukaBZlt!|yxv95g9gFc>~&MP@Kqe-J3fI}}@$LRM+ zMu5$kZ$5TI$sq3CJ0&Hb*-`G5}=T0a(#V$h#pWYu^}Nztz(J-?Aq(au!6jkF?;hY z!}rO3GT7$k=J1nlVBPflGjairbB2@pX%|)gOoX~E%T07$*h7uleQu&cG)xZV2u+gn zeAitxh72_65bTuXWBSjRh7QE8l z|JY$Sc4^27FqW#Z(p^6ceiv&+0$cBF27IG6-_$%1da3`9#nj9bH5q|o+CP8(2Uf3?c4Go zv_Q;TEkz`s1Fz4Z6#!SLq49O3Iki4UVmkmanzgVnV+#ulb8}s!dxb}A2!{6s1=6<& zU{$MIcQ!D;^Y5hFzh>E8VcN(x>N*$@8e2$y|`9#iv$ z#z=qF6KZPeO?&iShVkogaUQu9tyla?5@?)vBhmR)Cqm-@#Q6?J^Q6aSxA#+171LuG zedGMrLt(0n=H})?LP8#;w|{)N_wgZzq?W$@$y+^P=Mps(5fPpz(dEfH7`Dg718ur> zSPu8eM;?|V8;+d6W5fSe7&(b4=vPPHcB{gJzj7@yuXMoINi;h2* zmlPicCUH3|8aecO2Gh=)GAc zE7JKh&cMT?UHI-n*}MGwW0u{^E$O=V?%nf@zBa5r(tVkc(XjJGGI5jl2rQ#Mk(8Vq zbK=fNyvoY<|2==|KEi-A)BY{??{v^+IyNrOU81-6`|V@Sh6!zVa?&o*&%Jprk`_U- zjbK9t&i)^ih(@gZiJGycftc|_t^<6v zxZ^Dk&`-NtRb=1l%kU7mI}!3|SNUfJ=@pHaN`i@d_y+%PFMyyRwmO2ftH|kYugT7% z3gUJl=B<@?`tY!(m zOv#re@~z}oXE@}EJ6%V))8hV{4RJM2WG+QttGSCNL@g6+usF zAtZTb)_*^GMdD=LGXVyM>Dr@!xjNp}gF{29tz&tXJ+8=moM*nid#f5NsF3(@=l;k@ zza~toGeLdDIUlxYXh_!-n3}I&eY^&-!@F7&bpe1WIXM}?A@RBOnHat^Pb(K^rU%0L zh}Bpo_=z}nFljP(`X1QX*5(2@|acQrpXieAq@)k|w+6M7PkIh@zO|M>ki+%`Mf4hsIS+`zaAJ<-4d8}HX z5HYnO`%~!HQc{zB8+or+C_iG;;c+B5SP9$FkY~>bc#%+-+*~#Oos-jgsJiRDd_6*E z+Jh20{ZKS4V1v$7ZwqUJB1D00VkeGIWaOZv8c|k{^jJPVXgcUwZ#~rP2msY3Vj|uvMqAX z_xCv=Uj6QlPK84fY73CEiLvqO?=t!=DP!#y3yTI?1hfmaO2Jj^{Wq%Z=wqv0W3Emc zrk$7X5PqC$HTS@$Hi}0)hF_0Y^w#r8C?Aq+l$k64GB+mSm(<=?+4fe)q{@TB>wg2N z?fdzYMYXjcM{=!@i@VC3gD(Q}CHXHZ_X_o>Y=X39KJ+iV|%%+n;zqYirfGcawxN_;}&uFo0W(RA+ zRcx}KQlnYEMag4S#edO3_PtQLnW3+vSS3V7<&93k1U%OFO!+SlAF)-{2&ovS)J7&6 zpF$MuqHITTkCVprtU+R&dv=SP#-xy#GoEb=`kqx@t*n_5cGM)~3o8F=0I}?uw|**! zIZS7ImMb$5-CZ-YERa9n#TT1f0Q()BIp2Nrxq*t`W z#(=zER2;JMEyH#0K~@$mhu~(9kl!vtkWtS&Q;fakM}`^I)LGIA#8n+9Ifkvf;32?*s=*;me&x``Cm znMiC*{v#_jGyPQw&AY{Il$0GB8z5B!-Fka@DJUqsh`zgQ|MpFw?O1>NG0OFeDc2v| zxT&h@$@%xW3yYWYt+)jR>l*(pZ3SN;D8=I6A89xf?B^c%`_GQ?jEtcFtTqEV*h7g? zYt@XS5BCUYYJwzw*k&!+Qb+3Tou3NjGf#6L=;f-Ozra#Yi*kOkz-m;t%<$H+*U?W=@QRM=3yi)WunI{X>e4xOJ3CJXL`%aO`Zf{kNv`AIrFf)xXsuuYy~| zzxUOI*ThIPrAJBreMOLFY>z%etiSY1>)e>(78`H^(A;`^d*K^UQdQ-z)&R8%2J{@X z^KgFc;NZx`#v&(9PJh-k>MbPMMFk>@Xa|LItAzXcJmjz}KpVb?VdQ&Os#iR7W_C8a zm{pQbZRF7*bjeQvYI9EQR>=o_opL5BfI~+5@ZrXa3KM{!m#$>9 zQ0B-FfNN;D=^L0F4$8@U_!O?K{*_r7VD77M_2{C}K+pOUeZS9@T9{ z`eg9Tzbf-DI}_Ct>PHdF!Ww_POPiwlypzy=C5Gb4%D#gh>9YV;%x6y`))tKB-YY_s`E-K%D1VkTu?U97BO+S)@0)C3!2HzLn@Q#O0)Y~9-LUf3%N41h%; zYO#6o-NI|#x^=+x91?an!CeDEbfZbeprMKP%zgksekx){I66?Q|1K{Z9~5jf*owJZGL7nwZ@E{o^DW35X50pj5AvxNaBJvtJrXy^ClB&O@w78$Y`j z>&j+ka_NgfTSJMPuO}5LZkz&YX8+D!sHzOShbCXD*%R_s*ZaE}_yfk2c7;QS;Y8qY zUAU^MS_=U{H(5E9V9ZaPXsfCkd7>tbvSH|I_v!1{TxgGz8o3?R`LC2S?vG3NBD(kQ-(T@?=XEo)$ok%6pC74M z+1PAfG;Vt{Hok?LBpXk`dDZFK`>Cm$UWD2^4(fH_9z$vpN-|59ssvqLz$N^3wotFxjvvDVnBa<&Q4NV$4lfSJyF>i#J9T9v^RS zlN4giw;g+W%se|_14(v-Fr~_x<(fPOM<_YIPuT&z(DmHBdTzx)IECT&HfK7TIuID@}dhkdDKNwoLmo z(Y%f;yAWu3mL-dWQ4p5KWU-wNK)p~tdzR1+y*XS@K>I@McJ&;1;Oz~UMGwUCFJIE3 z(LhjzX!Jebny18#M9RK15xsG<-=jx`i^g?1{r&xfI*b0JqC&CEG+DRIt0_^j{M9Sp z++0vMH2?kAAP%UMeA-p?svr+x0K#_r3ocmf(u+$O#dm%Z>CD^P`|fxf>`8}*pyz4c zCSJb*4#Nd>!`61EgJHPdd+P8G!^&-Utg7=_nVA7CiMs|zaAQaM*C^qW@Na3o?R(Xa z=8y-G4`uDjm@0<2m2jIOav!rD8(j@MNd_cCZrRPmbkuRy^g@jR3gO7e$iTqBj~@n( z#@JJkkza52g>s{PEx~y%bl7Hk(yhlW(w6DQ!h%wBN{g>AO;KU+lPBJ^JA*?*lWh-> zNXk^;VnAm?aV{9KMq)Rvi_V8$fw7^CAB0$w9IlW35lc2)UYG)g1+-k6YrTT`-nng? z!HZq2{94;sSds@|jo`Hm6ABMu9{GNOO|*C|(~PIm%IQt=5x3(f_LCu;SwpCPEWM=k zZ)`AvNF%K_yQSGfc5+)?9GdTTvP9>H4p{p34|gAS2|HCXRKR@GMou)o&B&QD&I`YV ziWg21Zkp+VnjC+660b>SCK_CZAZn(G687D@T_AW87}?(5l<5^e+Sog{-$>dFkLC5S z24V3eBqjAIzrP;8k0ij&iQVNimYz2uL;DJ(4KRSP%QF}N%Qk>uJyTMjYHD@HpKguw-6cb zF0%&zf}q6Nl&rEHDh1Uoq@D8Fcxc4*^j}A81az{uF@ynFDF=)kE4W(LUu>n<7I!i~ zXumvJGedv5XRYPsrOAbN?24IGG<{OYn41msxei zNu&v;?L6=8d_zNN_c*T&%+AhoxGh7BJtxB3{3_DkzA|0+kJG#>iV0^Xyj4Tphxr@8*68n_{av&500;@@AW-Wp<^ar@>00}=wfn{n9lO!#wm1~) z1`^P9B7ey0*OzljW#0Zi{8zdY73mR~Pk7X%Z_BcfNcJSioz0m(P<2yMQlxL!)Yl6^ zdBCgnp0>6&{^V=|x!bpun&iHNHuFZPPvx7d^qq&(qka@pm+QM~v$OXP#ik4CnRXTA zlo~9+8k!Bqkh^xGX{B*{!(l$Y(Vn%{yP(=usazqrf&}A4w_4A92^_f9c;~_GLVi(E z%lV$_TboP6UPY;o*9+`3D)+LP_ia&V<&n9_N`a!TvNP-aP3wJ+k4#Z>rpTg)orV+rKL+asf@AL#^o* z2^^PG-O+r3eBZ+(=MhR)ByL#~ycK9uU0q%ON~qqfLi&=%wGoQD!;9S3TqPvlo5Z@< z&5eFbIRt|7CPad&@=c@=wM!Y*burhB&{;^{HUZ#JNF>@?7CwyzPVLB+SCQE_xbtr1 z6ghrtZ(o9U6#_w%IJ)>j|Aby4xbtYKsYhTCc&3IGFg7%dknU(}E0{O`+{qZ2jV)=tG5R&e;weZZ4L`8 zS)OicR-++&1;4ezbf|gn`}d9Vb$8QuBK@3JRmH5l zefjd`fyQcSU0sI(mc{X`?YBA?ME_lhu%E~tyxP9ms!h02W}#J-N;mAmxkPeO-RjCk zK22I08j2jb=O23b(SGcE@nwDiuy~WbQS3Lh8K1dm>f|(a6-$kzrM9J@ELT9xdy$=; z{Z7U#W)n%>E?w_nWaM<8|M~ZSHrxfR2&ExCJspMZ`RQyc!-d-n4#&9VDc@AQ{@5#F z%hs(EsDvX~jiwqWX3!fDW#kmCr1juKpUxtuOILT0+`}F!EKaKg>E+&I4*Kvx)}yom z-VBhq!CN)E3zsuhpUxWId?i5u^2Z8|2E|Zqx3RJ54EF+LtJ`hdTP2baR zP!oLJ{LtERD!=aWj~}lsPyIwF03v)PqQTfZq0~8DFW>6p18Prul|Fbqq;MNqS=M)w z){{&>WYdAvptsxraTg(WXndpgHHCl>qZ+San`T&9?SC6gb{FNKcDsL%hrkKGNzQvK zOGPcJ9`YFPCt3ZNP3}hqmTbQlT;vxpstokD^z!t)3{4Ea#xqYv4o(>kG-cH*kG0q- z2GBB#-Tpygw&K;7>fjlwS1EFAO7AEW#n_yN8}`8}3wLesV@=oZZNvHw^5kxj z9q^Gnw*}i-dv>4yW(M5%2h?{Mxy4Ky;y|c^jp2J}B#pv){n|B9nUA4GquxD#&Rf7j zlC3&yu|e!+gqD`1vo-9A=yA}K5UX&S>d=rv0CP|&XURlIsx9-s>wBTNJe7tO+!A39 zKO;aTG%_hv{C#In3yT6Rp+HW2&muaRU*qE#QfF5eYEjoK?W3ZiqKb+Y?K$Rm$672< z2pbz4b-a;2E>lx~?~pBCb$mUqEgBzb5?j>uJSb7glf$(^9EYTgQv>D82!qSzf?0Up zCFeV>Qx0LTsf6*H;aA}48LW%ZRTjMiI?4rf{%C84%+-$%kXPVF9aw6ER1X+0YSxs5 zPKF)^GsyScaA~LuzS285GSc)uPjZUv!x3#q@Q z#3lg|av?>Pnug{ttlK8F5xs+h#s#j(H6Z`PKc8X$-&$yYVaV0%*Jog6&wr1itg(+ z-0FO{j}vcWpk86};Evu6_yN1XhYue>>P&XM7Znltnti4WjT1}`mz(1U{>h}LPoLIV z+lFolt@yyQLz?cTJyRd=j~LV-Y=&(Lg3oMbV0fEDXW61ket5+-jS?9C_Y+FVsm<6( zj&NMyI)JBy^G@Y2`?%H*T6NSsq$LII_{3ICGu?T(_Yj*EBrB9b zqqa9!aR?#z-Q?ZG=rim@3ks?NMw{iA{?{;(aBPeg7=K~Y)$MQ&Kr62I#^BzF`dc7! zmg~}>{;XzFAYTp7J#OE8L_pvda6`-392Sk6olfj&@#5g5c+3T3<5AeoOo$(T&d-)f zF{cowJwOi!2L}P|OfJIU{}P}L=IxYv@CF#I;pykCy>i^JIRJ9oSaR-Yr$I{baqX&3SCIjQS$jzVU7Yr zvOc$vuunk10xO(RvPyXA@xeX7+U=*$k+HKxaXJNg_i~~A9c*#bOUEMpjMlrOU(Em; zfTmy|;=HCA#dbnM!oRXHQIY0wi^!<2Vzks|2o}q$@7cvTLl4!^2=zOzjepP5&Apk1 z=HrbbyV5er6Wuaa6Uo&e~%3SLHwzpG+8D+ z>@_qp5;-Q_2BX&~bV?s21s3rL(B?`n@(Z z>XP-}kNooZ4dlTx(cxeA{9NL!BVpg4D&GzZgexXT(wnf$|NRTDfiU4`v_57R%iL(S zo>cwLY2NUcPS7|L-5xu51~Q75s!=Y{9&<<1!L zu#Dd2%T!z07odp|sV9!d9{q6#Jusrn`KomgJG6HkvADN_%9Ote8r;mFiaGG=OOKHQHb2W~m{&s*|s z5-<{ke{KC@2$mR8kdKnuTl}1B#HIidM>wCNj(_>`MWBADtFseJ#md4WUxTFwkz`o0 z6?`gAUCpiX#5xm}YotA#Udnus*n18xO1G3#o=oB~TnDOiEhr{9Cr{_Z((-b7GVC9q z!-I`#*k6=dBXa&ImgDOD+9!dW;O`BEZHRUB+e7`#nhDV;iJ~h%RA!Z7ka7U@f8N@(=DgUV%=87u;Pp! zplk#0IC(l&1;aSWxrKJ4JN)0j4!na~2a>G_&cXn?RBu(7yl!HWnwXfyFYtvy)?jan z>cO0FbZ9|dfmu5ZBO`DS(8=jgFLC{}7lo3`e|C{*IaUXg$eh|RL%QS8kzaZBLi-t` zYd3FpqMrNQzu)=d;+;9ZvoVa~_)<`yp;V(VOoiaHnb+QeY9yiBnV=t;c;w~f1xz4( z>{zG-j%Nfdb!1V|b9`)POP1n!i|*pxyLaG-p;I4}VXOMs*f@pym@2*6wmNnFX8VIn z#pVdNCXq~5HsWj`&T}z(faRNXvAquf(QVm$fV8kQcAf_wERyO|k<*thU5boXvTHg{ zw@ygE&7Zuma+hCsvz%PK95Horb(eT>QiL`RLfHVDmyeIq{^XQvYp$l|*MI*IBb!GjhmTy@PL$@cdrnI9>O0j9UY8Z8U5-SnrO&KA8l<6Onv0M1EcwE@N1k` zD{XB1u)~@r9+S8jsogP&A#+DzI|{L-A*NZvdULp7yrb>x=-gn^*o%xg5aoeek~`fYTabTJG4+$G zl@&lpL_k0tTnIw4!hHKBBqS^>enF&)Hfx@B`%4#f{OX{p5Bby(u5$jk7!4hWb^ac9 zGMW5zxSVErii%`!Unn**HWn2dJK5WN4pO-hRbuAR!-vg~kZ;}`zau3zRA3tv{qTCl zj~{z&U_j+GdXm=Afb$4R+Yh2Y{r6k|u%yM}5Ni`7B#CSH*UL;T9M;KG@Mq;VhRFaY zRk;{_VRhcV;envT@|c;G6=N)T|2{)I>i{rt zb8{As?Ow{zU-=P@LElhxw7j*URyo?mG9?i_PUfvnVg@ zSsa(R+9pi;k9wWk&r=8yavf&dX)g&r$AbqCHa!Mu>d^af6A5)_6k8qVKtMg$e)+PF zpfn_#;NME~jAnn}xz7E)lW*kj-@l=WqVUg7_FQo{m@QR3a|Up25n2GqwU3Pqb7Rnt z*d-27B6c7st6|&r?No63?x1I-!7(+~ua#dy1Cs#;^N zfb>fCr-zRp)03bs|7uke58M)zYj(nUL72?>E`QzHZUdy8CR!_2HuO5{J^(0xEB#sV zc*C1FZ%n~VO&P!qyRNg);lhLuCTLV)>3XWSqHix|9p~0w6BEkqbY30|AqnO%(ucAQ zoD8|QpXWhZFc(+2m>6+44Gam$9tUoV>o4*JAgzm);rIX=*w)5oW0m~CbKpbXVyVNX+h}RGv3Pdm zZ3@8g&Ln2cw!-5*bbDcPuc|u8%WI05A&w$8Kz$wQ-Q-K2hIWVIg>p!<=8}(NyG=IR z1%EVgYoz<_k<#A{L&+a363#T@g#1Ab5kAEX7Bda$2g#AdAJ zOG^vu2N(qv9_~1d58uDPo`hcRi6F|I9Ns`iq5tsd6Tx{7Fh}5Pp{MKX>36Qb+|~E? z!Gj0r`fr$-!OW-n#z5osO$!S;T3SKA+%S9qhxJsNTKLqkO@eo@Z>u$eKrqIN|>FS zlL2vt{Q|tbUN-O6^NTc>GWurC;uBF}4@NIr+C)W0Vg~gJY(|isbaZsU%vi!KJ@pE! z7%q5OC-0UNDmk2mp^6&FbWk8UCVCW`Q%svv?8ni=q2Yp?GYX;W-uS%JcA`@Z=W_V? zULfx@w0sWSr&YjQT57*ydmCS#+wT^?&OIzl^WVYIxxtVq;??23JV4nBlnmE*568DA zOV;*$c%_~7qG?IVgLso~X5ogBWUdUq^KI;FHEF_)|bbn4lR zd5PO5ZNRC&Q2lVN0-LlwZsqBA**Q7jib(9z&hJc>+N0zg-+1DSE-nq%8&eE}Cw$n{fb}LCtO@v?T&0ZN94tJcbLShG9 zJ2y91b8H9jN&zoF*_8M9bT=8pL92O2RdpdL*^$YY4DbUYU&3ZM5Gz2Mop^NP+wI=< zg8F2C)>BkmfExed!qH;Zo83c0zag8$Brro*X`N!N9-Tqpizg)9{(F41Rk0$#e&BQs z8pD=;c^6xrBB`lNj-=Ouo9WiO2X4a|Mod{)wCCm#>JPZe%-#(Q42@1o^;Ps7TZ8`l zfXNcV!7rGMKs)@${*YNs#}p?Zf|a=B<(fPM;^Ql8m;~Vu2wGpIZ7M7xvQeENeCgzH z19nG_P7TFw^A)z?b$|GfcEr|~TP5s`Rt7bmR-lo3Hs2l1e%*~ThIFFof zFvYt2ahk*v`Vx0ZU}$n>3AYTCT#y<%P4smu`AE+7A z#t2yQH5B8(0W}gBi@Kj_GC0(BH*i&Wq<7ukg9ptZP+og$k8YbYNa=?`5VhMB5ey_`}7}}OmuW=PesxYOwLC!O=-SSq71v~Hf(rTu>SY- zboG}nyQQ7&u}Ge06{>%ZkJJ9Z!7>PT@^U%mW#4xS=^Kn`{@Y$&xUb#2W00@0#2Lu( zpFb0)z+h3g|2}|y=R)=- z&wnY!2_(GeYlvkP4B)5;J@n>{>`-0QaSN!9uV5oY#`6r2Uw_-m3Wqa)fpJVd6QwC) zXyCrO!mz{VOVnF~dvPNeXLV$>C&4g>S#HIx+3uHOnVfj`BwWA2L4H^CQa(>`S(cBPuElD;s{6c`xsOBrkdy zR9kT2@O5|N9NxYCL2=R1(Ij?po8g>u^z=UEZNZ~N{{zUNN$Ke>;PYF>aT<<>iptRB zddKnJ1O#Mg7CoPc5?3&B{2J{$D=RB_`W+&s4Wd2H`(vj6{IRpOedOcA`#2E$ijVum zj!m0zA^}Gjz>IxuY$O_^hDap?%rwrERMpfR`aWD;w&BMwYTWLj>FsPl6T}gQcsXxK zlgVGd10Kzeelv&NU$P7B!&9RfW76;6T6l1QzJ50-X?}kG2X*9+hmy~1z`|d>c0XcA z$R9cuY+=6O62dZ;k3)5&Yj58npM$u_sDrqyrlLaQj$@lJAIJ!E;s%_(pf4+_JR3d<#IC`ay&I>819FmAt6AJI`{Rb&z=qN@gc+r zoUNwmp1-&TJ`v6mJdWYMRVE^>JoJgj8)4E8agC)MD|9gH6%)3|UAa;MG8OF*ro_eK zV>cemqICMCuPzHw0Z*er@MYp5;VBl%JvSV8(a_K!>yh|o<)Fw{pfuoF8y?`5P#E)& zF>wqQU~NW1{LDkPV<<%Em2%D-pXKCy;gdAU+}_6Sw4|~0VgL(;Rbug(-Ia=`JhUpv zbJFhK@`jrWu}uwRDSE4u)Bu0T{Og~C0)jthzB}=wVc+m*cUIQV zmth(&AofH>L@fWEECG^pu}ILDYU|i9v8yAOniy920;8weZM zvO}UKS%~p*x;g{)MDk}D1o3(vNYeJ zeFqATFem4F_w@8%$mB@v{;5b4TREiprHYB;b%toK!%)BYGQUKv>!;iK@shyE?xe?h zVOCDpK9C|J_8!=L>Gglx0G*#NV{kj9olm&qz$55hFeTvyg9u9mQK){*4oUkrh18)* z?}W<0OqTZrujxqR*ecGQlYpkdvR$w{fpAy|;7~lZ{zhx}@{fD77i%z|G%>z>oM!R8 zfT7$x4<9yUaFCXlUN#ZzQ7F%%ng}fS&J%-^MV$zC9KFFVvjSQr z0kHsP3ub)UVucbtLIqePXj_U<-F587#t*HnqQ{P1bg05EFGU^leCh|M4_t8O#@W@^vB> z?IQgAs$7hrDthJcKn1z}9=x;pAc`%(2C1^PHd@s3*>o_m{la4&rR%PXHfwp9q0{u< zxBQxulT(PJ)5p?v#GWgS+RcuXqT#*l3Er%%vQh~$EO_S70_bTU@B|@nPJ@GkR&K1x zi+J8ZGDl%z8BX&RC0FbQv*0pVyOW!HKWBoURMy+fz<*eQby) z>7Ig@`bP6=93G^CG0n`*!WYzleT>6;q0gS(GBnfxiwq(Woza;kEe~bWwm0#!9!NB*wTBiRziWhqkFgx!0J!rGS|iIH-mt*~-~q2SXi4b47Qu~&30;wf%FgoQ z2-T5wFvZg<2Lyi5SCsb7ttv(s!B+=woJXms@HvuCfrqG{4t*Ol+_oOgIEL+Q-G z%P=l~oI`_XCu#qCue5Y=KTf0qxY-@gwP508!zzgJf&psRdUrcMER5A1hZC_Oa2&K8 z6O8c)yd8&i5l{M(aEIKdqpK^VlRa!Pc?&yC;lC}XPM(bSuX)kqy5UL=*LNhvgs&Y; z3mN}w3szr??@b2Zy=n92(cxiIWmT0J<`;&CBzluV(D3HqB|Un@02CBM^DI5{8LEuUayRDb{H)%6NQ!D(Yy0N34K_}z;h zcjR7mIAw?3_h4YWpKtA11*|o@4xA`7dHF^$z5r}zn0_ZgPXPj|ojz@bE;6kK77%#j z#Ehy#px;CEJpzOWQK{;juaA=b$&;j8V&b1y|Lh{B28L5bIyMm{W#s}KJp@WqKI>$^ z_r#9U(uEP8!hv230OKtxDW~Mnuqf{?0p3C`_glju7T#YsXQ9gVl>(=h{4$yI!_oQ- z#6Tv$HRW~T6grO=w^zs7hUSME7G7|Np2I9W2@XcUX(-2+HZst$?LA1X7!YS|vabo* zqe?A>ZPBxdACEP0%#XwJ9MXLC?(U>M9wdS?+1%8$2R$Js7&H?J!nhp(WVUJ0wKW3T zg$NO)BR^dy-OsNNsaKQe)aW?`jm~o2e=qSN45%h4xL@+&T|j9l;OO>HIgkU0=U=?k z&PtixXBwoWfg;GTUxAB@3q=X%Fo;Ktphe+pZ9|1+k;Tq&`Sx;XXlUl53g00dWDZiY zfrbusDddQh^9eHN18+QYVx$qbBkcpU0qHt5Ihim~^b}u4@&0-Y*c;AhMS$w2rY7v5 z)ph$0Wh1?Zto;{*E;nTOj|Ex&A@{9l zaR!C_?7zMXP6=gI_XYr7f;s->+iAk-&&{7F(d$ zuqv4FVTX+Lmfe}QdHFjMJo*-t%9?p!5#qo44~Zys zAtA7rZDVLO=VBZw@=bocXI%tLR}J@+xPe0I@O(7rU}%sbd5)03S{k6uD5*8uMhV&pf_u1 zS&icZa7=&ZrAOd9q!2+@OtOc(AFNVb9i};fh0-z?6Q* zK{lJc=dYsFU{8kqU+uklIF*0$jF4fB{PZZ@GOYddsXQeGf&XcYgO}Iv=ypkV85c1{gn=jpq|~Ip-x6Jb zP=)eI!SoFI6cqY?@@TPZYlnI?zkT}yvY}0&T*(S>zCk4pK9U=jIQlNoA)Z|4;hz#YOL zg%X&A;6(4f}$1-gg(U4))Tn z{>qK{ra#~`F*bH0b=PpQL)$k5X7K+PadCm~R4M5e1%*dSrCVDcUH*-G_vXx$kslz@ z4-buZAf>^zojW)6{+j^%#f3eOPu8CFPdz4cnHE>8fUdNfni~9Ckdo-97K${{C)s<) zLOKf$4^m=KJ#*5GgK+Cn7dUqnWIU_4w6`~ffemgibTl0u9YuI3NKbHc{3ZjVuqeR^ z2ZQk0v;AMLAeAe)7PxKa*fq_Vl#G3Z+`BE(+ySk^rn`#CO8ynV{BE8jvjwfEUx9Iq zt`;}bh=n5Hfj^&d|2}OV#5Gd(`jEf?<}E7HnLTP`YU&Nj0@6*Q1B1OSC|J|cF@xJt zvt})-SG`tW4)zcLqUiCHJ$MadkXm&kv&X$BbQnNLx<69c;`h?~FNFlJKk~Hd zNeI(x*R9(lDS6ZF7I*^S3?QD;IDL9m$w712B*Fo=vQmjsGPL${@>06R00v0GWCsS>%bdSvoRZhj`qXjAdU zBaxbHXl28zsucP!qVqFwJoy0N>~-t*`xvZTU4d0C_x%hg$dIYXbPma9j||13Fgl!fGu> zc7c5E{*DN_8b7~xkZ9G@2v+#8c>1@Bg_V{A7o(Q!LsGunpWQ#$KJ9MoIH&o6tYA12&|Ae zH*Tzu{!=GB+`cX$VJ#zv5I;VT37;qF3DKUZc$6lAZU7hs4`#9a7!t!cakEym;orVJ zlyABKyF9UNAPb0|?3Ada3f^?JT+mZmmlP;<1xP#0CskFefn;gF(>kX5i$HpfEi;t* zGB0-nw1t5kP@$p0!JVdgmM^ZX0r_+U!~p16vRBMhIXO6@ac&61mJ5Aw#B0zh3AnHK z0Q_q4gN*UXfS5A!c6&AQs%`D<^wjJrR(-H7JS8JzA375#8sO5{*U@1tz+QfbZ$B%C z@Yh%Cj#pf_YrNK=iEPqDT&he8Zj%53F8KIpZHWm*Cp;p;e|#6VIgTmxHAD^o{aW|g z%-ehLbkj{5E+wVZ!bmzEoWgJz0cyd@!_$TBb&G?J?(g>tV(%i$9$xfLOHBtVO!(XN^vENv-L(s=Bzygq1Gr0X>*`uiJR)Sv z$UvYGRaA5y0H1|?J-(^qkeU0h+R4dTWsWUd@C9D;0KPzjGGdebMi_G8S>EC}+mmLi zbNpGriBd?OSH6IDt*Y7xg&Y+d8!J8pG*2@;Y2kN|bJeX67 zUA=-Y)3ES^k4dY(olL&4V+A|Ze)_T@`-sX5juW5kEG$${Z(}wF_X1oqx++}y$;91z zU*0;ImdBbXy)GJj(cv*ud#rx3g>{WEK>WuAs6jwHFXKWNxyO>^;c@MT+U*7ymYh84 z4>TIeR-dz~-RzP?e7Ulk_`Q7pes8|th{3Hp{Ok1bwQ#i>M3NjFeDKt%)TdAXoZ-;b z%_~sVW*~206H35da{u0RVQFD@)5(+DKRYzUSz24Ncdu7kNXf|ooa*G_;t%(#v?Eb# z`!22`(a_M^5x_vz1@O}zu0!RtEy={Gcm1v?N&&TOo zSXA`s(%02=EEE-*&c~c`Sko;!|32Y$Pmgc&y@Mo=+KAwaie@)zC^rv}&xH%f0^y|h z2G}rGBYN!jnv&@QnE4{3w|gKnO(UW(}BPboyJj^2%U0fA@#oo8DUs4 z{g&vr6P0(Z?d=)uPn5yQvkGwr=cb^d;)!7ooQEYVYvu5tzms4-4PoJ;L%8$zgJh=7 z3d%2ohFjH#k5eS~JTf=-f6Gl$*(BEv+BO{D-b8LgIYv;>5&h6#yT*de#T&fRId?S;u&MvGiulrWYsSF2AzE5m)IAK0jD$uooDVc8 z2W#s>*Duuo;uw>FZ%M7G48tMbcz*VmEuHw7rtK z$h02-?1JC(>zbNISiT=S=8K~lFr;=PP9olbm1`D9k_7SKS*%TfxJPr$;e%l;m2byP zf+LxwblQ4JJErOBymP_^2EFBZ*t<$ge+gGr^Z-CmNxwrZF4=#J>xjNSL5zk051uf# z`M09v+@&SHp?5Dn@-NP<zh4RXi{SoxGtIxi;If{oC91e=J-*4 z95tlk%L3=W{JfzZ>pHOZ>sOnVJCtt^1v~Vo!!dWd8w1RRXTEcehY=15h!5r2z#3yi@E7;UBN{_ zPPktHD}c2d6Q^A3>XqAmJF+)6uecbE_*|eNm6glLqmZ5V6%BRo>EAO`-L%vFy>BX6fU{wU-%hy#Pd|PCf#Df}`U@tEUEeV+qpwWVo=hfA;%S&PL+-7l4!Ttqd0Rk}; zF)QEEz<1?4G9bNi?tIh*K<@D2!?$3jgPH>vR^4-1sSSF`Y1RjyIOn{%PEiFv<4sh+ zqw(WkE7h3MF@XzV6zzYxu6W!Z05@ z_v_Jbu3_NudJBgGK*h&PZU$pv538+gwTF%{H9)mBiV6v3YkgT)-xiWa_?5@bCG^`L zij_txOlsV~SUNkBj1e9jrLd;SQxyZLp5 z#Ig;A^I%W0tE;j(sH%}}weaCxZHZ<(ZmBWBqA)nU@+Gv<4ttM?hR$anZjq$R?-_L! znjjYS9CHS$hEdd^yG$fMzc&rhwmvAq@d)RBbnV^jh|H&CYQYrCLTHETVVllntEl)%Z4D!wfO!86QYt`*kPhWkS>mntSGEQx z_RMXBRalOgnwiC(J$-6h+|E@2qJ|sTu4jJbRobkfL8VqzF4sS^hLZwmVPQei#+R39 zn{lsPfHn?r)Ow7w7DWqFdICaeewQxJ+Rh4ZfB5F1(dA%zftzXOiA-3TAn3q&^sO4M z+6eUnPF69ZCjbeBHBRs0VbgDo6&0l2K9Wz08sxc-1j^t~Px5^B{`?f}R*P;E4Je6# zV8tYP&`4ZKI5lH6dp;AUzT~J(C;5miwILjt25a0Ej8xL;c%_v4D&8~(z7^g;6r<>O zqXCLoqLB)yRkLwr(Teq>cLe6zW0Rb2G^QHLeCpUgS0;X^+;;eGL^3Vsl}y(Ei;mvP zZ??4+C3q-VJSzvM?IY8C+A1VrOiWDm#Z%vnfAlUE{5cS1SCD@>XXjl775&KT@&Hc> zB^N%rxmjOb2)S!fwJLystRSKo1-^Um;ORU3HCHlpj+j!vygX8PpEivx>qcEPO;ywS zHESe)a)am_pahn*8@kc|x#)+daOBU<&LR#yf-IxU^ZtFSDLX19vOkr9yl<+8%l-pv zU0q~}Yx4s=%;d;{O0VJ^!nCB-$}Uqzlf}|vs0GH){8bo`0K&du zaZ=CI{<-r~_9QN@K!NQBM>?{thxIpXv?7i;kPsNl6cM}&P7yav>WiABp?K=U zo;wQb&Yko277^l&5g;1}CzC)t$@CI?HJbc!f zdlJ&_F2H6uGM_lfOPqXtS8@05s%LJYAsXp({QPJO2^9U7KZlmH_npg{LYw5PyLf_GUi4KC3)S?% z5dhi-QB({P5_%Bz$O3%O9L#Ihw?SfNyJYd3nLQ-^cr{L{%1WgGkk^jFao$P(bW;%J z%4GkMdqKdyvXYbicZo@PUr5uA^%8$lP~ZrW)y0bos0(o5#>T>U+lVPwcf%fZ23lL$ z<<_vV(J12>1LYrqCgEg}!a4K_cT2w>s3RWA4X3j$MLX^)zAUi)&zGFGP-xLlM{gey?6{x{=W8h24Ghl>eXXMT zJ8xZm&8xBlCZPqOx1$1s7}m%Elqt=kyygi5uvCFtw!_2$5ah>?$4Q_NVcBxXaj`|c z#_*HX%~(YRXXoc#7G}5(9p2+`Q`L$sE5GT$%b{fJWk2y_L4k~YB@=}JRe;bUyCRyJ z+Kedj#I79`)&_Joi(LPjt_mf+B|R_*-M?FBdk{{*gDRCs;5ah!ttnXZ8t0D4+jBRJ z{}FgdgqPkU8zRO5Qd0-5De#6e3Q%yh(W|kyvm+2jNvE(76{8Jr-+ms+%Co09<{ajm z{t+_N^kwMJ&p@X(kch@#tE!2@{QcjXe}nUzf-KB-v_<}$5Xsvo)!nvcfZR$_T4st` zyW?oZyuKRxE}&29-Pu10s&58?t8iB1GsJi9^qn65^5e%_`m_*gjNV;e4tkc)!$-hN zUdOS4Gfb1?iF0^w`Q(CZoVZV|7z8Tt{X+YJN?rRuKZHU)0_+AwCGx!$MBNOHw0mi3 z`klIwQ{QN+VnlcEIdW(hIed@TE(-aPd0?qmUw-IQv_OV85#c(GfpAfQD+)5~rQv%K zHlGSzwxr!VlEeEt+|Wjf+}Qk(bMCjgr}V{3efjlJl?kwq^;Mpn(?{rP$^Q2V6kPea zZ=|Z}5ruckMhCt%UNyZQK!OOgSP;z@NbHcDDO{M&lq3!!?Ulq=ED}SL7;T@+78UBxjZC%iwyf@7a|GmQfFS zuM7+f=v9K*V%wc}N#4pDT?mbE16L_BbK4`HxfwNGmWvmAi__7$MsE-8*Et-BF+4c? z#SY+%$Si}>6~^6ab8fRH)2Qb`i4d&SD7M8fGcE>_uhnABvG;U!m2y-GRjT!l?ArCU zb2IUBoaeun$x5(?5H2m)TDV4-ejcC2F_Bpf2>UB9x<|16{YY3moxE`h%~(`yt0K!e zY)rX9r2X`qTh<^ypDJb8b|0Kx@RyVQR4pyDbck{tpNHt!bVt^(4!bauY>m&G`%%~g z)g0({*{=W45~RadUp3hV{7|JjKogq<#fj%kD;6i!Ppud_aG z2NbP4S-vhxb9xD2&Gv0HTl|^UuMZU7-fGIsXH~uW@0`_F3cq}i%u=7!?%l4Qo`7@y zpsLo$H)ddCTMTa8suYuuU>3a6nAQwb*U(UX?aQHe_w!IP5jo`K7~ZL;ciA;*AUV19A%L=={;9_{+5sEg6g#{+L|E(zdfQFnT}r zOVy+^aSFJaRsLVxY_p6;G??sGlACK>2ueVj3BM-fOK2M4^v3azZvJe6CVQaI1v-aF#EK*eN-=nc&eYGBa&j}@1E0jpu0+yWK{!Lorns==*KpoJmh zgo4KTL*5tA6j72t7=SM6`@quTJe2it{X-*Y+#GbJEJGU07qsySqQZP^oMz8A1O@#a zlX>+jCZ6b>0j9z+?FHhI3b>$0)L*K;)WJ=`UHgPlf^Lev&CPk>1`;Gke3R_#GygOQ zCo26e;p`g$E8zdxqsuDB8KOgu+Ak}M^Q-(!Qp9@akILC5+jJBq$0 z-S-I&A!=dg*7S7&F)hd-O;+u#52!-;s%+9On=!lk3htKb|`+P6L^|!dH zn$Fw2!#K9E5QE5I?*kmA+YR>%^!)*SVGJT1nr=Ne72gPB85F>OK#_o6n{%ERUI`cTsz@7+JfVq>mTwE;XX%#t8p^Zxy#g9nq{(47I%3H@fZ zNMIC3sl-=QP~cZa+X3F-XbsqW%mA0KzrPLgauNhj#+C=r@i-5p9He&CGlUP2%L$K# z{l(6Kmubq%W4Xhrz2L!jKdrq=Z(8=Z;}k@|4mkj^R8tT^jV=?vK~!{I0G<pj_xz~V}o~)H?88|?@AhXZq9Sw^zLq8hM>@40}FBTg+!K3pT7m& z;a`||nf(&+puM#f4$`i0(AGyGmU+bzp9egW=GE)h_4!AiH&j=r-2oRqs}y&ka(M|& zz#ce`Povnk`t3wAEoKS|s(-6NaVfHAyM8_IEZ>dIJ2!)fdK<2d&dxspRK6Ukbc13kx{uj3+cR#7it6a6VYzgj0lRgddIJDajmfM^yq_+_LOPQ zjT>?BlZ13BDk_r`*grInPF7l^nBp!TAyPw-cdYWkh#_S7urMM(HQ%S;7l473j{Fl? z6%Ho2DH*GR7<(S0=t8_cCQ>5~DwCc(`8=N6Zc3Skr$Oe?^<2Ba2K}0kTmZtJO>hI; zwM(}O%R%5-YqCqbGC{(^=L3lXp%f-$M4ykaV2AkQpHv1d{7|%lKy<=hC;EKY_2Ap0 zal_?;jMxu9xaO@MB|WsaZJqm9%D^Ci04bNpD;GdVXZmFA$xDF=d-u3*J#?6co12>n z?oY@9`J|mDPG5?oYF^E6o@hncjhp*@a41ug37aQ~iHFt_ zpqy$jQmRuccn7WbXnBZRf8@<8H#Y4#b%m5q)nrM&cx85q#`5ESg-Z;|bKks>dZ4_> zBR~??6_AFMzW!JobQ&K+b{?~|xt6lEtZUm%s@S6tj#H;GRc&JN4+)IA77#a3t0F~V zOhQX>brq2ViuS;t2B07j99&$M-KSf&Yi^k|D_G6U#}FG%9RPP*WUYqAT9!DA6mG=} zQUO5k{_ES10pC_pxeTdae*R=bOTP8wXPP@nv#qP6v>lrv<)c9*>;20HK@f(Ia_AV~ zz}VqIAcE2>SVfn%Lo+LH=-D3qEOvMUoMaI)ICA%H-qYH0-}wD4;Avq{94#w1w}=OH zIsfB5FrOl&0H{~@ukhu%dzbWiJc2z!pEZgh$|412+PB6J`Dzz@$xwO=3m+UN$`hlN z`(&^PzBt0hf2?=Hf;1vtM+*;kFmBga%NtHTV7fS`E}?&YOJA|dRUpy8P~vxP3!zFe zub^l~HRFe==|=^mos=o7-@eVW3$Lo9W*)~P=jV4F->jh61^toc-W6m)d&c}~P|OA( z5Txv*_jEU@oCEEZEiB)G1JqJpxiSMm#1|yIAihE1fuwY$&1QgTc?T6c*b87GY6_se z$fb$-)11l)MyN-g3Cb`T)|FaAcjuE?R@6Rtb~aWG&GqOCqA1} zjDEhda{9P-`@M%zQHp8VbKSBdv zV-F8o3y1D<-{LB{yC;AVaj!gpn?HJEHVn0LGH8z{)2u@WrduU%q4-X$|XB(k*r3s#@~nC%OKUJ#GBAsMWw|!@_h?RGfdKNu_*vvaazqA>`hmcMK8%nBdItG`n_)5iFJev@#?C z7Jj`~UEQZn-mt;)=ka2@t*u*)v%imhO5Cy0KPmcLU7O*s6fVeh<$|hhZEUX5(~r|# zcXw}oDuMAu!}z=7Ip*r?H!-Bt%*{~4IpvtKy*92a9oNekD16$+bd~)_5O7(ive!qw zc6e%4LwEMK-K=k9q+b0V18G|hJdLXM_UV|! zV^S%X#y2Ag@vCBrgmv&gENVtM+%dbQR>|uWn?9?NtI8URp&OT> z8_(gLI#1ls9Dk`@`$SyW(BI&GiQS-dteo{>^ZQwi&l0KTB@N`SH@*hdu~gd*_0G@t zOWK5no_|LFWd;LjHwPCU?_=_Mr#N(}a_COMd8>DKLPSM{*v95&TAyTfyOA>O-XdM1 zI6D*-_*WiEyzj{muVlisHYOvCE3xrz4u|Z*kHYRM<)Su{K0-*6g89?U_L2$H7iI@I z0Q-(nU`Ry_kPz7mx5LFbS_Wj#^&#k2IP#eUc^UF8Xbef4*Kvq`LHAO%;8}r;!h+z@RUGe*L zq+N8|>}l0sV;)nt11W|PCTBR>r4t*s`1(L`?LPAmv!({VJxqcltN`&Qp1*%8ZGSrz zn#|wq`Z$sG07q&ne%D~lncQ+Aa(3qs@jStpLEs@YChii+sVbCHzy5FXSSImd)^ zE5z)k_>aCM{2y{pDi!Ue5jlwi>L~bN$U!b)a?X!WJ03qSaJ#p9O-Nn3 zrxb>X5;nT^UFF9x_o-SnL3XO~+G;i**mZfxC3WYMVkD586PhuNdkKh(FWw&N%2#`6 z5?gd;u;~3OClmQiq|Z%+`MC&Os(rq!scVR?i}0q|Ekv_ZfEqLUPF0a(q}zl5iK|bv(!yB>FC}ln|mm3 zaRM2L6+CnV!zkro+omx84Dpzf099taKZJ+=L$V}9Q@UhJHJV1&F zMk5|+(2i}}P9Z6V_pnApoNdD^r?_<-1Bou}a1rvh!7>X_8i2n*hmL^(JTwPO$0@l_ z-(rkQ3AGH4#R?tl%AyWM-5?mephuAkz-ow~&6P9_^z4<|| zkruU^(So}t-o<@EatoIZkbaRA9+BA^P#cC0G_oiUxli~jHH=B3^jw~P*MS&od|5tbXDX9_L=mIbmS#LJHQwV(6vcQ_)2 z#-scMPwkPb>ko+B?kRoBue2+iuOZ*MwW6G&@sNj&q|ZQnrU5l9+WC`B!$!CBv5LL} zclR*j5d@Gy=!JitT)Bl3NPei?xf*9?VnL%mCR5^L2%E#RJw}adN#4YSma3Qh2aZqg zOdB+^JcdzY&e0D?ZfuI)xO3o#8LY=B-3`>)Q0gd}hz|Lv!;m8Ic%5wDo4vPK*Nj^V5AY?TP)i z+8dYBTaq^_7Tm?D>7CAAQ8We?J({1dVc48Wj?u|onMLskW(MhEIv-;e|y(@k8K~ zmoL5GOE`4@sD;lUkc%Ajeu4afR+PiBk@T~+rNs>-9q9iz?RT}r&}@`?Agug>OQ4T# zyuQrNvD)t)f_n{xbl?8|^?b3(KeX$Srv)ife6zc02=oiUM)1!cKb&xnfPH~~gZiTg zy~Hi-d^-y5>Ynz6wul%%d^11ZAV03~#EO-zuuB2O95lP#nEeL2I%MHbR82`D%n}lW z`X1vFgMx#T<<5&i8YL$;hhZj71B2yT3zXB{j^DYyiBIuV_1wmtzhEf~VH@6$$e-@% zO3KU=;nfCRycEwG$0LS42!XTF%ZZ_JD9*tfny+S*@b>XBQ`$ySC`gnUM0;gWyRLzQ zj}I=)2piwqMH}zi75cz11_TpN508)Nc7h~i7Q80l;NTeXQiQy*Ap#&!-0M>#b4JaS7*l8+O$u#_{oh8&m~maV;^R#fYG1ra#g#*`gZ2(KW+S@e=xD)P zSX*0?n~7{CnNR`RVso?p<_WqKh5ENKFyQu?6431Q&%o3zSZ1x4o*51i=rRzsZr)->)p?|IF{H{)y%=gjD`>vuFMZ~4L9o#6Kq zlYWWG)CwO`aUMDzqz|ZFudWsaofFVab8|XaID^GNM@NTJ((GhwMuSkasJOTjPB*B( z6~I!4yKtC91sd32pkA5zOwzxZE`X6^7!c9gN}=mhM@>Ie8$Q^`vgK~U#aX|rUkJ51Rs^h9pv{8a zSpmHMK}^M{W}K@ISck^)awG*^@9&f-31|fXq>&{dDn&;I)_$3I27(x$08?RZ6Ul_)erO)#vVbyTm{SFg1-{iuZO1*2l;OX+dj;ELA==XfA^ zfW2(aoGC?57VVn26ON?3hqw3H*0JOCymIB0eN1kJ`)H3>^TMpo;zG6m92_9eq6>-) z)dK&6gL-K)!XKuG!(d3m0N{Ri3C-txl@@&)xG0goj*XQgS%#g7fpf%}eE!d7mmF%dcjIF4=DwCMz5 zCr&YXI=Z+Mt|WcU#PG?Wf2Ip>7QnmUX(K$CK*B{Z-%(-U-^HG|NYYPu`V`|v zKbDEYxUc*I=cn%bwmJ@d7A854KL?9I$HfpyJa$aPfcqWhBcB1jdEFU#6a2uTecnm- z{~^SPMi!ZvRpE+ebO1PvNCn;>z3?Xv^ZIOV(yW4;Xo;KJM)62GX6YjR8<_8^Gt`8bcPywv*g@hop4Q? z;nMiBfV2s(bj*4sj0nUiuGrJboM#=peh5W7fFg^E6X+k2D(XJqLthk`2%v3vV(;TU zoUpW+q`!He%dUpFy2eBdT>3k&qaAv2F6-}n*n`uBgAMPQ_&mSATKAof_Mm#?J^`=K?ywoB0`67L(2)>*`T0JW zl6v*Z6=?c4mucZV0l`Sd_qP+wqdOcyA^Wv34|s4xJN8l2baX>+^TFXQtR2IN)`y`g~k;nnO2Go87KrNtJ@IIL7)Erk{&>-Q&AcrYAP!RKFP;~Ay zxP_5tBFl$_+K~4En?)#GDqXW@kNb2cte1n=V_seSAz0alBNe-RnVnl?tXoTTmm_?D z_v7u}-rgWUBsE?M)VPPf;V9S)SR+Ll745X7tuVFP$3oAdsdCxY;zFz#{jVv1Y2FCx zwXpW7UjC3*FtbHEmbgOgY`smEmZ@4twt zF35^@%m%ZfS=7TO z$TrTlYdpzM5~I$|*nXv8X<>ZniBgnmU8U~@WoLb&hSVtnNAJnH4c31_91}kw*V$F_ zvakufl;woeck@5WEK&1Z)O|9Dp55OD_wD5!ce>cGej}8hO_t0qbaU$9@)4|!(a|#_ z8|*idQk;^MBo5wqld9%EK)oX`?8SfLB&+N;cg!@Jo88B|JEbS{h{gKS{angxUQ+3( z)Muro66iu91wj`WtjP-RNhlM=}LzO34oS0Ct}6*GPU* ztx(5$;B9x2kufo>Oyui>mUfW?q{ep}F@&8F{@?KSzxXmJfAi*}6buJMLeozAJ2j%4RXx)CFvghD9+{8NYZB^${tbf@S8CLb#*uIh_73x-X`NxKQns&%=@=T zbHD%kMM;m-%;|HvH9n9&Gu8Ig{z$txMp(7y=GG%rpQ7tp@(H zgTLW1cI1fXtz9K>XwiWsN7P30&0E4inR1S?vuz{KlHJJf)gOlnP+x@!gb9QQgyKIT zrp^=D9gf%)Kfiow!TeTaUdYHgFgOmKH2eX7a~Fq&W2JmReRvv;vaRiIO^w$s%UU`+ zZa=$JYERxb^VEHt?5v-JwU3?J^Eb>){=r%0?pZ9N)R4;n=JBB?((rEmke5gqwy2 z&JWUUU}tx1p!m(Us3bBE`Kh|onNE*~$KH3ewRQBA`dy_1Y>5|+H6VST=T4GrL({%A z!G`VdQXh{d_z>;Ps}yt(36)%$_d17>CVf*ILTzlQEv8aQaVFJ{BO_MQIu;f!i!9E4 z8>6)t7+zV5bf@R(OYRjEKInc?W6VFqnm=NdeGMvc=MpT++`L3m#+|CC@ZRJ6oR@SuZc$@OszO5Iy=Hb4ZXH zeC-$9a|C#rs1`fBcpLbXy5#jG^)jMbH*XFMXt9ZIsM}Dtv5qaI)&5my=kVtgH;*Sd z=Eg_MpIa9>-ss4dFDXTTJ*2SEzR2p#4q|;x-=lu$(TNpP&;2nVP{ZZ??AgN4k_J!D zub(GMxmj4MKQN@+Ott@8h(1{}GVg{b1rdZp7lKCiQdJQ6Gh9*NTdaAhaC10zN6~oM zy?qJo3=`fhq5CVGjks02M*`zy&r9xnTu&}-?3*;P2&9A-0zXL(@x{P$PqplhhZu-E{-R%<6bVG%*VFIu2ol?JrDT^)YL_W3v46w z>phDuCNq6Z)*ATJ&+|&;*Zd^Y&20uBU!=!A=|0OAty!VjxoPxR#glyTovd}Nb)0o< zbsI!kwYWrC_fV;IMp6r@?NCue+1UlX7VvQ?xOPtSVU|#yV@JCAK8KHgX|fl7Dk~|S zEWk_%9S{T|>Tu~jRB>V7&Rx48Mjyp^vIiMF1_thih9CzVr$~`K$#JLF#cff4WijB7 zi_%K}s}a-TzZ|jA#q_PpfL}k4Q=?svf&Y;qgXa>m0lo=^g-r(!8cLaR;L81@V@^KAJuzaI-5eC4bJbU;W;j1q!-!{FswOvfGG`TM-(j52o=+*Q4=jWs^{n9EjG}^U++1~^e z8)h3AY|M4Cwr-nSU*!CA@bkBGy-kV_JTZV5!+yE&x>dTRk%<&RY+83Ww-Jm8=@!Lb zqR+tfOl{rDpY)lCDMNVaGu_fvpn!}8RW|%zjq?vj-s5{dYKj~Ebd zz);bbOz-&`tKBOhAoE44dcT`U9L3 zR2k5*%oH(646nhpdPyR`YPe3~E2vR|ST?~mumqGf)TueIFrV*<`B@O0AQw50?*~MJ zsHF%A_@mnxQG{#w6`Yp(25F-DD@bFZ=t8{8_^6%xUIL12z(?eQ{}hGz*{c2kTrV(Z zY8fQ*h;0#1QZ?>@fTuywABgy5voa$AMb8EdN5iYCKM0?I znw&BKtl8i4Sc3^sPw&SZD7+&0{+DHh>Cg6+A5pf|Km`jd$2_OgNg67PDNJ4_G+4tz zV97zmL=5|QVcG0hTAvV$Y&VC3a4i@On3i0Kti9VT z2FQ&4Zf>xm<>4+`RA?H-vurJyK#b!85~R?&901RCxFhMy&yS0rc>d&i?@r=A1RP9j zvG)JY%qn)|RRFgw zpXofNr#RD&R@MV;41h%|1VOTO!~;zoTy8za!oi4 zI^NOlL)ni>%*S%ygQR$LOkBU~I?rB~O>$BIsR9B>MTN?T36QpQ9+(0HVSMgQmj$Go&*Oe7a(P?H`vZbjPZCRB*IxEsjNH95BLQ zW`nv?)+Ii>Zt{30JiXDP;`N)5M?)@mnu{`!<%@jv# zM?vAv`nB0G7wYfiI+%_FFNtWtA?2U`v0Rp40o^uFzk?!a6z<1Pk0Q@ zFQ|S%mIt}6*SkNQ*fg7%9VHVRQ3cjFG>oEr#Vu^VvFglTZYBakMg<1;8c+>FFaG`e zLr;;I64YCemj6H_04Fhad~a_rXr&k|b0;h;th>eX?2py15;vH|_UiJ8iSN~?Bm8@? z*V+5r;o^@DngU8FN6p7#*U1Pn(nx6&d+?eB2*a{%j8DJi{FnVnBE_ zKotv^n1Txa@5}W{M)E>NtQ$9W;wBI~u?stVZjh)oRd23?weNpn>29wAh!O8G(_YxDE!xrD`i=*4RiA-J*AK(N{z2tzm%?r!+?} zxx05_Dm*adu7W4nbB=-(o&=0&7>tkyep9;9*3QnHPSU=p8*T7x_Vp$&bxDF>Kcq+*#(7Fa6(y=+^1)gWlW@g8^A*JP6AVOi7qsJQ3@!#m0VI#O|8rZc(U+D&2gh_|7GUvef3#XFk30%Smf z$Qe3W=yzBN2h4x@&qds`54ede1SGj#Wbhz}&{4hv{(1X^gubCdjO)5Qb;UP zY^?xXn;fPa#qVc#bJ9<6tJmkzmr~Y39)d;%XB05pkr@RAPBPid%uFqa2~rD!$&NW_ z#QwroDLf?Q(!1a{3c$)#2v?mGwa&y1Qx+O1u!+(>o(iZ5yNm1&e*9?7m5zLls`CBP znFIT6GnxLDs%im+4JWZBT|9Ed%WQqLncnXhr>1-LUa5hy4&6Fx9cePDrnw98$mxT$9ki0J1be0oun^a^E9-jpD8$ zSAiiwTq_OddU=|UVc2~)41?+c(P@JnoPP+Hk4fVTm}m^&^2&38=o=93jeq7n89AHK zj$B?G_YZr6uf4)J;?GQh!cmYVQNk10I*1hJodBNlO?JhUq^AosT+7ZLUF>u_f4=B= zbaH$=mXKQZz?C9=_Y?c2Ne`G}X>RE%Ya!K-3jq@u2h_)+hP=1_0OEMIAJu}R<11Y-WfeS)xDfgc%*c(ra<110B`Mp!%%{1AuXGt- zN$h|DSYAy~0|Bajf=)WxIOs2edYspes;H!KZapHMC^Pr9R z47M`h{}L}h3}}HA2_}Y0mEPabGscwXsjsyi9*BfE7jPz=fWc&!6Je@`^W_l-U#Rb} zyb1;LkuIWvSZ=ZW$*T{_LsOZpj~+<51eL}&egkl>mmoQaUlAvZQy2;4^FJdd-jBL^ zdX5QU7W86g-J3Ughdz#fy222Wq?}Rnp9>S=omg8j_dOdkE_&scLE4I&SLf=hZvZm_ z1KCSPsVetc-U9PLgg_O7^AN}#;(-a3xkhn1DG$Iex=yMTOus~BaPZ8~RZhj}M%P<7 zKO*>KcEOSP*S+B2TAWODOx*g#qNzb&`O3_kcUq)Hn|7Pfw_J}-7J>$KWXRtqZB zPap6Y=F6$Mxw*DqX@c*H3~gS}MKCCX(FPSw#e)yp9Q<iU?zkL{Ao>Y!CEd^mo6oT>8H%R5nyxcq*SO~fHWjM-jZp}~{%{0cT3T`p zR!snjqY#hL!~)MEu197=Zb)co5-C9bf1FNuQ0F{6-qzR4`7J!_a@sX%S6%Zm8RIA& zKY8R4#EZr|vQvIKINOL(u53Ke{twoDNAL8B#s17wFRrXXO0_Wxs+>irO)g$G(}I4* z+t;`D^=qhpU>H(}GQ%q;4^-O*3PJU`%VJWaOZw0EVGv~TS+kUfCYfokIRQL-jo{IU z>p*XVTQJkFavqDjsEnRyTzhUbRYUW)w6v7ko^wn_QSrps{=A21eZ2p*?A6ftavVe- z%UKPb><-Yx%woOsSUhRHMUZxE!{bxh&3d7+m-8;Z2|*;f4CuL+*sP_g@5;ouhD_-Yp`c`RNYnQ9nxaxDXfu zb-D-sUbQfKa=C!%wtCIyFJC6>gpMzCP+xiN`UTgqCjTWvfCWVbFXTR~BZ;s*VB+NSmle^=?tnq)50v-_ zyOXft$4om{SLi1u@jEb}7v7qu&Ya2i)F7D{T)c5vdk1nXaA}Ai{`Cv>bhbtLb2x^; zzl6MfJ4{JI8jO+k1hMWFa+CXe5*r;)|I4&FS8xAsty%tiE2jVR+y9qEYd}3xA~1yZ zA(Oc`3#H@ui7%j?Tr#(EL0LKWGr6EtaF;Nl|!Z@Q4MndB- zxcpZH8wk)T$9MCFV`Bm#Y;!Dv$;Zr}KU`6G=P6_`?dLVfJmd|8Zjj z=5TyUJG2V0`Hbc~MU8rKC=Eg<1d7_4nywEYt_24_wQo_)z@z@h=MAWb&tx+e9%dPU zIyO9P50Xl$2~NU;sQ)PGKu~e(J4R<5Ujb6gPzCvtcx`y8_dQoX2_lpE{w&NY6!2B9Rz1)RlEf zqz!H)61COFb@+eur=?Qy58V}Y<7*@m&wb**R1XFxZAhe@Bn{T zwzp}>RPPBoaCf2Mg67Y<^GrG)9w~81KdX@r;wD#x9;iAXeeu!cwa3y99RnU4FWWF& zGf_;}Z=YHE`TJt5O3lz~Iis24-sP(^3uV2}8pFq3!fl^5E@d~5I1_h5BE_#4FQlgY z_P09*LqMfl%E_}`fD|IrIRDUOp$H0d>N`C&w z9YMY45|_JL-2^Fnao{Xh+=)~d8oh*OJLTkKcWCZ2^R6yU78f5D70rF-y}Dq-ruJaR z(QCi7R-7ppnG%0$SAF|L>gbo0x_?m#xO`4d&R|`1#r4szCD(=;;*Ri>^KBbNObXJT zJ$sg+u{O0dQ6XyjO8Dqe^YNX;DMEWYyShTSrN4aoq&mJ+HTlEZ@R|abgx%k{J4>_U zExbiVMV2qERBql}{HJG>3+!t{=~&9KUDH z%CiLr@N?yD-n#Yq+KVfF?;XCqURjAyO}fyY6IW7lBUb9NuC8v>ep9LIzx5@>$^|4P z4U|m^>~t!;JPY%Q^C+wq-uU+m_bul>tA(3VX%5}6LLX+3X*k|hc=0*4Ns+_&uU}hP zSYA5z%CQM@O>;@wOL)v*Db)M#=<6e2QgC!e-20CDR;Dw*|MZmXCSzelO-FT-np?As z^^_Bnl7b&^B7RP4QECqLRrICzuRbzS_AlUI%JJx}VR!GY|EWyLqi?NsB&>;*B~Sf$ zcgHBmKR7sYt&Nd#=zuLdqw)Me_(^5!#-~RwT(}U!4%1^491-LAn zf7Qply4-!@(Sfrc?lIanJ{|v7S`;3x=j=RPA0xhY^mJ;Ac8u8Ir{L}6{=UAmV_B3# zA91+ExiyFLpTwc~kJL&uSMaCz?-iB#v>u&G*WK&rI5D)l@rktf#jjcWO<(!>B_;iQ zdyCqDj`CbSBk^|gbuZ3-$g!;OT3MWV^yty_wDZcbxD(NjA7`w24Aw>t-SJ);KV)Ro zK4jVOOuo0Fq2bYm|LpJ>JEJ!p6Vq33b#3ine}DggfG=}Qi_D8#c%QY5I4?3+25d2X z?L1=p%=7$M@qahFBjBFaX%iE}4E=O0*5}wm-d+a;iOvQ%=a|XUwo@myWX$8m!DtW z?XSXGXJ@DJw*!W#84k)% z^X??RbDo*#U5j-rubG_2!Y(W<2tJ}EzVs2+k$9AYwK6s_`E{lrySPKnWBA99c(*;2 zV=aPlnYMJjp^yG-_lomUiH|K4-|N?}j}z& z`e>YSKTi2Fo+E(ffBvwDt5&qK>R(x!V`F1`h8PmBKy~EE5j8cnug2?%-|W<5XN>U+ z30a-(cAWe3&3$2NF!qq+s=I)s5*?B9cfGo7~2BKH|J%+vk1Z`$mPYn!)kKXShQ zk#?-qi1TZsO{J7D;L5~(_{Y%D(9fUZ=RO4$^?G&N?fUN!V{ElFJTY+V{y*PJ=a&6~ zgSB5;RdVz21hNZSIXbS*PyQ?}E=DB!Ug0gjYu7R50+aE_k{8R@R+o;t&+2EJ7`z#y zJkg`|0rxgdPEKM`+ln^9js7$xDAh&nUt8*3GdXQNrIy@gzne^6omg8Hm6eqh6Px<= zIref_f%LUsL2+?$&37nh^^9W2b@GRYdyiY4JExMYbe}0KEbQ2^W4xZzI?wmt@p}{# zQ&L(=yM8^^_g!P-N#(@E#3)fqht`k(-2=>UlWCE|mawV8y8FJq2yW-EMfv(xW*O%r zO6(!`_4U!zQ?^^dL7_QxmyC>wa#z8Hb2c_JCTx;i!H9Q$$|@?HdpIfQE1^|Ux|e$L zS%7-OR$~FP;un5<`1pjL{Aa#B_Y!w0)jZs*GSHf?C;ce%nL&oWpszS(T|>K1Nm$!; zyh!jH`~C*j_$^m*a(Uq&mV=FDMf3lL4^Em*9B0m-f8H`eM74>Dwb9&)^U{M@89emN zX!}WZ^#kJKqrDXsEKZbobf#9UxBMWl)3s}{vNxt+ih6o_sn~2Rq>w=dl1YJe%|n#{ zc0t`_zc+6@6%`fDh)>VAQdj03vP5_qYN4j4zSx$LV&z47MlC9p50=X-D?B_rYQbEQ z5fOXHSaW=g8}eShj5*|JfdI0JcQfV3dR3Wh-pzIr)U-@N{{Ece=e2z4x8!kKCMfzI zJoiaiO|3(x&^*%k!Tf z7hdZ8Qdd{k&~QQ-(ZO|~It&{>)?2ZL8-Xj~L!Lr(YR|Q-&hFP9K8{I|Q!qU>x z?$9!Ot*y+_GVfUa`9OX;<&J7nx?y$~JXrSVQG@vv+_8#|1mbo33*4cc=VJ2n=K)xw z?EClCaL>*hFRjF|FLwh+_d;mS#p%+w2?Tj--n6gzy}3>3i=B?>hNZwzId_GO3wk z{t#AwlV95-0FPJ0&aZuZe0ChYiE}Q_&%<|@-rb??E^?e`%QTWQy;mVFE}m(S`87=^ z3G2nSZQC{ujU#BNsZQ34A%)axN` z*R)fqXAr9r;^%k8)pcz!+ENZEQu5+gj(!oCLKDRxGJDEBmy#aHb(Ok0B2^IRE>VTy z!?#T5kuPc?+#`4tATY!vVreWlA*>9L35WWTB4SZ?I`u>xHfv=_eogwuRB~o!X2OKs z<;y%=T(2*6itXE%33z$Pp=Tb}cCTEJL^`!u1#!E&$Fk{raN>J}t$IEjL4i5Y$o*d}PrXs!Fo@j@ij5%FsZ}9KeXI^=)9+)383cH9| zM>SPXPY;<)M#y#^{hED`ar?cycR8f-`)W>#SuxARIZO@Iytz4}sjbZ;W?gM$>1ktQ zlcLGW&z}lg3g#5&+q>7Mdzt9>iMXO8X2lBD$_xWSn_-8&)i8 zQZNiZ#vY`(aQ~m*Pn9BL`yy9%bYz(pHGKbWF@D%s!1UD^++@G7@bi<;cI?=ZL;U_P znK=JcArkD&c(;-A?K^k&8RcZTJh^nCHLV#A>MUapAZ*ORN+Rhg;Sm&8Q(8tAr$_z` zJ@dYKWYS_JENH>#%9X!QkGem3^29LLBD>kHHRRvT zt)doVzkhS#Azz-W0(>p}3Af)w*y?~D0^1IGFQg1(SkPpDWn0LpF{`<92`%AC>RD~g+l=E7dX{W?uiZ=|L zwDg#)^kvwF?1?y&;u3Y}3nK7HOKSdsJtWd|f>ZPH7y{znwQCm;E^=E@e!kw3hS;fp z|3*7r{seLdviLXLyqmb~&|V^Dg;sp5s+#-Vc099Si?TIXBs)yKRRe{tE2Vq_J*R%-G&8r&4~9%AO^%U4qT)x z%5Ibbon<%jqrVN7Ye%&GiAM&i-APoarRXQBY?kMhnsHs0%x9Lq3po>AWm@vqyDk6GOJ4Z!hDWU z)g(Gb#%u(4xc<%Q;RM3Srgk$FQa=iSwO0ILqpw(=szXj%^ZMA*qSt&1#1$YUdFRfz z_4Q+!x#dDYIbBybAwfAH(h&Izp%39gZf*HmAsZFe8!+rJlH;hHT88(n{s}c_nYhFR zgsrzNsV7UFM;<NpU0;*jU!w0&DfI!{$chEeXH(b4U=xhp^3f~R-~Od(B0IzY4f zX@wS42C}uAyL+Izot+)3Zc+2s$u0tb3U;_>?8)&I%}5VV&$fod5ade~d~t`bTD4^u z*xOQ(c2>mOxrN=i^8ul9`eckniBpQpcvoGtsBNSgNg*fv$&)P0h+PK`G`%N3llx%j z=qPX7z|8_ES&vevjj*wDAalB4)s`a1UaZ#0H`iY66DNpRTU6xg;ZfFALfGr^C}Gs% z+1M*o$GDN_NbZO+m6erPzZ2uaa0&)?Mo|Og2tPkRM7_Z3c1!OSKq3Gf-Eo+b^>IbT z+g>UOxbzFDW9sVa*k8kJlk5E-=?EesbZ&5NLe}E**RL*kXyk6B1tRnP{lI+Z_HDvX zaUa!+2wMndqivaUHT=)g;#54h>@(z+w2v^%9EX>fm^`Mq+)n|nyk9?mUPCZMQcF%r z3EpwE3-#)_GKo~C>EYpV<;n{`EyA0HpIZSK5G0P9?I$uTeO^;+65 zMSNTkx``0^Lq#w3gtof6UCZ;&w7eeiE?dL%uk2Jlt{hL65Y5FO`HuGa!3(wit^All@eJifZAO>SXH5zu5Wt`AnnS-}3G0dTQSe+yp6xaCf0C zW6Og(>lEZB|1}cdRDJzA3s>21nDwaZsxm99^-opfHzpz$5qIy7HRKgU%zdvD;IVIy zvTytN<;xY$mX;QjE1t7s#@^m*NTXbTR1u--tEz0jy}pib#=oQlB1GQj=lZS>@U5L} z3D-0|R~6DW;=Efm=v0MGv71hmNaXcV0G^=T8yEue^CJXyr5ry#*{}P$0Dm?#pvcfI zNHePtVPWB{$T17MHZ;&9O~<%}Mevk@ecQu#cT&!&9n|w$u)lWgAAl!V8e8CVBuKBh zZ?0P^HedzVh#XYX4O)kZM@BzcJ&a|yYT8z^v~l^W39ioTU4K}&qI`Nn^mFX-zW2G0 zhyRHD`NR2)jcu@}q~hlN(e}ZQbkbK9pKFKvv!!^tSB~C8aGx9N6qk^22F^r{Z!p_W zJlQ2jI+B72D*EY6`4D*dyLZQY*X!u?5AioN^#9x~zbe4QBcS8~__VjTcg)FMQIM5QcCv{P zS6f}yGc&iTq%XOCe5*)AhQXF%uLQ*}N%zf4`SuyAcjh^bJS=b&mAqIxJ5K+VF(f2p zk^dN2g2>l=xG=Yh5+69!p~hzuBO}JIoi7|YQc9HZ*(Pn@zP&*O04xl;FHVR<@z6W1Q?*xFmvx-a6VfA5uF6J}xg zQd%TX?s+FAW%|$l_T0KJDZ0;t%!+qj?()mb^jON)z5W628~5ai*Yaf5METN*Fot!c z&_*4JWu;4(#sKsF^!JN_Wk)ISt?Y()%URbyJ<>>Y)nU8M&CFiAPOMh(dUHsFVI=3l ztN#r(Mx)X~nf$5rqVnD1*R}nXRyKQY-GaN_y{9?eb?;4jWaRWHKW-)3688Dz=)PD0b=6rSCU}c#MpUn3*4d zsgbzwB^ikZ6fCOc7G^j)qW4u-*9zc~oA0Pd3pxk|UV5Jp?6(P=ddpFybu#)w%Rt3i zWTw&Jo4JA1XV%N}?WVqcj9UbDQqyYcM+l$Zx%YVONK60V-rcI|CSBVtfO*~l%02M& z>v-c{MAiUZ&?vwq2KWi|I15Nc)&+x$5WyquGyr=6{9|EZL0aiWA&X+pb#eN_iWsB( z%5)1zrcC{GGWn3>_e(9$wH0UQ=x9klg0oEuf5QbLg$%^Ll=n0@e~G^}zjWN>@uuy3 zEG)W7_YVG9a{T(We{^5PGMW&9k&)|Z1MlDODV^hsE+{NSC7$J{_2h8aec)U-C3Z&6 zC}CsP?c4W}K^6N21#P0IUmQ+)AS^7_yV_D;U;pjf(VaVgy!U1B^710HZrM`kvEY=% zM?)GoS5s4S>((tYD+kAXUPX2U`wo$uoT;A=bQAB6b?trk&g$~zzp>>e?{32Zs~#MW z5p$Y<(VDRr560I{@M`(_|3Fc_a_r5~S4E=b|9=sP=iPVhLwR7Fe_qnQRbBc0hYyU8 zm`Oer0Io1!Po%o;!i%;YM=Go8hMol$6@9Ea-u()`11jX~#Jq`_`ChUjmsEslQSvcr zI>xD{D>DB_3-Ea|GAlc~V!oe&B}U@HL&Ho15!7%COkf;`hwWG{v^)<+_PVIuYA5mi z`*-4*Z9=U{q~&nKOt^W1-~7_jMF}qI?