From c506d2893b1283857d5f77e8732f343b3eb095b6 Mon Sep 17 00:00:00 2001 From: "Matthijs S. Berends" Date: Mon, 25 Feb 2019 15:52:32 +0100 Subject: [PATCH] as.mo improvements --- R/mo.R | 53 +- R/mo_property.R | 2 +- R/zzz.R | 20 +- docs/articles/AMR.html | 477 +++++++++--------- .../AMR_files/figure-html/plot 1-1.png | Bin 33655 -> 33740 bytes .../AMR_files/figure-html/plot 3-1.png | Bin 21118 -> 21129 bytes .../AMR_files/figure-html/plot 4-1.png | Bin 69626 -> 69616 bytes .../AMR_files/figure-html/plot 5-1.png | Bin 51370 -> 51367 bytes docs/articles/benchmarks.html | 163 +++--- .../figure-html/unnamed-chunk-5-1.png | Bin 32596 -> 30132 bytes docs/reference/as.mo.html | 2 +- man/as.mo.Rd | 2 +- vignettes/benchmarks.Rmd | 47 +- 13 files changed, 390 insertions(+), 376 deletions(-) diff --git a/R/mo.R b/R/mo.R index fcce4506..2256c09a 100755 --- a/R/mo.R +++ b/R/mo.R @@ -97,7 +97,7 @@ #' The artificial intelligence takes into account microbial prevalence of pathogens in humans. It uses three groups and every (sub)species is in the group it matches first. These groups are: #' \itemize{ #' \item{1 (most prevalent): class is Gammaproteobacteria \strong{or} genus is one of: \emph{Enterococcus}, \emph{Staphylococcus}, \emph{Streptococcus}.} -#' \item{2: phylum is one of: Proteobacteria, Firmicutes, Actinobacteria, Sarcomastigophora \strong{or} genus is one of: \emph{Aspergillus}, \emph{Bacteroides}, \emph{Candida}, \emph{Capnocytophaga}, \emph{Chryseobacterium}, \emph{Cryptococcus}, \emph{Elisabethkingia}, \emph{Flavobacterium}, \emph{Fusobacterium}, \emph{Giardia}, \emph{Leptotrichia}, \emph{Mycoplasma}, \emph{Prevotella}, \emph{Rhodotorula}, \emph{Treponema}, \emph{Trichophyton}.} +#' \item{2: phylum is one of: Proteobacteria, Firmicutes, Actinobacteria, Sarcomastigophora \strong{or} genus is one of: \emph{Aspergillus}, \emph{Bacteroides}, \emph{Candida}, \emph{Capnocytophaga}, \emph{Chryseobacterium}, \emph{Cryptococcus}, \emph{Elisabethkingia}, \emph{Flavobacterium}, \emph{Fusobacterium}, \emph{Giardia}, \emph{Leptotrichia}, \emph{Mycoplasma}, \emph{Prevotella}, \emph{Rhodotorula}, \emph{Treponema}, \emph{Trichophyton}, \emph{Ureaplasma}.} #' \item{3 (least prevalent): all others.} #' } #' @@ -167,10 +167,9 @@ #' } as.mo <- function(x, Becker = FALSE, Lancefield = FALSE, allow_uncertain = TRUE, reference_df = get_mo_source()) { # will be checked for mo class in validation - mo <- mo_validate(x = x, property = "mo", - Becker = Becker, Lancefield = Lancefield, - allow_uncertain = allow_uncertain, reference_df = reference_df) - structure(.Data = mo, class = "mo") + mo_validate(x = x, property = "mo", + Becker = Becker, Lancefield = Lancefield, + allow_uncertain = allow_uncertain, reference_df = reference_df) } #' @rdname as.mo @@ -229,7 +228,7 @@ exec_as.mo <- function(x, Becker = FALSE, Lancefield = FALSE, x <- x[!is.na(x) & !is.null(x) & !identical(x, "")] # conversion of old MO codes from v0.5.0 (ITIS) to later versions (Catalogue of Life) - if (any(x %like% "^[BFP]_[A-Z]{3,7}")) { + if (any(x %like% "^[BFP]_[A-Z]{3,7}") & !all(x %in% microorganisms$mo)) { leftpart <- gsub("^([BFP]_[A-Z]{3,7}).*", "\\1", x) if (any(leftpart %in% names(mo_codes_v0.5.0))) { rightpart <- gsub("^[BFP]_[A-Z]{3,7}(.*)", "\\1", x) @@ -256,40 +255,52 @@ exec_as.mo <- function(x, Becker = FALSE, Lancefield = FALSE, # all empty if (all(identical(trimws(x_input), "") | is.na(x_input))) { if (property == "mo") { - return(structure(rep(NA_character_, length(x_input)), class = "mo")) + return(structure(rep(NA_character_, length(x_input)), + class = "mo")) } else { return(rep(NA_character_, length(x_input))) } } else if (all(x %in% reference_df[, 1]) - & all(reference_df[, "mo"] %in% microorganismsDT[, "mo"][[1]])) { + & all(reference_df[, "mo"] %in% AMR::microorganisms$mo)) { # all in reference df colnames(reference_df)[1] <- "x" suppressWarnings( x <- data.frame(x = x, stringsAsFactors = FALSE) %>% left_join(reference_df, by = "x") %>% - left_join(microorganisms, by = "mo") %>% + left_join(AMR::microorganisms, by = "mo") %>% pull(property) ) - } else if (all(x %in% microorganismsDT[, "mo"][[1]])) { + } else if (all(x %in% AMR::microorganisms$mo)) { # existing mo codes when not looking for property "mo", like mo_genus("B_ESCHR_COL") - x <- microorganismsDT[data.table(mo = x), on = "mo", ..property][[1]] + y <- microorganismsDT[prevalence == 1][data.table(mo = x), on = "mo", ..property][[1]] + if (any(is.na(y))) { + y[is.na(y)] <- microorganismsDT[prevalence == 2][data.table(mo = x[is.na(y)]), on = "mo", ..property][[1]] + } + if (any(is.na(y))) { + y[is.na(y)] <- microorganismsDT[prevalence == 3][data.table(mo = x[is.na(y)]), on = "mo", ..property][[1]] + } + x <- y - } else if (all(x %in% microorganismsDT[prevalence == 1, "fullname"][[1]])) { + } else if (all(x %in% AMR::microorganisms$fullname)) { # we need special treatment for very prevalent full names, they are likely! # e.g. as.mo("Staphylococcus aureus") - x <- microorganismsDT[prevalence == 1][data.table(fullname = x), on = "fullname", ..property][[1]] - } else if (all(x %in% microorganismsDT[prevalence == 2, "fullname"][[1]])) { - # same for common full names, they are also likely - x <- microorganismsDT[prevalence == 2][data.table(fullname = x), on = "fullname", ..property][[1]] + y <- microorganismsDT[prevalence == 1][data.table(fullname = x), on = "fullname", ..property][[1]] + if (any(is.na(y))) { + y[is.na(y)] <- microorganismsDT[prevalence == 2][data.table(fullname = x[is.na(y)]), on = "fullname", ..property][[1]] + } + if (any(is.na(y))) { + y[is.na(y)] <- microorganismsDT[prevalence == 3][data.table(fullname = x[is.na(y)]), on = "fullname", ..property][[1]] + } + x <- y - } else if (all(toupper(x) %in% microorganisms.codes[, "code"])) { + } else if (all(toupper(x) %in% AMR::microorganisms.codes$code)) { # commonly used MO codes - y <- as.data.table(microorganisms.codes)[data.table(code = toupper(x)), on = "code", ] + y <- as.data.table(AMR::microorganisms.codes)[data.table(code = toupper(x)), on = "code", ] x <- microorganismsDT[data.table(mo = y[["mo"]]), on = "mo", ..property][[1]] - } else if (!all(x %in% microorganismsDT[, ..property][[1]])) { + } else if (!all(x %in% AMR::microorganisms[, property])) { x_backup <- x @@ -504,8 +515,8 @@ exec_as.mo <- function(x, Becker = FALSE, Lancefield = FALSE, } # TRY OTHER SOURCES ---- - if (toupper(x_backup[i]) %in% microorganisms.codes[, 1]) { - mo_found <- microorganisms.codes[toupper(x_backup[i]) == microorganisms.codes[, 1], "mo"][1L] + if (toupper(x_backup[i]) %in% AMR::microorganisms.codes[, 1]) { + mo_found <- AMR::microorganisms.codes[toupper(x_backup[i]) == AMR::microorganisms.codes[, 1], "mo"][1L] if (length(mo_found) > 0) { x[i] <- microorganismsDT[mo == mo_found, ..property][[1]][1L] next diff --git a/R/mo_property.R b/R/mo_property.R index 2e7f4f51..0d3dc940 100755 --- a/R/mo_property.R +++ b/R/mo_property.R @@ -494,7 +494,7 @@ mo_validate <- function(x, property, ...) { # check onLoad() in R/zzz.R: data tables are created there. } - if (!all(x %in% microorganismsDT[, ..property][[1]]) + if (!all(x %in% microorganisms[, property]) | Becker %in% c(TRUE, "all") | Lancefield %in% c(TRUE, "all")) { exec_as.mo(x, property = property, ...) diff --git a/R/zzz.R b/R/zzz.R index d5156bba..5403922f 100755 --- a/R/zzz.R +++ b/R/zzz.R @@ -30,6 +30,10 @@ microorganisms.oldDT <- as.data.table(AMR::microorganisms.old) setkey(microorganisms.oldDT, col_id, fullname) + assign(x = "microorganisms", + value = make(), + envir = asNamespace("AMR")) + assign(x = "microorganismsDT", value = make_DT(), envir = asNamespace("AMR")) @@ -45,9 +49,8 @@ } #' @importFrom dplyr mutate case_when -#' @importFrom data.table as.data.table setkey -make_DT <- function() { - microorganismsDT <- AMR::microorganisms %>% +make <- function() { + AMR::microorganisms %>% mutate(prevalence = case_when( class == "Gammaproteobacteria" | genus %in% c("Enterococcus", "Staphylococcus", "Streptococcus") @@ -71,11 +74,16 @@ make_DT <- function() { "Prevotella", "Rhodotorula", "Treponema", - "Trichophyton") + "Trichophyton", + "Ureaplasma") ~ 2, TRUE ~ 3 - )) %>% - as.data.table() + )) +} + +#' @importFrom data.table as.data.table setkey +make_DT <- function() { + microorganismsDT <- as.data.table(make()) setkey(microorganismsDT, kingdom, prevalence, diff --git a/docs/articles/AMR.html b/docs/articles/AMR.html index 3f2aa1fa..9975163c 100644 --- a/docs/articles/AMR.html +++ b/docs/articles/AMR.html @@ -327,70 +327,70 @@ -2016-10-19 -U5 +2010-07-18 +Z5 Hospital B +Streptococcus pneumoniae +S +S +S +S +F + + +2017-01-13 +P8 +Hospital C Escherichia coli -S -S R S -F - - -2016-05-27 -C10 -Hospital A -Staphylococcus aureus -R -S -S -S -M - - -2014-11-05 -A2 -Hospital A -Staphylococcus aureus -S -S -R -S -M - - -2017-03-21 -N6 -Hospital B -Staphylococcus aureus -S -I S S F -2010-03-02 -X6 +2014-07-31 +K5 Hospital B Escherichia coli S S S S -F +M -2015-08-17 -B8 -Hospital D -Staphylococcus aureus +2017-07-12 +U8 +Hospital B +Klebsiella pneumoniae +S +S +S +S +F + + +2013-09-10 +Y1 +Hospital B +Klebsiella pneumoniae +R R S S +F + + +2017-07-30 +X10 +Hospital C +Streptococcus pneumoniae S -M +S +S +S +F @@ -411,8 +411,8 @@ #> #> Item Count Percent Cum. Count Cum. Percent #> --- ----- ------- -------- ----------- ------------- -#> 1 M 10,390 52.0% 10,390 52.0% -#> 2 F 9,610 48.1% 20,000 100.0% +#> 1 M 10,383 51.9% 10,383 51.9% +#> 2 F 9,617 48.1% 20,000 100.0%

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

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

data <- data %>%
@@ -443,10 +443,10 @@
 #> Kingella kingae (no changes)
 #> 
 #> EUCAST Expert Rules, Intrinsic Resistance and Exceptional Phenotypes (v3.1, 2016)
-#> Table 1:  Intrinsic resistance in Enterobacteriaceae (1369 changes)
+#> Table 1:  Intrinsic resistance in Enterobacteriaceae (1340 changes)
 #> Table 2:  Intrinsic resistance in non-fermentative Gram-negative bacteria (no changes)
 #> Table 3:  Intrinsic resistance in other Gram-negative bacteria (no changes)
-#> Table 4:  Intrinsic resistance in Gram-positive bacteria (2815 changes)
+#> Table 4:  Intrinsic resistance in Gram-positive bacteria (2699 changes)
 #> Table 8:  Interpretive rules for B-lactam agents and Gram-positive cocci (no changes)
 #> Table 9:  Interpretive rules for B-lactam agents and Gram-negative rods (no changes)
 #> Table 10: Interpretive rules for B-lactam agents and other Gram-negative bacteria (no changes)
@@ -462,9 +462,9 @@
 #> Non-EUCAST: piperacillin/tazobactam = S where piperacillin = S (no changes)
 #> Non-EUCAST: trimethoprim/sulfa = S where trimethoprim = S (no changes)
 #> 
-#> => EUCAST rules affected 7,563 out of 20,000 rows
+#> => EUCAST rules affected 7,406 out of 20,000 rows
 #>    -> added 0 test results
-#>    -> changed 4,184 test results (0 to S; 0 to I; 4,184 to R)
+#> -> changed 4,039 test results (0 to S; 0 to I; 4,039 to R)

@@ -489,8 +489,8 @@ #> NOTE: Using column `bacteria` as input for `col_mo`. #> NOTE: Using column `date` as input for `col_date`. #> NOTE: Using column `patient_id` as input for `col_patient_id`. -#> => Found 5,780 first isolates (28.9% of total)

-

So only 28.9% is suitable for resistance analysis! We can now filter on it with the filter() function, also from the dplyr package:

+#> => Found 5,676 first isolates (28.4% of total) +

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

data_1st <- data %>% 
   filter(first == TRUE)

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

@@ -516,8 +516,8 @@ 1 -2010-01-05 -G4 +2010-03-12 +I7 B_ESCHR_COL S S @@ -527,19 +527,19 @@ 2 -2010-03-10 -G4 +2010-04-30 +I7 B_ESCHR_COL +S +S R S -S -S FALSE 3 -2010-07-15 -G4 +2010-06-28 +I7 B_ESCHR_COL R S @@ -549,8 +549,8 @@ 4 -2010-09-07 -G4 +2010-07-08 +I7 B_ESCHR_COL S S @@ -560,67 +560,67 @@ 5 -2010-11-10 -G4 +2010-08-22 +I7 B_ESCHR_COL R -S +I S S FALSE 6 -2011-01-23 -G4 +2010-09-04 +I7 B_ESCHR_COL -I R +I S S -TRUE +FALSE 7 -2011-02-21 -G4 +2010-11-16 +I7 B_ESCHR_COL +R S -I S S FALSE 8 -2011-02-25 -G4 +2011-03-31 +I7 B_ESCHR_COL +S +S R S -S -S -FALSE +TRUE 9 -2011-02-28 -G4 +2011-05-25 +I7 B_ESCHR_COL S S -S +R S FALSE 10 -2011-04-03 -G4 +2011-08-25 +I7 B_ESCHR_COL R S -S +R S FALSE @@ -637,7 +637,7 @@ #> NOTE: Using column `patient_id` as input for `col_patient_id`. #> NOTE: Using column `keyab` as input for `col_keyantibiotics`. Use col_keyantibiotics = FALSE to prevent this. #> [Criterion] Inclusion based on key antibiotics, ignoring I. -#> => Found 15,963 first weighted isolates (79.8% of total) +#> => Found 15,935 first weighted isolates (79.7% of total) @@ -654,8 +654,8 @@ - - + + @@ -666,8 +666,20 @@ - - + + + + + + + + + + + + + + @@ -676,22 +688,10 @@ - - - - - - - - - - - - - - + + @@ -702,11 +702,11 @@ - - + + - + @@ -714,23 +714,23 @@ - - + + - + - - + + - - + + + - @@ -738,47 +738,47 @@ - - + + + + - - - + - - + + - + - + - - + + - +
isolate
12010-01-05G42010-03-12I7 B_ESCHR_COL S S
22010-03-10G42010-04-30I7B_ESCHR_COLSSRSFALSETRUE
32010-06-28I7 B_ESCHR_COL R SFALSE TRUE
32010-07-15G4B_ESCHR_COLRSSSFALSEFALSE
42010-09-07G42010-07-08I7 B_ESCHR_COL S S
52010-11-10G42010-08-22I7 B_ESCHR_COL RSI S S FALSE
62011-01-23G42010-09-04I7 B_ESCHR_COLI RI S STRUETRUEFALSEFALSE
72011-02-21G42010-11-16I7 B_ESCHR_COLR SI S S FALSE
82011-02-25G42011-03-31I7 B_ESCHR_COLSS R SSSFALSETRUE TRUE
92011-02-28G42011-05-25I7 B_ESCHR_COL S SSR S FALSETRUEFALSE
102011-04-03G42011-08-25I7 B_ESCHR_COL R SSR S FALSE TRUE
-

Instead of 2, now 8 isolates are flagged. In total, 79.8% of all isolates are marked ‘first weighted’ - 50.9% more than when using the CLSI guideline. In real life, this novel algorithm will yield 5-10% more isolates than the classic CLSI guideline.

+

Instead of 2, now 7 isolates are flagged. In total, 79.7% of all isolates are marked ‘first weighted’ - 51.3% more than when using the CLSI guideline. In real life, this novel algorithm will yield 5-10% more isolates than the classic CLSI guideline.

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

data_1st <- data %>% 
   filter_first_weighted_isolate()
-

So we end up with 15,963 isolates for analysis.

+

So we end up with 15,935 isolates for analysis.

We can remove unneeded columns:

data_1st <- data_1st %>% 
   select(-c(first, keyab))
@@ -786,7 +786,6 @@
head(data_1st)
- @@ -803,101 +802,95 @@ - - - + + - + + - - - - + + + - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
date patient_id hospital
12016-10-19U52010-07-18Z5 Hospital BB_ESCHR_COLB_STRPT_PNES S S RS FGram negativeEscherichiacoliGram positiveStreptococcuspneumoniae TRUE
32014-11-05A2Hospital AB_STPHY_AURSSRSMGram positiveStaphylococcusaureusTRUE
52010-03-02X6Hospital BB_ESCHR_COLSSSSFGram negativeEscherichiacoliTRUE
62015-08-17B8Hospital DB_STPHY_AURRSSSMGram positiveStaphylococcusaureusTRUE
72013-01-25M3Hospital AB_STPHY_AURRRSSMGram positiveStaphylococcusaureusTRUE
82013-07-27E22017-01-13P8 Hospital CB_ESCHR_COLRSSSFGram negativeEscherichiacoliTRUE
2014-07-31K5Hospital BB_ESCHR_COLSSSSMGram negativeEscherichiacoliTRUE
2017-07-12U8Hospital B B_KLBSL_PNE R S S SMF Gram negative Klebsiella pneumoniae TRUE
2013-09-10Y1Hospital BB_KLBSL_PNERRSSFGram negativeKlebsiellapneumoniaeTRUE
2017-07-30X10Hospital CB_STRPT_PNESSSRFGram positiveStreptococcuspneumoniaeTRUE

Time for the analysis!

@@ -915,9 +908,9 @@
freq(paste(data_1st$genus, data_1st$species))

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

data_1st %>% freq(genus, species)
-

Frequency table of genus and species from a data.frame (15,963 x 13)

+

Frequency table of genus and species from a data.frame (15,935 x 13)

Columns: 2
-Length: 15,963 (of which NA: 0 = 0.00%)
+Length: 15,935 (of which NA: 0 = 0.00%)
Unique: 4

Shortest: 16
Longest: 24

@@ -934,33 +927,33 @@ Longest: 24

1 Escherichia coli -7,910 +7,898 49.6% -7,910 +7,898 49.6% 2 Staphylococcus aureus -3,889 -24.4% -11,799 -73.9% +4,017 +25.2% +11,915 +74.8% 3 Streptococcus pneumoniae -2,480 -15.5% -14,279 -89.5% +2,449 +15.4% +14,364 +90.1% 4 Klebsiella pneumoniae -1,684 -10.5% -15,963 +1,571 +9.9% +15,935 100.0% @@ -971,7 +964,7 @@ Longest: 24

Resistance percentages

The functions portion_R, portion_RI, portion_I, portion_IS and portion_S can be used to determine the portion of a specific antimicrobial outcome. They can be used on their own:

data_1st %>% portion_IR(amox)
-#> [1] 0.4748481
+#> [1] 0.4776279

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

data_1st %>% 
   group_by(hospital) %>% 
@@ -984,19 +977,19 @@ Longest: 24

Hospital A -0.4765396 +0.4740616 Hospital B -0.4750632 +0.4748265 Hospital C -0.4830405 +0.4910305 Hospital D -0.4657107 +0.4777953 @@ -1014,23 +1007,23 @@ Longest: 24

Hospital A -0.4765396 -4774 +0.4740616 +4742 Hospital B -0.4750632 -5534 +0.4748265 +5621 Hospital C -0.4830405 -2447 +0.4910305 +2397 Hospital D -0.4657107 -3208 +0.4777953 +3175 @@ -1050,27 +1043,27 @@ Longest: 24

Escherichia -0.7353982 -0.8972187 -0.9734513 +0.7295518 +0.9013674 +0.9772094 Klebsiella -0.7369359 -0.9014252 -0.9786223 +0.7517505 +0.9000637 +0.9789943 Staphylococcus -0.7413217 -0.9161738 -0.9763435 +0.7353747 +0.9168534 +0.9788399 Streptococcus -0.7181452 +0.7390772 0.0000000 -0.7181452 +0.7390772 diff --git a/docs/articles/AMR_files/figure-html/plot 1-1.png b/docs/articles/AMR_files/figure-html/plot 1-1.png index f154850a755565be085ab5b6fd22e0eafdba201e..6f5f6c3b26d1d854911ba0a4b8f336c3068922f2 100644 GIT binary patch literal 33740 zcmeFa2Uu3wmMw~9sZ^A>-o4`nR8)JYWKNz? zwhtL@b+A{djTBn8IehpOos?qF(+FKf#haQj`WJ>yCJX#@KEki5OYw8S{HrFl1@3_A zH-m3aIStWm-&VY)|LN0H>rWm0Q-XTS#=8usj?ne(+jp!`vNF}d%9l=Rt55ous(#vV z-;8=)lM(Bq`{%AEXIvh)7sCxvoz#$3q9y-NM8VHY_~UrbFT(i4{R6!P`P)aF9psO_ z3a{7TkCS2UYw^dQVrw?w4?2gRXz<6LiNEkcT}>t0h{m$2D)0B*^5VZ5N4qRcb8&Iu zCL|>bA{ZF$CDqw`H$V>KYqCCAV(^}#yp3~yW4prmS?-YC6{M? z6(kzd4HYuYT1T_{!b9lm84`YoUZt@Z7 zuO-)Tju#iHS*fD;7 z^D;j!rI>T^*4STEdmQ#nu`s>8vw5My+|{~dyV@ou;pe8!uWYVe>ihV_z`$T>VTSdX z)fHo7W9mq}7om1%>(i%C<6$Ox%ZIdg;Sy(AWSA{#lq@aBtE1(lsd24D^|nZ9k2P!8 zQ|K5DYO80K;kS-oG^$+lKF4MV@9=V(da7G#Uh|B%iaoTcYo|^2)3=XLU1Wg-cV%$H$u)1>G!8QD>vv zyLZpeuW!*~*Rp(6^wNr?Yv%RFYSt<$MpbJX;pyQpt-gf#BmKLWJfk^0GdTT+8`9V*4}*d<3%cLAs-(ne zWt#bNDx_%YYHDhln(T|jzA4sEvlk1SO=7FQc=6&^9wk{>S=+I;RuUGn3JMC&D}3DC z+$+9oPpWw_@NIQdYtArHGcqz#qV>>>x7{WBkP>A5+Opx2$8EY_@w0Iwj{&_W-zi%0 z@1G`W^A=RHpW2Qzh1xb5sgzGnPI}$F%h)F?{8}^9EVSX(>ocbX6bq(KYiK;t3c4EM zto6jlXKUt>isN%l{asyM#{D$Dl%JXCwpTcK$|3{~A3lstn4pr#&8(SiWk4NiSQTcI zxC#4VpMM{d#g(g9!|b~}*(i9!+4^&R6~TeL8e64y9=>w6^~Wxcp8J_8-LQ&9$gIUQ zvsE?CqUXaSNDr1E0mJk4DLS#|Lp9SLsp&fOE-#EB6PY%> zG-`e|^6vg_IXSuX^mI;zun=EgrTF(t3EJt4i;GuW&Ew<#YNpa>{}w80*CZ5pbq{jX z`0oXO{PB~M#mQ3$XC>M-asE+lS6*T>SKm6z9e|sxi+ObE?H!wurm055@QU*C=9flF z?;kL4pkcBfFWI4%tM1Q%l~@q_&@A}awdaV&qwv+`PM;>)KgP7?K|)%)$#oQ+17)P{_s^!Ih z_L0-noLua$(@ynrF-~E1vCcm@9iQ#`y<#foDG!4ehwiM#mWVfVVRjKOQN0#-@1)Q* zWti00NDJ=?8nQ`KsF-?Yo>E^TAz1HSkgcmG@X+7C7LR<*>}RG8WhkRa(fb1b_~Vbk zyX-60{kkb$eN}w&0^I>ImM@KKxsm)S&k^g@)zvX9G#PsjP~zw;m<~ioM~~a*#h*E` z6)DMRkd28Bx6=^YH~(3ven>w&Xy{D4b}CO!nVSSJAK%mf)-w1W0et^i!0E3n;(snw z`|of3-xUo1(f1fwSF^Suvo=vpa`K~qgM&k^?MPW=CChKWzy5OzJ4#)86@B4cUvS#x z_jQV$qV02)6+-RW%e~(RzJxnZlp34p+O^skhFHE^en6POHKtM)i;twFy);4y*bLPj zJ9cchkXeX;VP(|T#v7xq_(wpe6XpEnWn~vHPMdEn8%ix?k=iM8=CRQ>W? ze>kV^bs$mT?~M$+JMm(RJ?Rri#ezuU!h2WalN^kDHeI)FB`j!2HRB&X-~uAfPer728Pj*V_dbGg|17I%j4e91E;u{MQxb?y?)^g z`4q1d8^EV!*6_U3p8zR;wE$iXtCgjhmG7~V$*(Hh7Q0#NwXNlACmbgGGLWaIFF$KE zNttD0O{wnehg_aH&5VLaq&j~8C{UF&+q>lq(;?Tz+4G?yy?uR^!9rt28~KO9Ohy(+ z>SdIlSkL6S%b$aTLxpzxjvbu3z@T*nZ;;swSC+=uC}S>TP8pIzi<4DuSW}?OMah*( z$=dZyp&~Yn0$0yvw2rjp=T0+!9v*{m)3>#_0hguTIX5p}J%Q2WPmm)ku{r zHa0jN@bE;fnx2YQq;-E~y`Gy(?F6tV04(7#LJV{2JW8f0CwcO=Uh! zKcuvN(@w>a0v5ru-}mZ+!MjKK=dC&Oe*@t&%#$M`e#d6JBv~Izp##K6v6ZIAPH0J` zCsgjVFFt(rYM&=(*iI??x!ypY0Q0syhf*I7HVT{cotlCS5XtnHFJEGVEzM6QzLFAS zNqx0ARj=0$s7rmxoRhpP`GXE?AJ7$%;JtXU&1I%lBmJs>K)@ZkqyG~0E6Xxn#l|pe z$!a#sO>T+-i`XG0JXNDK^D3bil)PYRx_Jk`ZXWjA$x>`j!Z<*%Z_};c%&0taOATM- ze&u0a@Vz^9pr_N_tShr%0O5x&zq76quYYCQe1EqPw*FN^Lxm9Gw2QsSA?8gl_@x{O>J#w2qCNvJ&&+UCS*86w|SK?cIcBwSj*ms%S(Y+J5CK|R2k#4cpuj@Jl=V; zN+KYTJHNzK+}@#U-+6mSoxz_}R4cA8Tvt{I&dhM>S}`4DJCgACaG%OY?c&&~aH6>T zZ;*WN^ONhSf;LRft)Ze}`iID{iiN4-{<=2Y(&FyJxBi`y(0}8M|F7Z<&JMi!|8znK zzT$p0Q76}yi%b3?>vkd6z|G0h9yIdel(j`RwfD6|jIvWiEF?M8`y7qT27&~a`&qn7 zw(>V2dOzq0(N;`_bAQ?cs4siz(k0*T&6^}X<644KbTohFYpV^tV>u%&`YAk+Tqb(x z^-{>kmTH@hfRtMwKYm1xqLad>G&D5WXGQ~3g6opmR|?(~dS3l@pG#&t1H-%S@pofF ziQ~D~uOZ!<5fM25$A>a zBF^AdqM!Cez)+PpT*Afi>Ef8%iqn#o=yAquQO27@;oaj{R#t`#7Bstk>E)O6CWD>F zzpR4OlU0eS1@o&oq;UM*?r_(6qg!@|3@bxUx*x`WuQy*j?)AMRKKNw}3)vzIBhX%c zWqWD#uYO!Wnu-=TXTKHYG|gs(B@*%oRN5qtMbO0M85 zXxZ-V61WNw1%a!qq9T9fRrAG*j5a>YNREK3oScRxrFG2rUvJ%x%=qUMJjsO%7pObS zNIEU!k){rJnI^JrkiGh+s8wxb%jCDWv>tRwoi<&boDZ0ey--P1?bP#9O;8y~+mG5S zKGR|isX64ylg4PdKso;W8~FC^Lxq!-qG{^Ge{4K>*4g3Bx*f&bJ0+a$pXME<-Rt?j z+goD(YkX{26L1ma%o}5EOPrE(rKmCqbuES_ZVS!r2eW&8kl*tR$^$kq-}sdFp2cY- zqdoIb>6MPC0R@W_<&e!b?>;Iv zUQ7?2*A1d+c_Lmv)Z&SC{J`$nZ}mfzBlthSQ6Ricly?H3CI=&+6tJU2$ema@Jl`?A{Qmy#9bP5SZUtvsyB-CQ@7P@p65c(-E2JzXBThC74m;D&X_DkcHZ3wEvkYU3COz4Vs zfn|M-^w|Ha0*DQ^hBNRHk!I1L(Rw>D33T(@rK0fV@3HE<0SAs@rE_hDY|HsFuS2XP zA=Jz7*699B=hgMb-ax(Oug|;#?1Zj-cqmXQ+zrfekc%rD`$iHsFd^+U`FbsF-tzpA zCpLJfRv3TCjcOV8GY^=czq-0Eo4Za1cfR#twf=Z$igmJ_ztFi#e1<{?wz3RSl?5QA z*JC{`ix}1zm=v3@u8^HEWEbIwkH!JU0W&FdTb;c2L$Ch)?2HE;2v?YT{tF=>l=-); z%Zgk|Sx6KRxS6HS4uAUWj^;?Le6VVKZhEDN3ECcP6n`GI0{qIt^`6n(F&eh0*jR;d ziTvte&oFVP<>i?|S~kCcfHtSG{LP2^imyCW=bi5HRZu-ARA%$_)0=${diHhTX8yca zeE#W3Q-&z^8+U*nc!?)d z+eBHbEz`UmeF-|Lib;7XYF6iOC%Q_o#}ktuK6>=%>|O{~nZS2B-hvdmA~a&?`Ojms zI37LK{Ud1JV&5=%zkj=;8-DR%TJ1Hw%#dT&({)n%T(T;jh7Yi4M?VOc+YHvkH%*`< zO^-Bt&`nHEnwUlA6|s3Ry~q^lb$T?Mp5Zb-Ka@((Pmn0NdV1*r(Bq%|{QbozKCpY% z1Ggqc_DR!-MsGpezRiu$T&U2Y6F92(aLt)04l z_nqN-aFgRd@3W=7U!w1}G^984s`?5dWTk&)G5p1g7cDIrH=F`yfay`jJT_q%_O>g53;9GB#4c&&UHZhU2dAXQg;ar~mWQCC1RH9yO zo)tAbu?L1L!%LwT|oBe>FaB=D(9OzcR=&i^(Xch)Ya89 z8NyJ7N_{!iTppGofjzdje7DQ6rbP;U2Jd5ik3q)^QHM~4H1Ib(DhPZ|^rsl5gol#S zktIVyLf+ik0M23$(uCbPxyS!n8h|&|p2mvDhn}GgMfuID=L2IxbX1hK^LPmx1zKli zxMX2isO>;C$GCn)kf4o8XRvuec3+SQw`t~hX5rGv%?&KnY~KfKhia4*S`FEepDt5J zLgx7X^)n%g_Sf(!dd~Bk*wDn%bz7R+e0a9_V<0j%UaoO?aBz5dp-FwplCkeQHWF56 zZ9TbY)6{t%>D5Gtt&!n1iuXnfrl+TeLKg$}?K1xz8GR2w`58m%i!<2RzC4{t0vK9H zY?$L9Sr|#TWy&w~q`KneVJ8+YPo-u&xqKLG?#p>mKFV)y%ZpHkmZnnOK#&KZEs+Fk zj?(GbAJ*c!FoLem^@ne0cOSi8MEQk{f>g`wwm6Pw>n63Hqy{8qZ?TCF$cAlLrKZBQ zNA}ApceEXiNN_Fl265J zQ}5#4uX+K{`Av3yf450&Q4q3s0@9iZ8nsiy^EpE)PUtvSN-PYMfD{*ZaYHXqAspQ; zGqcfB&hQp!djPcT4}`mr)^xM2dQa`pQC_e`eVzopEJS@p?jObluU@^1*1F^LutSAl zJt3T#?XFI5X(SlDT5X$6S<$8@w+C^E1^*-Tc_0@>phXbPm3O<%nNS!q%Rt5WG-ti~U+i|+E|Gu}sik)K?4@DpM5%}LtGFMw=R8-TE02uiB zWy3@Ccpp9bOj+yhvXwO8_T^%8H<%V)D_Y~%a#Z8>37>Ql%>N#*#6QCS*RG?kJSfp8 z+T@C-4UduQDx_sPpoi4(%v-{7X{w$UZG8X_D3gf4&CMmWNMq`}0Q*-ff@+`h(ewT7 zA%c?6;Qa;y+TAp9LvBLv^?aV|Y^MiMfkVf^Yk-m4Z0dD3H!l-l1$2k7+P-aD-gJ`*LREP9`CG-KH4{RPl9e@uh>ST~io@`R2}tqO9A z5sV~bZTYN@Un3LlqxpUrUyb{%C@V8=&6$FPGc%;Ok`oaTk%t6B4}}z%7TtE8@nQ%* zhF7n~L`C`8?U;TsWGKcGj%-Bh`t26dpTU(YH%40=zJ7|dYj>GJfi;n^3{MDCSq^i? zYO=3od>7sw(oZZfxhX_P{LUOmIO7BE)bwW~5zlpjn5 z6*Cyk^zUC3Qai2iMr|sO_21ihs4F^9_g6M#JWh7@%UDh*+h06bUDZ?VjK>)Gbz2JE zR`4>3m<(wQh-aCkw=cl3R5o_US1m<p*(z?`^eYVy6=hMoqUBZYPQ8;L&@CH zoFUMT;Jmy%^ylObW+TLUVuH;W0nP_v!wW3C-<_O;)GbY2IA5Cz7+qdPr~(9dm*KSc zDIg%dW&UG@E6XVTE!aQ`5_4CI|J;Jwg_}_j8$SsFet9CW5WI!cvI~1Q6Cr_;Gh)5+ z2%E9+d$n9+VXjx>^939Oh_yMlEz&En-Q&& zjRKJ|StGrVYRbN2mAw8L2DV^=j16`{(7)e4p9fGhRW|MC9>gmH(_R3GzC#Dc$jV~B zWNd6~DtI7@y^v5Q){c$h=jR8)!)*0|ZQZ(cV7{^;S@z>y#hQ=tXnENBo<;DuRD_9( z3JThQ@$nZfT0Q;t`0|4}to1gjo$yfH*}VH|Wyq7@;AVI-@F_8N_Gfp>HDJxyn+noj zNj5Lx73LrlARJCL7tYl7=O>&%#G|GM`TP6NS|JQ>ZJ>SdzPnd#+mGmf%6UlXa>MgW zz3ICv0fn(KOc6RzMw6%gpb6x31)@6y!DTaH?fV4;((}YXWwF8Vh9S3}_1ov#EQv18 z*52L+sMMg;sd-XG-e?zWJeaiyYd!m|6TDeLiW($b!GZUM5HVCycam*tS1=jsqU*Fa zhX5V_ee0j&+ut#rzC}k8FWn(R*~Oh~sXOoTq#WQ!`6D{3G&MH9MTVhD=mu;zCFwaR zrCaq}5npVSwtOcw(@9{Ajch%=y(+xU9XB@scue5IuH&JedL3lMI!dG-NGpFAapKmr zM*1aYM5ezi&9R<`ik(gDCtpMCJzgvZ0UB+hYpCkS`a_h`oI#)2DCm1EO@^-|IjW+- za{FT|*C?`hzo*yR&!S%ql_0@%f0z4Rg=4?4y+o%A|M9Gsod4`?Y<;TvmFY${Ce+)E z_!jqRhmkFNJMe&e^tTQv!Na5Z^4gZf-#la$nGL4pV70UD`NK+t9BRP zZ~I9dn*?p3A~3IjKzMJ+uBT?hQ(b=Tz6PC(T%`7y##8!B=TxW7S^~%*5i$SP>-)iWJkiK#d^d~z}O3vKdc|lWi zKH1#G1UuTZNN;IS4Z{A|=V$K$Qt73>w&gDX>q%30zxQ52A~gB>6sZP<2LVAUR*B&Y z>=PR#-`*YEy>H*a_zd1rlpRrm^E z8inq(H%oq|2pVVx)SU#k!QFUE`xJF2O2trPdOsqUK(iLh_frF3`aiIHYlG{f>opGQ zyZ=?QJpvc%fFuf#7}gB!SJ@C@JU`ZuL?xINKObLmq!+Riq@U|wV&p+@r$PFvk*1M9 zz??gqOj4KdS{MhVf)1_PIXB3nF|}Mc+>)K%;;?gmNte3XBqmuCf}+4tJOn z$`LDo2GUwi_XAPmuTLSs!3@}ilyP2i={q15(E7F=J7{+u?g?`mji3G{L)quwYHBA) zl*VX&iB)ie9+)V8qt&K96aZy&Gc)35JF`vAg$%cjudB6jv6EJ?zOW~XF|S7xDf}^j6U;+^72FjC4i2sftX+@2wH#)K%=WFBx+V`IiQMc^>yndKS zDY9*p1)c# zRozl8Xi`*_kGdsaYZE0{@0M`<*4ck*Lce@zd|F*%5{}TgKKJf_yYsx(c6Ajz@6ZY} z@TwE-2fFY97H_QJ66%QvG`yit=N%m#sR@G^jKsSr_Cl!=dFhN6G-SugU?KBmqB>5v zKdWrT3J;>F$7`Z+B%0ob9crvuH-*PR`kkh6O1Rou;}r8pTJ!Bn0{shbhU9nw|j)h9b z2F(U?o*!KQRDb2wN9To+OhWwufPg|__6?+%>KM$QH7N^Ng{#BAGeiH(Bqg7hrw zv32(!EP(VjZ4&~P`X!0N5vzNBL(THiyJe763LX5cE)eXMMf}3U-C*X}uS@uQ73eek z7W?IcY9Q0o6+xrOLQ`OAFcC=(wv};v=h_4nf0|_N?8B5#U`I>F&$Y!^^m1)YsUsoD z-Ty?=i$%mp`&R$efFijo!AlV3#b3Sb5TsHxD1N&jZ2zqT7!wH?TH`RZ>_U?B+SPuv z%n7O^j##}y*WO;dd)*gTWT-Epx(jB~0W8Qd@i>6e37Ix+lZtD&zLblujPP;1T-mY3 z%k(sRGIH9J_rwpkZ+akTQb(bipBdAe`ULrwNeZrjct8CRn>r0*GN8UR-c_<7nnm(M zR8$_^H|bX^AY*T4yAIiDqNfyA78pC?c1ly|{zZp9ujhZ!R3|d0h#mI)r)$_2)xmxh zsxqz%cHXY=0kBb^KRg|bgrXoyfk(w1%tB4%MxBP?641a3c7M1Sl0&K-tn*2FqXIJO>$6ni`NE!V1)^^GqVx&1PAhcjj-9=-cPL zv{9IFP^oKpf6)`*f2M7D$0)yD`xKF2$nn#ooDqAm>kZF=d9VZ0A=3b$4K}28L-8Y3 zC@INhtl0&gX&uPNq)rh+gNqcWN3t#<9qQo_>>mlIpVh#w(hdD`4lw#aSqy&JS!{4i|W1{V-el$E(4 z=0}JU=D3LrzWm-kxYfcBWlKl;{^}5YO=!TUMRbfA8dcRF9pf&ie|>e_HfV z<0|PBR;)|W5k)i+Idip#N7NAXuJb|2A$)(?GeQ7LW{Xuh=!A&Ppx>iMmO$pr=(->W z%t0C_4*V!DmmKnt;QvG!y#IySNhvip4!82UEf4h#YO72hYBM39FAU0|flmRlh$C^6 z-X*#{LoN13Mgx4AEfYj-h>F@rK`Y@i>NK(?NGpEOPz7q^5E7bkYG2TOtNpR973wJ- zUL2w{D3DdeLc$wx8LVwM1ZwhxtFGkNYtqmm1ap0`TWFLxcpzaSI59;*;0fv&^56qj z$pVS{dRCE*keOO=%TONrKR&UZZZrfOz69IcW*ffJF`^|Q zMqt5ON&kHQ+|jFK*)5KfRw}B|0QS6t46KYm3y*_>=F`KMhDpCQ&%qk=Aw!=gAkm9D zO%DU2foKCh<#k1(f%+AFN74+!a7q>s@4W8X&zDGFfoj7^e2gb%cke-jJe?H6to5fq zu|UuucqkSC)~d2X+>D2>e1O!%vmNbJTs0Kg6h@nmA3hLO>mW7{R43I0+y9|J5%ugJ z={-q#nxICYFr;=|f}WG+_C(CV>S+-&0H=J=5vb(IM$lsSzuMz~jv!oCZI0S$`X%dj zXn#UxK;?jyiYRKHzY_ih1p;rW8r2INRuaxGf6X}C)KAdwu>!1%9UDBwWdY5_a9tF3 zCp@WOhMhVY6v-=vPT7MA6!9o|pFW<@Z0?AHbfc37klDVj{R8!+8FB2A~^sG0dUw z3AP8+j`lHRxTlM#>T-FHg)O@Pqieu!P!d?7;gdXZ{lo;323JOk(64n5~IrP%ZEV-n8?Iywa)Bt+iwkX*ck-hV~8GqS%RIvIhw zj$D+7zP@A|%LgCj(|q|A)=b7D*FGWDo4DpqJIs~7+eA<&V=XixX=-SM@y!Lap4sc6 zY1zYUI5SiX!KV{tNfZt}(6&OPXo!L4jW2r9UdQZBPS;%?^a>R-mQ~brrVtbTuzG=f ztu`^wp|YUU;`yueolPJe^4F{8pfHNe=n?7u_1G8}S^3l^`eGU z-XkJLztHDj3t>%K^-y}x-5_ogveSDnU;AePYsC87RN><3tE-9oepEz6M~HQ$4DZ)j zKn(57(_0tLfZ)Ykbbw`v(PKpDuvg7x*h;L#)ccytM|3p*{BC|8v5q9=E@q zb%mh6EX1cVUfn$5w1LxnaFY_{8m3{Q?QnD7ecyfR)G0O!;T*=j|5677r5HgVK<6tj zhYOnYp6{=)I@vMmso0EpyM_MjL-mXAxj)?Z{(3lL&rjTyYmGx+Yiw&y$Z$;7G@lYt z-F6}|Lv^UCQ^ZgA)Tx9ni?nUqxqdpeF7fcmpSLOYas4c{^=#$Jo9qgnm7n#gIp01Q zn|XF6G{0VVA!O`{gyC2Q@I{{e_-M+l1rYt)bOg8qzr2`u#>dB%tLM9_+tg4HK%uVl z1L!JEhg^G&PAd z4iC+?wlUYut1WHC5g4`!mPVEO4qG+QDS|iIN{w0M1~r>A;IKgx9Nxs-UEGc)CM+G- z2DIq8-r;ie?TdEDiVpMj(r(2&{v~?9OmYJh334@TG7?M+zzUyHI?)9NQ-9R@kY&kO8i9{O`I}k9 zgelMA_L$gpX5Ci3dQy*P&60rV%}=YeWm$F;w6Qq;UJ{Dtt@WG9G%H3d8!FOv%LM-U zP`2{Z9NVgbsd#_uz&lhqVvd<VgM!bKMWj}BNt@EDDl!4k?zXao>Vigv;33bqy2dqepGg*! znkBM4_>`JevUTM#P6jU*=!WF6+Pot_+DlQx`^x_%>@mX)f}(c=nQX1sN;X4t9=0)L z)YJ#(V$D{2UW$B>B}qm@`y*2>@F0@2X?uZ7Nx3)PAklhIMQ5hTi$m`=DJyFh^<@dK zfrKz2!173dj{zW*6vS1o`a{Ln0ex6Soy3Lv{p3~U$^3D@t!*Mqz zjdD|LE;b6d)8g!V$%BQj!=c8*KJ%=n9af@)$i#~+0llzEA)U4(F_K~kvm3U7tBAOG zK486P{E@AbcE}^s*cZI{b(g)xU*WHbqKAGEa;7j+XZQFl`p*D|yQShLZf-|VxB*~{ z0jmf|w3kq7N8FTF`rq$U#H221LhY)j$Qgp56!~Ny_`q?}d`E}tz=1fc{>_X>W(ff! zU2?~vWEeZHH@zIdr|~;=0B{h!W^pG(YJ^&<>FEFc`*+-@LeP-`WK*M-tZ_n!et+`^ zLP!@d57|Bo4u`~}KA4{n$BM&WriYd@85%&gCF&Cya-Apm4$YiF_{ZSUF9ekbtaBhq z0%ODzx?_)^UIX(scfY$YiY`6$;JH+{rNrmYExvWUL0kW<{+$Po`&A87$F|x)Jc{#Q zI6Cyk$=LN-slU?~^KzkA%ir%!-2eO{WlXDgx4G*xl?v~D*(}05rPlI+kx@gu96IZ! zGQw{8q`dXJQDUoBT}%4RmgkpYv$Auz{lPdoDltYSQN*$kPR|$x(HMpe&qqGYpar1q zwbp&Cmzv;&zcl3jj~ciC`hzBl&4guiI6+lmU=m1XKqtAY-f~ccXt2k10)z1Lq5uB> z@B##BHa~M0k*6lm^<)@3F-Q*PfJWj+lj%76g16QeNM4NPQpC>ANr{X58dw!u+eO8a zdqCm!3FiK7q~rRp?_o9D{zoU&B62XV(@VSnsQ7SEK-mm}M*{E#!08fNQ>9JC*lFG63SCSd#d z)DD)8=#evGngPv zb1VwdIvWLKAB~Cek<4})HWE8v;_cxkQCW|5aj z1?Y;P9~Xuv(!YsFT}C~_8ZKeYAzTsI?mu<~`~XWiitG)2&3C`NGfcy|?s}tT^ z@14Tv^h!83-he&nMfpKYf&I!Bf*Jk5B`vrY5{=x} z5#MDE#a^rcM2GmFV9wsiwg^}3C|Xu+H)hEk6C0&CZ8y-?E;u|JmQFCSQC1eKRtSeA zB28#$J{nS92Xn5$4oWUTrbVh{IFohrMLxSi`MFJJmOJuladFYdhS&jaZ`?8c_4DP< zqT6`g$njO=SOg#4wA#?7r{^IC40L%0v9tie(^m}>JAC90 zYCzUL^qwglLLSge1r`C9#SaLDUKu~Z3B*)RJkmhxL{fo_hD~*Ump}{5_gq zFN2(n44M0fGR7=r52cG3L-GeEF%|S4enQ5h*U9|Me$A~i?~%CVHqb|7XLX>?pZmDp zCoF84s4FOWNHzx!9N39H4(KRN4N(&DXNG1l3JbE?BXvu_GEeJEx=1dNAUGIlg*)7T zq2G_pUx{aj?B)3msig-#9qHBP^(?rfE+7zy|539RQj5>Y$u$QrwJPDpBq7g+K6!HN zQW5238J(2y*N9uX!0TWm0UEPl9*%HSARj;_u}5m;WCT(sfE0ZD2)qR!$9dT(I5zInhDQflSu6TmpxX=ZYagb3gV^dN}S7^9%67&MHR}2jU&786N@Q4=@;SPHe4ywxSYT6e{mt@baXf&bQ zCQZFEwz5=scqEtUoRO!}sWQV|xz`sFPg2xqJ+BxYBN&gm6PMsiFM~9w91{%+8Cesm zI>}g5cLz*lHWJKc7xZ*wJ0x*Y4BH`X#u*DJEh6_}c}x(YRl?o(sz(BKY#ZUpT0(Yn z0YAfk^qyo8D(W5k$22)sL3N+2&JSCbU0godA+Q+DBtAGVxo7`P!XgYsG%R&u7qE z9tx*-1MJ0X(t1uRVWKbO(W49VS$7bls|WqiPkQf{+q*?Q{i^(2uxhF z^q(zqgNebPjvUkF6=+4;tK%KKUx2@dGNeFqrClOzpOOE@2WPI)OQy-Iv;rwD7Q*sc=enxdT)4Hsla|BA@ zWSczb>bQn2e5cw-KLq)swTrsCg2cyR@|*t+U>piv8~m^U1pa2>DB*MN-PmZJCHioW zzX6>HZn?CtGO4k^#mOqSm17ke)#{^08bZJ%x*Z<>q@1p98@9GJY(Fkom-~!@+}0cq zFbO#f{}kk^_=qa(5aA_apvn~!>2P05b5{H75lcq7i>Pp0h`E}&v&)PB{JFMWQtIFe zkgoKUm2aTt!|xmK`3@7BrZA~tLpt?5IwM82H3zt~q^Mz4nL-fyCXFk<`+SB~9Bmo! z@i4g3I5_Khq0ymHDyv-{^YVXUf?|yS%mlSFF74~v%jdQwU~tbWjL<|6r5lx04An^s z_Y)=KOA;`Sok8g&6G{jRV&FfhljEoBiZYCBO>}AQuhwvI!0l^8eTh7)R$r{-k`Xl- zYnJJ{xfToW3?Xm_ulgtSx*)fb94rA+2L(GFAdZ;3JqM0rYJCFwBO4#z2=euHzz_YB zE$pYsD?}a$)V7kTJzv@wd??eT-V9$yCX5ln#P>u{C8~&L?mQ0>|6n_v*2Sd8V*5M%CpChL!os}}G+Mwe1Xd{!~0 z@n^_uWN-(pavY`)pMU^d;uX|;GS5NmRXCES^a8EZK1=O)Fvyfs*rP+?D@O7M7%4YN z%~$Px6ZjcL9(>cjChh_n4;ql25gx#QwitMI1{3yt1f^pcFa?M3pxr$Ha4}#L4of@~ zBXsmG<8!5q3I@P3umWTwtMnqU$tZ1aPmea7=a3Z7G0k1<6XAtb4n~`BkO$IvKKMHK0S^dNrR#1HDu~FWOIHUG!fsx zq2s|daCamnDv^xulScg|>>D7Eq|RiXfdr%4g!3)tz$%5#65wp#8csQIcay-xKn7s0JhPKM=Nz{v!t;P%0~A zEF7!_PLCc`t|pU~&9xsKk;=y$yH!owvII80W~e~W;bDd_257>045axkF@Md}`yh@_ z!gUpC$yq`HT4oN|8+g~R5bPK)`O$$MhI739Q`xI z!NOL@hekMEt!A1op~P%DQAOUHy)j{7{9?6DfKSR#Q`&)C1Kf($D)5{5hlR07HDGsR z^P1QX$>tbqX53v|S}#er6~y|#hCu(P574d_qW==E|KGRzSI#*6EAr3(1L=jaW}2#? z9mJ5#QVkCe179I#H!}%;1KX}bXno8M@S1n{_wEl^)0A}^Uhtf1Mpgt&D0K1s=p`#W@3!P$a?wbnWj$DDFz&Tb1Fp+OdhjRJ)_ zQ2L6RymQ%ja5y6O{z>ZzW#CBqlbOpRa?;NsSv^klMz|ld( zc1VtL0Vg2lc%VnpTmKj)z5wfL9=!Xujh!$Aub>g@XO5=vIjrjRwd*n$v?qhly+YNh zMFzgTl)%WLW7wF=typEF;nFI|p_3Nm)zYl{3^V?)ObD(Dkc#Rk`nzl0K}qJ+40|sbDn7CqBXP!G!3BN9kfByWp@iPDgy`mqhstVzggWyhVH0_IhLIyPL4WWQ* zxu8%OaVKp^7C`$Qt(3iA(ipB7l3}Dsw!LY$oOfH)zr*xH-2q4Z4w^Da^{7~On3ATfqO9f zpi;F;L{#D)m|Mo_bhTE{cjHhF>0mj{p-G07q#<-CeJ}j0JGODaKR?6OiT)zcPvB| z{|Ci9!+xc>+tT~|_N*`NzmgcB0RaMcgkl9z?XVDu7Yf1CW#5&2%%GBWf}*y5aqxuk z0m_RMHSxAQ+l~NqXH>FV`vA!XCnkB&!K`yIWgNdBpS$J^btf6(mywx+4vk4R(3Wjd4FH@( zl~h-6z?UEPe2WR7l&r41@Pi~q8GyzC+|GfgqwgXFgEP{K>hol5H)EVq2@DHci`-KK zuuEbOhG~vPN*H2b?u`MTMe(2U#Xgavm2WV92p&Z=R^rJ6M=;MDKMe&8lvhVtnfM_v zaufft2r?n`P(E?3_sCb!=XOgG9T#w{^d@M%3N1A-Yv`m9 z1Xr`gMx=w9Ed(?SJcEpcA;khzHUrooJwp$3@PBgPWlxeXLLNU88;K3NXAFAoBHZMm zNa@HP7!1IKjn>O+M5AGWP6CXp%#q5qk$l7592VHIkkFu^RE_Bj!#G9;eI~2<(BX6h zpXAB*haCvKhWH-2rO6T)tAvKF&hJGWUPY?^MMn((Czs# zj6~AJBBhLh3Bm?$FU`M6NVR*kG=C}K{fvT3YsP$zUg^cj83i=xyS(ws>o+@ZYribZ z80W55I|!xLSDjaNvY9V#PJX`@>{>tQOu_{)iKPU>Bx>t*l&ZHUmb}kLX3xkNIGeay zM1E$fH9*z^UF*vXRw4NtqagKvfsY7R+WkHKu!Jz!b1;4c=h!mp&{;=Xr@~`c z`v}#V0rze+1rHuPNRGCIQxYZvMyYFX=3#Q*4MQUahK6uy31y29FZJOQ?wS_>C1CM{ zoFz=LfT1zKtQ~DYNW43xX2G9)8{W2=lL8vYN5D2zSsVt%%YZ>F!zaPuL))dui52?) zbOWz|q%LFNl#N1k#w%C+vg21rH?bV#w86xGdNQrSQ3HK+o29A26reF{zs$g(C(gS^ zr%YxbvMg8&W(m^Ca7`vg>)(!Ye?p=`n#y>tC#gO)b?}9rFB^U8SdnlQGOqdHZ3yId6L`xVXpuRx#_2ein31O>+&SFTTc+bYxXsNV z=C8KdQi(tE^nJz=v+K375q&~Wu4h;k)>18~2+HPEzR**N2pf7apJO7Mqn|OGh4Iw- zx)}E40tuCyQE>oJDC^SXG=5$;B`i^w_uclLxO{%QHuIz9+%qOl)U|tEtCPqh*pE&$ zv788vje2%UMlGqJ&RVfrQh6#XYKVtpbB#Hc`E1BeA7SgLdjMT`=q@TLl~)B`=w(UB z%U%o22xmBdyRNeG%ks9kTVMw`O2&l*NtsMmQY^-?`3(asckjDNtw~fF4 zD(hCNeJ!4Bs*}M z^W0+#bPvdEq{`?eZw7LD_}~L9TlHPrEpfk>vK>x4- zL#kx{-dKEiplEyZ^Gnjqh2~tJAq~Tm2_z42*Tk}MI2i|Kp!ZFo16qU;{9^OloB94Y zy5=#pGpJf$MKlXer;^ovY>q$D@ajt3IG~FH} z*eI;6thTz5BBE-VW~oz;jz6J`=@?-w>=H-PmdZlv>d8{;vn9`qQn{m{_H z`3J^M!cOL^+upQsXI zPMFfV&v(CSHiH|eZPd&ZjeED18Mpc#`-mJ4<7G6~veCsZYdM0BJ4mJkYN+3f;lj4h#;Kz0 zYxYnJpUn}d5=&o9ZJhcDb!V_b^=yj0*fItj^Dt0?1WOJwBX;O!_9nsF?Z4o37h?3r z2{TB`#MwQAQy>_;Zj%vmGER<0Lv)mIm7k+j#@dJ5exh;j`4h+D!Kw)D4mV-}QwcM+ zUWWMIr>6Kn;;1*Y;K-dU>rmtT2dptNMu<6BG`z*2 z@OH4ekZBIjaCccWuE>-ZE|3Xx0`x7|LCMi6D3vG*|w4gAsZ{tPZpe;x*K`tt`0gKM5c za>FUvJ(wvwD<=o9O*3}A+LH`!jr$xp9gUn_2A9eUoJN9bPTWm^Lh5~=Q$PBe*a_yH zxfSoODSvl$>JQJOHowqz5Q>)*am#g$5g8%M1u+4M%B;cnOjJ*_IlKbxTGu(aUF9)_ zGJ@_VPOd$S8IK9h)A=w3;Y%>7F$NV^=Z!>PfB)*)*@l%cOc{u=m?J2#o@IFk`;;eY zg$I~j$Mmrsi1CNI6S@Qr@aD_+BnLf_(D9&Ub;Y=)-x1Y``!8J2>Sw5Zo6e7ArQ&vF za2`ARM^5sX&BmG&KhYS!fgDE0eXMaP3G`ry6~vrOY@jd~!Er<~723u!ysCKRBlcFfjL}wwUp++9&6OMq4ex7C6#{|`re|ekVGqDmjF(V?;|wz)J;K?R@LeBe zlDMm(TF|?|U+Mtyl(ft-cW#DrM{pukz^*|O<5(65ehA|i2r$U2xh>BIcN#koSBE6* zg&>B|e@4+LN6rXaRlq07KofM2g*J6B;#`GK0B$uNcJ^-KGDaTdPOl47?I!1Nz;j-# z_Jv4b8ZUYj;Glf z((%V(mT0HpeIvxlImUQQGN_8BhgRm#t5K@f9c7nwX6z^b3%&hTCpprZ=*tRSIF~qP zoX$Ko8**v=$>yQ^EzNJ_!SLd6AUBz4m6f3D>F=)!5={K=?F4gVF(j^P7%fQ8z-?vO z)4KzWPIw^sG!lzZ9$XNB_jexJJAUge&V-ml(gFA(r_JE_b?Jc;@P$@92sx1fX6{XF zI1GS{DU;1Ii8ed2c@gL?YlpYo08NXGYGOt4Z@FMVp|zJq<-KCLD8>NMLSBUD%HMf6 z89I>0VOgX{{Uw$hY_&Z}Ziq4d{0`)!Gs^dT4%+))s;hA@ zAI6l(c@h{v8pE^`_c7O8ABB{B)^jB_#uxFA(eR^tkAt$I29m}D4pD&#%QpK8IVbJ= z*ECcjyf;0IH|u%}1BM6KFFw)dx$va^C2>Fl!{Xm);-a^JgUAgY9k7J$9@oe@kf_>3 zhHW;@RxOL}5Uuqyu%8yD?R^fRQu*t+?ZkxO?1^f$ZF#wPA|OBccQR+3liR zZGx{Qy(f`&_4?jYU8GR~yIydr0~&p(@0-~|(4&uTm%#b>aCc_;c<+E8f}G4CO^t!w zg-agHsuN+Y*fYdoj_qguWQ4`y^%`<0XX%ANgxOVu9gOW*I@ti!zTS2W@<8Gx{)F+) z{S+LGWd$6`05F)F6D-Jjxe*#3L8foaX;jj%kop?h`caczqKUMhgi8 z(Wv3rihni>FB!hu>Cj+0!P@8>3NxRm^*XAF`Ss-Cj&v_3)XSp6D_MnTfW%c zEQ@QhK9=L7KJtq}TLDO4VmC+TPlK6GL(e3ZOOfv5#?|9;DxN z2(6>mrIP{(Z#pTMm1%LnOxg7r*gCQKP*afDz$*P;euR;L#hc_igs%YuhIyXBLPVy< z0*zLuELhI#VL?L?|HuI|zzb!irHw#hVl3_WZ|X~!Sn_W?Qp+hRDQRi*RyILOkho(E zQrInEBOyC9zbe0I#DE2 z5VSmQ1ywBKBokF{4AjV9G|>e7!@m^p4dqe($>Hc8k5OpNh&_)nQAv*RjAYF25_&X1 z&I?03(}L7X>`A;-2JR)}knc1z-*qAmCroQUc)3s2>A=jijy!+%cEwD|hdJv888HfN zi-Q)O#|-o_b=X6!U)U;eylJ2*w z)pYe7!6nRx@uq)6=SYegB#QrwZeK{7PQru8(Q1@>Vhf$PwTW%`vzmzyIZ<&5Q!|(a zltjwJKz+dCQS~%#RxBy zIl${Suv;dV^VA#G-cxp*dW9fb(L%J|w@3dPw``2t=1Qt$eKe`*0po)eMT$K|oI&fq?0aq*_YOAS6|{xiUpk zElwqrnyR`zgYU@@>L7$Q2fmwHwjY(=KX(UI=q(|;^3w#VciocH2S;+6Kesbu=XB1S zT`z7jy;;lk3TrQoY*_u|g_e!9umN2WQ_=`|8A&ey62j>5@lQL5c$xUQ;lSJgv8e=g zbpOH8O|(iClc{Xfvk^a8xYx3EpU+}sqfn#={3mhM-B+thuF@dXlXx5om~&*8Vbu%* zm<$;$MMyFH5g4<+-@bZyEj-tmCVNouxmOT4-wk*iaXppZvPIjmk|^D!blhUh^V3>u z3JI_!pAnWY_>2!wJFLZk0+w)Z1@2_Fc8C_GmABEje%3>R9gkkJRvtLVOa!b}6|$R+ z*o$f3&1_+F#H)P&;pCBa*vl3b8;EF4aF7B9OecN)L|7T&!#Do6qhCA*2&4F)2QU*+ zzIJoemrL$dq^nSc2Jh%pUwX5V-68m!O<^X1V?%*4@sWE_1m5P_EW$n(!1Ip>1qsK6 z>f1@1Ns*ktKA)KSH^x5zTdO9sjD#CSQh!sD`fgkiv_jl{pi>h9wB!}OyX4UOtO$3L zR-87dQ+FTJ%l~-gS!&bPWn$k>ckZQeB==9$X47{cJHhJ<{1xOUHUgP>Pp zWK_e}nUQd$tKu&ag)rEc7$=;j9zLUBW5u<)6U7IB#ElY@{qtDKEviD;1$GTgsMKJG zM{iE9G{;Jg0E`NOrWh-npq|z$Py5?)5N_LnsMIh{FfYF&MhVY*TF<&HU$o#;uN{sA zzh$ngZX_mhGv;rWbR;vv)wgfoUgamHbX8OOyH-SfnRU(oM0m6*;~a1Boh?Y+2&kw2V;mjIgpU)BWQWQ!+-VP=pcO@6gejDD5ztxVUJNk+;q9i)I3p#+q=_7-<8A((c zJq>Y)iEfv>@Ck@f34z7m-yaoF0;)_;s**$C#P|@zn)`@PS{g^&wUGyD`NgH;F?*bw zF71qkfue$pei5@fzMCdP2;%+5z@m~kfD`LJ?Q>zcE;n7-N^EN@dyWW)Kq`=NK_)Q(6hPIqB~=oS z>uhgFX2!o&>gdafNm(yhY|}|tg5f?Q&Jd{8f+#r#?5v@wxtt1qGV#vfzE^W3KsH$} z2tblJK#`dMHGb0-vy9q8c4)h5MkB0gp)MqPe6RzM7eIV~bMnp2SDH&>eeZv@+gnOG zU}@QbYwWLfBBX{3WP(W4V>AiW3c_#JZdyTVzzDx4(m)t><4R*5^9B)v9Mo9g9h<*n z6Solnhj_On5)fFH1wl?d2;x8Skb+K%IAEluRpNAj3KZL}A6{X1yEf9t2$;f32WA`u z1Hz%yDF_tsYT$Sw~qlbc5v|)lJ%O=Kfp;?o z8BSD$?SOLpp#um01S^Lq9#D%A5?j;B2?u__g>3!)Lm%ryCS!6>%In;Rf-_Gx=gk{gB_&trJrLkhsnoF{jV7#@54IC?=SzQ&Ur6O>3B(fq?-aP!Tb)`RVD3Chw^QuYNdk;JR~gKx5i9Lw)@@pcXas zU{Y00UNz?^HrFd?v;}MTOsdQ*F1l5E#G|;7nAnMYnUIhW+Ref)GV1bWa(2SFeCki} zF{6p_@NiZ`!$FE|NXR0VKi&j)QY~OYI;*a;tNL)7$|}qgG_PxJ+txXCI=QAN)2Z|a zLVCk~G%z@;cN5mP<>g#VEbJ1I3D^-lrTBxKHScnWfj7jbs9(Su*L!E@IVO+CLjaQt zYbd-*BKio``Q0|2-7wT?b@EPGu>YT(0eU6@=iJu!lsglq30CEYCV>U~M%IgfwJBp&RU&Xjad=)Ul=6%`e!afnY|w#K+Ik&j)E zjv@jAlpaV>#Dt#wLEtc!qLc0?&*i|f~b{+_J2XFYy<>0r}AmP0s`tv zd|3ea!p8jEDtQo}>Hv<+3|}pSCm8+cd?O&x%6Eyt-zS*!)9e4s6FnJ5UJJ=0q#72d zr|SUcE=NUykb>G_j07?`*Hk=_kqA}`4h%#9d?hwE?7{_19S1tAr1*H^v;;czX`{O8 zYP&QQTAEdku|_nV!AM9=h2M1wi^a;#b%XU3lvLhlQ1R=mT7LhY^J19G)uBCwN>jIN z$ejuAAN1Mic=YHIB%u!%K zT}n%}3=OfgpA8NU)|@9)JrqWpTyv4{16lL-?c0bbw@68eiHn068XFVisV`^ldX4P` z=~Yzs*=s5qFdjtxVD{qH-Me>Vz}RdyPKJ~c*dz@{@ZVz%>`GAuQ*J@74qYJ(;u)HPY+Ss*@%!-cn5Vk??y>gaT_=RaIhZfk2RbGvV%tqp490m90vI+MzogUT5f z9?)|4vr-q9eKFhjRn712Or(1t^kQF?4nkn^;)T7ksTKKp(z_pnf@&Fd?A3WJ{cLg4 z_4Zn6MTL#<3>sX3sF}iY++W@U*+<{4d9V|YmA=5eh1(+a&@K;MU0tB&I})I`HRHTv z-cpj3oP}v}ijfO6Hpl`-OU!OiO!?~O!GJG~jr*q}Q4$;a)fUUbKo+|s^76gfTDLmC zeZoxN0Ylb@33Mc6a`dx)4-mSVnMprV^tMbvN=h}l;uv~>YSoyhr>Fabq(LXtmhrfo3W5^Sdw1diePG zz}gOzj6D=Bfm8HxXD6z%n(FGAX$(Be+CBce0;1Sn@1K>W2RdcjJdWPql51*eXqw(7 z-2;YW6Yky^fdMby&`=)kdU<*IbwWZQ<)E;$1GfNRBI)J#;)RtZ=>ge6jCgH`>3Mr{ zY^)ILGbBIGu)b`=n;17cb!vQ!z0(T|DIl-5wrAn2wRP%%k4f9%Vm3@>a1OxuC7=tS zfKp+B=ekRdI`vHZ;`zlzX)21xy#sw!b#=Wpwt3zEnh#Ts{`EMvSmxWUL58>b>BYrW zyTgz>VmWbO3UNaoNx~~pF<6-fo5+Hx1Pfuk^5fIzot*mWI6EgNC*hmPdD2&ZzOcU+ z-R~}5Y#PwTTEW<-IMkv0?2^WHP*wMQSULapHqM@I%Qi1>Z+#ijV25G`BTYW9em&k| z26x?@fWT)~G}C={(Gq30F8JLBnzi+w(COp0w)}K5Kr}=jzx=W{vGoXIDjS<&4o8dj z6uVNJ_O#a#4Bsb64B>6O^iGM3Bih&3uV3GDDwVi{1GT8=4fL)-K|zEh4H&3UVw2ac zLZSQsI4cx&0+a_xtDQ<~YHJsf?bFiGST8L6Ro3rjdH!#&EiW(Qg%PeHYp#WyD{?ZL z*BLnO8H`EXh+C+1_T=;DcI!Te2F8yfeA?ZiV^z z!pa3em%gKbo%(XW1MCOk<-rht`t-=F*4@U&l>Fb2AcpUA&E31>$m^esibuFkOlKja zyf)y7RTR9qWoB*;-9giHNy$Aj30L6Hp>oLuOr}3XMC0&l^6|lDBVzc7hzNW88)kWL zxLoPlI8Bl@ZE0zN+^D3Xp#hUwUT&SH0?G?O7N8?8rk&_TPt}~8nJFqS@9OL{LaPqM z%+4+@L52gs%@9^YwtTubWvKB&l~rMJQIRL+Q!d%X#RYCI^K)~eFmy&{7c}-!4rjMA zf9Z&M_P_4H5=w7wHaU0hTrqnYF~uchrfppaJB9K&X)Th4}GzWlF}Ml zLxMF=nyfxTV+XKeA(Y=54OR0O1Naj^bWRo!IO7MRKN2Io3#|J3@remF3T5zJ0{L%i z0uwfKVHR?vn7w1i4rDkExVa4t4-X^q2{Ht=)eh?)wYP$Xy?FdVLp~0|PYI7|>G+1P i{|8{;&;NgMKFTR!YPX4;w~OF6gsfT%=; zo~UV3?oF##o7>`ZZFjMG)8cZjY?n74Sc3ncsrI|F6yI)(Eg^qT@9+y9zHJ`;l?C4p zb}bjiw<{mkTi_ebgKh2P+ZLtQo*48h*kTN`{_?5nktvL?w?rdOp`SDo> ze~c8d4>zPnX{Vb_Hd`qvG->8Kj#nv31_uPBo7N=`3=Aw;`rF-&d!DJrso5m0!Wwa1 z52q8>b(0*Z9(S#6HKc)c?SN1I$8ZPxcy>7u;AGbv)1~I9Mm31TQ-1 zbFA;mbNqzM?1Xs7ZB8$-(GT7dGZ!WX8U!z$ou3(>Y_Zc5W6Pf#ExomdJtQb7%VF$m z@xyIB-Q5a-0){2NJJJ#tKioUK^}0d*i?jLDW#)-Fqa|0D(!MgTie%vZ_~bz9%aATdcLXs-x{^`}FCOqI3Q6hFjEK*Y)p8Rt1@}|m*pT;AbTYQ1_Qd^$5`+Yw@)oGQE zv?OkB?rghZv(L|tDC`VKH>rtzY@U}ns+yUZnV_AX*w1o-e#ed-9PS#sY7=#`-?Oc( ze*E&~zVv+x2X`^Zv+Of(%^BtA*nD{%wQjA{g_bNEF*ft&H#Gb9C>&_7Pc>4aJk?C) z`T8g%Bt&@ou3g8^F$l(<);)Xn%gxoyJbHdUK0fs^zLXKa&%TBFd+?^R4U#LL8e7OO ztrvD>Jw1I-oFO`{y1KgX;f^Cm zj^Ip~4tzPNV|f1j)&;NDOsgKDHs`APw^y@DN=oGB%HzYr!b=dRu&~=|)>d>J#LoL}mpU7R@;rRUxZ2&J_yfUH=&E}YW-EPTt{k6Q};^J)HNm^;K z1u=d*)o;=}P7G-N+Y^;Jdi4GBZBOW>?0X{uN&>Ky4#hs)9PS*_H>(o`@J9Dlf)rox zahe#g?0ny1+jOaWrHmI#ppVaJx#;l6Ai=osa4z>3Kldi%h7IH2K0nvXcm2!W)DXyb zn=R$f&*_bPysiju(va(9CnqOY>d(8Ln^D*P%l9vDOL-)Je3G{M`mwh$t-m_vRH@MD zXeoc28+9H>2#4%a^tHl&^rC>=DgB4a zK^q_6tt_lRx9`qHffdRRs?C*m@bV^n*Lpb0?Ps?%q4LGqw^_D>GavU>bai**O=Ap- zyq40^<#hSTBkuHREN;$qvbondE92X5)9)0%AQ#^r=8=5u`quX=ytb!YTl(x-@4y=p z6`f80`H&eTI6*^mLBw_BA_Cge#K`zUF zf~Lr{&dfH>lg;nhq;yyHTvBw^ zConM3NB`<7s=6lwFOw66_VB;Gf`1|=#&ul5M)&gu&v)x+T{r!9V)$1UTDe1q4j~#3 zDBnK}d=SS|ZuZTxIz9KJXJiGh!un4C$g}4R4GqtobEki0)}nR#baVaNv-#(YWEQ-C zneu;8i1qoO0xkc0h7tr=GZfJ_P^c&v6kLx@iCB$Zt01JJLFvsO?3;4T@qT zg?bC40fv%_p%U{R+d`sKzK+-FxxL?HRBhdb9enWZv56}NL(Q30kqVwgoxIwwJ{A`v zr*%F#UZy167WYe{!$0Du1c zMANC0ClwEL`<58pTFpH1mVM!c>sE5a_T45R^6SUIh=_>!*-7>Tm(Q7)m{6Vq#^ld+ z^H)_>jg5}_^XutmpYJJq%qaB@?|X}mwa+Sp+#RQE>y_s~_Pv!69PVe|-t^-i{`B}qJnL;Tvn|oH{o17d%NU6pvlQ=%T|t#j+%TPAOO&) zA|yUO{;=H1hC3T}nq~Dy&dtp+@M>8Px4L}$^b{AGbVP<+z;#?e=U9d08jhEjn)dJA zn_3W49xQr`J`cdNva-_GH;7ltVKA*uiXwfB?ow@hU#8ncgOSH|Jcx@x&Tp@b}+Og72fQ)xy9|>r3WYPv|!2-zg|4V7fu^=w=4~9&XKb z>P|HZaX3HCzD9K5#Ykt7U0?MMAt5_JIYu38u;PQOxIZ%dBD*gQKf z;Z!brP+v}cROC#JP>n;flEQeLdF+_UFDSwg-f0vRM$H6*{QViEw)62NI>$ywZ?`=0 zJbxnq+`__SJ{EW~cX*Jh%6Qu1(Coxu=g5@g!ie{LKBih3!E7 zTB&0S3JE#lGJ^hmI(Y82=gWeEokxpj-Bjh|N*>6tWu7bc;m@B-DOmvk|5(i7a`z~Z zIS*|`dadrzEgrUlI}DT4>HgY5Ti^34y#4U;*9Tp2kKc%vzvfCY&dP&nA z;Br54;=~I)uoZ`n>Qg^oUn7xmRP^rF5T#AK&m2^sy374YNx#Jf)UDm^#RfEfKBG zVj)HO5)q)wqnC#rgKgqYe{D!Wt&pSX%&^~=Q7?aJl+m8q!!&{wrjeSuG&zI=PgBv z3UTaf4KbPi_T1YHvEZF2qj}RSUgZ?jphfI%&L~+q+z(y_Q;F`pGBvD0N(ZB+C-D|uKif8bEpv8kbDcmCdB6nd#8D=j)Y zS|{7~7Q5?I@wQOsO4)7i^phPQt)gi&)6Ac31H#E_lo)XnoWSzM`VTCTp*&Sb_3Aj@ zXq1+W8h};wRmrK&B5!s{SLbn3eD*!_{i|3Q3v!M7e;psJ zc9#r|6iEZPpQ-#Fs945uRdwZ1&$(KasIUHsx^LZv z0|TklBDK@xtNC@V&=Q4lN!2jj`fY@j{U4$`|KUw<(wSDL>xpQjaS_<6yEIBEG-Nw< zwvDPgSxa~Sw;`|JHn)?@3;{?1ueEi-!?n>kN)Sxw$RfCX*5jwHJB^ULt|%#gVFtnN zuDy7$mzr@9WI+U3C_B<(jC<`=_YP6c(b?T2QCG*_zTI9Lzt}fKJ zX=W`m8J%9UBi?RvB|DRR{r!h7)UCt&`(rcv7_P|)$Javs zgjF78hg)dei2O6ix=NJy(JgMLaEIFbfYbURlu(mqQf~r(`8Q%jDdb` z$#t3pBt_;D2X|%QE&i(DE2j;+vlv_GKI6)@GAw(HE5p;kTdYDvt2TNL|Z!8$5jQ<09?^DiyIg#m|^-QwaLuwopOcBxe7e z)HM0j`CSv>ahJ#C^eJW*K8@HIiIy=0dJFoS5FQ!Q~|UALwv#h(0FyR;n@*SHs|ke zl%F5vt}VUq4*CxpdlOdD6%Rt1V)VrFJ#PBRcCl{XQ*`1#K8^R+5z4Vn$4*BupyIKR zd4cCGvZnqCo9f$L5z`pk#TaA#+tJ$7Je7PG*)51a75 zC?gmd8TG8n1hLkx4KcY6?N@1aod(ki)2w>Rc}p1;MS8;@aLUka65s+8ECiAswVJm` zUv!rDG$3GBPl%Hg1t{LF+fSWNa_)P|sq3_BNLlIX>N@tdtiN^bcsb$zu6(cutXjEZ zg%rgj_sDuY3lOc+6u>JbvD_3PpqZKZVK+UFQyIXJC~G!J9UJ(h>FFjthJ()W5H> zYoc(ylCP3biS@TnZ?<@KaVC+usY(@xv|m!J%j)cmZw1pN2MtMpNTokkKoe1 zMTauzrE<-A_vjbiMj2Pq?Qw-eS|rEI@tI3Ya@@ zY~tpO0?Isp-j?zO2S|Kjs|}Xtg@jc~n-v_-(ZEbJQp$p?$5nv$ETQf0uf+ z$KWUgj8?60HF4^G-K-+k6po8cuM#9~F&Cf`jomejk`;9{<>}1$Ru1>cHaAJj-S*$x zd3J_JMQ!uBje=ybKKc2C!DQC5JvmtvdBL7YWmhiPBbGwlnsN(O+VQa7 zWS^v@Tltd%PNp0q+vN;B?7XmO)uqCv)~EtYMp4?NnYT%}-wzGdb6IJ)fllOGSZ>XZ zCeL%B34>MYdM^J`|5vRU9t5!38*Kuv}QhVdUJWv(y?eLl-*);yij<1?P`H& zm+13LKOa7ss$^I*k;&NWS{qX|bZq}3&^!DZir*{O`I-5c>Atw6g?>G%$fwQ*cEjP| zgfkT(;@AbtsjmAXnE=y0uJh+j>6_b>C~~Xas6GPFyPg(-D%#-GKCwmmam(gprwh9n zW=r)JQqs36)F$as^{C@|IHk~F(pw!(S)Jl%d2XUu;nE#G`6hcf?{WQhuH;N(K`-%% z`ocHb=DDhdHz1H8Fy5fgLRA{88kaKKxOxH6{}@XSc4hudO_IsyU+x_vPxAf%&aF?q zra}AbtCCZ1)=a1+ynOki)oFMhk<`k{$~?2%Uu5g=WsilFSO!{ivu$}nvaEl&O(}71 ziyyH6Zc7W$D=KYLD6+_L!c!+wS*YubG5%(!3JJmKW-Uxo!u|27eG*eoo;-PTot9rW z#~xKNinOsUeiue=BTgJld5o=d_Uu{8*{%-{YEG|`6S83TOizyBpwZ(`N8P;G?AC^ph{o2zr+?W=3^it*SMQ*B?FS(0@!IOK`)5Mp1 zvxkgU-!qi!&=5J?V@^d8c4>aHt)i5C&0?Jco>qWC}s(?dkWNrvNP*!#NT|rp6&127YVO_9&iFBDV z>WOWNBCa`gvp)L~*sTC5l?bp{R%FD;~c4HyIq7|2wiBESu1e^8f z!2`?sv$u2*_jjr%=746J%nyc|Ee^$)9{}XT15WaW4<3BRDL`P=b<&aBnvTz0^a2c~ zAz3U8rnl+lU-y2epAJ=xq#0!Y9P_q3z;1cS`e`2c`Rw zly@;`XIPwV;g8pmt>Pqkul?XOjvX-ygwAzsgLnufL5tzX|Z~E)fx&@qs^A#b%!g!#!prbmp&&2AHJ&tF6`SN9^uLW9m zj2w&Z3_9Qaml}aw2wzlSmp2w1As^6cQ>QcDw1BLb25J_&o8kB0b7uPD5Xu)5O1kIL zF2tov(z+V`Lt6?LSA=CdxQ$R8fpFP}d>QT6P;J#Z%_6FExRd;W9fu%KPGW!V%4bp} zHXr0l0K0rosFlKTmrdLe!R$+$gNz|9tMv)2Nap2k9B@8>JiOC+L&MdZ1iEU}^%PVz z5O47xEx1lB3s^~lvHX}Dz_H+?XFw65WCU^;@xKU}Idy%7nW4 zPv<#1U`yg*YucUV&vt#^If7smYE^z9Sj0w7Nolw_a}3yW7}PgdGIh5v5~_Kz1AC`& zQjgx<_~7Bghk=0(SZ(T;HE!FX{wjCM{&7pl>@PT$J3LMSL+85l^a-lR7Ky~@~J2Sw9-ucLP8b*Cg<8|B{OgtC3>^d zJ)x7sZB)Qom*Lz=f-gC}g!RY!YV2AajPhOQYZJ5sqQ}~(^KA&T%?Jo)$c8B^?S`5i zAh|Pa*wA8Kr2s(WC|K2yW?Glo6Cw)4#Hi=I$NdvR9!lgRo($w?z<3=BmWavK&atgcK51KeM6f1Y0Gzg zHF2=05QLRAxQz(xhZmQqM~Hs+E7=Z%o#(>@9ODM3KkI*70vbvt!Ztxc)J=vX`Fy1FoJ+* zfE=RkyHWdqVq^(pTf?$wW%@iu(78_beqP>7xOxwt!G+c4LATD38tL6loiV*XFhwAlM5Z?%iCK>kdky9%~loShRGjV#ZbX> zxDUHdW^W6z?~v%x^-cuyyn@?fNxV+>D~?;r{68=3BT7?HGOSV=qa`~_SL_uK-~(Wy zFL=8~@^rVVU)`aut}c~Rc_3B`y^*)hQl0_~`ZbAtePkd-ad2?xUde9Xeia%(4)iFj zZ7#AWnCkS3P29E(8~0uKBw<>c#OW=TB2|2dmi70NGVwoFO*mH zuZk?_HED{s*yu6wiAVK^44@o9Tv`D-KvRuGBUH2;?z;`%-$iLnKv!0OVv`Z0M~@x@ zzwT*0g9V0l!~;jqjo1xm43>^LE(N8E#;#X*af)47b;~5mb@~F7$s<70e*Ag>S{*ho zj6z*(pM^(9f2)+|Z-KW6XO7h2z;uw_=f{)WTmY8ihC4ue-+8CMl3|y9e?oenX?@%N z#YE&&fL&_?xD)K~HL#`{{w0qhrK8?#Ium>~qu7)aIAlU|vwQp<_n@FcZW462XfO;& z&`jN`oPqLWE$2~GM=Wl0BVhUEe_udI(L$I<6dppXqnDZ-YKc+|#zvNOog);N0wbzf zCUHk=xZm2Ztt`oZXb3tH(&Z_=wJp4LIj&tPVuKwIOcHggAJ)Yh{-TTIegqx z^rN?`=lk0=dN}E4Z?Tfnm+MuN{dkQ!IV+J-QIZq&2E1A?kDV6ATY_%@OdAI&uzkml zm`G2^7ORnoaiv)C32ff#d^ale6Ps_JzTjETBI5R&Zc%u&xHpzYz&J&1gZoj_Q1%{I zt>LOo0^y)xoZ|L6Pks02)i!H-HP{;!n)tS!$_@mpn`PaL^kF%WT$G4Mk8%W=IRkVE z;CM^nF#=on7`!j+90A)EhZTTs1j%L%vJuH12n;pWh;E+nT%85+MAD6=