<1uX$@T`F#X9s`9@^9mjOJE0H~SRTaq{zb zR#<)t3X5Pz*|j(mZrkYOl7fwgrO$pzIgX@cD770Gr2ij^v-+RG4oieSUzI%v59;)3 z0U(`6H3txbj?pC)DVyA4Yr<2E#St;&7S$V`MVEUry5%0SKD$fYw${kfzpzl)QiO54 zW{A|?yu7@rxw&m&Aca!iOs)$j;v%+KGfG&H4A-cAXSR}sG%g4x)u(=#*Oo)p?FDjQ z!k>dKS?kyPm6X&!5xmb-b7X?!w<`VbuiEIN)kcK9I zVCWRy3*JUPWA{YLpC{T62Hs~tQS>1Z?*RVjTYh88N!zjLURkc1;Q;)k1TmXDD zBZYuEH!?7YpCas2>Vu!74o^=hG!vB8!{#_2G zDY!lnWU_CiAk<{R^8Fiuw-nm9=^m6P?UZ)|ivlNBvHtP)R;{IZX5{J$a>C13QJ1?v z)*W9kEPsRK6JwycNM+C0y z?d@%DzS^3mqoJWeX5}P4F@wUWO3>9qk=yu}3L(zi&Tbeh8!K@^H`_$gS2XUai05MU z?>4J*yL&x$@7O_a**h=e6475d7=F^aPx0!N&~&|g`L^zE_fJ8b$UDr8j64!{p?zY+ zRVROcv;@XOEe?!_@AW`O3s)JXojQx6xw*Ny0HoUPrV(e}4s0YQR&r`EO!>Wgt3k*Ki4( zl_;RmE+QH@tgJwwpdc?_zKoDZ@`Ewr>XvyC+92$+|;jAMzBn=Z}&?W6g; zk)*H#{YvRzRpJrHWZO}VULAHVoSvC6a5Ad1ZA{kV?|h}r&22ql0f_fv z%+gv$kZW@~a-uXerbbfp&fPyOU6Y{H|0k#3M*C}1f|yrX^7DYAB5s+8&l-BqwOGQ? zAg_AByIl-Kzzuo=u{{@&lk-9a$`yPb87;uPz}2y{=w!gQ=sUD2=d~+EF4nH2w)uNT z<3yBU_Q24yeDMz-J|v-aj&8ZFy1HLN3rGOlQ=neX{5H%niwO<=(buPwqPfK;=dk;$ zOC39BXPtid=x1ltOJ4Kcz>s{==*E0^z5ORyOS-BmRwcBxgUmG9xX#bj?2=~(E(K+JfVQXUXq~pwAxX3GV{n-J38jR z&50TrnOYcf8h_lHwky*pP&G-Ryr=G~q09KgfGvY##*;Ijo#s(iNpgJ#neWhBe)%p` z2?O>76ZJ@BB_|5Td;Q84x0Z{++xbgf1Cx?2b@RP?rI}neNWU#A+qCkNs-lw3%x|Ly z*=YZOa1DR>@b>N7LE%g!pPoR1IAxmw$U{Tpf&^FZrRD0Q3@A#D9Ye_O>(ebSV;z~g zYu{$Q;KUMki+XUZ)967Q(kS@AmsT6PPlB!d?@rQCkE3aK^X5(L|3a{c^K6#$D4$Fm zAQR(up$L)O;U43gGYCugJ79#|ZF0rdL$vE*?rEl^LQ!BNEB_z`!b7xDCIx$}rF z%Z-*Q&OhHHVQ(XPBh5;Sb4Gk-JM!(qfGR4MAL>+OHZs&4zpv%Avejhm- z`0$_!kb@HsWt*CTgH%4Yx6cK;6mmlfwK`_` zGOHhcEW4HW2nYxqJ^GDuGd7f)kw)|a^F{OsiyXe;W_%eC_ytd&dgTylRT*(STCMPs z;BGZd`wZvbd*&u8F6o120d@xJM+M?gPi!@XCw=q;lvCV^b|@~;tQ-8x3jDrX4cCXs z#KtC$Oy!KUqP|UTF8CWB*#2_ZCUNPww{EE+^M|eOFaU=ez9^0xX)V4eEjt3 zd{g`}GAlc~bf48|6I3LqD0F29`uf7c7bYjaWJV7=i`md0 z7au^y_9Y_{apFGH)L3Ul<2Lkb5hT#oK+6Agk`_Ed67ev15!|_Dob8zKkA%9{n)&LI z<>WuT!^Y*5Sfl$YYk4_e>*K`RDl?vB zgy{6V-2?D(2^&xT0!wLsn$@E5Om1rE*_VR!>5(LlVvmbm66v}s!Y>t$AH1!+|;oD&A=Zkd2tq$VecDvqcsUAyEaqq;vIUGbK~8%Ha1`yQrlzG+cf9? zJPh4w{@Smo=jFtId81Q~EnsG@|> zl^Ol~k#%|(SMYk8+R8xDCu3-yb>`XRnwP%1*e+u5g^F~> zo_Lf~mY}-)riYt<&OC?MOYga#>h6SusjsFq8Z>Xvc3WK;>=YmQI_|qoKv-D#9utoc z8M*=?Uuw7skrdhY%F~R5BcNL6W)H<#amSc{CCTF&sJb5SO!`k`{8VgfSvsv|V zOYdV~(lRnKtDr!UrH%ID4)}bD*cdqyeQWG%c5F$>!bPorbJ2m@2EVzAn;$0C<`+h$ z99KyS^C9^MEe~;aqahkt4G5)A56hrSz|JaYLt#X8lF|M8$JNsCB<#nTmoGwJ91uL+ zbgJ*~I%ejPw&M@OQ*2LaoLpOq*`;)k9eN=Mc>I@bX{peWP$t~%F)A}qms5TBdCQmn zly=4?wblN3_wcF6hkK~g?`hrljyYna866eQZ?n2w!7BoC>%oHuCsG-hm<;z3&vBc0 z4#|<;ShqJeJEKLT+4w(p8uMw3=?j->B`D_E!@R`2mKj7(f&BkcUytP+dmz7hY99|U ziVtyY8@hblM_lT^etm_^*BOVVSO0`4S{|z<)T=kU6gf{n4p^NRB?`}^GM$>5B6P7+~z0A)c zZ{f8xzHrvnb&gqn`7c})g`MvH?Ie;t5pNWDzyLe|t&SXp&O*NAE=dC#Cib`!<@1U{ z`UkGaSP!^!`W#*t zU0JEJyu2xPQ>TREQ+A;}-LGoCziE6>XxH2?zqZf_u^2iZiB_;jeac?a_xJaMEIsSs z@Et9kOWJ)*Ni;7aKeHi7C()#Xcl$dDU_kO4fG>C4Q+a#I< z2sfF;DGDjBv2Mkkt<#*wX~LrOrPA2AO#}CbPwz+b@@msKo@<457tK`BvkNq#$IfE> z;>@i87~v@fVh28({R42PTQ#g{~(^F zAeyhT@=P6Mx1BLG8ju*%B7QTO+85MKQc@$HVXJd8t?B6TZ zF=93!8&5jRaLS(k@@2Z}-X=~m8N{^v;&gfj0LuX>VjqKkgT8y?z2=4X2LMRS%rF)8 zp1mrI(_yc#Gx9Pzo~h>$G&%uZc+0+N+TUNZNB{iUv29!GL?i;OJmnUIR>VRVE7#?} z@Or~7D-aUGx!v@A#1>(JYeNBkLA;{OJBA;O@Y-*rqr=pK5OL?#l*679f{X5=#@gBp z6hFqBJeNHGzfFz}pc#ICbkj>tGhDZ@)s|y!8iySRkfQEIBaAN<6 z&b80vU0+`fm#AB1F4|GTEDQ|BWv3;$&h5EF7BY%D`$0K#i=}1rh_dxtA1dfMj=25_ z3JEbh0yIO>@%V%-BSaeITI`1;4CQ$~$L}Hj^z<*O5A?I`BkWE!+@;gahfs?&(=J_{qc@6?dfay9M6~30*OP>V^~O zAEITZ+W%9ZIDGT|Ha`~@b<(x{m9T<2V6)Bh0C1@`lX0z6jtOaFdm%(5X38oa( zOUBiUU$NZ%W5P=JIQDUEI@3%>l=o#A>{nUnRbm9KlLIs9RcE z5p-fv5vmJZOasTL(m)@Mo z=pvAaFvw1buhdVT+!h8Pv*U;h(UAlGekAX`8n#w{=W3u&u0xIfcE0vO)28Ov_quE6= zu79#xMj*XNb`d5PJ8{VShw;S8j5+oW=VSYR(QWnmjnw)$2|wHR)+#T zLAN0ZMXEhNLW>XBZ?g(7b7k1*{KT8js5R2oPQe7cPl90uUBk*kFd)|U$a~~3Xw-e) zXW_>osaascDW+^@78JcnwW<8g@>~VFaAK~1+$Y|&gWZQveC1~->IMVQnEl6av`8M9U9Yh;e*= zBAwW*ek!!5MBKW1Gm9}e-c?_1Ff)6wOW0wyFle~Fp9$$C-c2GtKPz}$nwG|kdX<&`D62zRvjpQol0O><=-!z{buP?C?? z(1JUgD9=l4f3p&DE;$d*c(58c2B~~RzPqCXt>i|~t8WQgs&}kdnT56v)#ocX*!8;g* zUKU2ygsUKoj0g=6M>XKyZAvY0;lL8aFU8H*a!@vyyhUcNSkw zD#OBvmV-f14T;cA3F2b-{kv07QE{Ml%L7YqLK}oG78r*=kC#XAAgLUHN~7 z27J4Y9`%GFkddgOwN5yG7q)HGOxOKVQSmbToih3tT)~5hD!aRiw#}BTCk;qTn0_tLX@jfkPCUP}#bc9Tn1i=NVS?;+c4?Tb`d~<~<>GsJGxk%UEZA;Ff*QDGL_% zuX5)DZglyo!@!Fo(A8E|rJ|n|6%|F#r{v}~kCwQT>`^&6i+2Y|K4UEvhnk5en%zUs zh<;;=?p{Rdk^Fmhlykbx5@)` z0?L|wzexe`8}wk%B96_Z`872)p@76}1u$q~JGTiR3RxK-(Jk?$tOG z@27qye%XDTW?|Bk!3RI{98X&%ti`c4)H4>0L3`iL;soc zYetKV4-L7Z#)lqK>(K!ODf-2q08szt=0uHhdeCexLwg*NS&+R=d5efyal=|#+y+v- z9BK?gr7-z1NsV)f>%=n=*+p8GtIiR99|qStOaJ*iYLRF9F%hFFn0=RC`L5AgM!#)HnXtk>=L-Ecqd4GkC>z+Mxc^Wi3&+NtrRlfSpPNY+mr$KH$$7F7l)MaqDir2>Sv3;8opsbTG)mB#L*WS>k_S{h z$gHeu2R5>>)Qkr9v;5!rv zXvzKC0NPvf;K7$KUJQ2^L=xQ;b93|H zprEm_F*F<#e>_oEPQEMU&?6A3iL$jWa^GCd$FWZJlT|<7*?m!tw@dC(eV`gAQ>dp) zLxm{tQ|URDtEZ;7IW#J2E20}nM2Irppl|jw9dgE5EGbq+esw-+IO$Fy3P0p?cUoG2 zU>Rueb4&^eN1d`2y@Y80r!#*DR{8yb9cC{_Mhvn}>p)XsYPy8yfb{VukQU$od(@5|^P<-(5@x8ac4Qf3MrDGh4zt(Y-}uHVqrYg7cO63sp;j3 z7Ckp%VRzx|FRgbEbza6Nt~+^>WI@(J`p7$%4fZ5JaG}vIO)s?}LQqcxZiW6K&^@5Z z@7NjNIgF&iHtAAce?aatC!vVSKl_1Z|Nd;*Ke`46Gcz;e9WQtLKo!D%R*p>8wPN+R zMpl?#F7Y2}*%kS|lhYuRK0GKOY;^@fbIEk)WaUKtirv_y!RRLsPME#9S%{Q&BUgB! zDbMEkg4EVH2#!cdad{4bWo-V+sA&#k%FWr?xmg(sVw-I{cA&J{y?b{ONH|Z~fN=hV zBx)n0zC@kLU94vtxTk+hve~h)0w5-&rwcms!N+b?cQ(goW-b8{qYQG)@xa&u!XG9V zgnMZPwO|$yZx}ZJx_5I{IaVt2 zRstOzdMa!(j4Ui+PX>e~IJk%pXz97weFVE~XD8rZtPo?6Yr*ptL2DJAS@t;bc|du!67Um!S2(ODlJft0tu*(KTI9H zW^tQZc6axs*S)Xr3j^>YHXsgZoH(&Huo5}~11){*x=`K_pPV#})6faC3MOjmAa23a z!a}b;mY3`5wfMh{s0=in=n-`0CX*9A>Mkan#Z(izn9?*DFbk_1*SsEXlVkGg5=iwC zG+bh0q!H}Uz6Gy_xu`-o7DhGk0bYh=h=><6zYRP*mVrA~m;W`+bwhoRZnnr7FBBgi z5kfB zO6x-IsGZOxnBr@#Du$x3J|? zyK;SL;4|3qIzyzgG6(FmsDj~wh|G+9^CK@JfVqyX?MvTq) z`)dGVMXZg{A!o@zY_^6124hlQ3xm;P3EHuL8|4p(y?=4`wrY}9Zf$L(F(cO|Ep0~2 zk}tPiqc^kYyd)1Lu|c&;az6g2@&`FA4a4QVvdj3OU{#M8r~fv}zHzvNY(+=tt^6{DGs#Yjp` zg?5&oR9*kE>;~z8EmJpV+9^BE?Uqspb*NZ-dhRyB86%i)ENTyRU!7E2cn~s( zkfeLw$!l;5cJux-5Q9Fj)kE~|s9wB!MdK5+X?}5?Pb&Y%8^5>isb%=!GS0-oF&z-> zDRWkFA=Ah=L zs6SKprJLYKfUE(gLFW*@7Ohc^}xvJMnm|29Gs_G|TC@Lh< z%_PIDw@GSt&Fjjx`2_f!7CzzP?7^Ua)RpOw!$uyg|8VzwC00&nm8ftKCBgVCp$CKz z{H+0-piE9k(y5WCuC&R{$k?d_H;(EurL=6w*gf3kN*OW8LE6NRozGsia+gzTua^roZS!FGCmJBTb@ z!Qq2!p7l~DhhY*P0LB@d1bQ*hzQZ=*6E3%|vBKefQP5+^F`%*^_1G?H&cJQdZ_936 zvW+L(9J&5mQ(=7>n3Vr+bEkL0S;S5ZiK5@;jlROtJ2W;Bs3(5f06b$7(>o-GmRNCn zNcF&XAkby%B+;y+o*d)sdZiLAqBxYungayDudN+U)pm#W>O$UsJEz*9_yMTS2_4=sI}P1mm) zQz;1fK6ub%Oc(=kN=QMhMG<2#8p-dzf?NrJN6jJalzCkbri5!=g}2 zs5d^7XJ%$L($mY&%X|NDuiFeg&yn{%X2WLsLZ^+5FJ~F9*NxyLqP zmzWr<0zd@BRw`>pBNxjrzr)bltfIO38z^{5VBt)glJQ$bWY=zR8DKSp0xCCdB#}f# z6O?o=Bs_oq)p4w2XD9QuUmLgIgAMIN_U)%7K>F^G*D6|BfIuAffI)A0mohG95OWWOFC-P;7EOZGd-rWf57bk>V19y80e7Rq8&?K9q~9qhn67Zp-_P&vELOAxNx8M!{z>m4&jd-CM5e3Va~VNZN%jGrlLY1J=F9>PY=9WUSwQGI<_wm7l*2Zvh5T5)k?<4e8&qsiR6+_QfdJfx zv3{vMhi@{SftbK6w~WG&y=~(T5)BQ_1`Q2Bh+^c7bsV#GqNiVNB7smpyg5=6)!>Xt zp@~rG;U|ZlZe|J7eVE^Lz`j+01Q$X92D<0p>?{JMqz@2Q&Esv!x+4g}D`;5CddzQD zz-%IeC{T7-BBt&vF>Q_v@yBgNhLyFca9=m4Iz;kJfwv9`2_5$0u2|utBz*!TIm5ys zcO)U3IN%K!Nc54B8{RHe)Gnf$;5y`hZm13kDIW7L0?BV-1?xhAV7p6;4hw7~^?cjF zq?|&u+$1yfCmU6b~QYwCC{k>oefVX-I-LwLbX69`*!9OUo=$9m|GC@kjAMy)n(0tzs?2 z;ak(|!Y2Q;f=p}!u+j<|IJzJ{TT-vi3WJxDVMpAQlID$r$qMZi6Bh?wN~d1-_(}7& zg;U-5u#8MORg`}v>Brz+%JMUxw!<$M9|Nwv!Hi47)2Euctgl_G;01Ah8%gM75R7<< zpdja9?Xj<|3aAvh>8FR4p~xpN*5YU`%1cKPi*k<}$K(heVKZcn%^U9R z*W%lE@6G}Tjb3+F-OK->E|8yC&xd&87pNH_aM{DpKXmmdrScg=b%>E0Z<+X~Pa9ll zbfqx77$fKT+SKgHifeEBR5AzzT`ng%nX6cCEYQ%KTHKI6H(tGBbX59AVgUVH93_Ji zxv;3no0>aKkM@TKN~&aG7+HPXkvYPDwY0UtoS}cTv}{T*DFtgKW0u{9H9jVC0|Ub= z@laN$D_2hG=y0-a+1uRQM>&4afQNH`ZR9=@I-)?u#?Xl?2Ez`M*$LEunV`>kyyqLY zN^R1~0nIW~v9>Y+dmQp!O#fCBE}M=77;)(D3laGt=3oO>LDUEr+kE4&xH~T{XsbO|7l#Pl23MWJGRFR%W`~@nffZC7#s^ zL=$4y>Re5Dtodt_PiZM(P-z9>`Aw(r?j4ejj*c%EqM^DmD797R$waBpw(RY2#Tb9( zM9`tskEVuMoUczVO;Cc|SzPNyVc`Z$Rop^7r1+V*9Q$mRvG_5e4e{^8mo-N4iU+)# zWA*RCzsav(NwHiw_Zc9LvGH+?EdIrm#)-!g8sso`2co=scOly>ol*8;^X>6X$;+4! zxX-wq=8S`r80EMtI1bDTpcdds5%PTOVfrgd~yxC~%C> zR21wL5jj!bh|}r5NOf@NrS@*m>P)+AnvlPFPy^u-4S6SsaU>r1;2qDjy`S^*?HeqJi%iCm8i-KY|mbayx;y{2A%m{150JvrTr*}0PVk~Wy$yt%GSWY$YFL6Km#uy|C&?y=rGHU9h9v*_SXm( zOl01}urHEt>~pK|SHEE&4*{c`p0S%t#jUfS~IHo+y4m+=4XkH9QvWnmW}zpxnxcK;JKH zlKe2rWwV`N>CVtJ4ksrk*1$@1;oKZ9Gj`6frJg`81&)tiw}lJ20-AQbhAKWc*YWJx zgRn6uRqCGqYJBE+;ld37l=mBvm-MGC%0g*qsUPjzYHDiA5O+`g1S(fdE34ssRT+_$z#;DF|pe@ zI5y&RUZ9KDZ)RtYIOxDFWb|pG;^%-yf)ZgxWbcG`ot-zJL?eB)dWjdzAPCDp&4xZJ zAb_6a?d@&!G*v}eS@TaN!`-{;w@Ti^GJH=c>F)%?aS1{z;>q6F=k@HWhrM2dpXuZNuB@$kl28aQ|Ek6K_Bvv8)q|G^X$4Q^RMa;rlZy^H zLX!#iBRlU*e18yCEdnbs-sQQ-?%+WB@rNm0f7lEMOd&3zp-mf~kPucCiOI9D2_P)L zfT&ziT|LLvYdDva9AN({wi&<@^}dp*VC6Tq^+~ znuLDy!skd}mqR{i4ph$_Q!GJrMtVoW_67}uH(KS2mSglAl;eWiMi!mPf7617*|*gt z1b0!r4c(;#rd|ILpZ4QDto~nf%wy;O@I2R|@-fb*c(95#fEdm~MHDa~e=Lo+ZrO63 zKrxmw2XyIH&{G7|g6d!dc8%=PSi$~x zi`3;4C+M*n}`sdm48sidXtf{y-+dE=k$9ra8WnLRo%w%JPVk z&nqdnO?x6w5kB(*wUn@=q}J0-q`1g%pqpS-uJaaf9pB_me2_`-(%*@$;@=e zn&Wh5r|pJEe>Td$bj_tW-p7XomNYQ9j{X^{N#aca=pCYL#~BZvc}v23Gyo^7PzA4F zZ+GFs7Q?UPnN>3yS6A1UhlhBNqsM}P%=`nf0uq)0CN*Vc-+fYBGmVsly`;|9LxLnJ zApz&O+n}tkFCi(Z7Q{hy2Joq=36~-L=({D#>#Plv-Mm3aqB;W3k1jVT1fqWlzy_4P zm4gGXp4so-6JP8GW!jhu7}sm&2hP5~yErpSeHue7U@X|9gZ%vH;~p@7X+fUIHOf72 zV?)%g(5a#|BBY4w8=M%5ufV{-4{17SI@DodL>5dW>u&VD_wX1p$87&U7aC4UNlAHm zc@kKw@87=%90$?qJNk|~%anG@7B@GzYZ3D}QMU~_@eQ_8SB5y?WX+vzWy1DQslSsS!CN2&=VRGeg`lp&I# z5G5i+GS4bXW+F z_On{=>a9G_{oMC;o!5CD$8jF#F=xm^`rj+9dtxCGz9wJ32pd0BHZxoQeF1QBg4E?i z=)bJ35kN-3jUt#9{C!S9&mtmKHv{xidHntH04QeTk~?4b^ejO)JGZ#V1(O83*IR_n z-HVedyvnzkmO+*c!H6H9iUwJp?w_DbQD=NxeTe<>@83TNc@WKSD1FA2BY?0RO1Fd@ zq5u|gAmRYCK%eH=`{D;=t%pE1AU=6lwRCj+1UyF6n)LKiqM|WaJGeN%W=$29CFd!Y z7fz}%hab!Q##xAz+^(n zi|X>A-cFcWWTINi$<8KI)6hUa^e`Ynh`Xb#VuFI25$S{u9wd9+(4dv1h^x}~Edy3( zmYDdq`4twhp`efuZ5^R#;SM9NRRtUP)!nTma&mG~UE4Odsc)YSI`(ioA4W=ZX4sQw zmdM>V)2eA}JK-U?x;{@$wSra0h1y(%O9FB3?OjKLfy*Skl*H}Yp-7;SxTaTFQc?}l znkbgV#cPT*&!5L}`vZFe@(t>DSj&`*y8_QwCO^4#@dNy%{>=0XG6rr2{q8En?Z>9z z;fmb>Xb>94gIU=x>nTvghQ%Ck6~|@CAl=!tdGmfAp7HTFJ?S+UM__1)vUijI6IM)*h8PjO7{>R4K>9 zcz<^=o5Z!*frGh`?_y`~snhS?onQe8csildAg>#Gc}Vh2f2DD$_K-C;>}{kl(#}I9 zUu>(TDYFS9xSrullD2Wm^AA#ORXu;cAEF_wh1tuge>;m1l|YwH-KHw{&$u z;LmJ86ibE{#h#l^mQbBxb1~LoL80`(8Z@oCPKNm5LGDWgC`xVIHeNp&U>$+Y6GBfMbU}ARRC#>CR-7?5t^$gPhev9! zRf?5ts1FETRm1l%r>u}%0=+$WZr^fZl2HVRJ9A;PHyx?`M%w_E!- z!d>J-DYRYB$)?5EASiIhlT0e)cAH?1QHWl0Vy_fhQIX~+DaFL(y@HbWJV`~id@@;J z@CDAy6RN5Wjg1d?idq64Dj%TRAE}NrVLKO>h>2P9WA$lhdLRNT>ekPG&M>%yAHY%T zwK#L$TdH}j1@IuXC@pdgw>9}!^?Eh(C_0cb!<_KEkx?mP#ZkU}jDWynp^`+$1yqLC zR#yAMB_v#bP@9?E-*soUW``{J7Us*yc2FAP0Ecr0cIq1RV(3gIJj=L5@E;|DszmoY z3CsnmH9v+I5m&BU3EN$9APJwsY`GImkNqbhlCzs%zOXOyF!G%!M3W{`^_>94AQvN= zLIDY)^D#vDeESoMw)i8;%6}4~k$lSBCTmc8MfVk`Xa6XP_DYG6LDy8swb_ zW1cGN(Wa^g8; z<>u-@CJNdYa=V^{Ohv`N6MTP{>t7x@{TS&=_(Lo`5+n$xjf~u#okMqj2%XwXiIWmd zA%F%bo3mib(t@QJG@j7f(lY${Iy#L1{=F_CQF8Pl)>+Hjkg}^+AC=sOU8$_3}ew?9}f(y^}@cO<(!ZOe`(Sr^=<;pTB%Le&Pg9 z#!7(FmOleZ1x{t$M`4CS59Dl9{$UarRMF)PM0tE)0R8tq8G{`7u~<`p8+5#M>8iq6 zR5Tr*K5<#rh>ki|D^>``6clD=&_TL;o&YQ zFOf+AFk3<}goGQ=>d^pH?x4nQSIUuEV*QFPT(Cm&NkXXEZ!XNuJ3Km?k&?p5!V=|W zW|(?>=ONO?i}D%BzlYx(Jthp5GENCBOeb@5-TZSh$BrFCU2y8u2NWkC^Gu9RoXCXW z0=8g37Z+>YXA|2k0`HBBu}k4Z*~w=4dP`3o$Z72)#q-EeQ5IOFZa)wQy9g+#mG*u?OStj-jniB0-P$U6Zjc}$ZX;KHLntL`13Qe^_6{g z#DNxt%r9y~0wl#cC_&jvjCZsGw zntjLj2nsI$VZpLkF@LhR7a<;69)deNBp}fI{yox)YY=Lc3xj9}^9;fqb^?#(Zyff; z*^6y*KwK2;f>RUY>&8?q_W9{0Z%07vB z#~(>ZkVq)cu0iEwXlOVfb!6TR_lg9ozZG~Skx;3XT?th?WaVGi1Z<$p;>lhUO-)*o zhQ_j@lDCxB_8>4Jp1F_>o;_HW0^lA7l0^|gS9oMFbmF_9)9mqRcWHpiChMva8M z0Sna2NM3r5iP;QQ&N`1XXeY63T)h~sUPDWZa&9f6(K9T;BJqEu8~n4JO2?fKsibg> z4X*>a9uf^zxdF(KPb+p)U3a(CviY=nfcAutKKZ6#B@)7RMUqBd=rEX_tg^Ek;&>;ZlIId3=2kh56 z+Lcr0x^?-_R<;MoYId-&6+!YyAq_VhKn}l4e!^*jdh1rQJ#s`@y~%l5@>AZO908m6 zYuAmh(WX^bS0i0kZo*HZpaBj^B2I#1Bh659kRD6Y6&1510@nE9Vj=h05!`^o7DCsV znHj9p)zK)J%_FG7cI|+S%o!n;hr8uYlgR|$<7b_j0jIw2c(V8EB4N3LV~QzI<G*7gR52lWNI0d*2&7l0Di49V@JIJ1+uiZg!-S~`OP>_Wq8VS?Amn$6f{nLle1^3@ns%&0-h=@jaE+&W)*4U zWDGoXnUmBK7hqJdsRfB-1GyZV3*69};Sq>JoC~2G?|@|vxBw46Gd=wx%8!c|fg%t{ z3i3@{#r8mzqhq|>0{zHXeVZQX6@F{1M{^h1AqYIRUfkF*k_5R5@V-~CUZL*;f3uZz zzB1($U%Y&vA5Ee8t&K02UDzHf7p7)_ld)=^;AqT&viQ+to!h0Y%|&l(ZS6Qvwae4# zwwkHGzdtlmgLwAl=0gEB{**N4_Ca;ZnvY2o6a;<~rvE(^O*#hhCwY3J&v;x{Hd+22 z19)EEXRQibLOvr}%?ToFD7a7uK&;uqY2U-R`fu++x`Bb)#|b4@<52=e(Xp`jJ0#}Ebkq9}=oh?sujv2e(8Q&G_&hp14*C$;jz zcA)SL?Y~CK-02^%SX`HJJ?9R5i5vfY33W}{(@%Yk@2dtYCPjcWy?j}OF_0_#r zLqC43A}gQn_%$MGwV9-uKpm)3<_g*;jbH{-EH6wNq-E9*aJI&dJiY-o1@N1pfdP@4 zsEMaAUPN&OgtQg~7RqHa4_f2=g0Y&_gZu~(UQzg5UHD! zB4m_4dv@s1Aze@LlyG%a5dHnTeUV5VKYsj=UCiORITDGUzKRQ-O5}ALOMzYgKwsaU zNXt&1@hKlgE;cr5PKuKTo8Yws!zMI_)S@1wPdyg!>h-3@8H**CuPGoW4qHAUK+3=$ zz1z2wDO8_(Ux6bF7@iGWb%2IF`D>@b8wc%XKmZj9v@^XHoq&LG83U=R`sX)4=Ly`z ziDw%t;mGmLef?y0jZ|O0B)xwZatlP3AuQUR#Zx+AZ%Br6!Tayrlc#R{aekB)?kA3t z%PUY4SW|Pr#@F8#b+A4`?vSK^_3GFogjpbwROYs}nd9av>358U64CNSd_Kw+@5ghC z0XYJv^Ix~d-S)#y;H@XV{(0DVLdfa|l0#U{Is88Cf%x?Ko~zyUg9FRKNfuez5Yr}sjrs>&td z{oA)NPNGPP+oK-=0u93h6nxe^VG7Q5{9QzoqFO^e1v2Uj#LauTaq~otjMUPduim+J zB>y)E4-fFSI3-O=?9++skBUaEfYVVYmhI`&_Wa$6N{v-FZu8>DM>dw;f!y74Ft=>~ za3`)eItl;>xijctbD@;Zd>nJgs%}CUh~@~zm@Qkd&wNQ3OrlE!0BT|vhv_%JeXD5N z*2_NV6+IP>Jo8-D^+I$KpfaOwJ#H}Bq-}3p=4^5F=&OJZo7O|tTMi#anq*Fdp{*N> zPyK-O&W;Yd&kXeeJ{JRPYn6OaWX|nWWF+uBhc=#I)459jcHM{rchWU#pYx!}2KfLfJ|Thm@%?*>qVS3( zk&%%>zWMLaSv=)xGV_0~X=z)SkSyJOz3~utWHas9ugv{2?PQkOx<)S04-PJ_LD*A6 z4kU1R_ja$Rz$_6FeE=t;_E(D8Da(|1_G`z!;hlWkDV?`Amh%3oPhTG@>6Qp&=&U#A z3=Nr+kh&Wf2yr(jz&AjRhnkkw6X`{OUf7mfw-^GSnUh&s`Dp+WdS$+GJC9phUh{f6 zxUOMzmi#ZIZa9NeGBc%ssyAHNm(mC9It6F~>Is=RwzH-F>Ac7hpPnIC#bSE--@~kb zNAvTiUH7&-o4qa=nw#(O#go9P#4oT5VxZ{gXj}s|b(-WEj{=4MejMisv78t; z6Qpe#hg1KnUn9DDFFVs20&AX6B6~zTD}+|;0A9I2Z10E`2cC+o4;O(PF-h}dHWbim zJUf**&zvDo$Ayq>Tu8G;Cy%v_WuLV8#b1$zfKPp(>;@_b%{DX3gL^gTJ2eqvfzb6E z64)fovda2)hVJ~mJZJ{MGbL?2)2&!;R*lKIG&=7Ko&sj1qobo78XwO}Hdl$DLSh1e z8>FJR70pq8wMwYRL-=$yHDPfEZ5;1gfBY~ZxFi~uWXpyEA(*Fp$9146xnysjlkBJx zA%)Bn^$lbX9!Qhv`JZY zM34r(5x9YbDLX``e(C#Cs!U)6kdZM8+yDc0)|*uND;~=->mT6Y2#qYrKsT^cJ8iRibNv3Ru!$+{oUzLb@0h`GR27znrlXi-m3YSBsxnXNrx&2#$> zr8<^Z&_k0odxa?ylir!e^wi=0vI_-53+at|4q9#Lp{M;y=(7}$p-fmX) z^iFKmxzidc-*Ccj1KSUU`89X<_cCLn{c_v%7FmMx@ANj@}ai-d4-nh-q;rs8l z$@lQt83%}p4mlJc(c~#07mX2taa)nP6GD-uyA`rgB2>OIR~cCO)FhFuY-Da>mb|=p zf~2{hM_OYC&k0v{bv8AfghVSV6^tCDPiXhw0q!?0&ZMmzh+wT!_#@Ga;lypodb_c( zf+Vi)x3ucWF}zm(H5Yu48{B|#P{LF-Md!GR-$jsq$U|fym81RQ%LVoM?Raj>b1P*8%DX zzN-@U<^+g&?Rdxme37+{$D!KP^7?HUXole?RI73CfPC*}VcE|Z2>l>aXvjV4eh~PY znwr3ofF8TFm6s)398)=A)xk~d620vkNfcAVdwQgG9t%aaO)F6-1>2*>2k9Ax=d!&u;A$A$?Y^1d* ztZZlx(aUD^^!i<9g#r!wiul)-Ylf-@RlC^PAF@dZ;M(A$C^Oa^-PjySI&_I`X28&s zSRd3YKZqjU*i+tmy#nINNP&?Hjp&Mj2a6Oe+u@g;(t2El`s>I@dTQ!bq6Of@!_oMu z4vJ5o)U+DLJ3`g*+`t;%C!Vl?Wn0_zRW=ruo#Oltcun8zb9VOtnQ7Guix@_uwapcsFBr~T)N@x=aeJ=*@6c=9& zLp7!9;_6EDNW)$mTi|M&;nRC{$^g1m&&7W$#*_K_UzV(?PQ71~n z-l#?VWY5aV%4^G?NUQ(~;i7Z>Rf9=&9oye09#CXQZOCHygn~a9)f+4rS?9E%TF~RS zz*DJi(Y((Q_*6(U&fli>SJ?zgtc|yWi>AG;Eh|I@sF#r^jK#kwZTyrceTBTOZQ5ZE zw?GZhK7yWVX#t>opV4Tlq&u5dRN zn&Q>&8s@fVZGYheL}6tp*&a_b^_rDk`_lPaJyzbWPEFMOsM6 z5pe^7yXXi)>fsB`TiEZTCF!J=-vheCVxn#WUrOIED<-xn8+btKIfIE6z^MW3{{w>P zqWzHT;g8-cGaP+=&#vV$0MW=&Hn#h#tfO-o{dk0uP(nfrDjPzWiIuk%Jav}w6}N^T zy??(_UH2IE+949RN5Bw|1+rZHVqs+LL?aFK5+je_#7fwGVS4fe;54XjCUAGduTSu~ z*!PtcqC#swfJc-0y>UAuxtp8g04?2vs#z;J3O#gB9k~Okfkt{K5}|6ZWy!Jm#X+k- zj-;Jpn@^q$dWd~O`4S*EstrEZO(;jlM>Ib7!0hTFJ)2b9vLf+Bv@vDC4tE7CD0B!L&c*_27LK+_N*$r|&+CSpJ)w}DSIv>(unB6fm zM*_S>WwP-5;>tfkad8I5+toMywg4`2vBVny{RNE$K2`tJsU5O3+x0{XEhw(dymlY7 z=$F0s`)4!_@n*$f>}BNSASZD`$^r&NCR0muXo`kZAFxmI^v|C-BNc_jhmZ0w?pE}a z#^6Olk7c`;TVUI_Z+j{qxlHJP%uguDBUbDPQgcMKnJd8JP+`zdbIQCraZo95Q zUQn@Z;q^k|x$_ThM8Vrzx71~yYX5LdP0hQsDB;#U(qp2psTV`=Ad%Job))y_NV9S2 zHty{@ zq+xyLy!W*wp8oTa|GBhspgY9wK?(-W=0#y)lT81!y(p(r_q_>Go%)n@=F~lG_W4Uf z;`{~RO8xx(o2$`vU&Bz(u-%JWbo;RYZb2F`o8F8DG$T34;J{q4p+_3SA_16! z(Q?U$hNv;*>(G(UJ$vOjEG5Snp6w`hc6Ll207Xcl>K3*E zk9R(|yVX-Xa-9OZpdH2TmoY-pMrzTlc`ZiRQ*j z%_tLQ2NbaE#;-z3c1Tndi5P*x;{d*T=E{n6g?m5{bz4&7LnQ(EJ=^sZX?M$tBVu6* z6H{npgTFl+e3}eKuw`wZD+_l@3hVY;F=EBF1`)YaLBvXMLz)%~*vl8{20k91;i41= zBWbzs{c;1>PO7BEZ>(834$`hJ?-Sc`Dl_G>naqH1rWk{sDGtrjiyubub7*O5@oKnD ziD=|LYxzy30Y_lU<&ARq*M317Ny+Q;TYmJ`_nOo!Vzq4kjFmgc%@Ta<=uu?E#n46o z#U3d-dVY7DB#zW4PqxsUx~>d`JR1vJ&0bz!0{;R)O>A7iKFFD1)$g}WRfXp+mgO&= zoYM_a2X!OIgua49O_aHs0YmH^OLRQjy@CS+o8~7zfPaBI=S;1agyTJ5IJ79R`K)CR zUB?XLs28Z)@ECLp z3!jzvsgQGVxy}d;-UPoth71QvFAh;lm9H85Qo?f}M*`5&+11sLvmZyeiy0Hs-4~aB z4v}r9J9;|GlF<0g;N%$sERG-S!#`OTR6?}`M5Q0iM(|)pvlU^K4Gte@Gjha72Se3( z03Aw6NT6|@Nmv?5XLHNzC?Yf`a36 zf*OyDn;Vk0w-@|k*{)41m)J|+U^J7JL60F*@I!5D4K=lAMMXe{b^*e^gLC~4ZW}sM za>^9~5GYXRyFkJS-3$6X8#b6dLOSb3cKcq|u=ACdK*Pk|z+{54;(-oz)M2j#jJ%%H#2G2AbnBC909PDm6r(Rt2(P_XbP%;hTAnXj!f zNsktj_a6ILTdRMntGZIy)YVa$RF|YHJ{*Lpz8J6sW#eM6M{1Kb9%*zMsOk}o!zAaR z=i&-$W%~N_A5VGwY>-QQQ?uFH*m$RdGI<$0=3G1$vkhsoX2XicS|W0RQgv2~Yk1vUeE{0s%7 z?_OD^l+d{Ur3HWoz!!&tk>O$ag^$Du@XqRPKtPmGSZ(d6ydB;4WWK+hKS$?c$%R9x z;6*iCQk#otv)PuMWE*&|{gvOZ1&qI`7|Cr~v&W+B>FI$bh2zJpuv-%(rZW)gUxwQc zVU_Fkr>Bb5A$gCRh#a5_NTi-^}&=Sm7XjQPS~EJ43_0-gCcbcg;IClZ%| zn>wd+|NZHDax8>y3n`SJE#G4zJ-WrFxYY)kOfQs-+R(9lC?!O2aGFQ66B1dQ;w7&2 zzX233PH4v6rZQSI>2~M%to?Sff&6VAg}*Tcqp~+{ zd_4q7Zys_Dg4Tr72t3ZGPCV9(l{rO4KRI+{VYZ+lxZ$uUX-FBfcy|JvLw7jT$=)N) z%qL-P2S=+pt-%pY`|UWvRehaRqliNJmh)N_@=KQ@&YPNC-q)qXc0+H6oaiap);;T0 z@IOV!`SQ$yFvsf7Ga38#&1H297uP|v{NoRvJH`xL|1RwAK=SQ<^>dI*bN>hQE?`Kd z3>?=&Lqp?2=(lc#qbAz6gbq^p9u*Ng^-wAQdm}STMnO%*JEhg?U(JF@S2sQi#v+~z zT}F@(!Agun$=h?_4(D}cji|T%=O6J29_}n8BTH8Me&2tJa`R?l{52+96&4m^>ZLRU zrw|Q7nS1=We?UM0CVQcC0gDWh6ezQ__CG5AOuG#ukAqQycSj{#lJH)!qq&t4tPx@<uIM?W)HHH20rUQ+t~i z53_u~fybh;QaTO64qXBmE7srQ>PGh#nLzPo9^aKuc=A4&R!m4#Akf4p0gMNXYfR=# z`Z)2y<2zmT96*lr!Oqy~KO?aHpfB&#xvv+~qpa7MtJTv+vx#4Jdo%lgZ_N=f2@4xMUqTF!}Lh?doWq zFG-i_%APGGRYS+874Akh8UC~#??eVyJ=gzr*Mf+|kYUJ&?^Gtyk(~5&brBe7`uqBb z(V-AwjVQcz`~>SsE%w#5O4(~4{b)j3@m7SFDbvZOrpfjrCr?iHoq5EE_d_~*w${5k zDQOTp#eK1utnLz#5W>$F*NAz1vPgHTsLCrHep+^AJ-I`5)!{UJ4q?mfo5IJdx?6U9 zT(2uHx1jcu*{qUJ9O&)A>)+`LH}jCjZcJupVvMR?aStx`88EOasz`zKu3W>KD#^>A zir+WeyEz^w@e9BpH2L014V+jou7hV};Za3Jccl@N%hf2>vr+ruQIhyP&{T^4v8ex4 zkEl^c6ta#|=9wNeGdp-LtJ};Sf&ahv;xBhmJzr_xD`}XOJX>p2?t(YN_!}u`qH!1? zHWKeQ77J7b$vsxAER3RXqE=CLJd}?#$CelhfvvFX)mdduDA#3>GTQC8$61N1Kz#wsv1iivwMm! zNILv=_F65m5+kpxCg#8f`A<78%;ZTp7-Zc4RA3Y-;I4E*Te}Uz32%T+g1{Ce@B9qk zCf~}j(a{&sOQWA1R0U?H$slUYUeQs^KKaPHWHQF~xm_6Xt_pfWJO+_`&qKT=gF`l}kT$w~)LYlk3& z-=-wi%OYX@Th`s<=Bn{vn8}KZqSkvZLYbwQ#ky~K5X*6y?@Uhb8tFD z(2#U|X7)95v8>Qa!s51z%l!O@iViPPGE!+Eu5sp~WZY)@Pc1RO{(M49r?=NJ8;qPA z2ZP&Xzgx=b9EPmzy-My|h%uz-21h+9hoFFN+yUpld)s3V9bpOnx7giRzKs@FN4STV zWzuoMj2>7UjPR<;_nv|wHv&CW$nqF91l6+?zVKUmA`gVV4Vf3#qcld-v4^mW9z|D) zWykOL4s9G%*ts`}X<~hq$3s32H@UcXhx2;;wMex=*7z9-7qT~yO=U^EzU28heSrQ* z#)>Ys7Q<4+Zf1(I2Zo(;(}*p&c4vxExS`<3IsXM zi_4O6wf`n_lau$PW>EUB{2qR!qa7#NYEw+N^N=~Jbtw)h&$9iRpB90~a0+1tQccS)ZNpCN&uZ$^~-TYC4<{!|b z)BTl;{@;(^Z>QpVYv1Kd7Ay1N78%(P2Gx;Bi&4{#3d@c&%sb4y(i^#?>@Al&|7X~{ z7o0us$Fh((tbhz*t5st%698I_KJ%!*QXeo?Pk*7rzI~6^pBM@XtZ8Cy>dfAY7ctf6 z_h?hE$)IPdX*F&9O^`ZR4qK?H;laYGAx7eN#mU5K=GlQq1W`Deo#Cu9=sfOFaIra} z?HS=C?( zu0KkyY(b3l^&5P7$9~}4i4cBq1Ctlyx2S02d+kf$fkoIEf-Jd?0Wq}kyGZe`P+P%U z_vZHpQV8GZNB@npzu$Shb}hXjcw{1beObwEGA)9M>dhwKqxW&a)a40sT}A2NzRl0o ze|e#W$un}R5TRpVurn|m0_hDu1}i=)Qs$u;O+*LCjm2X$i8Toy^&9n1bmX5rU^hg7 z$;U8eS+6g*M9Gq$!A9Bl)ih=uR+O|Q8I?N0^`@rgjW%J~0@mTNW(Jy~qNFNbkw{}~ z=&6L~APyDmnZLjb#)gN774olG{rLPO$8h0;j(wl8sA$N8tt3Bs;#@gfY@2(6{(O1L z%R42m+42ex5)@&H07w-nDrN%0Atku*5ry)Rc3_4O?xW+NEmmSGJ2SBv;<20OoS(h8 zZ1gTl_UiG2XYINK8i~8$PuzvQaavYyvV43-hV7<}y;chE*9;CLfN^=vcR+B8Jfjx5 z(Hre;B+3&QEKsw)wv3{iuxQ1Ze?aQ&y_fHG9AMJV7a5!5)IYy8wsFNoaKPi+ z)(4zOk6Rx!1;Lh?;llY zt3UR8%wbsVf~~`la`i%#qh#ZLO5azvi0h6#7Vz=elPD3RZ2fotn&=bW6_luUIL((ls} zZ-11qrl)?`5Zsj&7Q&(Tj^}FC`xkVy}MiSxYUyIx=$M?{OiPcVh45i!r%$`3f6~ z2|NW5cUYK6X+WH#KCyfEKsdy%M}PTG_Ax46UU(PL?Mj(;Z1kt}CBI9on#6Itu7ZLX zv61holr-}bnJ!n~WokXZfA*TSNbUN1!M-0}h+||_J zedOfNE&WjJ2@A(cYF+xmFWgpWL52bdq2)G@AX*5sPwv<)pB2E_*_JTbFSq_e5@{R^ zQJ@qD9&~M@lXqQm6Ui?c=>y2IT5MPVK*XvAlRzl3Z)Wv8Egk55^Ppl@@lt7kXy%(Vf^eJ#i$oQIX+Wj643e;;1k;SxaIV5KntfeJ|NYcBAs6guJ3A(5I{ms86 zTZK7axLFK0{hDv7rGvQD9iU9O;@aQu@Dd*;J|S^C1H&^^m2cmwVZJgFZ@+*5n8(S_ zK1tVbXrR`L=VxX0`iqX^&J3*(IvP?NVOiVu!l#x^^5f^iBIEgH!7rscU%xI@yd;br z=U&m^R-^GtqNpN(Pb!#rXL00z!bwS-%{ZmM!sA*2Q zy3PdBCV2~RC3*Ibq7?_eFjX)pW8_swj~)~<+{EXozEoQK30I|+LTKGjgm4gx8HWNg z>Zrx`P=-8{%=b!&$2j$#Jc*SxWC^zVP40UKqal1L&g8`^m>A~T_eo#4FwwwDoNxWI zwNjM`olrZ%mm(Q>3Dob`5rcl;3?}KSe1tCsh$Yl@-QDgGpuzVG?bT}P>gt@wwDzO2 z+_qc4z*JqUE4Lu$;;Gg7NA>$Clxv8Q949a#kd8ga$0tE1_05A4ugVM^qo3cFDzxHS zCE=*p$a!-bH2On@KcCT7X$(@zv!9#9B!LZz1uTPqAy`mlS#ma0EACJGG5XfWqV@JA zqoT6>YBa2qm9wtvtEi(Erm(JA0yjB7#OMLv7586h9t--xEMJOGFbj<579gsFL7Qz& zRPw2Ts^W6ZQbvzsB6=x-$wKD;`(`RhR~(cM^xAI7IFRuNKYZx(vw;-}9Xk2{RGonF zI|UUMFjn!`0P3wBR9xfD%#Fu4`>qhl<-8_2` zhH~ggG)Fi=8ej@e8AyueQmr0|{~NI=uo1v`^`kc*wG<(ffG!OEDG813-x?&`a#B*e zYO00Lwcp$BF?XajzUdVmX@(3dGF0j5>DGi?Dz1-rw>GyJyib(9t~*=xXwbdjIni%} zkI_z)KZDLYEOm6pN}H#WNGJC{A`%n;GHCwfKmGJG?s~3at|agyn$ z4YO0sy!8r9%ioifzY-zi4R&N!$Q>wq%fzde;$vkgMU>SuoH^%> zjXwj^M!80G-L;6lm$s?IBvq`KN-Pq%0RT3~JMqWVHUPBbzD z&O(D92$-k3PhKGw5xZ%1+!u(#WVadf_Pstns;b#H-Eq!jXd9l575hd}mq%n^y^HTe z*d#Sa-c7YiMaDlJZ7uOA`7_%s_8tU{==P_lr+^*dG0Gwo{Fn4`VxAbVQX4V3Yb5^m zzP`Rh^dsX5z#g{*j247=u;Y69@+JDfmVOpQt8LnBKaVcvbj(oOyEo_o5uz+rAF!q0 z-DLZk$~W%&_4)mnmhKJ61wK@8Ut7*h@&=$@jcLZk$H<(+@6&oMrJsFaurLX%1chJw z5iHzyEDHa!_T52W{Q*o;>ak5CrpZH@VPFukn)oB6g+waTApET$ABHYO%C3D6sy7(? z1Md60HoTCl>Tz>wB-(90D@xe#Lx!x6>1=hTdL%mjp0aFBCZ*WD#UN-$YwKYQ3pxAb zC?#6uk&OoU`@6#Sh81HgEfQN~fu@@#Ps|(<*6zq(rfgPI;mnf?5y@4DDwe92BHbAHZ6QnDdOV z0K)2|%atpb2yY0u3mU7Lsi~W*SF-VkgYJc$d5MYicHYjVP#^ce!7E+tjp#i~wgi`jT60 zuA)T}V`5mDn1=uIkVsTuABlEJxT#@0oK-DlMnJ#`5Nyk!Q-Q}%362UHJ@+ghZRzl* zD>CLez^~@@Z@hfWpg05D>Fp*~H;p&=3%`AYy0+q-G!SA`X=F-17n}~vtQC> zu0A)v75<2~sX~&b$7+3{gqHeu^#Y|c2ktanMg3$~9 zn&{(PYs`fW11+cgUq4n;9MO-z|0a>BBam7W!O6^LmGJ7DeoyrN0+$2cLP&w|?YNGK ziIrITVO3PP0bua@^^&TqB)7s$_Nw-}d zz&k1>ypXlT;F;s;+uibtiS{Vc!?z&KsdFejo|A5~u&LJM9PU<<1}cN7zdk%8!Z zdHB$b5Ur~Q^DO=QM^H8(ZSeozV{HKX-dgGzMAR&6w1y*<%Oa1vmF$0rS$^MMC9sTyS^aHcKh+g4c84IvwY3o1T%6hCF8*OL$A7OWaee4 z56eNUCJcANf3IPYfx85asU8mTD^f`aw=vi8lg+SN?a4>3!}n@diTk=+j<`im5j^zt z6832UT&HpIea3JXT%92?nKIFp1F#^3xyv(UK#NM(-k@6a0Z$Z8s0J=ikow5uv`&QB zbqoLalFsGxac#A^t<9_H!>QJ|TrKvJOS!Uc){=69-?0Q?g35^r_IMY7&b>xWUzs+O zeD@+R!Yk><=&qBtZSg%7Zn>-00pM$~dXRT2K;I)4*NV%2UNF(_`1O@bL(oJ3*L*$w zm#Q;V+lCdRhG+8q=@#bd?K_S>V9Qq7%I9;LM9s`{r-d1~eU{!nj4ej5BPzLhP`Em| z6T`5&o53+fOnrikzQ+-9!yP-B9NM=rMbWoV70 zMKTq@U3B+uuaa}pP@Z>10|P}8{8E4xr2}T)sV-mKhHUQvEHJAoB-5A}87<8|JOP7i zNI{N76l_k^!7sIDEE+SwObm1Qg)}WJa*T8qCbO+ij(PGa?==u-y_075x1K0G+vH}? ztrp?V1Mw0u$|ol4!f*vfxag@uXFpyLyr7|ZC+w}<(0fy> zH#bK##pfE$UNcIfBn=5)u(qBasP6SHItH2_p{OgGoPq)?3EdP1IB}ZO)%$%W4TeN& z%X)MeTi*WtAhdUHdHS8z;-sY1TDs&p{#aFtXzdjXyn9KcYn+^%h%TV&%6Wnt zej#D$(Fg#A3U3bBn-B(<-64xVe`XsLS{~y{dgJ8OC3g6>$T|KUT(d6U?rO)kr>K_S zX^zlan9MnANUxA)-!>E5pOA z5nqFXf@1e0hBC}g#X$0gHv*EU`Lu@>rLSpDO!%4pvlDWEHLSmsVY#&vc$l9W?QFg3>4)r6pva*jwJymUqT|LELs+J~O zBz1I5x^hPCyA1MTIX!hF1+pzwDJf;X#%&s+Wuoh*p{0#S5eyZbm6a7ehqN>F+aL*G z`*r_5Ej*3Ur|0YI3sM=fq|H=R#fRmcZ+3oI=)D~D&8L659CuOI+KMWQxDG z#QgpH_hVTZ?fb%*T(e2bsDVfUt&)<4vTwQPl4Yd8 zl0o*j(}gMI6rhcpBerX>k@+Fl@ihsJ%Fu{*MI__G1;5yO@}#r$0 z1N`gA4_=GF!j)qEf|wu3`eVT@Ih=4#W&8@~pk3X0P79^5&HxW=DZ&cb2#kj<)NGJl zz_MuL_Tz!vsELh_cbwg`?Mu6SC8fSd^|pzXW-Xo`#@!c(4$r)N(6x^TWCZQd2X`_`bOaHHgO*(lqsIDXS} zw{B5y(VgfNFp(@h#cy(&Ss=^tOr)@vN%ldO;A$rH>%S`bp`562+v|RpeRZBzS!Lz& zzkg9eXFAu)F~Y9f`$oS8%Hy)UCNdI#^Yo%qr5@cCP|tWeUO1@GFV$ISbp~^8u3X6v z49p*UAFZZE_sqCi{X+WTa9f)U{Ax@1@bkM*t*S<$Wlv(_X|5y=kplGOooWg{&Bc}b z@S(}iZ>P=7ild_|3kq7hyYsGJ!8k|M`|=7SKMrznm6td5#=%-YRad+(55Odf)E=%u z)C_HO6nxLtC)bQ*WGZaj>dvu>OnzZ+{^HYHE1+<`yRZ8!tMIw?m6GowW}vE{e(DR} zK5do145#B##j_$~{{86eWx?}b^eg6hrKB{n^9lxhQ?06a2fh zI0&MnjY}!<+N8mk%e80P5=-J0rd%e%FKdU?8k`k47#Xgvmd<0=#4GlJSL_t4$iS5x z+G3e^*3IH^SI?aS*(l};!gY6{a|uc{f%dunl6EJk>6+Qt;H-ZPOM1u?Nx(5*#_ z3=gYS#D|){YZ14#KBws379Vr5xuweG>urtGQ4N+&+S-yPc``jc2y;AV4jwZa!dP*5Yh$>#UlmI&+O9wC-s#}|yJr%G6F{!{l^U9Gtr z(Y-|L66xeI=xCHZ>~_Md^csWlFViLVUbm+c6DPdaVp3j)@v~9q<80c-F4^L;yk0^O zdLYMU0W^81RWKhMZIv6S^*L^zQ%ruY@!O9}m1pGQq*z(s4Gw5_ba!`q%89KnMBA+Q z(z{JLjYO}T2yG#eNHYqirlx;1cIK}gRFNvH^*=RS{?{PHb?^I*ZY0tNkGRw}YgdlG zV;Ajl9F0rZk$@xPyjt7Bp)*3G>t5Y8^zyoSdi%yk4`43(%xP%!+^0W>afwxymv@z? zemZ#QQ2X4W(p>eaPi-OiFcOpH=EN_%%s;BsQ^enqbocaiEDdk` zmUM%FHi?)2*UrE=xb%QRCdX zJ~OIKl#~$rUmI`#ih>@wbJ6!5$SyETW9k`ZjN-*){C|k8gaiMBI*UNPP@}{9b?gEa@kYtY$#!qukVhj)do^$v z6!Q~w0%QAK1h`-53k@^$gdNmuMie-ya$0?as9?@b=<6-|1UCK;vZ4d2l=1F_@D3@$1p#z zNW_y8lior66$y#JM*Vpb&O3{{tGd_n!CtV#e*iDvSNdPr-N=!Sl{5K zsRhY_LSYL3c-68+jk&wPJo(?DQT-Lh+EWdz0+VKg7r{__YE0y=ZHD zWe@vWqkV}t=qhZh(gphQkr4^6f3CK+>yH4NjegLUj9H0KLD@rKBh+`3Ln7u1E_zR!gh(?OUYIbASG9+p;AK zPZ`!YaA&xs;6==IX$#T4hw<0P_07$R(KWzR%Xt69O%ra-TxXf6{|F3z`0yynn27}n zpGX4?F!8q2GcGGHKbeE6YRbyK#l^||z?|cntYOWB*OhAw#0?`+@Ay=)5gSPU|2vNS zfAyREv8gG+Y?VO9wr%8n0?YJyt75uy$l@Ni+IU;)-TVBI`tK9fz2BgtgS9Z^#?yQF zQ#6TuW0&vk2Akr%GsPJIg%BxSvBaWyczDn<@(jQz@pd`b*zmhRl_Mv&#aRQ|l_HCJ ze-vGnm6dXGG|n1OgT=yH3;tZTR7bX}f~F!~wDsx#ZO*zwVC9I{|6hKS-?oj!#0JSH z_6AZOY#L#p7scO6H{dp=fSMGX9_)-T$h!wcEO2odIi^qt0_MroAqrdxmyGMU?n!`=-Z+L6c2kuR?Yp(0 z1&GP(U--24gHKDqhZt2}yJSmAF+Bjbv~lk$|qlB7k@FU44%cf%QEn^;8gcka}nW&6`3IP>Ohpy9ovR z5~3x%qn^{lVf1dX6?ysR>~EZPUj^fXQ^?A;f-kpgPlgwvEfty5IK=+%nw!Hv0xQA2 zt^q&@R}n~3v5@-^rmmv7-~b%UkEO4q^sHp=uIzDKd+)Ob zYu8;T;iC3DDPx;-xYvQh%inQ-*D8!KhAz?b*U6Koa{(39y17aZiTtnc0p;#rIi>ZL z-{6aRAOcNBIBE-_7~TtM!M=UR^sisPjt0qf*}BI6tG#poiZPGl_)K9CwY#NSm$Dr+ zoWqI^DQ% zP1@HtKkUD-KbW89hw15gzR&mhKA-RV_NlVQkM+JAti^D+%njfgJ~y3{IuBByi&Rie zw;2I`KmH>?;Zt|=NWo+6h=EdAfv;izzyJ}c{0d@9qO+K?yjTjIuw-1{ah+PG-V)uD zot1Ie4#3Ge%X4(3sFAV`yy@uJy@^!6s!F}k_z%-`kwR_nfZVDCe&~v>WBaykc$f@I zN=lffzpaGd1m(6q=~EIjlRz|Mf29_M!YsL|)`?a7yp#IQO0mq-pfVy=E?rwq2XX5d8QGk3?64 zY+ekt-70VItW24UCsv-`t4$`uf%EPUA2f7A)G2v^-Da09NE*DqB=`m=JEI9UbI`_r zt9Ub8X*>dggXg-s-plvxqgdYk?w{9vf7dQ_a4<=+>e(@QJXRB(tAAeU-t6pGNejwe z`kzQiNUd0AV(V?c<;YWJH<`e?)=qI7DL#AK34w;XMdjOXv0;h8+T#8C`?$6F{)NIE zM$m~CLb)!drRho^JG#7L_fZ;i;J+>zyxYu?v^8C$3_F^$t}L1B*N8C%E=k!BSo>|3 zU3-2FU|GYmG@r8pHz@L~T6k#IQzjqnlqxsYT0UsSqSK6CuCZWsVsAC7E^1jPD9N{( zpQ%-+PwyIUZQZo?=G}C5%cFM?!XLyS7geoM zEy$c91P5LEYhY{%DrEHwR}6bTbnxH;r|!%nAV~&YGG*aTeT^SSlZSPuB-~&dlXXZc zmp3;zi}q!$kBPwRd7AF~%-2G5FEA*G1nLb;4cNj??jpUoUcyG&IhY+5;n9d@)W_~a z!&gAOwMqcVTU#>^9vo?Io{^TO(Z(w*#N(l1WQ>L9BR5#JoS=gBPGj?U9)RO$Qle?| zROC@w_lTwp&t{Fax2K0f#ob-;5vnBvcIDxq(FS=RyxIU6u7=y$X3d(34YirA; z`AHGs;p=G2i}J0oelr|55h~V!1Hx5HDoZ%Jox%1wdWuIEaBz{%;!acIX|ikb3?y{) z;GOsbzZcd0-RB!-2-_BJgmEnx#Eu6l=9GDiki4=G!}jQcf0bcRVt(nn-{V}`n}kC6 zWw3|dP7@OoTY_B()+W$(*6i83U($Vs8W_xXclT0<<;FVpQKK)+n0mF|Mw)zRlEl1U zEL+4H-jm4U)3~W1_J(6wyANeK`%moTG=-w4P|JgKXJ==+rTBY)BFe&%TG z#pmOfkAuKW&;(!%M9Pb_9t9@b2jv(o%g+Pf*jE>ykIpufNE$8n+zN__;ARHQ=z}c3$@*TDRSDM#Sax*{8Y;!nw7ftxrOzYK}w0IcEit7Z@h5!7cKji`5ds1 zJXJVdPZFOg)P<6Pl|0ak$%+J5MOwxyk7r0Uv9Pgezbdm#O-^p_=m?KeNF-qqQ&^3o z#8pV#C#||fg2sJ{wcFW_tW)v3qIw)0ATz6E}A)Btd;H8-g>_(4$9u7%Z`&Ijj&(r@2Fv`Z{Wx%4^ps(cECu*FnDB z3Oc>2m{6i(Y!g{yxX8uZ_jX?FM0kHzI8y6Tfg&-$K6`x6H1QWgZ7IoWqmqCi zqr1aA3T#>*1VdG|4kC-=EE8sTd3ia0dJN$&QZty{`^7C1pNax827IOtL;L*k%l~N* zw0#XKe*u)m&v}1uPo0;!wBS>*qb_spzj>qjH{2n5Negl=h7{{R5I4`=#p9biXTOAh E0T&DAvH$=8 diff --git a/docs/reference/kde1d-2.png b/docs/reference/kde1d-2.png index ee68a73d532e3b839a0bdbc4280d6e8a5a55e49e..a246cb6be58643864eda33763f3d252f0e2a0295 100644 GIT binary patch literal 33003 zcmeFZc{o<>8#bz6Z=o_ZBczBBg)$Erk|7k4xkRSSBC|J7gi2&cW+kDFnKBiXsfdUW znUi^*+2``U-?#Vo-}lGf``E{^f9p8vDb{nZd${iFIKJ9LdO-{E0tXf(NEd$;b|qDaxJIyd5+8)7|I6 zt@U?P6Q2+I-FwuZ6RrIAmF~w{t?$Xk*7-p^#TQKXovBS@%L{U%OLn*Z$g8(@GjB)w z&f4Ugd0hNCmb#Xj=SK36^nE`$v(ndAV<}_C>{vhPwl??Kv8+KPemT>nVaD^)j-5NV zq9f9KFYS@QCz;(OEdxG$swt?5ADfW2`Jec~2;+`Io3f0N0bGbcWd92F!! zLg@bcwf|1Zf34*I7aOOR-Hj}1;fGoL1A2iQL-nx%%zu%Q{Ze;nyXH@INI2_KvQhx^ z^H~Zi@(=#)&6tQA1k~5zL_DJj` zBYT%PlIgu>rKR;<+sHHg_gSUzuXbN8yUW({S`DLrA4en92FejUHMO-$vwM@j+<1ha z{C~(vz0gl0=Tye1h8p6_J(i|V=;b%3T~3z|+J9^0`-NF`^!AY)$uF~X>JuX?3BQSR zYEpFfc!S?IK2zxS-dHp8nEE(Aq$W1@M$fi1Pu8D0S%@9qVmp=CWA$3EfSUD<#kWCB zM#tLf^4y5ntv|E%ViO)Sp#|Mu#n-DI3U%65zP$MC(xppEW~%t!d0m-G$-Vpc8#>gm z%ZDc_K0fv(TFAC7tEV=c`@jj^H|C8=v=s&}KQHIr_;S{FJG&FY6xn(4#A_@!>SIJa zmuG2Z!nrPwmo9YG@s*38zSTfm8S8dI*XjP6#~fAbDvFB7wKMc7uA!|9PX&j+zt(H4y}R>3m+MgM9uC!Atj$cfA}m_>QPd<$BtcY~zoC`-0YAX=io`G>AWb=Zaq)rgR;FZ}>l zmLZ6#HC>x8yAr>ZHm0OvpKG_uy!EH~xU>E&SKxWrtW8@M>%*M|)*btMh>6JBAo=yT zWEz!MF}w4O*O}GFxQ^wuo)adPX!P;dM6d_hvnzn_(ql+emxGbvd~<4fny z$yCO5dCYwIdn6n#~}G_3a-g?Qgb{3|UzLv*~bPlm#!+j9YXPsx@aw{eP*{0!1GQ+JCk z=DS>Zk&+V3EFnsI6dCE#VO9sPpZQHhw8H$RE^kU98VY54T?7)OrXrIT8ZN6W#>U#WH zy5QVsD@K3hy3hX3b{MENjy!GI{2Sqmf|W-n=Q(yFqmT_x%W-0siilm-_fV{Hl2mDv$M1n`PLmb8sgS|`O@&}7up4zT3A?Uq^OQz`%|zA2`#*cw$aToQT)%R zZU4B&RZNN-&y}nM_l0qKdU|&qtwfo-0ed*QoI9-ZEL*tpe&8X8m%^22$rOkBAFFu{ zMw#W?cE^Q>hetOHL1Lj3fhYViacR^(BTOfUjv-JRZDIw- z8ggK{xGo)}M603k3LNTslqRdddx7Vlp^b_S9UN$!4LI;`=P%XZ_h!wr{7T%jt&|H0a53yVhyBXH2 z0{3xmr(s_GEYJW)I&S&{(G$ye+Uol&cs>KS;pC$V55?iGl&uM)Cs0D`U_*R&k>e2V z*&CaxnMycIc!Y~Y1izf-u{01l(we!^8^rfL!yq~`@_-B{C+F?n01lX{1Og}a|1le9 zqOBd+X^dxX7XD5OG7eAlT3h~E?6R@c;O(_MoD#{c{kc2|9(vo({Ux(a$_ z-*l}zQNUwZavP@0N`kY0z$BKh$$`MW2^#nj!)RqH{ixzSrfVvx#coPva%pFD#=3O< zDDzyQt;lVVbSE1kAV!X~c^f+i2M6gZf-JndcgjwH4ETWkGFS3%{@4<=3w^4khHC?) zBhmJDm?UC)SV;gR3gUb4yRg$3Ho_Mr>*shWsfSkAwOd~63H3(dR|&7^7@RFyGYlxM z!H<4>abZREK-of<`}I%vDOo=_TjCZU*{H8s%H3t28X6i1?0kj4?y$=Gc_6r~l&}d2 zxy=4db+VQ6S*Y56By+fZkRBeB%{-0O1>{1f({(A~u%>Cu*T4N?B+x%&rC8GoSU zi20f*>o0oik0yYM+uWbaX__^4b$aDkkhu}nt#-#cY!)Z%>@3lF^eJWNHGvb<ZzJJ? z{wFmNtQyt~&k3k+HQ|_iFI!t#sJJQ4boO_?h#)a$%CR! z=E!%Ahc@Oiy@B7K1KJ^yG6~sqetN)ol;QL#K)!u4=3OPON=i!EJ3$H==KEzxp@LC$kF1Q#rcj3@eL5tloSHKw-0#s$~CfaySefOVcrq^~c9_2s5h*<6hG49~vs3Z?^)4^pxMU7R%_o@e-H^ z16ljX=VgzOf0xz}cxkGyO6|$X#Ds)jsVQ-mT_sDmS`DnDx;B(zs33k6%%>wrMrIr3v1-sSb7j7gS?BO$K-o*`5>va*>6ZX z4y?IutSw-h6$z#g2_@TJGxNg5-XMa91O^-PnqKMN@Os7f=H`#-4#VyAGK-DDUPS7F zIXx~UBvfW3B|Q#`sqL(n*E)bR@bUf;>TKV(hr#lJ`EOobPXB&ASi-sI?tzH;LSi@` zy}PJDBsewNgMu;kOa#~GKD@J-8|aZD5mq#{w)}TQTwE8%iph>~A1{*Uzzh+7CP}Ie zxe+V}2`H$9rK8)X zXdpsDb$#5WyrZG+@%)8|nwy=4_FKuR@Ap+G^A`1EYrg`g(0>#?eAmS^slXva0Z+^* z;$U)oRbA$dWeaTAmAp5aTkBO@iR+9o?<-`4{grseyY;s2uXZ);k+>=CcSBpoU)Z9r zjmp=%_;61XjrSr!)qavN4n@Y96#r*o97lR znW-1c{>idQpRtkv3`@IN14>6pZx`vUd%oT>5O zUx%}d5);7`S%Jw~`^;!tVt;i|@d*+-Z@_={)llI$PGbFhYrO9I!LVCj>C8w6hhEWm zp;Cm*Re6y;n~H~M=TZ36-&;cELAAh{?UukMA`7#&A8*VmuBfO$YLp}eeksoFPpVM2 zhX5bngo4!aMNl?raL&_4B40&a##dok@EQakjLjPmdlR|h()7R{F~SnUSlM?_!E-PR z-1v;#s{pg!7KIF&*Wj&6tmx_aArj@D@uH!)C;_uGNOzwGbWw0RyK-?#z-LY_24j;gZQk(|bz@ie6JeMq!Cx zcB)D)^#}2l2{&rsThdW*3|C5SPay*{u2NvSrP;Vd&V2hY$?gN4f=cum>z<0cL$NM~ zH>W;F2`GzO4i6)^Cn?~YKK#e)zuGPQbg80d_FkPrtZ17`iT8R-NDngDl1NdVYLBO= z#0XCz_uIvKpG8VC&_Y=eiSix^!a~9n?fv}Nl_N;BqKMSb6oQjt4+q)k{r-__Hku%F zcLza?Q1tW#OYsgrPbR!FC=t<-SGi!ZH#H@)Fm`*J?Ms`)yl(!@qLmtAB}nS^_ zZxifX8H#wXWsA~(N(2&~^UO{tDNtAdr<2B{5kk~+q^Xhx9XwfA7)VBHyI zo`7Zdqhd5RBW9-UETpuch=HLYHSG8MWN=ge)B>=R)RDG_su1~Z7$qhHRIoqo8Jo^F z_~9xR@74Scn-yT3gPYEIZ?S7)R@P+v#_A9R1wy5}OG`MWpP%t{>Ciw&fof_d(HPJ% z2$@pwF`Bav186I(3x4hwTl^Nk-khQq-)0ZhC*$p(wB6LiJg}7uPne%qRCFCqj>H;d zt<*%@yiLWv&+bDQ{zMJKXLjumIr>mIiH%^J$xLNpTm(t9a0I|KZ$1VcXowc#J8@#{ z%{Nt0P&$n%KxHB;qq&e$n(IJrlS?h0-Aj;-WHr3&Uuk8|D=Ui)glVXX420Qwg+&pU zPADI-?Q3J;F7QdVc3H7Yhk#?Ct$@u6Ivtd;v;zG6N0nTf8_%Y>wqa6Tq65gI5fX#&;~vPmJpBl!7& zBIYGMij8F&K8f3;e*kL!2Bk%T;AmLg&=BmzOniG+kbvMUh-X9$9UYxk0~dp{XV1P7 zAUbHO8I#B=A>j$o0HMkQdKdh~QpHZbSB9l;L2k77;3l6O_WD*m=kZPv(xazOpT@C4%}46LP6CU2&X|B*!c{Z4ITcx$3VO2`x_^D} zVchkJ(N<23SOYuSdyWDGZ|GyY`=6?h4@Lh88 zDg~?f>SU#ehzNT;p&*@iz!E}KU~``I-dOO43vw zC2&7%p7a%*l=E2on5hmROtI52VDTICiyl&h9|&Vbi*USbBm(SvW{6LH*dt4US$Htv zk6-)nv!SPmP_#1V&VBOAScTTpx57#^zbimM5Fkv9G`YSqG2u8M1%j2f;-Ui6zHS;~ z`Ai8D1bky94S!4F1GM6+%gN0(`}~AXW-*_Ni26Rhiin1-Fgy%>1194Q6NO|JM>o*sZ((Rp0;)SuG@$-g!WqKO+;Hx+1~PJ ztR!_{SR#tQ^VyPX*5HLaR0PEYDoxVhUF2C7w(YF zjc^u9mjjU3KoJsi8NYd8dmyB*`R%dzp-3P9k@kxE2%7}5Obj~ODf1wa6?KV1iZgycNPX>_ac`sxx8_igADLF?&-@ZeR4 z992N-HbBh>+=}s>|B({sMgV=N2#564)zv3I>`_Bz6H>im6Qp*&ek2#8V^$ zoA^IL@B=*q^X*@MQ!