fv+hR<&%D09mXjyHI8qMPhFgcnwpcNn`SH3? z;FIwtRy>k!R?EV*v($pmZB$5uV2$FE9zK4YU16kzq?v|eJId{07p(Hi;!DB&a0G%d zDJu0@4iohI#*B(lw}(-{`9M&dnZ8;+s&sjRBn`FmtU1Z&t3uJOum z{?$v0X2$!6kxcBxP|O6ZVV4jS6tn?ff!eaXwDj?!wer+NYB0k3{P$au7hnA4l};A_ zfTNPLg)GJiJs+X=?L0hMS=Ppsrvo;k%RxwNg!WiJn|kuWH!un`(K7#)06vi#12(i7 zNgwnqHrzMx9Kbyw72Vpi2&iPzfSBkpXoQgRI51H2iwbHjX^Nin$Pv^k9hctL%o5s| z7K_t>ECN;iw^bW=TXqzVih9>(Wh3YT;^keALTOnR#64W}_+wCC&w1T8EroGTfh6;& zt#i}+YGMRy9BKk?Qk{{$IyR3S+$Y%W|6A;X9JhlP|H`}>k??QkO~HHC1ND{wj6gc4 zaj1iY%=560i<)q1d^e|*r1`$z5^-&omclP7$AXO%F@!Z`xNM0kL!2u-qm{P z{AL-W7^*vvg$u;k$zV~Pl}$1cDr&z{d3pJjD<8k+-_LaD)O_=VKvHA#TiJ*hSH1CQ zXfI~Hiwl|&ksr*oFlG!xN5>amaiv2pL7 zB9^_EyFRQif~pSGPpWP|zmK7kRM6@YKupNd9zhG4_w9FcjdUGbhN6^0NL{s7egiiU z%`6UG59IxKO~Xmq->L&-z7^tdCfum`CAD-fx4x)PR+dQr?L~mYk%i&XrSmSCKP$xM zieglUE6sYfKEQbTD+|ho_)&FJ+DF=1`+sGj-yrCuFaWB@2G93+(7u?G90#1X?y7qN zh#$>LuA>iwyaw(|(=F#f1|_sjK}_MzFe2414D8m5D7?{aWO*=~>|eU*pm|RO5IuM{ zE;fu7tmKck-~mGlQ|WOQJ&QNXD#XS`pJyiTory^!19uXGc2Tp`Jep6kk$;ZIlC#0)4@K4(V8P4uG}X+i^K{ zx=xo6@j2W_%W88)5o4ByYo?y(wp)0*miE3@O@6}WnCgqmih=}9r6|O);@k(?cLfI? zk;<_>@; zvIJQs(V{OtwR{E=)dKcet+fTR*X(C+S8MA0WW}RBokVf3iYx={m6wwPxx7vBiN@1W zR3So_8dY44q0s2%0g`l=N>ku;z`YO}tfLy6+3M|Tq3Q@M5Y1+X>Rs*iX{PFwr$|j3 zO6u@Hq1MnBgdMsLJ2vGoY7&z@ByQLYHjd*!7nhbcAvb`u1UqV9%pGvfaL}o32tJRl z*toC3PEYL_Lcw@TC_qM~kz9UFTZ{WBnUr-*!oybGFD?H@aWOcD2h1>niTH*t-xPto^2CXekz{uh0 z?v3bmz;-`Qc?ymXSv}fWRe$mxike#EaQr-tlXB`6&XJ5F0(0XMvv@{M*25WtdaV~E z)k=<4>=HR8aqDKi9f!!t5f;_#nS+bhN;eDM-rJHr2|(pG;;E;Scv?fl9xV;G=)F)u@}&2W zkBiO@5`X6Not-+u4or(L7-+C=6# z#?|t(?7*ndeFQ)(e(sgkac3u38yyV|4St=0Dm+;yC{$E%jV6zV>K}{b z9wAniiLdyFe!!y+VFu5%iw&1SGZWSag4Q&)WJR!OI`VFs8HB(te{HjA*zZo9KFuO^ z473LPa&YmZ9>>@DkB>ehS2Z^`54#LIjqeT2&Bh0U)pn}YG_vWf>^?ZDdJjcgI_Oa3 z@71%)u@DNG?yo-a84xR0%@Vo3 zL=KNf6c7Vl4WJl|z(#k$l!Ob=^YjNX(u%+p6&{Y30aFON-AY7x1(}AzbPN=925@p# z`PFYPe%{G5&|4&}1f0GsOL>Z5X}hEl3p5NEO<#a?sLs){-TcFS4k9<5*yvqkR2F1I zR%f7okGS|eGEgQS8L11NHj*OJ^Bw+s8ng}icD8KWwr%g;F)$YkWH0j znHG{!p%>%Zv5CSC`OS|>?A#g05CCCv7_AelIF3Ks{q!i~5EwNu9H6ByQl0`&Ll0g+ zrGEhRBC4j#KouxPU2n{IGVczfgBuVkJ-|Gu7)k0>r#FFQ(H4bkWx!>9MR7q? zVglB|FgvI1Mde18d|0FQ|I~=cE0=xay+z(!3mdR@q)s52oQI5pRY8} z_;QnMR7hv!nxG%Tq?!i_iWET*)gd-Ezc?%1J@cPaNnAWAytuFdlEr(HK!Y~Bi6WV- z-@pes3F!%|(Cd=SudN{F~qd5E~^2#3o58I>kDhC?_9q2p0-FcG`Vn=?j& z?OI8~09@9F|M^ZrE#BC2^GC`joAIb zzyn6*PY8MAQGoMDLJqliJYH0X>R)^$TxO03i=xo4L`@DPyvou_RiFg)-5DmSaH2Z`3k&Fs<`Gw7h^n~{Axa!3Y zdtsU>SF+n-WLF+v$mvlL5q|tArWL>tcTB}Zh4Aq5ibJ|5nPUZ`F0Px<)i7R+ujnT5 z>xR#IB{54tH4g=$iBnL4kQOFN0C1M z5FucloP&2mH@lme%I;*xq^D{#?Clo(tIuwC*{z3;D&K#@aQNVncgw3quBL8(rD{5^ zmDbv46TkG1nrT99zXhvY(z7i#6Z$)NPX2mlg__}Q%J#62(o&nbu6E6_KhYa2k-WOG zp!h}S?EH33qv5nVi5{oOiUy~_@56zjq+=pdoWT=0fqTRb9et>5<=bX}(QeSg$TLFf ztdDm*=)0QC^LeXWUoWBcH8w`h;}gmi-FyDyMnDZbuF|%bsGUdeb+3s>Zzd5t?HY7P zjv?^VO9>CWc*}F3dUV2d()1^7VG;nftz<_ODTTo@z-LbC8Ncj41VRdtNBOGIt2l#( zPOb%4;CpBsnlrVB?!zWLkl!}o(x$_mA?xz$F;KcGu&NfuI z0xJA~a}@|0o*8VOMjSdqk+}M`TuNTSiBu*}d5WL*+tkN5*gaGyW<}_r6GX;v#Z`fk zqs4aogp8hzKslgb4#W3qj$L|rInM8uuNKyg12yf)V+Ko8|5({i2$TXc9*fgJGWlsl zaV?MuK|xHmRs%;XxwnM-?6r2KECLLb=ZCZQfPBVb`;Hn`>4|o-5K+DlZ(AcdXVG2P zhdf6)3y-!_=J=?sU7|vV38#l}%`Shu<3#|Ipb2Vzp&Rr>tOWgP>UX*y_8n+UsG*4Jo;_)>eQyYT0n$e4%WaX% zbaEYSdf$`A#BsH_CfFk23_);@<*bT%{PV&+uU)&gw_Lch#jb4-WiCQ3wBi#Zqp8yOoT#WyQq~AhrB=X`Wna5Pf#*CSa*Bt+_#SH*hg>l(W!7iL1Pn|2vU5Ahh#N z+hMujeBqZ&H*|ovuA|Tc%6lgfe2K>y0Ru{rc}=XUKF__vxnR736I?lRN#n%%+>p`@ z5|<5rH0(L7J{5)JxFysZ`6M66i=GZ24zh~f_d4Lz_qK;CfPpg<`L5zn6U(|lIG zmUx9#Jbj*XAydAxR7cel+w6e!=SrPza|1Oc1kI=Y&GpBEro`ldpFuS@e{Ch7J#0@% zbFT2B`RQ_ti@V@DL0(Bf5l5@>98?v4;9eXd(qBnLKhS8g_s$XQfSUUC)urkQTH~<0 z8O;3Xg|xLu8!TYCvq2$dTlc0Q$H8sr2#`jCgrJFv-=w4WKC|X2DApmn&laFtl*B(0 zgW;RU0V7P#`n}fGdy_?+TmqsIL=6&}(*xHutBx@%BsTZEY3C)EMMe3W-}N7#Z{umR zf6JU;>dIAYL+zCfG0j@Vtz)#KmnS-DoW<9gH8OnXt8AY{3ACDdSdFHprrJ5&_+Szd z9v5lTFJhSw=_XQ1GK+!s#o+BpCLy!ao=dL`cT)(h^Z)iu{_}G4-_{VOCz?pj(e4C3 zg@Hvpmx1=aPe+|)pU9#sP$wXWd}%d3zapYQAtb}$5Khv;*O!H3h%c>0vHJRNd6Fli zcANk%&q@UM9#9cc(?P=~E~)f7$7%v4=}#}fA=aMX|EB5lzkBh2ZB7l#Led`xW@ZM4 z1wjZ58w9f;a6HNbTa@X=jfLC+r`HjSYCVA8!WRM5r1%W`w`IH(T8qFk9cDi5IUomza8 zm%(7H2>XskcoaI9t*pit;Z7r7kIfwnm5Z>Ir3-ov-F_&3fI!{pBNc;Z5V*Jvs%<`? zqP0X5Pab5aH1YeCKjJ76Q-PA_!miVqV2e{Ykja5`-4^?ez@E5*xtL6$qATVWJ@J?< z%+CU1NP^0967R|))DQyrcSJ=Kr_F0Ox8pg69R=@@hD+jb#~*_VlEh@^JjRaGfXcQY zf6QyNG2NWq^Bt5ODj=gNSQ}&p0DcxkR>aEnD~WN`2nh}D#Q>N<(#_ilcy!)Iae){xgF3gL0_X|OK!iqfm)KT3u1yD3LM}S zR9!Hhx|o@n=|3Sndf*MPgm{2td66_>>O&u4&a8$K79Cw z!UUv=20YU#^;09A2Fdk^;?j$J&_Ek}fq5p4nv3$PU>{PtE@Y%#45DzXO+<#0elY0h zpQP6i5R(70B$k+V3aHtejKi%3n2T! zGk}*S;vq0p&W|j>KPJe3@D>pW15guz#E7hsg&<73YU2yUr9y%HS*T4vp0lI0|4vK< z#dka&TB5KZCSO9>nNQd$@oJ{vTIt{?oesUnEHp9PmJi54q!7Y^AkvSn?CI(8W;rkl zP)(A|E{1+AIb6>K9MiE(!D#BM=L%edXzU1Ig7%{9pLgN&v$nafLZ~Hdihluk%0R&k zTaq*d_1EY-Dm-)fCXISO*A4Vw5+ppBD1>qI(iFnoIF0wE39&8=Qy0uB9F_w|L3GR9 z-MH4)jb4WGMUpxunUvKR3nr3u#2Ohv6qyG7ngbaSq-YMgIS@A<6L=sJ?iRQz+(SUT z6OsX+*2`#UtXQfb6hWjOf(>IF_?`SHDL7^LU~@T226NO1 zKodK+Z_hy2Oo@`&W!SOiZ~(OPU0tAW!+wA=_;)FLqBLP_^D=)?Zj7yi#*T^|5D|5c9bA6y^hECkU29=JGY9fL*}At9)I{65f)E=Z}2iCdAE|~||3}Q_R`?z&r zIAjJ_wg*KRicm$o!2+6c{orz~mMJ7aVvkVj2gnB)2azGO`tTk96tb zEC+UKN>K>bAyr-B5~f9i&IG6<^qO(o9VuH3?I&_c2nRm|hDz{a{q9BTm{k4<=T22d z9mnoHR1}H9gYobuj5kVH)Yznlj8AQ$>ETV$&Z{WAyAFMv5zKJ5^ulv63}=ebPfH9j;HX{B zUsvVkzaL@?eSsTw(k;Nat^16e{1cv&5~cNqoj6YnQaBColu8|NcBCmJGX|=XXDh%9 zer-*}(958@uvhyrjpg+k1?(^cM6};lLi~l(QgW*Oy6WS=4#F*fXx4st!4e47-;5kb zVvz^6H;nqM1%~I6_!{J)(axAK4D8spP*zrkku9*H&K+CV*0+A8?*%|w_V;iqxU>a-w>?}Cd%vqUW{rv zUOL%oELgD!KdYmETg}8(J}?FHA+}b!V~+G8V}n)}39e!l+2;;^^2sB&eVXe$UgIpH zQp9_o;1jU_8fet&*q>0yxUe%RC*}B@@>Q_JLbFt2q~~yla2tPo777N>5YO6!1DC71 znb)su!#*Erfu~fO+wLjDBFc$21`EL94#>n4KZ}a-c&LQ<;^Y|H?w1!nZ*hN7y7GpK zrv7jDu#5ruJ3ed7T;5ICE!6N*6eN+2=uv<+w9qNJ!0B;4CLFcd?z!3KhXN%+TNUkN z+E-+&GI+l8Y3&)J5PTM`jDR}}(w0dIb}qLKYNX*0+8@mRK{|m#=DIMq!C6%-cw$1g zBkL7vjGgOOBa`p4JW%f=AIiYM5Q315_s9lmLYgxWGdRE`5^#j0^ic4ToCv4_X$l_Y z1S!SS!Qdr1zqZ6`z1L4(BQezuD5Eg6d!11&5l}N*hJMlsCVQ~iaaiY(E$VX|te$c6 z^ACd(Ishz|5B?Zt4ZqBFMc^i2_z{6OY{kr7m@ul8P)DVfK3@tChJVH<I<-0W$ObM>%^J&Fo10QGlSxi3fVaAFjIx|HBy21w0Rgn7&2q+6$jeYLlp=xd$d3_ZNpNM>gCi4N}|8|{sMH2_{))M9$wJmVr zlSgI-@Z^*D4fYBJ(G7?m+tgS9=3opCc=*r?2~=&+_et(1E0}|TMalFXu#odGd`Nr? zyUw)#;-idyO!krIpTio3U@dWunGam<0%Kr>hAXtGz5uUJ@Ibe}_PSH|RNgGMW{^Yy zK8^H?tYO|ifL4|IS)C^CMR-u758FHJ*LuW|3GW%KiimBO(77doQBcJAgN6y8=WG+l zIx_BJ5|jUO897lH*|Bce@cuv`X(iYBpQH97k_Diw#<~}l5i$Hv|(rrR9d&!$SkY#a*kL2$NCLu`wCMJDIWx7oU zvI2`wr&=2S;EGcVF-A@cMA&ZR1~??KIN8|vX~M7iK83v^l^+dP8&V!IP(qiBg_Ra) zNDuBMaG~hkhWN^k3aF7yXLK>%g|YR0eqMw_K82Xi3!xOj8?p@YC8}&prqOFb`2VY) zHi5Yax`}qv^XLO#+sViMLqpjzkMBawro-s@4%KGTzbjtr;0D2_sGZmzrnufhB>({( z#a~dHnR1!AK!X;rUXye*!$h2kuXV6te(XWT|BI$!H|CJUBI7zs1?ATV%~caf=m z|M)={m)KuqIohN7jvPrFi_}{gD3>zWoSFLS)(KwQRJ{jobZV2G5#jy2xOJBGW%8Y> zR1FJ{+l=l80WXAntS3`zmQP~PZ>zVs<-b|u-eY3Z0DUhZd^AunzxZ5JmW}D9HBYq$ z&gTo5II9Y{rLQKL`j=XKt(UvsOKK?(l-^b#}_w zqL%q!+dsZ!e`eABk3FP+eIlV){%<$v{%MraAFK;tAno^gFc&`n_Ti21?(T-n>G-|< z4azV@f+$jlpnpmrOB2EwGED=v`SYXqATM36R+d@4=tfKXSU_Y^WUri3*F@BW@ahf^ zhG4yDYMv+3vVe3aj42`v=oW~s**L_cqyQO{1J55aw$4ZvsqqlQA5K9Bhmvg$y$BGH zm^+bIiJGJn$+enk-!XalomD_(Z^IX@Q72gYtY0U?!GV%o3~frFdEp1aEGQD1ASDH$ z2NqQUXw&%(NxCX3#KMF!3wGU65HM)TKo)BPX5V`J(RTzi(!58Ais>}c2T5?Dqb&uu z5zS!ZNauxeDkdYt9*h7Ixmm|uABaoyb#C+OM3Ysk1w!G`%|&VjK=^@15F(6`~b|&55`b)mA!c zdUgu3>hWLMCwgWaJIA$b3kY(z56;LbSAxU(0g0n_nznV#H zjf6>c$-LUq0ri^gy&|Qqs#hHoOZ)m0cl6$=>FCtG@%H}m@yVDKTt`}5&R)V!rkn+5 zkz)h6zI6fCiX`V-s3u`xuEQ!j{rEQWxNR=-;}_;^D=-T$O=@`9yxmaN`L!+1Vtd#( zw3fwV?1ZfYH?bw%Tpa1BRFN!-N(Hw_xDY6dLs-lb_Q?l6K9?b?VNs3j0#5g$MT9Ta z8ymu`{>4)tZP{l!Pb$|7rd`gjxzaMA-XFv!lcM@}5+WF+k@Y$lZOG?V9CuzWi$^Qn zYi|BGNqU<}iWhM6O@eYjm6kU9K610h!%XOU>H^}O+!Dxz&u9!JVnx81qsr!FKcrQ0 zt(D}6?ZGDehKdu139c;kF$F$ew4#&t4a1oovO*%5%7j<|Tbr}@&9&Y|xG^TF3)ntv z31k;nKf-AOld^_Ic(?m*%$2GnGhTxB8YxoFg1>2Nk_9V-$4d+x*kP04XkyOPcDI!2 z&x1jPN14wZuHh@NxJeq)^CFva)TapCAlf^`k0Rn^QOKbuIGzmY;@rFB?Ku*KBz_a0C|%%QzJ1v24o2dQh_(ncZ#R3?%4Pl zel$Qie)s#q!7ik?aF`lonz(7-g%cga(34Y~(TavbAJ?>A2+ic?0dXXo*&Gfgvuyt8 zeAEM-3lxtxPs6|*R8mCBG~Bv^_dq{d!Sm;iV^|iesIBi@3vQD1rXV(JWL`E@R8)kO z^$&3hU~SQLl@kd}M{{ClpCeZB8$3o((emt)!DJ9otU^8=CWbDQ(D7YrLHjR>5N6={ zQB}j+c+tUx*eWZclG3Q$Be5*eG~@^Y`DPQm<^ zkL1;tnlqCBC{Yqj|MS8E7eOzDIvCwfD0bwsO#Tv<|A|WMf7heALl6;ar`9;-A3!h+yIC{NDGU<&a_2pv za^Mpv5FnUH9{@BVSM)QP1EYvI*3Xs^;4GM=NXr716I>Ed?iA=NB0dpk6WrImHF0$~ zjzgf;!Y5x$J|-!|m3@IFm%Tg?~ST{ZxYVEFbNv{?vd z7!J@oK?FjSMjY;-XLfst56pkXTVH8BX}8o102GJ-tSO9ZzL_y#Ryf>|Ot~ihasl$d z#Q3xgQV`{ip#3rMF|=2DDGk_R(7BQFmpe;~7}DLkAMQSPSmZPpA`6dbW1Ju9pT|&k zU$)qsOwf_JP?WptNXOYSgXh11oQxUdP+2)UeqB{>c+2egTNUr&(3vdLahrUfh_Az; zzpY+qD;h>9n;wZ@;k)m|Rp2DT!23F`0guPaJ0b($+A@v;w(%3)WiXXaV98{BQq zgJI@#$|KBg*~YOhah#QIlg9{WQmFJuhtN0`x+j}BqsM%$Uv39ju5+Z5o4FOs7GUiX z5q@!sHjdHE&-q|i$t_D)X=#5PO&2@&iI)iuf432r(*r{{Dg&}(-wVA`lh z5z`i4H2hdj4IwfD+UqvGy_#Et0h*l1dA)G*T8+V8OD8Qv=fdD580MFzLnU#yMPzJw_p>AR$51E(_{J9>@o1nM} zRhW8S0i7M-lZgi%)snyND5P%}5b9)P1?XnAgj?b|8T#0*@tu>r+@$~9$7h{)5ggtc zO$JwU{V?T?w8u!{=25$1v0tPkS*}}u6|)`7ax$xz5+BXVG3d#UuXCcbFvG^6;fWYh z6bQ1wq(q3E)0k0KT2ey(3HYA$0^(SzyGDkJ_njRUA}nWhPL}JhGS&yKaZ0hgIpoqo zq3hcuV{xKF_!{ROP^rqwQ9bSWF`DRAi}dNA{o5t}r0DriOf@71pev05AQqaWuY~X5 z<10tMz??D`oNGJ2cz9OG13)CvMH-*&Xhbx1T6Ln7@EoWJgp4cCfkH?V zXQZMmD;E1Y9L3 zqB;(D2+4!kere(?_1Y*qnjq0F_H3hHJz?+*P4&)24QKP{lf{OM|M&|*wwS{ggUP;) z3vhHJK==TVA;~3A6wcUzwy;mPgppkT2-2K=NFpTNMy7t zGo5IW2!V59$PB*}VxEdoVAWmrVOiWJ3(ykCaFx<#NZ#QfiTK>VV@k^0-M!_}_dY8t zq0^i+krR^w*cL<|7}Rk@Y9LC%-ZBNf%NR4Sihan42UNmJ!e89+t*+zB(~@TzgEmH7 zG{0hS$RCurzd8SWCRZN>(Q4S%QU29kPdLF!BtNt-9$@g)!MHSZ#_L~NW5lSUt^$+B zJyy}5spaP(1akpd9=>C1v|A8~4SrHN23NEw!%4FD%xfCGm$#qYREw4CP9>qC`f z7*DrbS)vg#!zuGuQkUO#j*#gKFu=&60T$*@3~5$t;%pSG*{~cO29#oWRLsDg@WV5M z8$_GQ4SGxsA+z^-tD>U9g)4j=rP7w(|NR%bD_ysXI*AepG7hd93p{Cd+xoL<;#;0w zg0TUn4Gc8M1t$d0m1ZSoB8{QctZA596?^dK8<@zz4+C{~6yqF{&>4YAk*Kx-B1ktM zMxT9#d&%b=X1qcIf}D|?ls997Kn9CSKbl!^>o?c1w<6yOxR6!}v?CEKlCG{UL^kpq zAa{z7tUrO@k}?O{(i#0BFo34u?XmF0>PqGrV=d+Q_e1xCC{3m)qZL%`+m ztzE{jL^6I5CPp%f!*Oy*$3>bq-w#GhIP_=n5g-pQ;TOmNAK<-kxM1-XO`J13`4)+Z z4I@~vNjAeThW&>Q=Yxi|vF8N+(fH^Hrxlqdg(r%`L8cS~3poeM=)j+C=XY!7?_@?aBiGf(!5o)RQ; zeK5C36YK$uSEZpF$H5eP!A#;tT_E#9md!p24W;6O%0aO~Lqo2Bvh>e>aZ2!t}ku0AyO^h%_rq!4!t03q_&5O^U>Hy|802v)emMk_sm z=On(rUW)W8`=bE|1vHc!?Aox0<$Srx43o#{^U(x$Vp*W+HNdU|h_!){arm-#tU+}5 z{4_dFU{io44tA^>aGTf_gwKYz0oN|nY;k?~UK(*Z!lC^dR1(aNu9yc2jwW5ebkJCk zu);769CH>dD=#PA^n`OEmxdlf9?eJ}rNmtJnO)f845G}sL2NCBx#TGCV}^GU3Mca-iD3}Wknlz@Jx?DX@^1@0G0UEKLuc0b zvKI}Tn4Mz?uNf?Yc>L(Shl`iYlDW$&`U(%3TV8FnM!1)C=yUc#LzU@F7G>G^3HMR+ zHd(jg`PK)~O^$l$2U)q=!x)G;S{v8_Q;f|J+I-ghitvE$BEI>~Rx(Et(^U4E)(#NL z3YXi#X|Jo>3jSWMmS+V1>0pb3&!15R z$s|PqV~w-jMB49*}XE&znk$`5+K z`*(yODn=8|qAj%*kkh9#edlynM&=>|hMiGI-X4r5F6E|8imc2ADjg5-5syq+b%N8MZGPnX+KN zSnq=7xCxwZGXDkI2NfUSKcLR7ckf~A7q;A$Do6c7OV|1pnka3jP6Yo5XdY(u$Wqu> z+nKejZ}Z;$56%(4lX3PaB=dk>V=z(Qq{m0=&J6CwupGFfc1+t7#RZ~@q`O5aZ#oN% zw%o%FL}f2la!o;G^KURit^v$TLb8BS!GBjOx}eFp1+@LAH(!?Tc&k9+ z;O6dzY9oS)E9i?@0P6JZCCz~3H$>sou9dp|PCt82Ge+cQmOL4&jcp`Ht<8dTM8#~5 z6&zf@9ZYzH-z0!G8ko;*v7{;zEzwefIM@>yc5%$PnvR29By_749Hb5WTwsYf<=~j0gkJBR)n8=h&Y(_Slw10aJIQq>9D~Q@;AVWkQmfeJM z7FAAm&YYSQgdnioYo(^j%w13UJc1u;h>R1JmBp-3*^bGc6TKuRW<(AD;-{R}bJ?0Z zxp93-j!VziuWCi|X3MHC$r^|!YKPHX{*_kNA73FMx_P-jlt?efat?H{Sb@vVp7l77 zs zG9NQYu(`+>A2Oce(;?dN-YO%Ag#7cG=iuezaK~;{y_}5+7~89Srdqaw{0{F14ME32 zeu)KXL;MGIpU*C?uUj z2}4mr3_=`PO68D_vCmkiBFk7xvZrjJtdWd!WJy{qC6PLKugARe`TTx={{H!$fAq=e z^gZA2^W67!-}iN0kEJiaZxTZLd$QFwJMlWQ?%TxKqHEBNMtu#qY-pL2kU^~#u=-+!P<%~t=faiu(#>{Mh+CBDr6LrFty))_i6ukQ6R|l&9SN`mOm$Qy z96Re8My&`2CfnjP9e+XF>KSQ!2 z>N*xsDEMNinm1#yU<^lE8$=(Tq79E4%nJ8=q}_xk6-v^9X@tm2d=kVHk$?^7V1ayn zRr&iWiJojMPcqI}{_joOU0@Z51V*x$4yHAji~ynyf{3>a&m0}dJBjw&oI|&AH{9mq%mxM(&9~a3mj-`I^8b_RygaMXF zRl&926X%gkakkecBpdSh-uTsC=_7)2VvFnvb7+$72@1sQ_P+njf&%RX#%@!R2SVbP z2e(>Vu06b})P|${dvf8*-g)Pv&C96QgIM)W>&(+Pw-l z6lA23>6<0Ye_Ne2P6$#p54^(ovfVU%s9# zaaS!<2;CjQ1-MHG$Ozgc#68pw%oLGzjv#e^&rBf(*}T6$5%XshXsihlfIJG66LGiFn)41EQi zSb5(@%cS81ZAsg8Wapn*I)U5!4lrnwRfo^-sHl=+RxXACVIKP@rAM48^a5+ql*<5= z1jz{Z36uz`nU@DGt#g6q)N_XEDx%mPtOq1-w33{JB*EKY-Nb2Ij*>e~4Vid{?IUyqg(ZOBQ?d4y-X=O2Qu z4?z|?_NvYk##^+LlO^;^$P@b z7`M-15IEt{qCgu33zZNAV_98|>=7!psB?9l+qLT|~3@h!U zEfNJdKZtA?c%ksg%;K;cAYJO?t@oD_YBw5+OaIa;cC44k=)>Q`@$k%Gbp=?63BSgd zfrv?P6Ynqt<>!y5HwxF`YDm`@PYN!Q6r9_^Y}$XHWS7=jKDqlBbkUNa4%opIhz0B)eKad$=~zl6Y+g0w$oEVW4CV84j1wv0UqDo1H#iFjOBLKp%!H6cFzrF(w-b>c zmyJ7p4`B97@DSuYa92T2tVc;9fv9hqN@o2eE@dTc2I~gk8gI}5ltGT=tTfzpxs?Gfg6J&1Yja6Dhi|>2JBhlb&WD(i<(TP zi({kGkRt&Y&`@CYYa--E@pM4Ty)*M6 zawD0FvozOg>Ct@B=Gn4OiI2FIe0r7C$rFUQJQW{-ztW$^{SqybL& zTERH&%(Ehi^L5lysFt|t!_Zy&GU20};WKEhJD<0seSsYohV*}R z@TS(cS=Xu}R$o!VJ&#S9#C$+(o#=~6Xa#NGqIE77U;5Rik`uh4JDR>$f7!Z{*m>|%qJP+v^ z98P(hc06_bj@4F^BS(n#YjJV0rn(w+j+&B^lCtv1^z`Np8*alVu*P0*>YdO_?Quq6 zU}a_HA6EHoCsXu7f}NaR+ASJR1>I&=aZRPDCfy)uy_}p(i;EleF4;G(nr)R&)C~YK z0)m1z1y)rYX$qwpgrC&ZRIK~xG{%*TCeh$JZHgMM{Pk;>D$ZbE-`3j3*tob)fs5e3 z1ubzG2n2xJo^-&KX=m2XL-}^>z@z3(MpKiDj+{Vl<(l_Ga-5}{)M&{jA9)I>l|5ZE=vBm4q(k?fm2tL9s`7Yep*f{wuJZwU5 z$&eoQd^5^0&r%yz$!KnZF#bX`!fYQt{^cE;0-)Q?6w1VFjG3y@9J06PMnbA=szlnO zN)?6nHLhwYH8nNpKwwO8{pp+R$}JF)hCO!@!{_kud@rpYLFimOJdLtLD?fQ6jfgT5 zFEQ2%GlRTorG*Zv$F7yGD@J+eR>Y~`aeP=&G2l{1HmuM&{tq7%x)nx@fvC8_fx;3Y zQwuC2h%DRN&1D+ER+cjfgr}daIlf(UTbmv18F%k~fQU&vE*lye2u&XwsQn_0$EhZ< za&M4v^&>EgK?fH3)#6kcr3c%*(2!Lbx!Z9&{C)lWghIz40OuojNvE_~9b0(;!o%(D{rjJjL^lZ z;Zzxb^Sb)_b!*q=<>&M9@qxc2XX35tg)9I_4FAgfUShro5kilP3MN~K$*_Yw?dEpC z*jU5om8pY6=0`SQRiBH>+q0Dr*8oHd2?%V`3x*Mp)46jRAb@FU+1%(V|9Bm%5|I{z zHaQc_ZQxQ6GcEdNY6@N7!h(V`o}T{WTwG)N6|9y__jQ647gtvieL@_>p%OQ|E}P$i z>q{hy<-btef;P}+xWV(ufIWuhNKnwySBVi49zEFb0)ti~3q{|=Kv_pXWtWS}Mt%_7 zZX}^FJn!Q28mzMkKL$+bP!Vtf4xz+3bLNb=KA<&T(K_VVkAwv0vH^}JxLu*+jzWSw zp?A=#Rt&0zbyq^KTjsC2$Wy_X1STd<`VyN=+#ArxAf*eTTft8SQg!P-X&z9G_mbOMGCvQwz4G0mez61MY$dPP-_0I+egNN(Z$TXnI zWV@81Co5ZDQBqWNu>CuC?%F8D5%Q-r0Zrzk-xDk|tq9Oi|~p!A!6q4PNQ z(9X`T{Z@2jq<26?Xef_N_}2~=`qob97U@UenC&MZjltO%?N6M0=J)X~o|g1g^0XXq zW!@)H%alou1~s27;Ve*>mcDw9n=c#^J7sTg4{_naQg%UJUS4^*hD>8@XL&I1p<>^4z&Cv*z><_i@V&Qy@y(GLvL*p|xr+i$CgA%k$ zrdgKX$ZWT-K4M`ZykWy38cl^tCtvpj2_a(cC_cSM)zqEO`unrqeY1XjtP~z}9PRm$ z8&$r|9gP}Nl9H9Z?BwKR)EsJRYJ&Xy8>5?$soVPc=D|N*d-0)@vf2I$Tvn?g**C>F zRPJ%~<;!c6RwExvjBnZrXdr{JcE*D&qnx zMfJCD-=?yp0Rju#=P)m7j>f3#X zaFw(SQlhlxHBEQ4;H`UoU=dVa5DbW>B)zNp6T-d^8NZ|S(Kh=>Tx6Ns@uSXh{-D0?-;J%;ZAYO_dE~c=rmgMp(R636xKp$i2T$L zR&RRaaYR&m`_aRUl75Pm)WC}uzzyuKuHP+lvv2Ogzh*(kxP!+&$cI9ro-BfFC2tV+Od{mb6*Ps6X hQ3?5f{|CHTTD{FN*vUtu;1}`>lfCAKh58N`{sYMTPbmNZ diff --git a/docs/articles/AMR_files/figure-html/plot 3-1.png b/docs/articles/AMR_files/figure-html/plot 3-1.png index 7c7015b5ccfaef6bfbecd49122abff70c4cc4ab4..6f22a8ba4736cf71f4cc3ac4b66e9c6b57f8f747 100644 GIT binary patch literal 21129 zcmeHv2{e>n_^?n&qK(SdE{Ulm!kCdH3Y8*+B-u@}4`Z4(MQ9;qn?X{xNwzFwex)H5 zGYDD66v-eaj2UMAUP_IA{m=J(|L=dk?c|(s&imf`-g}?tKKp&1d*g_OiPYk?i-m-Q zq)ZR)KPDu!5F;cc@{hO(@P=-ukt8G}%sq1WxH0g!V8H@mVPO#w5m8amg$oxhTC_+^ zOiWx{TtY%(@#4jjl9Ef7ERm9uTDo+pw6wI0jLfoS%a$)+zGB6Sl`B`STD3}6R#r|< zZuRQbYu2n;yLPR-yu5;ff}*0Ll9H0Lvhuoh>(&E*w{C9OuwmoIjhi-Y+Pr!5mMvRU zR8+QZ-Kwgps-~v4efxHGb#)C54G;*lW5(}*9U{a1_lNY2m}g+8X6kz+qcii$Y}q9<;Na-!=;Y*d`t)gMXXi6#&bYX^oIQKi)z$UfxpQuAZtm{x9v&W^o}OM_Uf$l` zK0ZFazP>OR?ELxjetv!zE?n^U_YVjN2n-Ai3JMAi4h{(k2@MT}!{K3JVd3H72m~S` zA_9p-Uc7h_g+g7rbm{Wt%U7;kxq9{LwQJWRBO|Y0zkcJ!ji{)o=;-L1H*dzo#KgwN z#>K_mx^?UJ?b~?Ci&nA3u5WBqt{)H#avgFE2kozo4K1i^V>D z`n0gH@Y%CxMMXu$#lF9CFKcRQUcGunAP{P6YwPOjUcY`_Utj;`&6~Gx-@beIuA!l!v9XazB$7y^rlzLm z=H`}`miO=9x3;#nwY9akw}1HXp`)Xtv$M0StE;=an@lG6^z=|Dl#d@je){yOx3{;i zukZ8c&;9-VU%q@97#N^Zse^-qLqkKu!^2;{ejOPZ866#^(P-bkeH$Aa8y_E^n3$l` z>64R_3VA+d28F!(J zhu4#YgdXg}ED+jt6)GZhb}?#^(Cd}LQbM;>Mb`?gvl8De1by@$c8tFc#qt8L-7GEL zue?uY*e*Y&sZQoqUw&H!)kXZwA+Oym8P;-AX5M;|gLv^eQC&S@c)XTqg(OP$3e?R6 z8u#oPGwcT-C5V<#rALP|Jwm8jh^VVwVtBN&@B#vm;M zehg#NpkYu}Uh*ZrH$K89Y#qtg5VLAMNl#1!zlfV9oE%TSj)_`hG( z>R@Gwk(%ZiCkU=yv=fS{A^ia5?}OIlUmX0!!3!VD)oR&kb%C#t)Id~{Vo{L@+8ih@R_|DE(NdjIo;bi9Pc zhqUWASB zj4_)v-uqAE7yBt3j2ZiWsfRx{s?slvh2+^nMbp zxMC(@oug~jB-W-g!&ui)!nlVzxrjozqu<-ldWo`b@rj}p*UToU;d|nIv%~|WF4Nt& zXdc99H>mk)Xy21neh@H_=^qVCl%L;CgzkO-=tkRqV9z~ywdlSr)CH&`U$;v zWi{;JeV^-AQ11u~{NoF}_4cpc-PZ3q&d~IqOzn4b;cSmB((Z5&4=~LN4KPSHDLV$t zv;e+4bIm4_)Am@Jcelez`FDuisNU?rdJC=4{^^s->;`OW$eifV zPZ(-i=Aq;Ohy_cQhefKPFfK!J zmH6e!@wnK76I8$xh!glj6dpqHo66s2Ay47_A#*ThK9`CSwXXU z6RF)A@Po*`|Cqe%ag!SeF55$Ug@Nd7>{9L5dI8@b8 zndl!Cmux?^+4%>^Ol?=rou_j^Ti(PQx;BTBq=~B4uplLH#Y7_w@UH%a9%|~9fuJ7K z=jWRBB={vEEmK}feV{E4xXI#J!1fnJ{p_9|!O+(5x5wUno13VBuw%ydMMu{%r<(?~ z^I#=yj{4a;bp|QW#N$aO14W?$YQ`9^)elWHAG|PV@a;e77s77&s*Sx!k7DKRYO&Y=HY?)VL@=?5yv4Z?C zefS_dZtvN~mzwyU)34SDI~<$Ee^dTSRDttTrG`^e(c7E_mhe3?utQ+*?@@r&316C~ zy_Lvj%cyH-!wR}L1t<*&AtZ&1C~~>)b$;|SRv~H4|MKsfnP|!!9{*zFFE+k&)L%;Y zO9}t4QNjjc?)~VQ;MSAfagA;hR1NrKj*0TgzNuP+?_Op@rcwqTy*9g9Ul-kwSxIfp zRYIHwY%P}hOtjgtS3GmBrRvpDquJ1OsLd&{vdDO69#96G+YJlH@=%nIlT%J!^qDjTp6#ua@xewt=Ltf3#f9 z60-vk!*9+|z>epqq&wU3$+Zt`dhkPJHpGpI;PrA;?7D*Rbgbjkt_j_)OgUT-8qA-t zkI&pM=r_ZLu-qU!I6YQiv@pxZEz%WBwzYrfCc+mc0zlD87wTPyW&C_y>yH$ zJ=}fVmk3gZ6Ep_hU#iyZX4H^ea2p`eYBZ79dy$& zn@&q5TPoo_yu44>IqW^Vj2^^Z$&L#9)}( z8_LLJ@p#T|l$UNL(wF0P)5qyOIovajeocbO05%wkq~#+yDP%n+c*mG2fQp3pdpBv^ z0ab7(^ACvFHMYBQX;F)Rmt2=!dH5Mud~^9=(inDUDWZRhG0~!I`Miv16tX;S#C@Q<3wK zP%Pi2lA%b?F5qvSF1gzb|pv_jItY~}t>CK zI+bCEh#(0Gy2W=#$K(g&*RMoXdv@99J0&#ZEy7bI=$~7@7GT4vrC4@;eB-b;m!0Q} z2}=v$?5^ZCD=~w7%b&9GqN4Bt%zUvB1?BI^(yT1ISu(DT?;`U)L6XTT)kphXztgOb z6Z3_w2j6@o#;JOHpa_85w@{~B%?sknv?GdxJ0}}?b-D|Gmp^w@g>j+iV&*uqa-z}c zrVl!;*>?go&12%>40M3w`5mYTS60y~K4Wr4SkDk{vd2_fUsfBNX*QS_<&rA=y8s06;EO08X!*(;dth%FY408cf^7GA=uc^> zK8^nXutYeS?bO}TJyPXgi5e~UACBA%*5x^yR;Khkb4r7{9iAsn>yHDY4T6|t1gGzS z4QP5|fL1sF!+*h1N-Kj6eCaRSzv2dvx{T4bhhZw}c8P|wdt^#r*Q z>tYJ@=~u&ewTI*=JxTO_iGbQ4Zj)RpwEbzH|L&c2<%aXwv2Nfx)c&U*IlIGp1}37N z`!I)oI9SmZ7_SdwdpD3|e|l!K$|07x3|0EmrJR-jLE*9D#aDm&i!-yz%$~!}xo`g; zzTqdXiTkenPTVn3ClX(!?Y}tTgu)mF&AC<&iC7Hcw=a+)c6WiH8_j5WcuIjo*48LuDI(cdQ`Mx z@(sPrD8gbs$rPJqtfe9kS2}10*$h-`HV;Q~Qho<+zZMB=8Et0|2xhwSAKK4W3L~KG z6WtEziELz<-$`e$OVy|zJ%^^wwbbP1mOp)=C&JB>t2#|9Jjj1hQ?t!pgf2z*9c;6< z#4uNn{|gUyMwZYk>v#ydh$=4d;Oy|chT>->S|qe3d+EQyu9p!ed#WE~FWKzXK++~5 z;|<;eOWD{weC^-Bo!yG!oi&S-%JPZ6UU>*|)E%cZ5JmBU{XO@H6*Ys;w{xG#=8Yg@tvj+rgY*r{pFS81W4W`i7Oh|2Hu z(!qnmDkjub9d_kC(}EJ*{HpYP`swL^>NtU^3uzj6zM3zQW6&__g(YX{vuqsnI0KtV zn+26i?xwCaRGcF{!!4U0g_ctDHb24*C3#`(cu(Fcd-wi}Ug~8WFIP{r4&u*+FBen( zpll*254Y9th%kN53vRBj0pR}^*Ic_GTQ^=jK#XiIIRG602#C2I`FECVCfP@T6d~~i zTKgza<)#}#0<2Fp6U-8el_n!DTZ*YW*y^tNlAiJ=xkRDKdwy@}g&3w;-w`0I@8u{1r<1G|1^f97%xL_3ctQ(Xri%(B_9 zRDtw8B>4ykm-pKM0FaS&wiA8Pj%m%mfAV6?;$j|?KKfvp^<7PQ8ls+s^3rU&oBeYo0{E$Kl256vnu*r^%8^(k zL4OoVXy~tP?%fF1wpTKN6x9`(rW43{>sN`}@!?d{#3P zl#{pB0*G(htn^Yr5DrD(Ml&gcZCt%Pe?{A02_;FaqwS7;-s8sjhA$q7PvJl)c@@Mk zcsAP1(_2QB_(2S;!G-Y4d~9CBEvMygu#ef@*{BKWC$x|^IQYi9jglOJg( z5dD1k;KEMAN)`9wz1dS!@AbwGy`0Mdfi$#y6%T-6 zNGqym>K`&>aMxgU!bZZU5$T+;$5o|y`p$g?8C#d?p8blp(x!JknV0{PzJY{ibtN|B z=r{P@>>}!37~T1{LU|=wf}WXJ&A)H-WxM`_d?q4z2qnlgRAp*%8l*Lp)FmlMZU8e6 zGt7$)G#(xlp@mQ8(NzZ0^ghpsvtP8vS_JnnbMnRKp7)+8<(^B`{`z}6tJNbYSDxA? z5=ILe{x`Ex%+MZ`gg0gG=)1AA(tQr+00s~uIQxopP8sKNxAw!tSyehm#S|3EU>z>( zq_NknYE;AlPku=bODWa`_{Z;K~^ zNXZ~{nMq|M(O~q;fwXx#<-P({Ic=QNSRaV)_%LG-3XsMg5`PMr0P?AFpMqI-EE1fM zMC&`i)Tiex>iLM15|sJQ7cl&9nGNCloA(Gx2VmREc$n$={Bw<~VJIyqXJ$_9e`d-F zJXnHAmcAE?%G2*_N&V^qycM3w4*0Hvf20chcmVmWo=FDyp2ZiDgx^Gm=mG!cX|n(5 z+wVCCe;W0FQwukC3Eha+g~XDX2tpy+0rK#v77+iLLk;a8DCJv9d=Nj5Xs+t82e93Q z1R9@1A*C=D*UO|XB9@n^9pT~bA#VVjK+omZ^a;&G;4OM!%tANp2WoQ}1s@C>{A8)OK|3UUnbVE}OlU>6H4sZW^OgrEcu zf3f!BQXp!$pnqYCI~L!Z)*sn1!kkFY@|hA`mn5Akm96xRLuPVD_|rG?AaBvX00NA? znM9SJM#=wG4`@e>w(t3g<3>BZ*8W-~@OI&UZ4T9SaeAi4OmzLb6+-zS2IOgP5C#u* zs+{*#0X$Kc*fGSS8Djyc~e3!^l=X~BFE-{pNGTLOR z5_>=~)fWU>s$cwBm+d~!62d?Qd|t3N?`)3=tm{4eYjZiFc^pXEx)c?;LeSh2SqL}v zvu2-}tm?hzqiryLeqj9B8OFwuL&6T1f2tC|zZIyV2tzuogm^eDr>^~F1ua=l)r-Cz z(_j0h_jx^&m$P*g=A;3VMHioMYL-`_8O{S~ITgD~Qcu2Ym4E5s3TAWf<0eM`l&yjr z>{-}68~-wJWIz~8jj4=2a~U`B!YC@CzcxWFqKa3KMpS)Z?0St*raleIj1;USh?Blo z_~7k2l;hEq4;|03TicS@O7^Ex_I8HVWD#ByE0fDcDbA_Gw!d^l`}?>yS_a`3@>0)K zLGQyG+CHIHezw7Pp_b5}W?{`bRCVdN7FESUy@z$ZgZ;IaGupOMJLqIlqmh6k4W~%M z_AQy*9&4U08?C~XGsvELUVhbS`Mo(4Ji^o+@UCZ4st74!xItKyF+*#xjoL(5?7u?L z(%nJQlOT>%-96uMC3t!19voIDsG-ekCZ7sGy_U3!pw9x7T!8z~1iuTRlXo&L<=M>o zmS`6^Z-Pgq%eR%;d4bZbQe2cR=IsE(BWQ-Iy3psCM?!sUL#^wWQN15G>K0SLAvQ-> ziYe}55TD$&08*(0Jkv!Sed?SCtl}LY%q5>uqbOCfs97|~ms@)!iJaQcE8ON8;Jgg8 zpGp=g|I3~ON?iUv{KdgcsncIN_=|)8dO84-aIViL;mpOXhed#T&t)j3z!AaNZcqE7 z^&5n7=St@3kldNRRf~T5QUh8u>Ck9tz!v88S)LcYW_kErA zk8@y9-; zSpyX)jApg*^b)kot+xpTLx312V7+_qajzE=l3qJ=FM#<(RPx)HEP}~4*a+TAVxD0t zP-OAP)}I9x#{#|hza7>X3Udj)Q;oG`Z*wsZve82PGf?Xr*(zi{g`wE zwtP3RZNS-L<6_}_aa7OV)mur-o5**y_5H0g)z!rOFP_rBK749fWWV>ALJtp95&6dJ zZH0>W;i^_g@}gg#f1AL-Aj7ZA>$ZnI^mo-Kt$?Kl1giZUVI2kk_}S&Z_Z9pfyLq84 z-%7DnYq%{x#^BnzwgUUae(k=c>)L5d;3^37{g|T97r7J}gt%dMF`suR10bv{HjR%1 zuA=CTVe@V2>o1D@xK(1k|BqWFuD$zlHO1Opk>9VPaDT1v$4$(){gn)g%_iWxqA$8FPgFXig+o#-uzYeXxS zZV5ebp(%1S&fp41=h1UDpz8+Ut+3QK;8Kirq(B+>BPgg_;LKzXi zQ%|yaSKgm(^3FEk;L$v93hUJaZSs}w1beW>|K(kpFR~? zn7l`0+r6tw%pHS8d6H49{FjC??W1}#`;{c4Kt#pqVIzZ!Uk)&@JBDs9ZT-GqF^)QJ+>d5h5LO;Ppb5d~oTCK&Br- zyR%((r9Y(n$>e9ghAhaAb6%tri;C)MN3WVSuDal5{I= z-djlcR8aYNd-mg9 z9gYMzod-XAUQz`gh=mlK+Z)UYju=QlIoc^89qT&?NArCs;)$!2eVqVsj!4pLB4w4! zhnv*%O`% z6+h&!Nz-zVW3;tni0V$4tN9;$lWE&|zLCnFE_C}gQ>-C&vCh*2JF$jN`qi%$4`bps zlgiU&sghA~C7{w29pfjXifaZ#RWBS6?aUy7_E}@G^ zMvGAVUcMefQbH4k>!oE0pHxzJ$dN2~h5G%oyo`pdKLg~{+L!j&j35^uB@U+AB>GbneEY_5;cyhn0n;UW$vdc)94+Y-SIkFT3l7#X{5~ zXHj8<%}&}wrn-`I;`D&rrj&QCq?LK7S)?JN`)rfUF#Qz7bUz)q8DQJ89LwX0J ze>}c`hKw8jB(zw@{X;}4$HENjKY9qWpnK-A;Gk*)t7E0!se8wmE!V{s2cRQGwn8z^ z?7ceN17_Lgg+`XnK=B7++NOAm7@VWjUbA53I?_{eUXP|CADJy@F;-RxU#!>o8EW}s z2491eW+q=XD>s+9jwEy$7^`ynGW}WGM&iN97$;Cym}?zprQL#)GTK_O+eKJqDdUEU4K)F^Dau+W-o#IFm>pZ%PX@xZRBQb%%9N zcNY&Uu9D^h6(rS_{w+gNF{}lz3^C4n(}&H_FejdmSy`a(8ZX-0J&E>l5KXQz`xz30 z9KPLXUiT=#hX@9lS7L{{$Lix{Pv~=y4{f!zw=TT3P;_nS-S#ZEGQMxXaCT9%L@KZp z_KVR}tQo$m8pw|#kduAQ1|7Oa%eAv^k18hfjNpF!NPaWF&G=%f9DtrW;<>tMA`pIF@#g^<0BnC9pLw~O{DAhGOZDw|;7C(i~rn^%jv4;o0*2W86KtXF5 zes*S*VQ)kZ+s=fh+BjQB!4&~YC)z_ISbaXsQ}>&%_5~|EXwIpY#&6BC)anztwG3Et zv^vNPT$NtcAWzM$#lN0_i*TR#KK5|t zz^eO&09`2Yb~LaErCtw{QR;7UCqQ)7$$1^Z54`fpjTgqZ*U literal 21118 zcmeHPc{r5o-o;uJASETWapT5Kn>I;H zOUuZ}Y~H+i%a$#&va)h=a`N)>TeogiP*6}*R8&$@+6Mf)ee0*6e%ii$`_DiBykp0X zojZ3bD=Y8XwM#`sMNLg@_wL>5>gpOA8k(A#d-m+n($dkixw^W#xw*N!yL)(eczSwz zd3jyFeEG_iE8gDTP$=}*Uw`%S@%iny-+X<2{rvp={rv+10$?y$U|?WSP!Jpr4-O6v z2?;?U5J)5vg+g7udKHaEU%PfKG&J=3_3Jlo+z1N`3l9(f{rBH*-n~dF$4# zsHmvu=;)Z3nA^8+-??+=?%lih?%lh8|Nesq4<0^z7#kb==+UFNxVZTE_=JRn#Kgp; zq@?8J

Y38%C`ZOaWhA9D>FMe1?In>&A3uKl z^yyPyUtfQJ|L4!22L=WP2M5VyGKE5+QmJ3Qd>I-V8Xg{|(P$$hBXl}_baZrVY;1gd zd}3mP!C*{IPEJitF`3Ni>FJr785WDhX0vB!XF22@91e%e}mL9x^@^m`KA0Cp!8g=p0d7%?B3>F(0fA$?k;b6sqYL-!IJ( ztu^q=Z9o6qebhx)Bn+dp*6G>6Pa<06JoiFrkJNLjs(1Q?Do>Awt>ter5_$Ifs`ZEN z-R9dSIDT%8g|>$DRwo(mdoIMsclPd+lsS0~ zhY0XpT#H`K_jV({7~gFbL0LW}YmxnYkf)OFd{>WcBl7XZ9mK5S+k4|58y*sbPv-8s zSWviwr6QP@)6%(_BY!QhqQy=I_-${JjY6(Ptf8D}m8570+DY;!ZCz#fPL{vt21N8A zCVxA|?5qi^bCe(J;pF2RT!x|I38^V2 zl5t2ZSl2zqRTUU0qVG+^O?HF}EiM0wcMra@%ve#1&vk!lqm>dU;4=x6Aw%K0Jx%qB zE_+huH7VG+rvl=vKW0kyQpT^w1|h;*G@js-WzE{;{Z0Kz!@{)2V>?JNpF=1^?dTlc zFA-mIS|(zyhkX)a-5jGIp;nA_B+_m`Vkz;dInPGy4ABSHjp?r;&_aej#(T%r&r#>* zx6h>9EBEjtY8x{O!QK0~l^{#+N!>01v__-0nd6C`LOA~wUQYc|-QtI< z`L~8GPF(;kZZc1jwl8Z6(2(%Qi}ZtFDv66LP$HiHG0YF5EegXAPW%5TH@}N8!fFhc zt4!#etv)2kdS0)vq+Q#-q^t!Vk8Utq&_DzW`5#*6f1?iFMuPBSF?Ermsw0*d3)TA6 zi4KFZ2R{+D*EOZay@#NkPA0Z+U&5Vy>OQN*O1s@xT;nJ9V6buKvO*SUQ&W)eNP~cGN^((F~pa zTp}(3rfw@siL#y_==rIb=pz#pzy$_Vp}t?%ZJ=zbx|t-!+*D=f+XIeq1~sHty(N?@ zLjm7kuPyZuGvDVcfgXHmT<@Xa2|fW;KHwv3nSG<*q3fN7F9DuQB1W3KP`MtYP=zv7w&s&d{;gPt9OD>5p5Bj^coF$z61 z4Rjz{IGP^hXOv)8d{VG1Y!!Te>K4j;IHCM0{wV3_bZ%8bwe!Sglos_%Hgu?c?MhZT z663lT2nv$NQmTA@3!1u{YBl8K6XMf2eFf>q5*xD5E|ejtG~~gQi3?L&T)RCnwW?_?pQ+i>5Wy!;kP(GFA$mg(IdYs+iZ+N{khe%LB!$||IghQ z9{Q7B=4lfZHG2yurDL2}+zaAy`J?Zl$B_N&R!(zH1ZEFE*t3jpzh(k9FXPeqs9*2a zGIp6yBWyjqj6Oih;5ZH)&4qh@-HDhHV`ZZD%DzG^F9wHY;gcs~kSDEHh5c7PTAExZUY>Mf#_kITePs8z@OhUoGl9{f}wx*dh$4O}2seUk~3- zTy74}!&Pc^h$h!o>Mm;fbqHwHqBWnhl9h~;ue6DE)@3;VOL=q!O`Ta`+63u%|9iDu z=gARHNECa-CjwP3UEqX~Jnn!CZ3jtlxOyV2%`+j#W&aC?~WdQrc$m zL-zM_hJ(ad5tUBU1#YzB>F{hD5?OD@O4b3Ujz!}}rY+@Ryw~kBbXu8(dHJwj^)^~& z>`0?J*@7;MpD7G4CeW>uajaauHY1Mcy&P>=(rA!kytcw;neL`nw%%fl3#QD&<;jg- z*bW)jzh7$_h?r}U%gV@g<_@0q$QAC2W#Br0^)%Py5^bR~U-HVI%5ckqCu}n~51pps z?$tH3GXylS9D8M2asWFT8_?t!Y(x*ucS4NV;(0W}t+WCt`6e?+rsiQ=27{zgGM3Q~!@QB>)20_PWMEdk_nXRh zI&_h95CRC-&VidZ=lTt{mZdtqqJq<8n5Z0UAl_f*kpaBcBuA+$kKHtYr%e`&zu1rV z(gX3jr^%c35hs|Rt%K7*$4ZI_j>>|pU?``bJltD4f}Za-H?82}Y%40cDHV}2v=K;7 zd~-hMoWVWV`^Q2O9K$=Pr8J2yyV4MsOZcWzO8gi>D}eQGteIeiGWgVK1fzM3-ZPtY zfHB_)ZI1O;8&|kPS2ZDN$amNwv-D`wsnWmDXgjuY2m4R_`D5Kv14tBtjP&S4{U!;^$v*aOZu=r?DGsF`8CX!$IUuV*eV%Z$lRH zZMMDsUF4oo1|z<)q4u7dKo4(+I6qeEn`b`nr&7}|MnF(LUTTWRr~~ug@{R=dx1xTo zz>Vj08PS>6tV7J#wlD!s6_R&Er#$#50lWcF4p&zy2Wvsriz_5g&Wrn8|31z!j55A{ z1XzSOyMkm+t!Q|TN@)@EBZNld>%H*>HP|EzjbX0lD&Qz-<(};|#h@NF#r0TJ+s!19 zXvy49;DiJ#AOeVuvaARgcPvKq3cICqK!sMbaHJ3O z95SwcFP*>&p}op9>?~=dVnXIZhLx2^@l0$8kL_&8w$jtoc?7}l<#a@#*sPm|q%YXX z&Z98eOa)ZFoa_djX(%NmOe*(4m=3xMltw@tn?$`?t!$<_H7nxpcGFt0Y_c&q#g!RD z=w=0!+!!1jkg$-YIxq_~+pP}F|!aVzfz=wdH{4bcsc zz9Xzq*R*B`|m z&j9!Dfa1~%wTWFh!!tgqY7&S~$@sCRs^a3E2snR|*0<YVB%X zre}g|#M$O0MH5|*gf3tK=9NzNT}jGe;5={Ht^s|D_-$WIl683!698@0*@1)yPxss`{p;jF{sHR>`B#Jc1DM2IOneo zE@SAdr2A!PoMAeB-Hg_nh1|qf)pUA83j{nC>`|O*)U(EK=m8ZPKKs``JTW{iT0njK z>7=2CBe{y>7d9-UfEHHw0*yr2edv^>BgEd{fa* ziW~*oyeT^yjZ-m1yp1`!m;w7n*UN60l*wx{!-mpSaA4q>OI}xT=w9`n&M#{i3MR;7 z-_z)#z5r(=53I<6m_xUoY>&r4F{pjnm#>I1$j!LFYcGQKE|g9~gxxK41*QTvSM&th zuBZC{UE5t~?nUz$v2?E}B8W&g*9`JBAd-5u)wlc&B}~>ZW<1(5!kP*X1O2AZl6#9v zr6`&P`i8!fw-xWL6jHk#Tg)+$3}KU6yL}9v1jSxbewK-XW{g>UkOOs$c z)hFF;+EJ-$FK}vhcQh;`JJE>oHw5P)h!-l{XI{Q;6+8{DAMwiVNe`LIEen|bTT(OO zjgiSoO=`#kSueGXCkdfW!7bxfj@)xne{H_*lQu=)If?644ek3VJXN#kg9Eu0j|Uew z^Ny5oVNJD_R69TlR+#AQyXyuVvcLiKcc1P;_l^fsryu)euV<}h@m0># z>)TN@0)nwmu?*(AYkjC5p@t|ybMH=9I3pztncuZ6(9;FG%kO0$C>0a zXXV>`$Hra8j*7~tV}0Jq6>eKZM}V;q@MKzoy1;b};br+~cts7V%4h1SiuZ@G#hv3Y z_|>njVYsnfMkcDBu+>~fG$N8y{9pqSin*w9H$_c7O%FzCqhSvU?!dktPRY%v{s!4# zDa*QdTSl!Z;5e!xP^s^hpeKYt53TVDE~w0(CqCpr*v%Sx?(+?Df&Ac~>2qM_3CVS$ zz{tl4$X`d`jbR<*Py1eRK|c|tzJV!NR3UgMkGYX>8}QnmY7QE;+2AX>2Z#G+xuDKp z&B9wGf`4B|I8>nBWRqw?q)IQQaWJv3-gU}H^Yp;gM?;wX0Aj^3ZdRJCbvQ=D z<``l-zvB{n0OuDQlDlSh{;4g6JNoNvOKN6hU&aHF>Jm-AB2JRW6!X6&m*vR%eClin8$a+`Y5#_@^Yt~@sdX_0{3ghQc(&^yA+q$BJ*=l#vcVDrD zSx?DUlSY)4P#i`Sy$sQub!VS7>koZrLp4rqDfxRrB0)5dQ|oASReAlOE@Xa#+!SD< zmZ4_=7Wa?u`Leof@{iu~9=&-3wS<>J2ypDF`)HXbXVg2%X&1ugEa0IgQ9bM6j^Ie;0&P)Vj zW-2bSdEZ}0am$#}ACk^!i!QQDaEjxymuo*@Cm3RkAnH{cb`_b?DcaBlPH+Be7xX0U zA+rmL(tfy@(H%I_)xPlMd&%G(7ztMh2^l6Frw78#^Lqn%FXt@M64<95f^tF7OT|El zq1Z|kU}TqA>zqJRa^6Q4mD5*EHCevdJB7+PPbSWSp^O!3FjS1OhHyn09t#S={Rxc% zJc1>H-{ao-wONMyTU$VCO7QC|#|@V>`JDb^YD5b^tSAUU^{5#Y72TOLZcE>8!mAJH zLwhrmC>dJ=CLexUW(DT--mJfkoDrvUym$j{v>-)n&V(+h=E_re=xB1Y(+5jNR@-+P zy7B{FGJw&!J-IWavcCX1gon#QAIA)xCEz%jYg>#VC_&FQE@d$x8oY2FD~#%o_7 zypL~4o^3&d(A>>aa=Odao{1^O7WG-8uJ|DD&v07_-iq0o;2}_4NUs7-56mt}kPBKt z{yn-xu))Ag5~vN~dckDQC@+cIWejhOr|R4p*f@$eyd<}Rc}X#HJrl%C+3D5vD=V~q zEt*>yb6{fo-6G?aeUVt9gDbgW9lKl*fDbOM@t@!w04h%zRNB$~%lmjBy|sWYYZfiw z`v*wc#D?%?Ftp}bvxB@;0GNkdPP6~1pfyhPI)(|o3zgf$L{#OaID*q&YOh)X3c=1{ zpn;a=<-8j5)B757HXX7+@Vh_~eGOs^Edj~vY|O)(@#^I8`wI%h6qlfS^b$z!k#fU5 z1!>yC%er*H#6Bg-*)_@nS*~SW$)veuZLw>L4_)z;Ig;!&Gf)#IUHEhfjKUEQk*QG* zu<&T(AwS$03Tr6@qL&4v8j680Uraw|{1FqxJzLEX}PA=~e`4>{4I41|@R zRmjft;IKP|u1n45-k32Fr0fLy>`4?ai_!Tw{mS$lEafZo5m_U|>Q_lOtW$I?CK19P z7JV{VL^86r%1|2REDb--l+$OrcoR}*dAm_dG@bzDcxidc#D8Mye+N>sS(H&N=AG=h z%k}uO^-zWE_?G7X6=bt$rk2T(VCTOG=lqGE^DJ`76#}v6&SDQ?fRpv*?i{nwSj4GM zWC1xEbhGkb?EVKRbxB74!zK{|@Fp{|AKRGc{XUqY>=)`jSLWAZb=N9Pc(T z*w8Ux8k;$sw8E)7hsFV*m&=Wbeb0J%iOgGtfuBF-fqNUNQ{#Pqm{{cGGj}d`AXmb$ zN=KC^jNn~QTQ9^ms6Tv2j+K!))t$85CtkOavZLxOO(K)LsrYjF=$&wVMNKtVa1-|k z#%l>Pzxiik!r&%Qtnx!?#kde!Ze*V_Ek>|x^^zmG9D_Aph*ynZcPYloL|WOExKpF< zL05QT%c9+)V`WoKea{-FYQ|tbiP+lSYbz$Vfubp01GDUQ+$cBvKtkbU)^00@<;bgU zCR*GJ1YZ$lhP=F0?*I(35b0)@j^tHU#ie3p9PDn*Rs@f?a`dx&4VTv&aNIe^3pS6F zFd$r}jz^!VeeWrUR>Pwh<)viEo+Fst><}^5P3y>FBNuN(fDe-SVLK?`On$@sA?~** z154M09$Yu+D4$@dE^Woq46z*Z@m<3^a%LganBD&P{A~zWiz}u&h#)3#pPsqse9t>d z!7*!(%=%?cXc!uIZ?wAswjn2OH0gTwak^TxWBz3KbmUQ6nJTM#Af36)@rR&sZnJJa zi4Muw&y?nBZpb*J?@=$v9>SeZm7>t4?PsRiJIpi@ zJgxBeX9EX8JMlhCc?%%08`P|lB4sZ#^c}NhyAeH7_tAUKJt&f`7iB_ zm+;yM=B)(-usfX%z$5<7)I5p-whi0QJzV4%WR3EjItx1`h{ zuVDJfKspC{>frJeDd0KJ)j_ApZFt1TCm}I+FTi|F^g9bS>Dl!a&fo@0?j})vWpA~? z%g@UScv0rd6Pv&=To<1Z@|zyhyvJXfj6kd^670-G$%?}%G4)4(D50HBB)04NIG@PM zE-N5J%@st?6-6wYbWEA|jyKV>atsD=A%Lgk+!Am_^t!r1pj-HKyttP_?d`@^cZM}k zZjCZZxrG!rzU*135Ci;PWKH6bqxb8NjU!}g#9hDM2%t5EazAhw9Im7QEo?Ofev1kY zr=}cqUQKDd1r(hC-Z@rTs<-d51`U^C}hbu*&rmCrE*o^@9)X* zmv^4s!&3QU^wZ1N4SeXF&>e&$I$4P6@v7PVrSFx9{x3gosWnwB1G@NJqgCbDXtiqR zLCla65yOve5a)LkMz7ukT!Hach=n8I$XIxUMm_=mCz~EgZTJX;z{xZF)rjx z4cDYQXmI^RFLJVor(q#|D@28HRy?6lF}S%Kgc=_cjTji{XoMysKPQ3^?x%xXk4^XP zm>_H5vS_F)jpt3feT5<&FofOWdQ)ks5iUn{YlW%?CdBRb=RWeSvx<3?Pr3c%Ob3o} zb6=zjS3f%0k&AF~73@sKy83ASHrwSY14X`UfsbGBQ>@nLEO~ZDnpF{gG^Mf(b4H8& z5{6ITWn|auVmvlbx*dg}TzYKf`_|y)%SXZEU2gbEx<0zsZ>k-2T}nb_@FDp6MPr`< zV_%uAb{oktNi&~5abN(&v+(c^cB1cB~^_ z4C|`%G(0HTRz9e?J^O$I7vl94m?Oe7Z<=c}6ss()9Mv<03yq)`*(qxDa!(CQDgJ~I zAG+o;Ra5-|sEuGQy zPc$g9c~Z`*hu@+04(x~?zAfq(s~^$ar6|3T?twZ3%Ftoe=EWq)NEa8{Wk&QxUnx%9 zf*#rXU@FPf$BNw~>?Q+>LXig(Vi-E~p!l1PF(sASCcr}8?E=vtU(#iXpL%@Y7L{Ww{h+78^nXX8$x;7Ojl!Vuf zLR@lkKpJ36p0uzoD?2;79>EM1#>!*_c*8Bn#u~!!NvP*U1m@He=`S^Q>1n!UX+}6d zaLfHY(DnFlC-Mq>`>wxws}`|O&kd?!=}~wiSB-#p5fT*&A%{Bv*@_ozt8Kmj>HY9O zSy82j=$)aQb3W$@TU`%hwsu-XSowJe`(%8Gxz#h!{X4l+k^_+U3H#d6ovQ4C4t?0{ zgy%!w8eToUVlUAmvY())Tdwn>kS6-+RbM4d0=W9+13zcq*I_8gNTB1$IVeBX|oq*u<*~ z6}#mPwQ3+qiX4kJ!nVI#pMB-EvucAEN{QI3dWIW9+*UjSTm1B4KQ4)8v-jgHWQy&RH|y(^P2+YL}5Uvcenq)O!%Sn%3CM zl4X<*coCV34j~gsRV3PI25>))_)uCK##YE6@32;`v9kg4w*DiCq6Nm+M4c$JQPB(4 z{#)P1^fK7RG;;deE$iK50tn?g)m*!o4_%QlMG6LK6GatUi~-9Hlu5mVq)`INs@gpq9G*4Jbv4GX9(^Vo&>4_k6{B!fkH(N~e&K*W5Keh<2_o;eo zZ}rGgo^vj9GW3oB-P<|8Ah7M>qYQ%(mOQ}QGK2E)aV=Bw@pb$55+!!;77wXev%Q9g zAfL`r2A|m&p5oUu`y_;%zlH&e=u@W$(c4m!RgWE3CuS=f`7;t{+(?t{r_w#6kQ`{t zqlu?XWY7h#Fu~3Y?3k~z{C=np+s!A-xgFsXP}$g1Y)%l|sn|M2=+o){JxJN9bkfb| zkP+VX3_I_JumXo5XVhux+9O~j!Cx!g=PkuCx_eHsyTLBxJ?xLN`xCS%5stV+xIj&HggW0ll)Iyy)=9#=O{HFDEkF!EqK~F|fxkoGEY000LRQyr0V-WO+FN{w}WdCKba0clJwLrz2Xx(1e z=IqRs&aOo(;H&+=z6ND7kJa!<)Em~b-dV}7qxb0&o6GdC@(aoqB}im2I4E=Ao-BJw z_p8QA#Fss@#_+R4cihq{s|m3*?5lQIjEp=tbZUnF)MxN`h!~vlq-`Xhj6&8~>BEMC zf@T(KIZ7tFl-Rw9Tfw|R)G)RyAIVdb-)+r+!ztD=IE!i*1iw_fe5fxqFjyxQn z{yKiKt~wu&HetK$+;m3Xh|mQZ!V%sAMsUVK1oL3Sc3c{-TxZHk*a6Niw(K;dO(peu z6;&9e^8)^iA{q3bRl(v<`!HK?su)hZse_iD?>J9TBJQ!?MtqrcIV1qy-yYs5lWyy$ zxy1{*tVjceX`UTFY&(3{$*9w}Uil=eS&SwHGXl}zW>r1-_@+quh(iI~Bo)c$BkA65 zX>_lN+@;7nklv*id#jLnDWT3f2E31B%D%vZ@LIPgMMfW|b|!l{#RoXIl=j_IQGZdw z<{ioR_Wot9k|?mD%DENyHY;bd;f5m z?PZn(wTeUMTJVZB_=hWi;f;_7GAD|=ZH8K?r3vq(F3_+Q!B_4~d7vnYl*lp}!$LE7 zWsw)|ZqwZ{D=t~Zu#-8WX02DQwd1M-uvLh}hfPeq45JoAb}Cc7A-~zTOA)|ey&EHp z%`$4ba!U84i`L}o>`gz7pd(M1r+8KiD{TknEMxCvCdsaPdvT@tXwR0z%YP_1L2oj4G3%{efeZp0;X%@OW83ET-G*WG}egoBUeBlBq8u#cLFJBb*pKCY+-n_cbuYtKG1GuM-@2IKep`3%~ GuKfqLa1(|A diff --git a/docs/articles/AMR_files/figure-html/plot 4-1.png b/docs/articles/AMR_files/figure-html/plot 4-1.png index 566ac02567e507d9a9ed3272db7ee95f298bf7fc..c954d5c65bd665abac05ebb924564fa5f5ba4124 100644 GIT binary patch delta 45801 zcmagG2{e{l_%=?XC__myBn>Ks22%)0%9M=B7|A?m$oMEk3Duhvi85rC%(IdtnaNC2 znTIlE{$H=oIqUcPuWx}`2YcKrh9u$`R7EWG}V?ovni zbvH2FU1Cty%a}V6v#mwX>*tH7Isz1buc-ZJyw*OH(A`{WIK@ptv716x`m`G9wWNGT zlw>{);k9ygyu0sZ;>=2LTAqE0ca%T1xl2OfmB$Z_yA{jjOo@g4m(Xvljnti+Ux(&?CSFRX)5+mbJdxY0gtrfO(KeZxE zr;{<$9@$pYCOrN{kA}k9HgRsUzo6ju2fO|VXBinn#?{qT>j+bHz3EZrOf4%TBO@K1 z&d*OzoC{?6F)`(*k}%R$kfWEzcktlHPoF+jSC6)3n9PoK(a_KcS+;)d?LB7I&fo9H z^+@hVmvaw08=ECROTgW`zb7Y?5)*ITx-~yDx=?q9ZhElsoQV9{v*oWMJrnCq^@yeE z3lSpMu3aN^b8TO|eECv4$GS02kyXO8uB7_mf>mFK$+{4)k48LPyC$eu(`w?l6_rZ%*%0v ziJrbLMLTC?#M1li#mkr5@~-#qJYn4F+~YCalE%lw6TwfIJ+%6r>fj`Grz~bAMZg+F!Dw3pyQS z?KyKfx_+QNeMUQ6U-eAQyP_SY);bIO8*F)gw$xSEidzVV59g{p&v5PXyvh3P)(`h^ zDOcC|p5>XGCr=3Gg+rTjmvy?&miP4NCpFgyY-?zv_@^*WV?W zd)q5o_I%O}dfV0ixAma6<=S@&ordRt( zz4$XfoYtkge)Ux$dSlX2TS1ck9Z6D@vLK;kkfqh7yS7dZ6Rx}9v#_vWk)_4yqn9QW zULB}=$@>Owbbda6@k>}x&gw<~?#fX$HMQJ=XG!tRL#3sqnEOwkC-pM4egvy zUi$U>_wQf7?B*ux9NgXA3kwT<=*!E?xk!~=KXlGU*RNZ*j**E;LtQeR$W8>^4imJ}a(7?E zM!t6J$m+E6Jj5`YD$}o4sHmtkG&WAV7L^-r+Prx)4b5nW82ea~zrN!`D z7C4RK@$RLiA&*m1zBzdCBHq4z zJF`?9DPeQ`DQ0Tznl-6PzE7V%mGU1L7$D-91-ZE5?EF?2bX2VQ7s?90lEsIQAO9R3 zT|)Hm^Yv|O&(g9A-gU}#YM{4nWxjt+gIa(Lop6l7roVe5KH8Ywc5!)OT*_bEW4`qj zYjb;!P0u@D8Y_v4iVArNI(Ct%rzX!Cq`vp}uiz`s1@9`d?Y*_SD+mJv1CNCnkAW9{ z?j9baey+dDcPK@O2oTGQ2y<2)*%9I%`I(vg`}P@4e0{s^zy*gJ#@`W-R|ntO*%=cP zv$Qa~gNf<3ukRLC!I9#HF;(srn=LI8D~ppMm-K$k%yhpt@RoXEdvLigSYmnbRisQH zi@^1t3VsHo1y2=-xbNS;H#IdOCPvpY@7g79`?d5}Uj?>pKaD+p@zJA4qytJ!OiZpW zE@!2s-+%bf?KWOCb6uOoqtwFbFgLgBRQ)*tmg*0Itn8`ZH*&bY#@!^SzUsy_WXoi< zJ$v@7&~0|?dVkH%Kp75>$gf|&^6KW_V>|h9Y9o0Li7RQBH?p}F=}{@Gt2cY(E;X{W8y9%7IT#0JxE+L3PKip|`xKL8_5WWHn!u#$0h=?My#<(&+IzHX}rkRj# z^Q<8U5l(6B#8lk^?DIW)_g-JUN)~@t;aT-RcdKz~K-vn}!AH$$Z*R}UqeU2{Yiebg z$JU!7+;82sjfbhqXVbQr=Mf@~DhX;b(Z>!SPQonAgbX|6j z?LBJiw9;<<)I}ZBX{sd*cp1JxdPRM~@%ley2)ru9fnSii#Q- zFvY+hJg^&TO7L8oZ~IO7%W%Br?TR@hINFiptf&2c&LFa(p}}SH=QSgv^V?<4p54yG zWPI&fgs5{W*3CLL@6F|Vl5LB6F!~Xi?13-+p{b_uD#ExLQ>T@OesPlG$aVm zR)2pg8ylO1{Sp#HccIIrRGpn-HzrmVYgf)2+`RBg`}LK#nBC&#d5Z;GquzJEW@cu1 zRAI-i%HYmpW)L_rNgdg)W>b{It%_k!8`7_y^DAK|RXQv$y4X#tp0xOqT>0_iKu^ia zHYG6w`D8>*=ke|?q-Ar74Fvh-yjV3dXoa~hJj*3kmhmiV$xFFb!los)izlaZD=TY9 zfwN8jA&O8weL_=iV3`}@zI?UAX-{jcy@ z$DyWEvz=Eh7MEsw5Cd3t?mX!_WvU&0o%*%=oc*DDuOlTIiai#5e0+XXg}#c5Yya*4 z{{8#R%*-cGo|Fgdkf(VghoJN7LPWd6+ArzaiUBdtM4f9a1^sT{o}Zg*W0@Uk+w1e> zZtahd(zoG}NQ7TBv7noLCXvySMC%in{tV0tz)}oMO1~ietM0C22vEo0tdG z;#zil8)0IrRuZCodxws(1Rl8X%+~tSLB_xWZ$65TUDJ7o?Z?+s zxbdz;Kk`}|ANq57JQ!Q$kZPR5)8jud$a6t#CvQxAy}5Sdl^7r?*Wj1^76!X8HKrz44M2@dF25VFh~3Po<9!-fxPDi<2`+kL=oAZ_1y&vR!HsaK|{~ zBrk8x%=zr>`U@z|d$qc#Na@cdkVQ07Is_V(tT zTiMx1`}<#MB;j2Ec--9FBPBNSlzx*NG8=@Y{Ojs24hCx^O?T#9Z+1#`;*|v=xpL)- zfk7{lxG3Q`q^7BPaCG0dqk-=PlSggM45hO6Z)aqr;zXp|zw~RMK3a;(FZccBXgbXb zYm=I1=~^ku%E~nbna{*Mw1jjdKntNoT3l3>eX~Ba-DwoMac1f zWMpJ$=p{FU=HIikX-+~rDejB5jNN@VCUk}LoQQoqolPNGtiYveXP0hK@nv|1rt|Bg zG2W97cU`{2nF6dGI#PbM1V`KHIZL=PT3AGXWs`^N`&?^4IA zn9&GNxq28Fyg>faE0501oSGVJr1pLHn8wJ&1j}(@e!l%1MR=G-Snk}Cy(>YhD&97MW0Y)W(+6;=apX`q59r62vv2|V&%I9J@1@W3U#Yn#jM@AYau~n%y^<7h>8-7% zff`kP9HGeitH)1x1Pgu)e-`R;Xtc`d;>tQtI-aO&(Wtk&>h|y7UlVxp`p9&K-~HN4-l;B|(22kNz<<|GuOF(0r6 zYa>K+Vq%Qm`E1HI5t6Q^JZEei*KCdqpE5~Ji)4%4jkLakyc7NMrA!dp;Nph}6Jj&- zQAw&_$OIjG?jSQ^6||pxfkHi8(CSS_28SCll1>K9S{@x% zIf`NYvQ)?HzP;amSObx5m$?GFmMcdUo{OEtAP*d<5Pxys*mm&;A2BzQQHy-J zYx{O}4UNYkA^Uxp1ua|m28(^W_#)n=LbczC6AR`X9((Ls_Uzk^%wLu}mi-y_&Wv@r zO%2rV(7VAYCe}$*RSkbD4+sef0r*HO{C#)n!=7Kie&JK{N=o`~jASJxB{elQU0ht8 zoU+ReUB-)M!>kcjS&tii{8=5&r&lO!)t)&qG4b%>LzIKPWq!lc^8mRWD`(jxJjG6) zoC~)p-b6)3MMsyGn3(S{sDhd>CujC>TH&|x@o{&#{~jHSZQ=6#aLLN@LVfhP+UKXj z5i%kp#|H=7kg&$O3Q*NcYZ)~GbcPApbmuz`F9T=*?rNoc(JOM5 zQ}e}?AGpB^5CdQr-_>i^u3bQav>{FW8E3X`-|h$u281y+ z*3~iBZ0@I?pk`C}OGZVdxi`!7U-qW~3*x%HJtjuPVSs+e4re?Oxk(MnOs&zEX9I|T za=L!u4dqvj>o;rw4{<_JFdH~qQRoVL0g5di&DU4D@*PDYQgd_v#D!b4oG@0fv>dq_ ze2Ocz#^E*{$1Y~(CyyUH&Hesy!lWi%EfJZrwYBxnpBo+RNvoT!RaG-Z!?~sINX)BO z`E zm!euFC#1K1CY2iO;Hp?HB`9uroq2ijAh79h9P`{;gz|~E8^aBaR)67284C*VXi}6R z6CvKayu7THqCxedWw_e-`qh@^-OrytFD@?TEy;@O8zo;nK1Z21Z{NOsjJKcLJWJ&0 z(brf5Z{9R?W$Bzn!MU(N!-+aVPF}uCHz@l4efsEnO%08oV^XOv)wsRAy?yDi`Y|zM zycNoll3wM8$Cx*d@xE6EFCZ67Y?VSx%@dR|H8t%LEpUH~&-+Rl2!^A~w%E(hj*2)| zrA;B@; z;L>k>eb}1A@6t~gfA$X!mhhN&=wrG*)_F2CIE&c3#l>Rvlk~Q^s=y+60$^v}Ua`F~ zi254!>jr}Gs}Jp@@rFBR5Rm#Qlo zBB$Q7E#j2h7xS!as}7B%W&`#rJM=YEzHHoe<0~IQ%mqljxUcu=^JhjW)C{@qFHx%T7aGeN8GRpV%g`15 zG8f4IJ!KU|?xqs%l%F@Wp%F&G)Pth$l-rDHR{P})V>0zwoWWoHHj7bGL=c(u=6WIO zzc)x8gV*k_wtEB0_oUPv@<=anpZkrFf_SrI>(<{yyG0sOc;$-{ews4Qn4{sTZoX65G1n{91vm6eqXv*QE^ZZiILJP}@v)V@P% zfN;n^8^DB;KGV9Z-7tN?As<$AuY3cJcLDXOv`);kL zaS+i3l)+8yVqoC(sT-aiFPy9az`K;Dcgm!Ots@<~UdkV=)$jC*U995nxpJ{@G>;s< zl-l{`S`~8DxqHkEY-~py^)ieVv4>Wcmm+U`yHi?9NG7BssDQpl^2pd?3MM4SdUSAb zQ0f@1&HKEwRP`Xp_sc(a7;Grd9x-)tn!$8AigbZpL5VL2Yr^GA;yK)d90yISC10*Y+59~o6tRe6{Kf`el$!sj>^4qm=r}>_qL2CXiyeo*H>o0P?PrjV7 zhuFI}$GR&Fa0%CwC#`>Jl;x!bQO2uo@iAlN!X*s-kFk$J^*!6J90mBkg2}C~uSaeJ zxty5D&B;j?i%|U3yc%duY5_y=tYZ?_@85|jiB8D!N3KyvowXlLJ?KM4rl?KqT5r%$ zXl)=>s_E#A5bb{z65%zpv-h88Pt45F($RsJK)`Rnw!_2uf`ta?DC$sCQ^U*0M@L2V znrA)tQrRzWI`R0Kj^d(c&)A~t<28~ZRw_})UWgP=QAx1Q`@y6gt(D>l_;EntNmSz? zEt~NDXU~!w2fIBNMnMXZ39n-24l4~lN4^hpfxK8u2s=1pb7J`>fK}}kOc;Q1z?>)Dp@N_E{xtlDeRWP3jH}3m%KmYt~;|x zL0Otdj5FGLV^LeRSqjdMcC>gdY`sGY*4a+jEqr2Cxwn)~%LDqL?!_4?f52-|w(y4! z_xSkVy=!Q=`g^52DgE5epAa4?8IqVNUAuO}X5S&_}lyDMz~eeEQ@Gv-jKAw!KnjRyAQFbmWRF-LCHg>gk2p zkZISY$6)Aedd6&%wNjS9la#OvV?InxO||F~U8elv^8?Y?tD!8;W1V?UqwU!Jtw91$ z6%%l?@(pKPcBPCg}Y}+P8^_R$RHrzrhbda0-p%baqike|l#AoJYi zsLR6+7C{i4 z(w8q^HZw~osIp_+y48@MrRvkCPTh~{P|9p=U(>$?H;xjh>xVEkc7W!Q4c>3Ne1)kA zYHD!gW2rAMET_H+t2Qpu8y}Nm1Asad^6BSXLZd0als`ftc#1LmRB#nP`ua$a=E(0s z>EYtCi4y@-k&9GNm3LPr8Wr8aBS(@G6YZUOF8xCJH#xaYig_DEwqGIqnXjEIrQCs zbusrY-7{G+0dd=t_KV*^^2(9Cdg4Tv?z^mNfx|xZFWbhFTE%EcW0<|v zm##m5depo7OxRuLY(7fU+y8T`&Y$vndY*;QpufoWq0Ro)75sGrayBLGM5A^H?Mn~F4fre^B zhNDnxgLf|&6qdlaVw2=c|9yTFrQcyx{d;{ba)+RBX?7ZDO~0!8>{8ekhV9#9HS~#B zCAr_eeLL;F!T0v87>@96F$OaYlp z#tI4wy7S@HKOrQ6dX5xz=C3j3pa1h`-Nud1gALb^#A)}kiQPE5fBz5UV-zWRdU^~D z3_#Wp_-s%fHJuJSxs^n##zMqi)ww1Z?mXHa5*CKMpsb>@m6@5Dl{FkC64qtUXu_-K z`L@099`2W4Tv|d9>45qJ@hb@X8_Z&ZJUK|AbPP{b>(BT+SxFdebqs%gQAx^zih z9Rz?mf7r}uhdkdQKwjtefmjW<$NzV6Of9K7|F_U;k!+erB|M}U7EX`n%E;(YUGqQn z7aI#e?H-?j&b&!XFK8V@Z6|(FQ8&OGkq9uXx@T^0P8jZ4B@DiPkStZU zQ7Ki{)MV!17+*98+res6Xt2=t{FIvyJxGqsQw5wp6H`-}J<@{5jvXT)4|8!Dqc)h) z|9xgvj~TMnOKKJYHG>Q&AIKeIzWC=C7`w{q>MXv#MkR@mhQLeu9?dgi=b@i~2b2IQ zwRR(|n!38|LU`+KcH}z!mHA5vugER{{s#G(+Is%82{k4RQk@>NU9>y0f&MXMRA_-0 zUJ={Knob_FTK^1+(t?@uGz)nYrU{m2Zj)lD0!=&RD56gOZ&ha<+ca0o(V@Y?gnH9w z`dNzR_s`R1{3E0^2LVgPauAEk32Ma??`Q<9L=Hc=`VH0RaI4A9)^Tu zc`P`kXb=mi!%ikUF+j$$MqyFA?&7j<%Y94RH4QfqY|xbac6UZ3NLUB@O_G%+6RN}Ac| zGM3jrk6Np`=6^{deZ;CH(vfYYy+B*CJfGBN859tZajHjo+aan|b!NerW`_^`Oj%r9 z9PCFBiUlmb2nVZbXmI(wjy=)P0fN=-*?1nU=!<_IvQFU*yYjo+p+7d$@}9C@t+%~S ztqGdP1o9j@#NgO1bqzWokR{e}HSv*romWt>L?s1nl!px}UOfFv2z*(=SF^NYQ?$wI z{=~z{&Hf?Sea{WYv}9PmvFGMYHvC^uKO6SE?-0pt=?ECRkL*!8DB|GM@#Ah)95C zxbMILDAGASo^Dvv2)jF^$oxi=frgZmlM|p|T3VXb>^8rLBdTi$BSSa{_leV4m%S!m zey9rNOHxY&wrgXFJx0eN?q2O0bM&3Ko$Zav<$J5&ufRom zR0a8@onrw!gX}`Rnl=He9WHFCKCz82xI|IJ7dWM4Cda)uIu3Q?7oafszoq$U5=(5k zFw!t6ZHwW{Dk`X;nHJOqE#$TwKXC%F4NG{mUtm=S_!pJ>hW>|2^+I#{+&{z}Y<`j9 z=jS(dzZVe%HST^N&DUBf;FR>UEuT6tQm#hgD6QnT%5)$J*RNkM|BLJ9a||Hy={X-=x80Qeq(!#_YiVZ=lepYDfmzSHb22C)RYG?I z+izqPQ?@fHg5>JHhtBGvWtm9YQLWLPtVK=cqNF7E^TYw2b}pyXyj}8@YpO59s5X5{ zy6A}svvySa)2G!$c&iJOxSQ8P-b6q&r`8N#1YYI28r};3jG$G!1I!CFoOs+&?~8BK z9aL3xU{5`Hg;~qaQg4xZM){DhqqJvO1)^!yZ(ya5R(Q00`dESApa9Fm){Teo*P+!Dlm?>XmLtW z*e<8!3d8DAEQJtPz$!)z1s~Ajj zFBVk>VO*`1Zs?n`A6^tVv3lGmtHC*Z2P!d;|`jX2RmT>vo-r;oUzN5ti8m%$p!~eo0hMf`E;+)O<-Fyx>Vp z&gUn`K#FAO`sC|(n_oWicwwx-2AY_Zf4Fu2AZXzc5Di#jWR8Yc*Ze5+&)P^ROjs}4 zqrHxcoB0{m(2}2v7(dsA1WcpBi%rtVCbL8Dz-?DG_ z?%k(OEkT2NV{&Y0{4MWvTz9x{1z2Id=y`GLKDx5zFMXbYV0!JImev?|X&VAZr$ zgsQ^Uuq7O3;`FOT1vO_eYKnY1%>tm;O`QBJ)d(b3gSTTadTf~>vXbBOsGfh!B&zry z&LHs0r$>isUE8~XZr2f?gS@<{PCu&1%V%Ci zH^6U~>qo$fJY8yGAA0c9j%<0o>xlv`K|u{FY>GSPp*ksP2pcdm(s07C*Iex3)=x_( zv1p5WDZclUzs%C+TraOx)Kf>555?Ka?fiLv`gblR!CE6dCHh)!-{90yYa)+Mr5`y{ zG`J27vc>ZsL84>v*+t-v$qJYqWLuG-&WT$Vvym&rVn5tGTyYo4&90qS5sJXCUTb#{e9B>8D+J_X-K+j70#1 zMzF@(G-c61tj*S4rN?1TLTT1w_x<(`9TFl-1z>DOt$0$=uJC%(B1;LSvcNsT7ioPV~1KFh9KHGAd(tDdc*p2xKMp)Rn4r91T9 zA3T4qr=z2Tq`M`{wEm?9la6!tY4g0}f{ugNBaZzu&_W13vJ&UzrT8Df4QAefDhJ|Q zd?x0)Blw<Z$s&MrWMLx&RX zn78KIMMDg;)-Q6+nks{hZCLnG)%q4scFVwK-t=F1vLo$TRlWum4Tx^|hnf@iiC0)x zqRwz*ol#bPKyQfp+>v7@|DULK8u)B5rJ8 zZ7D1iaDffRm!6AchIQHSogo}=1=}hwMHM19J=LhxV$nM6E%29(Yw5rW?nER7_l%W) z6tO&;=&&X^8Bfp7+BC)m(i?&`ft>yUWG(PItW#WyVT=$*+1Yt~K2}$sLYx9y2q-6N z-IV%vLpDfwmMJ!K7Hi(n=^*Gj2SK4RCe*jHxH{2;OgOJ@VAb`ZcVrI`EP7&y0XsE^e zgZ=$)z!@x0$ji5+>4U;_?YDylp_6I=et`oH0Yq8$T~jD{bxJ%v@b@9nD4O;9lOo9| z3%-`#gu2;QLJ+8YQoO-T&vrRuXC`eC9gp@80p75AASZZHAsSf(%BWgJ9(aC3>Q!UW^cQXKjdVf&{&nVA z5TLPac47x1137_BFs^0^r9piQlZu>z0vo^SMQ|!Wm%t3hpP$&F_QvfN2*%NnS1*ja z@J#dL_qDC_$}!T8jsjF=(3OalT0F$g>$S})vbwxBS+K&uxv>ag1ZW~1C=5RgAP+&t z<#*+QV0KYKxFGZC93u{~T+7gja`{wS>pZ$`Y;9I^+I#r`j}stNmr60-XT&S)R{RnkImdT{74KR;Q~MIJnsXvWVS z!i~I53$}IEcV;K89H5x<%@=Q^#3$`uo8bQBNY6iwc-mStGo-sga^un zf~p68WXc>dfD6TM@+=XSxkG6{zfHRmoYSUB;zyMBB;1JfdkFJF4-**eJB z_-r6{5FUdWe;76pIO=vFz#gOHS$JRwyW7bAgd3C^&eB6d6`R#j$lhDOpvqnKW^A`>Of4 zE;%GLRQm{%5K~mMd9!(O(KnVq{;Shzel=ZF#k#0DaQ!_{A%P}-IuriXtADwF>Mt~- z*zKm6rDzHK1kn{5l%b&^Su%hm7AH(oCk_1ZFf{alkAFY_{s`N~Z(EpykVvUGt+9C~ zhzVQg(7kk^1p!qUq%tj9#t>`B??YaI#^*~9IU9Tx+Ew19o76sk^X51<>5Yji&Mhk8 zFzjj`VS-C0H&@uXWe@8{x?N4=iVu<)W{&*5U@}D_E>P8HnAE~QN`3_l)-7F3zR+cGe7PA#{*H;jeR7WrftDs!WGR)O>Q%ik zfUlWL_3(WG=&_!(H}d9Q4Hvm0bkR>ISrqGY|mxI4Z+OVFjLG{4Q z;S(4J>>L_Y#4&?+>$Lj-ix2wjZ!8TGh~>nq$I==2wKOv)2`wS-Kp=x!^3qvLPE1ZIHK-* zjCZorGqV4KL%g#%cD?>*SKW=3Tb4I{uBr+baWv;)hXgQk$u6H#!VC-pmK1FFxL|#@ z#2q_0Of8I;=vQ$%E?#U-x~{78nUz>9)2Fd6;r%+Jt>5XHmax7D{b_REYl1-4B4$7Z z2m5`V2ca&2{v}3-Qa9V0Y(1cgeRDeFtk-Qo`HpiO9!9Vpy1T<_5kewmAnTGrd>_Zk z>qvh!6_wv8u0fe^#-M9!`A(j6L6ZSQx)I<9V#yR`0XH8XfzYj8n)Vng6_F*Qp%#wc zva;xyn0;Vzd3dbwFld;L#Lwg)Bsu9-X+_t!uKbe8ed3r$yH)(ATxo~d>YzD2Ac{`(hREg+u2`HGY&hGhd&(8Y@rU$kvv;h)3J{()D; zU^ow03W1ee;?jvtc+tNkR+e#7%ijX{(0XDtd>!Z;Wh63Rjzvq2&K8@v^rzLvDH@{S zHYnF_a2Rb@PilVr__1|I_9)8#+K(Uq;8*os2lw|!qbS&)@>(^3wb$^=4-qQyo8+!A zZ*R$Rt9(z-83l9Yp)h=}3k7m1hpWlEm7|FL*Gn!}m9^o2bK z#^MKL#<3~t@^-jWnaH~G5TKU=>P$5Ez}@3R->`DP3hQq-nV!E+egbvS_sftB-I{8a&YAdKIv zVcKJx;(jqPcQ~#AD~9T${ib@%Veo=G>LwPF8WqCaF7LNr+dm3@El=JQS*nFh1%ui2 z(DtoczqM2G{Co*9!5lSZFofR-=kA^0w%z*kiTI)Bym~$^j%6*|g(BKN>%QFTNK*_T z3YVm)j+xf&_GQn~Vn^TPl~ONc3k3Xv0ulaV1O)Il;0b(SO6?02x=qW@eJWANv<@w~ zHE79QUb$Ifa>`-d_!8adYex_JcMscE)IC^4swqj18$LzL;m%+sJVswQq3i;x^?wZeqC#&vb z$_Fmtajs+V_3?RP&qJXKB@l3szCK<#da6o0%X}K3mA)QSxr48zO2{&mLb~Q>>ZibH z>U$m(qHZ%x&rRQJ!$M0-3&X;PA7q|*Pl`r3iKJTcII@%ozkEpSW;489c@BeH84!G$ z3mzO8jZrC!;O3uzxA(D($A%5Ku z^On6Q-Gu5KnDzh{*N_~r(4B)PPd;4|fPYAnJLHYjo`>i6K_ajKhKWeZ9TcF2tK`R?>4Ox@<4$KSuVplo8*ruxvTHmoWdT@;S z>`mZ*VE&7I_Dn~aQ10#T?;jeHlcx41_l05sfw7e)H;saVfN9>pw%^akrx3EV0I%$| z)5yoDK4J1bBPE3v05e;)*@|@^YHMvEzN5~-BfN9xj!Uoaj`nP;B+>R;HpZjlYoC`U zzAoX|fQI39>zFypNg9D7r__wy*Zi7jA-3oDv`fxfh&Yr?8z1W8Q&WmnVR#_9yYv