$>=OxLnT4FE(ssE=xD8yJl)Mu*>sPrlpAelSN6%5YCo5HEgu zfr5}u;F{JT48_zSYa0}Ukn^FKUW_J*I@4fK8oD+W3VJSIMxRXIPC26^=-pbCf+8dh=aS#rBF z{&W~Sidkg;>3L$J93PYZTc=^kR)`V)w6!Q@2xZ~g2ItI5!qRxOUi@F>npdME-%`}z z(sOchjD;#-qIR^1s~!{X-8)%JP<`Xx{p2cwO=kJJTjR1xKH@#COe1e_w<5r^3@S)7u4fi| zOY3IG9bio&mnZo$n}Z_T$x6U$1gP%e3IsCS&reRVlG;?M_HrLRT6uw}()7P0EGrAE zWJYG+HU%IAY3ec%BRmHJVLlQZn3B}`RIrifTua*>WSYWDEU~{k3T&~U2+3fZPD1iQ zPIfy!vVU;!A+y9Xl*7+;b;=hml)~bauhr+ItHn!VfkQX;vEh*)UN5!^jR#A5E^EG2 z?}0ymX#MR`G;tMIJw=ML2H!)_2+D%jQvvipPWDv#Q!z%w$4eQ10Kz&4-iwk+)afOX zP-4?SuSr%4NA1KML`Iap;Ae=csPf`^yE@-tD>c`wu}9c@x~{tVprHBJ)2;df9*dKp zdQzT0XLCD({v;jnHm6{PO!f?DE?8o|4L%hKqrSR2tr)`J5(KU}Sbhm&C|n->$C%`6 z)sI-AMis6vk023Xkg2Y(e^|q6Y3P!2ZhQ-Cbveo5@Of6VCGVAN1!}X9f#@z zm;r)(euw{_i(n-o%b{VB6zAsVMrsE~QdeJZ2yzGd704BrN-CkSMAUEqI}f*Jb|Z}h zAKHl&$}_{Z`DNp;_r8$AH2v207N@e3>=3d#{;?9xBryhOg1A85t1xFx>C}8t0m7PP ze{~2<9tChZ*b8{{%=9$yMMOx5JxcGG0Ku!6T=ZeqaIwGFHzsN~&4aw4TBh>sF?RN3 zZ1xpLqpjVFz!P)uEvTO%ic^N-+%qo0LD)SyKKyLYq=A9!KscmKokF`F7thC>nBE#S z^Mp4aZ7eA^)k@)mDA&nDeDB;)n&mM)2i+3-+6-W(YP_VxW+ zV&QGwbx12?*VgT%J!-oUnu^(u9=-nS9SU-&o&MR^a^{?=NX8LlC!{?bHxMuuCRnQO z;{Qg4c0>d^idJI1+zN+Z*i|tlx-VqeU3;ll&~_OlQ!(bQ%X8r;>LB+@c){;UN8J#p z4keQNbYgO9`tv&~)VvwKzoIlK_RB2eawg^;q~HM=(6=vJ)zJAvhe+G0?>9G3MwXMd zQ&s5M-W|!@$iJ*@aO?8u+#bI2RR;@ISlqiUM+EKOX=XAXQ={I;?dQ+DLrwhRXlPP2 z1Htw*F@ec$f^JvLT)Qd4Afbr15h?OnJNpv+hL225a4QPD!xyc6z9xXBd>TIC~lQ91m` zZZAbR^CR?wzntntuyyU~PW1E!Ro>Z_c-Hr)lnUGws660UF(Ab_33noj1rRy8Pbe*e zGqUO0f9?4yd`v)6nzP-3>w9db}Hi3$ZpHer!z4!tWMhaFBM@7*07X`4G z>bsd^+mhi;QGyc?*LyYcDZ?=p3MxiFmoCb!+c9BaCsPoZflXG1q&9Sxzrn|=JB*vR zCBsj|BNl?3L5Za98)}TbLWk*KX*{zn4m4Q+d|h`B`9BF+W|8D zBHWw%{HWX)0AcA)RExp{N3c`G5G#=H5!Fq!6;LMN$fAB1QH!R;>_#O)q{04-w_JiZ z57vuXEztPWu&hUxubQHW6TH#lu$uSNm-Oh|y2!P*q^U_m(+$U zFx`S00YJg>o)Hss2hAAplrY6b3aXFhh+0Vs!hbz~PLkRXd2^FKf{*5a!QOmZzUAkb zHq@Z(V%-G?fcXnx1UKa~p<>Q?j^J*=34PZwOHN7QaEtKO{TSF|>%DVs#J|;u2L5Ol<}9?w-?x@pgxQl}?IvP+A-@lGWA4HlJ)QA9r33Gg|wj4VwxYqXP3H9d%gn z(O>lvLiZ2S?bs>X5Z4py5~v!?a5@b@kw}_|0Q=YGMqS^-aGu(i++WhO;`{5KJ3A`^ z_hmaGq!k0%qPhc^V;R)o2WqVEyLDQI^9(dnhuRBhHr8E)H&(M;9Y;GK2zA|_ZBzhj zVvAfqAeNZWHCDk#f=%Bla~u3n$f~9FyGvrUlV0Yfe$h0dt1Jak`aA#A@Nc58r~x{E ztR>xlD4qt!2Bv=1g{GQ-EYBaS>LMIMy9#R~CasMl@ozTAPWzssAsIKf!jX*0$x2qz zn>TM(Cd#EqClRc{yR*AV;@0_d=7*Qw*s^?jNOk=9wRb*~v)@=raI-Fdnk`UbQ_$sR zmE?~oa@Cf!J+vv)n+Y?$cQ1)qqGEQKl|<|m_+_GKf}F+U(eEC#xTqzwwIoTL)hNk0~NhgH=%7SF= zOh`zmuC7LoE-oqA)k%z;Ea4b#YFVh*IX%~!q*cs&#qRgg5O$>3^6W4;CV6@JC^2-E zjI3FBFV)Nah8`Cqc<91w?LXZwJ$lY*v~3C%o5a}$kHxGa!j8$LzsNND{OPsze*7^= zJ~;2@^xCA8*NOXl@sRmUEMw0CGf8@8O z#kLwg4wl+a*J72q*73y}+3v@WA5kW}FNb=qZP>k}Z)|E#Y`@fui~n&ts1o5g#c;p1!Q zBz8GjLObSh?zH(MIk|hjzC3zoP+7IHHXogvI|D+p_|{0o)2Ei>L|HJIy2M4n1YI1J z$hX-iB&1WEU$?sCe#ROHDv+!gt;~-##7o)!dn*-geQWjY-1@49WoyJ(hp&(toR5C(djS?dyBr;7QEYKDPp$LOwHqP@$j+XjSbrg9l0ggsJdC~@M2$jP>|Lv@9 zqPg@J^~|`@&f{O6)(n4xQk`k^<~Q&|)36hgEZvgZ*+rF`%Q<(p(TAb3L(h5i5j9hP zul$A9j36V=TZ5mYFtM3P)x(Z!?Aq>IG_!g4E$K#|ryoAbpRo>QmS8(|aqh#OT(E9~ z(Y9}Nt#996gw%pU3G;CRBax{OV03=j1(9pOMYKt2YM=|76v!IX@o$Rb9lpE61ue{+P-l*qt~ei9m7iNEQDsNnoNmnVg4* zNfkByN$IAhW>BU&EAu@)J==YIP}{cx5%u%GR=GQHJ8WQd43cR7Tr0bj(YatRAr3R} zGhE@8AQ*8lN9fglj!!Cx~uzoy-I5Rlx>%|BM~mh zeA3QZjgwtgymsxHiHXV0n>STeAEu<3LB&L7Z9T5eX=Ph>e9IPoW76tE`E|AU{H4iC zIvl!y96`U!4=MZq*atb!%nOM+&?CM5{mtM-^x~jZ8f0C45B3*gm9mX3)J+85ZX`Z| z$^ko0+9kjWW&Ntx*DCo8ot}uhzPqyx8T09byNJL49Y=GaQ|}Ap!Y<>TOGxU`CWU$(RgKu9mMDAq}9`Q-fR z>Pg5KZWScT)YMdvHr`M(|1_sw|DMHZ#qi+sQ})-oHBV06S{N5^^EpCfUpToDAbtBot3P*P;9u7s4L+<_!*leT8yBN$uvdxQY}1s@`Uq9Vqzj!cv>?hSGbbSE7oJj zUdTL7ydxr9{ilWByX>XrgYoT~=Xx@<56G+O-_#*TP~8LI>y5H5n@_hY8(=+mrs1yqpGt0DY ze^ILr%}cF6t&!E|UHho4LK@^mp)ZXJb)9rMMtt+-UQPy^TZ@xDC@MylzeYq#?9xK} zK5=nzV`F1fk9)6}_`W9u38RwR7v*rGLZ?yZ+PUxFr>ClNZd~}gbnS3Rx##k*_R(`s z#0a^R>`DCh&MjQApnNh>*#OX9D;utq++rzjf(VO56prJG#UK*0%F0UZS65h%piUh6 zUYgE-Dr2_O&IFsUzT z`m3d{_qwa?%;4OM3p?LB$ZMCEeVHD3ni9wVkF}lL8t8WkE+32*QA&ceN5J~?7vefC z(QKIq;*kaQ7+^zyRlm^f30GcO=<4`ZI8|d7Hyjmjdr-U(^m^;+O1H78>9{^Iq3Vh7 z1ztbe+6v#keacM0DwGjGFG(=s+RojQJ8Q7$kjsP5!0=CJtqZX%C{i{H*7v23eQMJXCf z@~@j8oBrw2^fILA+vWgV6U|?i0HS=)G}`!DY*gfsysPpT>upz8>+Z5r@QIn@KXNNu z=G?itgSL`CH&u>0t=#3RAjsfIPUvtxISP&Hu4^;#8@nheUGL?x5djv=A`46W^!dBw zy`!V6K;yP3Zs&#|GcYwADEdh?Sbs;Uwzk$1Iu&AXiE4_~!um?Nzkl7!i=nY6 zY|BpsOB@Rc86?t6D1m-STV7HyJQ&0XCLoW6AiDP3dh4CK>T|Q>7~EON(WZ>plGPj& zfQh5TH^R0AZcn)LQZo&GzYr&0l#p;0l96-9m8bM(KQujm#k!zEW};W zeJXaGXkPpzZ|q`FVPPTIslT>uD+Toq2hWuUXYk>}2QXD7FaV^B$U?z7S#BGWyS%VG zlF4WAwz<818Q9t#2VX)%ADezYDB^nQ-2F$L`cV>k?QcRnS3Wasx;Ey6@|71tLP9`N ztPiKe0|n-M{Qf;3aSo9|!hQY_zsY%IhoF`QCMIlcZ8KHAj?Cfc+fSlcZn|G_W}8Ad z$_!rOR)hmv05}}SK@~^*ZPywasp=OOb|2)d3Rd=~o?e{^eRTETStH|QxX;he560Y;iAvr0{G_u}KRY`_#F0%@_gwJ)Sk)J*;mdQT!B9$WZt78FBFvRDK@Gfw<)G+5eAndP{x0)CR)V zo4h;&9D~J_LKx>c(mTSf99cU*)>KmTp{j1CL3w39$Gg0UICVny?x(uo!H*w4+=Esi z%fn)q>K(3h8r&#dz{7{UktQ$c<3MWwTdl0Duz<}4Rf04{NU||6{g5P2wX^ZmDStZdtBqieGm~sLamE2xw)U?`Klf&mV3cfiaomz@ zb(_5JMNkfMY)6Qz_itx$9HQ+-wkoHSy5+VU!-E^h8o_lvj*b0^+S+cQL1Y149&fM7 z>XaLvx%ueRgMo@|^rvKGWKAo#=YAyQd7ttm^OH|cUb}-uIk=0c_yP1KPBu0e^!D`~ z;JNZORf8i|HAO4k2n6Vk>Hr2~zzj?S<*r?T80WDw^KE`EN2bJkTvCmBw2%8kx6wo9 z@G{S2S@NYBHG#XE4~bSP_qHM&%gVAtjSgs7Dr)NSmh{Nr;NbMl%h%Ue zHAVTKOG&96`U%dbsuVXw38df*&yCN)e^Sr{f-g~V2aSa|I|jLxbocI058c-hW^o~B zefv9XO+W4WQLN4Et?xGbXxq-`@;hgeiO8n@?V@0(AWnNjhXt3SP{g&4f;eFDq9Mcl z{CvRPMxv&Beapo@VNuZxI0RrF;&lPws8Jvc&FZF=mAj)~a`Jr^zN6==hvMtVS*jyW z>}KGS^{*{)-F?u!>=&LxX35JNTd0_PsdV{II^YPBlfM_HWOc7zy$VR7qO$A6*4p56 z&z5kCR4YS&_}8yV0_IwMzX?6NKsBczGV5f(!-!U+1FyBTGQvJRFzuBaze9<36M9pL zoK-;c+;(38*Fo%2z#J52h{p0FrEhOzOOeAFpfuf?;oZrOR^Q+=k>CR0$ zZQh8E@`2~Z*~7v5OZJ6MNlskhTqjRXdevKzah(GMp89#DN0UzU~yw{;1 zI9YXE&Wz(R;F>7o{+3eLo|j`D;xQM#I%d0j|FN>N8?^*;k+8j|i87(~t7RS`zk03S z2Eh9E?Hf^XK$IkjxnzW;va+Jo#$mPaKJ$sYcTx9?U572~bBS}+1<5YoFE8JK zvjQ$fA`0Z`P1FIPwhd>ClU1lFLz0yr-12>YxGn;9%=|a*hqYfI1}LqQU{03y9A(IZ zFiwy!4Rv+V67B>dSQzWjUT(%p3||Te44vwGa7(uD6aUR8omCeu6JPyx_97k|4qSu{ ziKFL@$j&eXf@ngvi*w&xp84hFJcc|&^)-d|pTsmsB)F{{cbAVZHhcYr__`j>SyDr< zbR1N9tyPRFs9(Q+L4NJFcb4|?Sj&@>uOU$yo3fX$9*GrI^ry~o%lkdI?+KA?Nax8n zl4-i0Idca4OZ4{SRluCxyLZQ-ju6FHAF8Ul?fu{08VKS85fUY$(fQMK!q9cuf^tV_ zuvEn8=#E{Rlg|L8nHGTD5P-}KN!i1P53znUl$1-0eZg}sB5LoyY25e{x_EnOT+E{R zyz%vcFG9)A)=|P2GxSs6{UYWeZ6EN-vU;i}W{(hTAms@N2y{co#8y5hC)a7s!p%)D za85Ng^m6)hPxqS7VQP{g@1$La*|mZQxHn0Q%>NGx=|vII4Du|)gM%C1`;xCfdqxY$ zP|-r3t{-){guBUt4ZZl49Xkg$*43U0hQvu=rk@uUCgl*2_vJLvjs>cAPn|jiH#k2v zC1UqW8fvKC8*`i)SMq&tSMXER>CtJc{!S6sxy#wPk5A~CRMSo^L>4)+A5ZZr>A?m#zQfxv=Y6j#NaJqsgr7zo7Tva;?z!13(`_?2CZ$Mo_w&l6{E z$u94c->UxQ_^nEaa(Jx=3Qb;vm?hrDf{%p^#zRb|tG7k$Wt_*u%;M-u4YB3pB$Dl~ zkE;>z`Ijns!0`V2cV{pp$ZOa~{8mJZ&&rA33f;%ecI;f2yPCMfz-M~bnG2~J3SAx= z4_Wv&Mv3R9fp1CJo}HU3&_dPK)rElT>GSq|tM*`hc%kr85Bc!dv;6%1eZk4Djuzj} zfz9L>sFNZR3Lh>X;8Odrw`YrqjMqKu1yRtGuhx0_lQHB1zR#0Ws%wd#!o@&F zQ+fH`z10id$_wL{3NlopjvU~NSlNUs>c_DoPCqRzT_dEMwzf7zi?>BZV_l^yD4Lyv zx(7zx`1*AmcnuF1pSk}^k7KBz?mm6*5Qn|}Zf4%IXPYwP0bKhBBQ}DF*-#IFW1uA` z_Xp=Q0rD3bn>;p4XlN*L&|>f2W|TGnBkVhHpnHXO?oZ9=kKK&i(PwJ1t|hf7$&tiY zUfp)DYs=1Y&FySBOEjqIxtEIUJ`O$~Q+Z;C0z+SNnujb>UG43nM~)an!}jv>BFfPr zrIpeoYAI(LPR}&JOgyFo-dJ(y=nyGVdgS7At)6Yod*6W#QKHQ!d*rwJ=-u`6<25W1 zW@WvGO^D-Gis#Q$(9qCOP@t-M2tjn$LT=}?=;)I5x1&F~BYA69mzuH?^-H;e_A5r8 zxs(})dAxY>f3&y-EjFPp;Q@=(I>H5*C=a}2pxJT`Wr4)XAiJHMoJ3{jifCYbJn3%D zk6edeJ}NPsU0n{tp(KChO24MEQXYNI1;?b#d@Rj3Y0EnaCkRW(ap1Asa74w^(-XX| zlxgi=BcpDj_nSerB+2?&n75N-1LpuOEA&lQsnpRv8lXOK1{rm5$Q!+(RRVLCXFf9*#H@KN#Imv11n%Sa zC~W&tv%WSxUc8(3@M}E~(z}@q>iG!JAuR%LHc2MP@C82T=#e8~GYkM@fSFR@;;`f> z+qzBY8VLTGTYt1w3p7+u4}`|>SbeX)M+Y|5pSnhBot28=e9(S=vxl8SiNyM79>bb5 z`ysjjq6595kar1{x3}Hh2`G&KgAzHLrsp+yaRWj68Ik8?hhTC2S=dB$yjCuJx=&|j zCgQB}LM`&sgXFVYU5A){WXlEy)-G)$wmK&x(R!Tj>v6EW2wI@x_a)m;&d!QMhd|LW z<7vz1g4D#@i!!h4=+yXZ`IOG(wP9d*`)ub=c2V8+HQV9u7fMP@nmKi{Ww4o-P7|%( zW<#sBKB@NLoYWb}U0hs}?Oz&|mo*6^o$74O<~fmUYlK$-upL*#mW~o&7u0NO>i1_c zS+uive5@MFCaym|bD!AUWcz}Wwn*zVnF}iQ(Xy~?jAWKSJb0=CzNJ|hOJ#~v1`F<& z@9LgNOyswUI3#W^o|kB)eK8e|I*MPO;dJODTGtipA0;}|)3r;cMBfUHh`!wo4{w1P zqAc9MzrPaB(UBM+y0!qQ>IlvVgi0 z;$#W1+QKd20|(&gBKRUvmTGt(0HVeYi{>_ z-$}3jNk&$ds5AmugehDtMjdMtfOPZkH6R$iHUixe89Dr680w}Bll&W3A)Y6_iwW;5M1QtpzgZ%Tdq#^%KS{ie%= zb0olf!qWtE={(RR-f*xeRoVcy!`z<(~yi{eEUO^l9CYN3G9l_f!rFx zsX=7B>!^sVesGx$Z=7iaZ{QwDed|y4lT!eX_o@f#ribEltRkTYnAKO$kAXG0cTbD^ zwJtrQzw_90)mR5F!h1;1y{D&Yp*0gsXy@kSY%BNPfO88IV8V%%urUzQz@iwEEgp-y z1|&i)3*~>wTBeP5S&uSNvy>G*dVa4t_2^i;;>vte{%ew7VBRgA^22CYQ|sv@cCfInXt5DgZQ*E}j8`Vjgx3 zJ44yA;aevQ*a#|*F5lSx*I!SR{1IKCbaYK6%+EJH^Pm0Adc^o-b&+F^ZTx5lhxper!@Wmd>oIoA$R^wToc1au=80XQkt|_3>&=^+fNRhd!~FvS0+fccP+W!} z`w4FA!-rKs(j(wjTcDsNJ5f+kQSI3AwoiUP7nm8g2MjfB*+-6u#>$xH|-%9TEn2awXgX2qjp{D+TTURPf@$$F8y%BjR|kdLt(TS+g7vy&7?lK}|eS9CcX|5D9R`C42!% zWbK#$f_a+CgvF>V2{U9{%4_2AYrKY4tHnb<5O8E~Q6I znfN1+DekdoBI)T8gGvMZBf}1yKn4K}5bh7;f$bwSM-6v!?*VbG0j7shQd3i7L`YI! zEF^2w6vRwC3Sm_Uu5EngF#6<>1Xqe$T}yh7SLrJw+nB2s#~(0Yb2Pn*60`u<1*F)y z!6b_K;iCkgN@infWz|7AlCk#VG(mxZ#6F(=eKFZh*uGcJ!C{)HCJYl6>M2VjH!~Y< zzx>wuv?LEt*h@~(gWxPQQu;qo20RGws{#$aG|bU=h>@}HQrH7VMx18P`bt;`7xZ+p zLh{#I9seABy?;pL(hmoe{}P9WK|cUj;arv^@}033LM2LdA`ZPmj|S0xf``Y3xwWF= zcF~8)o=%Z89vLK5MZY zLFQQQ<(ce)SdR+hIY2bqE}d`ns$fFTSlf6#|Ewb7uB93uk!$wAx9tk}hTrBo#q)!L z+S;i`Mht?Fwo^U#^6YyOehd?Rm3l8#^1Xn7rLlr;9BsP|32Ts0-A|L|-PAq@#w4qFAWo4CYubxIeP#PH- zIc34Yfq>VZU%C`BJ;TnWR38^EV1~>L+4gU9NbGAX$#SWzM|%5?{{8o-0w1zIcbZ^_ z)lFe=FIB<4pdi$4>6LjDy}w#m_h!>W5LB^BoVY6-HfWV}&_{Rg{-w^|X(+LG?_Mxm ztX#yUl*$Z`k6alPHF3x#bOj{kw!i*bTv_R!?)voU+^bj5Ei^3JXZcuoM0App?kD?B zON#35-p$5()_HujPDPWXR!qgf1TO)ztmzO-buzKpxpcn3?r~d)}*xzsRZNHwL z9-=djWNT|{BL~5|eNe`Q7m9_2?TuCCIO0~ijuQhNh~iNGWMpJMM>0w8yJ}%Ue~7sB z9iFMCaQ_hF?8BEjI>_m!=I6^weNdnMu>G5cxJ0r>O0>qDTR_m`od@pQo;vmE?2WKd3MN+YHBDKuW4h3EM6@nb+WO6tm&1{uY~ zii=gW(p!j1bU0bd@$F7#(^8E0-f4W;!< z-7f1a_ssVd78iFLN;e~VX+@ub8ZubYYh2{;@rvk&PYmP-_>??KkXvbIM(l2^Ra#yB zP^IAE3DzUkK<`iUDaqOC-49;emmwYjh6(4+ns79~ueX;M#qh&T?54B_4n*Q`;M1pW{SiCa5t?~W zd=JT)cpnEsFp(cEE<$xl(dx)AQ z%116!36X^fSXmKfiB~>N&Zq3&vj;s@*+y!T{P6K3`>|u6s;VO0w3+Daot^*j!NhAr zOu3Ghh`Qka`FOw5lvGWpevy-6Zy)j*7-_mTJFjYnehBF=MWs+~?f%;EraoO=24!+J zwLW)S+o}2eG&HG~l}k!Ke0uR&lBje(NscbY#2lh?EtKCM6B{efhNZtRu;tw|>;zmk zs1QEU0h8Oadp8c6K~)F`MQ>Qs z$)A=Po7N1}EXKvfF*7q?Qa`Mn$sl$QJ!O4=d+jd&d9}zw;eepx>*nO-Q&V&_G?+o% zybnKr3eQiTEGsIG>`5U6J=2Ft@2jh-IKadGUpRjq|NrBssT{qN59o0*Z?Zi|B>8 z^n?jz@SO^b75-*FBO@cgJ{?^nD$!TEr+^y4mhBH2FW?!YCcFH&n7G_gFrw^v29XCB zVm1ipQ>UhIG^D1c2B)l1B3FiyxVbGG@YbpWZgM62W(T~yT=z^z0KJ9RLub{Ll?y6l zqDNZUPhAWRWjjsu^|&G|v=3uY3H$KDy=0eIar8D)divDs{(?+3l`&tv*Sg~uqQN*3 zmzapFRUY#ZRaaMM5fO*6r~1XmQd9BC#=%J5nxW{NZ(>$AP`BWvI6vPz%EQZBP5hszr%c+T8fe$-@&vR0I_{0_D5U{Tb-%>-)2L{rZ*gZ5Ri( zafOD4!ewYVur2^#;B^kQ_m{RL@Mq=ZKz_qjTo;4UA+{ttskf7x#=u*Ih9>Dh4SD?d z84s)d0!>Pzxjrrf0|VkiU%#}};Er#&e_Vck9K(ZRr2)&6!u$8PAJ}_Ezns^?LZ~~# z;4v0L?Le%mlW5V1&OxD6&EC-FNJ z0bh}n&*S|lIGq$&y{V^&I5w2tw6-SRxk|h#cy;T4q;DmJ{U^EWSS8+=w*Vtg72@o( z62d}o=Gkg#Mez4{NoL?pmw0h2-fcPEm29D5I(qGTU*iAK-nBXh8UAeu2Ct(2$fJMTM21b#Q@YRrWT<%$Zcm$^bBPi?>R$Dm1Ga9KOo#YnkHmQS;ok8?R2_@n%GrlH@r;EJQij~AA0iKcx1e8@w2>C&3(kDeR5xnuLWmFc?J31r^s z)8j#3c46?VXog*kH>0<~$VH?UAl^6My5#+%ki|a9YgeuMisAGStTX)9D{m|(x&E?x zbv(?_D7f#&S|ELB!QBBV(b5uCZ6}3*JlbNT?m)7Efx)HRbSkL2pIU&`2@fg~Vcq;N zx+2O5 zQk$nHfeY{NUs(FIr>Af1GVIqr zF`)y3%tJkJb_RMbkfRCPeO1xrY}lZm*@ACa+1R}5?DRcz1|C0^_3PJ5OKYdI;xv^> zt+ojMm|xcv^TF+~jj7qB z$~z{pE-hSm_`8FLvZyGgjdkAEZDCOFB;CEY+4ycD`oqH^w;q(0tdy63d)g^7D(YpI zmMfYoCP-S2aXL#-NT|nq#~zZlxg&az!-wCFj-H$Q10q0MW!Ug5{(20jUT&^J%j1Ry zqeSDFMB?$|&m|$3^YZc#uNt15oEH*u>B^N$B_+WYBW(9kxqb)7z7&?mDsri7NuIrj za%$U%WLUU*NJzU-us%CKq&lUsu31FHS$J_cz8 z>Ur_vaeKQ?nrC6jDG|@ovNC15S7BM165Xq~w6u9-w8Z*&aJ5Bxk!iMq@M3p$iTVrt zizy?i)Ki{?_*0%$n|hbI-|V*8s+^g#rvfTPL?yn57Z(?W`EAMQ+Qm)PW2;G0w`eYI z*`LAEWvfY312rg*PwHRx%DDKb(~8rwa-Y*B&XA7YY|#lJ`E&d*99M3`-!)R@w^X?M z`2g1xoLr9dOSlJ>>2zL014`uc+FCg}y*%KDAEX>VQ${i0@P&@fdDZrnB16K$dV2YG z^6_FcDm9vVn(9g!Sm-B9DG3d>9t8`#;ZT9aD{C9gp(za9PN<6!Ce|3AO98om~q)!&yj9rWb~un?(;u3*)R1DXLV2& zt$6UoEfiUDl@9i`_|5c=4n+adn}C-9xjH+!<>k?Bd{Gxu@7`r*wt!eT=Hvv;X+#8> zQde86vWkoZ2~;PByrUn(MQzgW+|i>Mp+hIjA3fTY-n^WWKFo~#osFkmjKxoY7dpA^ z?ZSX!!#!+ASG8g)&!mabV(JyX`^n!0HwJbKP^s-yUQ-L5a*UE^ai`hYjeK$SlJoan z)Oc6lhzbSgRj07BAzUl5_i#~>Tk(M`G5>t!>^2i@9IeNH|odB7~S zv01I4sINC|6n&QWX6Q_2y(2j?^5Togj5b$uxYS1*6pb<~y7jZ4@#KX5z4dCmxXEAAM;*1d}F66AY2sO=7wd3ZvhhE z*C;KAMU9Xp6&3x1Vq(%XK6`+1Z5=g(u}h;V^)GEbBe9Eer*_v#>g&<8*qzSX-Y6bU z*EU_6*)fu~dGkI;PNvbasEq?h+f%7DI{k*FyX>KFIxS{_a*WxN&Kp=>i}o2%8WY!c zg>z;$eTjbDgA^sxqS)APG1n9H+0*NKS|4&w)*D#94CVM~1%F$5<$C#(WWk{CoJ`h0 z$A=B?_Q{WlWw&vi3bjp=LPCC&y4$;VZU1)bM6#R&y#SyCjIy=eG{EdC7;OVJ1@<2& zlB5Sy6Ve?04ivRA$Au7CUDSBO@`t|GA3VWI2 zob7KjTxlgQb9RO4^ZGKjeqq*G_)af2w@=EU&z;vQhZJa_ptwA1&ySAMFManH2&%KY zkwzB$-JtnX7S{VRSkT9}79rzoUUX-G^ncZ5z*d+QR=^3h{$wqVx>%p4&`Tl>1YyJw zJ2vE{6BibbED@fA%eV-mtmTr8O7gdOo68pdjU4v*x2|>&%Dwr z=;o!=TO#PJ5u^JGf&i1mZP*3{eqZ3>@$vWHe}_YwEVcb*Z|}qY6@>nW#MCfVo6$$N zbl|{C_<=v3R6ec`8P=gg{lGIfA|MWqdn~NP?)MSVNZ==2ASwB;?evM431Xa2t(JrN z75i{T{hN^yO?aq5-J?6vxuZC+AKnf^SONVxc#Ls~R-m{8zOMoMN=3!FkcDV6(U1M3 zFMq{uB0mCJ<4~jy&)|s&#Tf$KnXMQcn$`9m@%(OJy#UE2Z}%+<)iW?qMqv7`74z4W zISoZso_&S29zQ=nG~2Gnj`<|}yOeZ+AOs8>&S3 z0;C%|zrG1Ze#+XxJ$7N3Fp9SK|AZ76+aCo!lr3!7GMb&u=uuYuq^N_KqM^=&e3g$* zgR0rqHWwI$YXFU(V_eWNGUZqKmVZodnsvzC9Wf7zn``zM8@CUi1T_MFk0XBAOih3d zy&*xDU%ApKaE{;I-TmRW_wwGy=E9Kza6e%dtv4Q0p^Wq{u6HIk&?uLg(0t+!n(2Rb zvPqUE3xtFS7R{q#Dmo^{^68O30)aQM0uH*0&VB26SP82=k-G@^agawc^8x^LA0Q$2 zgMgbF5(Tp&5JIm7nHN+yjR_hpAhZ~SM|m3nW39{1OIDz*eXy;#1Dn)(PE5Yx-`FEQ9m+zBbz99PLS>q~!tcGIiyiiCG znz2;kZSdqaZ8Fuvwtbq#-+g&p(h|RT`WQdwJ@`@TAs}YUmqX&LzEod#*o@gAvr3F)!wRks~r+G z)X$rmiA<<0;Qy+H254Z2@VC|ksrjd4U!A89-RKz zLqO*6bH-`zx$>W%KE`iPq;VBP> zW_o1mn@#EW>FGSHdmC{J6|#dEPT+n(x&1&O7lV!J3J@Qz9b*jm#+Br(286>+w%d4I zCd?uTz1{2mjITifdR^eTV2`*zvH_7eqR+C)QmV?a%6b$yz zbcUIj3xHT96EUttJ*@$X>iePa8Fm+yuzdgw3JZ;i>3{|cF%pNLhX!#K?aC*Sa*8Hi zY0ApbupU`rOcHUB+UAI)TY!t?L6SP0V5qoX!F98=^#^v6fq{PedK6{P^p_xNdWhK@^Ac z*T;{^@$smtM4lN)I{8#+AHQWP_8 zh(QL7(3t!d)R(rt$Cn@{bHs1zj5WTnm`v`z>!^$S6g7%P30E7s#Tfl3Jv~~#{@RX4 zDnaKssol9M4auRVY<7Mq=!wo&)!Hk)f6`@D6%JN*PbN~C0*#59mM-GEaSzdIpa5gL z4xR-HL?5h>;B;3K95oi9I1M?b3$_O!s3%GURM1RceW41S$OHzAlJ8|bu!_iK3%nd! z?Qj4>x=t$pAR>WOojx^g>5cvA!Xl_`_;`q22XM!mvIqCU1Z%(=AL+yeKU04X{S>^a zxuFm<5b#^-W4A;$YQ=|U+iDH(| ztz|Ku)I-OQ-yx3`9~I>-*B6kggZwv22QEoQB8KR~f#gZR?{pI&_mYMZJG+zZiInl@jzHL zQ0vz&k;A*4kU^7^azNXOII9VZK|9&dD27vIkaqef+&G9G?Dfzqm$|fT6cZC`*$>LwB7dhBKqi>~8bk|gQk<(~a6pf# zP=0>C&rLv=Iku;h5)y22d4%f(&8WD!>GlVX6ycW4)8+yK0`hb*rZ@<>5AckvBuriE z?p>|jou~>ffCor)Qkw+*vdb@Z3>inkz zgbf&0*gInuTC_*qD=V7=D+yMhF|qht8r~XwE*3&QGzo;6vg62Ae*w5_fui&EQ}k(|`?v+VFzhBBNG+Mrd3GLZhM=VFZo5{^JXJ9YVV*Y_iY{ z%7XVWmmt@p6CLICn>Ta1uROhtrU}z*9Gto31BnoIiBEett8Kyv6J_FHY!a`oE*pbk zrRjkK_Yt%Nfkb9TMp!MPj#O|gmG>q7hKf? z6IzA4Q&Uo^)QB49GulNQ?uDKj<~1Tv6Db)ZghAwqg9^0wampJVjv_SpFqmfafB@Jq z#w5hWkqk-*uCR!rL#D4lB*D$tSm&|ZZEJg5`>(}D53?+GDMby_{Qcp1TwumV@H-)K zgkY~JQB#%*VHxpz(5tVtpcw2c1?z~w9hTnU^F;9dnpp7Yk}Y0caMBH zJW;DxNp3%*0&0p(;qwj;4_~c$I@i9StgsMUjRdTqP^w5uN`erF%#cX(B&+~>&y#k1 z=gAkuYPwAspa%B$_1z+mvD9v7X37Wuk^7d^x&RF*>;`)w8inP7PDO2mbs!=vOhV21 zcWxTrAmU1KOw?8ijtz?$x04RCi4Cx6K_V{eW6hys#}HF5>x4~RUznkgnFKuf*+pmT z@NRW??PB{{q_c>sZ*|HaqJj)T3sd8-f)Y}fy$Y-;+?J=teiioI%^@){VwsOpH`X^b z5hMs`csVLcFD6YQ1~zy$bT5NMwl?ri%5*OROJb&&_=IU>EG5&>?OQUprg;7G%P&l! z437#nAr5dl5p!^k)b8y>jSe|kVvL?Ye;!OJ$~)1oVCBYV_lWz1J+8b!i$`jZgfsjs^X?&N=Aft? zRPu4*bCotQcm|H4XSkCnCp{H5diZ$aA|mUlgl6Ub3GIR95)#+!#y47|3&Pk zQ|H1HGhIo8UW@)AC`v6lB6|F|ai?+3P?hw$TfvK@M9jk1#DD&%&6F?_3F{Gjp*B%9 zzCQKIPL(yyYeRo)GaFQKU$vR~DaD|3X+nyLTYm7ui*gTMegAyVzo_Zm(9w=_pENtY zKUEZbFQ2=?dOtQ+Ir_Q_U3z(WIa~`M8Bmsn?E+N_M1(^?5Wkz4hJ|Vt<_D~%&;6+P zW87Yq=6$_YM5O9M0BChpAg&YD5?nKj0f!9R#f9r$f;H((zX`}ktiFQ+g$=sUQ@wiN z>&+NO@ta1u|2Pxd0jFa3%a;e_M0oY}z!&Mvofr)mkzhReR!LI8&k>1P^)2aU{dOkmYe-FEFh=)V)LrMRX=EnzV zswz7xkUsS^`29oVK|z5F*H3S`ABYu@%lM2OmW@q3??hQ=vvv@%(M?N}Nhc!KG0_kn z28whF<{Sm7JV*^*K%PaAOIBAGbrNBf7`ySToa}7hp<9<`zc(UJR*t=NVb}-fAQ#+b z;qh|el}?u+umaj zxM$ALN!`PQVMat4Tj{;DsV`r|t}4f&G`F|3;BqA6JU4HYA?1ommR54py9w<1r`@;Y zBCj0{mAUw=V8G?jX7Dx0r6lS(kB3eN0X=tNQv@mN?3`6v`s>KBv|$Ux&XbESF*WrNxNranAQ}-haPY2!PW$FvHAx7|#2^YliVCf@A)BN_gzog8BWR;|J)vNTf$U51w8%pYHt2&%>o1e;&T}^W5p*ex5X~^7BaQ zpNCNY{|_zyZ@m!W@mNHio#g<0(r847o4Dod=gwnK+d#EWA530K`r6BZxX)>a07<2H z$+Be~9UXJXp1^p9B+m}Hfy8Jl$j_Hry&6CcQSO1PCG;hbsv?NHTx4lyR{;?M=S6Mp z9!txPJVQJS2312ER#m1GDTvz?DMWHGj!j5#b9LS3JAMR8g{mrTU0q$qFftxth^M6^ zBI_+&#SMPDNe)Lb7*s5wxVlwYIg7?pU0of+5e?0q{QT$dCZNVyBO#HKl~wDfjVE*A zJ3oTAuFatBK*BR5$wUW+`sdB<7K3R6o0~x|E;cTf78XZ$NRm|KPXog7u7z?Olje1A zZ*u*>Mp@bY4A6Z~->xPF`CmY&c!Q#hjLfN1r$9lO(AqjWmXXOgl~H=+7P14z+ZK@= z*x5Nbu57lFJ=6+!$fOe4oSg~S7TU#3}1vJn>erhBKiwBS?Hmt2xuvBK%zZ#5bDu3B9esljC+!c>>e+!POK5cr z84R2paO05E9vbe$sgoyfbBN9do*1WXGXK1oorFpld6)YcfDhY&{Ce1x11CZvk1qf} zyfXT4$jl>-;`Q}0VpKn4tJ~gzc$0t%=o6r8Scc48_broM{0VhYR_2otJse_F+zy>?^@|bLqX%a)mi41YCFWC{MLcfK7N#FKr?1b7 zDNvo}J0(ee2FUEB#SdBI|NZg5Ciq`3_}`82e;Et5G;Noi{!te$=JIQ(IYldx?GGxd zn5-0o;j#h>&oS{g}dQr&=oL4u2#Da;t+p^$4Vc^xfd!rnZ^q3Cq4wl{bl1Y{CR-RV?nNcKjjNzJ+9Y3 z1noCZ06Vf`B!S5@SF)7E19XU3lmkA z+=+35xV#@sN-d9N(`#fHmKv>&Xvw(b+!+4+m)wJG9MUT@4KnNB7t)I-T!s@u9Vfd> z$Ic?O%Zk4+Tj=h-HOWSgD;v(KNzGPFDflqXjdlKVdR*%~bSfAB=SB4%RY! zR&(V84==f!p7(=UK0(2WuHyNykl1S-d6MHf=SEx7dOX%wU!F@;jg%1OOfOp+IqAzB zd26EZCC?@*s@uQzGq+rRdvCM<@#$0YU()oPzP`G|8+Ft8#G8CxGe#z+9;Y6+#7M{X zxA(Ww&@$inqM;~i(|x@86>b=CBwsbP%D|~Bc=eEde|4GLa=Q5*PR_s@R>!ZGh;8K$ z8kM>J8fqMthjDM)%Qe1YZ)4z;yfI`umRXhV@b&}^Th2_qq+;b|f2j*EYA|HXiiSvP zl_H1RPI^qfsUdRqY0Z_q9`|Lhr&6~ZpYd$OIMa$4hviz1hP+kgJI2wcO>qi7UfLx$ z?b_sFzT5W7_%$Bh*X#aPru578D~mII#YONLDt=*w3YV3+{BmC}MRw;a&B>aUk*|#3 zc~^0G9B-L#!Pr#isl6X?gdcaFj`d`hF#8k(Gnv9e+?MCAbrwvGwPk0NOn-=06%-UK z`}J9Q@Z&QE`mQ2}1EZ<9R=s}b3$~cf#ih}V$@2BJ<;ilH<;y&Q`wt#`K0ZBs`91L}m)ViA zi*|NXaPRDB*kN2WaIikIxJgwqZP9Mw=XZyZFZ*kA$lbT^XD)LZ&uul4N!2f$E}icV z7r$gzHL-E3I@M2gYUd{+0XnTW7mNTsfF^wG#nl)cK=+$$1(eM(hjsXYZ)0t1hP4G z9_C~|YV~w38o#-%RJDhe#Uj7U@z&bnASFmp4g3>#Nv=7=$OE4$OTyc!g0|+V;s@13 z4UzxbANy4#Wu2$$;LjMBWkESi%qHs8Zd{!dvy-;R<=Y*arC-C@cgmj^6dZd@9#8#5 zo5WPw((I_#%d_0$Bo3%&I>&$4D|MM&`gWJ@{i8j?@GNfSkSjEjP80fRy16&*l90A3 z&TPRDOH?ntJeF=y>^Sz-ZgF~m{xJRnJ2oM5D@NkqrpN1U)p0FfYH29`_e1V_5_d^p zyX4rb94>r8_WpA$>2@}W=WG<0-)Ab4ir^vOGB;KTSI1hvh$M#K-=R>Ud*#S8yT11c zkpxikv+I!{a=Vg``Ty^aQ{Amb9&YnpPC^DnBIA28OpvI;#+u@_rO{jS6K;LJVlPN+ zzn%5MY_Bsd%h5+(_`cNte9^L}%uQY;{HVbHeAHnQevPvifo{K`psFOXz*VJ2*=el$ z*CdVj34kP)^vlfQh0LpMLuS}U2T_{yPXFkbME3o^%py7gS^LBXuYX1 zhYu$kWnaE>z>~+=pA}K(@3h^FuZZu*Md3DO&R7)bg>QEe+mDPNBoD%-urVPnCgx&F zTAsJpa8qI;vEpsyrI?)G_uGt11q7q;-K2ZCQOJMYNJ*hl*4(aw8%x9e9N*5tK2r+j z$L7%`d5L5yJ}z%+C1qb`(Y&w5KAI^PkUtLmzAHWMT0Mc8QRchfo_!yNxr&?abdJYE z#$;)TsC#EA+!Z5h#!rWDo7J^E?CtH%$;JojjF?CqH7&D<`R6NBz3;X%9z6BiR3{o` zhkp;25N8&1L!53020M$viXv!;9bUqC29%w0o*#1yO(Xk0*gNjd=jN=dwGs{^uD==; zqdnG~f6w0m-_ha;G)EATSBaLE`aO9GOsD?$r+^J*@0NIm@ij_qJEx4xRt#c zgMSr%CwHG#7f~O{Yqv;w`}S>HwyBU&+40}Q2x6FY-CPSSi7vL#$7jM#^(1x;W7!zT zCzT?6EdBQc^3{?TW-((FzX_Pf zz-*Mc_e){IRqu$Yoz)s;+iI*M)k&1waAQu_vg?kfXk~PpM!U@oCq`2u(d~QtnNQv6B2T@Dt-XcffB_jhX`jDl zA#{@RVbN!*j?xAvs$9m*MG~Hl|u>lSD zvgKN~S|i_057Z*{2mbfxqQ4Eop|J6#9c7EIX@~@bSv7v6_=Rhn*Fy^0wkh%`>EUbT=V7GtMH+Nf`U=fZZ7}*c~BdPmH}$8 z+DF<@VsH6I*$?{1|Lenp#SVXyTpqxIZ&;0{arcuj<~^pH1h0yg0JoaGvS zmWCR+7lJ}WyH3}HJx0h8HUIn^01W{&NiTmw%g8O)tT7IteWgiF#sJop-??j77xD`O zuc~YRV?~J@Lji_!-f76G$ZjhD@6szj<$^K1?0sPR7T|Wfp;%87y$6f}x~$Iqj{y8<$XcvU6KlJwYHgp~c_T+G1h+bbA%rS4m)7n=5<*5>Nyb##^D*JJ@9Lv@TJOQFs zSR7U;=I`sHmHE~sQ|}SL6e}MqvWs79&jGtwS!yjew5E)M=rWacviN4hY`U6VU1Qz7%#e_`v z|EP7M#KLMi?*}$@QBsne+r|3>;BKpN_n)c!0Jin=dM0cdqLlUF&2Lva(fBhBI7eRI z+VkL-3?muNvc(_a_k=ZhD0z}H&b7QY6Z)y?TA{&LM~jnzDL0!YtB^bh^Opid8@bJD zQv9hpGVZ%xq@Azxii9LVSh>{ z+)J0by7XSj3M@8Kc;^ z1lCNt&li8Ddph`EA&*}~kGCwe<_hrSJV;?AJR57QGr4l~T6+Zkk!{-0a%A6IN}fCZ z&G!LE$Cbb{>0l|u#plM_Y+!T5G3nJ`O?Xrxy}VRJ2NK7?XF#F5V&y!MK1`21%bEG% zpO)WU^grMPGy3dD(zGCUBBs!uV}9<*Jo70fK$WA|!${K&fGWkl2t&8GRJCmW@EFU< z!`baJnnrJ{5Lk5_*r28tF<8l3##op{3S4+Lgm6#U(jwZtCsU%!=(A z@$ZFn^J@i*u@V=5e0+u}VMvGl37B`xFFtSxJRpH`;zH~FfoeOp&D0+MrOtZuVuXuD zCt|LyR)SJ6=+4Th(R$dSOaCa#VPElcD#$I08drL)&UFZR-bYwiEODL*6SWMv`TU7R zkMx!;z4elPS+#K*@kTj0dimBANa+pY8S4maJ{av$CgMKxBizRQ!~R4}929uwN8JIw zQlkQKA!B}jq!bPKJJa5*`-|MD=Qx|Afjq&4^1LP$!_X9R86Z{?!MYp7U&o< z-JhDx$$8S(d)EQ?#v;Vb65t3U*Qs~#NPYe{uqode05HW+!OSklsqda33_=F&rMKp7 zDbe>GAkCLwlN|JR+psN*nDgypAwV#zllH2_o@D zT?r{XY^0g%*7eGt-^LTZiJ=JK0r*ey-NvP>*!0(Rw_t} ziHQMuU0cPjhxcm4Oe1%xN$+VjU^0!` zqnR9JtC4TrwKnDNq4M-ltWmjpLfCdZ-5>wO<@Qf`Y@DebEBCM}bpY+Blh&SAkaGFu z<@Jz(H(kFl>&p`uEZ~rhh$|3|AyU>GPGC2MW#xPTTRR<`1V9WoDD?WCzX!T=Id*roSJgeWQ z$YGR`zOTw(C_$avOttY9qbHlAc02ua<1^Efmo9bQvN@=&{&rWSghR4n>C%CWk}Slx zvjot{o<%rl#J0-e>W>c*==*l}^1z4PQbqR;AaRrqM%_v`EOqIve3-zD%y;`aA9D-h zBBRu;xlZ^_%7wHr$B-5K79DzevCcnx*zyYv+qxJScvSdGDKj~RnLJZ5=`65Ay1q#P z1W%0SzH&Ksi82a!7f%X)_lCgbd71KreylzZ#IOI@$9z{Q-ecX%Yc$=bxA%!k&m~W` zFcI@3P7|G=YN6JIl|Ko%-1rGF1(~!9@d;b{YSx|V>z*9!0=kuYHVQS4a-hRN!Vf|z zLwj}RtEz;FyhOYYx5}zPZe8qIUvq-sxA{G%%`V21G~(Q}vSE&(^|wR(Jwyj!#uG z;3A=MB0gHhV4%~1JkUcYM^ZAnA^Bu;ZDkT<6}P{FND5aWqe)iYiEfTL!Rn;Hlc}m% zEA)yBK;-(M$J!uauK+*FlH@5^_~z3X1axzb&39f;RCzWH+(`#80|3=F1>F!Lc)^xcJMK09eJjLiF(p;lwExD545$FN(Qx5?1^KT^Yumr4fQ|s zJ9lun7jzdw-&6zH6AqVZ0o-#xgaN&+7=6{rJ<9 zNT`>q`~>*^hKO5s04iJsvX4N$_uvg$jx1<~1Bpf! zgRGes6SJ3-V7ABH3yD_KZGy$}t?5(ET8AyZxD1;3o8N>Isw6`KVPS2lnKrnV$NF*) zgX*zMfoF~mcb6^?HO7-zJBFR67ll|r;3q=0CoN0f@(x;t5AtLHkeld zU{>IwoVwlWls`Rvt09XIQ^u{{ybkN);TPd$Kvg#7tByKlm&F%uBR%YP%X*9|_g=pG{ls>(4|DedeC) z6qa5-XkF^i#UT7l1@N(gLg)tc{1hsP;WNtDB$f*yZ6G>KC<~ST0+OL+lep1p;ACJ~ z{!MEMW&URe*?l}ouH+qfH zz5nf2p|RGCo)_WPVKe!GGA^^;Y>r<0&-JDk$Jz8asEl=&-r@;-1_1=YlLTgy4G7bG zh1g?&^A2RNgw?mql9MIZt+&?5JyVIeWzFh#L*Mx-tB32(wXvR>Ge_I56p!bHW4&SJ z;>oh*kgF%LTuOXZX$$~>PbHnKPfsMSV6VbZGjC`(`sWnRZ&75W2N=yZc~`!cJMpls zm{;GP2rJeD+9ElC%rFH}fF?fz>B~Ub82Ox_Y;7c;pq`+F8OT@e(vr8ElHieef!W4H z)ULYJ?$FJ%(viOze`ogC+Jafz5kn6tcK4fX*>f;ud#by>DbO?t5(Yv|(@p>{ncD@j*$?WZT4wzt8<&#=_p`oio;GeMZd z8xXy#Sg)(-P-9ca>{HSeSy}E`F9VBk7a<-IVp|w~P^bKy>cjFCZbR3@QLaZMoYo3; z01s{4SJpDM8a;>N6x66 zX{eeg&Tvrj+|CABmc$zn>C1p%0)4kJW~$z4p9cc@o%SHUD~;dqa9s%S&$%=nHm5Kp zMlov{?vZ;?xjMhznTpQ|Qb$JAB2g$vOx!wh_o0igQGx=<53pkPl3Dr7qS+f;q}z37 z@C7s?f)ln~CNPN;n@A3Gkho!nee~qa#>VHTBW|2UXx7wP?F<4S-L-S)aUgJj6M-m3y4E#LDEwL>NG|;!~T>G7GdcG`G!-Z2nn|V{WLCixcEJGcGRfh#Hc?>vnE+kt>t2+VM$AW~i?KW$H#t zyPbTrdukxm$a+Cb{d98%2S6eHVcTzN9C?7Xgdyo6?ckRXb`%;me@50KW&QGJs+ z?wyg8G!!7W9f`Ezj98ZliZ*Mj%QgrWP@TShi#UH_Begt$?^t$bp1_W_Vu5iYR`SW% z3o)+&p|ZOS#lqc;3T(fJy(yk38kGTEq)Q}u|7Qi=dZQkl`dNpOO5|pF{Tmu9{Wgt& z0!;LX^NHmbG0=cKg6n8Tx%)t{mWhl_Rt=Bk`wWcZ_4Q_-ZxtA_^K}2l?Z@^?I-|PB z!W#Tx4nB z+z2D|jrle`AY~J;Dz+m5qZno<-wCdB`gy|HWDPFCg1wx^-(D}24@zHnd3FH7*~ja9 zg=gXpf&e*cGRB`*_j?Sg)$U0^mv?B`che&twtsql-Xt+% zN1E=taGUpEGi6-tfdE=xo*T@>98o_w`;aUo9fBxiU|voM$FYTqH}Fb9PLQ(}>|xQn z2&Ud%h1Umvu+qor=Gq8F6)f~>=Z<))jkIQXblO!ZRAPJm&p6Oj`8h4VBxRbQezO1+ z;^!p=uv90xonAv*dpEriWE1Ll_xk*N9LJ4+d@LAE=a3riDffWdfWqf&#r4w&0H+lE z6y)Zl?t>6#>~TghH%rEGqI1zxSO&z?%M84AV$WZk$>$&X2>E#x^gq!qTk%vQS~n~T z?)eK$QI(ek3(x~oeYHqQ=bn5z69n>aJ zTT})dKb^=NO$S$<3XJDKko)Mh`>2&RGvSL1WK^C&XC(Pzr^&U7H!|R4AX?S#^>bJg zuyq#ef=lp)?tq}5rOHCSUIin`3nM8U+vkUyOaYplXPdRM^GQiCz#D1aE6J#Qt-!92 zM=k0&);Zj|$Q;^?$6~Ef%W*^zYk-vor2kgKTWL;{-KXX6dwC6YOG!9*H%R+@ukbjg z4+?TlRh*j>b^4+pLh}B6MhYy#0k2RMH%Bd(hW+NZ^7Ylpoa`V!(`et)dA}lu%RfGT zy%H!|0V(k`v<`54Q9$UicYK)E{t*NWki#`pqBWB}Za1v@QlF|by!CDaO(hCqx4sWJ zfxOtGw;>gK;{l8HDMIIDxf9J|jG2!f1XR+q!Q(G{x1Ecs1>9duS-%wDQPCZgTo?ce!J|a7PwELJ~5g%u7#C79=526*Y)kUb6&>$BP zbu&pI-E!TW}E29pX3hJKLToi zrM`wBtt`d`t0p|@W1&Up@%9Q-lh&z~{jgnvugK9?!Kc^zK+B`%G`;zSK7W5Ndajet z8KHK>oW*35fZpV-0FWO(xD&B$&yG!-4japVj3_io1wXMmlWcX2-~-tLD$2MT>a2y8f|d? ze2^8-!n>m#2kW8w#(AtSObA^;nsx+H02I6eA;H`PZj+>9e~>x(LYfPNo!OzrKGMDb zu|bYb>eo~i2hreIw!7b%srLyHxcnigU@%JbvT20fN%?JT5+bGAScPC^zgE4uk>&%O zTefV$KJG~tmN(^k@ zY_frf{rq$wN@meHT*&GD<=DGK3s1aD#MP3UQx692&_ck`_i!tjR@%nGc$Zp19@bNp zn*H+TE)5-rw01+!r9e0tWN@{uC=3Np?vp#Wg$Ck(V z1pT}SR78TnXl0NXo3>Mid$OOI2$ckXV{L$1l^vfaCGkD(*;a@gX4WnOsRuw!(v}kE z9a;@YbIAEX_*j1-EkCojj}OSngyVQSQei6aGwI#fpBVAP?FPUct9|ufco1dIeJg*@ zj#dTyMNhwxy7KLP`bMxK&|jDO2ys+XE`Dgkl&5tk6e`ehLMJg40|KQ6n3Sf*ar4_9 zOx6aFxZ8T~rqWvw9H-h$58Gaphj4-*B1H+2Ig|-yclta47&2YAD}W}4$$(CLq>Hvj z!wxpcLoZTQ0leOL?r%ZslEcYb{(9CA2c!MHKzw7}SC@dIU7&I_slvAd^0A`8+;uEA zC5K6#pZh4>@Q6h$9m$R5PxD6Zq$dpu?KR{Pk!C7r#X194f9993Uh|il(;kf=Q~_WKG{Xp@l{85z4#Nf9=!SCQO<5aN!Ia1)XXR~+fFl5{ex%0Xug8w^f= z7!<6t?B7RE)rB3lI4@rrb7E?3Sr2VX*jeSky~=`x`^K+eI*a?O;x1tc=ri#w8BRZr zc33gc14dSl`&^Wp9oqwdWaPFBG=Uzjp01PqgRp7@G6Blf&V0C<^onSpM{Y+w;iC4- zoTpw_KgJe>l84qVgg903KY(FumP9smQtTx#O5|F*2t}`-t#?IE(yFozr zicsOBwbjdQS$8(lph7TD?g)V)z!Avewkx3n*f8>yTxc8vu}Zs)>Od1a%4}W>g&VnI zA8p(HXNNV5u<84Nzko%h`yL5%_5#qTN=>_kO4uSFcv$#_?> zljCTmh9X4!%CQ92C5AUd6HzS+c-W7Fe~L`~m_E;wkD+`+r;bLP7n6V(nHv6rvA zp$`C$GUl~g#7w=NV3290OZ5k^-RIO~R!JpaALSz4Jl}*U?=lg2bw@iMu}K~ctm%)U ze{#f1`}m6O@i}eCn>wbEq7a3ENKsy~D_Ey9@BIH?xWaKX~qLVH1_##=H}EM`>8d()jB4Bf_h^V4@vQh6h#I0y&96o=iCDz8vM ziZd-!knB9ZzrAnip88vbA>TtMkwx7_e|9O-Ye=iIIl;I(V7H9)3l(wO_m2qBhZx9; zgiDIAj%WzFjqyxHR1CsVY(1!#caRhEgER_8AhEXSw88T)z}ZRBjmQ~5zVuUwS|sLw zIFNC$ONOR@Z}A<@z=z60Y>vGT>Ft^!6uctcjo(5)OdYBwb#2lsh_nZC4M)bs$Ft3w zUOZFb;e@`5ZLWIk`#o?$Q)F#}tSdF^Ym@8s;bKCKUjqW_BMChpsGTnueqkLc0p4v2 zUr?4rkA>`}5Kw|HhgLTL_1V$Za)^PJU_UM5u*GVX%vvMZ5otsy8cpxG9iSfeV7qTi z8uGqgd#;a{WqRQcz@*cZkrY5KegdE!K7|=>QqVRj}&2Gy(D*56D9^X_35+7L$iws9+DyDX23R-FO(N<~LC5={Bb` z`_Dg*xfBJpU+w*U)mdECf?{Tiq$#2ey#}}*?IP|X_dvcjL^SbC@vO(1DI$uNzMVq* z9o&ciIZy!7lX98OA#qBF58?Pl=><9XFr{Lm87!LMmuI1mB~mlz49 zE~XbDYN5`?oq-+-_7sxGd42to7ID;$cq4CohOAv;A{}J8Ji)>n8KjfhyXGqXQt}u7@f1od(a4}Udw}U> zGo+WVx#;mG?LOMhXI(0KSzmH3BW(Zvel5T2g8D1a1X0Kdq~r4UO1!7;lCT4tM$gd<#%=;G zFjD`yngRIN4!-9If5xxQ)ylpTw$c`{DYMjQy#MaqU20k-Nzx9X@C0#82k46p_4RLW z?vjR6+wX6|WlZ9IkAkK>UOxEp^+>bN;mgK7ZZv6zUFMwyD2foB$lMh05YIP+S~qDJ zKyxGFUOq}K=6jNU&b9H@izgoHouqGtYSL~_9{EwFH+8j`$J)$@fulLS-PrYpE{GrI ziLh?c?wzzhg|}=?Sy`PtVDaVH!QS;qSNpk7=Wt!inMNv^j5FcMVqH7wLl5eTERAJ1 zsbY_+Z{TCTXmF&8EkDV$p`G4fZK+j^S4~wCI+?6iR1`?$Dr# zI*|?WGDiQL$m=CYvNLPTS|?cxFTQy`Q?E?1N8t-xmC}(=%i_uU{zgM7uT&!7M0K0k43BYF>CH>l$mSCY@abn9`8R>+A)FRA$8?`tCX(X*!MuMi0 z`b}v_LnsQ9FG3$5aWI?gjt5rPk@qcM6__Xy9zTZJ4EUrmj2?y(3UIuSbEG9r((3Cg z2DRgvG2c2IUqAr@f+mgUjDq^d(Ap92Cy|WSx0eqR9<6+z>sUqu+qDB)jFI+ACp@=j zHmREP!Wa33O3-oc)a9TxS5f_#Yk6+G_{CK(FBP8aUoUxf0k~3{78>If6B!;K$%piE zRC0YKoNLR4R6gnc0PTW91-hBYj*1iGA69Q06rBOC$mx)(ZO2u%D8ohl?-mq#bR9 z^}VzU>d!2o(ae8xgqlAX6uIPl@tnfDcN+SvyivO+%fcyl3Bmz`K7z63kE6tf@|5oA zJ@j=SN7l_O%V)1vMpdq4D9$I{@8)yWNTkhU{Q(OsfbrWyq0P(zntGz@UYLDIPz8Ej9K`|gpg)dOvKO^spJ#hr3W+Wcg@zZ2TEYA*edY z%ioKPG^kVcd3RPr<5E|5;dRrxH82GnD(PxJatgpMBs^U2@(YEgMo0&cCxi-fZkU`8 z+D0ukAJLMU=|FTTs#mloA`x>4<$7ZL{QRGrnjr2KgS)}b+G42(q+4ETA8esDGU_2H z2PW}lV>(jHO8U99 z{BHy7tpOk#eN3|tfIl?aBfYyc*F5mOpXT5HJnGCqa-fRgjyEefi?9#I8_m-Dkt`~@ z9jFfm;m!h*rpIp_1vxT~+X_cMGC zTfXZ3`|TXku84*x=x(K@O>?$?-ewhrLN}!SJewZt;%{ank52aCWL0TN35ldwvQ2-O zO&RA}Bs9ph2BOxo-c9Tiv*}QqgzUM;;o*{iuV|A!wPpKuc2NspX?+!yM>RM6gdVq9 zbwi#|Fq(QK?arS;cv)48)} z(N?w39Ovz(rlx$ucGuN`LC=86>|$b)`T2U|z`(#rm!6S_fTChu#LM#4y8mn)cXg5T zq$aZuow1l+LvwSkU%U!W6G~Au+gbVc|MgewhM8D}n+Pr_OckJb$OKn^LQVVGV~s0b zqd_LaW3~1_W3gi_Wo6|+5!VG<8X8Y!X0t=PPx`U$C$pk`vQ5A%B_(CnJd`+$v2onK zE|2oHDLS2lF1?!@HObSOt?@A@W4_8oB?^oPE8H)Wl9Hl?W4T8Fq);Zl;?_P;6UfUw zT*E8sR+OCl>)YL>wOe{LWC!0q@OPuSz@bCxSpUygALaTH*>+IHEOrgO2z0v-eS;7U z@mGD8OZA0n^Yw<8CHfVfma8uRxw=-dQT-aS>yr@lZlk$PnfYl%#PM5mR;OEnnQ!|X zVfIBGX=Zv_7rz`9mG5yqM<9LG(k=H}L#qSwx!JC{Ei-)_DrdTLfBCfJI zB1ESpoW-U`8l6dSeXS=Ek-27%t;=-u@<--6f}bW`Nc*p0H{`2Em>k+ox?+F*`h`XH z^z=0Pwea)jPyBacLPFz_Z_@>Zg>ERu`1$#f-bbP$kCaA5>E@}hNtiY9&~i=d7yVZ+ z0DEeuez*z650on&J!oH9SwZ0%@@59cx`yn7e6ORU10PRFNWk-^r>9FxOQWvf?dP|B z>sI02+w$stexxDmV3|ofOcbj75S_bFoqp0km>7IO^y2L&Peg2ELWDx|^V0%>kf~&G zk|iSi&BcGy(Ph+@P=DLvi*_~uWpbJl70p+G{6j-#r!6`z$gCx8*qC$G$N2IvX<(xg zVZw>Ruie7 zw*B_{=l6=*4&;Kl1suic~i%nwzan>^@_j${+no=2m(3>Lq^0b z9B6sf+C_NCkotch=bT?yUKY~Hs%&bS0R_bw<5t!3O9m`Y(kXHJx@;qr$X_^I1R(M% zJDcz~boVyWJ-35_p~0o$9lBzMzk6zGClwsy-uIP{vaAv0VI2_Emu8~Z^>uW_ zkxiiZN6$vpJQu(It4b!hM1Q^~12`cF426m+8OJ;8UZd%SV1U8F!5*l$aB9<1(?dgb zVxpHHAR<;WxU4y|TqQe!>LDJLaT|377zA37BBP?Dk%F?avf33@qEgpa6nO$o>c2Fp z)mr5#P;7(trm)SXrh}x&bL`m7@%CI45S}jPYrZY8Q#ut87>H=?%a-E3MX!>KZ<~vA z4}pLv~0<5|NhSfn&g5&;0J5SSrZcz zR?V+xpw z4L`ptrna$hTQ3C!ycGL@wkgN_=qbwOBXYQ03zxI9i8`g5)IE6?A5EHE)*+j(PIZXOJ-X_EB;tm{D7V-$2#(# zy9lbr#yOT+@m0TVM~qzxWTG4G>>QgOYpHeZYs^Gfu1)mPT=R!uUv?6GUu)jM5^gp& zHnu2wFw-qZzdI?~{d1So=$HLnE-Bp}<&Brgw9IfS^fqJM3(Ez7iTV!Ff}#;0p|9K{y zC%e#&5*W?ykO}ee@R$sLPJl5>K&D=rd<=LOH{9ef-}RyHTIX}haLgF)s`tZ(NVyMZ z*}ZWFMl-^uQSt7HK;F>~n}LA@n{v$zL#5N^|M~t-eE;1@M}CGw=>rsQ%F&)yS5qTC zi6~)Fi+2gUEWPDWLAx|x&T^PUx!a8Q@yIo>A9msD>M8>R!)0URx$zFCZn=)!rjcfs z6}#Y&kw!()OaFYRWjVZ`a?L-u<~xdzxtI<@IJUtk+7%Wc$28nZ3JmP++r?p2YS(l| z!Zv2=ABz3y@wg#Ee0)QQkKhKy|;Vc{@1)_AUN_6zz7$|Tb<$&_03 ztQ0{(!!a9jMhyo75Qd9BHD0db=TFT<~ zZitFn>SuUYRokq&dGkoinFAL@E|B6rRozD1EI0g^U2pF@A1P!597;nwWduIp+{o^s zAAa=ZEvJOU14l0~@cjIVGk8=~qBufshR#8hq0L*YZ8ts zPCaRlxq>6R_%4yKCt`rN4JB{-;}3E;7PXR^x;i$TqJpHSp|9`y_%J;^a$8-LL8*mY zsNm9c?a9q3eNx3dj5DLM4fFA-#cM5~aE$l%9>GaNa37oQl10wTk52k>WCZP`-5v8$ z#dmis?ibw5=S;buIPO<(d}ucgm_!E!-9RY?Zl3~G5)Jsm;dM-V7#UyeIv{c@ud_2K zAZEy{F1+qB4PGped(eSVVm*RK=F3qlOzu3ZLK9=(a#%#dRlicNF+A*hN$ z(a`cF3%3xtlm+qImLA9t@_JVKpW+^CD>$g6?|T2#=?xpg#MFS(1PyX*qOFV1*x5+)9k)Pp~DH;Q&7 zxi~Oe9UAJsm1`M_T%DM>gP}PsoJU37#AIV4nk=Y3?S;X<&_R2HT!Ok9zl4Mf_8-!Q zuaA%9&7T(|sU?q@^~#TTgT?IIkIgG#{(f7_Lz1Gy*s$ueFFn@R^zy8pA+!`1FC$pQ z$Hl!k6Mn(a&@l0hyZh2lIc{FdA@zZQ;RcTjHw(I*6|Y{UjUXUjwiKaBy#Z7j$Kc>K zq97!_y~d-FJ8>!|V{{>j&uu<3L`bV4O2S>Afj3!>rY@hZIIl$Ii;c6#DqFM(fmF>funM9M?j`(C-zX&Wo7(cdM92rH? zBp%52k;`9=jgRxHMt}&rqMMa^l`sZDn2k4MPy}x$*Y<>uBR62gOiO$>~1bi1tQQU7S!TbYQbNGTf+` zYw8bRntLq;d(r+mCzq(H-^jv6;`&sykK#7S#@pN3Iiv3e=YkG7PhUaEA;q3B%k(|s z_WckHM_sni(5y~4wdbpGxF`Lz9dC=TVn27Yz@!ecvz!TPTvWDpco?hK@Ljy;gochC zGJ4kCyK>-HsPUl=8XgjIq4nG`35&OX;A#b*FY%s7j{F+S-m|G zgSv%<1@ayo5K{C>=W8D%rG`h3A`V@8i)@Fv#B12uDJgvp6D=BGylQH>bR*X$;~|6Q zyrMaYMM>m!bXEre&rt?J=P?`F#WgiGU0q#aX~Y7MexdINSC{r5)=1HUWA568285mT zv5M>(_V#x-Q66SHh6uZd?Swf+y%PuIkT)BxbX;aqt`VRlW^R6Xv@w=E3E9G?#(lT;jpaLbp zE3?n&3BmG{kma{W_yy=BflZ{gGCK-APaOtt&ED->G^3iP9UHV$YAK18HRoog@#S56 zUal|8L>_Mo(86F;`UYfL8`1njUgm)Pi+0^koKZyQ1f+s2G*+SA>SJA9={*L6>%MEV zLU_TAmXW4fVC~^-mA?p}LGS!4qFzHlfvq zycYl}BaUp6gWWq+`}^XV4AJneTc$tXos!J&HvJG9Or)gc4;8SKue-?91n|;^+a~Y3 zy4+x3^1>b*^hOub^vn!lm3Y$x6p6~pO66mZ8@i-mr!rJ-TBd2q|NFa0&xW=0-q zv2vOkvG@LX_a2AdgiZOm;@=2TP%4-Mm52@L?!{}V=7AbR%U9lE-vNgZ^$tz}4Gcvb zq3`lMffGf_c#T(%$eCwxuVu&E69%KTPI*z&wN!DW6cqetKyeJ1^9KSc(aXRSP<^VX zuC7K3ID>b(96#;~(GPPzz|UWF@B00FL%~`%e#S5gwNyX0xBWCdz$|=nZOvujQkpJz zcHx_JN>Z95L$cy+SvcQ``j4WqaW6RO(AZcBB!5qK7rwoFzd>Cy$Tsm!n5Y$es#3J- z=r;GvkE6A-kXhu^{rgKpTmWGKe@d;F%#E2>E0d5Lb^z%{!1v9?0@PB;yB;9j195N1 z!Nymwe)iyy=K9(yB2E+*Te&#lZPU5SRThi($XrZD=a=U`RDb&TY~;&nwdX+S&{}#N9XJr+p-R51sxoR9*u^F>G!Pmb@$@yY@? z1@v0-;;$X5gFjv@PqwxiX$i47FOMH#o?V@H>8D>@91hX@HBk&;_$Hme3o~7Kf_^E2 zAnAHX_v;X(!&_+dE-5WV#-D{q>oD0Zb?~6o=jUJuRt5Kp`BQ683L2*NRUu1(IiHNb zkp6{Z4Zh$onXYAs0yM4j35oFX+f6}?L&7NE$}@;008)-dyAmCUP3iSh=|_JaKs<(BI#> zM8jh>CC^HuYw`<5rwZFw!QJWp$b=le3C9^ZkZx3LEcHw`==uc(1(9AaNOqlNZp9A% zrKN6Y^(75_sOru_5*A|?$}Bo_ruhlCZqa$mmL!u9`HL|RwlxO)h20qyHS0nUxtZ1F z_m39QCO?R#eKc0LODOlnno*Pu>RjBFVBwl4+*sA56^F=8s2>BCqb=?lI)BQ_%0eCA z|MM?y9@KOM43Zx`8i|~n^L_|JSr;lu-TF|UZYV_dr!Vv!0iwhn16goK>LrC_9DWc7 zG_701iXsZ*C3{_{9Y6&Sb^II@H1hsZS5Z@nf{TmAYpO1LA8OjOgY~mclqqZPq&52s zH2-~QNJz+2@}~fAIr`_He~qdFHR7LSEG#Li2AE&T@ihIHmGVeoUBzmXbXz{hoWS$v zcgEemy;MwQhdLm2&YwGJZ_@?`1>wzjKcKA|;VdtaJ;0*Zm7p7Hg?vD2%)6VLV3;?NX-_= z3^>%bibGD28$!`AFcShOlWSLinc?J^L~)VOlD5vv=ljwO)0$Ht!_~XCm~`Y7Et+6{ zWp2Cn?7tgpm_fF)gF@qNMxy@orf!u;#p?-hcGNVTbNI)P7985a6V8pIovhp)^#cc~ z%bLM?*3Ds}05z7aBab-c()3c)IA$l(p6;F<;dYvLDJ5Enes!~s$WtqnRnsLdUAlzK zh~tMP&oPvasRVi1AcA_!E^cmdNl9`hOUk1;R*t4(6A#bVHV6=i38qmm%Sw9_qjOBq zv3Ty}gOG#ZR?VIYiU)X3x-BKCaVW@(eBOk#^v#02(I{^xJ^6#m>9Nx&W*DH=32hQ+ z*CWz6IwLXtZWnDtLg-tXO_G05Q%B7|qP`0h#Fo~xs`_L*N6XUe(xNHE$hz?0h}8Zo zqzb*bl&mE*I}{rw)tsH^>dL%gfh}&k3%v673(iA_eiCAdn#sO_!NJ7m&#l^XYKjWv zTwIpO;YW1iYWr{d_rHhMQV_3@ynmGN(r#}_(g3b}qNJ2#9@vu6x-{GV>cq2Wx+U5^ zOj;amWu-2^lG53WoI*VnHyR1Tj=DU^IcDC_?NbkkY8$ZwxuXf}w35;iPC24G;U=;r zc@d0ZiT0B>7l)9Qfo;i&Pt-IF(Zn=3&K42boDuCVmG~K(==^G?bM|)DPj@yhtz18S zgt_@;Aj;JF)+6nj2E}NGc~EYKo96t1?D=WiADcGe#YgC!;a-*kZ0P_RPypLHI->iYU%G@gyr?mC%>)dr?CHw_qkcJ`@WNtk zrHMw5#d9=6t2N!CBTplpoRq5rn4%I9roJ0Xd9kTOR=R<{hDPSKj-!