BGtnHb~w@4R#H_;Ivcnxn1` zB7%aF9{}%Qmq|=FsRsV0;eUa)YiQ%hxV0@U&UjP4#GxikgY!ULFSwuDyQg)$gEbR6GFyMm#+GXGqKD+f!4B7=pQhfc9 z=H#XGM}3Zj%EivZzliWQ+SdpAUwQCRz4>dm_-6B@gvouK3Vq~dtYYakh0W`IAZ6Eo z(MNv3la*MP-=ifpYe9`ge7XmPql?(C;EHVl7iz>}4}^{E0`M?#)qP)7da)(ws@lNHKH#rluB z31i$ISj-yaz;l>#HLZo!V4mXD5ZO>V4E6Pu?Q*>Cw|2|D zmURJR2wB$&m?+47h?%C!SM_P4SP+L7p=<~TW#r^I+uMIyZE=B)gZEgVl#YF+gU|!q zNr1Y-j!x9~L<0$Q`P_m6bg#z6#_ATkp9DjKR~3J|@fU(+PSYz2^G{AmX|wOy07|Om zl@iCyJVG^x#}tDb0U>J6-P6qM&_X)mn*8G<3FZccOim|;?GTKH_U+&A0d+_^6OIKz ziMCeKT+EN}-;e0z-Y-f;L(}2IeUo#RM#mXWK?)#oDK@0(zw-NZPignA)HBxW{^BbeB+7j) z7-#7WY;VmlQGx{xo#}9MPE{2+4$ok&LCynoV#Go^Pp%j%9=p{CiUQ?qP*9M4USWFL z-|CrSOOkKk*WE862*Ap%c!Wvf#zZLy#hdTeov?T>AnX8#l)t~?$yHf^g5qczYJR5y zqV5Ik=BQnN2CZjNh&~_;vp2D_pugvxVESsYO;N{2weA)IHhn$z(}57VYMidJne@|Q za9r6)GO76|&QBoA+MaX!JHERhZO7^SHMLPh&9us#PQ%`E)!@bbjz{B!RVQLYHh_h#EyMJjyI)KxKE@$V@YpfIAPNLMPE2n8)~?+0?R zU`fOgrU6u8ROM$;R2KmEqfqjACeK?-si013k4;=KA6k@w-?_Js` zZ=iCkthreLZGzq1#V=m|{jk^14TpJdojp2uY|ExioG*Ixi2L>BxQsMc-S z{xe72ZPNlyOEOrg1sWPb(0)&uuWdiYQfjWvKg7s3U3z+TqW zq$bW2uwEVeVgK)_LXMlQJEwc;jeuPym833`AbKsXpQEIx+luC#^qCNR2@Bs=3ahrUFWNkLx$2q3dzk2m zO{;1x{`>U}E=A?~SM{c2-9_X|4C*oJ;oIi_+#W@g%$ECKZ-4*?)&#wzt)})~ZYsxn z32_8Z5U$EhsC$k7Zaj)BpPSZIVBaCW%mCsga!(DnjH6oL_mX@P({M}e`zrE?R_CAj zgxQuL^1(KJ6%y`$E*@kgtL$J;PNZ%_9|q)>ZS_Foih2JIMN%De0V-wz5nJlT1fV(^ zf?P+lTDVidxiasWM`-)+-IAkQb{_Ys=;P5VZ0)=$x$W4Yw|3}%-UA61h=R}*Xm*_) zQS(AcHd4A_a_HQWr9GAN&*r9t+t!uR{3IEpjEMah?psh561B zm`K8oz0NnM71~A-HJ9XUbH|#AqSS%QYTGcH6G)Y4T@o@E8YN=??Z<42H&0|gY477t zK4st&LW2YR&!CW;04ee7@PBJ-cff!Izm5geGx)lG292$tdwe|&)A@Z{O-%a7x`+ar zb!#-xtpU!Pu{b9!r z99;FGtE*@eFN{Lf_Yuep%5Hb%+FeEY3AkT;QPV{gQLY8__Gj*J@*~>QV9JjJ2*{#T zTe1+;OcTQ7?|~Qh@86#wt0Oq10}Wfr_T=o7V>ABkn_;Rc&MDZp^$ySql4H4HdMa6* zhnm8FNp1S-O!y{>YLZMe&d4$`GTJx%7-kw0i6j?`ZZ%v$VouJ^Xi2q0#%B?I2;Gwa zT!x+Qr=o3BL5?&bL_={!1d|EKH3uzBRaF&%fIPtAW#NSDNUWePaRig7XaWA?>FP}Y zQ#Qj2^0(5&nE-Xg9&WpW&q;5+LvDvdl*C~VP5Xu6*HFyZAdeG#q@lznM|QowXk7A? zqE2iu|A%t4jIW;`st4kx$8NQQjJO>!>^7iIo38xkb(?~WUv?Mm&%aDT(fCy4>@^e| zWXTOkB|18q%&Tb>qc;P+cu<>QVet!bpKiWHR<{)#{!AFm9CO8KFPNfc2{dpDfMJG9 z9j?Obz9z|qh0px8B%Rh$M5$oai8vEuY>~D4>4xP{g{J7xga%ClbQ2{i|HpE%Kkw30 zP&_|~&EP)(mE=Ly4;(;Nf}aMheYqFrqv_#f&Gc`my#;?sQB3$GL2v}n@Ha)U+R(Oz z9gIxZ#FjneV^_4a+EK5-0Z=1{BU3alUVLrQ!V9h?4_qTa7RW6el0fb`YKm93JnA2m z`UZUy_%4{4RW&t*Aq>irxI!L3eiJ;69ssrqKyDCy6S1LsZ*p=>`pIWJVP#!OBV!`a z?}7g7)|_^5a8NI~5@=-&S|11r-bR%2fu0Tf4jnSX_p${33?TT5At4y}qM`@(f#)Vs zjT^!Fb#^w|@|WP(AQ#jV7F!uA?2w&+F7t^MPwWb;F*Gt^OQ3eMvarzZtKRn#GSG*L zio=Z5kT-x#l*0J$)C!p~SWuWQLpFs*a9$dnGe?ocHo|yycAY>otlCo5*WJ2$&Jl!*H8K z#A60fhr6ijpQWHMA4k0h9$uQ?<+stc@O(5{A?{dNTEfRpLro0Hlw@sgSVeqxs|uzv^3c_20t30 zJ7`9@O%~w$K&66E@fLOr#gx(`9&CAP+!%yy48Ufqf2@W0yq758A(}Q4v z=YxI)MIu}f?b8@AT#qQ4!KfuIl~7S=?$ON=LlhK=h*wDv2apHT7vK*T5vOt?$i9q@ zCLhdTSbi5=D05RqIy%-fO++8rE zGU50Dr%|mP#Ewup@jqVIcA|v^TLgp@Jf;l0cIj1*2O#`MRq{*T^7aQggzMVzHk{;u z6BZzH;)_tPb)bJ^_vl)R*AbKCmdMdjD??Sx%`UjRp!u6zyLMKZtPtR71an9%!&(h4 zb*I`gYIw5g3Nb97$j`TD11a(bL>D>0}9>4qIWg@fCSf+!-J{Oi-7KIE|PdbrC&sWCR8? zOn1_lw;RsNfDIqd&v|~zj94n11Qzx{#~seM0iZ>DZD=!^+hF2&1r!n}biL{^55CD0 zG*TM}Cpn*hmfZ!`2DloCd9FjE%5zCc}_2FX5DAMK+IS{oWx;}eUDC$7DyXoS@0E3yn{)flPLgph%agS z9NV^)z1a)~5?rvetu0&wyZrfic=qsPJ^S|6ApyPaRz-~EEsA<9O7H-%H+PSwG})2*uI2}?CI%=pbw(*pVQ2!D`$^hGH@hn&P%*fRTi`<@@k6> z5mpcuh+P&JHdSW7$D;%o&J|}Vq|$hfbjxHu7XHuP5A(xw=#nY+coTT>6@^q<&Tez@ zJc&%_x%gh>5EFgE=ReaEFJfc`geTZ2Mv_Z*JERtmx?Fh__m^aQ9c~`E_gbElu^YUZ z#)gJ2v%1L0`0d$~u[B##~6$Hi21cZY!+-gH*%vUl$`l88EVlc8BhsJOIB;K7Dp zUb9rlNNX*nF>I)g)Lr$f&oe&O-0+1fA~OSckDqt09{9aX+CD{lXV8-IN%B3_$qnS8 zE0cq>W6~HVjT}4nEAiP#1K%l7@4g|M07ZB?%iq73A9(0#SwbGd10%E2F4YcwyB=J5 z)&`Wg>h*A`h5tGvtgxA8Wh>a)E?js~7^$gw#D~Zt;$kl5)2DZA9A`T_q@r===vzkp zOSknRj#4&deXATYNlYb&slUGy5VUeO>7R;;iQz>hHHs1gdcPf~v!$doT{mtVaYj1d z@!*yLn#GlsO2?l18C+6mSa)bk=#|UuF6WI%Pl&B3E~eL>(*8&P(5#Qfpl+hg>YS0H z@gMJ&NS%NAl13ZMxVqZK&-iTkV{bdH!US(-CtYT|lycf%S}A^)wz2b!v1pkTZ#YPN zEnikKs8v}MJF{uz)1~LmpTD;DPYQH_E;D9+T;)(SEO*mGPowS4$1d=&y>Kzr%uReX z3kjvrNoU4uNa?SB8SBBQgF0h)OFUjg=hm9O6W_86gR zd;3v&O^nqicoa}Imvq}ObLPIur$6LJmjfDJv9mQZTb?m-y#JOW8r&YaqX8{U&S$+E zb8z{ZHKs;b&OEsySVqf_)tM0UrMp5K%Dt^&%d;eBCpG`n7in+=sDcOf?F*)PQQ3*$ z1T>a-`}V>+mP$wN{Cc~Wn5&j zu9Tr4JpaeLPLV_}{#bR*`ND|>x>aeLZd!!>uvxmyP`mSDTiV+)o%Bt!6mOVOCsJ0` z0Da)g=;&C5gt#b4NV<9zP2DhET}#zt%+ge?ZXo<|Q@lylcjbyeMS2_5;+o7gs@qi! z{i#fq%+1X?Ps7d-_L%_1X6fF_RJy9Cdz@4o31y?&|5FgnOnx;0vJRuWA`7_hG&FTHb_}wB{tMg8;{B!K>#xl#yJNRv{lECFUZNMg}AZT&yTkz z;^M`Z0m7?lk@gJBKu^s(2cw7FNK>JW>7Wf^c+Q9 z*P(>1$fV9v`g5t`b(m2{nE%el-b0?zD5_xq2PGx*E}1yAg2Nk z#@ik>Wa6ZCrN&wsBN_IRV-&QUbll$W8)eac>j;?xsf#eRV^Ze^hl^iH;x|+2jV6j} zJa%NT;UH8%ll?y7&A_B2m}cT@ZS80kmF44wPkwwW{!&cGWi(Ahj+wJ(hiI)i5fU;m zFE68Ji!2|{`&P=bo4*}{6q2)#ZeS_OI#|*HYh>`+dEz!NTaBrDQi?!RJI_9*?wI4~m{L+wn6Ng{v;m##4_FJ&ALR@te19X)@MZJ1?^v_i`RanW zYlH~y_8+)vd1+g4X?liKVip+ZOYVGmk_|#q-!jyQHFWBPM1ILv<=rRFgUM zdGZPsgeJHaAT<2bMKE!>1lrIUH-}s@3jw@(&(#t6G1J469(0E6hi&?3ZtRjI*6x&eiVEZM5BHC-QWmdxUtYw ze!aL&Jp{^w+d(7Yn8QzrIUWET6GdKk&SvdzcL6AMaJLR3!3{AX?iTP;ZIq61f3Ge4 zhyfS3k0wJ_UW1RX2$6L6HNUcuqVEyI;o(Dvo(l^DREI&%uZ6*uyG&7W9Gng znPva3l+wiGCSv_>?M+KfA&rKHE+(A+n%QxVg>+y{CErHVcBqup?8AEQNq*BVnf+O( z_Gn+LeIB1CE}GXqRGt?p+1OMJzx57RS}W+JU9AgrikbTtrjqIrc(@pj%s4>~*+=|| zC4&@G*W_QHY7w~Pw>zmX(AE9FKbdl_ZTo_C#oQnQ*%(z-tw>~<-?8Mm7JUEv%@K=- zr7geF>+c_4s29+?ABFvAY7&}-ME=9eDE3c4y6Y)Td`Chtqa9(CwX*Y4o`lc{yJ5+y z)iJLifpp7+2DHkx;lE!UHcSUL7tR^R2L@~@O_2$l$%7@lZs=!GMUEu{um9&Bj5?aL zDx>fBI*&QdWp7Quo$O%zl;#iFY78#C!{^nF)ox6G#6G1Ub~F}-#r7E6i0UE%nMvi^ zuJ6mrVlZgy5%m|RmkM3xz~3{HWWw2oUVac)G5|?j0wk{P?w{Tyj@Me+w&gOn4$oku z-(L`f3nrp(m|U24R@#^1!q2xZOt;5GJG0X<1cF;+bmG``!ErPp4*dUe8w zUK8#~{QbH<+YA@4T^luLWVS<0{Ia?}r{~zOS~blGMgooZd)d^3XU{I9z3}j;k(YZ? z`c<)ie_xXbb7HF7?qwoDwNwX;@Ux-N1p-cWo!9rGRKedzxOZm1- z=J9&6ul|52kBRP1ww|Qn#y7R{2cUxPeP~*fo#RV7T&Obq%*tQ6ci%+Mm@z{`-cP(B zf0N~oj{g{OHEEwBw)s#GQNS)xIuhTeuFu4fFU7@%X|)qN3!!C`wzsiThvl7gz>{J1 z^YR}4=HY9c2aeI%&os^|A~t@@o?(&=FLd@hI&1qi?$Ej~m~Jz?>nty)c@rz)Ed!mM zw|%Yi+VEnNzOCC{KUgHT<8H4$mlvUF>QsBDQ^@nRu|E%<_&Wc>=I0L1(>?Z=f-dm~ zviB85FC3HCy-QK_zmo^QiLN}YTcok|X#4qQ0ozhdg%KJXTOO*El%GUfdn4!qSkKH^ zvs7`4cXO-x{=G}bj-p12^UaLT{<9R`$Ss;8DXGyJluxOC3Knzb7#d0ZAHgidSCkG1 zVto^*R(9Y-k{g}GFRCwkgss;!N`Jrq^gMZqnY4=(RsSUiRrYRn45j!Py_}fB$$d+e#{Qu%!{! zkqBt%2eDwoApuw1!5SKeQ%mLMIy-+B;iBTZttJjs*1Dl#^54<^#|Xq3G_#gYQDjpdAFE|Q)Wou73}N_Bz|o_|Mzj!l&z%jQ?rPgCHIsY5PTBr2ZZ6$FDXK=2Ccr*dxGVBU(1~!VR zf#VJB7r&hP7xcFZqnO(QoMLnsXuVILKK=V|0agcq0=A&gL^f7f*lO~Wd;h)4f_+Kr zHf==Akf?>22tHJgOb{qcF`xDCgH?KqenhHxdP!wv!jk*a61+`sc{e7&6WaCff44+` zk~oI7y=bOXW87M%^MCUi`_-6a(xBT`oM!0!Lo^pM?JK9D_uq$xp4Syz-}xjZHK9F2 zR&qMie&G`2-eQ&g{FJE?+@zC9NlBK={*~TkW7cw;L(enNns-TqE?**DCded#{0yrc^3}jv;%Lm+z?-gJW+al4fHA(Ei-nrIYU2-3B%d=i!cjInbR)7>zMPncE zI}>C5Cr^}G9Q+3lE)g|M7E!qia0{TTz#4`er8WO{(*?_REvHG4T0F_hYWt4TIASW= zin#cA(^L8$FdlMqbB!R*k={1`_-JWiVbNF*zE8aXri46h=3wm?i(Brcl#0ne|F}?Z z4(FB5&D{WyOIS>BrGBP3g;0Ax)Z4*9Ne+R##_Gch?9G!~{+=2Z!ou{am-@Bo=F_%0 zcN{%h9M{Z){P*7vtF)DvyY!KhJH5I8fC1^Yh|UuMwv0p#3OSYBn46g?s>C_kxYXc7 z+JJ7-hY=M%+Y`ZPb#>#2Ere-n{!9@ zg#HSVBUs<#y5XRUE7ZhqPBLD)Y}v5xzVj}9udWuQXUwkvhV}`!IOGo>JSc2#_%fL8 z($#@c^JQ=Rd3jKJ?bQ?q*Z2k$uRVN?n2{tD1?S&bJs*BI7swDLR5{yTgS^1>#YC7r z+d}CGqhzXLstLfpp;?B_x5qRr>q`fzG*fQvqvh%nfMLztcQthk{y}vpi6DZwZrHH0 zjMFs&dXDIBX+#-DMS`~op@le_mv_vEStFhc3{&rwel2|c8fxCK?$ar{fLBF$TcB=_ z4%6BH^wFb1XO15~4)6yB0){ED3O|3CNKzy5PoqrLj1J>nLF{?jV=SL5D;N25uw=a1mx#;o^sxW$;#xovcHb)n$%LJvA^*yPo#T*sMNFD34(of5&H zYM*4XbA|Rqv=|dZp3Cy!AT2DWPoTMl?T#U)59E=TnZTKT3flV<-+$f2`=pC%0m}_q zxrN)$)-Og^{_K!kg4{qO^cCY*JUPtLfz*_g%5QQaj*ewzhYkx-Ml7;9vd+zI**Hh} zOUYK|;SPeo|M&0f{ftXFY{kW)$_-!?&5yG_dNGp^9`mC|L?CyMVO#i|b?et_s7CpJ zwgXAs$!oAW-J;~{CK-i}Qig7Wy8Bk-+dBx+ek{OtQ zS*wmwQd+t>=EJLj<2PLKHXU#vk7kJ#9a^Wu>K8LQpgBW5BX057F~w;l!gkr;_%346 zvi*7Ups3z*SBmr1qd6Z!+V1|^LAJDRlo(@t1XRe*2tRXfJjO;Vdel_uUtV|CE$vLE z%+*Mg)Z0o)ZK0O*?mvW_;+~b&UD4>>+qdfU>CkwmpU(o`vL&)JWl#_N$g2kyiI8z` zUa_Q#pZ2AICo}?2N zsv1{Q1V^3;5$x`|lNe-v?evUs-SWeQ9>_5h6BGFgM<~Qkp1h6fLCe?pX7%Mer2837 zQxX306W;a8JZM-8N6AZBovW|i^Zm=uD=D{TXzpFrN@}4h3KU#@lH97Y8(Zs_Sh;SW zGD5BS2PB)IQD3$|=7ez2WGE#+9Ye|#X=1gHJxjJy?sx0*X!&(m+yf4*x*fJ_^6ACn zuYOq7?{cSI53MUA#o}$4(x{tcW2+clZCQ(OavED3GGl!^o(4PP#Vh+;mu^pE6FjNnJ-K7cTvo+)@ox zw{_6%h$+4`jy)Bpal>RrC&^;#!;u-jbOiS|B@Wa&es5E3hsJT$B>;n(Dfi_|bY>l^ zSj=rhp6a20%K5^f${nnYIwK5U_o0CKFmnxXq`puR1}X$?o99PrKAJ*;hC#fe@b^49dbsA=K#tt6*>R7i|!eJ;}IbG|eC zFa5oRyj(iw&4SUpCmB&tsK`x)y!YV2hcP{e20UiIpKfgUK^s=vhR=ngcs5Jefqbt+mP)5#WPLzG$Q8^y!Z|Fg?0= zmyaT9E^DKKj&c3w)D~^TK0lYtkRUg%7Pi(kxq3=+WOGdt5*s=a% zGfeG*2m^AAc{seAv(7vBHa|?!J|A!wN0pwPCg|&PbE%UdVYLj9S&TH{^@gipA-*_i zMtE%61TFlMnU$55gQMeb(s`vIeLUM3wnXD8m)J)i)Maw7NZa43Uw>tJz}ky%;I&}c4Sv7+q#`-uXqdk}3#bQBnq6ivKx_{3q=Cpz4N z?`hb_Utaw3G^T^Vj{Hh}?}oVBx0!g4K;Q+An(%2>UtyaeURm8>PtoWFV$<~4NHUi` zj&a^^YQLH~uh%j1u^c)yXO#@KjU=P6&A50Gw$Od7%`}(X`xmYIq|?a7b&-<)V1VR`V}-)WFglZSiEB`GwDYiaX}H8oOvHGuK2R zvJOcMu^_Gg(;hNIbfm1*_7z`jzpq#%fc8ypm9g9^U0yM*)1oCeBJazzgc+$&?}Nqm zJ)L&WZEhcp#D981y1Sy^cE93`qJDpoE-Cr0-4$gHl!`&i+bQp7;@te3fBneH*dlVDc4Cayw?ckuuf{{ZFt*|S6BVEuq806AUcwBZ?j<3@Jjwua6j&o{ce4?DBxL8o|Y z=g%%(DCnBerloG}mp*#b<@hNV^VMYz_*`r@_iVGQX}(UN z?w%*BPy95E9&&wLGnk`$ycx_HKD>L7?!g)MK2APPl^f>0xZS~bp;1xi4E4nU!jqc; z8L4vwwH!cOlEjOwER{1*$;6+ny{7{+Ih4`iFbLzk@N}>jqz1Zmt9`q6thTv@hfKZZ z?2|f!k3EIFNePITt9V^j3x(^o-ZWnTVG4lKAU?4ig?G$I)(^W(Jk z?b|CW3*o47Y0atfL0}>f5?HWs5@Gf~=jZtin2@mg-m)Po1i^pr?YbRsC7&LuW83Z0 zPJc2DE^|hK2?~5}1JoinsjAZD?m7AC}zTEi^T5JU!<_WhGLO`PSAd z{wAV|o;jLGYD|dwu9ymmtlM0!m>Pgpt#Es|Kl})I#BjdE%0Sg>?p*do4Ur%YL3I-Y z`1@K&h%p%o`u!?;6-%gsHCA^I?}u$@w+_JHU{VazYlnzZWoW0o^R^J!8&^^+LrhMd#69HM0L0NFXU?8JvgaO1)s-|DV&lO!7dvZf((%c|hqFa$&BQaw z3Rg@8O|1thd3kx8*2tAUo`{t1|8GNo!u|iVp@(dWe--m3p8M=T^_@PXvC@)~C3Bdk z$pX22qD%iA9%Cf&_3;s9^9VA5e=He-3I|xh;QIj{9bIkLu3h_d+Nqe@pRWPSLXT<< z6~&jTs;5fuX4$?m;J{6qaIry$yUFc=90`jW{Ad%*A=Tt1WacklLWq7RPdXhe{srqB z-UGX*m%>>6Lzgb% z!Zys(o;`uW=<4b0o?)}1{;4!I1 zcOH|K+H&5cPAyE+OCC#%K#0uaq2(78bzDLTQzDs=Zkf65zTHw_2P2QnAc&NHl$Mhj zp#L)T!PBRXByN7iiYZ!sV}G@iOJitQ7`N`D=7H28^%YMDGZe-k+2{Xpxf)fam@58z zs?aNQ26dZxQs*m*L(ri5V^xeYDYf{bw3io@Zwm~RSOUU078=<4ohg=E>Heda|NG~c zoSj_}YvY_ST*FA~*a1=E!unUzHlO@*`;~n`K?R^<&2??Kga6_GH(-E4-Mb#8-yi{e zP@m?0Cdjs})Vz#)Gz=Q$;eBVnYb#~nicrv~XS}~uUcc|w-d8L~=zi}k7%I!@Zk!M88IU(>e;u}InS(lh;eS^`vbf(QILye1A@^rmN8OWCsJuA z?U!Q;qPLo)A#q)|E)XP3Wc19d;HF1$3Ti7C1kU^cFE9SqEfGGph&~}>DuRI{dNzb4A@`@i@P5q4Td)|b5!cC%9RmO2KDQr?0E@($>rV8uZ z4C(H>zG>JQ-XF|hM0I@Fzh;*S0V_1AAOZrI_>l>_$S%;kz6@$LWIgK48phNRrZ77j zxMR`f*@L>7>CKxGo|F4UuxTYsZoBp9#+q%tm`M`c+ ze)h|2Dq&Vl{9>zt$d~lqe)e*0|DoL`CUQK95^Mniz3i}aa*WjkAShtG#xDgb z$xCjx8tu5-hXDHW0D8*{7c8vev#t#tAb=~Ur&I309K*RwZ6IQxkDB?A` zd=O2c&qZ$A$5atBP&YZ&*O8>rjMpiqGRN=xC5t#Q+4%7#)KPgjn;`q5S>y+_YDs|o z`p&79on>W33}hW;y!cbQZNZbw%xhV%m!k+#v1#<2nzgyTQ+Bvn^qbyNTg$-cX{c+* z-<M@%YXx^#?aeA`#b;%34;VC1LzKhNzf)fQ$0}ozCmA6R`ToV=ThBgy%FD_+?z~40R3Vr5PUkaYKBMJV zXG+U~sCNtKmeW&c-@dAM`=xbIp544iUc)sch(dtI;Wz5vs?pKk&WNrAze4s`~ISvN<8?G>WgHkMD+OIHtD~9 zBQdMp)b{m^9@3Y3*RNV`L@1wpT=>%Q;I-vA^R5sNwfCQ z{GRlRtNljih)B3)1OtjVH6;1~w?^;Ct&QI&`7WVn z+O=oxcs|jjLyo1~T-r`5ue0MHXnleDEnRem#a2N#MA=~UzK*HuxI<7+G!^1bhZHY< z+-{p8+g4}ATc>xLKW`qry!pI&>Z`MczAluxtS8>(C+n=K75pq*1k%I~!$FVm-rD># z68b+J4?kgDY39IYpaUt6(Xm6QmqgAjyc{wkl7gtGov-eDPMO1bSo^wy83ji+FC;g! zSSI(nyh5m4j~-_We1}h*=*t553Upy~Brr0RjB1T@mHW)2IL7x&hxt^rbv4(voP@ zhMz%EMNZSy()vNKNQKDb<^_Ux=jZGD7>VukIalQrqo7vM60Ax)!BPZazLnJzt%3d7 zwFju`&~5O7#L`Rabme>>F153>+i)g1_o{SSrBE;sB7Bk1#QLu$wwrC*w24d8hYv6uNtNlLS*MY+sMGJ8o0BMle{Y>0@6_{2gc<=3PC_M@j<(lnBPpD#ME`%+vU5B_w^ktbnC#- zo%$4Pjj1ml6EHJ>HNCp^;#b(^Els6KLru#M?VmGp=RCu?*{&ncY#pht7c+8ur)d*9 zjg;(}b~x$Gw6-fU?mw-XG)8u$)tq>%vNNu8XLTLadQTU1%d1vlQlrmrFu{24#qc_V zmp|X_8hUtm#;(`iZ@PLN366;t@&y%(ikps6F|K7Zm<{afPQ{F?Q?2I~V`F2`36$-y z{3CI;$;uLqx*Vetb8B4zFP5w0(*pe|et~OjVE;YbC{h`6yeJxnQ&FB<7U438m>&hZ zCpasC7Op#pFX=y_?C7Gy9?G*Apfc?e?2v!bIL>D4uZBEIBwn(BQ>V!EdG9yhAFhR{ z_!N^i(OOAE9&y*0_;-g2oNtZBXqAOohsKQy_8&6Mc-pjqIxfWwkwlQMVm&P=yFjS( z(qk-|Ay}95UpHTDY-Am3kG$_b$T~^?0rp7mRfPz2@w*!#WCQYvEhQ?DM6b-a$R zS-S0La?;>G$G&;(aeMmmeKi#Moa}4{RR^7$Uoe*?axM*H$}$hV?=1R1A11mSJSY^$ zYqoT}If*M+oPArdx01-S(n?{Mgu=D1Q&7Wm>cd+EG3p?e{ zYTWO#Ulaw?s;ZGvQQQ_;)&*`JKa!i# zaaIwmAZDnns%m5Nv>*0M1u>2zB$}F7m8GNxacE;^xad+p=J^azthUdtCa7_=*tCEr4@p!p| zy?uxEqgSEE0+#G9w-=?~!qztXZ-F?l5%$$9tD;$s@7GH7f>k>XA0Flr)#`4$aoiED zPAqIpuWT1&{Hk4mW|i8g2P>)){~S9feNkSMN3D}F>|{Y_Ex$+og!n$k_C~9f37w{F z4X;k$ur6SKRe#x!SEAZi7yPS~VjJqdSUP|OO96{3CJR$cfuj!x26}w|FxMbml>0L! z!!Bz5lD)ccFpJ6)ybspYwWy%GxwM@}3DaCWhvhqM*j&LhjalI1XU{|h*Q80?d~khk zgvJY|36J7y?d0Bj%Xk6E#s}OI)q~Oi19sa+&7L*uN3HequC5aY3N5&tT*pr9TdjG; zTVphocT!2|N$oEZsx53__Kq+P#+47_@4Y_iw@wq+Sjm>xx&H*u>=Kvth`R{%+s$k( zEp@T|r%-F!<3G;eQJq%{N$uaQL#`g)dX}yyeTeMtA?&XJY>?f(3|6R6_f)WhfAuYk ztTlBghvZ9V{H;$4X?y72*{#8w#dhzI1I=`ct$h8X-*zO9D`v`M!#a_!1`XX56&qeI zJAm%?LCiJvwB)3ohPpQyaFknCw=1celwN+e`Az4zw_1L);7BjMBLhF8V3|Pg3UQh& zB#7P#uq0d@qn_P!={(9wtANDJH1%Xih~0t(z54eLK6Pp$giTxoqslSc2N zsL`Xv2PL3(+K9f0S~)0rFc0^^ zMx*iXn467*G@V#!^rBA7jk|N_4=4>6tJ#i3X32(nigQ3*IzNPpaB<;wBMs{_+A3RM z>U|!Iwef({K6rftajQ3F|I{ zp`pc4zsZ9$?k>oga>P)? z;e;c5%?>)PjRRx5_3z(EhoQPC7Q<>h{Jan-V)Ge&Ez|x+z7x^=$@a4nUe)*M!Hyd8 zka`U0!5=&@k{dN7+Hr0I-%3$}?!h5~*pGN39vIBY`=O+<3J$SAC%>r?LB`;q&ZLIUa2Q@xE-_cE$ z+}kOVKUBwCp%!KMfzb+{X#i(7Ta#MCu=3=)a%wZ~&b73}R%{;bbzCSC;S_~is?+Kz zR7P&QCpPXmf4*!Gk^n~`KD?tsrY6tH$iSXqXp?QpWFwZnzuhN|2M;HQ?ir*cmO##v zR7w?om9&=&q}Iji*cQK1w74bC593q=Grup@H}EN!lZ!9erBL|UkYo*^Iu<<_o|PT~ zuDu_g&9Nq4l1bBRe(CB82JNJ7sGkaGJLYn@&aqtSt+_@~dB3&Q^c44ZW&z+HIhVHk zuHU<88x<8E&I;VG4gPPA6e#tgj3KLcm6bgOfxY0sTT#d%F4ST#*1W)Dr%!V9$K3So z>X~>4hCKHWlLNN_W~WZ%Q-vdSl^>JR&*j(LnWdctmy!F7m+|OmQlV(RcHa1A?68sR z=0kXzGpE?YIy~okt%_8fL*QKhYkj1wsRo*)ja$p!9l;xYcIK7ipeA5rV8~w~{yhuQ z{^HaoWKq~vkD8UYUL!rd#y5YSLi&-s^~#>A`xE=nZ%&u=d%g9_GBT2uk-tGvog$L? zfo`ZmDq%4LFD9CQ-Z!*iWQzNb-R1u9uT?FtzoSL4UAyyJ!(N5pS>^6wyIwp0{Bo;x z(&V-oR&|YQSAB%G?B6;>jn9f3L)BNcHkh9k5vi zK{40Lq2&jR0=%I=&>2_vde6FvW?3!I-=C@+m;MwdEs-7szk$C37m#+E+}GE@+Y2-s zOt^elq>xal6lF1{*+#O~YC);U0Gt;lWi_nHc&Z#a*0tNh``xonw zU3Q^0I!9McL?0Xgyz|_|4Ve}e7jhh)do+{84HX{D*t4y~deh`U z*IWdpN$m5Md;?8X?jf-rHDAqo;9K&Da72hYmZ?)_ee1Pzbbg_2eO}U^718-@?D>+g z#dq@AOcK#P)DS2(sLt2xh`nm$k&xMABg+%|uhUTk&F<|_+Dr((1+7wU`m9+i|85NI z(Q4Y_k>hl%h3tXI8j6#5tkEiM{x7g#|F+)O?dihj2k+%Am1kq1LyXd->07oWR{6sGKYKlKZ^7S% zfg=f`_p9Dq1c9AxYKlWL6yW)}@AVgzGRoL%0#%4WV4bIon<(m{Pqh87(`7n!608!| zuZE)Sszw#OR`?zCaA`a$5PTjkD~dujgt@41O7!!vC|R|NMrFLZx+~C9B< zl#Mcmjae&pJ>txHvd>m;k;t2S_fF(s5RpKxxhSIGWlGMjT?H;Oc=O?t!dSmAa^fU> zj9__vId=-Ur~)vX_0joGr_`3*<6d!0t#`D@4Nh`z4Lv4Kjmq2n`R*%PesMn?1Anpo z1_S!c`4fAeK=P{yTc=S5(-V{QM1dNFrDygUG*0j^@a4~;2Z5nE|3qNgduUw(d=^p% z?Ws4jdq&8)73)FFsp!^g&EKb}tB#(Xms^zG!m*uo0TV4`L(lowky4%$A8tBTRr{Lh z_W2hT=25mb3l}Z~32B+I{QQu)j7m$a0y;GpL3gK@{+v~N_hA%M&7=X5PCb5a_p?z; zZI$yu=s50n`smW?B`d0w4SwC2eY(iPmsJ&O%IReK*h(dtE?1oRj9r3Hi;KDi4F0)= z!qr-sv`tkiZd2kFH;7XOPO*l4Tz9ck8~8RWYu@hrav!YHyV2_p7@#Uy866)PsVbJ| zY~5jF5^3VjorxJSCkN~3#POC(uyUSnW7GeGYataGi$Ewj`8eqab6gaaCAGD+fK5$5 z@BP?%{?+JT%Brj&k zk7S;?`O2HL7wP>7iwx9&&Rf$+Knp}KD0k_~6}H`OQ!Vd8v9Va~_{^|fyLK7ox$a^T zLa!mmyuA0`VHss{I6R7FUqr+N$GwJLU4t?z)|0zi#i?bOkKNHGK(0bVSQfOf_=@e- z)#q$N_f|g{-o5_^`P=h0WXtsF*wtmQ?Mov`8=D;#PfR=a?kFq%@2QigPHtnfYeZSt z>ZyMcYi*nUnb*d`?*w;S@k96YPjnjZn*O+s(d)Bn$&;p@yQC~ifkJ^BV88m~~6K_x#Y>Y!v=;EQWD7mrTFFIrL7BTC`w6Efp%am`1+ypZB&LS)$Gq z3IxxoAv0=!x2%vN@-(bNnk|><5Cap_RzdW4(~S&&wo63bJ2?oalj3-P2T$1rVWw)m zUdXKPm&}r)DE=4{Z{K=<;EcOi(1wyiV&Azlj8u`3tsJi@Gr}ZB+&|D`i&D;)@aD=Y zbg_)AaKkGjbWYgR8x8J_p=ahbAMFUKaXMZ+<0CO@9HpSFH!Gt_9ZpCB__6|zkEgDs z70WzO`}O*Og7FP-NP+rA>}=+6Og|Pv=<)QdXO-_#wZ4a?pFH!2fDc=MqS}*sV0gf& z!Go8e3&8K=mU-0xi+rb8QQ^Z>1sen6kDi_$4)(A*K`ZoMJY3*A{Ie4H=D<6}Ai(6xmCKEq*- zot*%RAU8@$>4brB=e08+O`>ho7!0GHJh@)*i3Z6%kxKtD!X&ah{Il-eyHg`G%7u*r zt12G%IF#|qX;;i0#om)tO(CqQpqfc->N>D{}yFzMcVSMaTj&t4On{!sSKnmMzlKL{M0Ex1DTB~D`gxfxUN ziIFAR+FKx<(X<>EgK_l-pOf{uap)86&3Yy(YQG<8$w*k?%MnePKv#S@LzM`dd9Up@$-1GO4PS6HU9t6T1=e(qkUbKU6UT?%}r|n+5;+c z(GZ3MCxiJN=L2HyhBejXcXA&TFWrzYIts%&^i^N(Q}7k?myb_Xf%BW&`OY_|v7rW_ zx3Ff5gM)+7gTVBW1Itqs)_(6ITexBJ-`k8<%bI;u(8q7ziT@Vo_y4}fxUWsh#Bx6C z-DtA`n?GKoT;&>poB4rC?G77FATFi5EN4_9!67m!r6{$;W#pop^cL}n?{wQN1%Z}` zbT%Z{H9ldT3zKo7osDKn7IdzAY1U=x9FP@*#17G|&tu&@ZX4UfHLWz?&q6RizVQIQE#{mFD zWcDmy{%&ilHivgSS*i$D^CospQ1prg3vy@xZ7lNj7dg0KO0fHWCI&`%9x}K!_V$On z!sW+Bt~BGc@ai*W*DfpFWP43_hP$I8xj}#VFBJMD03Vy zhFeq)R2r}2W%kspnPAbk*7IR!+sk<=5VEo=*7F#V^@9*pfb=7y+5G*(H6}Q-8R5vc z%v+1kG4b#$ersW6RcY7NBGz|Ha!O?BR=w{@|5n(T9$NS7>h%{#2YS7_kntt_!NZ4X zu{8}UTUW|mT-%#TN3^L*hWanTN;*Xyq8(5cg&{rh3CUW|(BDuVE`vUrCC`>^zZilu#m z;zmj+)$~h3C*U?J>aznni$316~h!bjX?)nPy!pND!w1SO5pl>hnSA#Jd&2 z_g6+^?$$n`+eQwVRm6`b&(~A$FIM|d>nVqLC%WL1Smc9#0?slV6-NxLHel(J4?7q@ z$PJIVF-=&j)|ZlyJQeDwI|cd>NQ_Ujc(}XRo}{L-<1Z&SS1b48!){5Il*W`+NAD}qKNX8*k@#(aeZRy-r?t(_KAczD8A%o}-v_Hg-9Oy3xNtVQUA%a3 z@AV6hAHK@}xZ#%T3)OqC-YrdBElyU@i$1gr3TKE>GA3^tA1m)?tor2ldlwzm^sf;B zEDkYye8ln0=+COJPOZdI_ejZ4$?esybAJeObhCYGv^_&>=O!n)Z$0|+L66x8@VZLA z!A{{8v`bKQU&vl*temDU2VvnXcUiAn$)7OL|N5YZ9#Ji25AY7L_RDUsrJ);(_y`?VO8o7 zrGQp%G=+i(t!*1Xa)t*?H=>88?Ph$VhrEOz9}{@&FE3p6ojLpkz>um0;FwWJM}7_M zY3N5E2ofH6S#i{IM9U`|n_%O!@%5GAZEXHoMp0YgqQlgRd1H?cR%WHZHY8Wcw+jZ1 z)1&hEJMKE(4U;!v%jaY5`gj=g{cWn#`qSM|AP<#@RSeXu(5G{ElMj&t`1&L-j$@fy z8yne-dbz*q<(yKvUICNdNQBPJTnzWt{>m@&_nUZX{_b4%0Q_}blqy-|yz z;rub?Z~+qm$6#&-W>F;8MY$=<)lGx-C|x57h6ox**LFPd52{po1cPxH=#VAg_xhe}cPERn+w7C-b6J(OfD-{@5#5oG4*= zc_CPn=uRQ7B81x%eWJ{Yiip_4?v+K!H;+={Pvm$$$zy>$&KQ?3SAviryc07Hw?EPQ zrYxnRtn7yIA7ZC0Sriv&8sD{(XQ+9&OxLbI>kmC#D(4T=V6$*1JIwPHMFzVKGr#{Z z{b)8((|Lc;^l}4*T}3s?)dlOjB$a1d?Y0X|TPL;VKKUQ@*qvFl>{p6RzgtaSQeA%&Mz{`sW;&lPZ zpwjWMB2#%jzi}*I`TSHO9)Y4u-NI|Aah9R7T;*8!eOB50($3!FDjNJ2|EleJ|I5yM z)m7O_d?lHsGJ@=lUU+?8dhPrLx+CW*VrIRcpWhZ#UAzHMCD~H<$*B(CMc+r<;3Ed& z);a*SCzGbqZt;&_gM@AV9DiYjfsq^N*?n<22E#aJ<)f0qAz$_d_hdor2#G;M^^Sa} zA76qCiqrHJJQojv*D**U2=y;QINuGMcbmJtaK@(v3zRn^k;`^-MDk+$+v{G8KQh~I z%&)X_HQL)tZnn#4BObAq%a;@z1}$cd7up^P_)C?CK){v^67+zzzOY@@)_sC_Zp z!1obCmPYS@*bOfpq|WMfcYsOxTE+Wo-Ojex+Fp`p;Ly)|Tdc39PR4L-eI7W(;GcYR zci*WZ*8lSQihodZ)tFGNOdV=qU{|+hSH6?zo98;m2qHxi7u2eaAZ-mCIC_EiT^&W) zvb|tY&n<|Rzn+v{8r3k}CjZtZ2{Cg4o zPf#_f_I)4<7mG_syZ6CoCqqUzYk|sFx)4^$yxz@>73oL;bYT z!u>HBT5>L-rgKg$*}rGcH?QfIp#V2zSEbJTE`)`NT3=43=x9CF=xk=8XH^7mesAer zM{zUgI(fR$Br|^z`lqoWXqg?oy+KD2q((*MSxu0+vS=McG3xs$Ze3~N(F$>64Yd@6 z6+BzI_3mvxXO2(}{38;;@edMcnORl&*(tyIO=~lu+G(G0De&<-l^*9RR{K@|ca!f{ zZ=S_XK2Vakw&ehbHyJ$MXH#Rloi#VRxx2fk_s>RiBess9E%o*F^bRjyE|jBPu#I)H zqzM$$8oi{T4S|>@8cZKRcr#0&p2rV8vPT4Nm=#ey@K0}5gasAay8lt1gJh!F|$ z+#k>%Zjm=!>d&BR5KGgih2=!X#{R$=SC5rfP`!DQT7#C{{V#QMnxAJ|Mf)CN zKMs86q9cxYf6Q}sj`aD?VATIb-W5wXk}5C}%lUjv+}&eN#@jMnbhQ=|Pd442HDksJ z?X{<(p1bk1;JfWLp_&?!X4RPX-E-iFZKtTB&>E^toOQ6b=c}Z;|87b0|E|Gf-v6$F zzsXo>ghaGHuKLPXhbXc45g~SCtQ($W@aO{Z_&Awz$!iQ~Xu6<9+aP&6^F_`hhZxZe zfsy_f+`n19y=>{y^xSVw&ppu2++hor5$k3)$GR#GiRWvO%-+vuK8c&#i#*EvGfP1lqt=&sl#|vX{C&BgELa;+7sSnzyn6}d zr#542QS9jjmlF#qnwGuUNsAlhlITGTh{$m^K~1on&y-akxm{C?seReuzQ?yCki8A=Xq8 znL=9NxDgqeQlmvo#lpt@NWK$pMOYR395?{`v`*S3%@2*}{M%wVSEE$WNl#I> zyvg^Nt!Kpo3!Ac6Z!WZy1Qd&Q25Jqby6!59UL8S7%Vq4+jO|<;;CRfiYpZoabt#zu7hYK09^#62*q$OkeahCKh30VVB>-^??$Hm>0hj23s9Z_QndVEaiQ zai6iS!lH;=Y(w^#0En>e>&5LOKoU1Ph?`ceL>NURIvVkey>X98Q9x}TcJ7>!(dXMj zO*&vrjL{Z8HEo~xspj`|eZ_M0>(O+}0b;?Qdx(E$)us8O9x%i&M}Q_*$7mBeRQ?It z8V5!)l0zp>c;1)MzG2<`NxsdWBmtf0p!V@Ub4D`kUbVx+J-uc$d}SXDV$s|!@y0&t;$S5 z69kwJ^xtdDS%PkDeH-HjaU}}S)Mt`Fw0Y#h8}^w+e|~6(=Tur5qrZe4W$@?g0Wo!; zs9Up59gtpLY~C_FFdxf+Ph6P0kP6y*@pA7H%k5L%hTEU~TSOYWh0N-+WA1l*`N=O~H}l#}`t-(55pj zP#H63Eg{^Xslm8D7D_#`ma@t3q#!xK!Py?|v_9$WQjqB6V z9L>)pPgqi=*%G#w$O877K**zFgbRCd(4Ib$7r!m;z0bXQOq&xEo3D;e(})%XWh zw^qPZT)tfJdBh@*6X8qcPFhJ3kKo zb41`1UWv=b;H`$rY!e+?)_GXGi=d;3X=opR=GllU<6>_tRAJGSoIe9uFU|=Px+EZq zvuDnnbX>wL|M&XU<-Skmk2po$Rk)wVV5Hs1MK77w{@T|3#*dsZ!Nx;&1pxtEl+qCX zW^=e_M?_pK!-2)7rhY#A1{&Drdp}HrL+T|YtQYA_Q{l>&hl>Q%a*6yCy)el)gQgmT ziDERo+Z;=BE1<^p^k@1mx>||{TGn%7$Xn~IdsW>P#FCh9!z;lVx7u$HF;3IBb2oph zGXTIqYd|6_MMxNLae`Emi7J2`{ZsLkaYg{Dp{ZGf4}Rx)~Vo zGev9PrEl>I_Z~fZV7@m(0<#GBmS3Q6s9#hto2(zFwD6@89VEOuYL!@_f3h>-BH7e%ivDlzblA1nsmQm#7#oPZc+r?c} delta 45872 zcmafbcRZH;|F*W0)u2$KA_`?kC`n~xWbah6_g<%ph>W^I2t_1YW?7}Ag^28xBs;sz z=eW4<@ALh=UccA#Tz}kmE|>E<&(Cgv-v+qgiY!qJd4oh2WF<^7r zR!=jS7?=Kf#7U?w*vv)~AgdSScv>QJj}KrAGQKr9)aeA)mW& z(vXUv_#-tlDzPtBYI<#I8nUNyaaF;zRFBfTJ9(5ked zz~t&Tmy1+bh6`buz=4|pEs}jdqWv& zJ!|?)`dw$XPEI&TvQmhMHZJ^~?9e~mTQpfCzJEWlUqV8HhasrWRB+c;oeW`qetuqF z>z|*a5@mz!UFS|eQ=1v>(9LRM+_B@z)vJ9!f6ffIVPsR1C8U`WE9eCG(N!0d{MjFqdLq+y|a=4(HnwqEQ zLT;_3h3=?Kg6gx4)J#7{M)Xxx6Pkvm-AiQ?U;Orr(`&~4RUJ(oxy~&ern z%Of^K(Cynq4r_(aP;H;O+QQ;uzRrlA1Jy#nhT-W8!`&4IgOxn}{)^A#Qt4aQo zHb=o<o{H$6WgSBFfzs{aJWP|>gwc9&=g)r#Kdh<7t&Sa(=#r+9)|PM4 z6!6bARfT4K-k1uO&5st(&y0|ke)ac1Z6wSmCnp^o9KP1qUw9~*V_L_qdpWmdVc=GI!4G1AZtOKnt z8yhnf>aJW-C)H$+?ZU(-J~K13&dyGo@HqV`b)f(8X@AMd&jQi`3kwTf z-t!~B>Jk}w^}Y;En~3KgKXN49rmKurVk!)a*h`bI?9caS7oYyDjW<+L$+2oH`1(`{ z(c_k{@7BF1T))4)O;da4;c*99N_x^hM<$|gxw>brKb|O?_;?sMj5vu+L{mvDj8{o5 zPJK;LNi?Z>IPfLIOMvv@{=8N$OMDZx(0!A(z^03kbQ)~H zjMf&^SqgJUX6;u`YkHd}mK<8P3~D6OWhuAiHv z`i$j->+dqJc|<|?+0i|_b{(=B>nbmwI<2Z&|Fb%#(cH<_)>cjJ{%fQ6H8q`iW?y^W z_($^Uo6pPHtV9nw_JhR1t4*2u-rnAK@7{f}@-p=Pd)3-{)S*`5nz$*lNM#VCAKmfe z$AcJno@*V+(8;ei71Y+&zJ2>PL(tU<-_5F@F2ssGQ{zsodk`MpSYV|)|ItaTqrj@o z)6;XW_n%Ai);qWOdA+(D9-e>Y!@bG=+BCJ)_wUb1NtNT-tcd39p6=H-gBbY=LJ!Ev z<1Kyn?pJHrWR#Va9Ub#<=kMQ(It{9odoNnL$t1dHMVi#p#mtPfiP!RcU&vN6GaD#z zn?xdfvL!JgVG9*i?(^q0vEogMXa9+xKBZWYdDb0sKR%GkmzU->4ZVaMe|-rH3yap7 z8TiV_DJ(3^#&(MGn8VM{zkl2MZ;TapF?fFEJZ{9&Fe5iN7Yi-r>j3tv(3SUeW+XL@ z!)usGJ{nR)SzAB=rHze^nY_365^f?>?*+f>@9yQl@ymBB*2Z2aGPy$o<=DSJkyu_*Ix+6clf%u&*H!A_QfS?gTDp~3*>580cszxNqISzmi%CgI@x;iFYlVHIs zr`Z*~*?b>Jdd)TGTuzGLx#f(sbOpxI!QMV(kGKhy=##7=jWj19gE#)Pk;18JspCX% zl}*d@gCZhLOSbwi9glm>O<~)OzUbfE_6}Ql5qlJC3VXi5%JIUQ2tGqzKl+*8v#o_T z@nK=vo_{AA8q{?6-hJ@kK|}<@_U*Z@FV27?TM=kY;x8zC(XaRQ1m< zUzDY!q}tv|c+60;VLzHJ@3=!eecJ!!@o7I2iBqXHPUU%_=U;pOvtfe)(-stYY6b6$ z-1b)fJ#~S?bd4ZWu!V?hT4U?4N(vsWTpCgK{rjcnekHPEbP+*rj(jigDjd;t&38J*Z}NH9ycdQF z(}r<+^3-IQxyyYhqrmYryVGc2-_`Q*pD{K|v*pXNckfAugpl*pe;^JkTnzuf1#n5+ zFLut)PrrJKgk6@YmBY@%lhJxwMn*=|k>8kjOW9AHn)v;jPP%z7GySq6I~lBfnZRbD@BCPK?S~Ho9mOv3l3v5QVh4ntJ$qKKGJIC#9ENzLTsi>Y zqtQ~hsUrxOwr7Z(;9%$@KlX=&**XZ#jtt+={v4SX~P&r;GeF>x=}ndireyJWV$YYaKK znU((Pjj-2qAv3yEgh(*vy3YTHIrPBN|e}tD>A*JBSjT>v(WYRP;o=EMLa95-3 zp^Fr?n4%eK9{wC9pphoT&Hd3WJOX)z>Zz^yw{&f+bKOGgYJ@5THU)+IdlPaLSuCQgW z$5mBS9;{=MS?^ZdEjn^^Vo%^NqddLF&{@jilK?1kBxHk&5FZ7W&bc0bAR6`Sv& z!-uzPF7FRTDF5{7Vp`)!YksbcS-uYK9wzjwT@95n9~0p zX4^qsz0s<$gJH*x16Fq@?wdbdNHIHdo2UEz=g$h~&yP<|k|MlvG%ptR_4U!{avwfi zXw${(n_Yc|J!6@DaWzktL}vZ zaV@RUec{h|EA0xlE?Oh>)n~tmNMUMfYHK9Y3}=Ri@p4K9N)2B+092YF!v_i+W|<#9 zew3RZDPNq4$vfxowUy0}N+Yc?!tvY$V!CyEit-^#i=cq$s{PF-(Y66PZ;7+A55=6! z`#y#vhyo+j7KFaND`jtoy{xf!(Wd?J`?7JbChjGtTup3MSG$st=T|>Hxz0SZ#(xKI zidt%8nkM7Uo#&aA;w2?qM%(Y*ySI5eM{`^UozNzhsHiB7w0vNz8Uazq(RS@5)mX&O zTB+qbfq_iN?Vn6CyX;*&X7q}J?d@zAVG~5o?3&1rW?wl7V!1!gqb7pt+-)Vm6awqm zsyOogean{Tl}kAxvSZmH)lb$i0r(e$n}+O_5OW#TGb_2{m7I%I05mMOU-AG4$*lKX zus_Y7iRtN)rmXl$w{_&`(cT?Ba3Jwo&BG7X)rtz_*A(VsdYXru``$ZaO14`xd&C@m zD$LJdzaqwesHyQDrq8KLNJwZfpT<%XHmg6t_LkJ-!FqY#SDNYdcx3rPAF9|GNiTN* za)2HUjR-npgyzr_69K3F5`OMfiY=sKJ8|L!vKrsWuWZ5e(}go#GiUGY%0b>m?koFU zL4{>wU|_(=XONzrzLl1i=nK~zW@NZcB0TmIO^$oM<+LD(0SS1Hf3HL(;pgv<;n=Zr zCpD|2URDzTUDp!d_dnykA3l8O@|;vWdGe&It1C7K)+Cl;NolE}Ti;HCAo?dal1HKF zHI{Jibd%xo;%pZHw>wCHl9G~z1y3cVT4AeJ$FWYY_hD@H2NGx02<}Dz7p%QmfQGme zZuRE*GlPxt?q+WT=()qWF$v=0;y|Q+IRJ%dVJHgUJOvt^91 z6;{3L(t=x(Y73qkNWaUiKX%6dFv9GSBU8VB2i&>inDQj~?w)%oDJcTiYNiIhKE((T zHCY;M8FESPy}=^)?s-sqPW{Wf+(X$BMI!a~^wa_T7Znu&N^3F|8YecIGxF$6y`hyF z22%cB86+0Vd-Q1bwc5CxoSYFP&X)+&N4UAoU*Fh(9P)L*v9hvKq{H#+gJYMCFJET$ z7(Qm_lq}%+=QpacJR&a-c_<#$K$7Yi8JV~5-o2};YWr!hfjp3};wsGZUl!joVUv(p zv?1no6%_6)KDzl%T~BYJ`EqEKLNcw?!k6Q_PhEUpTkA5iB{Jf6tVO1k4&6y!cTVRN zO^@mCCUaBlOxBhrCXFlQ$c7kD3o`F^$ zNa~lkqz#xD$lp#Os4NhBvv-apYujAAzV1-{*RKHTx>{PU%Q8AlMAwpc+K8i#$!MOE&LoFQ{MB_$=KjL0sXuj4c17lZV!t+xULw~%Z1d>vF9 zC|$8B22i^vG@36iF8a|SmjHy0@>Z#wI~P!AdgSn72h{E=+~KcZzm^WbYE4LBC$kIt z_PsLB*|l|}3*+}ghYp=fQYALCVXNv5u?Y(1jRxyW%Hi*&A0LgWb}#MB-y0ngA0My! z%rZ_hRyL7dddH3(T1Objx53B9$I8kYndP6{i&tOYLEl5XyuwimqrCmxOu-!c_B}$u zotpZwBVVr)1sg~T%1eMMvWdl?>~?_3P*qhmFc=+`&SV5jb>qejUpfxbv!bHr{0oCl z^Bb&f?~pDT3+pwE@=}o`bp@-kCQ)WGPrOsh<7Heb3^qnU{u)wxH_PEG#r z9Kv#=c+MLq$pm*h`FT#QRURR!Lvm#TUQq}97mpA|`VWur&Cl!F=LhtxtONkiJD#7Y z2zkdWmSveHzODS>zHZy6ckbNzLw>p5eBJ%K-j9lLFKSl&93^ngyMy0hse^4}oXLoIZ3Lz+P&V;)U|{N4S&hvTHo}H_<;rZntsNWMztlWDzTcOU ziVDyrx2p{0HG&P;pvrge%BJe&Q721NnmL{>b{+v&;YI5>Gpr4GjoL3mqwP>QBO@a% zli(pi!G?U}w~e^?Ki59>s>eX}Rb9^IvuzA%jW6wb-=S8=9+Uk2Y8^rR{baafi{F&0 ziAgdYI|s+RzI9H>)ICD-KguSE6sd@o-@R2LwDNrG*Z4DQA7L=NbzvZA5h)VE1PSa#7!elM zWZ*%@Tr?v|D!XXd{8}tK^DQ*Z&CO+HWzU~KZ)9X-X=w?3dG6e~{P{u0m!LLgP~#vs zBbV$JF!>xnzn_KXif{~xL_%ou8f`zGSof>9cRLG9J4WyB{eYX_^<>OrAw#VQ}r|rRe{_VPXum)&G*7n-8|E~p`l8Mn;@C-V~+6|GUq0J zBcryyzTR!}=hZ7$fDC|g5ydMiDv;2Sl&62yo!%mY>uKhNS;#L9%)qZ z7EPIKr*8>X7_Qv$BVq$vw=FYQHv-Ml50cV-xjy7F1Ro0IvEVhu|3k1<9~WX+Y;6!sU8RYQ|d7bl*@A5{>ty} z*Yz|17P-6W=#0c8R;%1SfjRN~iK7@@g1(o6Pf-B&P54D2Ms_`E6Lg9(V)=ihM6W@x-gxap3#W-=`Am z90wcBuueB@*iaB$e^CIO9q2Qyk;>+^G>n1Iyw=j(zVKAsd*Kh3=N;L^O5>c^V_b*q zj0BmK9*Xvq=s#9gYuig`0;^bw6I@&aU4Kz4}hnG{J=B1HWG()03ZYQ$PvRb zPfW9&ogK6d;8m;q@HY0%jDb0yaq)e7UDd@-U5(y9^ z00OP4=KW)1wQ9)}ItQ9Y1EmAVgtF}pf4@SCM^}$VDF6j!j_78!@!8(QyweVtQQ6px zf$#E@9iI%|8cyYR&5ZQ@__2!!mWA@M za5(X`k*L>Po?Oz)z6f1Q=0@}Bo3xUmmnzoBUU2Dtb^XVWE34HYpFv3x;NwhXbA&4eph{!mm^}t_s8kx`R*Rt z5eT@ifN!Y`+zC#vKqmt=KGnP*qmd);25eMFQa98T+2y zyk+GJx2>g_O>wqrxEANefz)So^azBu=$PE(ck4E8rISWfJ9hA3rMLOjQUk^EtDhnO zbj61u4@mv}K?0;QyX@{hH`HC2a7Po5bi+Y6AEhzHFx_+n-e>l2Q@z>wR3 zNgWo?qZJ+0Rp7B8Wmqw7UnfGjs%tbF)6j?-y`*5JZ&sU;?@T?dHGXwCC>8gZRr18qqeppoM!*uGbc4)8Pfrgl z54i|ChgtQ`WLe`3iQ7g{^st@|$IPaLp=x%BC6P44f7BVX=7&#{dSO)+S% zw_bZ$KtP*=p-57vb!4R`q-ggcso2Ltsu3bqWg>h68f1&5Gmz={)YR1UbaicQp-#qV zW*;|z4PMfeH(x{M>>0Js1bkYzZe37dAP9yI{ZHz7IvG&U=n|0m^70zUBGu;2AnAa6 zM|pp6%O&xPifU1+AcU%^{TQ`pLEr>Z1wb2>X4yb&*Z`W`MN@^7(A2Ir$weLR!WIHW zM)Gp&vR3G!0S!)n87U8Qs=!xt$2}quf5s zl>13xD#Ap>?G5IFP3d$?qr3?^CTwe=H0M9r=~U|X+u4Dw@hDZ#&?r;t!C1izy4E4P zyw2Nu28)B-kEytRIwmaewd0^(n_jLoC0q2!%RnIDfeYKZe{!c@v+m@qK1<2Es=IlQ zW}c$#sedZFF8@94o>la_p>tJnf3-IF)_=p_sQQzF5=x$hMb5V%N5zh{qEN64<-yN{z5V{}f}e8$VVQaDm2%RJg(wEk=<8GZ782JQVaPb8)qMSZc$m?Ysc`moM)YJ7Y%4b5nM(x>-# z_wR8Rb^UE5C-)K2go=u)w4{WcogF1CG`&tl=4aOh?GK2FiHV4aaB-P|{fEd8uJ_F? zYG8x;`*Kx9A1#H)TJsMJ2?;?%c=F@`w%Ll-!3J%&tmUGTgi}w2-$D6^KlAeh0VUp_ zmX-I&5f%~ab`bDMk)6=lu-k?8pVgfGP+Pl<_y;=1y{BSBsez4f%$tgextWpqFQ;k$ z&dq)6%UjuP)`!-!Ogp1MC4D$BD172^UY=uTiQDeoyFn&Eqv7UG&CWi0`0x-WSHgWN zdjkuqMMyppwnVoN9Xm=vF|k&oqd;w7%Tf)?y;aSXwYA-FJvNyO7itpD1RY_J2Q7=a z)zHvD7O6CjI(q5G;$!fu|9_wh{VqKGpfC7*z|73l)Gb@LHkb+`ltvn;5{GuojOEqI zXUrS|){haf0i6dBi4}ziCNAy)1c%`GWUY;iqGW3dUFX`y$fY&wo{GcvLp3%(1z@QUK zoz*(3pkJix8f?VVjlgK&F2rIpQFVc04h;yPBO?sp^?r~*xb--JYatoBL6xZMH8S;% zn>VCDrQNuGy&A?uUHv>?zI8{daHRRg`-7f4*kt-^Vk3`e*W=6D@)ALvBOx>lIHGc6 z;=giEf4N{~eT!^d8{$q{8&W}3RG^~l*SviBa+hl_bsOvKaLaz*2SDQ^E!1qjFbXWP zKZo=Ob@$k@V`SBC`5r416J#wl|6ZMpZ=iK(L0h$^s6KlK(FCcgynIU%ml8y4+HA^ z|gVySlq$Cx=v=>y_XdGsQ$sg#D9Tc6`T6GeYFy^df41qEu#NJHd$3o0NE_Mx|<9M zp_pnw+=6~_bM_5u5W?)6y|GW(e7y>x&@cqSoN%o=TBv3b8(=e=<-naOXR=P$?~(aN z?vSEN>ZFP<9r#JT9An}P)@OdKd}!Osx&RnX^j-zSGO>}$Q9>3PSFZd3Unqdx%+C)& z0;K}vJR_>Jhz;Dnzp!9O7PT@o%myM5D@03voLKuEilQ`SsX_VWst|LJNf1fk6vk#k z#79#G0)U$>Ut*N*#l|k8qGKku-dY351GIoh0J51?`rc0o zr!e5`$Vg3(*Nqdiv)8yUQt;ffa6y!Sdgvq?_(sf-;tT%+g=8emrkRWtD-ZT+=+u4R z!a^6Yr~0jFje{V=Y@uI^#g0NOLmb9GMu@^LgA!LesDgfUNGkMByTZd_WA#B24Gmf7 zF1~$yV7}qxT>b>GZi+CK?dZ3*wzf-Zej`a_tgM&1GM4|5X`sj%myev&74r{ zT3Bq>} zOcpGz{AtuQBv(Rg=^8_Txsg1&93y95tw%%u(H%%rED=ZKxWJln;a^g^FqS)=_cw)t^caSG$) z(aU6{miw1)yLfHI!A*jUyq@NQ%0UZX;6ZEQkGO3$<#QRC4H8W`9Xm>GSc@!N{rMYZ z`g@`~_;0KN==TPemctNS*?r;8iz&7+6I{=-5**sKz?hQN;!$oULYs6XlSH&F=uP_W@lm_=>WQdMPIjphFj% z%9rv{-$5vE*^;R#SnI@B6w=QI<&vzkSN8uTzfb}?v^>8GI0MsJ;YgBuY^Qm6L}Dbs6UERf=0C6=X@C#5iPyj)x@xSzqsw8MuF1Gz9U zGI9nx7WIaRLn5{OgbEe) zGVR_IS|d6FHf4WJz^sA-C6bKq$o66*?P-O!-VZB~OPANIKK$!d|I={d~wD8wEp z2{D3Zs`wj}uY--`8SQlovk!z%BZNt45R$1yW2!n>gbPpS2h*~kracS~7Xr#c(rLLM z-JxWYe}v(a*K9|j*Ss^^TSbwMsqaC2;BN`IhK#}D0EG(e+6s4)CU-bOaE9}&n87+l zU!Rpd@P!g%5=YAN_V`zx@)&)A`)m@vVg#lKudLD;9Xq@6Yw=#fC}LmE&V1r4Kcf9y zhH`xBt5P}qUFOrv%QNo4?qsqX4xr;$jaVgr31~8+V{y^ZVrKPE$dl>(@Pym*(=j(U z(MnFd-;b!8ztgix-vwfzC%y`?4@|SD^YDYk-~O#0)<&;|Hd9ibQ&K7)NRAm6c~@Df z2pMnkXEi*0U4YiG-IT$G^m0}^2xRa1fp_{Y9nfus$+o3=pEc_^2>AVQ`M&;sK5#%t zhxN~2(=g34rSSdiURe@?H?Ve=C*zkL&#jLmmfWDXu=xs#pYGt%EBa!-vIMcjW-eX7 z0^XIZi_#ebYMA7 zbxSjFOA)4FfCWD~Sp2Ly#M3(yg)e3tT(aE!%A)0LZC^~j#w z|A7B$;N%WkTnBXpowS;`!!^Yz_tL4We=xr3W~~9QZ*HPu3k(WMi~T#%Ol`4=<4HNlGY_3KwZI(Q_^yUI!( zZu+x&i|*TZvcc9wCedIW@4o*UCe31r0|#U%drCUb^305N@l{KZ9YEaXut)58HV(BR z)&mHsRw&fIYLAOraVZQUgieMAr5$E=<-09rBBO?v4Zi9n#8 zn;AgFyIfDZI6s?Ja9txUoIM;u>izroMMX^CTD;ou`SnUXGF>ke`~Y!AI>22b@@`Cw z?(91_Bx;zGY#Q>ZXlb*Yi*+*K{05bUqAu$)#-FcenDp6D|4=#J^G%B!Zop*P3_qLxN$+bE6kdrRo&fsFf zOdPX;t)hX~v^rM@*`ou^_-X*&+>S{;X?PV?ni!YpAE+uQQx#j)hH9;xNOO8IRlPb|p-N`1ovryl#) zM1H(K*;Q#qqx4T7KLB`Y@ zIP6lbvW;G^9q%_5o{3YNXkrV#twfc`h0zTqlx6sqMrj9A8-vmU+~1Rk=@-G+Kl>pFe%btn>6Ge zXc{jKIt*CA$zQ)r*<|1>MX)b~+XEUIYCZxk#Oiz|Ye-;l`42h11O@stImWtvXc~n$ zIcQWGtE4p^*33+Ay16%VCq@yYz3aIB4<)HZN9ZNRqc1JsaDc>r@ywY@^eW5&rjc78 zhMKZktIlV-xm)nVng~#8-Bq@TT4@A?GPx}Rnx%@$IDtUDfarGrn;XX88?MhmZ<9>s z)wuF%I$8DE&zjhI1aZR`_I-6{S@W$>%Pqh_wSVyhLOAXPt2+lg2VxYy(Pfkq+IAlk z13U@{GuE9YEj_1bVZ6XEXYu>8Juj7i3)Q~)7=9S;Vb`CZi74!6&I1RUnNk`Dkx~jl z*0uU1@;)up+2RLGW`_JPweb5i(kGfBh7HwM(i7QJnq|k{?t4~kB}iKzg$4vD<&8js z=8SKqf{g`k-*0m|igoDPlnTL>3U?NK%5YPF#65L$V>MJ_EDnorM7rGzieTAXtfseb z-{Lo*k=$HeQEXkp#s+4_y;Qax>1X5Tp8(~C^jHecA2$l`34%CefGI>RDRQaG z6W-7_rSYk$$ptwG3%&R4?d|Ze_rn7-G}MNj${FuDfiQ+do8_U|6qP`zFnrn&{S@w$ zrhhC5;!W+t49**wQe2Gv=SC9@6n1plgYW(P>63$%VcSbPr=AHFpu(TpML&FgR`@9e zZ#2KlDh5_pk%J_d-L(OY0SO`BvJCmC&Hwa88m<6T`!A+C-Fw!rj8(hoKWw+pFg7xY zN0rvFia+OM@KWY;1e@HJVb}q_4-5jn4?gDSs+*!_-J4KZ=zNv>iQUY|b6Q>y6cAz+ce7_=A6 zKPU(geDTGD7h!4mzn+F(CsE^4-&?m(WI-DdF&CnSK^%#rU4Mh^x=ReJjUwF}0V+aK zpryHKCZogB`s9fgoiIS%L0Sy|ba#Vl@rpmBoz-_G_HVi_o~ z(NX&!mullAY9;5>>Aqu$d&4H!p&xQ$2Ll827B$Mc+-tRf8ZU}jT6T$8>p>HS}zyZ+FqKvl8H;G$B0y4SfxuFLbhvzm-4o}XQ<2`R29 zjf}2zWKdM=xVgQkG`73E1{pWwXWQY->+&lLLYZI=s=Q}Elwp0u2&>ilgxHT8|7@$3 z6|%BuS}anp8ehD45#;ED$VkTR+XW!{!x=4Hsp7+7|Kt7Ll9Cf_GJ1Ls(eOgPIb`M) zve^y<(k*{~@`J(sC~p5FfGz=cTtq7pKDG&zWOOva?F)5!`0LY9ycG;(1S^Rv{38%c zadAW|lKz_&^CHOU7sU)MAcY^1TL8AQh$_QGLB8<&_uw?815oMSx^;{EP7&PIti%GF zZvd#e+qdmpj!!6SXcSzl-ODBe`vRoHcKr)CcLmE9N+neA5Hw8~l7VR|;9~@j?uED$sJ1T0Ta%Lp zc3goCh{y;S?BnCR!Y;3X5{iZ=r`A+~O-5dmy_4PbXS|9vrrHE?5keSIke4^rW>Y>r zH3hR6+^$z|am}ekkdYKi9gCx7oBr3 zKbZ<5j^|q4A(O6H(ZWBpP9_2hzC~mPCjfoz^y$-MD1Q9+x`W_odaR9n2Gr#I=XVdv zA&~lKk+L+No)3pMgC)=cS0xyBl)yvNG|_V4umPsYo;*}$kkO#qg2WJ`Wf8T-1;9K$ z9!D0z8q>0pf?~`h=~=WG!Qjb1r|35 z*jU7M;U~5Cc+-uxEUKc#Z;XXq7Ur+fV0Nqik4{>pwmnXm4 zFf2DVP^B*BAr93zXv51oFV#uOnakUMs$yq~8h2@FX`0suQ^754srnZeZoRB`#x_8; z`?4^r_l$bhJ4HMG7k?}&Mhe-A7Kv|r$j|x=&no-%kxwE@CMYUoQ&5t>GI}X6b)3Gt z(4puhV3ryJKIaw-mFYf+(^!ML8Q&1WTv7JGp#JDlcSd2SoRZRVmDCa*cj3)9doZkM zdm|Qy3|U>f(UpQ=LoU8684Zu<(ftYHY3}?8Iz-j$z z&4)mkQ0*0glue}pb@Q^p5(wJtK7_Y#)q+>g8MQL5` zR5dait@8u@i)(~T)hcm|esmB`+)+?N=iUo}_~AnqHs7h`^D*l-(NMC%VcU+)Lp_DP zi&_J7gHAFPrYU9?7IGt(MSd$(Qee6k9h8=;l+ZVbflwfDcv&Nb<+zE%hslW^fKV}7 zaA2(r5Xe?FJ7@HFYqy^S39++tjmRYCT6JE zh_{bU-Q3}ftbFd=dn61*Bn`5uZ}7_>rX98?#@}uSLBtT$7cA1bOUyB4Dy8$$spZg8 z@z9{ux#dkualx0m*3;8zztuk${+WmIt$tlSf5ztqxm5CpkeGd#|4?6O3>%OB~kFMJ)-~iX;L&M2fljcpkHX7DSxo^dMjm8X(eEuAhyLA-J zSl;>QPuZqoYn#p0wDzbU{1Wcd-1OwhFE2S0!~oF5La$%qs-pRxLwz9h)sCRb^sv8h z?;hOt0rb#*h9G9KiFZBS-Q9?TdXlhIv%{nd9mmPyFIP#_&Wi1Xmf!d9-{I}su3~Cx z8q4g~YR%L*@tD7Ndw_qr`7du~rnpz!kLEL&F&t(mW2m`XDVA-{vyM=Vv{?HKY_KWA2ytZEG)TLz}M|$UnluFDpA#_bMFkT5_mwo zJtu>dMs`cVDVF*6>sL|$%;L?40;pr2sB#@XzaI z+xnM=+aIq^-D7?zC-Gi0+GxxI>jiEttlQK?LD80=qYtebLO4fW;Xc8{!gA*Wmyxq2 zO)jQ-oUPy_+O4^Gc&<|2*|dH=+5JoIpM;qsAfT!@7`8?9KFBztw-eene#$b~KzsZjBglc5#Upw$ef6AaUXZ?2!Bd0!jqxN(3cTXr72L zunJwzG?^@m5-O*4U3-`m7Z>;Np+fl9uy-U4KOG4*6VJ8dznj*)>@t5mFSO@nmssxo zQN~nZ=z54npkNN|*aFMBga5keX<$|Jk&q!;lUBVMp;4KVRRep(Z{q zu4g4B?X|VFL}O!kz>Y1IKo?|UzoH`G7okf7XBR$>MP=7rIW2HaY(C9{Q~M(l8}jE{UD}`bnP+iqX4C47)dE@34Hq zv8W#Hs5K@lv#~TLKi>&OrFVR}DfGNIy{W|c43bl)NJaq50w8K?)mPGFXFQvxn^xu-*o72N&6OX%$ zvd~lS5zG5|t>^q@^J(R%@y&1F7#{xRt$2O3@aLDs=nC?!wn8)xNFl2>igjzLuGULk zvx;mqlHfYod-*2C;daZcqM`=@>(`!Yyu1KGi`)bPn2RmET?KATGu(P-5 zm%6L-MpF4z=#<8E|JSWL;8uPA>sG_iAOL)X$`y!PRz^PJ$T1fgw4jUa*OlCiINJgM0KNCKx++^ezT&ece87hjQpA@1`yY2lyvqq{JTAG zVS7?x{(Uk3J0j{AZ5m@ySg{+Vt*Q6r9AW*> zYTfKuKE1ZXh8i31Zjxj9qgwFRz_56=v_ysHnbsM@==L*s3)7ABn?rtl#6-gH2fC;e zfx58~O>cob4O@*EjB_50{B)T3aei?E-lfBuL?)fe&OLfCG9Yg>qdm3b=!F>rRb}Nz zY5PeZ0?tJ$7Rn%kf(t{3*38tD9vV)Ag5<9X9ggYWy>n+ciF8^9MGww<_~|HM;l%oT zJ(D8+#w@;6-s7(&|IQoJ_M37$)QIKt=Y`b59=z*z> z<;CNlPuDQ+c5-ns#G}EN0JEiR=-v!9Zst)PipJ;@Zv64Jp~1n6n0+B8YI-o>S)j&} zRLQRMz`{WY4;L~tQ0eMw8pA3Hs2djcDCXwJZ;=B?8gG_psFO=dJkiWXKzRpL*1=<0 ztE6p#8!1EY#RO_6Fe&LW93+@3O(8AGG~n^KG+n+H{k1xMggj0A#KfWlkTbcNqk}kc zg@2>UT13T@vli@*<;mpW$lU;=5>^B3VA*Fo+Ivn)^a@oZ6r;jy2Rk`8O$@=q-teVq zZAt~$K~QtdA-%&RBd~cRc*9B&6VryG0@i5l9xl{)^QfiKFcgl@4n~61LJwg6=;$aL z8yj#eBySjy49Yy+5*PMPkAbBEuf)b~VPR3wUU(h4!t`iIOsO|$H=u&g1~6Vq#uJ9B zsukYD-!j_n9hB$R-IW#9@mZ`LVN(pHC!!TS{YZ1p&1xm#8AnMo02d^}D_NhwY{<+1 z^^|0eQjp;*`CakkJPA?