@+0Z*P}p>B+K zRzkA40Rg?GkBybJ=*F-;(DRq`bO<`RY8Ix6f(Bm_eBS#8KA*Nvcy2aha;+^+KriQ7 zIG#J?g;05_baz!^k&~BSi)bq!zmlJy?~PU5*{mI@EXFw-EiHI3lnPUY1Q`FH_P#tC z%QbHIO@p1H+Lc))^AIJO3n@b)^PDL2oT&_c0{ZhL)eo%7FG=d5+U_5JhRYp<4Fyq@PCe&cmrx2C_pzo)0?iPeEGu%v*U!UE_W z{Ci+vKyHLQCX5N_0VqQrnaE&b8h@>F*x#TwKezpJe@~U6dAX7C7E@D1qRk1$yR9UI z_8xs_@xZxI*SoZ^#wa~qf}LY|9Gj_an0TW|RG=V~hmrroR9#q9wC}NNQknN7Z9f^( z3;NLD93LM${NcknS5D|Cxb*+Faii=nB`taRbcsH+=s!)UBEB0|rGw*x2UnIX7dU}Q%ef_HxGCg0h&dmCr|pjE%0{cLlI#8h9-RBzd( zYCXNuOVtt*xyFInL&F)ZDW`rg-M&5Erp&|?HGK%Ptpr!H3ekX@Mf8BO05WrFX=!(N z_fw}%nUB$hG~4WFJ*q+mL7Uu7fx#qu4dDtnn3dRcZ{NPfk?yD(`pZEQ&10#h%{cc% zLqn*{qpm;uZen5LRPfzoPRztxgQ-5#nnD{@)ma+Lp_BYq!%^e$8P8zidRzQJ&etYU z1L45vjr&8KD7m69Rtl#9^oxy+&C(nNUi#z5k3`#-LrPRqvh>?_I;CI0J7DYrvw)V0 z$N&$OnU#g+Z*$e{_;_Ib5VSD;g737yG5hUXj^W|3Yu6U%=W~LCXTJn5R4fIehE{c< zt5Tny$>EFTRDa%=r}CHX_q9Y`nA zM3hCQ#XrCc;U(bN$j4{k(&^W&lQdJOIIK%eO_lERARHJS>O;&d9tFW}Z?M#aD+>;> zj8_F9V;3)8#9yie5sAQCb5oZBX5}scpE5V~CiQR+RW0C$)2m$wthWm|oeI1)Jf8d2 z`nYwU~9(!N=g3MaPig%mpl% z#T$93qlxkI5|=Rr+zJDOgsFMxlPBZ2I=bTL#3rXmpM6i{I1uJ z*L&zYwd42ugH~m(%{?(V98n?n|2N3X-GlZw^71CuGfA;W!Jmx-@B)m{Pb7vTAdGfZ zUvLi$^efyw_n%mRCD54OnfR?q(*Rxr1HcKjf?sI;+s`p|^1pv}c`Z^GDqzLksG88x z(On4*#S?~J3GJQxw0-N=w$@kTkDm02D4wBbN}fHxbaA$QOBw6t=^w_`z8#s^O$lKVGnjffI%G%WLHVP1J6VcOBr8&szCaG-rBUb$&6=wRij< z?)^H-${pgpk9Sf@CM350xJp@RsiX!LxG136%61i=1O9bW4Ol&Flr%R^PR@S~aL{6W z{n^HrmeM&UY>3Xe=Vq$N=|lwt#sCIZLvA*Zn39r$p4!?gSC+t|p8UjSXaBDA>^Bkd zA4285pRA&8xjs4&Wlnsl*3@^9qk}lS|%c z21TzKxO^yMep($YKX*JWFjw>Q^YQgz^znAFw|{5kq;L7z&|ug|XV7~*wm3U`;Wg{n z@Zg>^XXY21U!8jTl;O8qMMZ&uJ6KI>hCb+vpCMGB(JS}U&8)1f;0FH}P|+71N=T%K zxA*2%BY0$B4Sp{kh}J@e0vr{R9MG~8=9~fEqsvY z9AH1TRbE~(^m%Pbd*1!Os1;qsr3P$lO)q8KkIBoIIr8k@jX#1{#-r}Ky1V-YFP^Os!V zn-L7QcESf|_A0}hLz*-*wCvK?IRx2Hp0qAh44Tzr{j}C#X90vUjY6435)I&=9}o>% z`GQv7@)Y&GbK}dGKY{E7Zhz#jzm7h5{S)d*lG+AH38rB%=jNV%J%H)z?(PQH5I7Tq zf+##NM%_bgS6XW;jkZrvP{-7irW7;GQ+7L$xAsi=B|gQRsNsEO2Uwr%V?L*S!_%|% z+oS7LQ%+9N0&|WhPd5MaPe+H!M5j~7`1gDEPrc9QTq{B$?HS*FhwM&7Q8=4gDRO1- z5eVA|_GK>*59}EyE33mL^`z?R02u9Afo7~JjxYcVnRY(`z34$plVg;gA}I)-955JT zV;5fY0KfpVjXo4c0f+sv-(KkpKf1rfCnRW2FV8-pv2nQaiZ^OH{hA1O_Nz=6o8igV zIGJ^VB|-SY1!{G5{hK!*M{HgCd%CL19uyTR9L`fzPf!_Eq{L)9sRq;YIu^v!Zq^#{WMZrEeN*^t)-*fU4xt+88^X--Dp52IJ)|n zV*mh-j*i~5b`J_d*BSi_+8W#Wd0#)jx%KM{TI`(Hyf$<4nNy|R6N`)U9jog9K-Z#r zE-_T)&lvs8NX@G;`f-tw^&MqR{r!c8B9&D=e*Qgve%)nmQgl<8ex8YsFYB+P*WRBUoA!KI zB5|s5VTjvLy?}R1<7rQcq!dj}{1=xLki(+qBpJ^h#Wy#X$*-Ros*+f9sgg?Ve*JoK z*kEMb>AbgOMYVBdh0Mi^2Kcko&DFzK$}ga|vQpOHzb7C-zM@igegP=%iV_01rg0uu zaSaLz0=DBKT48V6+W{SYie@WL7c6IcyPkl6fU&Xh?%nsWlaH&ZUAuafZSw|m^zSU9 z@@J3rk7>QtGchp%N>OKZn3>(RT>S!nlbm22G@VhLmZl)mY+~XdC|bH>M^{2DD+2>( zQ?piPCX=mg;m)0NBO_vVR4+qA=SEY{+X{RF)b2(XH$ziDzITSgBkJq*GGCimNg5@d z(7!Tuvw@){`%??Dee{CZ@~{p{BwYeB%vZ^F2Lt_p>)^@uT5G7t?4X!FJlB zX=)NZE!wVKXlUNJ;k#>Bv~Y4tzrx{tdWlr(!-o%FJCp|bO-)Vl$zsUMYXbI(fU;8o zZ;wE(bLuWPY!yzAv1cNRt6WGADT5NGE3PQ&J8K}(yLK=>HoLS`LcUs1`dxC8d34MJ zgorT$j5~Mk?Cu_oU{G;$vo%dTt*d+deDNjI#LSGpO^obB#iirp5`~2~+uAZ28v0^| zB5^+zakTxe1;#xpIs9 zoCV$w4q82;HcPYe;?Y^UyAv5VXv~R;WoC`v>${$sYWF}ly4z~MpP%VN6C-TNEnDd6 z=`{>}eRnc39hwT~#ipGwm#hBS=I(UkuIwHodnul15N^=*Of+^)5!RcDUOYpgkXKG? z^zeM+WcB*7-oT;!#b4f|Q ze6!|>>mwt=LOFus(mR>&((K}5S(}?_cGR3lZF|_7nx~qYcxB_`n_Q$!M73>gqfgF8 zS7!aZ1yJ>tv6zUU{=(>13ogmA>r-cQvK$U*`q^{pzezIb@OPY2YmN1qYZj)zCLFLx zovWyL>D_rM-A-D%t~)^ZBtQL@n>{QaM(r-BPFUM|_>?KW3%q5<_=h2_=3v>|aeXI5 z8{>54O;y#^NhimCov$)VpD{n=W!XBGoS^d|@EsjRO6|2r<_S$r_;km9Hz0Oh>ku3C zBq!Vaq967%>hu0Zdoe=oWXnyx%dK(sYHs$ej4M~h<&~#r3=MrcRcQw@GlhkO#KonJ z4RDfqA>}8iIAA5EnJX%EV8^c>)+K+b&~BH~Ak{`4Q%B)_WhSE0lfoiewam;+(RFNW z;$GG_MRYBLi~{!Nj2>k_Nt=u|b1LIyIcz!Rq}OWjbz(=HSJU$Bk(8Mn!(Yj#XiEv3 zsOt8GADoa(2K(0QM|O8~$Q>G`x7GgSFGteO%2(%ll}TY|A9~{| z*5tB3wyXDyQyun^$7St?vy$f7ub-TbDe*1LYX z6Qz2#%9rOSbJ#}vESkF~!p%IrY^Cm1Ht3l7ciP|PWs8httTpv`TbSSSSz3O=-dDp5 zZKr| zzQv&Q71hZ4A?X66f}w=(pTzukh1S2faK3v=|Lp06a=!BiS*K0pv(6KC3wkwvpooag z20w@6?u0)omHHe2{cabonNT1YyRhTF^$c+@BTI&NsAm5 z4_0tB594{efPh7$y_PSO6cuazw~&U`V6G0el+mM7kiF1=lm>r%cAX%_OPIKgQN=F> zR==z`fgFa65PuMrSad<&kBh@z#`&CtpFn5j@^one++$9Akfjj z=i%Y`P)-lTF-jefGq6EDEj>Lw>fS2GJtXVT`$M8Aa-@Qw2KhI!rAK}L7E2Wl95|2e z35xN4@V9H}=-Bu1u0DqrGmz;(uR~I%0Wqx;4t~YYg$4hBfB-+g%Ia!FJ@@2%gyD`w zMDiXz(urOrdwho8Fs>S4=i+j$UTw;}yrYgaZTgKAOi;2^L7D=3ljLDNPm zN!qRNC)9uVkcDSu+1c3OmLt;Ugdd37wTcrC;SYPLZLo+g0T?Etj^G<3HiPzyDyqA$ zx+T=%Mo1wRxTq5+nozXhg&u@7AUL|)$@Ej&zW?8FFi2MgF82RSu^`_QG8&4s1^lOs zW^?cm z--$Y^d9)9?-vOi0?*EbEKnggNwpcb%=E#DBk~>NB4kTG;OI1}>)DUF$?{8~f9sT_^ z=yDSNtaeIMON#|^QdAn9n3f@6y)dS@(#@RnY6t|W03fiD6dyi(*!A~4ii(Qz^1blQ zR{OhnDQ(A0MB{UFg~7g%Y#)E`WNd2cxStg{gbUZYN5%Mu$a>GG_StKVw@|xXicQc) z6Zbi=Y&V942*D;$7{O41a81eFX8Kix+Pwr&1S!h5v$WOMkD!QM>N7_LojTY(ZN-ed z6eR&x6czjzohv6@3|btr_aO-dXnh%{Ox*v+v5Oaf5&{koxeN32hqND85x9||VO+tH zMWSv6MNPsLMIQ3la6_7q3HArx9-WjGsIm9TZL-otmc}aUnNd{q1!z9kl=Y8_hw83j zM+4jY^y}Q*V;|;c@ypW*wfSdi0ccx}H+L)ciQh0bImx+otJTDgs0dT@GBnm`KnnnU zb4pXQ7u6+HuYrp|Xa<^2N^-Kr>C=}21M!(VxVX5OnLBOV8BtR$9KSvo?sTrgy^?BcUXgigVA?$Y3wPRUtC1E3&z{{ z?&EcpY@5SD=lJ^7!<>F~f2GM$)?WL^r^0CLCISw%BJw zsU#S6xEF#|;o_sv(9i-Z<*`k%3DKa%1j7Q61w04V;|dzVJbU-9?m$#;VI+atdDE#( z;gE;$0B~gJN*bBdD}%AO`p%Tu@YVZQ{+nlJ^;!Ol7DC4zx#@S*hS3L>k(YIjAzOiZ9?pYYUKs3 z8-ECq@a==%AyjCoKAdT{C-K8@0qB#=Pni=^abVz+MjNLk10^0%cKpF;QUvR7;3?6| zB|sPG+Bqy4IPBTMm`x99upwxXIQH+7uu(_X4s}-|frFZkI-ohd73a_4HX>KHZ4RPv zKm=(3Bwy=%VQ6SwEpQE(7->)8G@&kh-^r6Fj~~A($nJ3nRXkv6#$Y}8%G?K*f!v(_ z{vDl_UeGDe{bHoW3hCpDj-BQW>)4I_{QORyY{AClm6ehCyT1Oosw(I=1?U=9>9>>i z?~FTxBTzsI{Y$R zgQ#n1Ddq^(9ni`Cym13a;U2&|@Usgj3ur?B1>DllZyw$(sH2M#78fr<7Yg{$&IJ56 ze>@6A`%Kyi6B=t!Z8v=s6*-i0H*MO)xSdH9R^RpPKqlmKKNkhU15=qc&LNpaF~4wmO6f^|YGP&IEfor@REir%!PA@g9US>Em~B8JkJar zpuE%>&n+c2N1isZT>U%lI0Sb!7AE4z%92;o@pbI=V3`(hVB6<7vhl)Dl1e70teze= zKUtNez-)KC_FnrSXQCVER5LL;>WiA125M^n?K(|*D18tX5upZM@b>hCBvjVxi=8W0 zQK}!%hMkz05OD+;yOSd_B=2t`zlwY6PDEV4Uh2b~ri&X+daJ%c5~sNH$9l3zO2>{J zQ&)e9jm~kHz3n18oM`X!RaR7dpLqABoW2jCW+&r>wZj^0rQ<05qnRQg1U@4q49n@U zET+tdW3NWK*tly(m(6+zgA5 zB1%NdX>JIe>(N?Y1e*ajoJ>M)ys7hqLlD#9?`^}s>gt%}T{Htq2BhSNZ>e}nGG{nJ zHVZ9qw>Mcdu=#os1bVao`{mzTUB1+^vhGz02}dz0V4pOpy<9w(0>WKx1)h_FLNM#f&)1FxqlH77eBEi zF{cV`U_8iV;f}NPeM$g+`2u7 zp@eu3!cJJSjojEOHIS7fti;d;$2kIp1T}ttmVS<$mBMq2%NIpeY%* z$Tl~}6m7c%Y!zI$D+A9_ZQ{()!s>futpaB%A|e7=o-9C*2!9z}edN_KSm}NU+U*T{ z1a+-V(1D(^Ufo@Y=8rU<6-gh$d#E#;%QmdJ8xtNLjQR}j`buR{c!-jh1G+`1ERlxjO1R#A{8!CN(qvp4djZH`Z z@X`4}9_}U}I?An$1U*N6m|ddpbuMZuI&hnG*rQD2T))z(<&%$eXG z$A>jQK5>VkFAuMB2H+Q!K_xPCUFW2$NiK<&uVt0D<8Ri_udMIBx5?M?=-OVs zB;IoGKVIV$rE(5Da(ogt`Y=7+8lS6S`w@W$8WDttFsDPwc!1`k=@K#|^PZUG?VLwF z6vORA7uUxZ^!a~61Fz)e5k{J}7LKtu=tt<2V#%fuBM@X9s_Cw!)`$}u_Xf-`+$|2)*j7!{4;x;3m@;Az#CxJ<8JPWuf5kR*4VPI&;7pb+P^1M~>O;^{Qxy_S( zh1lefoaPAwn_xJ~vf(u75C9m$(xcxD<&lytTaQu=uoSpNwX?I+7ni_6*bJKOYCYSP zW4wTO6c~^Szy>)b_bCG=n(K2uwbdVS#L?dfF#$bb=_)x`wc($skYq-?cwwt3tpkK| zPz1uZ{spNOocOX&W92{zD}oBXu&@B{y#f%ZTZiOYrcj#za;V{N8Mz4(qWeeD(chw? zqM($OTUf}%oeaw(yp~4D=P`9B__dR>B`8~uR=`ih)ME|oL7V?VEPp3J{P*&Knl_8O zZ0Ca2Y}__Y;E5m^K<#MuOCF|=h!!K>Q27latom$s=}$>+eGVuzLF;UV$|Ztr%Pv69 z&_IL#pf=uKL~{>8Qy)I3eb;v1e0ZIYICY!2zhko#fcC;Dk+AY}K-oE)%x=7sFwsD27RWo^mOhpx6U$1(r@V3IHqjS z2HZ0u)544l8z_lF_P%9V^gE6!5_<3QEI$v`wc9M9T<7ECgZ3EWPf~uW754#l7Y%&_ zwyvEvikF{4!)>K6nKPO}iFyHs_T9U8??i*3^#YAVL))}&4j_P`n?bZI zdsYWA0S_1vjA8W~48rZ|#1Fj(@VFhCCsGKAvAkG0LW}_joivT5-7Qf`?0KUsW}~u} zVuNS;w?%mtyAzZtAy6a0GVLrtBJg3fHDwW`I;h$RPqA^cXyd*e)D=eIcNITn#NgS; z)fym$An%0w>K7~vSSPB}{_AO>#-yYd;-CP)Acb;_XSJ^P`ZvNmQj$DMN>W>++WzOC z{u^fFRtYeg5G&b3`c;V}cYMQ0jI*Z?@IkV;vf}4TqokBn*5S33M|pXLg+%`wCIjLx zdWMD_$g(CgvF{M21CkH0kspjSu{#l7bd;6G?Tk=4Lmz{PQg1z~rKJT!Su2j9oLtDv z9fnvTXESP%ekjB^{0_ArT=VrE%Foz@NE!mLL%G8s{bG&lxw*p#00+EOjQ~~3VC_bH zuzoQ-B??T4Iv?Xg8sz1`p86nvb9HqEnvhUHbaZabg;1UaHxv5no76RwJz-nPJug?T zT!BNHLEuY!^(q)zD8vJUu86B_$`DyieF9efJ+4Sd+vw=vAcGsC(N;t<%)!on^fwr_ z6F1x`6ki7H+qP1G;$YUsfGcL={tlWqsx4ssod^)5Seeg{uful$9KIQaN7F646ijR> zAt{jp>;SRa!jlkfi;~vn=0$`DP`+ldnNOcC;}DZ;H-mzfA=I#X? zqIsZsT8&!G^}9Yi&+D8&&L7WnUgwt6SLug~y)U)S}%-uKOu>T0Yj zIag9B6xO3hR8CPSOI<0HB}RY#fxn#jDH)9)E3O>TaiCDR{m8#8L0zLJ6v|f0QI!K{ zT%QiMxIYbXXq_6J{OqW>^TZDBH}^%;t~*9=iB13XFf_(_N4)AA6Glq1c}x15WSPN) z8vo|3ma>Ow>M~~}w@2^%qF!{}*HG}m@tYFkvzKz3?r^p#mb<(PucQ~~w^ipz_uvxzxO3~@Z~c2T{=GK- zXKjZwWlYM8$#=_no1L4i2WsQXm|L+48qUCq3HO^e5Px%XTL zZ>qvl96_Zr8q){b=-wI8G13PMoz3wp^-HeH@S!y_+nZ8x#9-FK!X&-&smyqQc)=%} z+SNVyF>SxReWY{U@telgFpSx8vK8UUrhObBN=^5QJ_%P zCfn#A58YT3UHtw=a*cZO?9gZjuUe{U15dzT-x--5C4!gU{WCRIX8uj+D)ZJnvy6G1 zk|cu^XRKvm(d?wH=d81V-LuQp#%AtkwB0wYa z_Z=R@?${|LBqS=@;#8+U@bz^t!;TVD>bv^p>`=fm*7ij2K$azZf<0}v?Cc+KTK*uF z;nvajtCA;M8$$1`oP4`vkMR+eqUoMu8dWo~mELwfRUjc(Y+-=jUVSX;z_qC^@znkN z6c4V@170n$T5&vXop&u0^PM|C-R<}osGEOv!Z)+~^J9m((c(J1eIiuSx+$Z@B0B8q z&)z+D?M2nq)go(FD{D=Bzh+mdph@?VA3r|VDQNh5HT6r13F5(?D;M7AZC0AqnKDT2 zn40R4?zpv6G;kmxU?5@kFB2N=d^&EVqt%^XP_RNtY2~U^i5(OVVQmSI4~B~~b;rcA zji<-DxNb{WR2vW0C%5FfL?9wu^yAL3YDi(Vjn~bz>HqrrbhNs{{LdQO{E6Dj-{wsJ z7|~zN%R}9B`D^A7BP5h7vyG=xkt;E8U6A~`VjkVU3-2m;&zyd9j#|8BJ$<@7Ghw{TO9HF7Cs6YIc_=q~F7Si=SC%)0AK8Q;utfnR#m)zrBoGKp9$IzNZ=%3x( zUmM@_@>s|-O?@V4Dzo!(Y@xwJ(&%(sfk4Ie8;|O4g=SVGe7&vLd5BejHXii!u@r6r+XV! zDW$gEpJ_B61)~6tqWNAmDmAenr(7*^@40;0?ux+1^o~1+GLq~o6)sJ-Txv*h9nSaP zw3<>{{%v8P#cP&oG^lj8?W?BI1WxdY z+m;1{N(D`}27CyJvTm|g;Go=(5az56Rd9D!8O&_+;xP2Et2o?b$L&~kz;B`L(1!}8 z#W~yX`b^t4^)Ol0q8be){cXX2BUx- za2{(9i_fsS`MF_6X4`Fy#MMsEj^%$UT>ZJz{Y!#=u5I|E;9!ThEX!4{>k3k))-+}Y z(Oeg%MH8P&it-sH=4UYE&#YtRR2lCkJ9+fu#B1LwQg$jmznEVeud7xxH$6_DKAUP< zJ~mEXbhqR~k0;x_mH3d4Gp%K}QJNk+eL4}uF5UCAoI$@*zJIjQax{PVgNFC{i&1w? zdLnqg#T7r=Guj#4mSg(y)>H>CHk#LD?#ic_ZdLPhiGvxmqrn1LQ)Y(lao&py$3n#P z&u7TgNWIa`9Qwdvc#Ebm+3cXpw&JaG*XMmvmUUPw(sLs_cTUaZTGo9W`C-@h@@@!+ z_q^rT*av~s65kB#j+8Q^mK^CH*RzHTPKda+-<0l;nHo%$o*nG1e)+x!duuIct#DIS za#GSrvqPmm*7dYTUf-+Gl`B{B8Aae;&K9yH>BnmF^LXrLHi@rXX+)nls(O~SxZwKZ z#v_Sc*rm({!Na#`d3jk~52a^%tt$Wekn^)zdf?5ubRl)wT{%tx7-qAGK#Q7oW>ZH@ zRHSy|xeSpRW?&$X?^4PGzhd14DdSIfG@}lCjv*s_yyb=fH#<2@?+JHj4%8)LNJ91K z&WuJZdIOghCzm!)7nRQL?r`Tu3wF7^6s3uHJmr(y@O-h~7HnqMv<+ZkdR-^TQo;KMMUa#haA2Pzr)`oI1Kg zFZEV!k`jBR5u_RrY13lfBzbl6c2v-9+XfyQ_j`+I)y0L;szZA$PUTG++`q39clJxF z*-r*nAg77DG-c}S!9qH>=g%)Vb^8qtgQ>5lHLSh5%pyE9p6^9O?eP~*_!VUs%l~y@ zHhp$zkE3~p-?OpThDz#+GWe&-f%4X6E8;Zb#bjr&M#8z|$Y;M^gPI%K&cvTjzs)V@ z{5v=o^Ll&KygDK5s!sXdv|-~$F~b7+rqd_IoCa#0PV9Wk1c1Em%gV*$F#@RRF_I~Y zIgJX+5a*zr`HMc=GW;=+D}=FY=dVyZQ|J7Q@~nUS>k7(++0m{LLtK~-Co_mU8-G64 zlwilLd!DmU>b>+Fzo-TaoG4{(xL-Hekh+|W=P6?s<;ZdK`tz2xZ+6WnHH0svI6M0B zTVf2AJQ7^j_>Qup%Z%N6vo_74FOZrzVpt3Q=< zu~G4u?h0Aq$KoUOBdg=~Y*X8UX^?NMQJd$aLdUIrDZs%uSFk>)(=iL%fARhGTN>W@ za(-7&aZ=>M6`1uMZ&!?|_=D0%j@@kbR5Sj(fVXn6poT$#$F#Z}n?e=^bkt*o-rw(8k|j2>te zKBY%6G4J2M_v7`Nx+xg`XrGz7rsfwZ4hf9kA-^?12eJ!O9mv7@qw8_Ja@TgOhkur? z63gk0#JZ-Zr8({^+bE`&b>+wVl3+nLZdpg1n_umAGr)|n6}i)xwCld!Kv&vVCx`M~ zN84G|uw-h|ENbTF<_-sPeoHj;?kasy_E1z8<8g1tG5>%7{>T?EI)`$H!}pq$b_6N4 zK0o9)SiT15dhkzGQma3^usUK-N@*4F3d@pZKl^H;E$b4##ag###=Ll8{PEW2AdG*O zT?fLAzrX(slQG+9nfMLU{C@dzeCfZ6P7BuNPSomhh@4wXU9xQT&Ye3q?Z5n$fR2*V zwbbnF>@YbOo;^lISX6#%xH+i^_*@EC9dD?wCN~j;o0uBy;5Wi$vJg)I6Lc$5aWl^4 z`|ExVHtgfWa?WJ!fvVyYtBeqwl(d@v0K7Shh8U)E}WjJKY}QaNiaaimJ#SgG*lr@GE(k%HD${tNGE1y&^) z1o0^F8MPPPTra3Tr!H8qFf)+Z;;gH3pYat(P~`R^%^1$LbKomsfdjrY+;`JX>)G(h_t3j4J6>^`t8-*V@}G>fzH ze#_dq_5g7#)~>zwouAs~hg`4=DKUQ{OaTyyC@C#w(&rh7PaCOAf4y|&;{XWi487+c zn}ug1Opyg!5x;)%Ard?CS!IOMVq}2W<(gOJ8|yMHYP#`@kch~c%@iSn$)Ohgijy~1 zb4glNzc~8)LJ8(mIr`2GUHx&1JTmsi7cc$@wJn%tHra~nq+kqO%b)B|zx*v0s~th5 z5r7Qq4hsqSRIq9MkHKe`Yu`L(P^Z?|J2;GwjgehpgaIFa!4 zUtA(fq3PP{Lx%vsA(kkbetx8(IK7>rjK3>?doUfpzEXbtb6<2sL77P@@91B>hD zI$OU_#sNODI}59>)L-;_kUupCY;v2sDOw`}8*#B;n|>7$_OD~dY621AC}(zT_VqOj zck2dq0U}(iPrg)~!Vlz^Kl+hN&SfaC&cI#Yt?PlL9XT!c$?i<`w9DTv_f|az_nNDt zFHFp~Ef#^`Hrn_J=oiC2D46V z!66sag11WCFDWVMYt9~zSoj$o85xPpusGMFMAA&23OD36H$?zMA)8Y3R6KG9!lviK z+%$EMS;bT2f~StvM}g+Fk>}Qvgh4UZM#@0+0)xEGtK{|m`icM!@z$w$WX3Q6*ZG-= z*`UQKFoU7&o}s+)3d~X_l8>$TY}4P%dB7KXZ09LW?}5@+tz20!H&(`EG$GWOb{yMR z&==;?x=T##HjTCNJ1*tJeY*SkMFbJ#b{-|KxkGFUX&%#Kfo+Y}nJtn(Z#;eal(m>m zX^!0d+*5~&zSjKN{%>(=K|J~^4i%19DtW(K%8~c8`WV;kH0vg2N|_j!^py)XL$8J< zWWaq1E};S3J>IBN%t-7y5W`(cE?7n>P5-;&3B}WG`T>si2MA zv4alS6mP{}>`*O}7$T39nl z_5wKfYN%Y4vIPhs%pVZ_e#3IDN36L@Yq%r_Lqio8zAsnWgnXeQqL(!?Gmx0r`vc$b zng6HV5@|LVhJo7Qg4v;s+KNA`4q@Pi8dA+ndCyz~Dmuq(_gS*0zVjc$g|QF_qyaP} zPo|~DD4E1k1cg#tEElTgbfS6v6{(_3g~F7p6a7F5{5{J^^TboAHuVF%t%4j57X{5}(%CK&Fn4i_|FT6%>FzJLr-JRgz zeUN~7=e{o|gza^7xUA=lW9~tW-rJ8E2vpQBfD$QT8-!ECoE!V94zUH&cAb8;nn!+$ zY|hRUN$W;Er*B%+(e6-NY?{en4aL`0y9m6n7anG36^!t(2X>X5O98~C?!l$7C9M~V zuq25{z{)A{$+c*u!#6E$r{Pvl4D%!+=n^*hDhx61r|0v&O0uS<44koZ6-SHKBaU`< zmITW=_KuWcyn!1lYCq#UpL~5^N&*|oxv+dG*Osfj&#{3u6i(G{vH!FUyif+=rxxoF z;25`m{PEtdXV=!uoHzeeR_5OO+)rJ$?*#%*QcO%Qz)MB#TXMz*W7mPAr5t(?$T@(a zb}}S%q+Cb7Lp(vqeunQ6szVq(g06wrbQhvld{P5G_iT)OaYF}2dfltAsIhu*POQF# zN~J{)C~&H(s%;s8CI$wr7+2pl+%w=0c~k8HH-5d?<%MvDGm>2^Spk)ameMd_>;ALD z`4w)QYxrpLW0NJ&a1bz--Xg2(fnoN+LaZRYjM+;n_a8nytb&ix2L##K**)t{;{c!7 z9fi7r1<B4$9lxB863CWYZkZ=#y2J<7m+^uv+XVIgoKQ`{1F`9Y$^L@Km^rc2qa1+W0AkxM4PZreX@aBg ztNCWCpJV}CcR-j;#LmeLcLiCm1o*DgcWK#p8s~Xyy8Ta9Kvx+V87?oKQ>VrVMx5@6 zz*!V~pIuwV#?$=lz_s|r`+vnDy@}_Iyw8{_1=Jr#%3CH_`}(xt^ln`1B#$mTCt;sW zHo1(6Izz*(D;FE?-n)0Nz;l-DTN8R7)>mTgP!7>b7H8Yq8jlLcfw4OGRqtpbr-_Lbb#3Yk1^c3*WJZh(5jA|JptyCNbYOOmwdE>O=Hc}&y^3De8 zY%>6WY0Y;RH^_4>yo<0QVcjSJk?uDmG0e8_0v&lMZdd>UjA%;RxocPU>`-p>@yBCO zV_bTxwz;PwxME%}nwz)epfZ)ZYSk*KEp8zFWnK+YYC(b8UO&I65t+Lzep3qHn{&zS z*Vn7>j9ZNn=iGfkIYQAh$C+_{<6i}@{!6rTdttQtV0KTqz}%t4|MUV-_W;qb3!lBu z4H-4J)Zph(i+f=TxQF_q-P`yuv+4U!pY_qT&3AhD&r<513vYe?`R5;eMQ-Q%i=l5; zQ}2d`HbKIo@*n<;h>yXf?y+sn`x2$5-CKlJb#fY6rUDR)HU$L-`_v9QOCLcAA=X`G z3lvxr4snEs0^q`89``|ny0ugVcjj@aaY=G#G?K#+V8fB-9*(~OJJNS3-*2)w@V{fY zTMA+!_MphO#a}LN-Z+=C+8qY%jdLrM7fvwznzM7Pz9I z<|cOb{OqJRR(MZ&Xr}dHlJJE13xzrD?d@?#$^1d`_8r$C8jotKaceQJA{Cg3kByDl zWOqFzyTJ0*8w#lXZQ5r^9digGDsRrG3ymHpU;dl1tLh;Y39I@mV92Rvm0mw?aNv^* z9ZCyPmx^z5wZR&*uGlD!%k0%+1ogT?p= zR2HZkF<$dCA3l5_LJO!mwrM!_(c^t)Hq!G@0;RwEEJ=}8qEJHjI1knzxVFs1ePyZT zmq=A)uX5%FWnbL4$hoBNpeA1P6LoY1LQ$~-NV*x_sX}jYKaj71ncKX8@Ti(6$t&qY zDwG}v98I8Wlb14uviD55cj76xH-LRj{FKLK@)EbW<(O$T>cV1TVm&jZykycV6lVw5 zL*en|vT^M+4bgXg{b&UX<igItja_9oSQ<(dL#>>Y?~=gfU#g$t{819;HP@s;*f%BP0y zSVo~_C}E1~-Fm`MUhjGk8XC%=`g}G4LS%{)f^-Il2+>LVP(As@ zx$$Fv{Z(B-4nL!b_drO3c$F4nqHgD4a=|C&KJf>MoKK5MOOs$+!BNWJ?)^9|2rZAB z=w!&W-T>r8Z==Nk$RU&$Fz$o$eO6qBgJXn1Dae~rY#TYq%eF=CLEe{sUddb$@AxD=!>&-WFK2B+(d)?Wq@NS0;FUfzP+UZ#d07w1dB7GEWnbwN0qjAHC{a5LyiZm16)R)JUtkdTcFlikK8KGjg^CFwHM zoX>0&=Ci>NBiqJDu#;Qr#83gPA8QCeLSF2HyF#Fjz*a0v01KowmQTT4Z~bofhDvFXEf^DmLMZ3WalfN!4_|0HKTh%+KP8>l$;f3*k@CIFh|I?Kr1 zH@g*YKU-O{TY{u)swSX=eS%)Ly@@IBuZ6G;3jwfFwFoL+M%GxMRO>Gkvm=#_j7aPq zT>OV0>aRgc3scy4QmJpAJ^PN`Nu${|?Iz<}AC9!+#Y~M*Edpx+NJH_3*VeuqLDL(v z7t$g-S`)D#QG-p4U>|kfG@9FM>IYUgublHBxJ(_Ov*CQdHu9jDJCQ%32i8PukOVS@ z(yXcqP<&6&5nf!ul-kiPs+?A&;27_s*@js43TN3Hva1X>Z^SEwZqa<(OF6!JQ zidtE8xPOR&|BChPZ&D+j8K|Z8Hp{fS2{xVnLoVlYqB)I*>m6VjeJ)>yV(-+tU!#72Eab8&?W8=YKPLX+*@0x!6LbCAcIEq%M}xbAdaM7Z|7thb0B zWL-Jfi&S#|HR9rMYd+&WWhA~rMo@8HVi~J{?oeYuHEl6@bS@} zyP;fCt()S`YJI;#G2A9WvAV>juz_kfR-&8b?-Zm!DvX(8Jf3Mr-G4k2+BIuqKhvj~ z+THz-LHBlKaK>pDzc|XikK?V>gMr$cAiTEog5_W`1N1+Yzm3=GQmHLD)^1(f{E7~- z-JpxIOuZWZ*<#!%(RRW|L`d7*HEwWtKV@%{k*bPHp|7riPKN39n6(@mMN4y<9y*xk zaD7-nS@MCf1R=+v@(b91V){9bh2n6G)F7Dyb;n}|7ru+SEgK7Lqbsu`iC-6G8SExh z*7nw!ls`F36<7LMHCy%&Wx&>8!Qu6LTpCiOJ_g1;YRI^O&s`SO4O_BZoB4KXadOcp zU@>i>H;Oj0nty9RDLW@A9+h9iGVMorRY|jI7<<1;e6TJNb<)9m!NI2ye6h!s#y;^w z^;do_UZawBh12o^ZuZ;+pnH1;~WHgWlQ2C<6~HgM4j;a@iwM6x7wrCV>%ZDk#Zg&$UU{0KZ!ky(Z!W z!($pJ*NX&53$=ft&GVV6$a9VA6%|v<`EJvCH&CgSsy_p#_{xF>t^kO4Pw(M;n^6_1 zDnD%un^aA7altIagfHoqSnV6wKfqGOWvikBvsJT;VW;U-jf&59Bs7y&U^mf(U6>LY zV69d8au&H1s0HbOY7OChf5+7&Fmz8=4TQPmBtp{`#n@V7^FUaxhtcF1Jek z4yEa&-?_Nvi!|$0QDXJgfezjPyeieZ1HHH;6w4CkAWRNOZpc^`~>UXxY?t|`t0(j z${;S=TV>)w#k@h8q<9%=Q6t^^thZGmR=bjUg+krz=NlEInDgw}1)vuAj2h=B+YFg` zHxqY>iYhSDYDzQy)wISYdD)RDuX*XwqKQzyCCa9plDCjRn+{Q|&ijV+5sZQOeT#;? zNy^*e`9G`cHWKwnY3>JGaUd556_qX7o~I5O_9sd1A1fR2_XPl3>=O5u8UMVGza7AS zsQTqG(1RvOfnW_}5rJRr5)x`mntBy#V?RK!!Qh{J+g96y(cyCPINz^oZA^@LN7l(# zkgcTJJjNkRr)ll`g`JAdGOj2>8N)W6uk)VQ#)vscHHzeeksx?wcR#TN)ruxH(6_fQ z#qro~reY^^q2@U9qfiNK3<)U#92kRw#hTosgOk2pV{Un01y&U!vYUs`VmZP@M5)_U`(Ulmm~wEXeBr`Ahb?S(ii8! z4$9UrQ8K^;HgFRWFLv$oA8k)0t*-(|@?zy7<1GMK@Ebv@3gnWiVCvzZlO|bC?E_2z z=3sbte#>bOwo6#OCzbd{#&fc*m4QC zu}&B>dU|>Uc?oNg)PVa0i`xw$F5`o?VmEXE_=_(f!rXw5p4{b{w*x=_vnbk8ds7rnfNwBGfO)24EJz6;PFox*7Z`d&IH6cV{Le40 zU%6@(3>-g*ORwUo3{jHxs@~|NuHlyb+5c?-a+fU--UkiB3LXSkjj*rUD3aA1888G1 z1OCo(5dst-$O&qM%RBZ~;oN~+WbC07#V2jUoj$8x$GO0OtkBnzI|+x3)E11CI!fN~ zt8wkWdE6U0?~Wa8aa4$>H*6R>D*#eD)0t9P3Mk z4q=Kx(yCC#gnD!~F5_lfBt8fsT^{l%q+>*3m}3DshEX{|tuKEiFDWt#Q8mKO4Z}&P zpLF4X3K88AJz+-hgDfT>e25sioPYCjs6IThj^-+#L#1qg_I_cP-9v6d5jW9M9JIK| zXmNj}wKRWmbU1u-_Uf(DfBxxu>F|lQ`%lW;k5NirdvEpKD#P;{MmHX5+&KD4e1k~# zrk4-d-`zYe5}alJ>e-g1=~2}z+cp2SZP|n5tWUJv&5s-CN|MV@XjW}Zm8=+;sC&|2 zIqT8+*lbg4DzlNQdH%etMfD489!5_poGCW2vqBLT=K~zKr%aMX@lM&iK0Yr`o)4za z)A+t@6Gg`bY7!0Uv~#e>u;`HRwww(a3M!6Dky>uaK@=MJj9^e%VT1mL`EygCU8rv&-io6MiCmXV`4VRIa|TB8XFr6V+}DZov$Y=e%fl-w(Z<F5H;(@v|Ybm`1VJ&w6sjfs|%~yv@$#&OHVo`4kM{Kuy(l3dHV6bCbr&a}r#`qDXJ+O{mv|Ve#;e` ze&?S5=%)Ieg4X@+x4QW|Miu?`{r~^^WB%1V6x&&_O?QNmm-+w9pE`S163TR%Hb%@% z&3tPR>_S~o;*Ps7oi)Kux6r^FV|PQ;?})>bcNKN$XnZOi{$J?gVhl(m%B@t+PaIHf z5X&qZh3gH!efx&^@s~TwCwE+~FB|&+Z*&dadofKriC$V-DxeYmlnK#w>+qkfop%vE zUn=}PuXXO+xs%_y5D71oCLDLs$^ZOs`BQr2_3H!_MOke{ zvV{KI^LP3_lQMO#DMR#Z;%)1uNb4r^>g^0{w683-dDMa056}G$$DP&eH1v4!mYwy= zg}FWryLU^!q*=RPFiVc*7tvUTjW4)pFELf)&nq_S8d%WLL2rFMDE=v`j(qVUIum zq0*ZNj^NS<$;Lxb|s7qgCAW6Wt z4BaDZqV|m6DL)LyQ)p7K+pdul;kmlAF|DC&#l%3dtv8o`?nly#;jK3?3ollE_7C6s z0)>PE*@DUZ{D>Jn<6d>jw8w-PUOZSu8XguGmPL$*UiV_hJRE({X${I&7=v!U0fAKoEWoQbce zYYg5MtYE!!XJ#TwHK1kKEW0v*^P$L18e7f-Y=PyiMA?82nWpXGXn0dvuAMj4tZlbD zb9scDg~}prQ73=q*}|geu3c2lH7gBdSxTlqo1q0lqqW$AbZF#nv~C)zQ?;Q`w(MSX zy3>|=!C6JJ{U2H()2aI<*l<0Iq2mPwRP!M+Xdp6>ft#5OqD_qk!N%m;=HSfmA4qKT z9P=uu_=DoJ)Ediah5R>GtKku8oT~d%2Tk+Anxl-Xy>kj$;yJ$f?kP za&^MLw6yn|@Y%%HvK4YJAGNeU?5k91%E)!V*W0yAL}ZJUjb5Yhg1(f>AT3MMsA~3U z)h;7@6@m6zTK@d?tGlxSoUSqlA2U}nPni3tw0OEay>d`QZ&R3D@%0tSb{#{N!_B0P zqAmf(>kNa+5mT0>M)l6kD+dSh$Q8{&y`^(<; z=QK@=isOfo_c^6(5PO*A+iO zETh#c!@UV6FJ-g2q!!o` zS1l?d#ny3tR~8bxyX8+&^Dd50LMqCHpGc^%nLXBm-nkP<_L#`)G0ah2dIbNVp zqYoFXLP8g2rY`am1?HP9gm^N>SvgO%jF#W8Scf#Z)xsNq>?Zll$wS)Bgo5)QrK z{U_`60IA-=lYfVxHp%MdQ(SZp3mw+%|s5qJd_YR~-_lbU|t!D{aTD}%nz`h~f zO>9Np({~Q7neG%+nx=-=!;W86jMKbbAjc3_45}@S!uZQpaaVVY`TrI^#KY?S;AV#d ziF9^h`@M#ihz)@V(F)sAnhP$athkPo8JU+iNBUP_q}eELpr@%h+PeO>bUO`wFibQy z!ysmZ1`UQd!j;e5c8NJ6z_4!K+X;JMnQ1ETl}6|d2nX{pRbb;xk!lvS6v96&i6XGo zb_J^~2}_6=#FEyt4^)R#>p|s?9)&UKgrrULIUOCCd2ADOGZSKCh4?OCzC47}ll~ic z$Pku}+Y*}HxfB!;>a?DH$&T#OD_=F$^sn~4B<@Y6`92K}c1BlF%&S+XaLy7#DteF} zis+m|=Ld*58X6MpIzFZ=5~4jua|x@rhER;S=1(JTUpS3WUQmEIH+gU5A>gf=QNW+A427`_<**_V_ zcFLtfrU&CiteM$dw+~jp&O1)5g5xL!wR6xPF*lBVg3`2{m6J5}Hrdh@7^0mam7YTm zSm$o2u|rV0PYwbPN6BeFE{ta0?_#pSV!0EH(^^m!itj9-Lbwu&I^MAWoKzKN> z19pX|hzPKRUE`ro;^>DnS0QdW#b@S?Z57O;Q`+=SV~3fCI|H_Bj|9M#HDbJOV%d->#=@c&R{9 z42Pw01RLiv^j3JhuA)u^t*EWQb2;QpNUv$pcg4|m_?*OG_~YTg`U~6md2DR|u=nCD zmL;O%S1esDwTJibzfka(fENvhyHU7u^l}{g;P@ko6!Ag9s6RbZNB4TaLhuDzuMhxW zBgny0gLIgPnYE~7p&geDJ>kB@qZw81ew5ALyngLg*F!2e=#7g&OY7@5e2H*fW#I7N zs);Pg(&2|ni7kcP5phq;DLpPRCZ$SUcJLbN$5AjB)as7Ae1aqJ5h;FX{BM{+5g@kfo?gPYlFgu65o&ZZcz_LnFNWssS z#1`_pV!H`!#s{$%z#G<46U<{e;2F7rc5qLWx2W(Z^kA^wAW34R0j--wGn>Z-Q!5Xv zAiu(THSt=*Q;3oLH5|J^9<>$f7kopKnenO5o&`BMSD~E3&lf~1gc^bxmw~%hF@$1W zlvc#V#Vb8~{e5!=q3QoBHlx3|B213nCIcTyPl;fJUT9oQ>h)zus;izKD!#QjSdKI{ z%JD+8y^O_)#CzbtJ5)H19Xocq@rZ0ngO#f42T1x@Q8TDrD^3QKuI22{gJI5Uth0n_ z2QMrv%CDb&XM{@Bef>%d{qSGg@<&33%kEXyM-uVHZHn*#@u#BM1x8yJ#V6&axlRL2 zIP_JD$QM&k4VB#)T5bRzG2w!b;?xX9Vi8@{sw${y6Gh$S ztS=2^1JaR#Io?c#6~GgV?9}F?4BZstqeIWI(S~DToh>oWL7#-20nG04V*HhJJ>Cmu z347CQ+Y}k1FRaiHk{$Bh2|61?bnP|?<$n+WG5>Tm6;ffxBA*N&0l89i838%`+P`;9 zd8pCVH5#_&?${bMEH+^KPKH;3Nx|f|&xJf`;ak6Sb*iAm7WB5bD{Kpi;4|u}2un}9 zIX4br%LDGo+q6Vah9!r-qh_PSkp|3@!}8emZeZp`q?Vg~O@VHCHADl1F1zi7DEKJT z^e!*DqB4fKE3nYgIPMleYioW-T7$fL2v5zvhGqTjqrli(c;=N5uw@*&J&5^qV1>KQ zbVgmw3H>AhC|E<0AL9{IW<8=<`u|aA+Xy}Nx=R?Eq^CD7df8soKXc|Qq86;BFC!z3 zpqdZoZ+#e)jEfhH7ZPnX{rcP}wA3+_q9GP#+0`M-J1i$TTeO_dx_Aq6Z1I+Hub_$u zC2xc|svUB@A@)srR)D-cysB`sq#>A~cgp$D$#(BV^H0WmVRPsNKsNjQC>d%o=y?W+ zGd8K=bg4FZXvA@WVCL~(DrG9(Xg+`^RLq8*K6UDz`|}AvA7VT_->|gvbqAV)u6gs% zqe$;m1JMJTm$sO1y!>|+Wuv^nj4 zYk-Mzt$Z*p)#`c)crM5N$QM|K0c+_!g*EDO)~Jx7HRzb#It$`FM-Rs)D(Tpzj|SSl zQ1J7(yNVTAl#qWE4&g9{M<4*RV1ihgtve@=-UZmTJ=$*yqIhwKd9MFolUOZQEjjyL zst_9{<;*G%VHdm(Jn{B`IaV8S`lHmpK)e-2#3}rNT^rd)KIOu@e_&{>oB%dkV-U-UE`bi9G4yWO+a9sQ_9W&@{b7%z`s28@LAW1r zbC0oF&Cs<*`_&eLK7h=P36{XhIf(mcWFZD0k`WpmK5<}GaR2rVpor;Fb3%%pJ>T=o zRS<|a`XZKPaI+tbQ@OgUPRq@G|KnzZgVZaO2!0I@)>Q(A=iMb3dLrfr&BW2$4)eMU zAE9>W0sM{!R+Y(=aPBI z5{9#lb$pSixuI{`v(Z8N(}oQjo&o`6cfk4XSbS1#YR8K00wMnVMnKo@3eR7?5^&-D z4&a>KPW{wS;OUN%KQCHKeuYpNG;Hu_6cDag`2k+C`Q5N1 z6E#2x~?gQ zM0K2aLYAXU+d8mfyr;6VrQl-aV`Xk_eSJ@ChaMr)=jezUQkdPx%@#p?Ch!Q%<4Fvp z7L23@$Znk2Gnl>Vf@Em?2McAz*qE65bW3f4VAR|%wGKbUC@8pWH9r08QrPwYX^`{~ zo6uE0fe2kNa2>X6X_urPjy1~MQqVPlgjI{o6vrO}I(ff!uRZBPhL3pLv9Ob&TA-0_ zI$sbnT&K+vopa|10XffmWF@gi!8SxVAbb@o{0TCc`O}Y%v~-x>x$^>1 zdcPGO&EthmT{y$dD|=EK29e6`huypoOd^#JG7NN)SV0P0FuK+nFSN^qaDRA=plv0Z~+d#Y{Wzb+Y>J6 zLDWa4dM&ne>>$iwAa*V#J3>^7P~b*+p%u?@ArBw;-BtD@+!l6Owu0~ftU9It7dM}T z^800LwqzmnVQqki20|(dV?)Lvy-)@kt2zhWf|AJ-ks<_pY<3*uCIA}i8dHQQ`5}O# zXXsOsnn3V0`g>jQq^P{fKP;Zv^w&gJBDfcfhYg=O`zsS6qYitd0r(Ojf;)V}n4j8=8<1GzbA}jw1ehOHXdf z$PZ)CghnokPtMTG5Cih?7Vx6mC_ms~76rgd?mXnFJaG632@40w_QwFBlLql!L;s>M zOW0W{$}{Mx87bsl*!`?-K7bX&+ zvjMo12kr0~!3#rLl~p_jblYb7G`ycM4^u9*VX(FuiU2mkjD%n|fI=spOoPosT6mxx zfjeJ>s|gya1siT9{tCn+3tI|>MnjpnFd!hnto%tjQZ+~|K+G^8JF0&k5YGS|LzuFZ z3v|R9$|ru%I2au($YaT19w2%fT7t@23Ro!8JK^L|_R@hf2mR5=1GO}?q}McOJCGJk z=1$1kZgndtTj>Pxn}s=@9h$;JR!(iEeE;6=kGrRX_r${?lidNo4S6sV1d%@VKPb$I zDoD6@Ar`v~*4v@Al&CAE4}=k$zQH6%6k6F7A1wl_k%W(ckH`h76|%yi<>4?{10l+F-Z_LAOBuXIZlo{n_3LarB}U4+ z@qUT1fcn!%ajU6z2+syE=TOnrP>F6~*>8cAw_fCVD0d17-a@L7HwG7&~6ZXy75oSAP1~9M;ZVmnxP#cr)5~y4S^7ve~tN)tL_Ry0ou+^ zB^FvtL4d!1^&{LE`4D2zEq4k0_;(B7 z!^sn}=P8tx_7n=;)jxj2UsNVUBk*JOjT4uwC=`x61E|7vxps+kM8I>TT2&pRB&>K=Z;O@d5MCTwKGo^ibq!IU;DsW zyUBZ3n4ir~uc%r*ce6bh*Fs z`STlaAr!uDeJAqsO4BwG^0Vj<2K;+?-%&dJxPSL6`P+7$f4%ju(fHTe_@A{MYT~6R zeS#NbuY7s3cc3<^WNIt+KvSByO}~b9h1^Huy0WRQ%<_iyt6CffqUyAqOcP0D+sb`4 zsl|4nEz2!2;?2RMIiiL`jUTBMX?7!YjFNkr;_(ratfi&ttn#2k<0ZmbUvLlw!+L!V z$M0b*8aIyoJV?E3X^525w=Yi{Lc+rv){#JU;f z|3#zmw7-FqLfI!`J6PY@*=eG5B*nU~^3}BhpN5d%C~y8iicqaN)EhM36QHf{w5C|E z`pr4~&4jmEe8pk^iT?L7sX<|D92O_*vSvEHO_WwpRDKUz;m-e7DO6h9Wl}XU;(0o! z^N&wXBN<{%$`lIo5ktyzh18|F0V^vPmiPNo?M7S&KNR55l;_+t0&Eo3%Iv@B-m4{5 zo%JURYUi0}y8r%OODE}pS?C_2s z)ykvZ+PR!gvRYaRhEyrX-0u~meGv_u-X?)!!a^zA#qE4FZ9R9M3BOj5{5{-$ywt>Z zB_;5@R1+N~d&>0F-v?*A?WY=+#b-M1j1I={wbZ@K#%vJm|Ej3)-AChV^|8r4k1wW8 z4crWM-e8`|D%QH0H*`x<^9GxKU2|#5jAFDQ#eHygI_t%$0361!`CxP^f2;F;=|zz> zYdX1>X)k=d`~|uOUM{dTn^*4#lP2IET>hx3Y^k5Hnncuu`yVK3{9c71jUn}1GR(kF8t$Mq*7+*27 zEiI{ehk9j0rT1FtuiLWOS0*HbZ^e}^jf&VX)%O>qrs}WNY1*~CIrk#pmn+M0vOg{f z!JsP1yzTPG>mQA(UYj;0N(?0^mxoC4o_VHn{`|wdzgE0?7o8#6>LP~Gmgk&}DL(t! zZ8>=$nnu&fx!Mr7Cd4Pwp~oM8c%#f4V&9p?f9$F4Q0Lo-tG&V3I&swbJv zP4vlg*i^F`1dZ0HY3o^;QQif8H10}l;^sC>6TDtCSEjc-E@P2P{ow4->|}oX-tota zqrT_PZ(z~*Q)afvF1o>{F1gc-Mq@XRj7_0D54zh~B$$jP1#y13%l1D72;_8OhfU0zMT^A<9CxMDo3rN$ zxl+77^Bxw8U+CA^*5(u|o^XTmkeYX@P3=+0WRElJO_N$OU9KuBmSxTlvs2B2DeX=N z+uaL`JdLWtV{hyi;Bwl{9qu%}X0zAe`*S>4!@^m2c|)7O6tnK{?DBmf=Us18x8~_O zO7SVfi{_)9dDM!8iQZGog2KWv6LRCmT`c)GnYv~Unp+m785u3@w>D$l2z|sZdVWsm+rVVlkfk8a+dWEhJlaQ zYxuca1u`TjvksUxiU^a}NE3^M-(34mM((R>GD^61)cD zd0yXJnwS}y9%wJ^vu!z`&!EOXj;*uE_xa4M1I?YlzPc9os7yR?hx0x zKHWmGi&Me61duu`n^tAC__Xv zdEan@!3*O$`{5J}%4P}CQ#=nDK3>mDwmA3x!d+G-c@AdttVQh+A&t$vL4T@gP;1`h zxlHFRXAN(l@H3KgGjQ~lhq?`?^hOJ{{77*&OX+#Mu&_X@w@1M+;gq^s7WDn=w%2F8cbS}q5MQ+Sug0_>M& z>visI7TKj=?vv>fFU3tU(U>%0JbP&{eY}iO^2gz}Oc!r2FX_4OFWAk~_i`f&`*KP- zIy;SGH@Hp3hq}!61n9{NWi5=g*tKPRe!cQaVBGT3=tR{AdyDij1#Ab2;mtBj7S{b6 zQ(QS?U5qQYW7RGFxMM$>cQJX7m-mZH@!wme`fE$4bSbfXM|0|YB*zK^5NwjN7KfCT zq(1ifYdeq1UDA7_nKtFGrgh0tla8Vree%)4x$h>7M|zasU)bVkn0SZcK5_(s8o*)t zk&<)@!V0DjuS)rI&gzr>H4+GhZG03h_eX? zGA-w)a4+VepFF$r@6G?nVSKOp{;~6Rav%|0&;i4*&#`t0GNVxVSNbOXj-UTT%gy2+ zSl?fWx*Vrl^bYwoMoSa1BGqQ#TTf3-jJ8aZ70}UPz3n0?#waBi zR`~HLd#vXW$0eP6aopiCxyV~zf1HWQn7TaDnjtgW{V0wH$;+%c*+NT8E60OjpyvH_ zgF&dEdZNkfSPymr-|pRaX#ky0!zl(xbxM+>vUk>V#ED7ZP%3MV<~Rymh@6=%chkDe zid22*O18VS%bYdJ6vxSX3!9i(SjwO5MOydlD)22YFBjgm>w8^H8&>tXB(s(^TwBN( zQI&!(j!ZR~YbW2(kzKcW&sG^3w~6l+^jywAjtd-r%3(E3({{x4fg7wWR9Jm#?Mt zt!5aA(#jC$-q)lXcI4(N>IaN{?tU^=syrf*b&;3iY4$@O>-HT?nuz>X8ps>6nlck& zmfH6kx3H&4`K*?3#zdvL+k6wC_u;D;GbyL3yR?&!fSX17oPuY*1)BS??%&C+V0WED ziF=croc!|T_9o>YQZvgdV~410wGso7@s?IrSmHi_WF0wovgU`=0;OI(e}07w6sP?a z9UUDrvtePk*^)I+m?-tP)(R!J11OYFZS<>KLBC~>j0A&xTGbKoy4+cOIfs?snpq@uRy8yIDVbB+u~D$kd#UK-zlQzSZWQN zD=3M^X2CO;k%qC_7J&d5*hM4H1d0Y~w!JuYEz^wCJ&D^sckW!&<&RjJ@rdFhiA`o4;?`IQHj0XhiM=av00mjY`ee+p zsA;2LZz?HQpWjs{QRrXA>%U6*|HxkK%=!9bX?}#4gD|f3n{+p`p~$IuA@3_Ol5W*g z>~BO*Li)StFXq80?+lb=7ALTS5wO}v3%In?Y)wCZAgk)#uAHwoete=2$h?TXlx)$3 zvZM+zf-KLEby@;^d?&?7+BxfwGlaNIHLP5_NyBOABZq|TZmBq+uR!z66yR(m8LmT? zFVBz|c}2o+Hi`*Rd5gI9_b*TPFC)h-gS#d=)!yvuJ&9{Ai4{;49w$=9koA!Jk5UlWY_A@+xDb{i|=ZF7FFSMs=k!>$<tHkZ7-yy-T#W!L#3yN=r|X0w#H zU!ENpAcJLe#t_kLdblM})KuK++ZV*tL)^ouD0K;OddDL?Je*JYwdBOt zW4-`&q?DYk#T{L)Wx*sA`*2wnZo9L^vM>fX9XKx%MV^nu@Eet|4wQC+8HJtI%1Vn} zT+0_R50za61}x2VVf9s|;bg#uLsbz<7Ycr20RgPNPETHGd>|B)F2)GZC$oEKt!AqA ztiE>rVH8+SQ-g;rI&=U2`|mH(F2)xDMP8nK#2t?M8H7@4>Ehh$hp3bk14W~-2<7DD z41z53QAhz91Z12<(tAEue8blRIMH0spO6H{?yN_Rtkwn)I1rs?cJuva(RWC!)QS(+ z3dk9DH3jHkb+$#Wd*wRzDD*Dd0e)_v6Kl{>Y7;jwL}%r6Gg)=9Hjp9PGJ(U8T86Px zno_KKOQ&w{3(&AE!UB=f|MKLnj8ux8_a^^L&=)RZsqH~lWeq6kxH~cEO;-en)bm`$ zBS|qG+!a=i(rn4+Rp3ee8a&mN8e0Br%M1#uUN137(%}nV>D1WR8@V*9SevueN=33U zRF8S6iHMlg|G3F0y{mkjPX@;zbC1s!58mWIon||vpp7Nhn^rq9+%o?YS~QuZndaYR zWfoy2v(3Tk;Q@SyxY3Wb(=u2r&*hRpmg=%}%$LSQQ}ww{?8n_gLapDQAt#|^zJ_&& z-=!z3mBs4U64YDh?CW6(xa&nLc9Y9dlo+!9dW2ps7ucVkk#nKr4wsqrC9JsU)c$w0 zCsIzfC}A!{Yg`IbMtC~hbD>p=?dLA7jbvCa4IG;W)Vs564qM^p(k!$WyW?eDqpCLf zz2X}30uo}?I|b;MGx8+?FjH2pHP_GUNU0Y{ue#=UhpxGb(ato&z-Blr2~^SVm=v; z9>dshx=d6s0ZMW$&&VG+@+pr+J1FWevb5qF`jZr8WpA!xzzR}b!IjXnijhmydX7ssTli3C|!p43dU6`a?L(aPZN#0D~Ki0gT+ z6p0E3(M%JgbXPv|3Ic5%P;xAW2(N3Hd1>|fqO zsk^uVq@Gxl^5gmSl070Cb}cqWz4(oixT0qbL&;-7CjeRn?P*MefRFM@W@ctV&D4Ym z8-VvXiFNp#u3E~`9B?U@Q|GVA`uX|E9$yX@+O=yYGeTuG_Iz8r7_UEu)`wk8=q3}( z?u&m?jcX%M9wcA&lgBo229ash+umfBIr|L@QKYMiK>k}fc>k~ivJZ&e5Zm>cL$&JW zh#}=DL^4M_fd(~VuN(o!PRduoCu3LRV($Q8KiqLD)1ezoRGav?iWJ7$rSDZhV!oPL zYx=BFMDXKJo|vdh_^O$i+1LYo^Ga1QGu!p*Hx=Lyqofp=Yn~su2`+)~$cXS87rwIN z=ZT#;Qf!%Tfp~d&BL)Nh5pCBBr=Pueu^ubt(@pxi7;U!_8DKfen}x((A`1wGo54bn zJc&e5$%F48ZwWYE_>7D)eMe@Y0~GYqsIOc4t4I2z(0aW4QXDXQ&3iQh)`9CC92_cF z<9H@2-@-aN!9LCPzvl_Zw$-CYDci~rQkZ<@)8AdbGOo3em)g?%!yck$Sh}^EX{S<% zq(NB_f~UE#VPk?3Y9YYn8W5t`^{NZEaLluZ^pfRs)Xg(gFSBxo1Lf-#n4=b;&3s~X z-D6bwQmoa!3(-eNb77)N$$az;vrfn7+h9VkVucAOxBtx>>TLPKe;bLBBG`CXNN>Qh zMg&9u0;TrQIm>d$RX@z`{SU)|R+B+*B9i|b6sO?pNliHo)kpWjA=T%HTZ<|^1? z^`-v9wKmL%V4&4|^$%C`%E2mD7JtRzv73R3B9L-w-kWzPq2jSe2xa0`+#=)Z?CR=z zoqER;zR%R0=!eTefjcbcj)qhfvojN>tf)%^y4M^KTtP zox=Ous2?nQig5+4m?bd1GvlGlTd2Vjc0w8UVYpvyptA~jt_*Ai+OCY0=lc*{F3F}N zL$d~{J6=G9VEVVib>OrkwNdJ_1RMdcWFYI{*PjgXF3mmQfim#DvF;-3ImBmV65fhz z^;3NuTtBN|qsnRV(NeLtEg-N}Za*P7TV35FY#T4H0k{K{r88oTTF#?+@>?uq`vxk9 z{{)q&nl_Z!kKr4>InkY3_wf!JetBpN{Y3B*5C=%)xx?6$lJ((2-r8R!Ebg;)|%u)SIV2$k=q z+Sv40_l-e^A$J$8DPh@Ni0YZ3ZQQ;&Mh6rMyQs-U+#>c4_7NdcKoXZrj(-7eC{fHB zD;6LbcXt^h?$Q6qx3F#8n3lwHX+Vu~={8s6_Mge5`Ju4Zs0SlgNI<}JVB5ksgeV&A z7q?a#qKaKR5R zyO)RQ`TtZwt?PX>=kx8gp$^}k0y`1$xOuQs-7H1#l=S<*d%C+5APh;?9U!OE+sDWN znhY9I)ta?yOHwkg-~L&0(P5(jpc~+Bi2~VZgwMM33+8;?gCRwb00S)$og9uW3b>#k zPIBnkNn|WwKq}R=F~I?~!VYpIz&+n2XACLNRV-+JQo5Z*A$Jx-M4Rbgbo&qacM#+N z^+9N8=)b4rb)1q1xjCH%KY#?=8B8GHo6p#z5h0G(!MK9#Z~)}r#KIC0OtQtBaJ+{# zk%QX7I+rTnY*~VYZS4SUbd#`_2GlQ*>Ll40{TO`=JoS?^=CG~rn5@&50h!Aaj?^Tj=llZp#0msxghJcR5kz$YXWviI8Y#E5n$d!TKn z$$tMKKKFHc$*dp(RhS>~DrNS)4vdpp*_N}nV2iSfiXVA%Q&W5PqzzRDnF=Vq6#J0EdDk9V`>+!_v#} zDQLgCX5L4Sojh5zINc_5HJ65xHEr;Uk>Tb8*Q>FVAwWbd4;sicRkE(2Tq#K~t{Wzr z67D`Acx#wKiKGaDaS)aQ_vn1K%OEk1P_)Pa9p5WnXtrPrY#Jh!8-zI+7wUy{QT!r2 zXC>?deK^%$L$+0$^R&Fo+&L^L?#?-!^n18>;td5d2MU;jFCkL%AR&EesF`J^o2{@z z#8F~prL_AgD}vx$ssigug95A$Z7r)Op2R4B4Ue!6tSSMQQAh!~>V{JK2HRr~W@_e99m>ZwU+d98z<|E_mwlC*C=G8=K>qs3{v2b!fw2 zvD@N+HWgaLqc75b;O#d@u`p0#o{*Is&1E7GXXoRd-d=#2L)@9hIVaqQPU+}0J6nO& z7ct)S@j7ZO2>Z=0c9EKaLq(J~;*W)W2co@iuJ?L<=Ea35!-joxlipd2g2auYOQEvf z@laMgw1eBr%L{mY0qD!jx)kK+jmnd}{;lE`pI7thif_wK?0g^}u9jn~p!Cwg z+DK1EnY*4$UDe7cIXd%L;-$DKs-H5Zk2fXmwKkMoc7~E+Tq}Fzh~&bJAp5J(1_I zaWtM7VDa9R_ZNMB+cGDTuAJQHCwhzC;19haqh%5n-^2Fm98HY){kbLkUhY+lK6)jc zKXSS{?p&(~-^K4WJKiC%Bdhu8noqheTJc;`axqM|rNHz(to{ zE*+>1a+^vW?=^36puF+Q9I<LiD2Z_-5!YK3l*a7VjCY)@4W@U0S7^ud zynk0+6cfSXkKHPXdM>!kO;IfuN|TjMUtapA_IPRH?WOoA@%0qd^9^>7D%Wlj{ba|q zwFw1ME0#x;6n(bnKsH@hs}sB#oA>D|mnbM){d{Y3V8s>XdiSUo8crf#8lPZ8u`n~s$)ZeMnkkTRT^KF6efu`y2?6p^Bodkd(C;US zRu^wj4xsBeuw+M3xeOw8si>E3m2+>c#(w?WO9pbX8V)`BoQf;5r{3BOz@<_feJ|6c ztIJm`Q@=4`X2_g}d!dEB@ZCDGn+vF!AWv(fD#VOqqX$Eh0=OwHD)OWO_<%47#!_EK zsCI>Kgg7PKmU`Vb?Y?;5+Qgl|C$6OP{;{hapTAe`fC^h1H9r>>9*)&?u>1bZ!Z^g( zRg7h=eiRk6I!%`OK_>Go4$aiun~cXTM(fO(H|5i)7Tpg%=%0ZW-0^Ar@CE;YT2J#d zq)$kU70A$Ts7jGp8oxgy2_Nh%*^ilo&4m!e=r)tH>C5V~{zI|HB&RMCqm9(2h@cHD znj2eEy#W}Zk(`N&8=6Y-4Je4&#A z{Z`9fXYm@J2ZQ(f=;Ep8*;7I}0&E1t&<=ioev?hiEZtKN1@5nK4EyrTjva7gYTs-Yz9K%c|cgfvD9_KizPx;CPxX#AL}i!-XEao4K|-PkGDIOuPL{~S%d2>B8~*!N>b> z3W{q97HmpfcPs}i6)P12mNZbPf`Wo*>T47?2~~>f>Gl>4j`-A-rpG#l2a)tq;IL8& zUIob0f=h{EQ#u?FGK+mm1-@KdR7~((O^oZu+c$q^e{ByZkpwV(zLn42plu)sIWLM3e6do6&if1ZmmPe8k7VJ93Q0!rb>?Bi zijhf_+Rfp>LP+^ny+h(8?0>Xl$uEv9FPRtka9CxHX1B5(xNeQGiZb)5n0d%gaNp!B z=$Ni2D`MI>L5dVyIx+kKOGks+fIA6A<%8Z!xb|#Y!&AqOJq6?a0Y%E&OycD{%WPWl z^YSQdeuG}C+@rd|%Sqzu0T6o*xGu~90_qX!CJwR@e;R;aCRkPiKEYKMPXT7=K2qm( zS1^TeoCSd*p5RIl|H%mc#B+GK_78@`uM%%`dLKSV3ds76D1Yh_Z#Pcr$1V+nb4R_VicO7sO3?SQL)bH-n%EL_s{k73tv6{X1?= zkz5|ELn8p0KV|q`EJ;LD`0rt57cwUK;p z$7%+43jhs0C&D$nd3ej?-gi)|iSqc(oxg~afgP}=1Y{Gjv0$ei10cdX@1WC?Ku#F5 zUkst+|IRI1x;04!)H1wEr?iuh#L{wb_`|lV8Pu;sa6|RZ@1lu{?1zBNO#4l&kD~Tm z>>#p1|v0{fHaCKD;l@x2sZe8t_1 zSH$Ek7|cwN1?pV_BZwh)IBYMj;;ntJCOrF(Z|6L|{`L70gaK>-oJM60r#UGe|LJ*6 zwz;~WCB0!+_`_%QW1fl?St zOcvC7Q}7jeN(A2fKl=JZdy|mHL6CTG13Z8EQkSXZmji?dPwOCw$Q(qASBq(d7)PXktTW+DaW7+I_mCoQB&9b56qhv0 z2pqMrbr8oo%Llg_xTsFp5*>{62=DH`f{w_ZQR+$kHDY7xDjFJu#rI_5_2H6{mXXPN z{`@&^);xXmI3x%G=NsgTWF@gso6NIZkVdF`A?tzf0M;OsJbTnS>Vv?*rdK7)#v`pS zBKf~B`MQ;Vxxwz?eY3cfeShoOJ)@sH&sFB0FFZxN6`k9AGU`t*HP4f|!W+}K&cvqs z`5%4gd5P_czLzY&?KwU(udRQGU%8tncl=hz&M!f2TzBZrch$!~b-AJylO<|3W#O{P zcvHL6R72XpJ+an_dh)il8^f;45d!GL^&Fiy5%t>YSz4& zy4-qZ6KGpjDma`I_9R~nn&Lgkr!3U{24xFkt$|KzsBV~A$@X$$$Fa#$<$etf7kqK~ zL_QHP2J1giAEYUhgB2f(aQnt!;%(|QlfV+uE+!)%++J%p8x4;U zQNyy`S2($DC7+hy3bxnY`6#9T-TTKvn&P^J_s7P@G()ttw50L>y}Z`=V;U%y8Wlgz z;nJX+PC#ZrDk9~%{b(l&GQ2Q#DOl9NiBj;H`9OR|UG4Ahuea}M!Zdc;VNNQWtPB@+-T2E;Qhgh`Y{i&Q~}rUP5(Z=CPe_0xyyjMQOp%Po5A|M zL#qcjk@oJQw<_~(O z{2m_-+cQqPCU1YGcs>(9ur!br{(5J0rucE6yWdLN-1-umIy2`x zpBZ<`%Xob&?fMp2rM{Yyorw=YSf;zux_R#IyquF#H;E)}Rhf%k#<6yrqMsdHI72Tt2QpjyW%P?0ZFPnVB|_bsqH|31xJ8@|CjsZM4ss zz;HOc6>MEB14XIS_i7`3=MdOST3sc$!)*pML!Zu1_r6ngvSpOLg;_9a6k!v+%fNoM z|!?J%c+<$U>x%YKC{yPOwlGmg1F{C^zBC_78P{QCV%vHs#py@0%e0Up)MHU|pW&8k z%Zme7fZ*mMg`KzIG>5EgN8_Uf)jM0Ac&@Tc-@SDU=LvcrPav*(#8r&DGqCOMM`M}MgiklGHN>HYof!)lFkzc~`jt|2sNEf`4UJYJ z?8~*Z=en_s7woG?IbC-e>Wl%jjnR{ure6zGRHr*EWG%DYq&F_Y2K)B>CaB9Ur#A1=uCA~< zond#RC;HtMS= zvelt9upnbPe>#in5pO}{B`j?bb58i@dxKe8(&TqOnv(8k30pCB*Mp&JVI2QewW6TP zu&CE*8ev%d)^br4@$CL)HIe)Bz!1r(=@4Yqp}0Ud44FdBwsqtWhVBQ1qML4YGH(>9 z7bJdbM$53@s+#aA>TIXNybEmmpa z&2Emcznsr$Xfz|~;#_Gs7s}oT|8_3#7?&YqA|O_2eH!K$7G5q=a((#gUC0j(FCqD6 zEl!<6;LhVgFm?~#z*fkEf(_zr+s`YeEV=w65$7{Aq`{8rfsAerUn(FwI01e>KBJm< z{!Z<7S(6fAD@>F2Aa_!=30$6qWBNW| zEhFo`ZrEwc^y5P<8@-s}WWERwy%HQJGcaCp9JsE65g9OnSVHL*1a<-Xk_1VhhK$oC z0Mh|6-U7laoH`YFz&H`w4ge4lwO|Oqi+WC7eID8)q`&=2Qj;oRLMxlr<5&(y4C~E+ z=TKJZMDN=Ic*~+`T>-<49eNEmG7muzPfWChn5ZN@+nwvl#3H0|@zSM+2&GV1!Qld_ zo+WU(kS9d^LklcB@y@ejG_w^9SOq`YKT$uR<^UL~ z>AOn4F9TEv3CM>Q7Z(R(14sjFu{Ko|73(I`BzS{(xOXZBCDTun@ohb9SRWl8&dp6Q zJ*EN}^YqTD80{NWCNEL&KB=i>`rf^}4n~3$eXzXQr7u2KH#^jEOXYZEFonXFLY@o2 zbiSELx3h;0?b|REAXaQzZ0aCM@^NDV2%Oc-e4m^=0|V0LJy)_rxPGpfxB~Thv6HRdAU^AOcr|k^wcKuvWVLuN8%9#OAhu zF35EXA!)-kqWoG(hXuP z8eAW?&24cq#w{4;k46FfrG5XOY-4pZqg|w)1imYu%O|a1YGAfdET-{ZAk!T2C)-jC zsG2FbZH7IUEup;o$Slpcb=?DaS9Jczkvo>(A$Fl8L}0*?yZ_NX@lOywTH&cloaxxn zVkmX7mO(`L`}u){dk4wNXoS?x&f7%>W##1Z;NFpjTn~3GsvOsaTkwBdLz_VDOxl}a z-064SM$W+-)^QAe7gAKfXmBvF)V0`%gaVM+#B~Vf4SgThXsLw@Cn}!!n(imv@|Z3~ z+cZW@6P%z=%tjU#F8lVs5E%Fc1x;%s8*rysOT-2Ds}7NuH8mYVEcgMm$4Gjc>#=`5PZRd26_<&-2b`N?BgQ+cq8*d z7UEZcBpcfm@PAvxT8u>{wZe7%Rpi1*E?lWjm>bf3L)M%5Hnd>6nWDx7JMyULWyWpE z^XlX^z<$#gwf2Dn2T)Y6TY!dX_C)X&mz01hkbpc0L8h)Wv1J;)Cf{5qj`S0g7?=y~ z#eTIEcAukVgu@2&wm9v!JWY0PLehQtZ)L&ct3sNo%{U}3Gs}6lM7tHW9n515AUw#2 zNN+bPc?J&g2{>33oz^;ZW7o6qy($Yy)(wVVj0%kgmra6cljsn$&AVMgD;y$FM}i~a zM2f{uh1U|2RXV&%c$EfwueNLXE26PirRCkTKQ;B8F&G(40t8n!SH6c=4QOc&;M+t_MeC^#vbcXN--F1$8^L ztvdj5TAqk(m7GUii(F34Tz*yxJbI;}^`j^~~O7*K+Df4ki z8dy^p96@pnPg#%)>&UfRfQL48@Pb|BtgE8(&FLrq1AAG68u3o|fS9 zLO)u7zdw2r?Z7j^n|0cWZ5D-a$VJ>afr!7>G|Rj9@6od~ndi*{jFXADPe@8Z!81-9 zjV_}F0=`C~sv`nqK;=W9hRj$Yk1ukbx$Af!aJ6pZKp{_qi7mD+>|cH0Fmd?G5V}8~ znurEYt*WnUCJ*Y+c5^{akk535`Ck(5AYuXKe_tp7M2X&h%`<085z9$8bVBd_xL&yV z>1Ad8UGcsvM)>6H>_hq+;td+DP88sGqSGqL^rC6(6s!va`izr70&H7#Fj^yw@YOY2z{Lgx znF>D-{E61^g)T$xEyIH*kd9`#PPrl&)K*u&%=kMUuAEy$aO!GfY%rO^fIdOCC4Ns> zhqn8hzSM)A3B)7*wUYJo_Ya0^2}ulD_6a&M(06zJ`gK%RBS|I=mY5hL;T@yO>Ik4$a$qMi_pRGsFP)&Wu8uB?fFJH zwEX%{pPzz73eAY7s2Qkugo5KR@Zq7pmyd9Z8N?Y<05E|9K}A^^*glA`mC(HIl9(X_ zA$b`F^#@ZI`xOz%meEHcn+ssN1ov?=B4tWUU3K+c5TfX9pnd?L64cIYHi+p@fuJ%C z&hyQiH-(Fp%nXwaRQWC7Wn#pPYX|Z7nU_|>sHqTI>w5V61;ImzAh}?T^sXnNlrd99 zQ?mu076fOwjCY)RjPZJv@W5I(z5#y%nmLW8!LU1=#f#7P-STi80iGg8E$&V{9^vU8 zoufxS&5IdDM@418m+y+lVaUp&Ys9kRuemEIIZ$0`%fek{2HqJ3443nPz*1WnS|Rb! zXl>{ylJF9pJS!SVo+sco9@sWG(^!B02YjIsbFXq%iYCd3^6O~zl) z1XX<+X}+ZavE)M=I?sBtMIAtAn1}>iZ^8W+>6QVoH;;zPdG}khI(##bnZFdh4{?0& zkl;%bm>*Jn+d1H`F*5(_kFXURpbU{AmzM?7Cr&Zn&>P5#J?r6Oz8q0fNS9*V)o~N) zE%3b}@%kZ0%D5hdI}ID;nS?94Sq7}P^fge~eBjXu4!K{VL?z6pc%$qRL}9he@!%2J zT(Qj2d(fI?h7P?n!EmO~)p$y76FGd9JbFQ*el-5I@4+5FWlNdB%do_^lyb|Q4v}=2 zq(?UmtC29b3o4hCo3K4iJt{-4J2QL*wWiGnPstnTvQz}TL#aiQvz_B-AN9;3k?YD_ zK)hiX4^#oe^&h%~xI_-S#CG|v4Esy6<1N$uCme3MZk0TdXdGXUp+xpmy>J1EbhL{l zH;&P`B0P`YtpUqD;qiSLg1kv@Dz|h`z9w;(acqH7Z6o5HK%V|Xy#Bly;;4zR43Fo+ zROg0GU)>=zRtVov267Zs5EAmt{!myLVP<%G8WhNSXtmX7H--^19hETTZ?djr@VpJ; zeLW2Z<8(h2GXu{|fAbL|qdwkX<;$0!%|D-n{goJP#T!<3za_T5DmU&$vZrHxdyr_Gj{yYgJDQ(}~!xiT#J0bwqH_mBIJ<}HW} z^Pzw$SLm&^Qr zbeq6~1_?f;3lfh7yvM}70HH0PuoY-)A&uCJ^W&r)8N2Pgrh*hVF2iJR0R7q*JuDERrrinCQ#8_c-^>AKKhR6!br}U6!budC%3yg!*z0k6-R9{KmkvxC- zvN%`*bQPg3+&qF;1N1scH4N5PDxmVO9pw$$*4R`C>;^6Z6+T~ zDU9o>nCZ%p9Ie;SpSKekokLAU<)ws&<7dW`Tlc1@Y@rIMMK|}Y{`m1@$~*Bz!4UxTLtl^D*8>XD!X4#N0Ea`BEQ+F5-!C<;x<{d0oW>@dJcLFYA8&UwH(8 zT3qWyi#k>hY)b4@M4)*;^&B{51?+C1muq1xAS?2P#UO+2!jTS9ooWVb-6{a_=1(w~ zr&TdwIQ`RHa(wpxs^^k_;*85C$z z;u}mj6zRs!>FM<#O6+_31rs%QvX^vZq|j{(OeHZCbxTQcF%k31g6DzTKEh$o!z+mc zr`+U_xk2eqLBjmyUY*GkCJ)L89s9!8?@OA>UIl15qEdqVU5z{T4Lz%_9+<|Ui_(j* zdCpt;4AHNIMR6mfL@F9j?3&SWz$K%DUsDV=+ko6c`+xNG0}r5o-_3hFA8EBR?y*|^bI_6^dUSS)hHfm z$#ALRXh~fIz@(s0QVc?-N7~wYjsBuNK{6kHETpFGLYmG<5F--xaLhyPg-#X#89Sg* zpMbcALDDVBqnpOJ^-n4y+ZUIuFssg%B2X@Wa>~_@Z-C=<5LoNW;@ImzGX(=&0ifhb zlo=_DQ%x~oyEHnIFRvdp=m(oZnK?u)X6;NGD3=}a4mTT&2T%xHZ89^l$&w> z6oK%DUJfuT1nR=o+d`X}O3IRgjE9ZOfwo!FKdfIKlF?ORt%gkt$nmKE{8nMo!--&@ z^5gSb9y}c90Wnz-00G7i7)$-9IDIF-{nJgt^r-}#_l2?%izdEkAX|hcu(x0pXWLJK zNh6J}E+Lx=8%FPb02?B#l}~A zD?_ysflGkK2kJDGRaHM?9U-B*{-^;j+KNVIG)*ZQb57oeCPLaZ05XZW0)0`-=))l` zp{Qu*CkMo?WK%*vt+M^G$4dGn^zaT3_PMDcC!kC`6R;ir1c34-#GLaNF4*R?8lWFN zyGJlvUIRiD@pkknxrt*Qe&GSMGNAqmMw1tr2&BX+&J&9dM^y;Ly_L^w)lZ|!e@g}X z|7&&L-4A(o2riv6-F-k?q_8Sbnn5?yQ>V!R?PbT{7&?k{;AzpoGfs4rvuzpZW+Z(n zh=K&bBCVz%=SgUxc1UOdt@__aEDf2v3GCWMKs$Q>w@^uQJ1U9IRFq{& zu)K1;&Y)824?un|gy~+ezw%WH;*f+*zX*%~fE(mF0ASmR5{2aC?d@H~`3Gh2atHEo zWh;g9Cl!+IJPQkp64E=oPB0l0EdQ%Dbmkw;h(k7%Y%>cvI*{KeA_=R7QaKYO%InuV zxv|k6r@7EkV%6{%LiYt|6%Wf@hOKZoFB(`aJWmsbS`Q=N-zc^L5wI%E_Rx5IW)^y7 zLM4{)Z_GY0KzYmzl*6v1>OrWoDnMW-VG0F$Rq*eWL1}VxJSb$p<1ujP2PWf9o}Pv2 zdUDMN9ma}qT~&sxq6}{0f`l+8CmOg|o0Rzx`Lmga_vgcG&~NxI@W^l3TDjy*nXu^2 zlbVXQ8Kfhq$5iZG(ufM59|nNHF{OhYw-WFyil4R%hYqyOL97^u;gO6#QXUk*gWMtL z{wM1M<+xSod^2Q6cSe&hYqnywN_duTig5v)4&i!zAYUt5uc=FREaD*3G zG7ez8-6y)$KYnM~9=4XaYn)3cufz$x0nvvJ|V1yRGVSMXF8v<@m7 z@laybL3nM|gB)-f&!+>ztp-sCYtbuUF|I=$SSv(E kde1d - 0.1.2 + 0.2.0