#-_6C3fJ)Jk#r0)TBl(4M`SiJGYO*mxB>wM9ULBn;g+xGT zfkEQa$unJ?Bc|v2z>vKG!r)~Hg86>BP-3Gzr>SpxxLnd4FfDjdcxPg7l`)*$35gJg zqrgo7NWmHTsiVDJ`t)h?Uw>ROe#db}TujV+s_yLC>nE3$VH-wUDUb}glt7OdtX0)$ zEVp-wBKHfT;0ZVf8il)_z`UZZD*NNNZ{I+yv)?_J*7!WJrltm6dll`Irzu<&`AiO=O5;QrQ=Te^@ef^oq zmYOCO&D!k77i(5ZX9|kX7RdNmIFJO}i0n%@UtGTK{tbR!Gi~hTb29-Qq;;5`ZmN|1jlvL7l?Y zPFL{Aovw*F#@F8&soqEo%xI-{9H_qvgH*B})#@jWDIW1tOP)EikFEqqIG{Sip$De_ zJ{QHSuOFV!v*7H4)Zws``*0irvN(!CBNRjmFIJs}6ci^L5t?_6<*y3fIKJZ#)8!bg zf1cH6qaSJCM+PD)Z{w!@;d0=P9RQa=g`uIsTrm2hIfT||@8kb`nqplthbX4lq&k{> zhzDQYzwb9(M^r^@Dw!KhGtZ9>0Dbim6nMfJDoNI_2LF8OkqQv%AFPW8bD_{G$Tf!9 zM%ROb6}|j6thW18P$)Za92A9pJiru<$7DPxQTgv}D_h`K%?XdUb10-dHCnyoqYpU+ z1$#;Nue_shJrTD%izcGt$$Ec)e>CrvmU?-e`R9)nsWo)g2N~6027pwMId4+^V|8Ir zQ2Z7RNt^t@388Qo%sRjh9{XqAd{xoWNo_Q*-sJ=OQ`xkBVVx_}12W1++3kX4 zi*34GODyfDqZ~Z^&zdl0hZ%;||K)>YKF6}8vY$Wazf567uki6Y)aFs-N;w6Ec90J7 z#L{t)Z189_x3s8h5Co!5vfk>MIPg+Ra|Cy%jK~#mgfOg0$v_bqEPHwM5Cui_O@Nf9 z5_=5Mn=@-EeycrGpKY@}dSl&@wcjdMX(bAZplkIz!T~rNG*_(*7%L|e)f>I}O$KRM zs}dL98r*tum0m~l&3DrA_f$mf6E5yKL8fX1-sicwh+ud^UBl{s)+~iu8ZfI;+zB{O zrcp)%acJLOa?b9;8XxbiLPW-`U7O2aof!&>J5kZyh-9zf6hNV%rtOEnDVzSLDnHag<9coP=l3Oc zv{PxIrrg=+K0SCwX7grZ^M7_7HXRll3eNyjL_>AW$=|>CC4dCInECG*EAJ+4W8sgw zv-H7GO&*7X*z^4J+&&+%K(G_{kzLfOX-Ub++f=YY$@hNJsv3QoXlVf@aqRL|_#u#g zqCmi*^zvWOCD4JndtF*avaP@xis&-2*@#~zYbX@1)eGmq_{<+QytF7JzJQYiR?qI5 zhi03a&dls?j{QU7FH!p8Ne!dkV9`ZcSO&GwT4Wqx7LUl3> zu|sine8jTZ_~z()`P zWL50(esTckyn7Dk$yjx+KO5^I@0d$Lku1RV`q;G^;vw`kv4aP%!Z?f@%pVOUi6Ici z30Z*T&&kb=!9P|WA^~LX@80qQlU=Pv1(F?wf-y-|| z-Mgn`&}cT-LQQpbCT25*A}LdMuaLPK+TdVRZQdm9CvAsx+)Gr2l4UrIbTEov_Q7`D zgqRH!M`NE|R0I7qO(qv`A_+G)nT0m#1L%@JcMd1?{K1J8+8=Q6i=U7v#VZ+1^d;6r zm}2=Ief7Db|K>-0rHC^AK$_z-^eMN+Vg4+>Q2LjmS-vyX^K)4gi%Vako zw%z>f7|~y|=b4&$CgmE6?q|lTH*N-yU9K)Gx0=wG9BWXFK0| z3Z)l7BRF^DdceDoJr-ddUvdhe@pkP?K<$mbCg_DPKun}x!7)YX3&fVy;0}jSSVSy) zYimalD5Z#+$!>al^!jYxRJhMGF=Lk|Rt6m|ui+easJ=8XCbl}6i7U|OX7;r{+vIFEjDDx&5C<&#!t ziqn*Wy1R`u9>m3Y6PR~Yj9C8A>ntpWz-orW`!Q=E(-T8M5A-ztNI zJupYTC!`k(#$~X9tAOKfE|Kd1k|X&-?BLi~mSM)N#m~U?B9_gs3~FP=HC^V&S|^;y zsfv*)#R-s|u*>krXi)`?OSUtAdo6e19>Ts}v9ls?Br5Saa%rX&SW{GZfV|9uD;w5t zqK9qG8xxNgj)g%V+?+q~^DN2)O=3oUJ;kG+*6l@i#-S;fAh$ycQ0sAmvaK5|+dDXDe);knJ93=_${C|s(>sp($@PQ*q+Jj?K$uI= zp|jO5fbo>Qvy1G2xOcA}MK4YPp;y_-Dr-?s`~)TFfSmw|4?7ADoUm9e9UU-=AgIXx z*`epmGE-#hSea)_YwJt!i})DYTS9}#uVVB_Vl7TdeZhHHnL7D{Xt|O3@%?*!roMQT zf-_hhkU$u2&0@(ZY#EGRW}T@{zPY-A0V?XU%T)x;Gc_@={n5)o6g~&*ojz^nypY~_ z8)xmoKClb`9`L@Uq}vkLqA&_ZMb0?Fjr8k(`|DJzmKO@Jm)f z7s|-tpGi^TfM@^?tiucC7DxplPR_F#8o1CbTx$>{rt8se-F7?+Zgh0_a0urEB!Xlv z#c5Dbs$`~MJj8Atg!qT15(QJ!lv91==3dNrJPwUnVOc;Zf?*{fn9NR2l1nHrPfs#2 zNIp&nB0boUVF5eX6|wqrG4q%osBs$e#{^NQw+f$OuLB8bQXA(583Tnr@`O*o(tOvl zr1wG*{3aVoh0v7@Jx1~|`a_aMoE#jP+POb5exQZwYQ+iU?MOaDXTshdC65ZeN6QP1 zdr%ax$<#dru#&~xr+(q6kDx{R3FH&9-hi|Rk9jkW(lJ-sMDeNegRy`j4WHnvbxq?`q8Vq?enevQFlL=T{SjJ`2ND_=`W7_4winlrPrhR=yB zw=o;^pOqHpWBt;?7Cu}LiPBN5aEJeA=+^?_;&! zcXKBt1m8L7D9#z!jf8SRzpiJ`oug(3tbUS~w%zx~)<%54tgNlsvF=g1ic`b~cl4b- z1$<%Rl=%PWDNXsPE9xQ+U+Qv5T+AGNbx~wl zbv0#1g9pE6!*gTN76x&S8|aiqe+F%Tn==7-3BNZ;PamC|`ZcoX9oBV-gAflOH{V~8 zm7VQ3blkW_3xq1Va3x~DGRfs*^;MzbMI3SiXwaah7El;HN$OJfAopzgE|zH>4-GBl z&!4W*IgTMt51QTlS)XJuU_g4mv{NCsb1sE0 zm6cIMt$XxnZ_87bjwP?5DUSdBw@b})Ly=_92aWAByUrs3*{)x|eqWdSmFr8Z#oYG7 zM(NEx_O&;;S}+0z$K6>$N^^3L(kn3ohLhtC9hz@+=-|Q0f&@fL8AMkv3U;(nF*YLa zt5>*>_38beZ^__#;3t{4+@mPqB%s7$7VwzUV1A&ZL7%*T{`u$r{YYwP0EfPG*rv^K zl=5~=N=Z?ed*i+Ky$J`DT-@D*vMV#f3S}Gh?oXIw`M7n_TLt^IC2l0M#WAWs<>oBk zI6yEmYNDVze`t4*tx}8e3M@P#7yt&zF_yh*dXO+{Xsj8~# zzKePiwe_p;tJ%6U&po7FZ#6ku%OwLimZd9_oX>LFGu--=*@z=o=Vp;&MmAWnYtwgU z?1pJ~e7M7JE$8y)?8Cz)*JuJD{7xTuun8YGX~CYa@NKOBcxvQ?3C~adm9uyBi1t$F zEdeD@@~=`7EB>YV_=EXnb^B1onr~U0mQEd5y${5GH9~J=Gk53c`=H$ZYQT}5?ez9tj`Scztax6Rnbu#|WiqX}FsiNFI{P3b50Orf)>%a$gNAWs?i`DZZ&3ha!KHKsDq?7`u zca-y!jB$RZmt^I|3nB)^tt+!>a-h(SR!ac8QffmF2bzKLt*uQ$qKx_PXZ= zY7O*O*F~gVH4@Be-M><5?`Lvq4rg?RUiAB#8Y2?D{S{Q5!;PxvoSLIzxJ7I1*sJlW zoumvb22)AL_8`M-vVWMPigyIWQ!up1=TV2tRedpB}m{{RzF zR|&yeIJ|d!SRvBI&RJ`o57KEXG=tRpXSMaPTRO_BV0luPh`FMVYK4O5bHt-ik#~IX zooJT>0>QKitfO7|PU_RO7oRr+VVWp1;TX4`Wy8tKA|o}}H94*4IfV{wMcybr6lLJY zf8wf1203N<9;b*K2!G%wuMZZMqiMG#384Lt{fs$GMQuI*ujC&N%mVA>m(7oV?fCFD zK3!h*mAy{QNpyQVPscCR7qy5N!I^vFxvk>gI{hr6(Ti3<){`f69(t3F8#h8hgSXN9 z|01q+9$|>Wk|0EBQIp_URD@Yw_F*mwtU!yixGr3i6r>!UFH8`tXvEqdWJkPP4q~TC zrb$-08Cl|DLPgMEPtt96YR>WTo18_t`nPW&L6uBHk1u}>pQ;7MNp3e5M1X*Y^#xSO z$jR|%UeZokXFm`NUgW8tRt_w8IMEvNG1{*W+ns~8%F`tRHP?Wuj_ z;eVg9!{%_O(RUkNkc}*@d;Og93P@%j#x>4DySJ2x(E-7Kkw@zFkFp-lP10u3 z)H7dKRk4+o!-lnT%1N3WDxX(QY^T-fUTj_GS$ zF3o*JPs;gZrKnrdv&TAl4PLUg`yZa_mV^+lzwy0^gyKo$iryVE1y_>uB8yc|ysVv_ zox`nE|7Elw%+fZhz^uPVF@amaJ`ECJ(R9nHYSix!9T!elP+a>jFLpTh>{MfLaSA(= zi1@xNwTZnb)<6jDC0Fcbs-e0{;#_9eJ=yVux9dqW$J0fNqrV9V6eL>M&<0ktxO+)S zjT)Y|+|I5CP3Wvgj({xND})!GLP_Fc!V=oN$R*td({c@u-tRP8<$^;|ZKMhx6Yg?U zTX;*Y4iI&cLTa^aG$(!@#0lL2($k2kK>Rw=`d|K1b-sd%WMDTx zgx*NfcN7*DazC%CsuTj?mkBtRVin@{rkgATN%6PwESYC1$zZ22E{gA{Unq7-@Gwd z`;+g#e*`qgK&BE|u&0o80k4)h9r0&ADp^X?@bOXWM&s+k2Nnj^wPlIyI^s)!ft$ZCf{=k*6%9a#XWZJM5Z_KtT;Z2#w*x zwKwVcPzBHCda{Ba`_Acepz6&V6A9Tk-st01rf{UGWDX0Ov7x=N;vV2WuWEzJf`tp8 zbU3nM)27%G%w6^y^f8Mn>e-`5(K?gxt8sC#WTv%|D{CLp@?ZTerr71qipvW%osUPv zSYC{dzPn46bBy-qMLtlym-?w* zOvfBA)GQLDa=LU=$v;l2m%Od8;`8RM6T*DytegLHbDFD4SROow>4*86@|Qz0T&?D( ztbX73TF1sUGHqLLeB^sR@~*Mu{ZE(qo%ZEbT@A^o_#C|0Npgq(l$#E?;T-L{BC6Kn z$5yYv8@mht3ezw3w46UPYlF&=t{wObX9oW|ad%6S!r&h#26dPDe8Qr=X?=JrEu*8S zTL-?#G!;%I{ae0p5M8F(YFHw12M}3)At50V5%w-FpD;+IcKd-2f{#+CCiHLV@Q{+q z5sj}h{FRT0Y>ZmKz4UZ^4qovaNGN|WIDkMm20Cd&W{0|t9p$`d41e_L{OWKwZAtFy z{ih}?si|EVBwW$n(62{+*QX)lePk|&teR?T_j;oG$w5~JU(wmrJL8FIg+h|~*6W*o zdK>S{IJj@-^wFC-6peozADuKsO6t5>&w}qdGi7$I02ag7!C~^FJ9q3ztd$%J46Nm} z?qjg|@4U=CvN^J3FwLL*X9#6y&R5RZjYg-nGHWyNPtD?FlH%wUf0+!NryfMwZ9tnCCVHDB z`Q?9?w|t-XYX~JBPBA>W$^K+J37zm2Ma~%v1SIi)wLU57%uea;f5r+(X-yHC5Mrk& zX60=1HwJ8mQm!Yq+yKO(4{n#~`dY5*JH?GH{g6`LuOs0Isd*U64;nHAUd(vvR8>xT zBO{^U^i;A8P>Aj(?>S-AWTd2;%UZ!nm@!hm5XlJG6vUGf9J`ZoQs0o-PJDGO7r%LN zVsf%bzWHJ&y6#!x@{cYj|Fam(0>mn8FI2SG11A2S{9lJj2+1e4DT~cR$Ba36gJjBj zfN@({xj$bjNI5vux(=b3N>2(0DDDH6@Xm=Kji*=b6$)5-4135?8c;a){pml2o*e&) z{Sc*y6yb{(D=t4NExke5969oU>IW<`VTW^+`xlP?&r3OG=qa*mh{rxd&KPd~)NlOw zki05S507>l?b_YIBb2^*WFTWU?VFSLpI7CRSt0h6Ku5loYpc}daiB|mMQ&oWbhBnJBDzZrRGB);^aSs0g*4UW&_e`~Vx4cNH zP7j}TQz8EO;{g;GS4st$>yLSsm30BP4C0sW`7qLLNvl?^{FUqm1)Gm*`FH!~3>B>A z*{sNrYOA(gtYw}~8l;D{`78-7(+yAkW$-5yMN>ArckQ}dEH)i({nSbxRR0|^Oym;X z+zfF3WI1<|kpasXt<31GhMheUNR;x^XUw1=#F70Gj7G`;)pkkrNh7Bpl|o9#5&c> zP+z}+S{y)-P=ne7YOu8jA8<$o0p}7Ru8XfQVx#6OLj~d94H^KI65YN zF#5NS9sT_MhmRORXGa8whDJ?sY+vy`k-DoPb}oxsbAK9R#Gya^p$R3n#F)G$7rQ8 z-O>Lvx^$C02Q`2rGa zU~r$FJqLG}8Mhw^N50siMrMnj$acF~7vu(y9J!9RJF*uxt_NbtMOXS68g7F;rn)G) zz7YVj95E?GB8D2Ry|lF028tZawvx#VPzEUn4hUv#v=^p3QmYwwntVd(*AhDPU_%?e ze?1Pb1$V`fu@2rKd7n5NfolSjSv@tP{pq(jD71R7L4!x{_7FI_qn67yJmc4(uh(l+V=LKG$#E$cqyN8RT}? zH+~4l;ZSCmgtnHf{h}QwEaQ8m3?XCevXVAbp-7?&FQ=P|MfM%lH4$PYsVt z?CUvx2Mr!6IxuYBf3TmpNu>-wM^p3Ef`3x~T;pXak41Y~_be*7aRnwS` zt|$Ewwc{9SnrhHo>;M2d!fQyEZ7(e?rPBXuy$ABslBlW0jUpkt26lwkg)!^pj@lOO z0}mZ?tH_Y0A%nzANoB>9{>TZQ9+(&Tl>=q#geEfJ!n`qBZacLv8aEBp+c(Xncb=Je z#!M9?c%#9%N1Zkezj$$<>98@ks%rfe7`|e5HRElMg72-R-hl4ht9u8OOPvqmr0%EI ztJe`RT@TSQRS$YjJ%Dl+Q84hnEn6=rCB>7jemCu>9Xjo-DQej5(^>I$#)>zjPWVI; zS6EbvVHWe|P3FCuqy`9-aC$cx&d}_s5D*=`HZG07*tLMXq;8t-sP~hTv+1I=Ia7e^ z=2G23XD8P^UnZL>9lZ13l6(}6O$gaZ2&<~>UC!SQP=ygS;`NDrL}3$3i9ggw$Q_ce zWN@(V8lVkEEq&hO(-4W2L(IEhi_DTNRaaJ6wUfHFqcD2qD?K^Y0TXky)7$Rek2eto zPjYM2RrH@IP!R)uy&IyZzNFiZio|QzwA8lXded1B#v#PlcFa>Az54aQE@?dk$DK(O zSnd3qa~EgRM~R7gYBF+iF{3W|thwY<)Mvuhd#=ZsWAs_(0f~|Ap=Ta6^3(i?DmIi- z&!I!tHr3eZ_!%dBx^NS9xlGekvQs`6XBpdv<$v_|zTQOsbG=bF5figr! zde_c~%8|SFIbeT1+-LHsW#ccsu~$^@Uh?&tjBMeuxFYqC zodb?!FVeqX{`Z`rTM=^)HVr;RMHda%y?eqv8azZ7B~Z?y z+gP>>i5fqC*W~4#6`j?u#=c~hK}JOyK=X0Th zaZ_>w*n&vrYm#uOL&@b`zY`YMJy|9jB|=x@X zkuWhxZ-0vCcjuyBEuhOgVovRJ7qT1rWM#S#=))r-6apIGOGlc|kl=imQT_W;TK9~r zQ{RMb?*i#^QK!%24v6VywGZU{ke5%Z`0O@5$Xs1f0tTvYHwuct|FoW6c;n9L3;hImKrT z>_!TV5yYuEj7#~7cTU#=1Y2Yg=;j>_mP?{7#W6JOVl`6J5~LYa>`)ARJNH|hD7Wo5 z4ra4gt$IyEGl6QQonS}LE3HYl;CO>gGrP;6^a~p+*ynO=bzUWWs{cg* zhQdJ@0CeKE=!OqxOM)69%AqC*vRWs!(yD6P?%Jm+U=Rt6;uB^N7NDow0 zR3604v$Tw7_XL<+qfA0}#n-juLGHL5gGs2|YdIucS@z`A_BKNM#fui9e>U>?a`xiI z2k786HJvEZC4ZRRd;7#u00iD5R$9kqp|X~!&E-;1ulz)G_N9JnY23SnG$l(A{yXX} z618EFD&QRC{;XER<+uMrp)%>z98sGY6BBbW90(e+oAjPw#a&WW7IUX>%3#l}kxEY{e!b z-yt|pNySuV`I6<=;?rCF&rudSqb=&{v}^9a`J0qd`)(?-JN(P@%M@E$$fcx|cjfHaJI}WN>J*l@$=!X>X#i}Jm5u8;4S%JB6M*H>mP^dd zZR0zrzj*o5Lal3u2dY#3;W8l6#~gbA>9yX)rM$L2XoCCeidU~-^n8alyS4`N^MM;E zyRvg~v^VwhL9|M}(f9nNOLNZ6YrZ-^j2UOMJOlgRSL%Tr@ZrOG8`^&v*?Rje;QX_> zQU+54=iHyplpCLE`(MkQhIFytkU6J+{F#{H0nx|WM0)$&d;V;+xo@eKhMLCM_VZc| z56}*XOG+P=;j9$4#i-Y^*Cv`dY_tu#=iIPU>LWiluyn!Y)zTS_5iVmkbno#<>qE$@ zX}0zvXVZWEs7;-Ftk5-`HBhI8)9L!O@Z;I%ACxOPZo8w_z_ia+|GtTT0&iw^5_U&2 zOG>e4&%?pNj`IJiIJIU@-q3!|0Msvp?%5_Lf8V#o*bo^tSw34)te6!>272X?^=4Im zLF@%K*PgtL+XdLmcW6r`qwe`dW@G@l40Zm5(tIoJy0*LLMFNLcIyq_nEFfpf60+DS zBY8a&CNx4Ch&J99ST~5OuSj$Hxtx!GdeWhjc+Os$P&05%JP3{+vp!Upn?DXQ!EQTt zRwQzeku9VoC5hHQa3{_5<-AB_0RkTM3l=Q+-2jY*7s<)NZZy(Wjj~yPH9=?+d>nKb zk>K_J_`(VbKcw|6OKhiHHf<^nTC!*nxfKqu}L~-bK9v_d1&~L&77cC_L-67vAWMt0>ANMbYHGp)12-T$BV)liJuxMv z3m1#baBE}J()2pMQ*@?`i!($<54+sKi%OelU8U_UH-3$Yc(EF@2dcXW7b?kKo4Xz4h;7xL9zSNlLm_JIM-mKX$L=G{zb` z$0yMmfh9g7K3dHuEjVA`K*o%qgVAQ;=IS5bzemm?I%VK=ZTm;aJ#lHEFx%yx?HILr zQAI_MU)9#rg27%BACTuaw~ZTDRZ`SjIT8-@3&NaEyC(A{$vLolrk#?rwUk;g3FE_U z=c@EZP)6}(4i*Ch=oBrd`vWWi|46u{hvxx+VN(HkluT7&uBGK;@-kp`ws3g(RJFMT zVjdWt-iYxQ=G?k9ar?xR=ISIhM8)X7)cqS!$1JzE{|-O-PB**a^H&9N{tqc&_Pu*u zJG3Q=(e}VIM57A=LO~SmH3KKSt#w5UM6!+aqZf+}eH%7_WD5YUcVFa53`~U!m;39$ zIb^Ka+uQ6LRKWi|tv{>q|4Qrs!LlsNQM!G5)Lv_{4h@rN+2^V-<7=l3;Ff!^=H&J6|uWy$n~qrjfRSc3BW`VPs|zmN>A+a6z3+99bo(34(lV!aSRDK zQ}Ai?byEHt#4!q|aaXRu8-X8wQ+DEAyLXhMAi!+`P@w{Mw#^hpWkrq=vyQ!d^X7b+ z6a5BGYu7HCj{FZ1PMCp5w{G2pFBD_1*iPc2SYRkF1!|_hUzu>7BTI(G)|IiuM?4Pn2F z<`0yt&|vrO-!DkD;!UtB6%-U0*n3*zy1%>;)_wtqGLkpDkY z0y{2336y{ym1001QBDDeNbZnW(uh%Bep2I?C`5F?f1}~*GHNC$>+av<^b*y%6<_$D zcVni-oer^SD>X0w0g45!%BbFEui8pENCRz3^^Nyeyff_Wz3SrhA$p{EgaI#V<(wzv z?hsj`H!)cQlm{S+8f#(fgDq$9J|ZRUQpQ>* zr>~u$gj^8Ivp%f-7Duz`bmeo7kDG6_bmb+fX-v!jlB0+h#~Xf9zC6%m<3^pINbfk* z59U<~C;}Q5Nw*Ob>Zk%E-DjKIPTLhyfLDUr9)Eve^THl$$8d%0%q1C>TPO5g@&P7b z&2by~Z6l?;C-gb6AYs2eHIT)tA9j>eTMwZDTMlSHJMS%$nHV@`23#JS^$pD$vLpnz z(-&ObBWv2n$m=>)Ys$DXBMUBAXap{Q*j-#U(%Q(FBogWQbDv!FM?d9noW3Q2ki|o) zd;fGSaUeB(QuyG(gMF;03T|x%bn|m-8gv>h^%|{ULS1$EU*_kZD_>l$4U7m49p1GA zh_|zxh29l$*kwztAscldTyhy~(9R_n%=&dT*PAybs_5|t!Mc?&xvlr>3%OxIYl=qe z@x%|?*8 z=mPm4ry=q?mv>KIUpQPp~W|m!3*k%J3O@8v5$Zkp((CRuaNVJ4mk^ zDD+dQe*5y}?bl}+NfAZJ%d4sun>EDF(aZ|P*q0=n1YZw>6C+0U3os$e|M201`&+5d zEX&|GLjI{X@|PE>^K$6IR@8Pply<)T%5bu--tA(3U*Uf{ZL+h zD}GzSf<;$(gVKZ06QPxpoL#c_uMbVP8<#|HaUxB8@<6p>wI+%qkRHs!?V{z}I(^}U zL|8k99*o~#L2+tH-L4ksRX(gxqM$;#k^y12rx3NB%4RD3j+B`fdB~SW^3FYLu%ma1 z&H{)3{sQW`Y^wkDQCH2RTdv1PJW6}@`n9n{La%V?b2an&&239(C`d>4Y_PYLtXT1q z!*pC=Sy2z+Kl}vrgyn5%yGx2gEzXPUD4GdXiK30VCmvMcc*X%0fbSysm0TX&tb)lIAD%I2TC%{6fjJ6H&vpGw15CqK=yZ{)MnM8-PD~Y^E?%P7}7d7o> z^olc%-ISKzflOY!K*WH&lG1u~^apYJ&9mWul8F=RO|{Z4!xezRnBRIXTnHzezOJlX zv}6f&O6*+isM|ON%-u#zr-&gorSM$QX6x<8e4_n$Eo?BhPjq>8Pu@>*knmjD6t}7B zv#CWrZaUM0KMt}!HBaW8_i10dp{KovUg_R_N%u*+<{GETx+>1~+Oxky*6UB@)hCx) z&FMa;UOlVVu8~5Po7B^QsXCob+jYvH=Xm7Wu+XPT}vGrd{GZme@dpo;v#ee1!24&QQz6&|Z zdu~c?`rd?o*LnyI_#ADbffu9rYML6?<=M8CJ;gzh+9$?I;b*YFb>?=B#d%RTBJL;t z{ou?r!r!m)#SznJt(;ugQMSZT^~De%eP|+qW7WIOn@0u)I`P=+*sA zYj2I>5dCSZS4ZZo>g3kHs-vtdOrIuYUOkoVF_i`_C44pJ2Sr6iwXx3iKyFALg`mgL z(Xq94wg-+(Ohu#g5)_2+p_ALVkB}Tpp#W-~>@@CxWt6|ae~$o$!e3Ff+dd*QG;P_X zk`Jq{j?3SbDD3s~D|qX+J?6B{^TKgXI!jPWp6ukxP}Orqj@el;cWfextEY-dk#j=( z$!ynN zh~@YV3yaE<)#H`IgPZc-c5)-2$$H94jX0VX`1zSq;H_$9;j*cw%cR(+S`XFor*5`W z@RM_swHY@4ozLFC+9!4$>7*90Jtj?~GQ1txJ->dhc1rEk_7UlU>mOZH8?B~h7&}|m zLEG`5$5)4wGZPbwos%o`71Td*`-lHDB~!-UBWj@;*Z%l{-Lg_exPrb7X|Oo{G4OvzH2ujPyBl zL>!`^2CVd2I&{#W%7<$#Ib}?b>lLJKF#O-Xsqg#HR?`>)3kd+}PSdt1>;GO|oELX_ zOio&A_le_hy8d=#;U~Kn^^-wo9jBPC6w7J>9kcAO~2&csNznP^<+QH3FcGt)jmJx`)ZMsbuvO_&1fh7lTDg zN7!C{%0Ym;>w3x?d+&B*6)P*3P%>bGp59nrW*mqffpmQ)fBR?6?-Akq2N3TOHKZ;sAGriOv0^m6^?5HF# zx0HkzUT#00hik0n&lfv>$P0s8v#H3mYQZB+1!e2#>+2(pXRZqb1;xkJPlYSz9zIxg zH57w034Y|{meguulHaMPlw$e^Od-1-<5)Pf$`j3|Gb{t7ACqTMDvTTV)OHLXLt zgVjwt>Rq&410gTm-R#vhw(nYokHKekmXRS#Go3w~>4xaU#QsYl2?vU2l4UnhnIlMP zDe`j8%v$2RfB$nH2#q#tbxNo>!`Z|ZR~srT`x}Sk96oyVyr!PITFnQo3_+ACYliT@j z5lJ8#pBEm#P9GP-T1y4@&YQktL7~O*nQPiioPWBw`nPg#Rk=*Nk^Zp~D2bHZX@A3} z47EMY1$eXSbx}9Vc@KhxT5<1H(OK`;(D0A#1ikLYXGWu+!33XqEzSw!YmRn1lo%Nk zlbfAgYk)@O>6V^SR@%Ae?>*@x#n38$q0N9+?aLKf@AsZN*iv-4Lw>J^tQ*A7&hR?5 zJ#YB@Cse{potYpcR?O@xnBXDrI^o^vSVspKpurdlYD6;K&7!3ZT< z7=Si@^`ne6mANLj53I1V7dH1{!rfQ;5z&jhsk0oKmzqdqv$1!4@?m4sO^r_)5-HQ5 zvL?%KtCu+)kCO7<^Fw!(zKWc*@ySM>+!C=-XF|-|4$E1AR)yoDK({gccJmRLj z47uIuf_rKY`Ef4g-r_Qbjd))D6A{d`sZ)n7)$ov@d9uF>#P#*v&~A>r2dbOEg9qW5 zsO<7dL5qcY1@+Da5UKNBy}s&^!sruy@6?*GG-r;y!Aw@_oZ}InBb(zp$=Hh?KZYE* zkep06``y}Zy23M;oyAcwm3%y-FE~>LT{djKl<7g{1Nh#_%+$SY@l5A=Ywz$h$2bH! zKR3mgrH{;iAn(%F=gYOJ5OyFx%9Z4cl$*X`crlhPc>uGsKTQ%$8tE*(bHlKFxLbLg zXf|DMyjFwVB%|JFfbeJxEN~KZ7>6N=cw`OA%-zY_r?#ttl(WDAlb=m^brd*k#Yz@# zh@q0bidP&zApbbEcV3s59<~V47!!f{K8Lxh;U?Nyii(O5i=ST5Ecw%#a`9~M-nqMm z92#bivW{5OsHP^m(2ePTJ7`S1^t%50aR3$S^R_6u&(Do3`M?qN;hgArsS^^-@e)&V zWGMAD=8!Rg<8@wGS>*g7yVC<0&Aqt(T=$ACF(vZ5(>aIw$lt$r&t?23^y6xf8xQWZ z%%2(3djG9Ct6UNr&(kOKi4^T0r+E5QqqzIH%T;5J6J^z~0vDd|wJ{l2?3^G@1*zM- zeEADtG!GPoT(zEcY_W#f5xs z1E1m>b1_DF3N3Z@slm1eH@mgDowPreB*gk^qO;`!W2$>Vkj6lHLJ>Px(Jdq3IC&B? z*m0Zb{7(J-VI78%j0X_M;;eT;ZiD9-vgAXxR#@&LRDz+WkC9R7*>$qkZRD2jja+%) z37*fD{nOF#UWkvkl&HvMLaTDpueEzA-D2W?OXG2Q2XE*lJA2E7zQt1}Pqx8`2?F_q zf#9(o^^o{)zew$^y0e>dt(dKI-cg4YE#Eld@$us`e0YxlGSl%()T_i9R8VStu~{aD zYA|F-Q4M@S8>eUJa0;@7;#BOQm=6rS45P~qV%!Y^NwMORYdB-XjibrmeZ@BDDj_c{ z6^#%-Gal#8OPBJUbm$(~!n0zt#H6(t<;*5RoiqsJWHj8g45x)k_Ldfe83&se=>h9+ zv{)h@MshT4*!`!PLx(z0Dx-47p>6<(D{v6~Cj9+xe9lm2rh@0!H>b3)O9cX?32ABg zrJBr|B{u$mf*53uP>G4tl}_OVeuClzP7DOO7>|ZOdJ9+17l06tYk1qt7=5B@%eDl> zmDtCVqM_meV~ZKm*8IsfU&E#AKB_$yeP+-PbYwM{uu19Wo;uKFm-^5-oM=;ees;Dug*m^pL5023y z9hOqs=gs#84cYiba87T*eho1@V*hP-AZsV#7s_Ue8rrD0+h?M5y=nKRo z!q1oKy$dzTaI7g!K!Y%d#M)o!x7<%Au8`-fejn93r}x-@^RIR?@qX<_ywMIZUfedY zN9m|xuYN^;-(nN0wDacImj{20l(Js)rR8{W5 z&%N7!OP|_vxtD{|f8{QT!kl9*4T2!<>jANwftXFRFWLi^TXIhMjxuhoE&y16-tIKA zu%I0IhAKrpyHsZe190Mjf8aDn{tWT7(+O$%QPJgwO-*%=ZR$leQOzskWWVxHnZ#*{ zB&rA_?Ja9X(;1({m@&#~P(MS@3jvKU5i|X)t0visee`y#enG^%-#1(KhD>WY0jvYF zhO(;gXfZ|3^S;;6uolD|J#NS@c8yDQ`2ZOPaq$>9bgTZE-chM%)9}}A~?b>iev74Q1wD)1O7%O zx{iH^do~%Lq2X@^3u*Q4Jfn@>YZC$=og@nwEe3^$-T2>skD{mpoL&;;ejw`q1oMkm z(GMsh3Oe?HNtd?@^8%t#;=j^;;Xa_?*`x1#U%`BZMh|p|dgOJaqgxX7`jTX`Bo= zeE4-|J@GG)ei6Eay_^rTxFOa(w%d$5cpkN2o{-+u#wc<-&$-P=HgQ);!`Lp!Qu-2cDzXm-|DgF$e8rClQsBJ|CvJqIy262+e@ac@{njNZrPzB+Xn1pG{Kv!!+8A|vcjk-% zdS}f9?+0xdUgR^hs8;>I&^~H{{{imLDNAiOcA8i_@z#s6gUX>Okj|cng|iajUak>Z zP74WQ`J5;4)y7TW;q6wbSn}}^>jp`=49c&r zYn0t5x4S~P(yNWu^0q1y=3Dlbm6a{3t~(K{KSX=zq1}rR=Z$m7?-yIMk*XjI(l>YF~($RTb z9}iF1Wx|h>#Txo&b~nF+*iQYx6xcIwr=l&ox)(TmFCL1}wdwJAW}X zO`Lf$Rr&kdNA_q6#F1Jk0MIEuLc&NzB~j-|qU)KQRn>^pYU}rRn!Cf>>vuzvsu76C zH}U2NAnp5&o)SSK&VVp1i@0)Sp5*x3eP3Le+OjdP{MOnbhgw$3dcKo+N$4i>t3xyn zl>Gll61L7q3p;mi|GMXsE17>Zd&Ue5HBDi8*y-eHKq*~;{M%md3QAr1xAb$A)>OFY z9g1E;xO-;v<#;RC@>{LMWlpcfjp9vs=N&+@x~(L{Ir;761@C#+=|S&2f~Yg%32@&@ z2m7o|i@^D;iKmz0*QWmFu@ed>m7N?zMn?e|XC&6?j0UXdP;3uZq#B&coRl62ca zOKfk#rNco>G>^+MPaa zE&23Ga7kFyBlif=yw)|X`GKR1855GjM1|gCSM94#;%JPDiFxc8*X#EjF`{{|@(t>~ z?aYHo7^&Pan}7Fzgz;ytn_F9d__a>;P?g^G*~)Wgtk3oC8bC@=pZBG&dsIcm=G=G( z-+84mF9jDpNR|O=&U-ic-UFRU296td%&$jt>@;hua`W@?o#hHQY+?!Ut}>v zk}NMRn}5elrt6;A&{Y^=+k(XB9xgIp82y;2i1E^pF=MW9NMud28@*rT=gV%EKE1+B zHyi?DqMU4oYU>e+(_c6|3iq$R?n45y=N_pAc2`x&!E@=55c_aqte1oxsPMSULydMN zHhlT}1SJM4Aq9ha~+u%G(}2dj{vcX1l~vp@*c;kj}x`5i<$5jOfV9g1d6p=_GJq z(IrSOK@SjHef61w-m0pl$Oj-sNx+A#74@OEOhl)XYJJM-;ixD@b&R zNeC#ICrLN*(Gw>=K9jy%AAdq)-3+5a1c zzh&3+$-1t`rX9Fqs+q6%L$~db*eYy$HoOY&T<3z*yL`#Apb1Ch zS0*BHy}D47m%n|)D}%++sF*D!R2D$?xt?pMEt|34ZdC908&jS-336`zKjK;Grf+>R z>O6BkR7cW*45&G1rtK$}bx7pNgRPWAPZrDg>%$UJ>d@_5S8E2+MB7vqB(*SYI zLC?WzaFLc#+WD2or^OaSj0N5|2gtlxoJ)D8TaO-t;0}TEZIe|tq4Gm!3jBD!R4!jm zw?pV`G6{vFYue;=`!68hkFt8QRQU`yV2wy0T`u{sJ?3s``U@AaesX&+JYjIKl6+)z zw5;3kk19>_TrXJ-6KwAHc>3toj1Nv5Q>>F#FIcvA{ki8_@}om?u)fH;m}5b@@##qQ z8TeX+fJtgKA?Ys?$7Ck34Wf$F)x_r?mzc7`Ggv5cwD2j@_!Q3fHBG&<>Zw@+3n!kTd*%&ko<6pH7`HIXwZ8%Nt%uA#P#FS6pB#pV_K z%`$ROUt4>78e654RgfjGd(Hru!D<{48~KNAxP)KTOPhk3;^-@mD-!DxC$s17Ch%Om zs3|XMv^moi-mLcyKQPTa@YGvvfn4eO4}|;-u=1t334?oHk2~{%_$UNWjJRU9+>jzA zd)rz<>dWD%%q^UPW_T*kB<3&4)iG42E?h=CgUuX0y13?&yCuK>CoY?%+rIrKESmD; z&S#L&AkUV(G7}mCZDPB)jeF=z#)loA#9 zUh+HBTynIFxxABa2b4FT{8AS(2dE!O>(WXw@K%YOU|fg#s*wU@4Puw!J!gXK7`Ew# zj{x>s$=Vv4n$3lZkEM{)A;G~7%#UXPUQx9FeOo0XudTFwP)a{n;Gk5kpmm6194xfx zkbp9iwF-LTFisJp=a?