diff --git a/docs/reference/kde1d.html b/docs/reference/kde1d.html index faf7228..5f2832c 100644 --- a/docs/reference/kde1d.html +++ b/docs/reference/kde1d.html @@ -58,7 +58,7 @@ kde1d - 0.1.2 + 0.2.0 @@ -182,31 +182,29 @@

See a

Examples

-
## For reproducibility -set.seed(0) - +
## unbounded data -x <- rnorm(100) # simulate data +x <- rnorm(500) # simulate data fit <- kde1d(x) # estimate density -dkde1d(1000, fit) # evaluate density estimate
#> [1] 1e-12
summary(fit) # information about the estimate
#> kernel density estimate ('kde1d'), log-quadratic +dkde1d(0, fit) # evaluate density estimate
#> [1] 0.4123974
summary(fit) # information about the estimate
#> kernel density estimate ('kde1d'), log-quadratic #> ----------------------------------------------------------------- -#> nobs = 100, bw = 0.37, loglik = -128.39, d.f. = 2.24
plot(fit) # plot the density estimate
curve(dnorm(x), add = TRUE, # add true density +#> nobs = 500, bw = 0.29, loglik = -700.87, d.f. = 10.58
plot(fit) # plot the density estimate
curve(dnorm(x), add = TRUE, # add true density col = "red")
## bounded data, log-linear -x <- rgamma(100, shape = 1) # simulate data +x <- rgamma(500, shape = 1) # simulate data fit <- kde1d(x, xmin = 0, deg = 1) # estimate density -dkde1d(1000, fit) # evaluate density estimate
#> [1] 482652.4
summary(fit) # information about the estimate
#> kernel density estimate ('kde1d'), log-linear with bounded support (xmin = 0) +dkde1d(seq(0, 5, by = 1), fit) # evaluate density estimate
#> [1] 1.144082921 0.318018791 0.108508811 0.036081984 0.009148931 0.001913149
summary(fit) # information about the estimate
#> kernel density estimate ('kde1d'), log-linear with bounded support (xmin = 0) #> ----------------------------------------------------------------- -#> nobs = 100, bw = 0.46, loglik = -98.75, d.f. = 3.51
plot(fit) # plot the density estimate
curve(dgamma(x, shape = 1), # add true density +#> nobs = 500, bw = 0.35, loglik = -471.12, d.f. = 39.2
plot(fit) # plot the density estimate
curve(dgamma(x, shape = 1), # add true density add = TRUE, col = "red", from = 1e-3)
## discrete data -x <- rbinom(100, size = 5, prob = 0.5) # simulate data +x <- rbinom(500, size = 5, prob = 0.5) # simulate data x <- ordered(x, levels = 0:5) # declare as ordered fit <- kde1d(x) # estimate density -dkde1d(2, fit) # evaluate density estimate
#> [1] 0.332243
summary(fit) # information about the estimate
#> (jittered) kernel density estimate ('kde1d'), log-quadratic +dkde1d(sort(unique(x)), fit) # evaluate density estimate
#> [1] 0.04832389 0.15290500 0.28419148 0.30222901 0.18384615 0.02850447
summary(fit) # information about the estimate
#> (jittered) kernel density estimate ('kde1d'), log-quadratic #> ----------------------------------------------------------------- -#> nobs = 100, bw = 0.5, loglik = -154.49, d.f. = 2.94
plot(fit) # plot the density estimate
points(ordered(0:5, 0:5), # add true density +#> nobs = 500, bw = 0.36, loglik = -787.47, d.f. = 14.62
plot(fit) # plot the density estimate
points(ordered(0:5, 0:5), # add true density dbinom(0:5, 5, 0.5), col = "red")
diff --git a/docs/reference/plot.kde1d-1.png b/docs/reference/plot.kde1d-1.png index 966ed18831d2d21019fdd34f229b375d854cd0f2..37bb3a296ff5c58121853d2e75c342201d971024 100644 GIT binary patch literal 43736 zcmeFZc{tVW+djGwLTDLMONN%Q0nsY+lqDo{C_)3ZBxB~el$Iewlqi{#kdk?+W${Eof%pZn)Hp2zdBeAazm_cfg7d0qDk(AHF;r^V2sP$+se zRlF_=Md^w{QC#0k4nMiLa3&SL(b%b8zKcR}JVO2<3mu%bK%ux%YIwzqt}iFL++IFi z^ctC+j=pw@${fwYa%KPiFpd3ois{6*l+$^$n9@xC+lfmZl~znl&V=v~zXVBW(&lH`*uMKs|b4JH!zm%N+9zFlPq{m0&hs>~K z`9SEkx#*th^?|unPgoWzIUzBZ4f&58j-?&fzpFjIQCiy>J^8bs#(RkEqiW)Wkc(Y!KQTC#lSx*NYBn!fH zk@KYcZ|i)0L&N-~v*%R^1i!86?agwt^^P_p4_4B<$H4{s*L5m+s!F#DuOi zfPA#LZTBl#4)h4q zWJb4{xR?a9M=kZCs)<~ig5C>BwQm{F9=5A3LS9L>5z{j+K5UDNaqFGKiErOhwo)JN zPE-yWs(;Z2dpljhO;)QZ?0^n$$X${`2~yO^Q`gATqoTPX?JBI+s>nT{;?_gbt)Q7R z4iydAIFds}07c;a`#Z6YY&C1s-XP?{_3u$9vMyD-0p&TD$CUEJ`d@ z$x4Jf;$7iT46$Hiu1=(UW3JVdjzlFXMfUHH0%!fWHn_1=jGQOn%}I&y&UfKYQNDA7 zBYVOmopB{rT}4iGY{GY%j14j_&HnD$a^5x+E?eol$VQo?7ov$GRfoXeJn(msT^)$v z+8j}NvG9y*;}3Psp}=#io^n5x$xx*3UyUg9kR;~mv6eJFD-m#_?ySqw7>7dQUY~sw z=j%fJT}<9G8CGin0k%DDEBE zgF;VJk*f$G`|f^PHz>C`sukz8^vlr1>1XZJ<5stCBd_oAS_U8Wnd#%jU9tO2X|^>N zWo)A+0*m+A_~z5n)+WCA*k`4J3wyo)>tmt!f+*Da+C~~=Gs_3%y*D}w@7flPzE0Ci z^ayrN&AYd^$k&dvImK-vg7GL%>YvY8E^Mn8!-pH+G~?t- zbKwl>{@WQUjdtXYBhTMjFW>fPduL*pY2@@na=6oLxr?5jKC@I9h3W|Mf5}0w@O3Z! zqvgg>Z^s`mC2xEU{#ERwdr%4<;S+>6Gak}m9Nt%1%|}QH&8b@Dt3xk% z`oLZ$RwC4de#FnXiy!!(b(-p2{Y=fZF{q8Qm z?*kIbJRAWy7U$sws!+Xr#rSZj%MedHfu*_^-iihZo7dp~K|7JBS5Hr0cmRfeP>s z+?zmFy@T^=FEYg*-)Lem4~)Bv>^8>35gQc*d(t!BuR!*I$~U_oLW}0q-`$|%PYllg zT>%Oec@!RkMN*E$uA%=IJO1x%@V|XPB!@Hx^?!R1|1WJ2!;a(^qNiLgB^ist&Y4@N zAT9$=ftVA1W%@r)@_)aGU)v*@74i@Rihk&&Ro@(hjjV2J>5k?Wbq3SIEWVunyC@qynXvND=SX& z?o9|OUtLHVJASCy-xv@R6LUq_W$>w?zbHLw^2xuoI8SysHK_@BjVN)^-oT(b`2L+M zZi+x8p86rt59Kz5$Y$pGAt52biH%Aj0ICWS9u|`e&05nv<=gh(IPxv(p7E(a%UN0mxr)&Ai|dU|@4ut||+^Xpa~zr(bY zkrKV#@@C*Em}0j7+wlDAp;I?=#+p!q3I9%5(Co1^=6a8eDzahLe;dxY{E>e((Pw+> zu?VIaMPm53&0DSCFGFos7GD0=bD}|NJmZS6_}!uJr5?+9-SE_Z+nx9hWXn%vX|(y) z%%9KFE>lb%xp z2No1Lb@RJKd;YOw$28?P7wp{0&zYnX+Rh|$uK_WNVq#XU8N}xj z_I*d*i83<9Z~j|q)$y#7YzVBRP`R~AX3b!~X@csIqTKezJl_=zDpP59vurhm0p=B7 zj_f-mmTcQo#(w6`r9uY_wN^@n^nYfqx+b7_Myfyf)R*T}zRvLp*hI;MBmYaHb7(w> zd15BW=f!4A zaQXZX>54~;)7_=(*F-qwy*ZdwSIxm2+U%&rV#3lar-oC+$a@6gf&R zw&;zIk4JpFMou#L=WxAV5!`oIAt4=h^o(j|Mos=p90zE92Jl~GRDG8qfgvGJ@XF22 zJ#P4J0_rpo%|q*1_v=<12O1#FbtNSwbzyqnRw!!75_8HR3I^s^AtGExNJrcT->V3O z$S$?_he+Fi2b?~AI^{AiDn;Pmt6#r*p~`y$^YRsnP_cVZt%g?!C&7E`ce9GoWx2RG zSr6wDaU5^C-VozzPztpc7-iQ}j~nORxomAc`QaPq?{c4Q{?geNJ*~`l?@WsvM_+5a zFd~3Wgm-Q7ly8_HGEMNNnasq=Y9eGY3>Xj|FX!d1F1+8@VAmsaviqoTyx;xy5Pt72 z%E0*(2R-HaAw?u)|5-585?}!k1zih^!2S59grwaResQJ z2iwJM{))>q${n-a8nS&-OUkusLrTK;QwlL;P+asGxMJL zOl@1b*a}%4acCZ{)oL!V7;$AGRlXGRJk+4shis;LL1B0?@kp=!CvtWSL0 zo?+a!o39u5>1Xe8g?fa&4o8f(pRHo+0W=;f?V{POtD|GztRXJDF;jtVB#~w&ZGDOt zpD~&@CGacqr`}$ce&@9JE5w-oj_X$x9}vEB5Dh4J^$S~BSl#BV%IX6eX28ua2gVz` zmp*cN_76sx$$4+A5MAeL1k|&2<0mEX1VK*~B_#d+MzE;4cW?1CA>#vRaFDG(R6{ip z0`jm}w5a0=|sHZO^NzC#K%3gF}@;@XOSKgWOK)&rbX*avG-*cxm@t^xNTuL~?({ za|j++2|oD2uJ;SLxn>ORXf7W)sbeQt{axq}OT2&mdg!O2+2)`8wZ-wM9Dha|XVnbT zQYmbR{ML$N)B;I~(Q8!Q>^6Zw7-JVHp2)5WVq2d4E#9?=8kHLH6XL;Qqtc1@LpAZ0 zmv6=9!ux(`R}L7A;zL1E`Zi395_U^`p!JQ9~{lLaPXN) zu`}z|S87hz_}8!bvFCyhHtGgZbR#W~n{7VU zzp_(aBVRZFe7Z+nlA-j7A@!B}*a}puP_FG>MxT|Dq)_2mse2j5AFeCogE6PauCn14 zNAMHB8-a`E@cj)uGGMiEcnvb}FGlCjRY=09VvBN6Q(*rHxrrz^BATPo+4yH6<@2 z`x({}8ggH;f7SAS#S~#B>3+JRa1^_gBLTrz{=4`p#lXz09KdmHZLMjkJI6!})?d*d z@eR$pN=m|PfGbn;xP8e1_@@{c8~-Me>;}SBAct{ojRE-}aJ~8Um;4ebDYCy#3jjT(^#KQcSCO)b$(`Q@e`2*{ zW-H-zAcdDLwi?%8K7z792r|MPatCH3C?EQFmqv)QxDG?o9Qe!(@qN_Y4He0_TccZO ze>KibH3rCO(9vJJK%wv(u^>X3jgFiG(Pe_rUhrY&g$E?C9oz2whS?dnASZ?_8o{uz z@*TdFcKX^mrR;GeYO{9BxUSU~J%JDzF>GR9-pmU|4DO9ys%E-jR`-V+D&gZ4@pt}X z&gx+QL?93&q-zjJtDfGYO)2$8d?<@uL?oEzDQ9ME%udPRCzD;1a0CG`O1p3JqyzF5 zD0@XN)7_xrRG4)Y*M#QpWBl(gIcCRX-l!t*C4|cN41U)-Y5W)N2YaaqoUysnq{1tW z0b+dSKX3Q?p}%QqVzyYf`|+`Hx@}^D(j#YB++gifkU)fO!cmbly9P|AbsNCrIAh;r z5aBNpj-0U--r$jPo{#{w28uN}$?02Z|9}Qrd@}9J#u*j0CkW&+*%cJdzqM2mNUSFP z`3wb3>3@0<-_M*R=5Sk0!uupL?(vC#t8bbh*g2BN3snz4+)*=ppB%G0r*z5%w~zfy zMq=Xi)ww|@CnsfL7GE)lrJWPF{r<5QaPMFp6`NR$`IdCnnR&6tA(1{?Dg=QVW~bxwEr$`v3fJhJ(J|a}1B) z$0a8dRVQRplv7q#RzpV_FZ0hq^u9L+aLOj$_|~2$)a{n47WWf~8W{x@;FWbKJl0L@ zWP<<5)F^L4f>yR#f}OH#uNZ)>YPsE`a-@xGocRXp1V3N@Ck<(ef?xQ-E=B(HDtRe; zUk-Y9@iUA4z|$Zwop&*Oirzqo|G?VoX~IF#>v()iOABD{*JW(J4*yK7*$YvV)Skp# z>b^MkJAXQaL%KENa&yZvxi-VDzcwB9RH^U?(PUX~2{_5f#NEI9b0$Px18{Kc_;C*a zRyi&Qij$52ZK;;nT^Rnhl@&V%C8P&F-4z~z zK3}a^!q*Tg(38b#LAeFB%a`fsTsSijw;Z$GfDK?-tqy2kb_LK8v_dNLT3?##@&MKV zwdHu#H-NMfI*DAh@()jNC_t+zG4Q;Kh=Nh$QRl9TT zZ`jA#z@eY}caHC!##^C4bIQ7dX7M3xTu(*{jo9+?u4#_)&Z7f6f9yxs+zSHEm7Vk% z=vl@ks8VuqNao}RiHs%Ybo`MRI3pT_HJX3%*&6m?I3zXz$}huzUb0Xfpt?R%32;i= z#H18hh>&p}iwiaCJV4S{0mQiNjbU`7HX7m6NCV(36D9-%XKYVTvCDvijxqb{Mz6@0 z@88sY<}@m@9PrnhaL64NfvolFI2O{M@30re_;gev3%}>F_Vld zIX5!~gW18YfQ>;9aDk3OB37y5t$w<$36%nSTT2o%HIjBFKg|u+xlFW&dzPBlFv0SX zSADui(EzM}+H2YaB3;8p5oN7wZEc-%dnXk!4>iPbp*PnSgNPtP4f*?D5yl2eJ5y`t z^o437wOYK>PN}ENE30Vi?Ke)3jCb#Zt1QTJM1jf^Uw)P2c zXKYSPbpiW=oYWk1+6v<`K(6iogmluruM$|u;Jn-JjsQeJpDQNIYtjmk$nCjWpsZ!9 z^|qQXCG1ybdd*gA4folj+RbQBVVN%hhf2rb%m6$5%ms>7usDB|o4J2TzSZ*Xu`rj--`Fb%hL%u8#lcEIxP~w$j zSAFWeAl>cy?*hWd1@A)G83S4er6CkR^L&H6JS2t}x~?UIGrbkt4cn{oaDZ{5H@;@( zcgF<3qft7HT5?;T%m+{S30{FPT%V|+dct0)e1aZ`d{Q?9f*P3g7ulM+D^m9!&CaE0kLxt7)`l}wnAyg$={cHvNB~M~@_S`^()&V$;^Flb> z+l-8tGH!E^#k*HNgnDIUXJ^kYem%mFbnbDCl+$fcCdRnvwOlfHa;E)P%>_F;ubW48h~vVZ|76(JE*O%zc`kjb*{3nDhP3z z^0oBxwXNlHGkyK1edMTGz32&o1T>$d9Y@{+Q_t`5E>@2ct~c6;61uw0L5~*oT$$m; z;pLL4xRrF<8?_A$mn)gIHW0gof+7Mk&h(3(jhibLeq;hZUC_k7=PpP*|;UY{tKY2J>>f3 z&btke4=(EBdQI^Py^ggSRHGN@Ls?18Zx6FSi%xk9Ytq z)y{(eifR}JGSZb$!6nWikZ^4&<5y!HGiysiQ=F+U z9co3qXXzmI*OInEUlJl8_)C5qu2eCy&_PuRLc~Ht_V$K5zD&@ z8cj|XdFk9?NxAg!oY_Vn+x8IX70+*k99?TB6XT8LpzoytdFIzT(Df&z_g=r35OVtb zWP<(yD$+$|e}BolL%|%5 zuUT0&2*r=2q(0c+xZBzfWy4~`w;?YW9@+OGpw1_I16t@Z;LPgfXMA5D!{K(?>07g0 z+p}KaHbG`5W+q>m)8rV}@K&?@(7;Qn2msMWqY+JycAShGnve7~p@Wd(N~Vn;C-hR! z`a#|InqhPB6>I5J5x^z_7lm`WMFVEv$49YKD_N$V21nd6B^*3``=Y+SzJ^Bqk63BF zOH8Qxyz5ng&`pF;o8`)AQX?Gn=~w~E4T|ZV-+7sq`I>pG!}E`d8MrkbP7w-*VyqCY z^6R#14PO+#GQWIt5>(VFk}VW2&QmupgmTITnqn1Rv(8or5I&@8;_)COs)QVtwCyf& zn;(jWzI1&dD=JN*-Pa!~Qjyancy6jjoZM#N@T>J^`ORh~5ytp5T6%gvYDP{O*O_%w znc2S z_K!k0dP4lK3_MA#(t2?wGe@05@LYm4rh9nYY}>tP97RZfaxF}Qo}T(=u}g*t`-?MG zzGTWhAju0JfB3-v;}5BHNVy=Lw&z&tNfi&Ej4mijV?dYOSdbGc;q=YpuLq{`V>BR~ zM+F>g5ga=$GgIT1K8gjIF920z`e%9@*{!(K{{C=CaZat5S3SE$1{7A06I3d`N1uuq z4F&2v%yV6#dHc!I+IW`uq7Xzv3>B<5J{A;f^SGE9okbUA^Xca$qu)s}Mrx^yS4 zT2BCybK-DhGDk!QZ8R%d)S@<01jH(^vpJ0+wRSK7p=7m)CKGA}WBtw$f4}o*E51Ii zFL?~zFN?nY6qxJfphAm+><6ht7}Rmd=OCV)rD@ws!U6k+LhjS=;gjYCY2E0iEXw-4 zTwGRWX8oW8Fc_OAcE-DoiN8Lw0$73W)6H&b-<#*1aV$(Qx^lb$v_%yzuLVTxUFxt> zFF5D>`Y7R`IkX_wCz_k+$O-CscYf&_8n!_{9YFc(yWb*1G?9)8#EEUm>{qb4?j=@~ z@-N6(=~-nRDe6%XurFV>2`&uwI!r8}dl&X-57E-nqgVt6RW$Lpp@CBOm`h#`A=vu! zL-lpT^HAT%NWGufANR0fe#mcc5LY&*eazlclC$tUB!$U5O4LzOs^AHgaX{48g(R-h z?XC5Eo34(HP*nAsL~2~lh@JowqN5fmF%pQ35B$M9md4v`!6U$%glfpi0vj_(GxLCj z6N7}MAi-nIEC~c;mPLLIW)H@Vd)z@iu>lDgkcxz)L~x%LIz6k+A|Xo_nL!v*2aRseGeksNvskTB~?VfLyEMSL34 zWq{cZP>pnw&Vg#g=%~|acJQtqOi^Sqw)pGgvW}BIh>?-icpEaT% z*=-7XpQsBT0^kYLH4)|gh-__{ae(_qle|=8nx5nMf$0+F-}&O(HxW?==8z6d{`z{7GFr@$Uog z%D2`AfZbM{YVG1LOqlphCfzR4@^0 z)ZxBt3V(l~%?w;}o=^+&lF0_ss!50zOAdh^pRSqMHbaphIP&5Kk@_yUAfW~(J zaVUAnu+cg!sVK4UlgW@jyUk8l20OjM{yq+BxSt{INEbb-z7+TYy zM)wrny;Up89{($_vk?N_dvn~(43+_2_7DOcvc~x`n@&n75UYRu7?%L2Nv5BOMj#vD z>aKDzd}Sc(ak-@rpNxC>2}Zyd7rIspxP(%ANE>kjNsQ8Ys>0^^8Q*YjuXu&zhQ^>oc8Fk8q_EM z6~2!`3kbY>Xnrsepe4xBcR&<@WqI}}1(6XXL8VvXh;1(xH}%=Pns5aB`a(3)V+Vv( zIvwhR%6zv1&1cxijc*~cSBa%-K&Hyp#)dje7RnYj#BVE=s!7pkMAC`fnFmcgV*8Hw_5-cuSPd`4%LhIlnlS}*y`olO4y_B4nuqg zgp4j$vLl+w+I3$nuZn=X0Am0l5$rkAC4KDJ_4y$Jf#|m{%^IYS_(}#J8{n`0wSf|< zgf}3Qf|h}_T;Y*Z*>%EJ;Sb4KQZ6U-=C+x7K%)3loQ4 zh<`J-Rn}qc_c{lR4yO2E2Io#s*(Q-Egs??VCXsXhmG$aax_vb%tg{!u0R*-3n))7s zKafr+4)U`BTA*qreHyQm!Qr-Syx!lsWT3C#1>=1%YWWL*0ur~jKyrmjlj(#Du7cRE zT=D_hG(g6;ddPE%cyT$ZQ4`GqXKX_>Ug*-$$4WWv4i^r8kG=~%>C@Z(sKZ7~7>1?g zOcy?B%rOW18IoP6{Ws-GtE|#zYqVrBNl;rLrGXQ=LpC3M_nMXdkQndkb);LhF1y~O zE+Pv!Ee^OdHJ9fM%uR8?Y(S9kD4;&5KI1SfX_*>(2Ig%N$c#+XWu36twS@qSI_QTS zl*&0ow~+*%`5hqFU(Zzk4G;%fdBu*SVhbes3cB{jum}DyYMESq-uI^9oZU1sdYLSC z;ibf^c=>8QtTJ!bPS?bF4TfT0dd_NXFK9t-r!L`-s`Fa^z0*epSOWoLdyLnP0I?@m zGx60CnulSR=Z6~_{=uR!pZSk42$})44{AHlb(qjZ`c%-Pl7V_6_b6g4ySWX3-rXOP z0$8B$&Xc)_;<4l#MUTOaq?>Kt#-A|C8G*6go+2kJHA9F4b&zlp$ha$>+-0WrJiEbV z-GzA}uG02y^$IfKr~wE8aCHEY-L^#3ZRE!9nV(tSx!KubSV(u_pZ%!KUJh-92-Wd?I7bNrL7J@o(=R>0ZY*aNQ9XR!A3|YwIz0 z)PS$IL6%++k&|!^h<>Cr-7*3x1L9#Cyq!sAfT=nsu|b0+C+SFO5;Ndl1vPl(F6D1| zqw}a}>Zc(OmWtsH(O<%qus2n}H~XSFp#Xq4PhX=7S7v&;x|3|C?ZQYS(uK{x^9z~e z+k)P%EQ}yAxL$^-6llPg0dYerk6zqbOWf9I90PP?D%B}#&D1sC!1Q*uWn-eU$I`?h z5CpOnSK=YfBuf|`-iUHeAQMzlmg}Aa|KA4Gy8vayXX#^H>2%q;k@*d~bR_?MW~x{h zF5b=TOebin6Awi1IV5xtbMwc`=ssC8*SLYs%4<|Od;*+iAJqO(r3Z*Ci}eZHv_}ag zRVyGW+egsepk})Nxkt^f`4Z{DzB4PAn^rma$-`n~1Wq}&1v(LM`YRs~D%7d*D{|gc zP{JL-!4!IA0@ek01;(Gyh*G7me;UrGPPq647MMmWkPyGpK?oU`K4rEzP2YBgj0C=y8LLcEEDT_{j5p zrM56Pu>R;1bWV%|_t7`VE?+^|afH#>2p+);#R;IGH5Cm4^yES2N?--nwzVP(=~iRD z{({^%Q0`KTiq=4=?SM`vkfA2y6AH5%oHV5SMrUyN%9oNyyR*&8y*JmFA?(LNde6uc4vD=d#jWkDf_Fo5dk!=}z63 z5X}do^a`tL0yrqmQ;28*4qpzqkT(m5!zDZ1@;!0ev(r|c-Y=NAwV7mA4zl5;++$V6 zK>37HiAl^4L0b|OucxI407)&s@)`OlYs=FoS2?%|nI)9pzi|C0>QE z6P<;pu%M*CS732PuM6y`z#e@x?$v&v1l5q3K6r1gA$@W9i${fyW&}ZVX(j07tsa%b zwfy|Ki9n6hZC5^mTt?x&%m$bknMVR4!`fLKHCYdt9GeJ@Vxe_Wp_8w#f!BcVY;CLp zd_LNJz!zNnx#$gtLM4B{Sm_%T{v(}|A(C*VP3-Lo$qt5ywgB%25}{=RQ|bc%g1Wbh z1zx#cx3I9l100kE!NmBKAx)SNoEqR53{2G{Qx2}PeJr+g3JDS15tI7_UL9m*r37*o z1SvN%6p}meDP-1)4-3ZGhS6CB)?>ma|_jI!APO(;!M;5Rt)q%YtM%#BtWpBb*eAS0g*b2U0a$o?xZF& z*BK4b1bPxi`B3xz_u(6hV?-jeR`BabR5vibVmjso36LUr`jB#;UUM|t?@e0TD$IDX zqp8^s(vbL{PK`W(k&VmRBO(6c-9(e(zBfsU9?Kx3?v!&N{A_4A0z`R%FGkmT;1yYL z%Vq!sb?}7)#bnda0>(D1_GU86ES^RHwd83>$&=}v^Y9#C;K*aEmGNCs+uMg z0FUPBgYqZ~^P!N}r+}pM^%#K)o#nllj*RVaz>|iNZrgR5l7o>jDlz2nXnS=p=?oIjzrO2VzI=H>gH~1wEyRR@(1vZu z!n7NR=s-01s-!7$lr*02iGF$B#+@+JLKC0CQkZlE3*xp9Ap0&jTBLygp@i|*LKsAW z!r<1Tqr$p*6czmurktL5zXD?qW|GvxK8WD<9e%!%`b7!RNE`|~VbB@++A$w=eH~fK z;hAtjY$o4lJs*KFIhM_@e707hX58s2f+3f8KtH6R;0iLj{6sYnGW047cHKd_Wx~7!Xtu*&gud z>4#+8I%7yH$>xg8mh1POD_IF3{+x?AtJI9lra^T;rXc}kXb@0FCbQ69mxwpmOOK=} z2q>7nas_^o;@Y-~Ih+Udh-?yj{O4I(nc5LoTRqkdH2vzIRjUwEs%hWW9HM=&rRB=#nr z^d7eT%#>Q;MI)_>fYD9P0R*?@LTeNmvik;irvP}7x?wN|Jse$pui-9l+m<;1;(Dp8O5i58Qk< zm;a$ZBEhmlVHyyutPbaaA;P1nFPXf%$tJ%7{{cA<*hS;_b)1`u5Qalb1^*O$cH<>vMWsW^z@j~01EH?fZVU_U<1i|Ds$$S z(5crjf&o3=OI}`HMJ`l?-$)Y-WX&tWZ4Yi4Pr2A&V>mI$AS%ooiD{b?RJ{Xbp)!CQ zNmN=uPt*r)9I|Io6XrXhizMkV5OzcfJohBzKF8^Oq&%U^+2$}j3B9@r7!&Nx(&X7e z!U2E^fabv{W?R;FrGQ+xeD$9Xo^sm(TAtS-M?G$%$Z@OT5s2Z!6jP)Y|CtC4O^G<*8atw> zme-hG{S`q4ek3;6`t`>kc+HVEa3nI(20fsX;leq%)t1Z|PsWg`WN*t3s_!NU;B7FJ ziJl#Z*p4e*XGkyd+(vE59cJ*bJ#;&;z)qy4QzERlI{MP>kerrbNy?wHp_I3x$BZl6-Dxb{@7c}6P zAM^9eoyHCB+{uWFit>FLKs+Wo7~&6CJR`>~Lp1m6@aaNV7<$~BuovS?mjt(;KY#8D z=n!e}L4UVFmx`VJ1^5Sy;8K%2p2sIM=D>Bq4B`~k!T|1&BA+y*3+rq+IRnxLqtsH|*PceiO_-JjE28_axsb}rxK zZEx$HCWNW-+Su6C{?wm(4sXGFIM(%RRh0!avY_kZwzgpD?(S}C`U;}e&yQmIBX6R3 z#2MSzPx1|Zk&(-fE!|dDR}ZnXZ^QV==;$Z|0|U7MKlW|pMQNHj<-5$xh#ua0|D=p69bFI*tY?vtcszcu zaWwIbZqs!VinCb(-@$*0q=3hh)<*XDzSbZ^c4irU+fcJ)#76xjfg4*|6@QPYdXn}b z_S7joY&gMMg#s`0Isqmrm;wf1RE3g~@;;jY_N{qA(mi6g`92JhxF_Q2Q@*G=>pORn zb<Ue`y6efd+@t4zU1O7MGCYf zn;#tAXTf29IIP@XmGi@jv_dCO?tl4;8|xkm7iA)!J#+W)s58%YDD{=b5Z^dlgB|c5 zv>)$A;u zSAvQjkH6m-z(K!%R;C(iGVD#3k8co!^PQdHA{CX~wC-Stpqb?xLq7 zc^?&h$-ooh$jFYh)XP0Iu%hJrgSh=@nsc8{VOp?5Zeif*IUhb0 z0{Y{s<@$_9H_AgBBRxJo{@i0sYisME`#lLoicm{#tkCtHcQKJnQv5#8Z6S6UfZZnz z*rEv7V2^~9BL3jWNpG zO6H!_fq-yaVoe>t zz$SW50ExE+2E^9a_PP%4*>flsHM6yjdT+&smrzT98HK5-DK#~{xCe0;*q*pl!oq~ADthLLIyP}QO-9^) z7K>_mXW~pV=wqisfgU}Ic+?kC72N3dqgFbm>?$E9wudktC*?AA$I{Xb#A%q9*lYTd zs5&jEb^qcKLVG?V3Xt}%;X`1VS36#@kE5&c&sgA(Se=UxNh{KehGuP5RZ24Qh5y;cgiZ_Haj6Ggjoj^!G|RlMUAt%IBP9L% ziZ&S;nZLh3V9B~4KMs^gpu;%}p~NXFDgw&Q%*d!+Bp-B!9-^7E0!7PS%uL$?-qO;N z(o`Lv%>UOcjbN6cp^+|jT1w}M{Uv#^u_iFt5Ev8$VlLLz9^5l=PAx3!#S7p4iWDwj z5CbGum=x^oXCW;2!FB%3Ov!b8~a^Fme$)kyGzSjMEP5^a{kJ!7YHC7BNJ?53heug;9;C-` zpJLY0x!<-0!sqwz-x**Q2MF}%AZGMv84M(l5t@?K3SVuF3J9|7-Rm1rlgrS956ecNtidSTL_im&eO-b4QQDvqBLj3dR&wPA* zFe}Q2_*;nHHI<63O~Ipz`8Mx!JSRVn?V(?>a=%Yho&Wm~`EvrOeH^qzhvhxK4RY%j zjy>H1N(Fi1dJ6=OhSn>YLZ9uj4z+ljU;vuoFSp&_$#wjYJf$}+SCL2KiVs4<-C@argHwbz zM!C1EOjUPXo_zmCFx7|WFL(s^(o%YF=mgIJV+8aBL|U6)1dq2RXC31I@FMCOZ0PxGLoJ+%9!V$4Oc?w$9R^`Qa)-dC)#kFe3`XJs)-+q2cC&8yN1dMyv7y z-Ff-+KN%?b-NXbUao@OcgFtvQX%a;Gi+wy*+B>|8`{*@LSjry^&QrXE}@qarQkXE z^piur`soI;UTYVT2Nm@L@CCr75rczPw0nKhu^$==lkuNhTMe+`sOp-Uv`duO#6ScN zCBMtb!Hra@g*D);1J@QIXJdJ)1gFQxe*-ZDqzJlS5K_Ti9z1$Pv3KuY*ZR9vReKq! zaTpv505s}JM8xqc_lR%E|1QlIibVHJFY2U=@OgExl+)Nn6f(|p>=;v$9Jn3i1=OGE z>Ft=|5Dq2hGZ>sgrqQ6tJ8#m}t5;FnM~|j`VI>le`6Ah&Xu;Nz{8NGb8v}Y#(e@(! z;5mS5b4yE_s;V%B{AkDUpW#j%d?>;6z(5OJ=x>uLauGo-Os4B@>PDU=a?nF;s#g46 z*dd%mo59!FRt~nA<79S5+1ro(@6?!ia8u#14u_X?x7 zrGxPfr1;<$^ewL6el*hT2JBc<9r*TiSx}yJcue469c&XW^&s9_RW+%iau~`uZtFM4q1Cp5ESK`~-R_ z3$1ARek|6y`uleokEM+8@bIjxX)8|sZt=#fxVP#vCslWoP7B{TQv4A)xse_&t+?w$ z7es3r+0T5hub+hQ3h%pOtB6llhQD?wECC_q*|TR^ZjRgD3c2h2kqW4ni=gb+L7K9rgz|oUc^Y~_bsZf=FuIuKcJUBgZ!!7sa0k@w0O(v|PLg6$67%`4 zqJ&#oGTy-r@@yq}A3x6T79e4hV+bCg2XIP3f|-@*3rlZ@z1L`>gg-Z;yNdMhAkcj` zvnabUC3lBv3T9p+i{8gBe)fSEHOQl<#l+Ttf%W(G?EqG_L8FVmjAQSD5A6)ngev@@AfpC~EcE+48 z@L+Qqzdle+n}r0(UtW+a=z?qi{hQ9%fDZOHKlJ$rLt`T`kf~$|q~B!SQIPox(%{8y z@WEEPmoAO;_s_pAUp;jyp`_Vmur`o`B8~SVl2pQ8zPzHVn|PB0o9KXG!sKV?Ps8c| zU^sOX^=Y6ctnOhZ-0_|K^XJc(FJIv17z+!_USsh1Q<2LW0B=ji5*p-HZt@p7eol9h zEeX+9^h-)gx+1Klrl#|e;XnRmWQ0Kp2nbxOyA8D0mxft8{eVr^m;4@DXgqi10&y(_ zRTZ!`QucVyJUoj&bSS`(n%-sVY6TTY4s+^GQOtq_J0~Yfz+kF=J1HwgH?}d}-28z^ z8Om4kZdmluJJ!I?NhEDOy=F*zaCg9@9lY&&v0d+32L}gW7Nw=7W^1I>xWs~kJSvHb z6sMz@k0F$r0x4_U2-di*Lq!iVL5B@qd%DC=GdAp*|7X7=3m0tRl1$mgoH`0pMXA?% z-g^M__>>Y`tf1gXiWXjl=fpk(gXhwQn}h$u@m|2;NIQS}$*K|($?=Q(4Gh5Tp{5=l z8e%wj@(;8-k)+BLFz4$ZWqRkbQDB-L+10Q6B&5^J4H7ZtAm9iem>2=w-wQ@< z00ZpL15k4i-0b@G>yQIM#9QeTC|hR`6`h&+^nm7mh9KP9Sy^!%Vx=mP#N@olUT_vkOz*Q!sF4ILFdYKmDZ5;d8-Iq6pnrK6TVqU?9oo zLe~OrnHX=D18b~2fJP^13wnBa0RuFh8ST9C{S`eFyf5D`gt1Bjg$AIj1PTp%+Qqke zZFFX3o{~6RPEO9npKSbmd}LvCULqXm%_vvM1U`;uEhjErDT8|zvp=K@?8xqWr*wCB zo55w0H#$jQLpXlJm=n}w+DqV_cC{23Qz`Ke<}|vxfBOCIQ9LvXhh&bBCJS`@m3hqpc&iz=}gu%Px*?>jgH6B;jQ7EURE&cb@&z&RBab>1hC)64!etEpWoWMZOuCi2M6 zqw@hR=H<(mkct6R)6&sBe*E|$;W2SU{~&IozNW@3Y;QQ2aGDHR0-(>Ba%84uD`cX0GN~AODkh7GcCxpl`uQz3PPvfDK;n&qSk3 zY5n|tfPeQEPnW@chy&K*_aV`OGnJEz04LHoe_jkXP<{p5n39^BK!SAIx~ zLAkoR!dO4|kt2x0V2R4g_q+#vaLZy!Y!jnx<;a64p^Rs2_V|X%!G|b(X@!}KEogj^ zA@gAH7A%NgbDKITR0zby=deWZC%8LZV`Du-Kp_&2#x>FmIXFp&4P-(;*Cghm+$6=( z(&d>(6+uCT>26ic19?lJy}_{Uv#6*x@QIf%4_|{~oHh#b6;u`%2Z!6O8NbTq^F72h zWA8^Wzt&*(G$Hfzhns-+k>!HH*k<5setx_uCFla_R0HwNoSUCBPS9(WPs$m8o_1|n zMJN1yZd;~t8~7=-CxQ>1I@ewcxkmR@1IPaTSFg@Ah&L!JuS}dmJr`$eZM~m$T!9oX z6Rn%@2O&_rRP-X;;i{mlEWjrQTnd_z--msBp;9_YQKiPbJ(rG?b7fK-O3C|N&|~2? znUIi>%T#9?9rfUTwCsFSVZdM=n(YxF*U!|~GXR+FqN8J)B^>lc5>g2R0}tZ7@24GY z&3Z(N!n?Y;S$7to0ao_EyHbd~V-GO629Oq92?`I_fzH+TY{2`I5X1p{(hU?}Dix^f z&?@>NnPX8M{0E^oiGdzG@A5aYhU!0Dqd*07&?V$^?gI`3pU?!58$LGR&owBhbXXpq zK?gUW_^{yZ|Es+>kH)fp+edE{C52>+lri%hLJ}EDq=*y}A~Tuiq0EsaWKKkd$WX?L zC>3ckQ&LpsWFCIU<$3n^efQe?pZ%`A_S%2^uGPBTJ^5La z>dl*3rEQLzn`a*f=B^K%7I@s`GTByn`Asxxu9DrA&_=MjD-xypG>feF<3TmHMjYPx zA^q>3L=Iow8Sc=tJHh;~EzM5KCuj4YBSpK7mbS8_1myF$`g+h`)#1MVc$0!qd%ycH zFCQQBgIb$ILR}Ule|>zmx+1=h$=&@wj)}oFNgHQZ*Y_UW#(&4FBVsOJ*;wItxISR- zUb=hEIK3ffIQHWQ69-2h0xAq-wjcw2V&?Su*H525EmaPj-n?zsgmxA-P z?uqAzG*-Kk`$+7c(oPbMhz-Lh*bla4culM2KZjLN_Fr^EIhUwuO()C`l1iHmfQP36 z~`H1nS$)k}mz$Q*(o z5(jM7q}InEADg7u9bEWSStsK&XDTm#profy-p{yw^FD_|srznSB*LJ7a4<%mU$K-c zC+iRBWU3b$<8T=3QGG01+S=O6ubY8%qur4sN3hfaSN<9j&t7Y6WW+*JR#xsRw_}l` zkIKf|zgzfOkQx2DJbJDuvUDtKNNv^O`WXJSH1 zy#B$12grR26yM_J+I~h&Z9~wiLwA;;*wA-7;}YDa9vo@h0&jgpugoEO z-mA1+_tRGX1p-*=h|>X3&s zefoxGY0l#Lh8@fnzx3UHhuz^(p~g{%Gz`kS$)7@7X+MH~;wx4lrVcUkaQUpG>x_-rF?i;FbBVEt_yhi&4` z0}o3jYn;j6-nw|7K0btU93xypL^JmydV70ALdY*&x`Z^U!`$s2b`F;>qukNdL7r( zJM8RuXyf+H>TyjAe{6bLJjb&Pgg~2kxjCLtfCBIhM-R!%J{-$n@!vN~i0D7-D&G{> zoGcMFILQ0-b5Ky;Sog(B?*B3XYVfcdY1jl`jWquG^{F96DtX`5+}w3*s;RACZwvnw zCAUMrf2Ur*{vJjE)aZQT_o`u_K5w<_5RAF1!N&Ubn&ySpjKZ-Dgor%bkr`bXxJ;aK zl^9N-m#Id%)RKZs$GbO-XBmXyS=S&wme z?6FnE_)Dk6H$dRqile@bsUaTzHd=iuqw*S1kvOUtW zVw=5n&?c48)YMcpE;vnt{z_^*f`n(!m`%gR&d#oO&ulaH^YGB+hvK8Xk@pN-es16I zerTXBBKqVb+vCUIp?apKwidy|*tc(wJSR+5Zt>nea=&axG*h-N=g`n@IhN))vE}h< zY*lzEV9#szyd~q>uod|?xLQCs3JMAied6I-6kGq+XYHHawRl*hH&r@WJR>(UIyZ3O zV{x3W@?npP{RXu)HOOR2f$0q;OG2@Z+V&2*xc;YUvpY8@z=|rG)MjeMd}@n z@K+C|ktD@U8Qoc|%GY9GSB|aq)qBJ@ba9!`*I(}u;5eXukmNIanT<>ZyISn*<98rP zG&VLOFB|aplOg%OqiT!8&nPxfa_!wTHD%SqTDM4j^Ja@K9OQ=&A0n0c45Zsnj;U=H z|Ft3E{vUjkl`YauE*C_>^{KKcZFf7jk)X**>!hdm8-X7IT>}F| z4?ry{ou{GAOT@(elJq~T2G0wd03@W}waw1XZ$+jxO(lV^?Z6uJsV3^zOa&8LZ^;~u zc34gFB9f*xK{AmMt5>kU@Z6w}1(CKGrM>8q%lBmtU6t6^bT@ObUkNMV;iHCE32-SI z!hq23V7_ns=H*KpM9ruvk&%)j6qCCv9F|ZTAJHyD|1;k#@bIGx*!>F&#Hw>N@0DX& z{-!h;vT+Nzogty2SafBder$31PYy{CLXJMuLy_y@B-6#sQptZ0iIJ*H&fMX3ORrU8 z5`LN)IQUvjuUxRmtofmN{%HmwLoR-ePv@aawE|{~qLPxu`SZ7Aopv!X@u|O7yK`o| z|HVUdn~rTAMbADkgwt9K>*yCu7vBZFq!L*i_^5qP><3x@W4sDL5YeE%^1QuWkBff# z?La+E<3UpO!=p94GeK829$47m;?h~ghy=tQvbDKDz@2MLocc9KZ-dqc<3M2MkccWa ztpzLF=)vOZCd3ULMPK_o^(sXJ=E)>kFSIs(x`Gf}rgHt`$MYaU%+1VvbWSY> zM0h;+2xE%&&0DvO_4Rqqokp^49mY!O9 z`jK~Jr%xM|Z33P*q?smva#a#{ke!`<|5Txm#~-UBN20t;7~+}Il;iqq+wtb6xvPKlVSMWKMD?U*E{bk-Ispw}^$95g32cppG zsw&`Zsjv9^6pnsqy-zoHL1!FIk+-#bti>OwHfVLZ;Fv7I|_Ogsw?8 z8C#nNAEp_&ZAb*n;eCi5a8cBKwkm4-_egFZ>&~{&V3#L9dQ>|#jEZ*h zli}o~*WcggEi6T9(F$+MBCW zGf=yTh|@4)S)2(DCfl}4ZK5AA#tnhT-hVz7d$_s9L`5ya_c?m>C<+XF;IAXg@K#z! z?YYfS}h13)6-1Y;p6Lk%Le_L@*O+AaC$IbKc-D65s@N~R* z@h75S0>~OaDTnp-FKC?7gmhY&O6srtRT6DLgOfx1DGH%qwKqj@Z>NeHS64c#nd9T< zS3H+j74md7LMg2xRddwa>TiRz0hg%J5>nF*@H~xJQ!(2jUG~%2tiQX^WLu~L_k1Ae+MA4uV0V% zzZ@C5oUJNxegh6qqgP06!IpJ2HmW66O05SWBE&H)_`&ks?qEw2rSOaQbeF|#jt3VA zP|`Mid4^S|r-$_W*RODfI*QEu6+b?Rtn+WbOKV&n5==&7U`T-Dhg+#2>L!8TLgo=0 zq6U_F#flD%7p$P}hVbR&YCAGcuU{Wc5dhb%`StqM-MzSwL`YSF01aVYVjp9v!5*%l z#4VOnxxcsf>`t>_Hc^v9HhU2jx=NB**to>$xYeHya7w1^zmnL)dSH1{)zHw;+?X+Z z9f>EcDNdYXmBzZf|6wP6yAY9F=1LR@rKF;wdMhluDU>w&TvUGO*6ETH5;BJ~55PPZ z6v+9pSTsHDVx1d@F)F)A!Ou^_9&s#nayXL&@~{VDS)hZUITxVx5^|j%J?3WemQc`i zOZuWK>h56tE{BC301_l7Hi6O(I4rji27^@yjqj=A8!83h(F6FrtCRlgUAF3l3qJs) zAZD5()I*Wi`(t*+cF2`o2@VE!CIPR6T;`NH%GsVqe0^B10(rYmT;5@{6dE; z(-b4M5{^IOla!=mi_*(EUc2A6qp6uw)@Sm|V2K4z#ka3t??m`={P=NRW&Joe131N~ znSvS0xOEG3cVBESczcHTPaWgZ`|8^Yv~&pz7#abDm=PEJ6T?8)I{og z+L9V9w0O<+N6JIk&&{n0;@Owak=B&wNI@o@xh0H3QWO*jLlcF75j~cBU={}!hDB(n z5xf_lxrzs-{=Zk2I#9e}Zsjf~`~W0wP(!*MZ}khmdi4r(nW7w6r^bcXRRlok>FGje z-*$A&;eoc$(mKIoJ#pea*s??4zn4Rr=6^11*ofT9%A$GCKFbTYO_kmx z2VWY#b}h*L_q$Us3rZ0EUA}T9B{fwyeZRreQZ9Odf6%=6^@I5sCJTWf_!-&RKVqNg z>FAEW=s&c>*1lc#(A!({ld7YA(KBvo@}aQpvppo|#WD~N7lKG9lw=#UV5o`GNIaa9%0&9*f84^IyU$=a{3t}=_B?X31JuB@EP3|s}j^(9aa zb#?W7W~Z&Xx^RqU`h|pT{W=&D&kbI}^FxT}bC1&RjNU2x(1zZ)EJ(0NwuPIU+X7Mo z)K>;k`|RQBy1n8t3ufaV_RSr(t!>Bleo{$qvPru-+93DfmHWW%69RsI;=cQI(hptW z+s6L1nKLKA-y(}coPvd!_2S_8YMJ_0H44xUY`P{=!?DVjvwa$B32h)5v}7&PFq zIYNW}@^056G{nw6nZ`H!czeU}Ei5esLi85z$cv`WKY0=n)A+H#rk#A-Hqd0u{IA$` zoU@GzBKa+eoH*gUD1BgM=1RvqYA&E8;^LDyy1=c=kiV3td4JQl*rJwGa@+2#hck<;~ve1qxCMrBJ?{hXYD4vYdf-A|B2mAt3#AW$LXT;3$_d8r<@CMhn?qUhxe zEXeSIkp#G(-(M#Ya@aWD0Ua@Ww!p{c*_?c^x39si@!u$yL)CX=J_ncqdWWouEozTmNAFM=uLoU=x?3=O62W)aQz zc>ahlBElgUuU!ZHMn*?#{Fgk;%*;v*QC*gXFd6qvwUx~cHE=k<0Jyr~&TJV)M4J+Y zaQ|rv;g^P;hg%0K1=-l1H&dnW&pydt=CDQT>MC#E@x8Ft4U?13R8-+FU%nJ1=MXF) z>v~DKJJh(+zJ`uS8|AO>cy%H4+qjogMeEo4MVsY0<)K<9N=iiehw5}^AG;C$Lpz(tl1$O5sTu{okTjiBz z^-gsQP5u45s5g%H32ouHvF0~VM^EqNVR9vVkD}7ov8#)J_397Q)au=5lJ?5j`!f&B zG!&9$?ssp2^z5^cjZko6xOjGu5xH-i$8Z*qDf)-a3J1j zVLV$MX4f$}^lBheM*Lu{k4@Khku$dqgrsdqDU-@khM!j7@*J9|UvoaN>2 za=q$(wx13a8c$A#Br!|ZoeV1@YRkad*3r^(@$`gf#Bfi`PTevUu6W3s5w#1uz+r^k z1?XcHz&!S-hGpe%a&dt#V_1Ci1vTxi<)s$}_m%zWK`;Dmvu=1b^IWE}9vVO$OEvqHnC1S_>)e*7x+js5S700O@8y9Dd^%_C|4R_eSn_ug$3i79;Xol&#+|8jo)bN9 zfkUR+(`8PywA6W3u{Cq8+3xL|$*JmDiki-pmEA;kFi(`S8sn4SF zZMY$dUO^8Ylpdp7J8vF*&*1C$HbX=GLTW?9$4?Sh;!}6K8K|f{LlglacF}cwP!X;_ zJ@f0ghYyi&XLwD1MR~0eoW?*-0f9g>$|*%_>yJf+X@gqQGAmwhZ@ug^3e|{X^86+3 zGN?wsv_l0MacrYUrKObH*dIeh)1mSt{q5Fcdj;YyetE&5#sjh$PB^_-9U}8&<$k8q z<8a3&H8>q5EcX+4jhNBU(7-_&Ku`cun(*1jlkoN68vR7o3;NQ4b$ZWOgo;W|F3bIQ zpx@-wxBB|SezPY>sA#XHU&Rjn^JB{|mYof63rCX@7}C@`mp83`}<#P;jguU!whykY1^-MoP$Yj59L zKijvTo5jRF-rH#R+dA$sg>ozlA+|-7PokJn9w|aZL4U16{o&HUlre1I4&v}Kn)KML z`W^er%e}BeC*|oKS)b@iYJk7nY4O7K$!02sGFOFVM{vaY0v5o(B{a#=@pc9-%ETQZQf_k0~g~ zDKxy=92@KGcDWWS_=b6SXlPOTue%eN7%-O-laq~*!3J~(`&sv6qpQ56RD67}MjW^q zAN2u1BJVM2-sN=SWPIY^d(?S(U<1D1anE4Mm(={WQ1Kfr{6(xd$SC{)a7Pql!=3X6 zIRfoT0-sr46MfazMoU9OoY08ApssI?N}91)!SnncH?!{0E*do~{?#=ks6_t^0wW48 zuq%u}^S^b=_I|kOh!ypR4|3@dYMzhn?r-(kbLrBbH57Zn8#gJne1%a4;6*rIaGu|0 zD4kizFxA|*?_mkDm16Vy0SC5k$IJ~4l}_k!9#Au8J8`0=&g|_QwF`WXeLe>MDKxXQ zR`-{GClxw$IX!rQs*6jPIy;}fzs~GY_XhHtGiZ{=`u+RX$*Hb~_9@3sF>T{)O5lgf z^{x43i{O&%^m1`pT1SVB^yM7x-d-#&PtV7XpEghcX*%|9QwbTN8!lp8#)2A5AV&vK zRt*{z7(b`J7w*5smGqhl(u#=Oh>}tSU8j6@-n@9uk(>zJwf$6K)yPHq9TsAEg;&1T zQ~4gE-_M#*-nqFpCOy3m1(pEhXf(yB5Gmb-3iZ{C?#2i zMb@TNEG&{!$bznJ<+)y}tF)Bk@%;zLJy)*0Y}3%%oS{e-G-?mJU1m$0hWQ>;nq<6s zrDDDZ)s9Qw78c~SwCZ5`u1Wv|@fd3|JZVcpoE?&E59Tjyg@c=-j@!7oSy-R-vQtu8HS-#uX?U77da`AO`SWM-ePLHN3JagJr?In3zI8##f4|kU zkbz=Tk@AQ0t{?KoDX476?$bpiCVqm~0@=@oe1h~Pp)LRJCT0$t-&^m_PgOWgZ+x&+0*XT}E38YH7zGn9I8#vr~BGkW+GK;xgc zjZIDH-eQeA$7CbJg@pIy9|q6fgZ2^;PpZa|j)UbI1JvXAh5EILe6DQCqgaeJkqi15_JIm@h;pDEWa&2WbRp zK1>5H5C!ob*LT|8XmOR6k+HfgyM_R%P4Y?_GlzuD#f#V#$8>dx=Mu`f41`NgK|!eJ z_+L9=0ReBOgNnfFa3%rN!d_a!!ocaI5vleb+aD6^P|Rs)Zf<_4III!HUbpFfS=kKs zV5*|GE4~tL1w!(>t`Bej!QRAOCMN74RGI4oYF)1r&%oA`%7BH2I|ug`tvFJXlTorA z4kmnx=<@dmeBULmQHVc1&OPxS3{-G9lCNDu47X(~7M0Vsbu{x`JP>4q*4(%SY z9)_yrRz`Vav6?anA+bnNUcQ8-1;bUO&5r5u#lepwb#2a@fq?-=R6|3<+S)q2-qPAy zx&H3Kg`H2%u12{dNv@=%lvwgy3fv6xfQu&z^jTx~uFXS}if~KN z7I^^~f$q-E`Nc)SO8LjthG9bbaQtQA$iNPhp$KdQSkwKx9YQz55yt{G45#HJS_xsM zP{?2lD~h#GzjWp^a8u-*9gxy|`0zMi!c~kfHbvsM`pgqI!gghB_!Au8WR`S z@y1nc=EpzgiGwx$_`PtSrH92-KElnev|idzH#m5zF%F@2W^4@Q1T(lsMn>QT;~QXl zK#apB6qt!xT*Sl4$@AT|$PLZT&SJI9ws|v&5?LCGXzU)xLl2C$ldg_PjTdH?=|r{^5rY-Qtl7gOtaQs>0pi91A2 z3*r{1ftsR}5z!&ggH6u7kW! zKId!7GZsH)Pvz!eRdF7+_QH1K9*+3E+Q*JzPuv(_)MvvC0m*#>vOY@3Ky0o@5Q>WS zy*X3}!vPhbqCmS@qZ#O;JXRexAUT+TC|pT2HG7c1?dZ|hK=P5Ho`irP2U;?Tap7-TTDlR+gMUe&HJA(F zgGC4{u}3*2EhCE3qcYRdmXRZXJ9aYrIHbJ3fnP{NP5s{EWH*1}5kmDGa5;wiMN<=s zy~KruNAVad$dX}3hY{XG?phqz-o5#l?5?gZ2%+E@5L>c_$8BqC8xU}SScOE|9hi9c z>h>3|Ea6hu^l1OqWIst~BitdLf83#y*3ya-LVka#R^?(E0wxtgrDER|?!BC!X7Aw8 z4A>EgF1$d@zzRtaSxTelQUBor^d=*6M%r*?c{z-hb9`dL2}IsLzUZhZNR7+j$+3o{ zq#hCe6u@LNN+s!6uV352(;|dUU%rfpi2?WY3k+AHlq9?i;lOlofMM~Au?+{y?`^qp ziQ(C%&qKFCl|4}~gUiN$l#e5VKn#(S^DRpyl$?SB<6WG%g#(DR zBt*Kv6D5tH5eiTNgY=DF6kR<%u&KD185z^%T(~e9@W*lF!nmM{8kdKMhuG3xVDKOp zSJacYf9GD?z3s?u)(uxP_Mm~7QSOmMkR*nNELW4X)yUUbH>O}ogA>EEeJjU@-0eq= z)OX*OFc)QMujYsE>su0tkcl6N3Pz zfTuCAvU+2H2`cWSGYS4DlnZb{$6QuMhS9bi1RH!_O+$l7v|>RW-@Ah(EFwY}TfhM0 zQv75B!+g@-G(%E~dBG8lMEOsCjoV~Phb#Z&;JfH;8a%Xz<7}GbbUc z1nltO&YdCb^f)lg!SaB6hc_`X8@^zHeEVjB>K+u>;T0Pbz9Y_Hyt!~;c9{yE5ty@i zy-%Eh@YK{Oe%}uE9fSvwp+Z%fiE*W4;a}Cg1*P4gN>}!dMisR>e_sAY>|7dR=e8W3 z1DDF1b^>sLl;1w8OCA<;mGc!c#&*>LTzVih5L)6FKU{$Q!Pmm>VDT%u4r!hxuC#lf zP-G5X+KsP=!nbi?GG2_NjCk+a6nyi?daYz5QRkFjGjrZ;Fy&`*|F$u8^N(A5ZK5l3 z#BJqoo(UO{(X;w7G$f7gSFodyWJpsEJb=P1qz`d^$ji$wEG&3?d&4lb3@rafvBIgb zX=ZC{k!Agqexp~K2Z9;+#D7ND8DBiOp6LX%!*%b$`j{L3Tdv|Dd&1PAeU`fDL1Rl- zaxMMN2KqWCyQQqSiY2b?K>q)Ne>gSO?!m2AOdoP>`;8fOCp(+rK}&)@C^7j%itG0D z`<(VjYs+iL8p^gjen(w+J-(OOpX%H}w)bUy%=GkR#~>6dJw5&@IGK~&w4;vRWh&UT*+ z_k1!rsys}MoD^lq`Y#b%=VS?`JEg$tNf{2Hy? z6Ap7+Bz`%E=2?ZuQe+Ho&UtLmAgBAXv6$EB`W0aZPYnoR^gS#9X# zl+ay?^c$K}Ym;j%S4Wc(+pL{VFA~>@UKKm{+-_0jU-jVTdhhS!|6R>nbI;h-{`QEv zFuNRy?hSnL5i{ZSQfcAlohs~pQFpt?<0CZV5^qbhJR5eYqqJpzN=EN=>o`5}L|@jQ z=qPW0`=nU^WPi}s&6-9bynm02F{CJe0T}gtQ}gObJ%d8#m&giV9 zlGDe&%U(U;D0hdy@NT1jqTUcd z6B9fTJy95wXlF5|{6aaM>F!vR$y`%yW?UO>OfY9;+_H2)6>o)Qm3B}=gM&+t?jXN+ z{M_&Pzf&%Ld9S;Ako#yr{~Dzb%Aj5HgSzQn%AfRB`sT+OrW&h^=042-OmVrOrpT&m zx`X*@lpg2RIMbaS2X@6(s@vrWZ5+9~D}t(yb>L0ZgSCjYc_TmJ58p>at=NLxHnWj@ zhDPMw2UlWZ+Xo^i6xre&BSk7-I6OLk%5iA*KtSNJvzOGlP4*nq%V`ZZAK({!u&+)X3OV|{XdFD z^2Rmg#J#W(I{$)u>LvG-rrHjTsf#Y%Dd-69@}n&IrriUw*i$>tH>4$hV7Y1*C1%2C zXjPRq$7@4+|NSlJ!8mpYJLwrU?;C+!2c{zD)zp?HR_DDGSB(^BZ4|2{PpyhVYJA>= z_^nzl?>{E*m&wc6epfqU^Xd4+pU=q_pZ847rX@d;-=`b*6OXsDP@I`XrkRvQmZkB= zrnCN;#C(n1M2(ynmu=2$iI?!gX~z2*G5nb^{0R+$Iny`fa)mru7;_|zWeyg5@%KLw zaa>Ya{!-{=cV4?jZ2WcHvNm(MG6I-wDiqgtsZbn@gP7$N)~!kjXE*)%F!eK{b5~DN z)BD^Kx6{IB*pA9J|9Da28C&#RNdp0LKXI(S*`>%3fDW<4`iXMO8P4gdHP zt|Bib)3}I}-#(f(iBUBMX?J|uD)rB_RT-L@4ZtCTa|9Rbr|~u^3X3l>$r9Wbcw}W? z+ zys0U@P=AE%siv01lIf1A-$Oxzdoxg?)OZ;HdSDp5o#d0#sNqWWUJ9UUIj3Kmr^?W%>KH7SDY$lF2|y8%|i z-_G9tEbs>8Yry(=jA$W(1rjEC(OiSNTa>ipe&QCGdOp9X`dboU^5FMkLFBEf{QJ>W zbCh)SdQ4V1=k>2EuroB{4^8Br1`96({jFECLsg45sHwTBHNQ7nJg!)_mr04atz5&m zG|)08ja90C=YY~4otO4kmJ%L};*1*$7F8s>qxp_BxdzbaEd{OOLulm#5~@KpQkOiC zB2)$iLSnns-eI))9m{^{FrDa&zGDMyXF8e}MM}QE^}2M)zJEvRzQ(Y(CElv`HW6V4 zCAJ0+x~)SO;+1*AXrj%vNb$=wvCl#+CbL+iq))YInuJj9K8#_qv9t3<13o5UBXLAl2KW0{I#bfqi3(G| zN?l-O$d8qMI6MAZ+2Pf>^|NQ_{o)ziRTWeDu7SZsugU-qMkp>kl?P5 zom0al*pgGD*dmluDk+#S7L~s@y0mn!P~7zOy#kTfEp=UXa29Z0%$kr9^kcf$emPcKcwSfdc(^aN zvqY(a-|octrD_Sbgf@99<5xi}$G7ty*3;kh9WN|b67^Cz7jpHC*>X4Pp-;~hJ)<3m zdG)T3wnf*J?tOi=cW7XGZ(C$qRQ}7@QPp{|;MH8I{hm#&VKyU+UB7?Kc4pkUeCGV? z&z;@uZznqR59{-kJjbb93V!;JT~-qbaOyJ>5*|S%2_a~2Z_e*>ih@5H8{`CG;|T>o zKzL|~zE%zV!O|MyI_RFTAL(thl@m*mq^9Cgp2nX2DpA8v)uG|<|FNFK$Zlw!uIrjyTvaC` zTk^Ga7Fp;ht}{jDJl;)xeXQu)Bd+_Bg4G$h_n)Z+3{A+$aBo(by(c0zeI!S^(D0TE z_@$Y;6~4And3`0-;cxe8Tsm6DuBP-?Z=gKt>oafu{);h98SDr?x3*9AuP9hpTQ7SX zJdYjmQs@tG`ew4`Uf5nG}^_V?F z0|PMNejs>eVF*?w7Of@p*UmmX_Y7_Oh;DZnJgOgKKiq3XScT2e17WooL^X}+ zpP~zu7_c~Jljt4}_1PA&#S?AH79WxXb4rC<@ci!mvSqd zKFU={nV@-Fsrz@%fz_FE=MLtVTH^G+et**ZeA9+@_*PuA_vEM_HvBMkSL}AR<9KY} zvGy`+)}`g9>K@uZh3(ycKdzX$9yqEStKI6YRohkTc1&5`Mk&*^w2f7$q**(qF@wQ; z)=$&$_Ki1Jw8nq!mrJoq&~B2yk<{P|M0XKNtmWDi&Lhjgl(BRK&;XMTq7ne`uYJ`6 z>6gzM7`S6}-+*%fN$Kz3zo!(^Ert&6)j9BdYwWX>qVGXtiDomo+@odNI{BG1Nbk8Y z3Kocw(JWf6box1(GTa({^Xip6`YEELgA@h;IMQQbUUmuU+gWzrn|8ayQi_CxIbzg4 zeg3>pMh0ACLR+q^%nfKRdYPvbZHcu-MRnjvb~qC%o1nKD7UpSfh7*3|!K2nA(^tqS zPNZ6IBWXnP*bsuRQYM?6I~k-$8<5H&%)cnuumDv}_`N26qNiU9I!oeClowvOfy>c`&uSIg0mi7R#0H{?66Mu_W=hEIo(3wlV;GR zC)xx$J^mVI-f)(2v(F2{WP-QpM$o*5+XkNe=_?;W1tp=ViDxECR9Pgr9x;+XjaPX` zx^wv5q&3ijbhHKn-d8od0}cyRLGZwUN`-}l?iUvmNFuVQL?_;zJGpNI^r~O|T~D-L zKyjio%HLD&bHqx&vJ!w9T!Vzar<)s(0>Hl1G}bAo`b#5&AXG*{Qi67VBG4v)uYkb` z*UmMlAvx=-3D)BB$GZm-@6f=hSVW6VVsS#r*F96J1Q}T%#mqFC4$sTCO+naW<* z*Coxn&KMgTgXN0^4gd|Hc|bt%s_!OlXt*(UUr3lI(XI37k4S%_BLQgYM~@tty@WIq zq0xZ^ug50?Lw}+v5h(N>4^CggoR}h`>Te*%E)OKT1P%Zkk^@k^24wT96$$1yfZYi8 z*j?SZ3`)|XI=nS>?jt%FWm=%~8OZyXrk2;QA!Y)49xl8AOB~-zO-+pt02i$)jT{^t z!~`X;u1cZlg8ZiF3zbbV`v?yJ_fZ)<<%r4mxos2C*1FNAU= z8-gH8(=WNT>fV)Cxtp5y6EeI10D_>;TU8t)$x-(?H*8&l$Zi(|4-j%9jf*#UMV93K z`)TMJOkiV_mzUeUx}&NGSqjXhcGBLxdkF!5Nt4^S9zGP;lE7Uffl+lLrYMrpL?BGa zNVT5V#tWhhXfA;}RCvcw58}=Nv?UdWk-|Ovyy^Du%BGrnYG~#!!&OzZ&@p#vd3m@i z>Fo8DyMKOtt;MW`dAj+D4BF8HAc7sh#>A`q-@h(%efX0iI(aR3ijRi0&0t#3uQhF? z>rC%O`Valpm3MfK96_^^p;J&yM1l(!-XP7@@pf)pYu|nag`VziyjIV;xw)yGJSi=6 z*rboF_Eu{I2ff1T@?dG{qequqUGa*GHeVoCu=>xRIPaPEd$j(0KU`ryykRTG#m-QT zy_ahXL`~_z_rKw&Mf9o%z?kWn>Tfa3pqtj;nfy~w&adW=&c{z2BWJEQG?X-7s3IrD zIyUdx`MaYzicw%+3PXIt`AgxqA4zrhF$j_pcZl$j-30!53}Jzjab=C(SI_Dhglnm~o`oin;^>8sIZ4_11IjXg(4R*%P? z;#QB@D<;s_pKYf3g*6(L-Qo!n;OpV6V*6E3kT9_Bk{rMjY(F~>U z$hPO5U5}(p$VpH2iu3mZxObzk<+O4&}YTuY9K(5~f@Y zy?TP(i)Ikgva%YDkj2J-DRx`R$HpT}>%e@ItWW(xe12piZU2-t%*Mdt=St*EM5{-M zqAhpdWmGB?e*s2(gcTp$ZLZ$X4^?YNv?oMQJ9C^XC~TQVKb})ChS*{2_R#3W2}$%( zqxJhj0Tsht(0o4SdhtB*&rzW|!7n6ahZ9^Wr33$k4-N#?C{*m}Y#*mq-*LX_NZ$AUm?YQzM~|dF$T;7*=;#=LCX$3pih^fiT=b!?loNNr2RI(M zJ{PK(M((0l`YtdRa5%_9ZKt+RjkjP`)6K(wz$6Ip=6R#i81 zBC^Qvq?%VpiJho<_20k!|M*8R#Vi;q=(1x*(08yFkhX&kr4M?sjiC|52X_^|+=9`6CaU1ex$tqMJts-zj7L_X355Uq zR-;zYw0q(zGr7Q#O0yaD&}%MXv~s&avw}WQWCXl7b~kQyhFJUX{$nwGwfvPmYo|x1 zoz`ZZ49~h8E>%MC4VOYjTDljV>X7U8h0#NDs}@O9qHk!;Gc;c)^c1{Om*7*cS*!9= zu7Qd@zk0mter@f_abxjY&W#E)j_0L+DxC(rl~NSk&;Sz$o(~G?p?wgD#@^Ti{9W~6 z?-4yhp#!h0<_CMd_FXKn>(4%Z?c_=9p`^q_wA=l@61$KTxR3;K{VBTWaMSBP^&?kf zDO0TGgDA?;+l&_NCBajOT7N1v_H)u-BRog?c<@+)A5IF&*`GxtmRA#RQ2sGnbw4|M z&(9v@aL|`kopvYDYEZK4CyxH3)kY)S1#{6KcV3Q>@;j)D1Gffl6fG!>*mR%Z))dYC zqLStBwRui2&__I)0aNH54IIuycNohhh{SjP?uS#-=0ARk9x2Ny^b4;DcK}m_Cn23s zPdCkd=Xqj+xwgH1_ahq4cdFnU5Ud=G1EJCY!9dlEEjG{N1z$LBS5GkIv&quZ$gS#^XE^$cVq(rEHxDkN>Z2AX>)K`0xQ&WAPZ{~L^=OjF5 zTtqWZBt$Qv!610xU*6e<_y4ygQfDn4oPpaHByJz>kNv21BOAI6nNm%dy{{ZV!<6ps zZuHK8x$%7I$W>8KB2nvTsj28++e2_1z;!_uiR(N9R>UKIqb1F=XZ4vD8szt`-|e8h{(T^d+%fMZdEzM-O3 zBM8>Q2uuboDC&OQyT7f#XN04+UF^LBon-4InSYxNd7tF1nSDqa(Sr<9R8ZhOv5I+N z-mybX%`m0|Os0UVA3HkucfL}cErwbn`Ygppz-jjXA(h$nrwCFqXe^k8J&CTNF%d)? zM08^L{cGV};GKT46Hfoi;H zNXNe^n1ad_KF*T-7qrg%g)V71Fb58ZuMoDa+^=7}@7Qzsz|H?yh8c{I+iRQmJ!joR zb`d94X-Ou%9X|f5DL`k_=o5?w!6EN5#V*d4-Bds<6Mv1+{tNR##O$eBOUtW;fG#fS);D63}AGEd}hHH>)?|JM@ zNC5BOfOwyETRh^c&M1=jJdW5aB;*TsxM~(rFcGuA zD*lj!UZl0V%E7;&TDt?8PP;(#R_b8CLp16xFL!UFBrG(|E=9Q~o)BxTU3vc{E4N2% zTb0U48x5y39T-gU%Y04{c3X*+xaE99;Raz49YQF#Jtg9BzLi3d3(;Dm7HSesXc!&m zKWg!+m7ZJO9!=Vd!xdp5ObR}m29iT;qOPbK&5P=%t~#B?9zhKK6}8CKvjmFZKfn0p z+#P&xk;=$0zBkKfdNWL<-Z))#Ggn_RHLT*`5qJS`#Je6jVRpRQsU` ziP+;WAutHQ%%D$6GyuWwG(}3jL>|&Ca5i+*R3rFZ2o{94=+$`qEOOuMRes z@5b=OeKTMl;**%vrjR+x^@EHzg?aocjOFS^l3o+5h|B z{XdLPu9;&qLX-6^V1t$xA5?n`_&!BAm)N@mPvuG5eG1Yx?SH}t5-HXLRo44|-box+E z7c~)?q!iI3lL+s3M9dU|mI*rh3vzRU)j0YIc$)6r_V{ji3O7oJ~NTU>732-wUSzJ|)Y`$r0-$h2>4Ce8dGp_2?7VUy7R;D7)4e{%?yl^+f7U>K0S)`xK= OX&u&4D>`&8o?%ta+BBR zY!%0;Q{?0^eC&7^1}Uyw81^_2tv^-wpvvxHr{q@6nAgZFx6bbZ`^MG#?OVJ1-%f`# z0!fInoK+tI`X*Yg3;pkn;{X2lzbyD)E%;wU_S8B%jcl*j7)PvqAg>}+mszB_@3 zAX$#SL}WGVUsZ@mX^jAC zw7Q+}Nhz~RN`zTCRpagF3!5M6ozTqQPja(f4HKzZuGwN(&sJZUDOPdRd(uJB&*zml zZc{r}IXt%4G3PelO-Feo@&xrgkBz+inw{^lT%*pLOW`iFaS@Cg-3wluZ3eq{t(24& z%4)vdu)Ifm!EP?MOlqU|7C%3~4)xbexb>VLh1&K6b#0sjrADsjpSJRqrv1&~C7Z)d z8>jVd>Bi)|AWMs#ex>(GUI%|{x5q!+U`GBtUh7zy%~1-Ko^9G5*(LKj9Am6uJ1kz^ z@?v6OFgP$cg@-K*pw|Na|g@i~0&C*3!DXfgY# z27Ug>BWl^BGAx_&!E@Yhp{U$r4@{|x#5Y!i6iZwe%aY{z& z7%lQyvJykq*o67 zGU+I7m)e-0(vu6lm@t*z)sYWnl)T%8yy;wtL8?10C^H9!sv$3^n{|&AoB=v&X3S>Z zKWL3IO>%h{$mp`tNbR*hXJF&{v-g&|YRTCY+HXo8s=dI95aAoo9R!gF@3cd)eY9|8 z(lJ``5wFAjTZaex#pm!+ zZcR%m-#CxN$Q}`!vV4?T+$lcyHYacAvsTU5p&?of5u@{um!?S-=?S&_3pPp(+bfe1 zlA8lHyqGN7jT^OsmrB0{;-5|#+F&g$wP}eN`8^c-O?Y?;Y`59~aB}vkA zZ#yTy#+Ul)quIt@OHq|RlU_1;S%Vb{La`HkVB3oB($QaCA zcCNEALs+jU9gP&JX{xDzro{MX>bbhU`$}U^hU#v2gy(t-Tf}$Qxm+S9_s5)#_iP&} zokm?uTO$sCiPZk-E31h%l9WldUB*WeVb@~pW&_^~4C}2ce#TI!U$&j?%`Se}AwHXx zmRGYg8*;8PDFMr%=Ab9z-_wnJ%($D%fln&qd5pGn z;T9-E=$VTrCFToCOH1?JfAVG~I^ON0#G_Q}LS(qoC}d6&)0Vd35z#LX7)N+4+9iiz z$M$}S=)@k?6a|&+0$Yfb^9fiGzW>pCF0X2lx^}w}cvzH2ko7pc4FCQuaawQpm8~KM zyFMLL57@bWm7|qB34^%M+!OE55A2V4t2G+wdf3Y=>GghFoEbajAcUM*5q1nDrMqW>$Xi&zy9^47Jt!PHZabGvIe(d30h?4O&Z?cn{;<0 zGO>LD$KXDBxch*^5#OjzlkGy*#ZW5H6Ec&M#qqkPaobb^>VYv+Kv2p&up;GFVcfh~ z0T7KrPlr4F&%R-YDbFYQQSSu%M(^9ZW)cazkm5o~6^9SN_x)uiO6mo1ys1cZT@XPE zxIShGLcm$L|?W0HqH{Lw*3#MP=S8!M*gmZQW%ng*8*JsOI$1J z6VYY4&Lo2K?xGYDlCM80odXQPqPJ#eAO%Z2^LIjSvz`Fl_d5hXXxX~;>#Ay5CX&FkloV3?0wAWnj!L_Jt#oo?k1z|Vi z!vTjdtAIM=C{C-~#9~Y1QE9IKUpLm$DT+=7ihL7fAtm0T$0aQhSxFgN=CNi_!|N&25lKnJmm;cCFFze@m3 zK!O+tNDf_&na>x0^(uOM;G#E(46q6EvjqYM#=T1Bl8G) zJ5UfAR1~;H;2dqx-52O)#YV{yV9hI(HEf_4r+}k4KCz)Vpm1R5)N3G_?jQN5P)~^C zBFmg5n~~~5C63{ss((;bQS!gNfhnx^bO6*6$p9Yx@26M0y6)9pn7e|sM1c*kp=(*( z)nUT4&1#wG9YbE43zU}hE9klPD(Ll<{3H09I4zL*?Ol3?FzZf9-;3?)f13J4Q(K1` z%;BxBimkEyx@BwSNpA++&EZ3{pcqt)sP)nd=jG*dH?3CQZd@k7q+D|#Bn9HDQQwmm zP#SNTla`y|aofxS$+`)jGV827g%lZrv7r*Y@U52~Q^*&C5;~|HBYWxn zLp`F8Cs7_`zd`+zM#+C9g`UpSFD8y&DuP}b9jZ0}s#X$(vlg5K)tp?#Vt*E1Mwy|g z9xHp~fjlgc0m`T;Ch?C9ZqTH+_bf$6$y-o-_Y&@*SZQSL`Iz_4|bQ5FPf@ZTF%XMr+pEf49yc7ub57%nlEZwgy?HjNP}^3aA;<5 z`W{=m_p?V$A~!?vE6E#+nXY&vq0*BcxnsdU3*EN{BrF;kL)>YyesveaoL4Ey;l-E74 z#O%(&Zl^W?`w7(UtpW_N2JCc{=;Xax&;3EueTn_$K84j2Y{Y~&b>*cVUUP-1ZSZrjX}U%Q?z z@L~58fORI9sb?75!~LzTtLZWhW){KNy077=FU%Ep5_Eu*scz~MSbY~bgh=Qx{ z+c&GtzJ?$QCimq}SkWKeM@RSX1Mn@kolJ6`2(7INjYw5BGrGw) z43${+@SFF&(~%?=xb$cs(nwIoK*cAZkq$~$8o3~IaB?$3Po`Q1i%q{Ih%AlRgwY7H zw$hG{%tvY$+?SP~Fa9F+JH{S_fo2j*GcyC-L|-niwNFE;ST^FQf+I|}-bdsLx*&=i zP^kkXJnyzS@3!<|t3zarUi9&g44XtqJf|W1j9~;}c|pp_YE-+wsZ#c4XlQ7wX6pmT z<$+qSLwjDl3mRwT<$FSM>MtmJTa*Z13IN~65~iIP=^k())QsVjZbty4nIh8hV3C`;J1gKFPxUT^6WSwZ1K3MVG zUD#?A@LZ{!%d@l|oiM=Y>gpb@XG$jm4ma4Yqh?JlE!`|m-hVU}eL~as%Ij<~+~#8X z_#?`~#n1Vp4pWg!Tv%9mPe`r-TXfm=&@j)Nv2?lEY1Lr9=G^i*NI&Y?CBG$ksMF`T0x|j`NTVfzB#<&KolgJM`=AmaC=k zuoJ1jV-m8t&lh5{+f<`NjW08%Lt%NT_tAHAE0XUs>b^3a$7m}B-M5#?+<%}BfT+~I zJ{z^I?95G*t1`kCsNxSDbenaliTD+jtjm_1ZTBy2KJT(#Q@1uB8Pb@ zZp&Ks`V=RVkSr-~*aXgd=S8I$nkxZpeH#HRuSFv;4>4`bdq1#&9W>~w zfX<;Ob>o~u@|(0z|8URGx2TJY?GG@CM80wPcL%{GGj=F$xP4Y$RdxKQFa+O}oi~ov z95Tri5OQ)n_l+_WkN>r=9W;o?!c9Vjg%^rgXH%_B-aQH_eV2omvIO|C>fE>zxOBq=?5Gn#MP=xdrV&h!+rS!YAfzG^u9j3Oe~N_%?s{g?Apx zhhaLgM+zo!UlY@g($D~57GEn;UR%YYK>Yv(>e}Q&?|xIOmE&h|CMv1DU-+Ju3~&<% zVvKQoERq5?X+F0Hg!A{)t4eZqf@o-;f}97y1}>x(W@KQ`R*y2`?l9QhHB{V9{I~R= z{k6Nm*%)Q+RdOLab&(E&1)}#o-Wf2> z73UFp>uZHhtb*8u{re0t02cO85K;Dk=|Nl9c}YAChC2^Sxx^ijrcrY*w!&K$`)nV7(A+@D1FFIy`ECYaqF5kMIh_$JM; zf1o5&TKOOBb+LRDimeMCLcs z2DNoQB6UzTazGJQBB<58@Fl7k1=U`@h@T9QnF}N9sheg77+#As$Jl{J&@2?Cn&f9^ z*YF3FE%h=kCCX?R%(yeaA* zpuzb66gC7;`<0`1T0(;M72NMRN;(Gvsfq-vkqh6KN?OGASvPUY5mcS^Z{3nV4VD`Y z%b409`MXRkpRc=#9E#+A1CJD43i$o69EKI% zYW@*prbB0m8t@A%DG`h$Vcqx)7y^@7SFlk<z! z;O?Tc5*W~Q$o<;5a~lf15BHJ}*Xm9PTt3*Iyp^fOAZR52WQ3f^TZr;FrhDK!2GeHj z0=64jWUa{Miu$Byr+oq-M0Egt`vQln0wGlVI}0{myDz`EKO879Gz>Z_b2rK)GQSjH zi1#%p^kmUw6Oii7&dzeGy>jkWp!V45NzTj3nX4QvX&8@`JNfdG)mxTMX^%#;fe?`tu9zW0_DQ6;<~!aynssp5sGD_vbfLpzXkTu+vQg1(JG zrTy;=n+0H^X`(|P3ipBe(yWXCed(;r$1@VFXJ=;00oX){PGAK*eyd0dAOJhI-)0@b8|?G23PaUah?E>$zyjpVuI3a7tuy zrJ2cVZ>8DmU@bWrlA@iBIj?13CLpx5zf(fV!^3cN2u0_%Q58W#!)MTf-_AYI6)vfj zpsK}6%Y~tm1bz1}ZllkqPCyP}-x2e?KP_C`Vxl3)Y0P5_vcPM*_TCnnw`aBe02Q1}ttQFYayEnL({V$J`Y!R}E1 z!EFA4#nyOG1UYls!?SKAdMg=w#x+p>G+5#bhjf0T%;=^{)z2$l*A%mGG zfc9cGnPqOPoJ`V|K1-<6gJ|4vO-J+W2X9K>Hv^cAB{)I#zO>YOty9>tuRU4Xt2K%v z-QyHu1NlP9e!Y~k_va{lQf?;zXKxx(45wgIO5yIm(_>3rrXhb71bj)MCi?n4*^wVs ztuqaucTk6F^1JbGMNrGAt6(2s@+pY($W7F%FYSmd>@b7>S96u$E2m8X(P9ZRX>kgeynf$Sos2v8k& zvhF+Z&MljcLhh^2lP~{@Gp;;v88XjQXdv@k_5}@gnPG3f0FLfBkfj>BVF7& zgkpzbP=-qJsm9p6i`eir>iR*m7cPR9mCW6I1G>|cA{ZrIi$l;1KTgp2>p5a?eh3u$ zcNu^UJS|kzLQo6Eo!W8F^>;d^uJlNt9D_s^o*E=2WaKGVfRDe4Q2!VDf<`Em zNm^<|92q#*N*tTB+jwl38IQ*g!d2ZPt**y)#9TrmwUcx6a%7Ud5*tXtZ9ug*paO+L z-qWo!@*=Xn-NekvK;2A#zQJpanT4CkK?x4R(|M%Q0TTG$7u>f3Na_04)bW@n za{rS+1hbo+ZKx8*@`LoUm1OI!Ai;&iR~k~d{12OVpQNXy8Lv*YI(@fQTK$q>UHKc0 zJdom!?r)9NW=0=5mDsF%iQoMq)C;|@6>#=F!jj4vwWQFzaNtLNpOrM*p4F;#{TZ#L zD6gld*WZ|Yu%4;MEoU@d=Wm+qvDyCeqNR`r-uk_--REs^So@f+#1pi5tIn}#=KSlW zY19iAR>xthvb;Gh0}luJ`RcV!aLZrN>=3@?6d8kjTk;&GcbQKB^&M2NS=akGTL9R; zgdo1X=v13fz1^zrS!C9oIgPrb~ZOFIOYJMw**

1l&s~7M#+Hd#uP33es-16+l`L>GeTW953=2xo-e;rLZ*T z@5}T@8x?Nj>PSryOtrs9n|F40u-ec|iujD5qEeJG-th_CKuaxDjdoLHaU3Niy_#GH zUBvGWKO?;Mj90%vWyacdI*LPu)d+;m^Fa~06pc?hN9ad!4sX@Q5`xhmP4HphoD>?? zfA?tR-i^Ko?OM;M>Np|uoBdXRU%+#@$)kWlGMn7H3<7*%^XI1+LFr$n_ec=Q=lG=l zXYJRLP}n)E;x?ZeaxPxVV`uhT4wu?1QHR-HwDJa(FsuBXmptC!v&Vzw=yZgaC_U9 zy~K$wXYr&?6pOPDb{FW*_l>xzu(3LhRx~j2qt;{8^?0?F3yqKN5F$V$1|6E@<)M%^ zrmVj=qa=|*?BL(vC!s6ZLmx31`K7{;OvZ%x)vh~$!&F-d^0wQ^PVg|)JBM?`C z3LDpz9E1H??#x$F)z&sP>iWIkzUeuQI7r0OH*Dsj2Dd#KF(zb!#iHe$9Ce_vJF^8`ND< zbST0=KLGlVHkEBBn^5rNIkr0*tC;=4`d9nQN`f;sk1OsI{jB*9{#A?*y%=jCnUQ#M4TfsKZkP1z$; z1ASCN?a53F3x!{#y1Tm4zJNRN$WvkDS*K zg?e7Z;dX?F#@D7WI-q`#oDs^s9c=V~)gf6@4%V6gD`FuTmb zqujLd^jOxf$I!x=N8WmhAtV>*>_dO9Zdu}1tV>q`)Z{q?O6>zo01Z3UtR;f-*g+5( z+inu6Iow~`a=glwX#W++xaRzLbAE8HKYwXQ;0TY#>r=dU<_}yKtRI{U$_7~+Os|jO!52G&7d#rb(9NhTKn=fRe^428NW__l+HRN#D>(B<0 zg|e;Q-d?mgP9ysGzLHWi0rkE6yzG%Lp^yTg>KK#_RxQ9Kc9!Bl$pK6f#Fd1_-bho# zfqSS~Zb4|3TC z@g;*+vG<;|g6km1ptB}qQrkax^Q)iyS^atD#R<*gGPGoaRFpP`2mJb_UCbFk8lvaO zy`OpFFH|9+6*|j0x|X!{=I-^Ta2QcxI^1q1B_+ia8rBEwLdPfGGS3A(lt@)>UfyE3 z#A4iKmnZUkci+!|!?G|B)Hw1YuTYTH=+ElD@u94snJk|+hPNn>*qb2+pLE1th~17N zO>x6T0pUI?Xoi;jS&cwfvZZg2t+C(urq$mUL!z;u(Us9#$4!MuLi~q=XHvp1IsHQmTJ*^*LIXFMa*muqpHmI^ZNva^}JV$OUy> zA9SZGq2MC%^V+Um(Y>dkP``rdaBr}j7ul>IL?bq0xDG|qrxk5cJC_jxbR_hrp3 z&$^fMIG#bt$*60&OO7lZ@Uz4(EStD*K=BtwI%AtK-34F#mROTQzDiQsuXnr9uC{V| zA{Cwnf4C?st5H*E0U0@SvOboY)hKzubWP-u5B?JvkBC%PVmyNZIB+@yz_xnht;S_j zUhnV9M<#3qt=B|u4&wiH0HWfBFF90Vpnr4G5}HCETsI(sp2jdRFqD+sB=OcSZf4Zm zWp)~K8p8-qlsH>?wlkfPJTN*gv!qKOVi3_!mu9;(;I_5}LJ{jv<4e)zJD4|>rh`Ni z^cPK*65SRnAUNBu_CY)l1k;AUxx!fSW;)AlF&SLQli%6SJgk)l6P6H|?9z!y0X8x1 z1I_>_)%o&b=CBhuz|D)DqLTm|7iMN=WMNG2Q&peP01Lj2m_Pud!f`T&<__@q~_ z@15-ED14|&LPu3KA0?}Un1fw91KK)V7(3u+MTgH|Dr^}xRk2)mLgd5v-r5&v4o#!I zRBSoKAp^B1I>^oUty0P;Ff0PM@_y(Hiq&5NEQKEDITzc>FcHWbndUc>03)H$e1CV# z#?rEC_HE8JzEjK*Q8o^(BGseM=Y8*0T=>;7EWOD@E=Sei^RuwpN&2)mqb_9*`~}YB zaKLMA3k1EI53Uxx*A)tm|cV;?FMIS<=X6SO3Y zVtJzmEY=wcdQcKTvm5LHq)^w;WixoqP|cNwc8>`xCJNOswu#zpOmn(AHB=@V3Z+fb`|8LH;KH_0SWas?@!&Gm?c1l_aHK=*w| zu#QeY{zs~P?t@<1T%x9@M(n>q%wBi*L~w#oQTc$nn_lphwXfdg`DrB@LnWtnjPNS%jUF*x)>x9yEudM=`hAb z4n6%>LgrEYB*@D%BIg!sBp$X8IE)o5HDLQEN?ZhO#?DWi&~W_K^nIhy^Fio$F~`MU zR<2Wu`b0Q!G1o|Q~mw>b_rZHYv(BABgum`S4;~1s} zgNYf_$?IU4TYG^>SD5OiEaM$JZP3KCTEkMq7joISkRr4e0?^F0>LhZltW~O|aF;d_ zIcspWd9cqX;Pf;n_^~sCc`4%s^_9B8bcN0<6DDmj4*Pa6Y6_-5J(piw^ROd6FC_ET zlg|T%BZ=fBGQp!mL=}fMUQ+AcpOkmk<+0B z^7gxK4@JohH)VQq%$J6XXJYX`N^ER!D&y?;9$^Kvo1vj@3TsU^M|h3+PI7q)bwKrNh>AkXDy%2?+_I6SDqS3;{==q>}~X-`Bk~LUbn3-5 z+o+rBSOg!~hc5nF__LPwL2`3c0?NH>Uy+-4jJhJ@B%Bs6Exkl%1lHH+C{oHk2uli{ zCtPIOEmIhN7Z;5#a&73$$&h-Bs(r#yIy^JcGFz1Q5c2{l6!hqlB z=1V>SP)TQ148Oj{hL+u-AX7dSr2=@52?Mh`62IR(XM~z{hqW^dMyLTIG}xP<#t6dP zEX18PNxswGR^U)lLQT55nbEY}V8|HCBh|m+Ee}=&4ll4S)*c>!{XT@!1+Ap(IwK4X zfP$cr7@(1!hyfJ!pgp-$S8i*&H3DF7e3y|4qu$)pc(zYowa)}kvkHvTx_yCq|75Ul zW$h#+MbM_FOl?SEVLb;K3cx$GoUYy{1fbWf=P?UfNcGx>p^yeHsqQpdya6>OdWfu5 zP!U=z+|5~;ZChE*qKS6ULB1`%bk2|*A`6m(M0jyYS&>UIeTPmLO-vaR#RVZLKub`l ze{2qC(AC}DjF|1u9}{e*Uqjm-P)>-vfUGBid2^0bs5ejy-ocl7^khnY%SJ$#Do3li z>vi|QK&A=adiYlfT5>kU(DJ=isO#*lij2A24HlW8^WiY6bi&_fjSufa0XTu@7HXAT zixvFV5+a=)m3-b7WqK!Qzgn51z4wQ%z1;=bPmdBULK(-nDRdCVx8IN;g98tkrUq>t zt$If(opM8R6Xi%`m>?6f70lZ$OSB@^jOm3r!Oy^64Cdm)c}h2r^HSwfePawxrg{`I zw=F|TO(zHAv&4i>E*ymGAOFvEvSy5GpU^9cY59itaWPO2xxM(u`JltuPBWC2s=l(8 zZ4h7V$%D^Kd?0aX{%7$4h%s#*bhzQ9{=Jy9@4-Dv8Oq@%pMdk?c$&13>zND!l~@|v zNAy)Jm%g8IdZ0BBlI)iC_Mgc(V!uzn4*CoRGE*!J76Ov26dx{WO zbVzdoAjAdM&fwzNw1fVYx#+?RlW&o?HwA-1Sulc^njF2FeF(Zo8Qm5rvzfkU{OxC^ zOgw@%1b2LR#H4QOPpy@l(3~S#*Vc>=K5JLF%}cQ=+Iuyt2q} z$OE322?ItFa@8d%hP_$q(x^_Llc=%t)a++{v-LzG3$EUeF+rM^>H0poUV_H(wxXZ=11|Ji2z?JbSC&~g8DY5jksbBK@o(OlwV^t$}3 zQ}rBs4@Fs1?#mbg4ZWgQ2}lb%R83AwPs6ltCg0E@!bL4b%fxW%C?l3gKTNBbk0d4j z0sVj4+gTdPJDTzhkde1)wL|yog=jjPxOK$v#d9Pn765=}q2HFJLBZ8D>ejsXXJsa> zl>qWK4|BbDZi4#r)cZ{har~n&C7UG=U6bRtb?KlhE8h?%!b#m3dXcEfT-S!S)*TFNrGI2+%565M{~{6LnkrHIG-S{Yc)8K*w^j^DOBR5tMvB16N*$sVa* zhf;i`DgDrX=NW32W^{0{{UTXtq##ccENj|urtxfi5;Ak!sVQ;JXoP6u=u+60^-4z7 zVlZ~QE6_CuHEeXqh|+3nWU_(6c(N(3Pwbqn^(#7%r>oAB2K7~5r;rTw2yEQtin3s+ zaG?!(&B_O^6B!9nUWtsEWMQu(nkNMsRdntUXjJqy#2Yl{Tc&Nk6SWKx;lFzth75fP z8v~`k2d3k#6M*WZ!%Ub_OQiGmxbwI_mgdw^*d`Wg*IgfCUTG&_qZxV)oMxlN*y28U!Y&b+iaI%nvRe6bs)~4}T8nUWmy4YAo10)4^jB zh9Pu+sD)By<%ZR6hhVXEHrLOA1M~Y$?5$s*H?8^|D&Y2=B^!+YSpE$%CpK2=3XV(G zp;)r!K&SA;=J`i+N3z)Sn{vFc(j-{CtCQMWcXESwmm(@Fw_B84%fOxCT!Dl0 z*zQD^9MlW9H}ct14c1lSY4bvPQDc7siU#8`^z7A*35(Si@7|r*o=nTmCQ~`OeKM7ZoW^I_}lu`JETBRoE=O^UZw}^K*S<-S3!i} zlzA`#hTBM%Pw0e?_vsrlZ@5ji4@5;%F%tBj_p5$Q(2lNkzMPIcc5$mZefPW>GwZC# zuP;R2{JMTiQVoHhHAa2-xgK9>e~ZQLoHDEp;#!#+5hq^btTe184u`X!{k10$P2}037nN5XQ96txMOc$6Du!w)Nv_5-sfZI^c{fiPe^EC zS<;IaufM`(a6TI05#npSscNRkwu79+>e6CvFfG%0TFU93^67m&YMxmx+S^}Wf0T+! zPydvX(5Yw2G(xZl*9j^_WGm^s-}taI-AAHrnTAwYln`ijYfr#pkxI{6Vpi50g6P)N zAASi4AiQ}qGFd>VI&drW{)^Bl(S{)OR{4&{Gu3|howHB=NRjAhVcitYAXCQIg`k`4 z#%)r)_Zx-=TY714GodR5FRW3UYqwF+l;ii`fJsGLw#2pCcyzA$D2hwA`18dBsPkbI-G;>Z`IQ$4CWaPj-Ap#ru3n_-R?GlOUvPj!z0VwQdTm)*mMkLL)^-Y;+N|8eou;G zQzw-hh-m6ltbBdSQ*74Z87X=-wQ~Dxj}<%QRXZ>2Mz`;2n`US_T=5wR9iKp#>F zoVApD!2Xed7Mo>oze`5GS3vUcGQy`zXuhjPL9QHQEapwAeZ!vz1O1#?y@Q5iB&p#! zxw80z{nWAG5JU5z8)=pK7yd`{V)b1J`uapY=@0kw-@#*c&(Hrpp6Bjs(~twYC-UqH zZTREwcD2NYqYdwL7Hkfxh;TX5w_tJ8KKK1b>| zMfqMgcGkkv>AvU9@D;!3GEJ+Vy5UuaZnV~Q^=c?xUcE!$yc10o2rvmbP zVc4v)Q=18Kfi6yS_N(k_$pKICn!@HXity>XW#m~6(ajoMW#8VhRA%4)MR%I&bA0Vb z>f;&%-lWry)f#3&6KWm`DKQ_}lD4_>daXks2rQ0}R9-&4>OlQJvjF>XfkeML6^z+p z_@0%JHvKSNzJ4+OFvu%d8&vp98C@0cjo(M8l|)B#$4afdY1TM#BEnJbwL8n3l|5cI z_V|bQy9I;oSRPHU=B4Jx*BidVtwm9LAu(-ft8abY)fW(id%M5hoJ?#SX&*r#-#nznizUzoT@&vn;0yGehjoPh0Q%xlkM&XxyBQsT7~-WH^V# zisQt*8u77@@^GG(g$ z$86l<wV`yI48!xGM1r=G^ziqU*hH6t$+XH8AwJc7wq7WNxI;XIzV z&kFlC?@7rU)k}Byh#{3{Cr7!D-_kZYmyh=&L_p&P%loU$gMO+<1((mC6lgLMYy%y= zdbg|SvdsnexO~5Q@4{W(l|EgD1cT-|^~vAjy&a!k5ei{%GhlA07aY&|d}HzC*30raKWs;W z?bNaMj^Rl#lmi?Q4$Jvovg%~S#MqFzfjtUO+ThnOTihA)LvGVzp3U%RtT5CZT^6p1 zk@;#~+ob5eN{qPwNf&LCIsRV_#EN%)YmDMRmLt4UDs=kZ;e~1Vy_L0MyJTI*+5MS~ zmHgXHzFdU`zV=nW>5-k>dqJtJBuwF%$%}cYg5pfUK1U(szG>jC%mPEX=7(IORv!tG z{E2VIqMSFuEvAb3-%2RBig!GDytrzEm)m@-*|dYUC1}SefsGcc%#KEznLF36X;+XV zG5m5SCe3VX=a*bAdy)44GFrTSk23QzE9*19rU|O|)qb%7Ml&Nj{CdGVuI))-E0a|@ zLZC4Is66%?+h4{B5yzezZ{_M98d_HY@Sb%1*$f$RistBbMHEcwg{kRcz*R9_Eel0C6>4~d+e0+>5g7Wec z7X@XtX*ksyM8-aLV@^3MM{4h>hk$SlLpa z0PB&fSI-MQGPoTJ4$i2n%X+xf3QCR64bR^Tp65)hdC*StPB(BmsXiyau9Y}Vu{9i@ z`3GrrA))0j!%gH)T2ueB>@i9i+-aobTh&wuWg~xr#kRLtjuX9KAzKu}+i`Vbb zr*dOsZ9X{g6qScFNi)*Y@EbFXkk_VN!xpvvfPoG4e;43N? zu^Ei#u!%lFh^ogwP`mMeWYLrF71{SoUX6s%mfXDNG*{-x-({URx~1+gH3zMkE0geaO7x2t4LrZ0iW43d<}nj^!uBYpJMC^2RYisJwYqmY z%E}+Z#)7YD1YhZ;aGszEC)TM)NKTb#u%2DD*JqPJJ`)~%kwva+y*DtKOsVVVpIq{PoYL`6kaR*EC=7>9|82?CE~ zA3uH^vA4HpCl5+ZO^u0(fo>BV85tSy9$w+d%gcLgprWFps+ud|$tutAuHkcA`8+{B zg8w~tj4L_i?eXWFhO@nkJP_ihp)4jrO&#m9_6u5iSLd(%fOf{r%=RfV5>irrZtfd1 zV&>wQ4acS?Y_LxzS6`lg$O(P-8;6w|P&c20(h0mTn16IN-yzk1&%GxeZ zdbU$R{^H#yT4HwIf(h$=wL}<tRnz17~7fcRx_27>F{{EhxTW}7Dq^nEg=FP9&-55pIy^Z1F(e@K*UKG-ZS?E*w8{Qkn-_E$k{N?nGYF|@s@7)iQf zr~83q?v952%AuzVzt&`yl$5-A!(Qv_+4rKODL?|Yvw_EqMjc$rYBLwpVA$5oU+hBI{aHb@^1>Y*Uio`iPs*ySG z1%QbZsrWkYG_kMujqYPwrDyFtQjs`6nxA)>YP^f761nUiU_-X&kHq_ zS}m_PR65W|(Zk5uN($@gvil)Cnj(fh_SeS(tZtoGcz4Y$1-wr9%PVSXY9=N>tvobu z--h3SVV^q2U`$X`;lYRg4UHOj0&{pM{pN2lxXvU=-cTn|Xr7@@cqK|`fw_S}33^1v z#+DTp+B!Nqf;B&R^2FZ$eOcL(LXY~4CxD;&QyIh^xdU&BJJfbLxM1`X@y@SZ6s^l4 z`s)QyIOZy2Z9Pzcw>CXl($6d~W=nA#S&cj-s5O%@=I!%l7w}^x zm*FQmR-g~TAQ6+008i7o=`z8imMn4sqT=Ew&s=Eu^vQ6h>otrSMLvH{k^bZ0I&4zA z#1N)iiWIXo@7}w|7s9x@x(WlpY#}VHtgL?4!NI{met3BJmBk-ZQ$l84%!~WIZVOF| z>dQg&Q=auUCm+we9~&%=6Qk(QhgR!(%R3@e%JRJ@mh+i07|HU?WJN=k7`{&`0a+Zm9DPSbtZ@tYROWGph(fts5*frCnqPv8`v2Y73cbmJ9ikx z?Xz-na&U^40B~&Gae_yqqmLc?ST^Qp{FDs) zKhW#7`#Q$nq0kHiU_L!v`vWb5qsR-HBHA3`lof&+XQCx`R$GcozvT=XT&wE-tWAS! z_17K;5kLrFhyZ^B6R#($J~cKf7}VzPO=?c5)}P;q{P9_j!w$G{FLO(@83bL7<p$gOXLT`xX1!1@bf z&jc9OPCBVO2j8AIz5(F@CduUjPcn$x&n%DE!xOLb&S<>;_U(2IpQxA^_g1_4@Va(( zRu%~p4Dc_E>^QS_Yxl z9^UP5;m!NwUi8h$b+@>cUt)t)3gqMV`0jildz+rl!OJ`MQ;ervu+Y*s9q z)yqdb>ODI@7QuZhGVT}?Q$ypYu7XKhg0p<}MJqJYOluU8=Sk`>8Lv?|UwLJ*GzAjn z=H|Y7^(wqVGDNspcN z*Pv23XZZ5+MLZ_VTS%xm{|SGH=8 ze%u|pDaHg zX2e33S6^A8EkVx4q(Xc%dmVn#ix_w8ZY|~K07y@c-A|S4L&Ic45Axbfa_&DvbyT(xnoD5(cTF zNUI>-Enq7sAYp>E0V*XWiUEqWlp>{sq~u(W=bJNYX4d?ewPwwlAM^YWk4NA4e(u=! z-q*hNwcWd?dIJ~N0?XGm&i$%^iML+}-yYFo`g4UM6wofyV5VA+eKkGyt}a*abl!qD zOld{ng1DHNn7FuIWzeBE4et>%LE^~(^9T(8F<$Ipo4*gpER;f;nwl8x&Ye3qZyo{% z_|d_1wJ+`8o)5FIlG)n2 z^)ZRwnaH0$-T&_v86!V`9@pQ22S*2V#KfwaN>=E*(+ealbB^mUTTvEwF zm#gN6W2dX1$-vs0&h_Nv$=-@1jhkd_%7k3uEN`rd-g8y_^mp<(f2F?<1PmC$;9=C& z)derl|LQKC1fw6`EFKaTBC7e->(@B%S$zeg&F98vO4izyTMQ5{iJ0A0W zxaSoAR!99HZIPBX*}a=ZCl&#QJFbuJXN+OR#nWI5qx^4Ve7w7Gt=OjaDb+!i3tmoJ zJR5$nMD;wkKg@IDy^jA*H+KvyOZR2zyVtS*IvWoqxp_pk(N(RTx3;hU@qYK7S2v`& z)aDEM-5q%oI{fOYF0}6(Xyq`Tj_hMz)K>CU#ZjZ#gjtg~a!%XC#2r!x`*ux7UA%bl z>eT~PtCwz!T!3K!zf3c9Er>MyF=G>3Y*bVf0s>92v_5LCQ#u?wwjI zV~Z`t=*{F9KbwA=B{6iwr$@>!G9jftHU7_2_xtQiZjeNamaT0 z{|48`(bH4*T*bw06x`e8?(hxO$_J@EOC2;Ff7aS|bS+5FP*Ow-54#~YxUKIXbmpw1b6oxr`H-N} zWMFX*yplylM8@n6-0%OsXYo%~E?wyIk;e&5^S-^bbaV=Gaw)1lW6YW>W@cs%$B)l~ z#TgwFW7iw-CwKhIak1rBg-kw@#h-ZEWWNm^6MZCjHrChd6t=H}(ApUJ=P731;n00Vkq zW`=i%%eAzg_gi|{Z{MEU70%w*pV~Lo9gx=-WwLMZ&E|t=hU44xW}V-?f1g26(ryP9 z}^;Kitc|#ynG= zYVch&ohTG6divDy*WvORro)Hj&WeYu&J}hK;-=6gjIPL-IJ`RSecLjxEX4V*Q{>Nz zin!gnbz|$+9ox20l0V?!xL}%6w36=I^YyFReFlXBuT{<}f!EXiDH74%+m+O6P7C~S z5_!B_82vEg(r&TZSjcp)F2JpjwXZBkff6W5Ej2aSPo8*xYe*6n76u+-XJ=<0@@J^{ z*z14~a1&yJSXR>gBaJMe8M00Y1h;c5W4 zA8xmt{Hu?eqTAUIJQ)1#R6fs>md3&xn0&RnX8z<#T5P%URE)Ud)yw51`ge|NO1&Sn zO-pS>&8vn62TOp@!2-kP#l^)D)e(S_fF7nQxwBcFMJ2;;pgl9cf4_K~t8k4p{sFj~i_6$xeFAvqlT!{GHq_M%i;zEirV`Avww9vAc*cbETTkOH&t3bJe>69f)`)>(`* z6<8gBi4gd+Nr{OQ!38(BUrtZ5e3W@7GF?snoK$%^3;WsRO>eiE(P}pe{Cs0DzwBqf z>4o9xS*LP0>c`2`zxSjCr6upxOFw(&%;9psX&hk5ZQGzqR0^zkbbLGmWr3-lmDAJH z@`{RS;4nfUH~`q->*eyHEgA7Q&&oYuyM91^2m4Lgfz7mH%7IUw4aN$}d2d-;VILbi z_>^vR6c_mP4Q)L=g&v;>1mybxkrIB6dpEE+YkPZHMN~3xks}^2C@SEZV?JxQd2{)) z%to2Iu`i1YRhQEezaLjo9sKGm?F zuC7+wm*D5@rA!6XAPC4C$$8dYS-HhpG#*| z&QeQSIW%olRE9g@SsCxtwA4RweZj((QC)pxEIW7a&;4;r7Dz}38`&tY66b3xV*f9 zQe+AV?f>)$pd>)uXKOwWm&r82c#!#~5OyeK&U2-kt3f$1ZCAW(rIw${;Uig@Vb9MN zdvA?l7;SJJ+k@GkBQfwiyoj{CSY@xEB1$eqcI^rpZ_5V?u9FZG(*W0j@XL=iFuY$* zdEOk&B-mhW@7S%h`yNT|I1SEH1eIJx;byK}bN={7v#5#s-V=%xW??l46Vs7Em;Xv7 zV|!SQ^{ctIwzjdcF>+7)_g`@frQ5I}7JEN5G?bb7qQUb9!Rc@9i%V=WWK&VY4;EWD zXejSHJ;I`~&R1OQ>>7E64N1Vss*Bo@de75t55DCb8PhS`@a4q}5^sHdp}6BvKw@QX&RSZ26e#J$ZV1 z=zPaLmO1;??auuL?0R~uwn*Lq$9d-Ql}A7zWNpQtp!)jZ7I^gvxKl43o%-*K(fQJq zD{L9T*gD0hMUNh1WsgkZ;^KB(3);25YvQTYJ&jrWx&+z5dTPa=^}Pq{CaNzS<)9C= z+@kf0e`0NFA$pP~apbnEhzRg%V51+>)k*>G3GWzqlwiNvba&p4T&l20vp-h#cfZ_K zEP8Ur;9g}6b@rXF#`M|@TcoC64JMUK%M(}(AfCh4e2BJ zKnX=$9mc6j(qdxA;hL!{+9R2=>%_ZiOszNV`m&&shu#VC%GHg1A@sh!?^0uLZa-ZZ zz3ofp59ZL&#nP-_DiG9w*El! z^VEc*0w6wG`P7N_#-SWAOy#e&2 zqa9_eRqGdYW4%UL@ZX|_N86;{-J%Lyewm?5{>BT8gaMF+G#9c%UQYoS1=3Z3%bob{6tQE9>>eV@*qQ zG4=J%uDV7|^8K5HzSbT8JvSci?+>E)B^uBC__*B`f2ncN82jD3ci~52>`0%{B_Yzs zt+~ePwJ>?*ucUwg@JFsn9Q%Eofon=@m|Z7UPfT1yo-@a??72w= zIfqUEAQ>~WUs>%}frXS3?N;XNSwE{5Ck@=*=?aki8~44s2LC>E+`FE_kcBh4ad*!_ z4QeH&gJmoqH3AnlTO%!4TT^rN*fC(?+nyj%?iUcS^ykm}bhY-ny1NO5Im0=RBJYbU zDw-XUJhxSE)p{KcmA0;6U1s?1AQ39Yk|1G4#V0Ebfu{~t_K%Ksrq|Ef?BB}7SN+UA z?m|P7?JlzF4+ZL{r>4Viv{9s&FuI@g`oY444X=0?Q4*DO$(^NU!K9X&A{yl~#yTz9 zCHrPwN|H+KS@XE_2Htf054X@&^R&?yPyKP7k@6kJq{z#IJ6KU#EWffkJ^LB>M`Ya{ zDk`d$mKLB_$YjFj!fJg-jqJC{NkI+{MPU6hWhDYRm0*yVSsU7>|24Az-fI(#JW+pG zYnJHYH0j)_s0iLoJaLa6xhl6d9~l}x_EF$xXJizmg>|X&wk_3P`L9aUwr{#)puJ~Q z`(syFjQ3r^I_&{*sZ`lJjPAnTEFQXYdg0rlE9I)&&C196J6h^EZPH#dI<4vi>tW*y zdC3Wh4F$H&&d#A>>HHB9EL?H&$EKW{KHo@AM&Y@kfdOzwXa(3h!}(wYBZH2P=bT{E z(^(H3^8nJn9z`i7W62ypDtEUvZK7rt;A3NB&ryo$32&p8FIoTPles;=6B)+lCsP6WWfo~FWH}rpF}6gWFSlh?RCdiDb#Zn5 zHaG}(lklz&91vAx;*!(a&9_TkeQ5HjjZtB1Gs(y2VNO=19pM%gu5l|)iE@BoYOw9P zxP(M(ObiN;EuU3l_E%A@rlX?+Xthqdu=GlD>`S$tuW(6RTra1@sRtH$3Z6N0=}N>k z4$`IF@Gu&ZYRgW;*T0?W^!DJZw{%vI<%|~RMP%OU#4;TJF1juUhs5zvXz++yZ6_I1 zjkSczsP^P(dpYxDXWb)8CDBv|d>yU%yEJ!~dOW5p>)%*p_$BZ_<>0H`PkK_0+|4HU z^rWN`79v5q!#V}=7Y2vh_j7CO6VJX%q)BmJKyoOwLmlzh7iwy1GBPrFGQb{kb8~I2 zsX@(s#mX2=Fp%R5=?xSc+w5tWnPsKj*WE6S%X&YTwD#&JG4W~brMtlQeCHG1u*|`S1EC=WnI@*^U%IIHb})C?Y!5P0x^=7T2q&j}fFkH#b@5zk8@Fv6 zYz;m(-H7`lEsZZr-_p_t$>^H>Oa=x9M>*#^6qR&L7;|$=S0+TVC+b0Q)NB2=``#x| ziG=Mh{StI^b(PGkl0!D)bkq2V3p3KThzewF#*5sf3j%=oyNtzNmPRvlSId zH`P*7`-ZnWYd7)s_D{lxXZVD~bN)z_9UC>?PlEqY6Fg_iwHpx#~7t zngZ&_n)VP!$nZ6a7?EJm)7J+)EUm7t{ulHgFwnSYQ0ylwdpTkJAOhX zD`G8b7`ss8tEz;O1^@)H=is2aC76x3hyw)Bs?- zsi~J2bfC?wDnAa($3EZrPU2X}lsj)1ow*+<;@@Vu(^x&~w*ZM?I-{y##y_T1^!%3+ z3&r)*Rr^d@Z=O&*DQuK7d6wbzg>QZo9wECu4&?muIase&(j{5>M!brr<{_VxQyFt@ ziahLR@}?(G^&hR-@%?=?aN7W_!z=0=7)5?39`(5#y@|4 zWkpWS4eI~w2ahmmo~aUO6=VsyR~ z&7?!R99zE4!bxO1`^{4I9=;zsgAR*&OY#fr`d~K;&?**ap6a_ zCj4p)(iSsa?W!7UOHq0$$*rUvmv%d7a?u-<8lI_*QLno%Jy-&02$EcODB**41A=(i z$cdikGk^8h_zsmEj|Y?Hk_yPP1`{pMYDdKJuKzGN11KGHr=S)zGcyytQBv{|;@?Y` zE+Of)N8mVxKU=t7gf?i~EI;0z^4z*b%Ya&ez%lZq5CzPhO4A5F+sU+fb4T~FDTj{E zS09+>=Zi{T2Y;lsj_i_S;Eg$=H2g9`@=s&cFRQ3*`Z6!FO;;{?ckf|v-0~e0A)I(u zF7`S1I~AJjsvLv4Q)xFC)86P$aHpNpf0P$#lX`r2<=|B9dk=1|5C#wK=6nwlNmMjZ zASu~1ivGomY}?vn_Z~e`gESP#4fZe3Nh7_47*$H@C#Wuutnv>(b-5lM{t6-L%IfNa zeHjJ4+wX^?!eI-s&U&ArrGj;ScM-6DM6(KtDEs^SVY(7|cI@r>J#v|WFD{%yKJeUf zsfme-58ck4jqlvn51WM%&eYf6Tik!m_h`onxVg(akP;_-hp6~R%3i%^EPa=EO4~^O z{LE$hxEc`-TKfcZo2YCfxbVpr21o4oIguz1q#UmKL@B; zW4YtAnI{>JiE`bnX{9kRkW+}fDa_!cY~rlZd@=Tg&gN|iW@0O^ImyKbtSY=OPamw}nN?}g7Jx0MJG zb&5jkAi#f9c2?HK#p`UX`*;9=<6$P9*-Oc>GsEVV(P@0&zxRYt`}iC@Qrp9K;zUtN zM9x+zDF;Wg?T?rFC>_b!*;5i5M!LJYo6oUsYBIBmxWabrTGmf;nQK{j9QQaMKGf3Z z%*{2sp3w8*LmuVk;1S+xEx{$7S)rgu8`Nz_=#=?KMs%#HvfbS~x}Rp=Bj>CM&7rfn zcBhF~WKMN%>D0#OHFtuat%#MDPCA)3Vz>^@e;|D&t)V$SnP zedA@$f7m=Awr%9()HgKrwb_NnUAi8uDVtUN&!p}FANd@KW zrWb7zF99q4U&`Y;DR%oWr5tgnCLKI-tY0hfaWt;~pUo78YYTp$l0qUC zMakxtAnfp~ffRCXqUYw{%z3d}X9*bvHBEdZh?qK|{IoiHtL&jetgJrQ0fvWG{5b(O z=<6V1Ik`*YYM&xoK1DpDe!_PB$WA`xmFgkD1J;d8ZdXl-B**`0ioFgiSudDe+ zWZG0mswQoZO}Uw0>uPdK;t$nUA2&Dx9QzUQyBf^+*m!D1a(v=xC6%3jl<&+b^M|gW z^$rm8rw=R6KVo!t*3x}iB>8>yvS;+bW-iO>JPrd+xk{SP3i$n9KJlTVGSV+`%aoh1 zK9vL)ynn)b)#Kg!kVYCU8Ha4}uW0_xC8ZTqZud3SI ze965dhrww(M*Z{lrk1#d3(s{KU0lqMMDh%n@{g&897*V+R;2N4kB;5-?qmMR0~In4 zdWBjZxqZ&RHfE(;NcZB)h@WAZrx&*Y=cTI$!m@gJSx-AqJLDgU8Q*u&GQuPiJA#|7kOR_xA04VU3A% zUcNiC_(Vp@nZS|E99o~b`Q^QPe=S_U2A@P<-}#jGA#N8Ju%<07EG(^*4jiDc$T~(B zPq}TInI#p8pWjH(GX(}($n!R)tk&7~Rmur06|H$E+sFUcfhY(H(QG|^92@FXjr zGvE5O<+ewXFZwV=>v+~#sw+yT zmJc*F>Fxt4Ag34=PG)TE;1tCgBc~8iJpI09OX~q}T>N2?{QSW8A4F+c~x7Q_g?p(e4nQy~}s2J1R$YcE; z8noK&eUh45PA)96_Un@34y1^o4m@CG8$1&dtUfk|`l156`nmD45PnO`i_g25j%|*L z(jjZ6@*WzRRH*vao2$kU=j>kpg?F@eZrs_~Z}D?)^o@;Ao@C~9u36&TA8u|r#mwRD z(>+O}?EWh-<5B=^VBj)j&7hiGmYppES6f{C1llct*M$eNF!8v4s;WYPsDq?&?V7-N zZ}GpiEwj~Nemp~W2E-xQVYhDaWVO6{CH#+D3g{{>PRsdWnLeBPw#}PUQmX5|lL>t4 zh+A5kZ_X+xSY3PS>g=Xx%YQ4?+&1aP#@4p%V%GM8tY;ggrGN2zeM?_=?<0TsX#D%1 z7q{hDbh)kxUw$H+{O}%?zyHHr9SCMQ$H*Dza=p&VW8hDpKh53M^~-R_j_0i+WJs$7 zKHItQGa>H)H(L{uJ&=4vo4X(1z7fy@7ngHTXy9vjUB-mhH37M3UBs3OCpx=@FV(Y@`Eb?fHdj1n5c~e!tSVTU+uqTXA5SB4snBL&d*-~ zG7pMYNo?`Q(K%125-!N- z(nsR)1T*BK|4}#)f9ZvCnt}BVi|?d8ze%csE{{)qjXUY8AOfX7s#_<5Q;l?)aPG9&9CszozFpO zLCo+2vX5J~ZR@HG4g_G04+jkq&kdS~pqsO`^_}tc#f`hER0mw{@axyVK-2~Yx)5?QbzoLC zG*!Y-KnDvI&uYr41 z6cu?vbq86Xt0>R9vUey9#LgE<73B;;XGZva;59=5wfz20{NcD6`kI4godtTna4*);%sGE z=T75Eh85sB!j>na8vca+8{|5oUm0eX?X=iFg zzdz^Ry`evYga3&Z?Ce4ynWxh~@#9B>Ba>b$Ck(5(pl~W5D=+U6TU%+xvC&bJTZ(T! zev}mw3KQ%HgQ+UJpnz%T&fWK@@LKx%H5rWn+W!%@o`py!DwERW93xm%|1!BSSbk!# zzE@2y?B2WA#l?kL5op4mxqKyhY!2?WCIp00Dt$!wQC%XXX>C79%X>39N@fy%qz^p-#4E##;O8( z!UJi$H*epbPe|x~e)iNr4S2CPt}+Og?55356d&-s)`d z@tK1ep~)g75OK}b7u<@gdyUnqvo8SWCMHfa_U6{W9P)kN~T!1L*iN%=y{_C+b7iFDC8tdxxHmcfyEP)z< z8ioXLBr#`rz?0dwWlPzM7j$YiiM-0DmX>qVIEU&4p<~PniE}I%7!-*K36FAf*?8t= zXVEF`$K<3YmiC{|*H27Jf^ES=hEfnQAPs-Ph7%`GHa&Z1fi$&x0IFy3EI@A=R9xaE zUu+~k{_y@BMF|N*E{B_GX}I~M)D(|5vLI^* z&f>~2F}a>(L&_{H)I{0@+)t#uySuv16W<3L5FES;tS2*5h-6)0v&YnQZGC=1U8!lj zl49|jq*Bb8V)+i1M8+o$wbjCxD7{3lY-6Oq-1fxv0hDy~j7mMavLABayXTs#B+6>} z$o-4VZtlZZ@-LqmwYaQ!>q=e^8x6}h@&>J=XQ!!BU8@^x5-T)sf6sTVR+{R#D4+3B zuO*@AVf!T^KWKB&?(9t3?J{vfcEa5wiXhn|zy_4cyUiL^iM$BRK| zY~2P%(%;I$=PqAzg=hfR)SN&>`u5G6_?IsIW02~3bim$TP@H~%JzrI0_3LJvRjwHN z5D8KknXpZZoEal3UmyXG7qofdeQLNF(K{om7=dz)@u^Co2^*Y?(w;L$J(d*e=uD$t z<~M!R($bPkChth;M0Getd~!)i2|P}IkAy``sHf{@5`z@Qv2i_5Zzg_J7lJufQ|E{q z%T_0L%6>=XV!iA}4vsq89bV|&)UQxOt6}qO3Ir-&jra1(%D%nj{*GmG0G5EcaE()v zs5887eh2XXB8my#cOfcZ3kpIYHy2@=RSQF?cIwmJvPaY*=#LvT2nUfVSvn8JylAt6 zT)I&?P85z1o@WlPBH&8Y9~2{baeAb2GFpGy=?#3Y203!@=Ss0jl6aNRG4VseU6arz zMR#TRS;#(vvwM0`u@1dXm7gN~oEvYC9cM!}wX?TZpm(3C>Fph^R)-FCVg{SuzJ;az zmd{QSl9qP=iyeMkC;A(=wGr}ddGLsciyLnN^Zn>iAj-ySZeZz%&J*~MQ>R9WulpQAj)F~B?YO`ZSSO+o3 z03PFe2B3$`wf%%~&`>SoKD@?j^ku<$;`2y22+i;0&wT7n8*v%ub5e$-)|fob&I-iw z|HsV6L(*_AzMcsa1@oMnm-n;$o??#+>klR((FDKs^X9AtN=C0^1O<7}oE3Krf5w{l zC1QToq zeDkxzTFUs;T7+C6ifREk!o`mP)I?q&ygj{05ZJpttJIA*PC%a>l~S({N|RVLC3ymd zw`cq@PR`#LxG?b*E;Ee8;#2thgoSG_VC21f@16;oD9ljo0JV>pZ$8Yo*{@%}fQT@E zj`BKXkCRJq6Hnj*Ai9ln$@HM31CtGjRA!14Cqyf2CgN92}*)A{_3J?|(P<%AHy^Y8L2dhsFvQHWz6@lWA1$-F0e1lZW{ zd2Euxh9l~?ww=G{KEoj;4RrCwStTWBFc(;j(NB3sd2)ytV72S_%aOcv*%W7!u$`v7 z-$3nNr5si;qmiFYa=)acq&;-8inRS+9N)4soW1xq79FF*G<HBRm1Y&!4yOyeG*|?XnBN=0swc+V~Od+rIcGx-~k-8M;x&bc8M|j{e2mB`}Zrj zcPXA!#!-8mEi4W%w~~R8>!C8uBVcx-|Fh?*IyPj>?IhReIYMrUILFM64mtd z5~~^)nZLz|I){ya>gh@In>vGd`9ALRv#Id3at=Iz3oCYG8^}QJsQ5blg@L3Mic4J< zNqgLEJv*@(5eu#LwIjt!^lS{A_x2CO*>`jtxJMRcXe;MH%hSIN<6`*~O&`L`-b`LAPi` zXuhWqupt_rooZ}=IfT-L@$FqZcYIMHCsB(@@=!;^yTeBz{2wWw$;Jetcz%6t6$oQ8 zqYy%-mu{6bzQ+#+8hu}(ichVF4Zui|gNNS=jFL%EgD-?}(_QE~_;ix7QflM&8MKJT zccBRA-rc)(`!z|`mh6fQE-3Bb0XJy)j-U=|8-Jx~h{+Jx)6b4#*ixTU87LFq8L->t zBuWWBOE@;OD$4n#X@(MI@6Vnov2O8R>%wH79y+A7bEiK{B1$lRu6VyeVa{Ez0BTYg zuO1vVQ_~O7KyDifL7bO7D}0*93AL@uC`i5+Y-iVdk4z71fB|X-vw0khp!N{Mtx0b! zA~qQLp&hpNYq>Ja6@o}qSYeCr5|vm{h4n?SJPhRkGBOf_l9gif8z>XQIs{@n`c|T& zJJc4uPAz#&^}oV}fCmsqp^+xCMxC9Vusiq_xCVZW_hk1)R^Vr2+08$xoD@x1PF@}! z6lJJ+y6?6Tgx{OGfVl_D9r`07c*A%;;prX9%IyUkNTdEGsu%>D!8~LlHbov2n;!-QYVM7= zm9W5uiCnC{w#r4|<6%9djM-&YyTJS#Jw%(170We>xU@(VOFd#EkwRXdr!KHObLKZu z0cD&5T4~$RJ@CFjE?v=+81VdUI|14zAsmlqS@0S*-q=EPRj)6&Mk{_7-<1_F9_e(l zu(n<&n)A%OSN8qY<yxM^^6mSH`5+89Tn1Q<3j*pq0{Yx` zViSDo0g5&)J&?x;_Jk)Ae~%^JohR9&k4xeBZg0VBt`g3R>HvNYLmR?KwxacYPPjG; z-`_ImTF;8PHnjfvgSH{TaH-)VuUdVtULb^23B~{GcKrAZKPep%jgg>qY~_r59q^%W(NyHn|h(1`8F@lFhYpB9{#j-)f*Y9AcD~ zV3hzN=f!mB#7G?~xjPdcfsbMQR*XoL8JfYU`y1fN!n-LdD{s(l?(JR6KzAfU&Akwv zgE5zN*2~ojFfN0GgJ=~I9j-IX&W`RN$%spR!$~CkBMJ&T90jZ(f})q6Z7`q*=`J^l z)~FE`oI%|^#1n+VCmBy*bp*h({8P92dgcH-7GmXhauwfw1~|%1L?uD?P8vqU?1R5AP7~p(c3e2xhz){&zP!=)%H<)YZ3ajeki)^6>Di^*$A3w(jXfg~Kz zq-R%L<%0uyI7y_QS%vM9P&R!@(|`Y)T;sl#A^SBa7(y^-1Xo)GrR^(M(2`j+KzRbf{%29$xb=)H*B?jcDMk>_Ve3qL~I*;Y3$3Ksz`a zME^IWkZ^esHPx^=!28hg=YXBvZNFu-p89s=UOhgrXO@z&>T%GY--t{-(c2J?iZ%<% z<_Jeqz0wulg68VzzN$a(J?DdQT1axuovPDnK#cpA+Dd`4-H@>*Zf=2Yh;jI%Rs<2` zero(ZnnNwkU$A#G&?1ae(h7!d68->^C^%E6(B3_8-VKfb&K$rEbbbH$K1Kcxydl{3 z3G7so1Bq49242x86zl~)F2J9Vb{8QKA(7$|Gl~ED-~VCk(nHm3eLG|c?bB9`~+&82HkW{HvUCreO^2>_d1^=)DFA9X7I<1LRYVrjJR(tD_});`9TF&6}e`4PW|;q3L^_Ekz4a zH;1Inx1~{NP+bI2ze+T?4_$d3%4f|eSG`Ig6X?{2&xpZiC}0=^a)&B|{wP;YCzZK0 zB0d1RGydRp&H0#DIRIK3GBn_q3eljx^b8P<`h(OA$Jb{x*V(zmo26?h1CC=rHI7%( z(`|ut`bsOa#%dFjco|Br|F?dyRD2Bjv0a;mD4vNF=kNz zdmP^MNkS}V0nJF&{eK_t@zG8b5!^)06M0ediGD@VWcUW!nHsV>{!j zhN#IcHThJzGTU`I`PA9;R)O^7y@1+K{*};I~(ys|cb*P0)3Tc7nLF z;Lyxg*1`hJo7`&-#TYO9(iCqGuKp5$7!c`3KXvsK6Rz2U(3BLDCDZ)?{(E+K9dmYb zgTkE~QUxX^tLTwQGzyqn1C45ZcHjCeu0W=U{;XJmrNZ^4!rq0QXa)i5wihf^X>Y*z z^{y3Sp5Uw$KK2_Cy?imDlFOMz_VWgtd^log ztXC+hRISYw3Zg9)eE+)1vG!-;J#ICb9KVQJ+ZwC=Ns^zRA4#OWeyeDJnQZM zL?|1jHqx&|BM!THFrnCG&TW&CxlpiwMDxFmefAS3R1?dF1Fwk+J_J@3w+r5hGgz@Q zU9EQe^qP`!b}x`@1gTtT* z^AC1PIQ6tbu$FAa(%2(I)k9C5TXy*V51+&KO-@sDy@ZjFP&<1zQs`lRJ|nZ!s5zI2 z_~y+f=rsbb4-qf!w)ep2w`~hR-DMxTH84qBS18igkXbsKsaZ=%&Ki(ra<7X5=INt;HU`7?To)TVcJh2zAWro|qSE7}DakH2R*Ayr0RGvW^ z&I?LEVEw~!^MonKmw}(81fC%?sUKqB)>O0pFFw@Wol!Q1Suo_DQhaj2 zW9mXwl4C0l%rS>9)=q{jyv)hTSUL4`WaJbauF&TBZ#ZLXK9cI-q|X_ETvH-JMhl0J z93lE7Qfi|hcm*!k(-|XNSQmHwZp6kCM8^donvnU&8H9f<|J$)YF33i&SGexOEZOQu zH{2nqvpd!+5D*h%LkURW=qf@pU?o)Amw-3+?u3Nab=5uPits%JLI<%XL?NXI57DZS z=#Df$@ih=(Ha@)v?c&tuX;-CwpJw%sWl{UQVOH}o47uB<_FX;^b_7!5*YZBm=WkG+ z${1de45yTU%K+#sEvZE{5_=;wQ`>%fuojlAdTx8Fjf6IZHVY+mF^pdiMKy6p2rUwQ zo$M5qlCarrQBo(gBTXy{3sTZEXM&v6(nIIBarE&;ZqsRbz~s`W8;p_y2x99%qN! z-9&#iu2Cp?NW|EjB+6g?h~_N4-izo7@e&DGY)}a0CA&k$rx@P#lxndXE%mkk`Loy+ znq0$a*gNJyc2mu;cDyBpGXJZqxflwK60Nf3n89FKFg{<(jkC`)vMA?LEQ_$8mX36T__4e1jP6 z#eUw$w93!Nxy4UhtrU0e-?q|JwPK{wi#)|VI`ve}elkLu-~|w>np8l71WEMw4Mh90 zmtB1R*jGO)ti0uyQ&cpCrhljA8Ja*Mfc~jp#VT{G}bk zMubOz8_nQJ?eEPZ4i5(jHv`&MnCa%Uez7iab4 zTehrfRL4z?%=MclnSq$3tF5P>-;sq&LMjO7WW*1x;}HJ;|3Cg;oC2+P$WCDk5YXtg zYfn%EW5ipIcC!PI&^b7?ZSo5l$yy@k&K=PS9#UAUEiMXVXyC|z(s9__{4&r;zZ_t3 zWo1P4Km`84R}6q09ZM%^UCeVPkp`_{sP71_ZlQ^QjaWrH%aN5&MCVY%VY_G|AS!Ca zO>*deoJ~gJVvzxV3ppxW7Z57(M4ko*MVqCZ==HYtJ2_HlF}3PXDiI(gzBC|Zo{XR- zIb=S}&D|y~O=PLSq(S))APeMydpbH6J3oe?oH~dAc{kCJW~GJ@CZ2x@P*8{_A}uWq zKEc}L`WkA}5A5Ch7Rb&lAo%-t?;>?`zoWUlPy-kvGNG%1c0xEcr#DfNW^X(&C6Oqa0L>sZRx^&g z^HvH{&p~2tsBfU1)10LJpS^yBj|TAuyt!=e6;fC)l8hvZMr1uszDqd`Fch$L8}R6- zPdPVj3Y~hjK{tjW{-q)*)7lM@F!gyzA;7NS?;RTul|VLcBc-;J)4f_DvVQ8L`V=HN zvplJ)Y;l8m%oY0ml+qCAglhJyhf*BELzZs6l-ovT**mya{wT zIT-*fE@)hpNOa=ckfU?&EZGdua6*ABOrQg~pSnUgk-X^13Lgzr8Ul=wbE1jBdQuVb zafA@^KnKw;ByR^fse%|4OI7I7gV3dJc;Z4dMCT=f22cUqK!`aJjN0-L-JgtZNa5{JNdjDduZc<09b?SSf9y_L3(g)% k&!GAL|M)*S1wYowlG6JnZsl&;PfY9{eN(*x9fyej0*uKs?f?J) diff --git a/docs/reference/plot.kde1d-2.png b/docs/reference/plot.kde1d-2.png index 5070e470347d04c0961126af12013f1b3c6a1811..580494058caf1e00e93f03832bcc3d567f267b1f 100644 GIT binary patch literal 41327 zcmeFa2UJyAn=N`Qf2B$V3KdX9C@~;e1SJWmBmpG{34)+VQpq_SN=qbT08zW9BA)=PQZ`fEH7x;kVpsb6aTvJKU)KR0kNPM;Dp!A_%cW=9%c>ecS6?9u3-r3W%mExX{;N~@aM2Qf4kSj68-h}?fysVd@b*6{l)Xr_}|1LHCMV9 zv{N(Q+~irhF_xox^ytwoxSa=o`Pow7Cy9#DXFGoU!TaAo{(A`iI|}}Pun?LX4@R-G zv9muHC$A4Tr{vyjYe-a%4LB%r+WZS=S2U7A)NW<|(b;N_3`xng+{2iXLZUd-MH~e6_ac>09l#gP)_- zQ#3YK2gK=l^a>rPdc79=dB{$S-|ka0oe@lvMeh1zZPcXIG(?199Y-yUw(+sxDI6w> z7WAC@gZJ+jQTWWs#`f%_QFTs>UV%ZWr*@86(bA95PoV;eGM2c}M9xAxL+Xk^W_@Sg z8y}yZySqI&XBW*wx%gV~jaA&NRGAF38^8T%>#XG8NF)zAiTX^6cvi_D-@ofR55*TS ze$KV%!DvaB&D4qOM}Hv3YZ~MAF5hm1B}U>tmA?I#YwW>hE$LSzzxVg6o17%B>AIKF z#d0wEzI0i=40BN^FPHW!FR%CS-}`vu8l>PSF$UD_uT1yQ95{Wm_0!WF^OlN@W=j0U z^2CgDji}&AYPO!+T(fbc+dRfSNzaX5JUvi+-SJDR*2{z|)U>9bo}ao_8PHYi=8}IG zr!kHWe@Sy`yd=<^q{`ZLj$P@ujf7bWl?=Ti_qAopgTk|c^{KOlg2;t?Du}#3<_*VkA6gEL)XPQAc5OBk zC|dDki$JfEjkO7*yFKnJV^jx)gWL)?)>ruW_&83EG1*OYuX!H0eZc`m*yCczO=o2_wO7t_!@(SyPv)uO>El_&p0F*I$Z#>7GMm-knA0DKaJem2 zxecdR%hYG?JZ08o()i*MV!c*uWi%^PC--(&zMXknC4y~XqKEv}V~eQEe5zLV4Pir+ z`Lpq{CapU68Lg`h-Dgypf9W*yW6!aR7p^f8lmFMrhJ*M?60~fs&oocb%&7hJY3=)C z#Q@Ry*3r>Xv*zTn8NERaQL-d@7 z)HScD&)3T1n5!Yg;+g6#*VJ<|G7bHVm7jj4;IwJO_4*j8jG}pM$urYchiRrJOQ{ot zj^YG0Lwo*F+ZwLiy|lDaWwe^QFLAq=cCpE~TW5ZJ3gt6a(9qD>JPQ}K&A&zrMt{6X zYjjl9)gK?9(bUJwhumj!KF-INJ(_|sEL!aKMSKT%O}I_CFuN}rw5x2M@&c!f>Uu^? z+;^Y)T)9U<(4fqVhUO*CaG5B|jVZ;-KT8{J(rSQdh^HUx$nEL(7|AFpzSZ%X#;Q(q zAyvPmxc3opR5Ol>M#_n&*Po}V!TkC$i3+pq*tv58LGB|@z#aAbF$VXq1qi*EHC&qR z*FXKjVWPXMz#-6!g30mfyF1%xgLdJlWGbmrDvUXIQ62)=$Jf_E=vc6v{{eyV2NG1o zTIu!S2;1=+j*L_l?b^cbD?u$f+oYVkz@$i=K6L*5cLa8X9FKrA+4Yc$l~2asQN69s7ed zYX$rK8cJG`S_;ft(kq$Cs|b&^xeW4JV=2ydpKmip4x6E=FLav0*sK$)97}gtgMqpNTI) zO0%8(`tC8SqWf4*%k<`lU637Ts-5=nypn>NGEf`7aHG{@%T}x&r7gs5MNMZH5bN`T zUkpYXKV(?vn_u7RKnhlJ?!pkxdgAvUvq(uPSVc*i8G7+8NJT@GC|;zY{(55O{~0nd zg|}*ki#S9GSm@=e;tyxzqfA;gDH-?&JKxykt6Gw@QO@SaIvTTPy;&okJ~SxUgEh|N zvpq46nAU|JvN)GKJssVbG#vphd0as~TwnXV(JRx&7q+*Iy}a(+xns+PlAvaX1^Esu zZ|9C3r!Be*jcT5t!WrGTal^={IYVE(>y6;saQk-Cd-v`QX&0d=jI?Ad%p!v;QDG#i zYHD1DlM*6a#^3bUgbWM}kgd)>K6c64+8VjhZv4%_>zi#^y?deW z{jg;syLp8Nq60a244>>!(w?~LXb?&7UDO~7w z83=dKGp+d?Bjvlkwz4qPm>?g*-JCMfE2E~XTZpxdIJ@|qpG`nOKwP{;zr=kfJ@>`F zj3}YWLco=w06gbp@KRAf6}8yn*Y+Iq!!hKI^*3+c#L5JUjlF8LZ#yX|DJ?CXpb$Qu z*B5}?Mg?5LqLHpEbh|Te$0Z_d1P3Cyu&KU~luXe`BX9;vM^Tu1k@K8#tTYOhD9f=+ z&tEam5V=YnL2`(Phlgc(ZbUQt#-|K^-e9>aj^FOlytMAGUVHSeL1gIS-W z&fWEDEp)PZ{|uLkN(S=yj2Q8HDo%D6`thXJ43OX-{)Fu1^;F0PiI}gXq3o#q6F=ZQ z7CA*Toa}M;8E(`(qv-VE!?AI3aTYzrfG<~a%$k`Jz7GrpGKnq+sVcB>a(=9;%KP!$ zoc#}0oTYZ7z}>CyTp}VX7nS%{ZkL9d8ow)+eCd5=hfXU1LK7@}%pqBjAci$p1>>&wHU@p`B#LxsCq>OCI zv+8?zSSDZ}FAEQkMO&5;FvW3vI5|6C-_k+)7y(Qwqmg-qRnN+rfHaY$#@^+Gnc2j^ z+U&vA`07wM0*am8AEMlXtf~$@3_q9`>4rY2Bj=K6MPGyr+g#V`O}Mq z&6+N#W_i7_>3gEn+pH;W11OaK=9v5XjNoV{e>sZk{7$K@YHs)LS$#Ol>*g#e=}Tu- zvA;e}cJJP@8Xg%vz16Q2yiV2^BN*>9>(#%Llk24~@hTYidGshzU%d7VU-5iSYyPSA z`P|Eye~iCjJ$A`wsIf1!Cw1^D>XLh`i3j`bmHE7{cO1vx;9(Z$GWs@FHdun&m&W+& z%IsRoJKtE%xA8jMmJ&}par1Jgld)O`Q^}%Kr{lGzr0kiLc=^6|^S%tSKVO}nK)2Tu zE)M>EBvNLNTEP9>KdlQk*73b2oq~EUT-^DCd_Xg^;|DDYY1-PrB&K}z)l4#-W_kle zVw~p|8zT(|Ki9q5MKk4ZQRd4d9VzzGKw=l;<>+?^mo?dXl6u<{E~|wu8k#^+y0*3g zrp7qgi(&ir@1Gjcugtfj4H^5Q6B~Dg7`m0wE7XZveCvyqg40!wbInhAV|(u)9#$U5 zY)Q@%-w--|+YiVsLexPZ)oo?4krf5QDnMeJ<3g9?RJq{y2YE|Bx+qgLd2Sc-vKYSq z%jW|i<){VHe6=1~l%+Q{d;Uz8?Z-l=6#>O(OEa-~f(oLihMPM|s~WCm6lrXU#vSj7 zGVw?r?Q%HGqW!9MrYggYi-mo>-dpYfvO#OzUP`54qZ`tad+ElVt`9vG9p|}F-A%DF zSsLEAh2)W}h^N&W`9ecuQTTG;VLY`Kqs_jLmM;W#I?>+1G{APPM)*U{EA1GP7 zwc5w5oPEQOnR%>3({roY-ZDI*-M=9+np$X?bd*vD*2nfu*EIf444lPYO3Sm06#|CqtByaOJw16834pvILM6g!ZQa{x6RTg6 z7*V_tZ){Zl{R1!A{mjz!!ez77nMmafy;nE)7r9h=Y*8+8Z{M7>`!QRn_9m()MU zjuWX&53^Ol|Kv*`9nroscz_>g4fk&5s{iGW!ftD7KnGobOz;#go!3pt>Kp`-;z&U? z9;!vel7b(`7|;VpMK}*95!47U8GuWl@pGK)?pO2-1YI#&E`Q^6j5nW&HM8eSavUahaeiiLa3KKShd{0DA+Y@DzYc zhD-Z17#SIzy4jkED=@oGzNaKIOeuf%^xp0cu^D8_Bi&_Wt9? zk2|P=hDpI*xeB9`U++>AgotH%VInd#RK$69uu(zeRtVD1_3PJdhnt21M8+@UYrnp` zd)TnQI=HXGKjm{7F#=1+8SI~)G?J5iW!7xAx;O zerEJ~q(y+~FJb#p$Ca_%9{Y}4Qc_Z-_o54Hdw5o{R~2gwChnFA#j#TU~@ zXbeCgoZ7DvZ!TYP=xQ!@TjBpfOk4F?z`)PZ64_Z8bC@>$$=;^-OSm#XZ+`Q!N`8X0<`*Q*|&;EM*-)z&hdynaDXFX9Q(G)bS?AU)V8!eD<34+bn4={o)4WhGN+c=(kx?VPS%?lYeRcJADHI0kr> zmiBkzYYt154iNV)&}G{QCZ=bffN;p|vhM%^IeF5)Xv=i~Ih%o6f3HW69_^4LCN=nx z469flWDxPS*+%iMlaghS1e}KAL-g#L)jM)66g5xasKnj>P2e#M|5p+Cp>lftFeE*p zW9eGi$5_Oc2V>**AQ;~=AtmImj2F~_-~sH4uP^q2qK*T0Vw%Zw&6?!35&ezXOlBZ4 zNEn@9Q{rGz$ZG_9@7Y*iSg*3#SX&UEYf|lx7%!6}LMtN1AVF0@sQ=r2=HlVx6dxZS zg0n(y06B`ZZIF%RU`SR^IqkMQ3!df(jShKRe5I{!UNxczU=F`u${G-~zxI=)xAg}Q z9HTYkKSpoyY`qa-cQ_t6620aRfA~*ekHGu>7 zl_~Qdr|RePcY$bqdw*}Jy=fB4>0;bt1-Y6AOo-m}V3~31m4f+RUmhg9IZA=f$<>*< zi7X>8FJvRgQX?-yZ=2yS{UQ465Rp>u*qqOQb-PO#63ms91tjsqr5om3AZ6TuDl{`t zH_=tF0HRtmP6)psvszkOV0o#U8Qm1ju9?X8r~tHk_wJ>mla{oynz|M!O2j2pYmh5e zx3=hBUH7H_gm8Op?I-rTk6`@WQ3r`EKT|7`@ydu$bvD4-ArFCA4>vnZ9cJg|*2}#5 z4(bp%b5Lk#C?YCDzvSLddI%mGj+Tig^tzVk@(*Lsfu zaM)Lk3LQo@ztimBzaLaGzb`=K3HKFY$H}i=m)}_Tqeijw^AfQjhI_#b?xw*!F^Idn zqKGb7Yarvx_%k#Yxh!}+bS zg8ZiBFAR7CG36*rwL{f;D77qxh=$*c5%3<#()F1V&^8VO6fX5Y)e%mCj{FaQ0&HS2 zBsjZqEucXNr`AcdBfO4_CJ_~m>IQB!y=cB2^%=zj)f8g5ZF91^OW32xNO2$*WQX|7 z%oB$X_dPdHPx1)ENlMSgmgoE_qS3hMhJ21nq@%1{PjGf>X7^63$~lyMC`|-sM+Jve z0lAdm?3hysb`Ag%zI0sdq3$hL9C9pr#Qc|VCs8MXQ22ozAn+5V3S64zA*Luaw4hQ8 ziq0FTF&V|n!)wf&B~c_$VKhiC9&%7VKoRx+lSf2ETmt*Dv$OB-+W#mdB*6&x>7ioJ z@2UsbAQQkSWLV~fK?Vd$yZkaHDk>^7(-KP`;&Hl8?l_GMV?7cda-~L^HY&F509Lez zoFo)>aCm&R#r!FJA<5{BFfnRJr0a=){eS=C_o;4|m!_%&Xn*_X*?JNqtzV+;-@O23 z5l+XJ=X{;#dNWI73`(m$`W3tNB_%W*M6V<{b9jh~^nmKX=`tz$@>DGmvC}5MC#l_R z-`ki_IXhHen|yychh0IK?FqL(^M>Ga{-dF&njR{HIJWu}1$#a0r@h4|CO*SCB_^wD>M-X`i-`1MYrI)|Ry zsU15xjzG;}{9`ZW+jrmfH+*7ZOuEkuxAb6aJ_;@mwib&{&-~*dj}=*1k|(-C-OQU> zg%A;~BDlk=*54mKl#_CIzuEEn{zGOmqeT&Ik{Z9c#vvf>ucT-b64kM1&#W3`U)q^} zeERbK!#c48_wLoFUtzSreD4VEe(PT`TLi0g-JK-MZsnGLNz)g;(eXNO?o0SxQ0}7F z4%F;>XlMY4kt6l7cmO%kc4&Het@6gannW<4iPGwF%hW;%xZG6P9_51h0SebyWnFu% z)w&JI(9@ugLteiktvp3(M;SQEf(k)?{~N38cnUx0Z4VV(Ii~Z_s!b?j7MrV_Y;S4!u@gm%qFU4W~Y*hiuH%1AwfC2 z&=VX&?FR%{U#cT>Z+3OdX{OL4nMRk1`HZ8b_Tyjl%cm+UH&zw>_V1w<-OHg-=1D0s z&TMnhb)kTWyhHcnPJuY7srz_}LL8-!0Q>VwMBRZf=z_+`jq9U==d$DCu2%=K0bPti ze7s#W_r;exKM}>=lyavlZH{^6*LS>*mZ@5M%v+>oWnY=l$Q%qFzl_C_<1|vn z2+~BKjhkW?Fb~Qo%@hi)=D)OlGf{uN(AzEz37@0$82_Dr;>_Cn}ZTzT*sH7C;A(#kxb`ySX?3tK7GijDQ@WT9 zqr>#vx`Jj+iQaoyr6n~qzChXydGZ!lS8@UXUY-gh7lMEh{aldxmHDxF0eLw&;8wW| zz^#%HN}?cvgDTBWA0Dig-hJ^lZ#*S>;KhB~0(n zaB4YYV>!d7PBb^BkARZ>fRgvH_K3C#zzCp+ecPv>Iz-OsH5Bueg$Z%M%Lq{y2<3bS zd5JpK01-V+f=cK+(bijmxIXjSo?~&m)ZPS{MI$WiN&JCRX13+DnsG*^C^Bm@^>5GJ z0zMF58&Yh{vMsP5BUG2Se^!og2_=3C6XLrf50K*i;nC3{ZFGLGiYxP5PHN+@2ZtmY za+XEVh>T@kJANevvpCA?vz<0|6DaN9`~7jB_y!-ONa`(ZIy{Aw??Lk; z(whMgx`Fl(U?NwD!J0{@}HnTu2%I~?$``ukU zhiw@Pnx@p##AM0}#v0t;PRW4gAy*e$VyB)n8%oTJOTHgJ?h`yw;paWo*Ee3!*QDBa zm%8_fPK->T<3y2d!kG(maCrEOFx-CA|3nO`m$@Ahj2bv_G-M;9p^N^d`$$^u?Y6A= z*&6^(Xn;KHzN$t?-f#)CQE;6+H#_z;wtr$T%|8kn|s z$zf8ZIu=ECSbeO|kE|hlZ2SBLBAk9a17HN13uH0uE%Uz5?CzLvqx@S?P?gMKm?7rpoC-KY~B*sM_pt; z!OOuL_1@qwU@HsDBN^go(QT($U!;d0<3d zt>~vTcvBe?Eh$}>TTtH%359>S zeS_1j>}!lKH#)^v(UMiwpXcadX91e;qG4fSLS8V{cP)6Qx3W;O5q|aQ-L8gs8k(;B zF{kSb<1ej^IJII3=0&B@&&lwkHXI9}9V_b$YM?JYPkv41 zRD^!loYI0!7S=7wfOJ|k7~>1RS@qx$%oDeBXmgN}%>wJ?VcyMiQWvJcBE# zY4nqA(O;swOHfTmOGruZ%Pb-3rE2G}v#cW(?E+XvCPpiK8H!|`_{J(24J&;fOPop) z0QU?$$(VirVLYvb#uxWM2t!J2!80eS z6h+VtMA3PT6xE_nUXu}DRz_P@ZlVq?VdPrEGtg7A!B=-i6*iO!^K;IOWLHUaVJ4iu zcfJv+#OO1+?mo^S2Oz5uF5Cr|6<9lj)BNdb4tar-K}@}$6BHwn($**Mi-)1tCo3zf z;(LCZ&_bt|7X`ClpjdlXCb|<(cmfXxc&RERJ=Mi<1Ya_gl6Z#xIOyJ3a!PtWTAV~L z+`eS?_xrd`xaIrbh&i5L7f*hWUF%~%)|-~w>v^Eq_Tss7x^8xoWr}2m=9&$q-AJv$ zPp;Qzg5DwkiJMq$Zz-Nnvv31o;)OcJvzGi*OXe)nD|U4PjiaDq95mRG43@IkHPQP( zqW2v|Uo{7ox0v|Vsouf%Q{B!S`L^B@WbuPENG$C4{^mZRt)_-skK&nnm_`m*6k7FcjcXyakkuZJ?au`)BDznE z${ZA_DD$?emzrAXsYF|k;qs<3q>%B$(3HC=#7TZ*V{8Wm*+mDp?oW7NwK!Z|@MZ;c51W_u-jq5G3_QhvD@)0#Q!Gg)I zNjZM)JcMxjncL-$6@-%@p<{(q)z$Iz3_mz6BsA6Q`||3!i;+wz8s#n%QhgPG1!uEav2OAHfUPhf{ z--z7n6$>5Ilv%9>Ouv0y4Wx}o3}ifTe3EWCAFH2 zqXQ^DTiiXsZ}J&oVVi(MJmjLoGIFsXzjauY6bVcutU^-nhBpl2e1hvv%rr^;f{?E# zAFaeRFISemX!9}r@Uq7SS*x!Gyz;-s5EkbDAx$*6?ijp#+MY$2`q|MaBZyb z9rzGZa$epdAu+>ahRPfI`0?Z7QQ|?_MsL+y0#~~(9}NJ}@bLmc&oQYtT-YA$ZRG2Y;C+6tGj|&C=mgrK8w2e;83M(NIs_l1C=O?TqLk;oq zEyiJ174CkI#s1&i6KyFm-*AV=Mb~&)!|h7;iVva6@Hahe6T7;Mb$c?YtG+xm7I zv%!R=vVkI%T@R5!LCFyGBz_A?(1d_GTUCDcYHERYA%R;=fB!(Jz-xp}13LExjBqBH zrt%|yOO8Pc%#Yy|JC{6prK3lKa0tC4ilLmGN|IVzWp8gUYlI^#4*Fc2oM+%c<1QG@ z!s4D-VW)k8_=mrPk=KymGVr>=GYaz@nuU456c}^N&w|(C028DV1qB7%f!G=~)ua^q zfkb_78MZ*<>CsX7;-ya(F9_+CBHE3e;RR|V6gSvqQgw3EXBDihtl-ppp%|&RJO$-` zgS;`ZQ3RhWU~pSY94$w%oRP8d#MGG!9$h-<4O-waY}3}~J1nR%1)!uu2%ER(j>mTL z5mq^3X_D7xA_d?xv$sK~(1=SS2}7W3`EDC%O@H05N=9xop*@UfYvpTLK%YfoX~+@A z%_UgVQNqu3P{{iF&|HGz@x|s0cUqeJ2kl!S7J`K>hEKRA*iM2mWY#HfNsdrsM{H); zrnxsM%c#GhG{X9@>vy&7h5w7K$PsbKQ#9MqFajfw3z8=dFL+_YMrMSdl_3%bG7%H< zCzGi25t@BbKBh?3T6{Y10)&SXU#0E@ZcYVmChUa(>r5e6?6ulHW!>7TscR)QB!!Yv zD>M)WdB+J+pXW1o#gOf!X{ z3lU)<;!-^*+hh^Ehb0E!(Z~TYp$84w3(ILFL4O(k;5jdJ@2MBqjuA)G;^^aD2@gU- zH0=k7g}v5_^{E)>3i`_u1Av0T#c^sh0HgszKc0G_VOtITS<`s{zHF|dL6|_>GGk(5 zKp&;xm*JW}dX)IyqxfE!0#aCd*A{vvzNB@;28uc3JJ-h@N_@SDI&C{c^t?A9=(rAu z^gzzNBxwt)*PD+x{p?Zo+FS*!%2>=D(ei<}U3WeJRs-nX@;pqS{)8Dez6DsbV10RH zf%iCZ(WPJ;8432_=e*aX;l&bjn}PRDt1d!RJ_8PPJ!fT%G3=^eGfSyDLV}3P1S{1Z zq@<}wKLZ&N`Q8@BQcRl2()Y(5DE;%dFj}=|WR~XwT{m z{V%{3B=(YNdP+dcRSb|07Gp>sE#XVBe9K{6KM9K$)xHy7f#zgS6Tel8M}piZ=IRLF z9;ha;^kJB>FyG$WQ2c;xS1`}+HH1Hm+9)n4+Cwtt2 zXmz!|>_dQReL0DU8h{2c4)u-`*x~=n_`rsP#n@Nqq=r2xBOUgT*W32Vh1O;?wZLLlSeSQ{wI> z`3h|?cuoO{0b%6lh6@&HXzA&BE@xh?@Y|1~RsHGHr@Fd{mW&>3;HcR_57L zJ1o6^e6@qfPq#f$P+*C7r+EojJk6zMzyvc5!b(~a)Xc`l2Gix%ZkjMgGy_4=2+|3> zOVk$7X313DH`XZ5w9kp9#vX|n{F$)9CISzapphU`20gDjSLq&@+Q093ncT>B7_d^- zTw$*4+4^f$%&+NrL06w&X>V%c1Li7jC*<;?w||JJ8_fU#+`hYdmG7Fo-@vCX-n?6vG6Si~sC=;YjP#XIVJu%*Z*HVC5BK-Ob#+4E`{tcSo#b#^kv3jk>Dj3L_;D2tWEEA_O27R! zKc?V3kJPcp)Μd^+Fw)%{&DxCi9=uoDLFk-iPD5g&rwA>1Y>CqHj~zJ9%$()>Jp z^AizK490=N93kWeScp0{eU-2QBh>Cr3o!ih%P;G=a51D0v=7Z7C^PQ_F<5WC7Fb?U zAzY#pXAC`so0Ib!0LjwZtdi(Y*U?c{(7%fEu1B3J(!`tb6jj-J%4 zG;MzGTT$-hdZko=UjT-T)sz#0Nx<2Jfep*S+IkvPaellj^w~4h9BugYSJ&3IZruuo z)(CA1o1nbBysE{IZjLm`!TMb6H^mQzF9}<@w6wD@v7kw$kVn?zn~h8O(Pb36>Mhab z&|AHL&di%d-_0XDsy`-4m!bx#)f2S=;T7qj>hB3Z_v@xg!k0B(@np-EEnoo`6&1y? z%i9%dWG&MD~zP@furN#LKa2;*o>o9*nTL-gc;{;g!O3#48)-%sFctH za#T^u?U5I_5&z(%!G-mc2sq|G+@ECBDNWyV^-c;w9V*!l|+sF9v-d8FAs= z`sN&z2=Y>Y2za1Bv$ze7-uu4O=l2PT&0et<0AeIPiyo-l!ym6d@zRhZ>$-?lAS{mJ9U*+_J~%hua%W3dwwd*-qMKutlrkc;D> z)#U-tMbvJKGHZP$`)EAB=A72msM`gXI5f=~kIjvbc@lc%+ih$EP2NO(dDPI@NJwH? zbjMCqoLQYL9U2-k9_INCocI$km4IRbNog)FL0+Y=B7nnJC)d=JHk9ah9S^bYuAc;7 z0IdrJ@5L4=DOhxdnty4r|nd?-LUnz`J>Wq!yrUw*c=?Zi1=_iY^p( zu1aqxtdD9hlD1fy{<=fO{&lLxJx}4pj~^b!eZ4C17lCoPi6BGjb3?}z^Tck73WD~Z z1+o%~!u!%vVu%sG@h@IPu(_k7!0ny1$5=4CD*gZ=t|RdK#Y9C!I_@Fd@@{;x9ehyC zA{-|1cQ3$(9#x3}onn^BmyeXu#9Z!FUoZayyI^>+aRr3j~uxU z|5r%o#lMi<93b|7|L_>df99$ms9ix`uuU{%sE0v8xV6I}GQTMO={);+dG5J@qT5P4 z$I7()SXYYkob9^XbzJA{Q7h#Fg*TRZYgT9MDnVHd5hV%^XU3GUs4EQBI`bq4hYf| zqHhEIBe6G0onknGElXrHS5Q7a*45QjR|DOo!C3^D*G9XW#C`FCm!6xtgy-PPN;S2( zLlW-#lOq|!9h&0niRS6`jfyTT1WWwdT7H_LHW4ZKnlYU`1u3Zi9Yu~sq~W!>&l1|1 zXQ{+)crv6Y$ zhCBI{gT<%t6nRTILRdeL2rJhd0M1WepGvU`wMTaE|39g*^z_l|62#ii5 z)fqZ$GAq*8ll;W>FyS>P?0OAhw^@ghI%i8rPZ+gr43zX7M~=iHup$(QaYTpsZ4=>@ z!#Moosqg=UVgq+G{##gh1~IegpvioG%G_C)$dSmBH2$6{M_5^T^o!4MbKgc%NJ>f~ zb0z{ds;Q|V|03HrzcN)_VEqXStYhjeBZ7j0o<4mFq4mJE(V+OvPkCh}2&(hfw|}a> zxM=!0>d%hz#QGp9nbw;KavVAo4N3$;WX$y2ufHbZu`ge~Y+_oR z;=X$XNf11-7`szN>__*BI={k>s5mGFZ%*-Uo*qo?@3|X@|M6bzN`-Iy?c1}gb<qa__3^Wy&c>o4mt9amyk+?7pxH_oHPd7v7P2agIGO6<;em~L zKw+7QrKjFJS)Upx(7B6-W%?4Rjn978XuA--MZ;SMmOAay-1;(A&?? z_DAv0WoNlv_2=_@)ORI}(P{5JkOXz_2q{e~tV zwv?t|#e#+~oW40Y1OpI0YApN=waXBCj-c~2Gn|sK-W3gf8)5GE=tI;1J1Pmbai{Zk}hA;D2 z|0#Cq{I^s1@nUPQV51TI$%Ga0FbfM6vsfWv7Vda0yF4Jip@mq1ZOVn8=wy*d5i+sw z{sh8>XIokY$q21JX6L~}JQYFIpSVtOn;^*8vlc^$o4;80w zUgqLm2z{dHMH=Vtdc;X54^3d;Qz&Z^jEdu(Zz8-mq5RqSbGT41ElX@n3}JvUI|mJ~ z*A;{nk=9|hDJU|STRB`d~vSxT%Ept)i3jlQm6>IA(oyVJlqqOwd#4-wZ@rWDk zd683~Ku@mcXm{<|O#L2mzS4KM!Vn!26dY`naO~(&sgj%nn|DiO13^o4^kfOHN^FSb z5_For?&?~|*fqC##98&TvELRz*c#9$n(C`0qsxOCb;DL2G4EO}T6{$OKE%9~JHJvZeOXuR*5k2vbhIJ_N5lspcV zM6rj1CAwb82Tk!)*gcH|Pi#nkMggS?pSsoN%1U&0*P-0Jg-$;-GBV=*bn{Yb!u$-I zn|P6QBbUsP(&%{fM&F(J`N#94|3ubwJw+H8t02*!^5VZWgaif#h-Ze!_eFxu&$--R zZ*p7;JP{IEUvDq^p5f1*FIV0H8-M?Sy#_3W$+lmn<8-rn9?*hT*A z(ownKC&Y)2nVB&BV$2ktos7q;Om6So42QGvQnBAsQ9UrE#@DZhIUV`qk0^N1kc*?E zqu;%I2eyu;lNk2uZf4Hl>)CB|oR>M(6%(C7EnSK|MTE7yLZ=F>7;XG?;*<{@BpPv$Xb;Q4#Li@NIS9Wp+<2 z*|<_)|D0E%vxAsBOg6+jRs^>S0Kh<9B=f#~CJC)bKtGrHL2-BZ?!?7W#C{fUQ9#%6 z>J{T$n}iBKW!=sRW{YOI#urI8#){W}Nq#+1q8Z2pGG>{{>qX{?_=FK(p4o5r zmj@5K&G>&wjXprE;n%sGFVW?frJRxzXW_~jEQ5d%d(wQoeH%Ttu(LOOjt1S% zF$)(}Q;HgD1V=q~5sxGtFsmyU<>T~YKUi#f!EBrH^!)l-{iJ1iIX1D)&b2s?3w?^5 z@b)4u#z|c4Uuj)vy)sfVrN*!nEyf@t7Xl`c$)X#DVyjAYz7>A;-9=1tzp3%M%nvpy z((a9O=w^$rQTo`TIZ@0ZF3xp1s=t`mFAi?Nv-ZsRa-S6k?ejbTZ<{4JeeCy9Q*HiO7YaRdp`D_Xvz&Bb4`soIs4TmK(oT0j z-7(p=wx2XL_y9oMe;sO>A5PON%6C;2@(CBTdVkNL^N@&+lvJ{+jJtb)Z)s`p)2iip z50R#HF4>`>0FK6nBQO{Fd_vmwsP>mG)dDQUwl!EA)!f~S;{dtjsvEaTkyf*_Ij1nB1z2#;78L}?h_WtE(b;9m^Nl`h&?p{ybv+53Az@+X) zOipFz`t$9KiETSd>L36$hA;j0@x~}diowW2Y@Ni`jIkCOX=${f7M>YLBpH+cd^Nq} z*I!Lg`j!-Io%T6Q&NTLijJ(})t2_0;?MzLlRfq>FIc8>GK3@5TMvbwe=t}AnE>-I+ z7M5zxj+YWvR?{=8flRk|Q4j^`zI5pXg2Mu}3w#9Vu^Uw$iwIhMnuhtgbAOhUkgs07 zO33vv0pkrPG&BZQixnc=RYePCKQ4ZXNOS1P(L8Mtp%9@K!kw(ucfN`P|I?V^Y+wc`cy8Er)c z*RR#Qyw}-5~%B)*gd^HN3xXZ!3oxf-% z;Dv&EOS)N?c7emla0+%f-nlEfS+SWa4pJswmk#_AErIp7b-PI|BPAo=%jD!@-Xq4P z6+_E$-EX{5)n>q1__$KJuGPKMw;Fcx45sD2a?a7n5OaZEr6?Ld)knMc`y1EI)Ikth z?5>2Hr8f}4^u6r_88T|OqePna(3^o*Rv%zg)LEXPKIrG8qMf1-q z0$YZg+h0n^1hR8pY|%?87*|Qtj-VoDvHA{p^zw8KPl4Tt#_CJnifn`RGfd7GFqn;s zb4vrlj!IHeJE%1WYM}->>jGNQb&fPsj*qTVe^#0q`G~T_#uGtno{F`KHYQTGe z_&>mrJL@f9!uYTOf2*_bCL|yQ|KjiIOS^k_174s7X~|>fjqEm0YUc5W(Xh+SqZR0Q z-2~^V@e>+=6lf}NgVS{rv>5OU5{ayl3T;fi2|Rr)DOxdHIOpoSUljd8UOje{AEczh zyDYF>iFltyKe3A%Tf!hs0T?$nz9D@zEH5i_G#dn2A@*70EjAGZ)A#TJ2iyyS1GiG3 zuWtu*e8~08JFzo>nU=O0;yKigQ@7fi)_&XawKq*G`v-hA(^a3L`slo|j+gNy60cP3 zf1I#;$m1m#UsNSrTwHR^nyXb~ktU+f{~sXm^dFHr0f(9Pw?ni%OxU#FQX+{9+K*mF zp7ANz_0t_mh7JG^+SfkS>V&Er*|&Z+uTfkfTwc6%X$*VM(AYqrbuuxMsz21!jKDB3 zvnh+Lwq=e;dc%Q(s()b^TfYqrdx_2l?6)cfyB@(b)c*R`3c48M*ar>S0IiZoXL95j zG0un;f{6cLOYC{NnbRHPf6~z8lMIwciLmVNH}V@ov4Ul6exhe$lBiUmR)kyUpDWev zs-H;ENMm{4UtJ0G?3hBBAYPvYpo}&OJ^=h#pg-TfeFG-M2e42hfCjf)u%)S{BYHa)r za>g$&vm8Dg{w8A!72erXgzf66yef{IB+jD-#FX`;PYr~rw8_9D2 zW=6ppF*5n72a-afH-&c+N!JrHCGq*+IcQyX$4*gVJ8YEP%#mPYQMVROFvRD zVY`~Qy1JJp8r>By8ncG7dwqUzEPoQ{vHi9!TmbB^lF8-c=3MLkj{EbF@BEUMzu~?% ztNKBIZB1P%s!a0evEiJS+4nnrydReLK8l9V0qc4Ak^Gg!J9mBw^xKKMj(!S~lo#Z- zmLqK6q$r+bBoB<}x2u03CF-m`IqlD_cGGbYE(#L&^RFl3J$=R45W)RMP3Yp&6NCXY zf&p78-Z~NDXh^EQyKGbi+wlt<%OTj#)GJd1 z8dg(Nus9N=sGv{_ZYz397*jAqj4ihoPhnIlXO~?_x4TYpar|C*_;LOtRHcW9>4n;{ zSp&8+Z{NZTZ=g5L!IQMGIk&a3n2$XE{_lfD3*Y-Jt~t}v4S&(0rTG?RJ$bdf-1HNJ=+bwo03r0zuzIe1 zm#Sv{TyZgv?EC)>vbNBV7-b!K%4Rk-Abvy=%YVHR zpQCYclAOAi2RbZt=;>askG%`?@{*{pAMSK|S>C%E-%7k1<10%&uz{K|@jA3^k$l&^ zrl()I6*M%`GUBZqcX$d$c^dTD{~+kbXcPixG5gnFKl=+f3uC>XRj)LBfIkqcJr5$$ zza`k87|`4tHmqAhw?K-+i`y#8%VAXzIdy6-a2xd3Kp!8x?^6eK2%gp9^}ja1QcVF8 z+~Y??cRbs1%J7v1By)9@TiOf!1f?niJN}`WL(@Rl0Ub(Wi@cK3gO0nKIZny@KVQ-z zHVu3!`}y!@dN|wPVgZ6v)nVQPV0c>>#7Rio-X-(~_7#1amfacT`mc1|C z&`1UnP{LLqZ?!*OCv-}%Al04hA%hB#@L7^!t6D@yk zZO>EQNry!A%E%WSDTEtpMoW5oR(T_~^pbS_q$Rvj8fCRNlST^9U>O>e*ps5EG9?G# zdK@X8qWVUoFVFB@>ZZIYCz*|DdZeYQ-~0R7gr6UUfcQ3Y7iRN6V;|A|1>~kOFvZ2; z(o-epKXY?`)Ha`LF+sH$(I2M-wpV(28G69~2|$9J^ZrKTeP+1^U!Hc36pc%Ll_~n- zZj*m9kvliL)t%_Z{kt@m7W>mJ*#s@mmaHdB`+v{e;?{CydaC}#C1E#hu~kW6FY@k- z;s3;Ad$DPVmzVe9!-rHOhYugVW@v~_1Va#UYvtr0$JKD#=*+%Bv>6s4p$rqj?~XO5_fQBK)&IM!<$2DY+o`oBgLRz zQ8El>)$IK}YJTjL%ju3=zmPn9%l;h_LkezfR5b6C_GiujhjVlsIwfLn^5dcwr}Hq| zg6HE@4a)s7@$yGM)X3xQ5iOcSL+!6*LrLp(@553wC?lA zPQ!|llJUihX1GO>OM7tEbgVsop{J!}Bdsx^Io?-~+;w#8ZRkbNj%w8c+KN^J^vR-( zzfX2z*R#26VQ*iZ=&)+ReByS>+Z%H&sR0L>-%M5LvYzfL#QS~MiCwXLmfFNSPk#RY z2yoC!)qu~1nXIM|VAk?wu4UwlPTQ8fn96P9*>!RkE(}87s1S1TgLu<~S8;N3a`N-@ z3koixvyKi5z$;hx{qv7L-O$0yG+@ubo|QdtmAn~+Tyl(G?SOz;*{?+##d=Os8HF%V zm^IImHxk%X)zY5JOV?CYd5M=8DJ7p)p=Z+^4hji*Wpyp-)Kmj~!>4=q#(>M6SUstB z?ksqlX^-G*y$k_mb#;a*Lr1f(!gSHHF82V$&L5wuKdOCtZdQN(R(n-SL#m^Cp?Y#; z5$ zG!@`MUcsIPbg`N7&JK7{u|3BGdqLwsi7+PgxhTBHX&6%%x>e8LiEvd>R!-JZH899u zcSc-v70gw0q&wIDkM`a?8q2_LMn}-k?l39i_R>D56-uJuL{$u~K_dk36)^F{5t>;;#`@Y=Qb$zb$bDqa} z9LE_$BB2`C=p;2<;0Rd?iq>&&ww*Fi>Zpw@q3`*F?iI+iPZ$SYrEz;X`|4cWB(36#Gz^fZ;FE@cnthlscP{eu9-)Vj!tlyni~6+vij-_`F)$x?|60|P_VI& z1G)3XxoyjHIh-n%1zxB1)x*;@^yy5_?{e^a2czn90x z(w-i{m-{iY+{n*L6XYx)P^5@f6`pS`>UXVw&P?WE`N5zhl% zCDjS543euFu7zj(`h{!kMTNccf2{IL>3{3Co;PXzN4W0h?<~mqmdu8SVTc#8{c~xj zoO}!`?~yk;j~`){huNDgN^r4H%m{eRfGrmYPb{bgn)>>l=eYXpi$O|NxrPSgcB}G> zsDYkllVERG>wZiAc(i?F9(`rNrlP|1l$;gR!Td`Xt^#swRZKrm85MuoyQU_9voeTL z*hrv%yVv(~?4&nmh3#TdbX1(T>y9owl$_jjkA9A(*tdMg4#7y<_P4x-uEiPGCm)a` zdq2Lg<#4H`w(?Uxq3)QAAQkzDQc%!(Lfz$epUs-@c8*meZL~?UuD~#Ji2Rr>=7%~%5ZR9ea5ItvF9stlSo}$%7teC4GVD( zKC+}sI_2%ze%ot3qLH@!pPC+9`EB&>V<1&X7F-Fyw;q{w;D8raowbX{%aQtKw;o3F zKif$YNn#QnkKf9=ETr}pHHIF#dOJX6!@~M%xkOyEH3co-R30_6P1Wy)(Q&5uW@bqn z>sHZ6#?~C#&ttC|8oG=h9 zVW&hTB|*{nSBA}HZt4D;ktQ8?_pnlpV=vAwL=vk6!MM(u7GF@MH~@f@N?t;%7G=J* z?GKX}cP}Nbw4-FwjzdYfKeKXHXj~b8r~Op>-u$MfNAFEjn2ZXhpMY{X+tapewA658WpVy{=po#`8@eAAev zuD|&+#;+hWP*y7OsgeH>`D5l4P<6G!4Rg}<@*+(>x2HH#uZ%satFPDR#c|9ENJ>%4 zb6Py#J{xaWQW0LBW+W4o_@Ti^{9;?TDhRoZzdjWgqSLGpkfEoOEdsYb4&W&7B27qC(mHaje9Tknu>Ddw&{_-Zjv9JiqxnS z^;~1VYgTCct*sz(n)I4(g7b;o7`aV}Bj3Ruws^IXI;D;m23C%8O#9QV8uu}zc?`D4 z38J^aQp2H^l$+$=O)WOLzB)Fcr+m&bRW}#17{DYNlFy1A2KLQ-b}F)Yc>8vtb(pg6 z#>dRp*562JH+HvPHsi=dr2Y ztAI=PuIsFG_sZNa*}tHm zb^mVq=}z~H_WKMwcWE0vQC<&n|21|$MEhH}VSz%DZ@SOCoAygn|E^ReP9NHV8y9%C z|NGyD75WL{Q~sNsD*WV926v-3)}0?7BC8##|JHj|h3BO{et9@^yIr2`s3O{(@wb({ zf5@W+8ZJ?2c5bS5mQ`wLuKa#@_hRb_@iL)Yj}V!c2g}z^>#_hw1M}lG$dr1yMqbY* z;M+5e=pGgt+F#;iDsNeS5#fuF<3TI920?Lsrvd6haxLw*1P@?DXmFVHwj`8|Gu;U~ zF13Et!wYUcP*hab=9f-Q89Tci&eP-P6KL}ro1B@sQXj6CcgfB@#}Ie8C$IWdXu_%c zge%0UQ(YVKx#VVFFq~@r{3?@^XYvL`hbNNe;r-YgL_L&cI<#?$^CZ}9l9ClKQou2E z{rUN>ykU{c)qyCk!?x|_@dG7F3e0F{8unc+vfHfH^ib-MflGj+mB)2y_~U%~q#t~M z1kQs8%bA5d3hMFLb*E_8we}Q#F0T0;lXWLO8 zTHVwXcRsi(PtyXU9Zpw_vqwk@K{J{k4kExZ6mf2z57}&OBfz7n(#;Xvv&X&R@x)jq zm~-D|ed~*Q5}gaD$gq_YfC?->9Gg_Jdf}eS204pN_N<4HvlJhUTa4hgGw$q!; z(xxr6|E1mAnq*#8RR!_<=FGm`pnGG(TH)6ku)bX4TOJ|kn^!jdpt?GtK`b(|FX{A; z*19m6+{-;UeL{BnzHvp50tuiIL^6bI@21`POT$x_j~@>K9aS;%y}1F%soN6>?dR9E zBdl(V)KOLhvij83)Zc+ayCA)iai_fec#A}sWuo8juatk5drT94IgI*8K5V!-b|ajN zlf80I&I;s?nX4gSiFrP}%E{jBZ2o#M^5K)41w`@Zew&(A^3yOwG6(zm%sYMmhoPIhKR$&Cs9*mJJ| zME&lK&KEzc^wt!V6n;OVudU=}B>%Y28=1;n{_WNvKxLY|>nWD0hZ7Dye{Pwo*0Mb$ zB&2}8iDVs{7tNm#drcyH_d|7ME>6n4I8G(xy)Wr!PD~Wv=sm)iRZbssnUj5B{BJ%m z`;WwIzb=n92fLbE@&Ywk(cdGv18m!k#UYY{iw9Zp(3696eq_bx37OH+U&eb6yI*R~ zqPKT4AX?)lCMI=pSUlm75M%G6(NI!TOMvqaz+w9$!^(<^8P~IoSJA9-Xs`m%7|C4R zx^>GX_4@GXE|tG1Kw4Ui)kuS?uUiB5g6jvc={(^F@E2lcn1>_`fj@bK*HiKE>;#wEtUW3XHSTI%X!sN zjRZrUrb+kmo#^hg)vRgLnq#O5xe1=Nx>1U3)nicP z=A)$^Ud4qZesDVhUl)P^zHgIo%$xe|9<+1kFZxP=r{qwaOu_G z7km`^75oN^xdY7MlZtIvcI^QG{jnT;rH{8 z=L|=9fW|}?=y!Uy0dZQ^(Teq)ba|p#H z;ZF02&v?U=n~Q4#a!MEL(=r(a42qF61GVe%_yvSU13UqqWkN$Aa-Z2h=J?T1r1nac z_>dpy;j%*WZaU%L@^od)RPiMOacV|J@SQvBKiaTrQPvwBoKYnSYZL&(LLaC6qb(I| zDnb1goTyE8p($F37zseZo5Yo7-}(Cj=OY|BMf%!*u3s?k% zzvV1)KI27hbLnkP_A&8S26-i}szU0j`43VU#nDi888|(9NG6>+4l1V4 zg2$n6iM6Ee)YM-5;>-UmtR7QTa7H!-l$GAf=^MntFk9D?sQ9oAA@|qlAU-%l_mmW_9j4WQkA9r`$MS9UgR z+wwCi)A%xg-h8=&s{pDJu+$l|{=IE^roj1Y+QX412%PZm#g#uuOZJvv;WAS=dMY-}27s2N;-`uJQQ% zD$^P|w3(8Z)}qCK!KLE4ipPfT{DXBaEpSw_#P7M zlhZttIxp9+1Xr!;BV7-Lj1RnUcks#kJ$v|MEW1NY?xVQ}y1h9w99_|S6XGm~Bh4a3 z6?+t=(mE#0{-npchUjqgURM4gcJACc)Z(RrH$Z4g*exnMJ@t<1@cT;It5uKDB~?Gs z+|$!TI<)h?UeV;y?Mk}kF?=^4*HC|QOLnb``+wAHb@vxm@@JcA?L;RF1|F>WcDf_jo0o?-LV8izzC zziVrpsjvp6Xy)cAFh2eNwEwuxuz_hRT_t%HmHtK*ub<9Hoo4#;&2-phV%)@~nU$-! z1iif9m)t#?KNUN~*Y?uKc4nl^mDY=~kGzrDcxb$md$?xEf9U4ByUB0fB%ILQcc%T= zYlPg&22XQE!ni}Yfa~am2%2ACLz?{7Y2Lq!zNCFpVvXPTx97y@9}%a-u6tSUpl836 zAbP>jun(SbNK6Nl<-@F7n#!lMrRFQNyZyyOn!CRa2XFJ3law@OFd;0_y~BpPmTAA3ye3)F*U2NG&)u+I zkz1^1-8Gm$)^maNSK7=S`9Cy=tFldH@;Wp8;T?37%Y6@F?v`Mz*B@%k^_@$z-_#5# z-Iu+KQyJ;rZtSGGu;zF7tOvvkyb26ny_H;!-a!Kh;Zxg8|J0mLFm1f|a;Rl;N?6zL zwG`2KuQ7&^F{_Ho=82^8Q~K7{vUHpEd94R4I(CJ#2(ySEB)iVfb(?v4jpsLpTC)0mdLnJCd`|Nr zqv(s#wYtNb6S|Nwg<3kkuCcuO$mIK6IgT$aZT(ragu-Wxft}P>)SPRacHqzVfGmSf zMJvD36CdirIEUmP@$yt2ks2`aEqd7WrN)tZ{OBc@>3_n4WWbOHOx!izjMO5s>!{yq zhF+eKDYI_j=6Y*jV04A~uL+svmDyv$oihV=gT6h54t5;4LO`&$)pX~HRaGenl?+~k z((j4E`y(<#yoQ#KMFb=7-4!5_=4fK0EoIM#S>{#`-u&_2E7*Nb#ACpUV`RhvkOE87 zwUf5D1B2sfrGeNbNJW!u6Mefqy%@==k4NVKwbcZKS!U~rX=fy^zJ2}lO~o&3vhd5x zB^{Oq39Cu|@0NtWOSYJC19xh!t}N}YvD*U=A)i7FWy@ti8kRq^X%{OL2CY{v_- zdu`07-zCuzf{{l87W)q8wMutJ$V|W6(Uq0*ElSgtIg>nTlVi%S1oV2CV*7SLYn&YDJb3whOM4_@9ZGpS zK|1Fl`zfDd4(MW6W-n!ghqHEh3}tynG_B2H+}6T}fiH^_cJHVXBzgGxiyU(r`Stv& zitXF^s}(!YQjpnvI6zWn81vuMPLk$~UpDbd%dODbAF?u|X`al1b4*ilYdpzH<^J=f z_p+AkZD{xML>+W0%V=1^lg-Rj?8=@h>KW}Xj^=|{_QK(=WckQ_`%+hC8JMzP@cOPM z0Nt5-RWD)}%dGY|lP<3+JMJI@1G)Z!SpUwUw*@xIiwxm9}c`pZh6X5ZDA{&UyIHRJ-lW>0DBPm;|pgvV*7sLu9P z`(vwkL2g*Ed>O^ne8?%fzwi2ZM0NGOaM64B5_emN8kBYvI+;3K$p1LZ&)@kf#h|>q zw#I!%K+1UR$=S#(mMv+<2pVg5^kGVE@Y(DRp z+UPr)J&xv~d+C=KTLIxvADZs78++$Xa&-Q3%kMWB%F|t)MLiAo81@fvu%DOknEtS* z>qS;3_bF&{&Q_BfJ85MmH$RszzRsLpj~E%+YKehpiv4E=w~85kkXt%V@!0c}N`+Ww ze}}*c|Fo>qH0x{KT^&Z=HnD~gMoy$%UvJy;W&Oh)_ciGLy(4#d@4s#OvvGQ0$5w{Y zV3#T*)7I+n#9E6%m(#*Y!@@(0>*?t`DJk1uzxw{8U82qZVAxSn-PBa70s~LayP^&p zWlicy`zKoNeJ**gt+B)3U$eN#v+#TU;iGKlEUoS_oswG|e>-42e|Ga>!pW~+<*sF4 zciyWZbFx8TIb}4lX%BTr#lO(a{61v!QBmYts>j{EyD5ghonS2!32>B@x|5MH$fm4a zUQ9*PEg@&i%p!mB0e)cNaI&w6eztEaAw{G?ie+zh-1{J%i$&SeVijjE(HbrOhhq2T zhG6n=br&oIP%eB+Ah@Jkw(zvs{B(kCVh+Zmd1w6n(b=8-{}p`b{Eu2JGw3oGD>2JW zN=k~Ke;({+cXxLbX_#k{o15!B@%LC~70|%F0Y6?;b&$A$>z1CH8ZG%|V4xC|QnOd>XrG-^mKM_aSu zn!plfe^^j8vxGZZfV?M9HZRD8hlhjz?C#?7Tr(voBt!+@3S3kWFgiOsVFYrA?pV|m zYDUV*pc>u_qs)6NZ>j z2JAy*tyz?Z!s_6&=?4E9B!dkRo<2SkqoX!Yew~9_S$Lg~o46EjOm|b%LL0NRA*`uQ zv3P!dkEb*ABNMoi2V{3+%mftrFa@*vm4(SLFwOzl{g>=r!qo@TpR7;OR_;?BoM{}Nz$6i_tl@M%}+~@iY=6P2Qpq7PO1bjT`_Uw7)5xd55>{u0Cae#Dz z!P+jNas%v2g_IjWNb-HD2|NGSuU}(|L9ye2A@T87=I>G5Vm{Ijm|jdKj7h_GH&Mh^ z3zQicr#{C4k#8@}4SeqHCB$vsS9u&^MF@H@R%N6^_cLg(Eb()ccaA7>ms^~ZU_1(A zJT49nxnHA4puhh)0_qE4oDaQIhDYpIXpJ6`NTpzSVH9FzLH~uUaq#meJJLc14dx2q z&jE%^U~n)Gwp zey@5TzIPzq+}vFLb_xHD3c9y7HRp=WWU0n#FQM!o7#JX~CmKCFc%FNys)jzue+(k? zE;cM!%U#Dfa>v2BrkBOkC*|U(V!IwbHmg&ujg9oOr_Y>$zIQ5N`xwVS%+I{ zh=EU5^FrLaDb7RROZOF;ivJM=Hv}luCOHmOoeaG0?#@@=dR$F8?Z@A!^d@S}^#@dF z|KS3J;%#7iod_fd)Mxy3fAP@L(#8n?efTf-B2;OkEV@GnQ82oNYZmKfH*fxd&g>2y zY*uYs_X^Wp{O4!cnk zEI0gi;ZkeME=|x@F&Q%ebYo2VAi@N25Iln5I1#!vh($mE#+AXxp|`*bI7Su7E%;#t{!bX+7izQzA@9B=q!pj$g_?EiOLIlKL9B#7;IN zW8-BSttWex?r|}2#sywgr5c`|o}QVpx8fYQoLtDIw(!mLt=Y=T3ZgZ_r0namGN#=W zJBCC!s+%|@EgIH{&s=OioK*OTROnQ2``X4&j_M80-9h=nXna-*Z=sEfj&{Wj!8Y^_ zzZ61hIF#H83c^wFuxDU6GcFBQMAY|1LO)eeSt%tcxkRI7BrAKn-NqiUz~H(2DzKMu znL%1ljUFINZB;M}I$0OdtV4U<5=0j|X2{5~bo}VmPmyf(g8& z_Y!y4pI10XJ*fG?%>nL-uhiJuI#lUXQrOi$G*k_}zc=N%GX(#Vcx69ywA}OePni|} zL!RzJEB5c}|MhMA`>9*k{uesXku1pPG2S2ta4HQA4H65m`I0bjSXVc8uyn2f4u zHIKv1hZq`!Eu&2$Bo(8M)&TWGN{StL2%A`Is}l@*s{bs643?(4!}9?%S0#bDAwP1! zZeU|G3B7<*|LbQ?+1ORFO+Z&&Ut3$--Cc~^h5i-t4B*y1VsZ8jtJ3^e+}czblYBUj zqX>%Rk6RcHmC6-L6ja{!(UM|R*k{H5#B;4OGq6-o`~7)6IJM!r{@cyY&W`OJvZAFH zbJ6%_d==Q18Q)J345*=l{my{{8G6~k0`YLi{2sS(aFBw1R^{!OYnbb;Tnv18GUf{K z{D_-F(r_H->qS_AKa)xrG06s0^;vc`pzjYe8qINTO!X=%Du)Ej&SqV~V_OWIF>FyE zRsdVO`2`Z#$&hPUl z=$inZl*a|*o1w`FyMG^ORvx_HGjC+0TLAYO3^O*R8Xg;CU}l~f8;g1Tn2CkO_v^bI zDeW+Gc!x`YsH{9c!NRmGl2plP&Rv z()`BW-ZN5C#*I41qR2u^7_>|z?D>$+5}9s8E-pV~n8L{brOcc2i&~c`!(x7v>LqtP z{dc~pK!+~=Iu=Sc!s?0@RD%|e8_+f0V^~xBIiw$QfFwzrdhIUEKmO{p` zWk))Lx~2rLKbqNV7nB-5%^*MCe_{(#Q{P8w{rmUpnt>)^LCD>B0uEt{W`@cw$}^tdpE_F;W5pv63qhupK7&qIKHm@4 zuUIyC=w06m2bWcFE~Z7 zHn_{gdcT2w;3>0!|HjQ`t(b;|<$Qqu`OoxHhEX*r-$JG`x%bOC3R>0||DZX{TPlW0 z^$5iXm@{3^AFcGVs+ZEjM`;?-sAJ)V+OepGx2~?PxUIZiZ!i}uM*BA$m24R8L1Jte z;WNlj{kTm%Njiu5J09k1jH-Ky=b%8`X5_}-c*u~!d?2*2>)fI2>UT@WsULgw|Gm#< zT{{#7zrHw){4z}1dSO%dQG`S%dlxsxcJpb(zC(we_fIh$JUBT#thun| z>eUHY)>y5fulRWT8gi@{YIG5_XkQk}KwTx$pz|0}sS0+|vTz$#__IFm-y?YMZ-Uwo zls3i|faMNO$4<8Xfq{U402S6RU%xuzVvmkmjtO{SfA>cjDti}W3(H_bz$8=FYrkJs zCrc~sW0u3oZ3d^RIzKJEz1dcg2wMXf{$i2qlkFvKlFirx%gf92!JW&LKgJeFhiwb72d`N2sr#>*>@Ho?Ryu?y8`3uv7|33s z>i>8m=+4*^#bwO}T%iW>ELbIoipE&)9EPqHXGBs>hn3dlwf&LE3;PPQ=)U6lK-ZMl z>z37%X@sL3D}lzNHQ1BWSj_|uM#q2TGp%|OAOGA~=uGsyuSv`F)3AEqxtL@TokC|L z0cTyx=FFdaJ4-}t#&5JD#4$YUxM}$=>W$U~ByE?cw~C62VlPK^s;;C|>bq7vcH*1^ zlED4z8CDzezD4k6LeEB)s*!q_6T-FQhhnoLMB0eitJH_2ZRUXt#2ng>a=I737tLA> zM3{ma17%Cz<&qXMSt;+}{ss?S?F0Wr5PL-R@*4G(;}wWdB`0Gmu!|L5L+pZd$pU zu*}$mE&NBJ7|uEv_$sd}mp*-ZmeJr?AT$<^gB7Lj!yFf}g`UBq&AM8ucfaFed&7;I z4+bnEDPL7oS37X+q%5K-bpBzYexT^>U6xPO8I&yA_&*jPo1CGcA^s>r<}89miR2%< zB!ZH2##!!6K1u__vE%P?S>Szy90>dzOm(`-78npvixT*h<3R(^WX3UXbH6NM=>nNx znI*TvR8jAzPd|VCGBBZ$y^C4{Q>%z385RXx2l#$-J*VJ3?~cll(5%8l!-}jBf^bb( zV$w3*O%1_1#keCX%)fpz_4RAA3SqVT?*03d2Kl2acwScHk!qKubvgbkXXleL5$WpeN!C6ZaxB|lD2wHWEcJ>2hMc`PWOgtfe&sDx4G&3|J z!XJiq%7dp_4j(?u#8hTha~l!#TI}?2UBqE0A<|7>-(c!P>3S3aHN;#7><9!~fKXb( zBIf?w^2*9!sY}L64?vW4kcW5z_2FysJg=$`MqZ4jD0N65ANzTY$!`NXxLqI38cM(;wF}B2u%_D0@L_$ylm1tpk85v*p zm>HC~VIy0`V<~KvF0&jz;H4Z8$W5I|=gsf4_0Rhbz5)2x1cXn4)!?iOMP6*L@=j{% zOOYRnZ;{BBeOOKHjN?HxEYO%d_24V$wTEY_D(nz&r!Y<-!xE*iilSoM=^*DctafG? zhD~m2#0i{JN^4w*1^pTk0}b}yxFyO`U*LA4^A)L)aighCyOSTvd@B*AkhxPN)mW=n zNUbsqvMG_m=r{)M*trupq4=?1P)x=wADfw-MV!2elpColk%V9!5kCLX!cZX;K!A)y z49>dwd)1VXD4-&s0WCtYma6imBKb zHCO*DhOwXiz>CT)^aci^qo$`~V`gRs+rq#;k8GJ=F|a(W9geB1`~37x5&`^%h*98lIVvM7|EeJMPdVOO7j`j!XN!0k9kv zxqN2>dkDKiD4i?kib8;H+_BmTtU5?ySuJvna8}zbRRQz7__amiv8DS z#hP!&Ok;`D$pVpqm8D+&K`chCV+C>2zTV{CQfi7?;8ihX16VR$XmpK#{HmZJ9`5w$ zE+Z3v1RFtES0l+a0b+|$u6%raK%(f0YGETUSAdo@rNwkyqB8qD=TRlw2h2$8ztV6j zzUzqaZ}V+D7Ntb8FU413(&*wVg%1>wAeR1WYiPIz!9GG+j&XT$_(MptVOhe$%zQum zC3nN%U=`vuG5#UG8LobysxhTDkjdcS#L^u-eteou+rlv2h#1X+1$v4~S0T0_b&Q!a zma?cqRwe&M(DDPmXA~`1E)_e8tZrT{6~0IpMR_gMLS7XWQSaO-PQZa*@o1*;ap|^W zB_s6-sgy;ejMj)k7#|b0&Qx#d_%3ty(ey=w586z}x1(}>d*@&G^s82V+M=DIaMepM zvsxca4pkTddobqc^uz@G6|!-9-&mAYAB*tt@wIe!i=yCQJZ}e<=%nEL5Zc1Vwh5ZZYdwfQ(=?)!& zKn99Jb1gHSeRszH@p>5iN$D()y z1vROzI5@0hx{hsBHcky;!@q41US62(c#%r*`j|@!1fNN1w`r;_!HbM zqVQ%l6OD%nRXv15;{Bpw$8bRMra@VtzsrZ|{#^n(Et z2bY6e=DyV9)E(G6WhX@?{<-)V%u~AivyoD%qisvcp5@1B}Wvy_R5jtu^s(@b!%p=d)+e z-m2?`4{S^@{%%38j2%r(OcZY!cd(ViLcf%^dw;|F8`-;fb`D(5IKSuc;k?if!^&za~&6ooW%i@m0>s0*N3hIG!?ucVqZ4Kh7sm1+97s8=#OZ4GP#4mmAEm zG|pPNf5u9wMymt`tNbc#M3*q}UMuJsDCNqHnu-(w&yXX?5`%zIPPowCy>Z1fEfUXB9sWo zDX@n|*TRcq5DB)!Q6)UWXcndMSN%+;Ge=njPdQ^nMMbPnh_aau9kM%Pfn2KO=Ba0l z{{EZTuzWG3i$o&fJazyHrJ{OSTpW(gKRjGF+zTVY0IFo)5ZG1FTj9Ir&K4LJriPy^ z-M<2qxD1aNV*bIfI*dwL2aOs~Ab?`{w5uvAzI;-M9pc(%a1Cxo2~1!{R*?5r*?+I!6Z^Dt)~L2L>f86d321`at06mjSQG(W8h{6| zHxBZbPhd|~&E%~D&Ocdznur)QIC;VmnEaKu|76vDnezD-Xb${}*08J#mjqoN?}2zT z5hnNxG*cQANje&rxqLPIko0Lr61bsw9XH|kAv9tEV#5_%TiddKkd$B^j6qfwJjYJ@ z`p0Muci*eO6gy!urF>rg#K?AbAOetfm^;T(%*Ol()nt0gryz1x0cKBA?J4zW!y(Dv z{5e8<;X*wk51LqZl69}O9(cXC$M;140i#-NF^?3Nn}DNk{zBrRn4P5P3EWvoh@m^m&8;}ZArAmPQNqI!Z$Xn$8*LH=g&p4zC=&L zF+V>)7$~CbK&o~D(6_EG9KM&uLDDjRM^&|SUOq)6Is&;5PvmaFo*ME%+~tD(UIzvA94a ze!-j=BHEUemp6~RK9CL-V*>KVc4Kfq$xTiBWHEyCJ|Et)U_rd`0oqK6e1rl6eMU^$ zB)qrS-XYN-*ye2Sz^GpCy_z(YfR2tN6VX>Y5`xTPZEbC0Vgg%|B)AhO8+v+HQN|+` z3xjUJ)%Byqku6(1MZVEW|2#Vn6Ob*kR4`*#LnOf1g~CD+JG*a$nJX$n^rBFYEH5p6 zlz^`cH@yPvQnuVfRE3E-v!rKRUtgb%$WFF&RZ_C*5dMiU-bO!<52xkOmEDDASRfq+ z7a;jWs@Ns5563v6OSA}`f2^#~?A)nU9B}*gB#Z$rmI}ZwV#^0Blmr;J6`Ai~W#tAv zz^z+beA%JK&nN6;ws1r~ehd=*A_{fDa(ML7$@u;IH!(yEEkN%JxMEgsb1sgNuq%uIR^njQ3OFjBxkB90YQQyIZ6%^BuEAo z6hr~Z85ATZ$r*Ys>fCetzR}(9cHj5L8{>_$#yReCyTZTz@O^X6Z~ptSqP!&8KB|2r z5{XRes+cl~w9A%6+NuA`PxwZ4o;L{}dmmiAWu6xC{tjl|{1cZL7bIf8{(9!r$1U-Kw>x%JoEiQ(YPdyY?dAK` zFoiXSzL%xesj;yPXb$O_f8Z4H`KI?u1MzuU;$I*C>VkjGg8%<7ghbP#oy}(q3=H;D za_Hn4x44s0YvChK($9LbGePhOg2C-y#VdI0MYkNqxJ_CoJWu&9f7YPpGo=xAUcaB; z^V+nhNTFABbtEpcd~-EGULa*i8IkVdZW%RI)p)@xiB}Vp$<5biszm2LpN}pn$8C4) z++8x?D5J+c!z8-$vA}$QC21#OPuXW*_sHbrWd5~@oHQ->x=2Br>E2S6B>An?w(=mh zYuUFyKJ#22XICHdLK}rnp5x@4j>JF^XBirjG7#CRC@-G}dw zYH*u&^Y>gbR@}9fG`puU_iodRD;~ad!mA1{t4*=u-o4IilR@m-5|w0p-9J{C2L}f= z^qi~)E5pso3Wv^{wJA8y2IOu`?5?%lC!h_C!PyHL(LU{69i& z`AXSP;I>X}E?Y}3oVq2;aegAwHvUuzM(snAqN@$FgP(#q^~#J}Qd5Tyvfywr^Ye6B zAD~xr>$4s3nd&Lla4MO6-Ibk_V{&d%eqp?Ax=M7@yhw$3{bIb-YulNA%cSJHUhelz zOBY&eytA{j)zZ|{HDASM+a#AH3(dTee!nGb+>ol4*0(WbbH)8Y%4h+u_P0Ai)}@rG zTT0BwsqU5MD)K2sh2{eve5m=Wo9-VR`Z>aJP2tlisGXu5MIdg6Gd9QW>{+g<);9=$032hV9II%CspO z#~*L8943E!t0*5?%6NK8vM!vDQ^fr8>50UZx#9e~O=qr$Q&Dj0z63%crB+S<7X7f# zX^GZleJ1+eafW_8R&Y4Nf}`N;pWK^|LY?F=@2pGw?)VwEzPwfxgymo?C`k31Si393 z(Rv+caxsJo(IWRdbFY=y&g|zb`IX$J$4W!2+ip1WuKY)lfl$LJDUJNWz{6MxdCXL= z3s=X|KGoDP^q0)ltu17_L`Ftlx7!*`iWb?JZ$eXgil>T9etdoFwwp}aM0WA0?>ZW4 ze9BM$o|>}qIfumw&yk+uCHl=D9;rbm8CDl3*XElP`0lm;&QP{gI_!6~=qTE7Y;F11Wooth%OLWjIT7 zWr8`#%|Ef{zr2={IP{EIzmqSF+Eec~B?eOJ&8wH&FO2!ni;6Hv%gC4&d~*+zAwoo+ zN9@hCD+e#c&-S-y=xxMu?c8&4qAgQTtQ$*^vwZy_86zU1Yv+}Qtd_TX=ymMO2YmQ~ zf`iR$WLW~kgzO&1N%+)!`cyACEtGT_(e{m@ZRw!;+GKv;t17y+Zj1WbNWmq1(DIq; z6kAVDFvJ64`Q)=3S!r@?$49IagwuizEN~zQ~@{j_Pp&9(zn{0PiOc2sj&iLdhxIz?%ilq=}ErSW79{! zwOobA3iezx_C+wKvG~ko(`z@pi&95XUHvtBvd{vNL~toN&UaO|K@m|T^t@q|RqM4w z!t;tsN)2in*YiAPyY0u*(Ty)ZRC3+=P=aW4zw5P}&~L;`gv5SRsS{r6KIJDgi(Ux3 zU@?>^7hYzhiAj?vA1Pox(f;@_(^R3x^`Y%U{Z@axR6wueTrH=)6ER*B7rfl-SCNK9 zuxx9wLUcHMJ7(&@Ntl8aURP$pkCK~Q! z^dgSSKfdw&O3b)((LD?JxTt@Gi0v2kg#=y|^WN{AuM?bB)y+5S6Dhrk?@yE-AuAro zsyP1pjf;a;;^N}=6~yWGc9sO8xcVd(a}FPpOx7BRQW#ACDPrXO$#Gqp-P};A{erX& z!A7cop^L-^>9;te?T>+m$B~-l&Q4NN9}&2)B)%XwPE1ThL`2-F4NDND#96l)#4D_i zP*8}h|ETa2-CRz~EYng|onP631^n^TC+gpCyzxJI1s$k4w-@a=ah{n<#9(2p1@klP zoPo5s`1^zIM=6P;9@$A$)CEI+tIAjS$D5rdY^R9_umM~Ed(iMd_!`Dzk~)PPRe%_W zEWxgoYt)%Lx`*B|3!uSjyfyIo^XEZ95@L3CD;Ui4h{jcP4s4v9oK79YvrnC+dTl>l zx+E{W&|DLQDSog5XolNJ5i@SQwWrQ6xuj%$Fjy~&$D|dxZ{NOsUS3}A2Wg9p8e;L< zRELNqe!Nnf>2=Y7ub_ISE-g83zn9;-I?>qXq6qM{7y zFEzRBX1`O(9l+&8?r)hNZ8{YT+_Kc`U`E74b9ICZv$B;T=Z#hIN<4b;h6v70CObl= zeUySiqVmg&E8}gMTM1{7I?vbfpCa!0O7fq<#2C#WS1P?i5yodmM~*WU_z@jR&AeXj z>7B3dQ`7!1_F_;WE}aBx@)q#@BBJ|kQ3(W6HQ zMA~JJc2ZJOckhm3^;7ZQYsVtTx7MSLjGUaA7_byomL5A|D!E}QaRy2c4h>D!lo0_S z#!HfTf7i;hNW}jqAI)+$q!UWslvRxhukOgvJh(_>tvNq&{90%OQ`wBf=V*Gfa#|lM zaZ^(ohkM-jLZ)P~#AlC?Woew{#Jc0kC>PncU(~Andhzn8!oa)zak{14jNT!9oEc>T zL-kwDwG$HsBeBaJ_4->IO-J^VNbRSNkSVSO27Tx-toj^EPEIROxtB>SoL5QtHw5@c zk7hQetK1HK!2fpaX|~Mr@>*W0ANW8W7t0XF<9%4+Nv0zsuj!NW4R&4U3#NsPiE`ed z=Le|!l1FbK+t9@sxoVky3gX|Gw_Ts%|LVHDkU6lmQGPYywbR;2ocTvaE;HSThti+J zHJTJybzGdfA6#iprxx9^({Z-rHZ7S=los&7Flr?Q>u&c!;=Jx|+tCEH)P%eJ&t2v{R!aG%>nrtK_VY==?8~cd z1EWc|zQouLM;_yfm2ksIIy{TrVVpxo-JclFz%W(F^w1(-6oVfkz>}Tb-&XG1-yinL zx|T;tiClE;TExSe#XZfL^e(F^G`2S|COLOnbbbdSQ&8rQfe9PC} zYMjDt_xnUS?RxX%9T+*tbdC)UnoqoH$Q_lJP~YwF?Ge>4NEpo|@tw_ga6|Hj7Zr7q&V#JvN)~?d zx9<_{I7HkkD3X?3NvnvslXX$~3FczDiHbw{K6?O9M2Tzn(9@95G|C9lUt95if6`;3 zLr9Iqja{bz7ko2eBYN3`nJR{tn*VnO{h`mAId>#0S~LAbH|};VQ+-L-&b^P>!DUz{ zFCiaAqvZA$vt3xWfs}VGNuJC0f#dQ`9qVhVs*c~Xl;Zkbw)o0cYL|!jOwMYu90i0B zt6VClpDy2eRFNqAxFaXdZf<$X#^mh3Jv4|~R3wbg?`~87`rNIi#CqqonX0GJ^yM4( zx$hk-Uy+Mf=AoR({?t$1=ee~KJ<=!IYi}aBbE=rLPLPwKKe+r!L`2wrEXN5ct0r1f zyD(n$kjOE&Jykt6RVoVa@$9WdGa&eqHPg@Gl(_BsT(nZTbGL(;<+ys>TPofsq37fD z$^m^x8W}mt_;-_e$w&5A9Jiy>G z{je5h=S0^gZ+g6+cArdQzG2SJz{rB4u-t+&=@s zEglo!IdQaXb3wDLl@oayRjbX34$yvKgZ4?7Q4 zuCL5wx`;O=HoUrZfaX|*hh)y3yW8)4+-rBccDyo|k>UZW=TkIY7R^fL%}S#OG0U5O z_P9iVfyYYR`161LF#`tqudM&CtpBg9|G$y-+Z(c+fHqjpo?TuZ@B{7m(%s!HU^O;z z+}>?tUmw8N64aiTsGHPGYb0OQ|i4eviR|KkDkM1UWLb@`kKzo z-Twce*$mJzjL$OSn%k%Sv)!N17|6+q8+u* z7-i~2x7KTTUjQaMt2>f z!_I#=SVPD(i(O`VSvTIQCTA9-tLAuGPd7pSrJ54*#J1^ht+!p)psBqs?v*M^2X^0bb85tm#q~QXm@;uAI z5%v4c%W@tBnbo=sf^BYYJ}91V+VfiQYoiS3WMhJiSogzE>?W-*Qwnbrujl~eW!#y2 zckn%BX+^efsr^8epPy%AVHHKEL^6=i0(JB{>wewNISo zI#)j8PBDv$-1n@|^BTI{K${S=x@ZHW6V50^btfyu&Cbrw)d|+8_~XnU$B|7=s1Sl2 z_{4-oy)YlB1wL%L3(SFC*VeNz+To@}qhQH1;JM%ot6$v?@tU;WJ0xzuI+~Ou8>;N{ z7zqE4*uCD83!`Gcl5?5&R~mc@N-!8DqzApV&bG#E1m`Sos7c+HO>#^T58eTLP8Cm= z5d;U4hzGj!5vA^OsNTJ@t&M4rtpNq0naYR@7HBL7=(J6rla0dnLa1DHpx(v`Hu{VX z)dPN_x+@&*VK!qaNi4voCn}(sTo?+uH3hw7KSx2#%a`{ch;9>Tn<*tp+6CNytU2Yp z#n9)RI)QPhc9?}lW2tG2icx)=i}|3$tFgoU);B(fa1orv+UE8f(=bsN=c3o=#VVml z+I5>(@jyShj>O{{sm$$IQ#c&u@cpS|FJ9}sVO=)}4kek%mzcNBDJoUIw1Vgf;e7KL zD6Xd@eL>Hq0=5-Oz4_Gx?X=}-AeYMV6zOSxwoi3vGIt5UyMg zB>j(B__<41)llQ2Gh)Au#QDj8Dnj1RP~j%&)fog|Uz{{^5oDJU+zS!mTy*S?<%hcu z9P^+01<-s58f}JLIBzLtQDEC-SH6N7Ko03Dr+CGb{ZOc3>gF45C8ejmKy4&{-CkE* z^Uqqshq%MVY2fPnDcG+5gP41{_q3GQ&0)GH2m%C>ZvX5jkB@(5@|lrJ`Ima-W%2R1 zH&z#@dG8s4t6N)J%gf8>+^KDh1mGu~dm4LF5Iuou^sS2CWgWs2I}6L|x+^q=?}LM6 z$9}(2?SGP1(E8=dUpU=A6k#eG>XcHPgk0#k1aQDT6<*%NG5k3+AUax9ztZ#7ttvX( zuYd4R5HiZSpxB$?kM>g@1XqW0q-I0KXW9+96nX&#yB0T;3%5fenvk1{tj48r$jF?E z1>=r#m{-9e$@rgPV7QYNKyY>5qJQ0daXt`LIe#^Kruna^jxtr~Vmm^3V*=?8_!6X;@!$UmYs1I0W1Fk5$;df^1)q@%J3=1F z#Dk09l*vL=KqiR@3{+E6;sZw5D>yXP5Ld+>GCMmvmKVX*5k@D8 zk-?f%YceaD`G7u2;1b16Z~p|f2IRl)(wJ4#CJ46ms?+KBI#?k{ zL)>K7D=UeQkI&7uMDRkwxz`vkg>Q>3N1p`;w_(6kSpug@aJl~_1k_;ZgohRuHU@gg zGbF|Lam4#y)SocA5&hb6WftY8c!SZ3gMt$%lE{5(#6LRt#{S{dDM|07s;LraSSy=+;WTW%?$bOQ=QH)25xGoL5J&suE2Wv`q^K zA2UT=Z5zW|C>;1_9HIN%XFIDT$@&C8*_*zdIIvu^)xf2 zCbVc&ixwm8g_qI7vM375&?|RFJphgD9Y&#|a45_K|4o#4PF``3H?aaFI9rEqX@#O1 z$f}WOFiMmx40=j6p%N~>MV;bA(^;zaq?Sy*a_AwW@|Vs5#CXYY6rN_6Aw+Zb@t;uI zQ|2Z)JchQm`Us1ovF`Za`sF`l%>Tj%`E)7ecx!?nN);0j$KHrw#BPmzG3w-A>=V_> z^_-YECd5zY%-{10`JEyye2PRG{ZS`qJ`@VV+Ui#uF3ECqy!HL(P%eu*^W&6EUmlA`I39=%(;54yfz z?2h&-q2(K(pZB{y#Q8~#w{{)>l5HR~do|aLzFw66kdWfQ3R-WCB(oMG6~MsYyg5fp z`}V<`9p)PgUAr-Zi$S+1WO(m;8AkiqFX*>tMLrSQm^b=z0z9;_kxB}|%VDqh&MeNA zzAc~ZY@{~IS5msynH%tw-suQlB1JXVM1u%qH#lDykro*{I>0Vpncw;xmKX5UPnaSh zp&`#?qTI#j^iGm%>0iWqIt~kxleg(oQ}a203y}-&4>Ng9hQ?WUWC$nAiitfB4210P zpe0p}NLcvrqZ97zP$A2!tA08&t_LthUg1%-u_RgH9!;BNXA$9Gy1p^pP-vlJdsBb` z^Nc+a)jyPt{5+vY)0$V3N3R&8?gm6y4iE%&Z|UP2*6=*Cyi21LQ;UxD4ZfB%%JX+B z`O1%AVr@PL_0d;&vE7p& zh%4G|C{&?W4{^|S$4*`Q(S&*hI~2;+mZrA?qStR@)upJW-g)>_@%Wc311rO~etfkZ z3|#ix^4xjQljAx=pqI<$d1+||1_3KC(X9&yMTL4U?En;2LPZx^c!y#1^_Fv%Q{9CQ zOH){9X=^=Ry7x(3I1q{@@(=Q86&>;`jLQz#$jU!A}E`Hm`d{ zzxzW^8Q3H0DdE!?b_jWe6_sQm)Pwzm7d6F@f-O<28jf~xR&Q-R%+1QelBf{vjP{oU zrl25Oi!wq7P<*cYuCgcYWT!+$XXgfL`ED(YB`13xr0q}Ble1yN)bA;=(r21Ng0AsK zUBs8>LUt-Bi7Ja#=iMZ^D4`1syk@;ZcN^p9#eTMK(kT1QX|h*7Iha4i+AomMAwak;fd-vlkvY-zmHH-N{TH_^^}jitWsrZfj;bcmW}OY1Hl1^ zimTu&Bq8z2OM7T@-MDB4EIkPd5cU{>fplC3<#p6zeLZbb<>ULJ{`>N{3im|iN2X{R za`Z<#Ku}4~4$O}RU}$~AVme%WLoWuxFcMy*{a6aoBO6P7(1ZHH$Uw8Qv$7swh@W`f-*`IKAt8Sg^57fh7slx zE!B8H52{B9p+25~N89o958&k!7N9pP4SvqK$V(_`XTocNv=+#Rp{l8=VaeP=fligo z8P&cbn`zyJnb$xvb#)mZbBTWWgWwLRas^VtuL0ny^-5pdU|P{m$*%uaAdoa3UdyvOM)odQj0_jk^R-!ElBVlNGT{u!8n2PqbMyG(a3?b zRMu*!;1J^a!Yg1Cl|)&oTSWI&U+fjY8UKW`|0|EwhjI3NEx;(`M(a8HyM1L&3^%JS zp*;Vnc=gbrWXn0%_^2d3?bZx^L+;(8Texj}G)fX!xKEC8>GN$p#T$ve^Do@Df1rjH zpryXI&#e3y56kQv#Ba+==v~!EfXYx4(M1Ig75;d^Uye_N8umA<+?wpHuJb*4CDyRs zsFlsjtN&G1f8lWdSlYlxCfv!WcY9fq8YO_MKpy+hr)ywhVI~{2eZpL9k(`?0?3|Q>%kgR zFEIYnGU-Hx(8_Jp9wFZbFqtJ8Bsagfg7%8R%Yo1*mx#PlP1E9HsShp%LrXFIH{~0X zW_}RLUA8tC7K3j6kQbcH-CE7ulD6>*L5U0{HWi=8m}Xv{m@sD|jp%uu?8PeIQ%Vke z5TpV(sygXW>2>tgjZ5>RD(4Bm;5lg?Z+Dc=rV!_RJb{1}A_ekh$=%M^3t6DsX z)N9l(h>skuD9Yn#-z|iZ&ckse(rcp6Q+y8r!QuI^|<7=JMVti;vUiEx9=Y9$3H*QI${h$ zNKS6kO&-oSZPbn_msv)|uKj_lYP)jbDjT5LpqPOAI6^=vgs8d;!x7-#sy&%Pl`l|N zBs>z}_@7F*{ItG*4~R2qv)x!&p7ASxAS)$>BraB|;6i1UwxtO6criWbc0(4BJ!ap= zSG1x=qinX;%-N#9^0D^odnxOwcnCpGOPnF<5K&3L@|Qy@iYB)W2)P}#62~>jt5ly5D@MsG=uqgCjif^DeQQB) z28FHGYefC0#I9uJj?kheK;83T$)zc-TN2Hg(NizcjJqluu{R05W$1G#JQANn&$kgU zC9`ZcFjIA5f3)M$+ZlqK&s6DIcNh>N5MVSksS?T~Wc5OGpMg49GHFF$1*1Ge!R9&b zA{u3P#(5!4!Ko#SsJx(-#%=sO@d5G1FT%ttt{Fxy;I)vDJfcfhS~8vUvh_wfa)uA~ zrrS0vNiIxw*}#Yc^4y|L+jxePGs;;21-(0UPXbv7N|$1-#z$IMcOUX?O>ZI$E+;my z(1cK%S8F4NVuBJA{gs>Zw}7#>O!{qwvvJAH^8$ix??Wc(UTh{o?n1ak@t*g&hXttWOi&J&<73Bs`!GAO< zv^bU;pm^L1(eApP=pY812&v@@t=cWxgp86bjz(Ids0$wft42omXf@m*AdauVeg1id zi$nzn*t?2Yb1y9!D(0Nb%-4{M(AiYnM*i>+1q3v~v12)m;OZ)ynZV-RV;YaFn+G7~bdmp+S1fkz=SNlWdYIVGf z##PG}YjL9_=~4#SLBwK?=nW3}Om?$u9WX2ikBN{9m6Tq&-Gq$@2j8iFCo0k*(1w9LX&P-cMEBr6fi2ze43$Ha{X>gwv- z7KI7BTAsG`2}4n8*e$${vSL*@t_%jZsp=B_Du!t>cvM5j95%*WqXvc!?z`L&zdc8q zQ33n}jd z$5Aradaf5)-W^=n%M_8dXCS^F(}p3|-h+)Bu$KYIAo{@>oSS^#I>iX}=wKEFmnWVz zOCqn$`ZhmhsKOs(kkm|wD;a=y-`+iH3DLfg25m*kgP3hviD7>7>*IP`(r6K}K*5au z;nDzfEg3(oXEzuKElON$P>LYdS)6Hi8onT;-L{DDfePe^DglJFLv%vRgnbsOesFkr z@c=Ux`5~-bkRd%St+2pAs|In(7FkuI^E8W9x#zJ8;^V&u*hIN(t_TM(-N)LV@rH|| z(ZR`NKuPR#+1i*J zuIFTD7amKFBivmeiIbZwJc)qgggaBv`W{v-_x69yo)Pl}_pe0^Z>O#m(Zep`5%thO|~4V;7N@K7QMx2i3< zETrj)S3>6zg=G=+!D(E(FO_Efdw{}}H8F-Kn$&WP3I>C;SvaT4)}~@(V{69wdTnok zJd$%g{9cXqOaprz;N|^}Yy+`wtG4S>@r0CoP79z6uPa_D#T01?N2df}}x;P(%T9^Sor1e+oYX>@=EINwKm0+t?4O&vCZ93eaDo5_OFNZGu<0cE*H>Ul|m61c@(I5C%cz z!73na=ZD|5%}S4wLqyMXmcUJ8f|BnvJg7eDAyx?|RUf3;8bPA=G58)>JlA|kB9|aDabGPW6T&U{D>>4+Gl&Lq`xNR$-);lQRUd&Tq<`#zuF^6 zoQg%d_-H_^`E#m0V{(F{@c~4!3!KjieX2Gc;^|40oM!tExhz*K!7Exb4tQZ+C;%hprAVjPwSZeFOdC*6R{bT6MjXXVpyoeE&go|>x zoNC)gSYb0v4<(#r9BC}F&C7n+c@b}Pf~$C8q;jk!EgCFWL)UH)ZtBj_uYK!7e8oBN zS(E%%QuVlHBLxMd(iHTjhbSd^GzH#kLM;lO5q9%u1^D0FASUcitt(W*3!OjLIR5lpI zQ60dcz)NVoiZWOn$r_oxm@kA>6W+I;2z-j`tD)>(N6@&(kJDnTQ-;Rb_Z*}-M$`sC zCV)gX7t_t0SQ+3O59cvi6ek4r)O@0g6tz`zj0heyY!W)K!(m(96oH9l5vcOaZil%S|DJp4{%hT`K*#;E?ln~P8m6Ydq1>dD5q4)mPGY8kCFrqe!c1VL0H#AZ2H8-Cj zYM66#lHm2gX*&-IWqlw_%NIYS4oSG-7DNq)ya8(f*xVFr1B_?=yX!RM#jQEfEy7nQ zUTNk$7mm2mQ(u$>Q85cF49V`I+NUqzSZ)Uek|C%;rr8n!cl*a00)qVv>4Zj6SJ$~- zcxis3!vc|UbU$z|DKs`rkjk`tW3k4YQ1h`*qjxF<)vIOn^XJ;y9&qIJ{9XZ6E{*TJ zgetw%i>z0KrS6IPPX*u$9KFrOHq%8``E#dOI3e8)1{;h+FJoeEtS`@0 z(b{xdYrA_^*VK#w(IcSeqpZ2UzV4|BxB}>A!p()d-;Tlz#MT>ovH6jPTS=$N7xOa3 zD8%jx~>Bf6M*G_>UZQso1c9bkq%j-!lYshwd{GK=LkO8G^7&ilL}r zWBwiJO|kTmvFsr8Z>YMZ>y>W?hlNNd)L}En_S5MI5t_6WT`K73o!z}9x=DBOA_e2G zO3l*02OkV9G&C?yysI_!I;A7=TGHfj<7o0VDWjlkcM@q?gKGwq`?!OBrPuUBiuIrQ z|FQeeg5TL*Z&&mmmjv{EP|T51+L ztyxQvlamipR}%>Qbf8(lBY*#2r3woRIqHbDM|$%pF~Y|k1$(JR#6T5g<%#EvXU=3? z%aKsNMlGRE_w?!0XTSaSTaCHt3=st^%+C;4kvO;q?{Rk{(>#Oq6oX@ru~s%&1VY0E zpx}%o%oR1^U*x=O@`#;MsC?FqR;Fv`*F_0yE6>OiSPeMEU@*Etv4ra_iik~^MkrNH zwZDp6R#aAQ#GnxRGNuvciIg(HJ#zhMYUNQPs?W^Mp8GIA)#Cv8fXQrSE3Ku~i6nxE zusf|~Y;ceVgqZL9_6x?GW8GNvsk249&YeGB4#fbQhroCv>`UO6H4M5A1nEu5`C5~0 zuzrLhT`MmPJDdL6dsse#pPZUFy1;#~-XtU>+_#V2d-iCjx55OCdent= zG&S1^o5kE5Bf1`kfDr466E^_MVS>qAcHO?8s`a25_tn{%8FY#vv40BnQWwB1aPl=& zICt*cNuV>d6aRC6^r(;}nOc)A2vY4Lw)bG?iFT1?N=3`zhK7cXwIvtA0I?-Z6ii8^ z2Yz$L+(*(-Pe;OH-QqYP@8#)9lzw$|bRIsO1zkg!2?!0no2RvZ-@f&Y4Lqx&q9UC8 z?r(<=A3l0iZ6)}x?HhfS=P=^ddCo>5V@VvjNp64N|0MJ9b*AnAByHBE94ABlRCw#D z^>nY(CM6&Vj=)eAA9v^q39%O2e|PnE#TSH1++4LZ-RCmo!@l#UpD;gzpFTAQdsR7P zjUp(h@NnpFq|}Iks)dEN)dh{gVOECAlU->yuP7K2h>OM|bz4R$7cBrNLoAU_#p(od z2NV63oc!i1%_m%dtOTQhyZKo_KsmARD#{+~-jw6uK@w$Jg~w6Kr2Ia0`MPU<`6fy2 znpRU2FEnv$SCtyOw#V2)fh}2IjPrC|HWtvLxuqpht7`pM&8cc8?O8VoNDJK_VzCQy zF$%*A@bOqF-60j&-tWukGHWv{|ERAt-fG+;-IB)2qh``JRz=^E;Qhf@?cU3h_8MYS zL7?gdY9eHe%lYC1hN-Y(xNNQU0cN3+T?*|T6Ku@x`^yJd+8&4KMe4nq zGxhoyZ<17%))rG_C~1X~$1_0V1uQzWF8z_H(Dv8fFrjO`yGF2+!L)_#ri1wQAVrrL~65nMZ#P4ChDPl*#^o7jPENe`Cpb`JuoIDCI*?E$ltqn z@66)jqUAo4TKjPH_;}_~@)v$0t0uwUo@ZR=aV~k%P+&eqM#NqIw21RmUXvX;RX64I z^GjPWuO=gQ7<_&62Ux!^whqCYzWf#{oZ9Ah631`e6jF_c6_W4BIT$F2rU&b_ z^7R>QIk%(@M-keA>l|LW0OBsDG18lMS_{>YBdY4xRe4#k$aM&or?fL z5r-}~uNTC>_oi%1Rr}ObNKyqqx~l9)cd+KCoh`58MAl@fd6Uib_`Va9uTJVhusl(L zcy{jGIl>r{&3oqe4}@TJ{P^*tG0tDGUvL35X>#-kDK+ZJ0V(4zZ_EwM$9aWI_2+Os zX;2x(VnRhF@B-?1*hho?2jdCBy2f3vCqs7;rYGzKS_93!I=i&wGV!WP=hxQjtH5-~ zV0HqJ;N%cM(0mvX^8ESf(dM6iB~iM^oG>u_WUOYC>{b&&Ben0K^_8=D)K{IroQ5w* z)dWkzo||X=0|Q-oCK^zIP}vZdkf6hk6Yw0cTS2w;p>Q+ZUuBr&&F=)r@GVcfY!zc_ zKa7rwjGTP;JBdXnPGWV#W@A2p#<_w`_jW__Q|ima1RG9W55Gk0jd6B%M#(9p#W)Z? z4C^}gsdTSj4%Z#n6nP+_|RN9$IP69O(7h9KgayE zFqW`vTN@g;xiJ~&w34tmq4eFeS^{8x`*#7v{;G?TB$BS`Z-4?Y4tpS6Ok%^=CbqNX z-|xDU)8R$Gw6H*Iy@(cZnnDcSZ+>3f`+c@?3yVUMBESjE6Ux4a-9i<~bUdeu6*$Y1 z^GtYL%G?hym!4sg^b=u`QV?Ozd}x|YAXn97M9{0LDoOuP*h8YDqrtqw!?i)sA#0dx zTqW`Iojhs3phiZW=s~Zp^wgbf&Eze;OR|d#b`GaywjNfnWndsiqJ4#zNG~ z+)5e3EhQH=vb7=Vv=E56kSV#g*fP;kL<)|_NW_fApi&U{`Rm)FfrC!VFEDREeysVZ zbUVH?zwNqBiX629VL~L)#56o8Lwbjd?j<@bafpPGCG$DyKDzahL)2HJh zmqf`EQ-pLe;Y}mq0s6mO`tA>y3O|4Tj6X|Cgtlu9F!Uu{3sDF(tVs0a-{&9panFfQOhk6G#w_@7OweF-`#=<@ zM$H0yBnSHYA(D;1_TRohRg0TSUgqjmLNLZQW(DEje*IMu!2!+q^5x6duV10C8W;v^G(Ki(%BvNAWCXu2_bLY($^OXroA`_2Pxz$I==(7G&F?P<97g~<;vnMapf_9 zJRv(3d?I$1p#TA}l?G*9L?prS@jc!ya6yz+3Q+*BtgHlrK{hk(%w;}%wtDjI4pnO? ztYd&qlJ0OJhC@ale)<9(s%T)|_V_o{T%_gX0=Xez;97tzYk;+84!6??mO!;aTkCV! zhJ?4yg^MU2`~3=dxLo&FLV5p|@&b$rQ$UDE0KJfUhKh_4M$9wJ@ZxT+ul(`HAM#Oy z0|V!=(GPnLWwf$yOYIuk`QRoDZAIWGLOiReByaWUu3QM%*A&L>`?mfVARtoM;dOj}Bo*l^Cj`D% z<^vK6NyKdE{wv`yBeVr_uD338AM+^J2ow9<8TbtejlI7A|y zr;^5QUSkw+utN&~Q|#XMfuX^cFDhgNs_lb@=3bsw&h~Ns+&M&H)IlA`<{`7?88y6f zTiISD$p?(MBY07j#@vG;ad3E8Mp~9QEN#^JD984iCA|-6_@M!&5Wu8>E|rm&?**gAZa84(baj(U zm;NX(ce!!nhOMnFcIjbBfw!?ycqh#fsg9)h_>0lm$oKk>eSNL(=>B~}{znOf+<@e7 zVDxu1AO*i5DwH^M+$H`#>A`U#T;cfFN$3JcA=mC|lBzy} zSMkgTYQ`S;j)?+ZsGp&sA)?|2z|HC!GfYP#t?6BW#;7FRd!^YOuswFJ(%uqoJ3oX# zR$NjIegVD&x$cRVS0|)9!~wWK7)G&4G(#<|6>fInup`?~tB-5=`UWkBZI_*ypWhZl z21-tOu*S!OVIM*OCxvILPeD{7yh)&msFzJQWNlw*d(0;C!3{)~_tB8h22dCgYBBJ? z{Yn#{M%1v5Mhe1AG}fdc98WkD?|w0Q5M%369TE}(&)##bFOV5fM3!1zpR4Z)BLp{+ zYmEn90ipdFO3l|=b^R#36F?lE0qy^XGkA=f{VkzPbfw(=67$Dtu*j&Z#PuX1@Y5K< z0uul7C7U2mN=nLVPS5tgTvU^Yd;13}+*h?wulg9kB*PA0jt;^GO|AX*88Iv|SXD%9 zh6uGhGk{-yr~p|cw5@O7zJ2_NYZNveUU3Z(UUuM<(>?I_Pt|Rw$BT>u1EZusxR&ew zE`riiZY90fpP89?%I&WR zfUwIdASf#-Db2Wj2!RXWh)Ws5tIB)qJ~!#e9!%Mafcl}R=r7pxchBx^FyfyCZDig2 zj*!L7%#6LD@0~pQ6})U5h29@iS(k$OmGHhoy)GcEVK@R0AqT6%1o8I|K9s?CCNE52 zq3CFrF;OQ+M+iZdP?s#nTWj0e+71&sHzZL@BX0gQ*ltkm5?zP}t<}pldb(#D0+ST? znz#KM9{6nZ-~=BZ-}&?B@h2x|eSJOW*|UTZ3K~IF-QTOjKrHUX5%eqZ0~m;{NJ>qO zjhni}Hh9btlwFrbo04EVo>KUQc=p9XvAAz+7*Zr}*rgj%!lj?H2or}B>^`t!(Fxf; z01d`pdbVxdaNv4NRNMt=fm>P#=He7daD3yo3|a~b3Pf-k8b{Dm2m@g5hIj60rK?Nv zhTn%V0hwJ7l9jCNli}>0uEi7WFBC+e;?>kB+ZJRLNjt5jN*z|HLf>CBxD@xI5@Zkc zA&qVWqUZoTKy*);lLLLUa+w%zh>{JexjIOlyAekaOC-xt49<~gm+uMA7e zsN8%33rLl3(HINpaB3F5t~|Ut-;_hQK5}Yft&fUdF|+i{kTpiZRic9Vze5RdKkeSV zyOViwcGegrEzDo|rne??>Orh{n3?a^MO;8$&n=$Sop^257Q&^KGnDC3 z>D&&rE(OsP4Ng$buQz%u`~<93HABvwn}1KaiU%*1uP$n*>&o%{iUH{E&8|e%=``wb z_^FLP=iqO$A|fL2t&DaT=ES4Qta_u2#h`&9?`|BAiE5ntRFMpz_{V^SH#@yNza+|y zHHveVjf{F;JUX{F&3N6t%e1MtG>k{aZ8s<{9=$n7&&Zgf!Zg{J86|A>VeCAfsVeu` z=09(?Ipd3ltRI=$0rZ}D3n zjOytQ5s&C8UiiqgZ(n2abWo$g*`e{YrM}?k=%HGbyEeN3EH1WSvWVTj9UqU3@i0Q$ zQ5}IuCn9BE*aek6hsF}axt$$Dd3NqLs{AFA|Lsrv-pGk;sD6MuR$Q!|)udf9zb_+} zAzkxZ#%-ddPmH*qqeL7K4+A=Mu(1gFZWN^uI~c9*c)Xj_D5-zn{wiB@0=|(aY!ptb zDZcbJ3LG)gU3oIkOiLQf4LlA$%e63kKZF@|aqt5j83B==BJ}s&$ytC{hma1%)Z5qh zwF{xw5pL9X`#Ck!)qz7{NGjlM{BzfSR90{1bkr?W_7vO5WNW2o)T(^*^2)VJD=DSz zQ|)h*X~|9b?QovqA?@y+N2h+=l-fsTrE{F(j8sR*(Qra02&4v_`!CCQ5AGAa5NO6M zNmwTee}5u)+b}Kp>bGyRa~3)@$5SfB7W4OXzffnFs;PdU6B@-K_3higKfejlnUaEn z7wZ1{x}((N?c-qmzF&SJWMuq)%=IWkm<+)VS*jjGC7MQL^0tXA@NZ5&=`CL6`|;Qw z8K(K+Xw55^yZ!ekkA?9C$1mFoFUPpmEQ~9(0XxN{#x^|o2do3dzy`QH*t&3=HfJYj zZ(ExiL^c2}B^y{e#fvK9}I@%M}e z7mv0U=SMkfeF|c}a7{_cAn1NqB9F=U;UwMC?qftHAn>4%d-?yKIA~zL>|qlTAUO49 zeiV~(y4)=DULDO*ic}fOmY1W6H!iAKk0umNi_}J@6;Cx%>LoX;4>iOU4Z|cp`j|;N zNDGf8-c?b+`~7dUw381+uNJf)R)ABHT{C9KPRp+Q32hVI*B;*bWEf>`$Q>gceokD^ zIVIXz+2dfCs2=KhtqttjmeZx3g(_TJVf+o}iJ#sefP<@`BV4O+Ui@)BuqTXfy7=am zo727f1uffu>>J9VFn_8t>!VY7@ z(N+sBW36(uf-G#Zdk(RP=#IC2y3?elF`83&%2gn!56~D@gFZUJu z`R^as1_r__t2q6wuZk<5y6f63lYKQ>rgUk7xjm;UbiX=wfk^E9`jdvv3o`2YZVUUh z`!MLMrODIJF0~E#nXKFH+GWRqJq09|{ov7QF)=6b>lDj#$Qus4vV*AYym&7!D}44& zd{w-ha)f26y=vdinDF>Nu6CZkqbtE?!!Zms!7G zxA3u_|H2q-D?syaj~K^(!3l^nGs7Q_)w`!efS%x}AAN3_RHd*ayq%CI7CC9^-4pk@7HHk@7r$*{W+{gA z0GlwoPF>j=px^pYT|k_q$O9Ckck<*(V3j#buNqV}?%b=|&iraSWSEFkpiF!*+Wrp` zM@8e_J=hupfPq~%bF;H3AE7`66%@bEG&-uYeU_>OHZNOL=nnu&mqvQH0}J1 zE~3mwOii?z{p3l)Gq?x7m4&NVzG#01%pF&*xVgE3wgp8-IzgrT{8=`wh2`U&96(Al z6g!EnU5_8n=vZ&Jlu%a~VMlL7^{StPsDBc5IGlqb&D!$wSw;vH@HS&-)FA9!kn(|) z@GB_A=wwW#d}7xa2J5$P8HX7$O9I2fSOAPK;U!_4n1pLI<@#o{$lfkVuS=KYjZ2^MUUE96-w9F-4N%A5XY|zm}@MpuO+C>u{q7GcOtx ziJzSTvfWO0#>9q;2vKv$KM-hwDmiOO9Be=(`P~n_CEXX7mH;<#16-PH#1?sWruvkh zt)1QRTd+Y0gNZ``6A)r#XTOg^FJJcqw-)1t*;y(s{lBOm{^XhlQNYgFD7y@4|Fy0`*)Cxxwj8~{&wTMJK$>S!o^x z2RCkreY9t8=bJ*P!Rblv9BgbQr~-J~d;=1GBkm5A3Y3VQp42d=&-~Sk#a>w{=3%(& z=bvQ(=rDbb(*H`*8HH@(0NNvbE*E>nFs#Do2(r#X1${S1lMQqN_SECB2ce!*u{ts` zf^>L>iK)qe^x&kIkIzE$7a%BL`iLY6Oqh$0^d&0v#Kpv9vGIX}gX6*lyT1!}A3uN2 z)k??Kx6RE>s74?^a$(#=R`l}9)?|yS+fNz<%fnXG{--aToScNu5saeSRpQF%b~P#Y z{2Vlxp9UulF?6%K1V01{o=Em z^k&!in;qDk)~$n^vuh*NzN=vTSg*j>o4hgyrTEW3@k3emb8-rXm>kJ0+fUG}7fyP~ zwlMNyYhALeEa6DEecDicaQw`G)rfz16W&Z!ju3At6C-HYHBZpf*M^+T%yx-b7>(05 zYk7KV^~V)HcL0&(qV2oM&ddln>tF|Q^4UFsS3IOqOg1HcqJ;!~$8~>GnbR}NS{`3k zZxiRW^veVIKIRzF?nfzEiprzf=hq)aN1vt@)qO?SS57>JI`s9jT7Jf9Mkc|G^#u(n zuO~0t3Cp>^7}41;#=cyl@NUgellOJ2Q4o0=A8z_^yN*GGa-9$=ZpA8J=-E0ErP;y` z^SutUi!kUHup);1W3=9Sc?aa@C(1Im#^>h z*k#}2?QzJYb5eC#H(&ko_^?)iV!Adfmr|Qf+-Q?F{~D2%4( z&o6crEo$)?#oVgOy&K?5gBF^#x@@Jrxu~#bdjvwZrvr*0;7>7^X6KsfMaQ=`70`(f z#c=Cg`{&EInAtuzk)t`OzuqBcgri)zaRbBP;N5X`gWG5MHGQZ?vp)&ZVmEUPODu6a z&7XfBDH<1|MH-1oy)}xtgyX^SJKX&K;o;$-p`rLQI2b>@MhT)wL7|>=M^1sT^y2h$ z09an%zkero*&s*a2juSFz3al6i~tE)5hctuh)XchEHQ20HRd6}XHau%P%2h6bc-{5_|RPRg{+Sw`^_s zmzpnj?7W>bno-Pc;6=sF?_@MAFT4`pny%88u{uPZXY?(MSOzS6(0!0OpFewsG93&h z>I)+c6)T7F0~x4t-jjMS2s=YvAN)EKqrVIff4xLT#}+PEFPgdcFg8EXZ+!{lu^%~E zx)inhU~|TGfhsizqJ_sDxS!j?QUa~@2^X?B9d>&G#L-4Q3ku=|sDrKXt#O{cot@7y zu6JY?c91AtnN=+3lkFGT5>(m&uSC> zM4rVDN9Sv(r-yy;YjfR!m@B-R>_Gg8VZja`_y1d#$%?JzUoZPVixu5e+*tMH(;I2H zA|le6b%{x##v{5Kpo`&c8I1oob@UF{n`C0=rxXgfYpYtG-Ko9 zB17A7?`s^zvbwsRrP_ss`wrx46xw9^(kN+$T)y0Wbjs`=FQlb+m&L`Z>+5fE5pW0f z81#v%QF2DH{K^WW_T^44n~c+upM(RiGmGeMtfokiwWOzg;!wHh+L_n%Ih2KMUKS3; z2d{2G9EM{8(Gh>5#Dv;3%#{#Q0q*B5IiR;MLNuEa^r6qB6FzeMntko-`(Yy2DZJ@i zx=X*EPE)IJzdNcdH9M;uDKNXBCgIL|?~6N`{Ui^&cA`m!xeW{PkeL5`bX7IpSWA@u)<5{{+uLxy-l+Q5mULFBl@+Z# zY0i?E`(2h5WL|z6!`0#Z{PCk{)HIK_ExNOoI(Xt~&_c}UQgH!m2D+PyYvQPze7Ol zZ89q#?K0yr@Y1#am_Bow_CjpCW^F{u`g#ss=5_6X52H^dh5Ag}i}AbNEaz45Gn-O} z^NblYrE><i0Tl;^@eIKkPI#lvsv*@cn%K<`@XO1yw3ADkK;IB8$AG3=cQcHoXYxK9G#G?O;_4!3gx(|ent`1*p}`> zC^hfg@%0CIYuSR*Z)J=}HHmw1?lTr*_|>BZ2FojHDvUjD$!!_4PQ0UmG5{$ozn-~w z51V1KvuIMRAujtVhcpAPjDfIOnxol+2OvAi`(%~tYb4+N8EQ~Zb9*gk<=17CgpyL~ zzn`aPHFe}DD$LpoDA0?UFWH|vhXl5)tZ2JZH-CZj_S;== zuNMq^`~|B@=0})qP!*fx>&BcIM=6F!b?oFU%wRIV+;6l(ft4UN_4Y&aX&e+6G(&>w z!}tPtvfsX!A0CP0IoTYymq{etz?Q8!*OY6g%xZm0rWKpxC%)m2JAWl|YiXM^-K>$9 z6MFF?$v|eV!QsJq8 zxyNXQ?i&&J#T!Q>1c#rhUcheM;pZ=sei`qwIC=DF(!Al;tw~KKt=!&d0A420*%OQ( zGl3GDlXDXjz`{lcFRuBKSac@j(!oT>?=-oQ8hQOGE^D!YaVy?K1NEv!Qd0uK=tB7h zE+k7$iv(Nr^$re)>A$iwP{{7jZ|@FI>$v@kw)W5MQMAGruJ!A9Yh@p^5dZiw!nnGd z(Ry6#zaYd!1MbL??ux7$}0Alg+B{gmUe zAZc1(*g0+IKJnnfdG)7JV^fAz5gf6c7RUC`7`9~!S9<7omiN`iSi#=aExvrMiK61< zO3l(z$O%)wLy`3tjQu5Ub*%MmL^j4K38}_S-801d>gM~K(1{2LlOp==;GQ1k|9ori zapCmIfk_)S$M&mLBuCd*FV8E_4a*6gK0Qn}Ygn8dUb?QKZSFE5Fi;iw?OU)%1erXw z7dQUJS)~;#uN~3ZWkQ98RV3ln#mGqE2GelbT0MtHX1Wl_((?1OM($;-=ZFirbv-w? z{(EK8)#BhgLu<=Se=V;6Vpr99DMxB#cp7DCEoPh_wJ_fB{4{%MLJ+I;-}ThyBAOOx zSUgGqF(7oH8yci5>acD3q=Duf@mzd;FXUTReHzcU3sq`O4h*W#HKk_$L}Ogv7*k~= zxOMB^Ubig$t3Q)_JpT~iCR_!bZ6@K8=j+CA)~)X|f@xTK)^ z1O;14lK*IHy2<{!?D8-N5%x;B+RF*`6c0B#}%RkU)IwHJ$zt67OMRC zqsLX0H>HT0iV7=IZ$R5{?;c7E^i)qZ*3$va`_&L)H|^15Rb{ z?RMn~HtF@(yLRCi)xYs#-m{viIfxYiaG*?c{(uwNH1VL`ox-+^i=V;(iGz(MHD#~yO6K>M-TWcl z?mxn=D02O^rzQRz&XYcm>~Q_2PyEGP5e-QkaV@n^@jF#zt}5QEjNe2a^gXVso=mkX zch(S4K<@6pr^mr>xPfOqzb8Gs*TaBf#~9g6)ZWmvd-{;a+0EV;SS^Ym#!58uog_HS zS>Q>e=n>S%%o{Id3*3S6Pm0h1s;>5@9hhM`;NWN%KI}9q#39tAqVsZX?Od@7-y^To4$=)XgRVah1&^g|7m1;ciC=jq<)1VK3EgfEbOs|GS2w~rGUuh=mnS(M`h zT=sINu4(dfFey+mFY-G$+fEg8ajmYet&}V$O*V*6YO4ITw`~2(ivmfPTLmhNtL-6# zokdM5kHg zy^S1kxAxQ1kI%61uPt8LXWYAUZ|v>Q(k^wjVkF$r%}OUS8hiD{1<-^D}a52C8M=XwUy%EwJu=Ht=J84RX<0STB*e&;is? zQ3+W0lN}o2@68`i3H&_S=Mi^hQD!T%aoEzbXh;6|S5kvmOUkv4sNgbSj(6|g%?%)w zetnWRIYw>jH{RH!b5TmWSSR;{>sZUn7feh@*mN~s{~j<+=xZSMt&?0q)2rc`M05YS zq>Ytv%BI(2tuhnspH;|PJT`KgRL?&2f1O7$6~_c&ELwvh&Q9Rc!A0cB2fsZ^svaWZ z;=hBHs{H9MHzn~Z50sSbOX#*}w$&;BegCCh9>`#^qE=cu=WWEU&~tS9@MW|~l&=L( zjd!^Y)xFOx7uPBvpUl+an=hW8f-{#v-JSJ=a|;XW5EM=xgr=nanrm56!<#$fTFicl z8}}&63v8^Ce>TvGb~2t^bC?_Uvuc0ip{xK)I?moV%uEBLT-2eJAUE^Z8s%i@75+ru z6w^dzPxyFupSYH5%^S1juJ050b&qEj+#DNO0LZ%glm5?FV3?X6b9iZzz#1G=E^$-A zij7s-^;ietD}U=NxV`(#j{Ph(Nf7FDd)6Np9Mo$cp9_RzG49KcALibN-E@VT_HaBL z=b^1V?fy*_CANzvC8K0ZKeZ7X>-z9V?Tsh?^Tm!8hmPr)b9A7I8&fEsWWwfc&~4dt ztyX?9O5cOd!qsLG1juJQ7ay4+cc8bqM#^B-!jinaX_28hRQWuw#OcFe#E{=|j zm~AZdWnGo>K0L}rJ4(;-uvkebxb*id?f&kPl@D2Ig-)Je5#GQ5C%AVCzyVevuvoWB zwJL24i;7x-((SM-EvorDE(>klfbwm1j#c(pt@Z_jfIJ4Ow9{03w6A*GG$*8OZ=3qn zePnL)(pvawj>YwqCW^DMnkx1;UKJ1#anhl^A^~&vp8js9q1ND_XF9tD^@W0kKi|*J zo_72!eYq`9!lH?-Tz%wT+@xu({L2`ctVEN9$10kNW4)!TkAxPFf=z!8XYT;d@%7yW z1x{xqN4t63kep3HyxC%iPD$fy(jV-sz{sbk*;w;k<8wi~2P=n9R2wxYfb$sItfkvm z9XYs@73JuLWQkb;$;#1MZJ(^sIqFr(xXyXU;8)6l4+~-b^N$XM21BqKo9jtPzR*V4 zo2|B1Hg%SxDvghJ^todNykBDBiD&r=xRbvU4Zyf zD~O&^k+YTAL#0sv9?}%oG=BN8tf{^I3~X^e-4u(7G&?fNS}X4=d2#u!Ny5hQixxTB zFlCv|^~8=A77+N-e~!tqD6UIWNIf2(3SJ#IN2b}dzowC1-UDwEglJKS#h`_IcKkYv z81Z@o&=Dly$Nv6%C^uhw_rB511O|o|xRKyIp~H33c?BvB-w~>}UkGV6DyZVcs4aIL zFty+d1cQjyV?kdb(fRNiu-NUoDj`N^U6<=8JuMHg>gEV{@Y zvRyF}4_ZoU6%4qsu7c^leNemuCkt=XGbwONZ_(GCO!>JYGtS5jP8VA2C=ZmRSFnOG z%c;BnoNs}F!&-FiK_|J=vj!gP&HxT@hx+!}pw7b%C+_}me$AsC>tN-yqizxx*U&r# z-XPhZ#*`BLy;X;wC4!K1oeGulPNxC!cd>XT$Lx*W8D>-c~(=v zxE{_}`fXp~YFZU3J@L##?DObC+>8xO45S=YaR)c)#mGPChU!&K&34&|u9nO%pt zRC5)=j|+BB2M5tfT_hB;opojI@lPE){R|eRpQWs+38{}xk2SUdFZRrxzGsxLt7OBm zUb#Csh=HHx36peqxQ-?Hm%RjrSit=7$IPw*MY)xxM>$bSRfT(>Gh}|@O1E-MGOU#^ z^bmV9F%uRbU-jtRA&1vz%%G=iTqoOxbQqek3lzL=j{>M#01>&E;q3re_F~*VBHeb-v7%1 zk+kjtxfiOb4ahJ-)=2R=fhcL!+a0-l+vCz{G+2aI>qSSkU?26>eZCU^urQ)9kNaB>Sn2d zFWEU-6Ky@(q)av*9HgQ7QQ!3Fd+VsH`~aJAL2f~F#r%lPS4Ff3uYPzm$>tHVD{)c% z?Mp6|k%JjpeD2dLlgxZ!tTtg;p|(LG{u}zw7Ih5fBhKaiRn)Zb3moa4=o&47+_H zOm<)=foR+i872TI)*d}s^k5vG{jkYjA(?1H&P2s@=eu4Jb+R4?c;M%dmLhP%E8|(A z%Dbr^Wu_bN#+PR6w^B64-fD7Lj4rSwlPO_`{O$hz_cb*ix9wJuob}7k&dy$!Nt*1) z`4HK9ARO}R4qxi(&Vmi+6(9;kOP> z>a*nort22XEKu%1h^t^%@Y1%F*i*tKfo zS6}u-pFwYL@gY8L&Q&G`=RP+MhsBBR^z7crkCS|0F4%f_hk$i_Tu=I%gqzUtV%P0` zOc!7|IFUQOLbcYc`uKbR@2)-FWk%VLn|oIC<~=#*<8-#Bwj zCCTdNJBoWaDwrjNO8uR8m_a9)71LFro!Mq^=lTghPW#oxBslAC+didN)Y2&4x;?v0 zcNIQLz4jlnn;Gp&=r=_lks2QUg4p>EH(<(Dl74e>{-g`9MU}s?Y2U&?u=99)tlO}x zc1Hj;kF}{sG&d-uhhLjIGuw|X3c&kN!jDX67*!#EByr?8=(~2Z^WD^9RILy zF6OPDJ!qU0^HDw4m{CJaDTHmpY|F#6_aB70)wcSs?nW}YMbGf$@<+{V09ViNMIQf} zVPGd_E5f4{QOzt~Q6VR^Fcvx4)e~d6apwTlH8y}!%d2fhV$p6x)B{7NC8Z4`amAwA zq@-)gck;HsiEe=y znVfjIWTOo7&cHx&Ze?bLzFVbyk``Z{@%hnhG8@*GZ6fNCs;=9Xr;3B8 z%POjqC!y%u?ijS0V}3a2v)P8uzy8vqwQjBO+D9D>vItooeieUvqZEPBt@`KBPo#0J zr;!$m6M|s2b-or1p8Y9gSJHpaaCWw;y<&<%;x7uCMIcrlUujyi=2TI<%fx!W?^mcW{wh`UJr`2h`rN!!;QAK zWX7}Di`MwzUeVxG{hkZ4x7z3jJpY($yTYE0c%bB=arFi1^RZ=d@XJXXzncTQtVu(P z&2Mvp>W9Lky>|34@*a7SAWF`8Nq#+=arR0gG7#!r0K_h2R9cvaffy*3~>o@cB#BGQsnY$==NGqji&A zR-@{zndA2ii(N(oq@a-t)+{f}D%0)l1r9US6YNyWj&7uBw|t@zqh!K83TkG45aca; zbWfk|EH~J>6YY%NUdU7*(+=D-eyvNz=+`^{f6fQBCZc$jl{*SU&{eSwZ6nHkw4Wwx?4}!LcKPQMfLXm2a(mxzup;? zf7aAA>GkOQ`0*Ka{pZi!*S*O_txqfb1!rfm*cFdzJzKWEvy$rVHA#l6exAwpiqyaq z&bgIw;GwG9rJQQ~=}awKSH?e0j3z5iUMV^CKgZ)B(a*oVHpJq+gi4@lG2)69{P z{uKv5qON4t*B`E;Z|KZt+WW>PdbFo&X*p)$oKNDNQYyW;+PV{z(4mha7tfu)fxEYb1b&%|?a9#!HxX2R`8 zeO9?NDzPWpLO0Ap>$jqCvxulhURKy})7iY1n}at$)j#Og)l=X3w?HLj=&mDw=^T9E z*f-sp)kp`G{hUHrsJ+ z+a>eu%}c9(<>llfb?W71vT{+3@w`k-`>C$E_~ag!QYv<7%8DUN)W!ESzj*$Ta%e@B zETGX4HQYV($JML9BE`|a#jC)VigF_pG|Y*<^1g|KoBzgnPws;U!LNfWt-z+M-Igti z-`f6FbUdg35AD|}@ovfM2bPzYQR?AOnEgQTR0P|uz`($Qf&y~k=6k6@;VDF@RG>(J zTu}+IpRzJvDUeM&b8~Y{^8=goh=*vL?8-W}JWE}J z0>zhf1^g=GC$7nf^2=226W-?a=zX}3={{joFAHxSn9o9~YUOf>@!$rw;0Y7zvPzZD>5F(46P!`-_LvkuE-u|t=eGZshr0XfL3$|?e zZIq*3w(;9NZ{vbUNadXm?tj{1!dJshXo6%1ffHUWyH%K+Z02?+4K){ZLeWyLSw1C@ zU~XDfCGi#jda;!5+1LuIA2MMOO*1r-1IRjAg3yY>a>^FN1PD4cRrFyn<54OL27p^x}} zNbBFBuozTeoh7-p9$=nQuh3@aT(Rwn9;p8oCS=bXN=)M9W)=wU~ z!ArZ3vUK`XtWK93kZu+8jLfi&X~m4}B%tEa`U{N<&klta8yQdeXlfYQVd z=-QP+w+l8kv3?iZ9pF2u*<}HmGBuTffkCS$A)%G+?&;ZlbMJHji=gpF;gjIu9AHm( zgZ7D2r=h32TQ&iv0%_Y0JV|67%uF*kBhK8BB92hOt zD9qCnVdRb%p`4#dMr#cdH_4NWC=^s^@Xn-}>1?3d@Qyd)0W^uRM?mpZ6 z5GfZjX?2vrIVvXH73xB`FklgGv+#K$si~>K`UwmGc(;IS7lWsS=_4?##_Q@^`)hc@ z;7J8Ad%%PZj%UV3|9Z=4o_g8O59#3I>?|$#N?`4s8w6Yf8g`uBiUt!C6EOr_E`UL2 z`CkpN8e@UV8j4p8f+1X1|D_v{l?&|JGRTC}P25T4@XcMng_4y{(Grp~LNEv>GBzn# z!zfDOa|2A(6HP&JaaGmNU~ypz($yC)USMS&@~fOE*}PKD`*LT=AnYPg)Cp((`;N!$ z$Nyy_exXDIl6d{MxKHpb@w#hEa7c+)&wrBfi$Iudb#r&WoUYXXvzdv1*jqDnG-OLk zOB?p82Om=KOFqaK;pu*X_?Oa>l4s9CirKh}n-9wTrrv|Gw9r90BS!k*_^33xI1~S3 z=~~h^rsgc;T~mTDqWUC>$jP5~Mzq}7mw98?_Or`66E4MM+Pm}$Dk^1=QX*R5_o$Od z!!VD492{0L^$0A`0-*8dI^L#S@!1iw%AI@m%+JjUOUWyM%8Y6sE19%|3xhx>vE?Be zB)$SAVsD|N8Q6;H>FH!0Mc;q`TO48dD)AezDG){>&%s}sh@mD>!Qs2}yh5N8TZKIc zEQ*_ff+9}5B3t9!!%BJT$?OSyrw^TiyLY$XTb-~OaCB@-cZ0(a%n4G53+`LqNrwwO zA}I?iEAfj?pRT};49Oe@w+S0kSn4lsqP`(sUmiQK`fdKdQ?2K~uO(hT{!^j-|NhuE zf8Ocr|DZQI2iFYMn-12&hK>T?A# z9Dy2E0l}f6rYkkPdtfES_k_Ot#{lGGLcD?9t82CYfDq z!Nd@vB?giN4&mbBV(cce-ECXC*R{Ik-gGq!fp?R)-f8Y}pU?_* z47^D9oI~n)ENp%yB|^V$D~4@2RN>YxMKTB|6=brGY-5~^oy(!(9@`DLCW3OWZWO4) z8wMTk$I8mcP^bxP;DW$C_kCbu;sl75d7hyb5U}dLL0c^<^cr}9;-$7QYW$UC0+)cj zyLa;lH$l;c)Z%fV$hG(Pqo6@)9?icvvuTi+~FX!bYQXtnUd6zBmIE+Uz4pd=xAncE?Us| zAz6^x0iOn)X)Hn?pY(Jqh;_X@J&$23HnI({k)amGiGt$u}aj9W#9Ov*cIWCAvLojTCa^F~gFs z<%8)FKPLngDdx>wk}2NG!Q~c<(C6*jx3^#!9*S4o zc&$K~!-9;{$k>=tB_Gax^b?%Q2#WcG$O@8z$P5%F@OlY*_H1IwBf8-Y)~rn^S^#il z3re*Xi#GnD0o7Ggb2DQ)yh^a&k~6^&4sEp*6^igA)>oP&O$OH2uF&liAscruzQJEl zxL+7*GA!A=N8A*Tx2Ft&_SKqY3T-@Z4rVW1rmy)nI0!pHu7NzV^&7M+ZQ$PpNFBMP zg8X$3JOza5r^3XvW)u%0yNGQ$2rnn+7eybq8ChCdj#A?KA*RYcC+#@wf2{(Ua&qYpAl{$4zo8-WMJxh) z@mgx#;L=SAPEPqN0=U$*rR#j};K8VjD@9J;>WS7==6okwT*C;xFc`+(tuiYXoIIHU z4q2SEds|I=KH0kS(P)4FMdU{}y^!Hp70<)@N=T>!rCWYGG21MXo35JP+4efpG6Y|5W-+N0bJ3Z#tH zZpfHSZNHg&KuSRulFAE$JAc_yybpXkzY~^Nj}&AH=Y&qrmqRZ+VU~g`_47fkYGPtC zN(o&sfc!@xAqQ=Qoe7U>WK8>muyB?zuR>(0b<(BShcHs8PqksB(4j1A?znEGZ>RtH z5T9-fkp{s#&qj~eRC7Wyo8&A|m09*HO`VSW(zd-cqBs@ir7P?CD63Lt9w}Jd4KNou zbp+W-=Na6|NP2j|UtD#H4GA&P%hX!4{&9Qs1=dubGah7#b?sgt;o9rnrxR$C&1I`MnDjYT#4lpn}YN54f$D|Zb<}+g6 z9%2+Q0aOF7m>+@y0B(YGw6y4l?@<|AivKX%pbAF;)K4T5C{)f^-L5d$qKz9%IttMr z6yQXyw!rI8B=2x_qzVGp#k#KyBDcfQCZPE*gKr z?8!&|=1l@np{z}Ojm_A%L~OrB%q%?Bm5ZLd+z|H%+%6=N@BqW2Bl=6tp}y(uZbmk_qSO@qARMup>CGvV#h8XVe>JI73^3sURgfwDGicOTdw0 zG&mt{Wq{?>VvU?PzFvxn_wDpPCcdaQAohJ!gH37$ijm?&+!7=vaMncCb{7Akfq6FS zCfK4trvX}swHFZ zrGQsf^a zo@irP(_6RJ2>QrM)hL`pv0sQ;El8>!CKlx&o$RuH1K0yZucnMWD0N|o|Et^aGhy?G zVx5>wRoM<}4%@!6o}~c~kh?Ix<8Tn*rjxTD4fI*avfA0HZLAOSOo? zTm(*1wu5USdyynTK@6uMbU8-h;g(Wk-wczLI2jN9E3slWx-bd_=0Rja@Q7qPdi0n< znV!@VF}njLF&%CF*OpaGfdw;Q8axBULj2%K=&aEv4RF^p04V~$o|bmvCIle)%SNDg z*f?^8b|5q(`Ki-$MzDlejsY^*Z}O-*5mTsw5L9upHUbL)CIPG)#v~P<+bSw50K54a z4nH9)9~WX!b2u5DwQp8>gtX7S((+<*gU1kcD~fiZZD zUZMs_i#XC6hPlHw9plh~S?tDn$UjGBh>eW}m!>VuV`Y@%gJK32w#@>l72~jR&~L^n24A(vu)>otKLYH79|YP= z7(&T@Y;9feSlBtI7RiX}(6w z{Jl&kw0YvO(@|QP2tC28w*mzZn^C z57kjqVJxyAS!YJZr%7#Voz}mf&>3NLs|elmC%~+sq(?hKQcP?Sk92l!jwh!AT!T!$ zkY)eAt~MZOm;w3^3sy?s+v_h`0w3Dq_5--abBBdPQo}n<&ju2@82hQr%tnYVM1&@S z1u-*fp$#tB#&8v65rV@Mj%B|ZOzbeeAV5W+eaJdw2fU=08Abt2b@u zwX}4@=EZz|)=$t^&YwH?s0Iu9Ee4u2(c^?yykdA)klQON@$_}v2JX|TP0x81DYze4 zCY7c)8{;XXiqt5q|k zXvmu**o$GQTP0U~%#p(jZ4&tI8FLD;cSuEE*ZRv zv-fy(!Aq)Ttmo*^iqpl++OovpzwZ)^QN#uONsK&$UFDwL@OK50%Ep52iK3pp4Tc3) zsee#V*m)O@+xgc1W7n$O=YENoGITOYN_l9^(D#aDB@Rnc;pk?jBtXm7^3wxN-KnW5 z7NOfKPSwhdEJg)gC>k=PwO4UCjwC4)Q@6}DbTKlZs;jGO;J{Yjp(a4rSxwSbDbQ zZep|*4pQIj71*I*1g?dR8bePv4eHZmekAVbF7CI~d0@39)w zl$-4-kPSCa{UvY;PYlUx1Ga^ZtUg8@Bhi56C^3s~4KWQ_1q$T^n?`a_*m>R{)0%&{5D|!$7rBTbCj1CO1kTqW~YK#NH{UDUk)-c zO-)QN95|5Y{>#=T8i(x-P^q@>aD3G@iSv?*>hR%k{Kg3C4;5Wq?v=jO_Encxhq{UV1U8oT z?>T8Pv9=lj7cft;XkYd1GRnDt)FD;y#&ECX3mrgK3rsy@V`GxAJj|O?hLb3!W~?pj z&4j#AztEvF#4rkgyZK8Dr?S<# z&|gijo9j*2vq-TXI$;=+xwndEgDZ(-A)qhuizadFijgdZrU*EVF#H5Cbpr(-dS23U3(3RbW&IE1ori7m?y@_B={pg9lP7pdFHriKc@HgZw3ZTs3*q2L&;!gXLrEyk1cnju?@Fu5ikIe z9Oud=ene!CWtMQx)6vmk$u+9nRRlYklt3yldQR;`#|d8tYV;Bl`cRE_7TEE#pw)g0 z0=094@DwG6Ueq^&^I;o6^m^1Paay2421p7oDR@$Y!{F)V#jp4F3pOesuYLRWo`Ybn8Y|D02gSG-=63Y#O34MeS@$xaToRp!<&6e_GgG(7>V21&_K)+ zv$oEF(~1x7fjEje+X5K)jsdy=30qj|C|1YL&5tn*R2e3rpBozTwRurVw-@bUX+rUZ z&*CQ!i~vJNE;QiD)oot=yIaKYP3XWlS>US{gE79dmv9^-9R_TNclLYqs1O|i<+{zE zAfB}V8E67b!%&D%OizQk|7~@xrB(w04J?< kde1d - 0.1.2 + 0.2.0 diff --git a/inst/include/lpdens.hpp b/inst/include/lpdens.hpp index 95b856e..11cfdb0 100644 --- a/inst/include/lpdens.hpp +++ b/inst/include/lpdens.hpp @@ -138,7 +138,7 @@ inline Eigen::MatrixXd LPDens1d::fit_lp(const Eigen::VectorXd& x_ev, Eigen::VectorXd kernels(x.size()); for (size_t k = 0; k < x_ev.size(); k++) { // classical (local constant) kernel density estimate - xx = x.array() - x_ev(k); + xx = (x.array() - x_ev(k)) / bw_; kernels = kern_gauss(xx) / bw_; f0 = kernels.mean(); res(k, 0) = f0; @@ -149,13 +149,12 @@ inline Eigen::MatrixXd LPDens1d::fit_lp(const Eigen::VectorXd& x_ev, f1 = xx.cwiseProduct(kernels).mean(); // first order derivative b = f1 / f0; - if (deg_ > 1) { + if (deg_ == 2) { // more calculations for local quadratic xx2 = xx.cwiseProduct(kernels) / (f0 * static_cast(n)); b *= std::pow(bw_, 2); - s = 1.0 / (std::pow(bw_, 4) * xx.cwiseProduct(xx2).sum() - - std::pow(b, 2)); - res(k, 0) *= std::sqrt(s) / bw_; + s = 1.0 / (std::pow(bw_, 4) * xx.transpose() * xx2 - std::pow(b, 2)); + res(k, 0) *= bw_ * std::sqrt(s); } // final estimate @@ -226,7 +225,7 @@ inline Eigen::VectorXd LPDens1d::boundary_transform(const Eigen::VectorXd& x, if (!inverse) { if (!std::isnan(xmin_) & !std::isnan(xmax_)) { // two boundaries -> probit transform - x_new = (x.array() - xmin_ + 5e-3) / (xmax_ - xmin_ + 1e-2); + x_new = (x.array() - xmin_ + 5e-5) / (xmax_ - xmin_ + 1e-4); x_new = stats::qnorm(x_new); } else if (!std::isnan(xmin_)) { // left boundary -> log transform @@ -240,8 +239,8 @@ inline Eigen::VectorXd LPDens1d::boundary_transform(const Eigen::VectorXd& x, } else { if (!std::isnan(xmin_) & !std::isnan(xmax_)) { // two boundaries -> probit transform - x_new = stats::pnorm(x).array() + xmin_ - 5e-3; - x_new *= (xmax_ - xmin_ + 1e-2); + x_new = stats::pnorm(x).array() + xmin_ - 5e-5; + x_new *= (xmax_ - xmin_ + 1e-4); } else if (!std::isnan(xmin_)) { // left boundary -> log transform x_new = x.array().exp() + xmin_ - 1e-3; @@ -267,10 +266,10 @@ inline Eigen::VectorXd LPDens1d::boundary_correct(const Eigen::VectorXd& x, Eigen::VectorXd corr_term(fhat.size()); if (!std::isnan(xmin_) & !std::isnan(xmax_)) { // two boundaries -> probit transform - corr_term = (x.array() - xmin_ + 5e-3) / (xmax_ - xmin_ + 1e-2); + corr_term = (x.array() - xmin_ + 5e-5) / (xmax_ - xmin_ + 1e-4); corr_term = stats::dnorm(stats::qnorm(corr_term)); - corr_term /= (xmax_ - xmin_ + 1e-2); - corr_term = 1.0 / corr_term.array().max(1e-4); + corr_term /= (xmax_ - xmin_ + 1e-4); + corr_term = 1.0 / corr_term.array().max(1e-6); } else if (!std::isnan(xmin_)) { // left boundary -> log transform corr_term = 1.0 / (1e-3 + x.array() - xmin_); @@ -330,6 +329,7 @@ inline Eigen::VectorXd LPDens1d::construct_grid_points(const Eigen::VectorXd& x) //! @param grid_points the grid points. inline Eigen::VectorXd LPDens1d::finalize_grid(Eigen::VectorXd& grid_points) { + double range = grid_points.maxCoeff() - grid_points.minCoeff(); if (!std::isnan(xmin_)) grid_points(0) = xmin_; if (!std::isnan(xmax_)) diff --git a/man/kde1d.Rd b/man/kde1d.Rd index 9cee9bc..5261b45 100644 --- a/man/kde1d.Rd +++ b/man/kde1d.Rd @@ -40,22 +40,20 @@ log-transform is used if there is only one boundary (see, Geenens and Wang, Discrete variables are handled via jittering (see, Nagler, 2018a, 2018b). } \examples{ -## For reproducibility -set.seed(0) ## unbounded data -x <- rnorm(100) # simulate data +x <- rnorm(500) # simulate data fit <- kde1d(x) # estimate density -dkde1d(1000, fit) # evaluate density estimate +dkde1d(0, fit) # evaluate density estimate summary(fit) # information about the estimate plot(fit) # plot the density estimate curve(dnorm(x), add = TRUE, # add true density col = "red") ## bounded data, log-linear -x <- rgamma(100, shape = 1) # simulate data +x <- rgamma(500, shape = 1) # simulate data fit <- kde1d(x, xmin = 0, deg = 1) # estimate density -dkde1d(1000, fit) # evaluate density estimate +dkde1d(seq(0, 5, by = 1), fit) # evaluate density estimate summary(fit) # information about the estimate plot(fit) # plot the density estimate curve(dgamma(x, shape = 1), # add true density @@ -63,10 +61,10 @@ curve(dgamma(x, shape = 1), # add true density from = 1e-3) ## discrete data -x <- rbinom(100, size = 5, prob = 0.5) # simulate data +x <- rbinom(500, size = 5, prob = 0.5) # simulate data x <- ordered(x, levels = 0:5) # declare as ordered fit <- kde1d(x) # estimate density -dkde1d(2, fit) # evaluate density estimate +dkde1d(sort(unique(x)), fit) # evaluate density estimate summary(fit) # information about the estimate plot(fit) # plot the density estimate points(ordered(0:5, 0:5), # add true density diff --git a/src/wrappers.cpp b/src/wrappers.cpp index b003103..91c8a19 100644 --- a/src/wrappers.cpp +++ b/src/wrappers.cpp @@ -54,7 +54,17 @@ InterpolationGrid1d wrap_to_cpp(const Rcpp::List& R_object) Eigen::VectorXd dkde1d_cpp(const Eigen::VectorXd& x, const Rcpp::List& R_object) { - return wrap_to_cpp(R_object).interpolate(x); + Eigen::VectorXd fhat = wrap_to_cpp(R_object).interpolate(x); + double xmin = R_object["xmin"]; + double xmax = R_object["xmax"]; + if (!std::isnan(xmin)) { + fhat = (x.array() < xmin).select(Eigen::VectorXd::Zero(x.size()), fhat); + } + if (!std::isnan(xmax)) { + fhat = (x.array() > xmax).select(Eigen::VectorXd::Zero(x.size()), fhat); + } + + return fhat; } //' computes the cdf of a kernel density estimate by numerical integration. @@ -117,7 +127,7 @@ double select_bw_cpp(const Eigen::VectorXd& x, bw *= mult; if (discrete) { - bw = std::max(bw, 0.5); + bw = std::max(bw, 0.5 / 5); } return(bw); diff --git a/tests/testthat/test_kde1d.R b/tests/testthat/test_kde1d.R index ae1a635..4451888 100644 --- a/tests/testthat/test_kde1d.R +++ b/tests/testthat/test_kde1d.R @@ -73,6 +73,15 @@ test_that("d/p/r/h functions work", { expect_lte(max(pkde1d(sim, fit), 1), 1) expect_that(all(qkde1d(u, fit) >= xmin), equals(TRUE)) expect_that(all(qkde1d(u, fit) <= xmax), equals(TRUE)) + if (!is.nan(fit$xmin)) { + expect_equal(dkde1d(xmin - 1, fit), 0) + expect_equal(pkde1d(xmin - 1, fit), 0) + } + + if (!is.nan(fit$xmax)) { + expect_equal(dkde1d(xmax + 1, fit), 0) + expect_equal(pkde1d(xmax + 1, fit), 1) + } } sims <- lapply(fits, function(x) rkde1d(n, x)) @@ -108,4 +117,22 @@ test_that("other generics work", { } lapply(fits, test_other_generics) +}) + +test_that("behavior for discrete data is consistent", { + n <- 1e3 + x <- ordered(sample(5, n, TRUE), 1:5) + fit <- kde1d(x) + xx <- ordered(1:5, 1:5) + expect_equal(dkde1d(1:5, fit), dkde1d(xx, fit)) + expect_equal(pkde1d(1:5, fit), pkde1d(xx, fit)) + expect_true(all(is.na(dkde1d(c(0, 6), fit)))) + expect_true(all(is.na(pkde1d(c(0, 6), fit)))) + expect_true(all(rkde1d(n, fit) %in% x)) +}) + +test_that("estimates for discrete data are reasonable", { + x <- ordered(sample(5, 1e5, TRUE), 1:5) + fit <- kde1d(x) + expect_true(all(abs(dkde1d(1:5, fit) - 0.2) < 0.1)) }) \ No newline at end of file