~W`k_lI5Eg8ulwwmR4o%FZmBq#I;a}^*&Av}6c;Ly5t^%5` zsvYv-G{vZ2pSkMEBX$oo;E`tP&=WZpwL5;D7or=xfBw6tky{;~b=AFkY*VBDs9z1+ zUlcFsoZ74CuiZ;eF6v)CaqJgy2|=)I&{JW%adD6wKghmFIliE?Fck0wdU}!K6AEyu z15jeVd-i1I=ANMc4ZM}&_V#6iGr6cMrJMO?hDB{}#;Gt*E~)Co{F_LBi3HqcOIKbw zm?y$C~4*ZUxqalzsnNVEQh`s*upH-}K%D`X`$7>DB=HN4)2h*Wy zM21aBPX6bG3&zKqOK-yWz2GkjO+U*@{}CXF_(i9lnu%}5>wXAX)bz9bWc$Z&LGif{ z9;mSO=FSbM{>=LkbwRWPicT{C8i=?14<3ls=aGepjiFf)8ApDvdRSk5>r-`KpR(*- zFN!0l%cV{ndq+vdVZ_Z}!k3vTrO$!2qLGY5W>tghTAz`tNe4uft1SGgYbed%iifn{kP&s0wVVXxOA4 zrnK~1$n>h%HtFjIaQm#Umdlsi+P(^E8RMOq60$M5;tFg}#3^CEu#I;;F0s{f!?r7S z>vmejTpY7O5lK8)80Ix)!E-&Ta3q+92g=q9*~8UVB$RNc)yiu@N#^lkzbhNfCQ|;~b`^@1Ny&O&~+}S4QHXO)B%P69)r|;Zm z(w<5n&+m!Hs|!&v-2%wfD-#q~U9AV!WKEK1jHqZTL`})P!e7wUv8-<;0`rkf;xJf> zXta#IOBjR#Bi~z>@*$q;LUP<{Io+!hzHjfda5rieA_g4Ou%^OViCJw{#Oxlo`j}LG z?~=Z58%tNsXKB-UyC3a>hqRW{>cow!q3WW~^WC?3oXk^SaTUavsG>dM@E^gl#nKKv z2YT$0H-FrAjFV&L@M>Of4fJ4UAJ2=fMw6D&-m*x-tnZ+dSFb4^XZ0fJla|r{f0IGF zP&luW`z_j#c&sj|i}-%&RhBRiH2!42nzDm$R@>AUMz(&^=IyV>|4O!)lD{ zoI0^q5MSgZ51(=B>RGje?6z+qid$Hm(;UTw-v)FaqOp_M=k044J%qHm%dF{=N#+h( z!5qwT$~vPu053Hy~dBsqk=P$@Rt^x9gYq5>Kk+97VrdxDApqQ&UO-Gn||*`ifRcAYbr0 zP+08?@oS`YvT*JCbvSYcD_0z|Kauq2pt-t8Y~y4ES$l;Jq$xg~T|JBHv)fLkqCl~J zNt~lN5Ec@P3CGu23%LtIKIL3&+IF(NjqjJA>1<7S{JaHkSG#|ToZs$J`-k=0?tWU* zw{z-|{V$5wIVyT>f9*HbxIlAgwsum?L*bQe+~S~-&knDVk(DJ@tf80~v~IZC6%Iu% zAmYRpNKxubjkF}Nc|_wOPJv`#2%4SoeUDkDfM{@>7hRS`3I?;$>ZI%j(OpVe8Fqpp zXCJ=JyPAB=rlyTyzD7t+{PJ{ZdBsu7CjQPl9WiXH@UD4dd4>Jw%aeCX^2-&InH=-Zf<%tH~w?^Iht8RQY?#u{Mcm%*Z~8EV-So=(5MC*>^` zED#T6Xq7d@Nh0&>UqQFQhW}tuCwc*#UehRWw7#vIkl*G8_r8D^L+C&h{!Zv=X!>G) zgv_!oXKRc5rq>Kw@gv%Z_kOB**B?#WzN$aN*(9?D&u6w|$;_;mW+DZ2<$BewF`wIST1Dc4?oMnDI&{52vbTAn$T=k?8$N z%u9cv=l16Bl9>>&Y7eRI>(5?FA3ocI1~i&F`>Rny53DWTJMX6D{-`6hVL~w?T1uGT z>pW)fPG_$2TzSa8^Jf+XrnbB?5|jpvUGHXgd^p+cXO}R23n|Zjp{WykdyVYmQ?_Nr zj~kMf_vPItXEG~-GM}g6 z*RBcXlH;qBl@>)m7R|dT-}4xY*r*`;5rtnS=Xqe98Bh0=1n+;ZQyW4a=6rq2+cFfb zj{&_pI^QO%`kb)T{c~MSr+a&`+&%rcynw|%OHX>Jl~3H@%E$z!vWaCEdMtE8OvQ`< z-9MD75S#QmSpTL4!@N(Dcw(~U)(7VZI)27&{c)*Q(cJD_440tu-rivpWFI8Nvs6Jq zcFHv#-@Di&C?tf*6oq8zIFf2iLyyr^B{WvC0u%x$mw8wpur4^{93IPw@@AD->U)TA zqmyaQxd`h+W})idg5lq}OWXS_HEKS%%VtK1>&r(=GkNdp3T%%VZPZ0YZkny_*|cRG zXqTQkk%SPfX;VE{JfF?=J41P$0Ta@ZeQh+vadFXv6 zKSWwY$sfnjt@V{hwu`R+-rjAbya&JF+@Jf>M~p)gK7@IG9Cz+F>JO!4yt}-OC*Eo$ zHF5qZY#=N50@FU481*%TXk1wbwlMHF0!&w>F{l@#Z@CdaZ%t+~;6l*k!RoB7qh>)FC}e zoZ$I6bHD)uQKPjJ^8C22uoHI zHlGe2f8$57OO0Y<5l-qZiXW2*~U-lU63AbQ^yNQOLx-t5!}C(4h#Rc80=rs zz{UKa^Tj$@Z8WLrBNw*Z4=${YD`OP@GlcheTvLGF8g;)P^v5L)j z&A5HAQGA476@5kBk#@1wqYifb6m7L~nqA+D!%#>l>0L~MtYX2U@Jf)T@Jzk_l5b}v zt@8xstVtqyP2Ij)b<;Cf*0yjBTng5A&=QXz6i$q1PC?rtr=r)DHuRHsQ;BDsF5LqN z-^jk;560o?!iY`r!6v$hcB|xYV*Scz1h;;^`+@UJNO04uvV++Zaog22Mn#|A`Xc%I z`LtyWQ}~2FP}DM!JYSu5KZPrFVUBD+|eU#Pd{v8KESGs(E) z1c)bb01yBs6)Q*)Cebp96Ax;yFAz}<`D0i`Tg0jE`DgVOJa%yodTD!kA=_uL8q$6^ z#|?eDbn2AC9o@LOgu?{88NrtX=lUu2p7H@Aa8TLLF8f9WNKR&b*mC_AamyS@&yhA( znGKOV=5b=Sd{XT2c#CSz_dU;-N?FXv;Y)8?EgJomQ4r?emP8()omgHR{;2GHEDv5A zPX^z6fHrsiP*%Whxl|3j?FU=(|`4n zBMyxfd{r;`lu|<1!-?(0*$|7`zv7Pbt!{B}9?F2}TYFNx`3slt4Q0pW&>0U0U^@5_ zry^@e<%Z2jH3Vo2R!v6OFiKk(?L_C!qeP!IXugTiAA4qf?3CBa*8}gz?tbXC{=P$|@vGbTUqQA@ zK}o|k=;%?=0!N-I(4xyLc9|XF{?WCtI<*W5pa4X*F9IildgLTFE{ePI#}_#;vhMi9 zhCHJq<)#}vJ&&M1`D+Fx+6xBf#_%o^@@@HHV9VMqhiiZEAaQ&j61$e6-Pai18McR~ zk<-5UDbGg`PAN@7@EDLaWvF^hJe^qo z5YfD)(65M5#`1EaQ|HGtNV=2d|@Bt}~O$hBtlpv}Y8mWmJ~!x-B-M2r7bvAO<1`C>;v=f|4SV(gxiU((x%Mii9E{CEX%QN@IZvh_p0H zH`2|SFMex{b@n)CogaJbAA6r?j5QV?zP!)#+;LrV&TC%xLj`$BaxywH5)u+}X(nHt}aYh1$8cC5F zZM7A}xxXy56Is1I{J2rj@IJbGv z#t(;`w=!(}aDI+daN`G$(f@W|)EcpKKg-*~!YDEKlEq#8>02G1-6qi(UY+l}$(m0cos;~d*O%6@#h&`8Xp~Umjl1Mz*+<%lV}F)aUtfR69)^Im zVw-_)-@kuvI^@5|ayhJbV4%6!dHzAx^}xa{bniATL>JzBr>5(gP-|4~&(xJ=SkuHP ztMu7*h2s5(vz%cqY8{_iqW?Tb&K}0I*Ax|h_4X=jX|2>>5$o&g!@YCnqN}C`#MT#Y zaQ^5W_qb$5B04xu!ajG}-^XC?6Z7uulkKsa%S^^vb7V<>KM-4a*VR>;n|r6`#kurz zN4odE-$Y76!pMzzZ#sG6#0h?WRnooG#EZpkIbS8@2IrgJ-rmLOfgM}7&Wto$F3k*y zt?)Dwnn465lwUEYR-G?)Fg#jrXo=T^m@VjWAx`nnQ}u99Ngp}H9H2TqQT+qP}v z&@ItQs#l+JJO1$D!Ldb_uio;K2iofP<6M9$Id_ zFHet`D~XM_=2UicXvfu(GAGJM4zGomu8vs-zapDfZ!qX_mfz)9y7=JfqH9O7v;FLF zV^4+u{O{jG7_9Fx;z?Jc7!MrKclo}PhhO)o#_-$IN!CXtUkQn%{{A)J5&i!0bkLXO zVwc6K^|guhu&g=~Qj4pbuBYFb=uB@Oai1^jT3lEV6cJhP<8uE}RV61QLnmx&R6JV~ zDUxU1CzGIbz8B8p`IaS%<)1$3kGJOwM}DiX&x(&f#=$Y>E6|zz^5tW1 z@6)HkqoTy@$J=LSY`qAz8M%}k|l2;lz!yg~+ z-?L}WIj5O}f>zz>nt9(MMev~cN=fqOt=ZBs3cTqV^a2)D&(HLf`_kXJb7yUB4Ns)& zI@_3{lysk*-k?@f#BF5(OHssjuzO@gQ$fLMs4hXE%Vqk#*RHEqua-Bmv9VEeYB|gd zUS*cZv*>VfbKEshCx3o8e*E};7P-Nu^ziIa zk4;;`a@neGxP{Mm*l4({R0}<;8kJ3J6rF8QqVp|pYRc6ub@TJ{TU=aRU#xM*bR^1! z{u&rCT~$iZb9qDO` zGOVuS$BrGmpNb{D*cWoO> zHp9JmqAY&A!DLp`vRMCzcZEOG{M?*siZX%^-zx@MTCDy{{)~rcXifwvtEmwK0$Wfj zrUJq8epuaF@Uv$P5h}F-1@xa+_^aD(H1t-g#fUT4x-}*yCeN~qp9&ut?JRC{h^91MJ1M+qK_X{lt=_)72)~jU0I`=IvWSOv=xnHx`z1 z+}GWLWExA|-Fvuf_6>=Ad`!#pc-Jm6va@H;Dzi0yesYwZjcs=y)@tc;$AmJQik#eI z<);Aw(TXYf4{Php+q;@GbVEvJn8e)L6&5nwS7j3vv5flq``y-8=h=e3R#a3>a#WP{ zw$%l(tHpDEixTTvpto%4QoACynk~JI7hww;_TefqayjVm@iqy6R_~@m9s@N|YAMP; zfBr1@>YopK{+!jk>E+8)Jz-ccr3tgQ+{(_FG$aoXoAgX2C$kQzMaA^C=9pqv4tEsV zYiNW?A5}ED-mZPL^u&nDM5>Wg2f3a>c>jbD2ltu*qfGz&>~LB}sxsSB0QO~_^8HRTaj zR-=W}QxWQtRnvS;{b+d-uSAK`($e-n{`x)A*Vp&<7i6ajf6=8utX%<%b}M^( z8Un*vhu28GGlR9rjy&ovt=Y!TbE87eb1y?X)U(+%URMXV+MJ?u52QFgy^N(m@V>W$ z;{N^nckoi3XY#uHd2ZC+uC2QFIpR>`5$ec{W7GZBN^GG#dtZ|Pz?mv(XgGD3ZDRK1 z&54QEF1&*<*^z7BhM+mJ>e^UnZyES>yra;RmyU}oqo9xAjr}6M9v&Kc(sOclHoYw| zBVz)2QLbd37y$t&YP@#Qcv4h6w;wzjtTkByBg2aD~a zbr?K2Vuf~GcX3(y^~uK)!D>FC(0+nHoy++0+*n)Q_^;sY40iNGSWC^Xv?tp01D`x$ zUbT>umflNfe|x(pr&)(5<<#Yh=i%X|^18vV9#NZRU7TZ(t?23%|FTl@{=)~%qYGBY zyL&tQ4~g8tj2)Hq+f7P(`UPct0>7>{^&y(-6)GM>$sF&50rnfbjyp(r09Ie~14b0t zPrL{WtdExtd|ZiDRBYas%VYShx4(aGw547zrNI6E(=~&-H@74Mt%pP+*76)15+@0Qom(cOy! zQO!fPfO?SvmM{GM{o~@|e0?upz4|07O1C)cKv;c9HcNu;CzfFjGl}9^Z7nUNv0Dyo zzB4?692}P)?Hp!fXD_sr?9X_Flo`l0*OqIZMo)dM!C-nmg1Y6|#{TLXA7?ytsQAW* z`v4P6XB{TH-`yjS=4h<;hg;I!tfp>pnav!0Yt*0g96;jYsdKsym-rbx$~T4rd6SAj zMMKlP+>wnXh;4-+E+cDq!gZ0Al{I;}4xvmU((*)Go+X0%Tg8-@>FL@9wnJ}jRWKYn zL_a}DRhXx>J|F&R(~n1()TH_$gxJ-e518me1QzdZdzj6#YuB!k5@pL9M~Bn7%q2eb z2e^fCs%Q3&<#pxSCU3`!jgF2+L@@L`ee~#&L2k>+xq(gQU;F195pXYu^CJ|lPE~UK z{{8y_1yhOD&-ZB=C9PPECzTStsasvrzY&*w@QVx*-c9qin_jcEw6tKX_ix~gggpSR z%pb9~HD5~(ZC?X&Dd3WJ&mXQ&^4|zy6UFl{D1TYHFSlXD_~@!L^()8QyljO`Z{EBq z>r3nKU64fci7oAl_uiv&Ujv^$4Xb~N*~*udyJqVyQ|t@)f_sU)H*!|bZl!l>OFur1mAofqWl<=0o*g)>gY4<1yw58D8KcoA*`qkDRK1`nSR6ud^dm!6)z!`dvm z*2s@R=!oZOxr3@IDmnOWATPrx*E6nI56MS&GLn(1SR zM)arKB)P9JSw3BBhs_j}l&1SaborB7K#EA2-Bx~AjEoP5O;JPAXB6UDVRjl9Q`)rO(dGqai#C2?>8D=B)zEgTPN=vqElcpsUFJ zG$iE2YR1LzjB0K}$#gYw`i7P110F13oY&9IIIX@o=j=&&-Np4-kGR`psm4=WuwTlHJu<4TF@%WH28YZxQt4O#O6a{8;oy(sT( zCx0q)s@26jSV+XAn65RtKMD(+)&{YQ5i73p>(_njs|(xr+w@mG^zrfW^V0#6n-K`^ zZ^P3?2-&>SDHb-UdcL;0%pUYLJ3Bipj4nr`*tnj>_-jvR@$T-! z90#eX?;wmaxh>oPgCU|NM~28Z7~%F3*X7}91x=j;nQ2H-0&cXkn?-2va_I5x&&H}^s(F6q=$SLO5vJYT+yL-X zQd023k>{M}uokN=PjGWvcNEwy&reLWZ>H@Gpu@k8>#S$=%U{G+A3&)0xK2J439yT17+I#SR$BX>|Y39 zFX7ZKnE6Db%NituRApzIdtZxXHt@(xZMk<;gmgxga>U4KwWZ_OK~?r+d&0AyE-CeL$O<|s!VBFxxh@x%?Cq+eP-QCyiMw&va%ujk6HNWaeyd1s; z2#ut!1Zs8i3Eal<9m_$5t2(vN-|2m+uL_HR&`-%hl-eJ1N_}6UnD!vbJC%e z>5tMR@~V5|2a^A97*9+Wz3oRS(McR=MgbvoYp& zrU9MkbmP_sQq$_y6#=Kd6?@pdewwv?W3U{a{kIe0Hs1O_t1s5%=Iod}Z>onbh8Y6<&&nTrozPB-L7AcCd5z@@LWhBYY4NdZ29belvLAO=9?rH73;v9 z%+1UY{A&|rX~grhvZfKbAyzayiT}}FDIVo)V*s@ykO~M0^w`GffKx2=240DGFP&}D zyg%jb?F~dY#B}lEMMxblQ&L)>CxIcVrbXfjjEs^Yoe}fHe#BL7K%jxqQHFyD1x=ey zUAc0lhjTXvR2c*Ub`Fm8*jPfk>XlG#{a+s+)+HS8e=I?IRY#}9eSHnePPl;O@T`-7 zKwfloG)R;E=#Sc7*P+=Z{1f;T$WzF(XM#dPAm#W#Kmg^A9XrHxs4XW;8oyRn4pfC6 z_56`%8AW71G{jsCt@0ovqp1D3mUxVOQX9wzfk1F`E78fo!&}?gk?-F9(msGVGaix= z7=gMgUEo)d^34!#E|~zF+r0POiMRt56%wnBwe{1l#YIJr(}*BZGuJHT)hozvY4`4l zo12^CGs?=!E-pos?-7IQ>v;qO=4XcL0r!0$KW0GkmzLbQb0-jWR$kux%*-h^wy#xH zU>>(LG+Gh2su{jOR_b(}?*Jh3BE+bs1+*6T;fUdLhO#R~2RDm)eE=XU<%u z3(w2TQ%x&|(uR4+$go5%Vp6zgpvt2wE&YYwvgk=jh~ceUJ;+Sm-B!rsGcz+#xE|B- zeFbf*+rF`$nyOnj`!S2($ME9WPwAGpfDruk*I#pUbF)nhP`jX9Dk&;{{ra{4TV&gJ z|49zb+^yTT6;Hn3g@$a$mx0XrJ$kcln6%|Dpo0~gVI8m}Z*JdfUGWnrK zbor%bo<%u_8S-siyfjzQBmqgulMh0UNMKg7>;r!+@SFWsA>aN8?5;3vs zDsf$1UA=er?qeoOQx*yef2edyOP^jTu-XcDAfo_dm zlSPixk2S6A>>$a++_0|y`Qbqg&=E0Xf`%H(2Y?V@ukU2;beX<<@-Za=1iS~l#BC@c z1e<2x{{6_7oSxr}cp)HA5l&%!m3eHsPc3XaIN6|d<=ort)h`X6fV(hDKrg#3def4~ zksN$lzkL3joStspdeD>debSK6=JWKn5KdXRMt=UR{ob`(4l`@S8^&V)F`vdG$oN}6 z#Fshjt!+EDToW+eCFn^BadB>TwxiU29SVDnM*5|=S|eVuwS~Ci;#HoSvpl!TcYo;H zX^?B6B?e(WqnU^+>d5awDvJ=d8xGNRJ99FMTmR9QIL#M;d*H@;hK4j$R2X4iQIeq& ze-952U;+A&!u)(+1|e=v&Tj#dA3uHC$-J_%@>uEqgYVIyji-*J2LsQEt}XN!xJA8E z184&otFL$$Vn))`2b_9YCl_1E;6*@MYHC>h-T@sF)kL8r2~ADS&3npRR1aE_GDCX_ zIi-HY^K*4IQ7)8#o=r~cSaQ#dkre1vn zHHO;ST4`x%+-(KCZpZF}-2(#yJw3Os3T`7VHV4~lhGjRt;zIt$%+T<#9{mO>({;m2XX*yrw3{(%83^lvzE5@hYue(3S>Xk)LhAE7H~XxBCO~b zNwzegzR6T33zN5RvzfePg!86rq5Tp27N;4n?`5YD+>P1fbzfU))^#t2p3B3-bNFzy z@tBnE#QXQ}j~qEtr4^r?oE$^2DLEx$S7j_AV;)c1e}mu1fbU+xL-FDZ{u=3ij~~B$ z^$NPKl(aO+f~>6U@?f0*=-8N~FP*-D?rgsxb+U0&9m)5m_IcW24r2aOKXiM1+jVWm zZ&;p`1jlu@ruSAnQg(JZG2iRt8a{jwCw&qeY_N9ZzKG~<%nGhg?p?)o-=*Rm&yPf= zUuNUwJl9+pCbJ1WCqSZc6t3qKu8G60zweJn3E}QHY8sq^E!g~$j6uSgU98FW z0IdjQ=!wo^0x^U4n2`H^Y;G1feOh7oY8aC;>FtrGbO7_lrY6J$L(m$<7-#_?y|YfM z&@M0vDwHj`%5pLKs4u@34ikBjoYe|h=@p_eX-+oKZ1x%ma|m0#@Jt5 zc6d@^4h|4sieyE=H2j`;iZUXAJyE}~AJ5Lpvbl5TRdVw8A=|n%lbj`J_5!cOP%^-U z50roWh}zi27zH^{>Cqo=d~JV2yAKWyej#Mje~&`c%GUPTD;elT-%WA|-VivRH$*|3 zYf9I=b@OI}Nsek-b!8<+YsZdox!{)1Qfo6wV#U+nL=dTcs5z!4Cl%O&=zJ4%bDJ6) z`MA037CM6=F`DGGqR0ms`_6cK%coBl(;88IY-(z{bn)WsXp2&66LD#o0}`A$a|RMV zzRCLb?UeL%j#H-~0^&NI|NGd{qdm(LrE08H(8hrav$J_moJdMcycA}b{pQ@pa7;>N zs+YJpn)=5apT&TG4q(O`tFi@Q(`%&XLjAy&-?Dx8bG&NoMISlFIp&TN)+m4>R005C zIXv73_GKSZrPT`X|cYfU*V8g`=P1YhZMeQS@s5ed zFTU)*B}F};QzpzBHcfe%m-EPx*yLm*;N3djh=53Y)0e%s4jjzxJ(u+WxP@wZ~%iqE&*7^;xuQ6EY2|3gK;1#TcY5{G!o|K#oeyBbU4hLDj7;^KUC zmn-=T9e)2pl@fLFU~}q?iD5TrYu)meB3;!P7#@KQ#7b3J8Pv%RGz>)|fPA8B;(N@! z7y~d(PzDqy3hXC3A8q+V@+ow~_XsK~DXFDvB-9UiQu6cjgPNu!Cx5OYUT2+V2I~@J z0hD(Kf$V~c-rr42_+#lQi%T5a&VcX)^F-|sSga1P3B~T+%B)lbQasV`U!RC!Napx_ z^Pfe;+-hC+UZ`EhM}`tSqns)+xe6vjtK&mt*+sOEHj-}vD9wz@l8{7{Q!_6!dX zzg=)O1EkPp>dT3`(k`bF4sk~b35jdho>Lw{R^sFw2de_51!V=DL9Tqaan-3Xm-|p1 zIAGrX_RY(eW~c=j8yh3~n&dcreRdMx$D3jn5EMj2RPYCc1P2%7=U)!vHHOfA|0_!K zPCvb9p2_qDb7)3HMqUnH9WR^!zT`$31kcSo#aLNcIX}_GL{INL-G8}QXQIEKnu>}S z6b{%gtf66K7VTqjT7wzfur4eBpoBy=!}SMQcp*}1r)cntk0i6I_?Uaq~; z!?Z5wFnQgkbO*S7MEV-G zEdVv)QzU{<_yxRud?57E^P4>n3=C8r@9R6h+5@FsUQW&o_rgek+oCM;6#t6r>C+=e zkB*d6{~@h`)&a4xv6y&YdV$1*1P+~|w-yu7REavHsi~>9wl;DP1VSX@h^VM_By5=j zfT5^;x%_{kEMr}z>sw5|SDEy)pFHW<<0}B3XJ%%G;x-Z&cx>Q{7j8g>SK}@@Iy-B& z9wrV>SwT*R$1P-Cj4UP{GaMyiZvh3RxY)Ir4^Al}=fyV4%*=$A+O#Tk4l5A3cxIxj zD?ne*z`)|i>z|`7SpWfWo19501$L4SWFZn_?5q8RW5c#C;`FSpTyt zqXbb4=)yN)Sl}n=avV4$z6+ZYa)w>T-3>({43N+DP0XmsRR z>O!)Ojy~M8<71~<2k8gYJ|Nex&%3YNL%lD^C@3i4)O!2<^ur&7d!@j^QJn%T>RIUn#w2)Sa|4#~@hIC;^K3$B!RDrgt$z@BR{a!i%ypn1lZGb&nV?DC1|LAXB^o#85wW;)EpW z-hKOSM)>~#++Y&xjJ@;p>C@D-v~d3I%$^6EW-e}uCV%AbZ#k8T$ua0;cEC2m3J}OY z`mLDcrJT*TVyub}_it-#t!lipWe@X5R3ltnU9p`(iX1Typv836{$guJmX_;alW_dR z#YmqSPJQ(XwL*fEQ-Nw)dTMIj$SkNU!5cHxn0{9OD^;Lm_Sw~$dXYP$pTB+MWM#Fw zefvy`S>^&!Tv1Z8v9TdPjvFI7bwU04-BUrnNfPn}%ouOGR!`QsGHu$l2`VB#r@f60 zy^yt@mR1C_Klbu|!ouPrZPIRv7~<Mj|FA#>B)leUxKkM;}c{-@&jQbscQW0c<=w;SNYf zoVq1N7!M@H<<2xkW#w#>##EFnAyCS{INQ?EQH<;dQ&UpC*MkSmSbW+NGOWYY)F@3? z>yGH?9@busX&&+2rNX9i{(KoY;I|j&=ouJJRfX#)uLLjf^B%iFwG+vKj2U%lCTnc9 zEX;_kvT_5eOEpnqi2u0QJs}5?Q&8j$at5KqC}4Q-#BhrU$@y}|Z{kfTnTG$-G5UXk ziIXxvo6o2#w;gUUURzltcw^oWZI_$GT$gN-p-_or&nT*cmq$`k@}x)dd@H#$oMYl% ziD>Pmd16?bix19gt&#siD!@sv3$&UZmC2qT58(Egf|RjaIgE!()N*B`PO~J zN6En;$+jh1Ur0Q98VJU#f!N*xsSqVZ4qhJ`NGAV3FtX_mCh#6sFOQ-31 zv%&~5RyH>K?P3EEgf6{jxuqy$w>)QV!?vNBGoD1A_4fDIeSQ5Ms$|e84ZP`PWMwHB z1SeYzqjoZH-nVjuTh4 z#WYd#+W{vBhsR7}IvLFnvNW8OAH`>9&%oz-KdE3tfA|mFeW~Ee7t}DO5mOUd&K=W8 zpF=<*c%us2X`k>%AmKB&e|i;0Oc*tgt+BQ1zkU1G(vpv|$LZVmHPYQyXPbRT;DSXK zu>iYAS_DYE%1Q+_fKlX*844M2o>*H?!Ryf8(SZo)0M8N997MxKc!$&TMj#!ScNFlk zuv|)4HO*;7sgPO1%IfvSdd;Rvh*-_dY6W#SP%1FsoJ|s29g4K?{POLaPPWk#cwrS& z8jN^za&q8SeDdT;`F#H=t+$Y7SdJf0*UHZXlg49#Rlj}>zY{+jTPgwqMKXdVT$IpA zSOf&@Yhy3sGx!QGFE4~yTr2`F^z`&x;BO=IA|xon3lJ0>+~3=a7$G(NnBQ)8WAb0B zwvh|IaQO8Qvc`#H$A}9XK=^lbo5XHpK?eCE2>ELi`S_0PXEss9FtOWg&(PlIV-s9YTUH zr7bMRF(r1wk(c835>|dvxGS(d4Bq&J(V49b6yoaYEvS5>ECvhbOZ6;93|JH6M${ou z_44Q`bpZgOh*h_=oIpui%sY5vM|fP{^M}`8-}c{?IQ}X4{R^G{XR`%au})X(t&Jff zF{1v@R>oU$=SVzq*;^};!0SmkjQRU6TlL&@m+s&YsdK66EFOJ$^i4XXPac3D5iYkw9}#KQE}{Px>Q89ox!~ZU9p= z%(XC(U+xHjAO8>?@mhlYN^Iq?jfHwxBscvW$@5m^cw{E%*l=+~Azn2x%AdRR_#nc` z7&NukEgK*1UO(DxBo2!d(QY|7XatvUt7!({#H$=hCdNNIZr#fxF8%w+Y?SL< z3jhsL4|sPv7*@`l_r|&jAm8lAACs8a4-XjXmbMTBgE_T@p#<6l0~doQ2;KfAap_Vy zG9CEymMz4_h`ymAb<0&E2rImU>IQ0@$&JIX+!5`wF$xEpp&`H~1ef^dnwsX3S$TPR z1bhe>XzZBy@g`2$5Q2iby1M)7h%Ol1kKT8@|4sm4iQA~loF|mkE`c1NE&%+B3I!tM zId^w=o8VM5Bp`PA`_mB6-Qeux)ZgF#LezB$_!3zLrcd6KsDOai=572ZPqF@oDlWO5 zjEoE#b$pS>001c{D0b|4fXs=?wQjz(K8gaJot+$f&&yqrInjcE_&q4HQNWMp-0Y{Ss;-`oau!Gwsy+x=^YF!0Z3CpJTv%`bS=0Nn4~Upq!rXk! z9t?t5Qe61?08^w6gz$L8^52zRZ)E!8g#f@8mzGMPkz;HXZ-9KjZr7vqNJIEJLa2ZR zW(_e=K#vxw11vz$dCm-Gyys_bRavGM6=`KOhwCztywt=T1csQSwMEgm=|i)LsVV4t zSo;&B<_+d$g34oz0;pMD_jQtyOJ%iRLEn^>lzMu5iQpWGG(5kdI$QweT5$eC{mS5! zMw1kU6y^I~UiyZHQ7BGqB9wt`(?PAZ7;^P~i)zHci| zdSjzNx)6Lwu4nktK~Ygr+2B))rR&S304Ew$R&a2DriBupJlr-#yMFf};cS4j{)SVq z!a@?Umi#q;S(l0gez*u{taL~hzo{8^U+*9lZ1tR)vWADwZS}{GYsETDl$6&=sdkq? zrnLcn1+w`R?*c7}#of^vG#?&@Cy|lb3JTr7ejV`)SR)dZ3MTjVmE^ZO@8xF<4-cbD z0_y|d2kL#X4p$!)(sNe!N#ceoi}Ub^3pxkU9Ysr104W#&g1K}#JGyS8=<_dSOvfP% zAi*2%g}^D;y+VmD30&Y+1HHXcwU>YyAoIZrGF>Ak2C-_>mhE7VXyD-$9lN-Hd;MGV zSE0V%Q26ZPnE;}LAsA=0OY)iIAo z#1DO}Wp}`)5H8&pPoHMq{PYNd*zSX;yGvxH-(3J=$5nh_xN`*})<8j{FiaU*T4rxK zzJL039Iyiz1&smzKsCO;2MBKq3hqC6AYdILgJ<)G@}!cc3LGXMA$S|=1L_Tjgl$pA z5su_Md$zqU`+XIyCcWbN@+OiNI$opi;)9>wy^9e#G-m9?Nls#3`$1@aGv!tW^S@Bg zMtx?z(|H1M22EEk(1)>gegM^Mp!`rCLsXqEM+&Qu-bP)AnnCWUMQ71TPqZIJ zOFPQuP!R9%S_Ut45mFM-)q_qheBFGfbH?u$UO>Myu<;^AM7giERLy}EDQjw)YFSTq zUtspsNDpS|Hu8SP2fJnAwjK4P&`OytX1s%^Fk)vN=1LC|^#SNrjUx45?G&ZKK zs5k|!Q>WCeI40~rR34#1PAbBzgyIfLaB|cqSy>n0(ty~Quzn8O36`c8(Rq7c7&5e| z$RC%5JFccnWxnEz~T#jPo1msmw!2u$3CY4~qZ> zlu-~M*h|KVqQ=ECJ5U{-2cZro zW4Id{O(0f#QbKMi&w60+Z=gQ6ne2{wZ$Mo!u~O^~1f=}JLhR<>xIZ5sAKC(^lA_#9 z+(iCNIN2u2aAS#ly2Q8quSdoIbWUcOk8L6`Z!Y9}1aS48`@Y%lOxwL}6jEjB-y5o` zni$`&V)$F{vbb3BKCp8i{KJAwMT0gb!$WfG|HxkH|Jxk=%kt7Y3TnyAs~lH*Hk%Pd zm4S{f?CH~+LwBjkbG{UBjL!AzsC@-QLABEXSB+8YXm2k;N9Y5gKi%l(%W5T19LHr> ziH6L{$sN-k*h}wWi-Q(T_NROOn!sj17BX^jSICZ<&QuhtNDPfL8z}g-Mb*2FxJ07o z&o0P#DpEcV#2+maC`_T?gHSO%Ob7GhpPCO{>c6)y2J&ZRX69OUxh+oh)zvA&`iOc0 ziszSO6rL;B{~O3`ti|!q!ZyMYR6c+=)JKT5Hq_VAU7)Jkgl5R*^@>i{?Gkp`F9#NE8G z*L3u-_YrD|3t^e7C4Pk}8T?jI_uUpIW8&g&<(M=!w9U-VcV!zBy8w{%P`JVa zz@#^YyQ6N9rUu^)oUwD$(}AtPSO2Y==&$66yb#!1fBZ;Ro1UJAZ!;n(DG5b6$|HPyv#^;#NxO#8gc}i{Hl=eE0wf)P zx!I4?Xn;ykq@|$=89(vWN1@)N>7_cHXK5;FiC^{6(um4x0unm3Cu^c=ldmcc&~xbv zUHY>xiwPu?v`(u_c77Q-nVB;7_G8)5LXo>ediF>wL`jiFqg&xP$wU`$l$ zgV$;TvSjNVyXwp2lFhLYl`tBp$si{x>XQRvxb|1kZrO4ViZZ~i4%@TJK1N1H5MGcc zm?M?9olH@Pfiri1yysmx79Kvn%WZZ#o?)-DPd=6jVsmtIk`Ln@T3MWKk+H%n^PW5@ zy}T5*aGd^pEx=&x^RDBXvyu63->)TiiNW($%rG&EGXBc5Pf zpNPkWa$3)7iJ=bmck8{FOpDSb1lBv(uV3GQ<4+Y+o=s5!i?rI36Su`e9ri^GinjWW zaxV)D3vqY=s(mHvYs;8w^hk8TRiv08Go0dy&__xvKIDw%L4BkYj1c!qPHIzu9rGNdY5{CBQ<+zCgwd%`j(F`=+5`Qsq&$ z0c)4zBrd_qZDM`r3yfE7X<^N&+iSz+apY3S$*Y_L4YG&nrL20H+1b;Ga|lrnPzX;2 z$ugBP7T*YQSLs~BJ|-qE&(mkl)Mi#^vtNi;zXH3qO#G>GY{K|w5*nbrbjOV;&P%g% z5iWxw5`EU_=1JGcF{w`k`o9c1-)HRzngQ4hHk^&;Gc^rQUkb}?rYCV3XH!lNpeR0w zXKNrnTkLW7ejSp#TP1babxT&DZ(^IkmcV$S z&(bF+CxNH0bMlAN#3T~gB*-*&4YB__#L#|h!vxXo^ZselN;C|FgM&XX4|r+&;Rb2a z+ejo*LI-UPwr)OAj_QiDsnTA~`4*D|)J++VANIPUA z`xqRJQ2PW;3dwyHAR#HqByvZN^lF04fs}ZH7a5kI8e0%H6WmjYsRn3-MYSti$m$rL zv=HHH7jy6_b?dQKzS(nJs4=XqEl;5OIS}1aM9Rm3Iv%qpjOk!QDq~#Q1yb&sgMrI)%o~(t11+c!v_;{)1$Em}3W^Q5O zCEO7wU}Qpk&&+(}=jXP*=8DD#crx$`;rAxdi&Kl$4Vzi#GXMI+=Q3uo(r6zDFaf3z_nB5gHGN zRH7@4*jdNK6a|~*{{4aY2x#7q*4C%p#3v-tlL%f6jVuc>(|GhUTAajMGSYmmrC7q9 zvF0@Og~%789D|gZ9I@JW*KeB?)6NZQciv3|jpxtK zp#9wHLWN?$)S#$KXr5YW^q(7$ET-bk5WEQ9Sjbeir}FP_{nJmP8;sLtQgJH6wnG;= zd-fjKcnpQXC*2!A^tMB{i63KxFW|5zkr-oOD}&e#jf{*;P0`EO1^%m6yoR1NJ#KYq z90~5|O;brMhsQT=H6S1Wg{Z=U0xZ(Hva)EoP;RgrVwDW-vBB?%P3ur+a&vQ`D`e&7 z%4V|EK^T1a=%x)4WPMt_{yh~;pByoR>|^|#c` z-&8AGcf9O#B}Gj+FRz(Y6lNEECA3}aWHC6KL7U)52t2o7nm}9iG+VOxyKhLvgyikk) zQ)Jl>L0$=nhyeb%VI1@hy9|}orxy1xGsKQ_%J=Wy{e-rK)Q0x%J-c>^fZoEpkB$nI zq##79q$;OmH-8J`8^N~27>3+^=x#81&jd*Ry@RaZ zL9QZpRdH(O%H`-q!#4n33ylvZkU$aRlH@{TT}`oBfV*i3IGTs}Io);lbtfpHu0S-x zcSaWw^{{DBl;j@k!)pxV{2f&GRA_)8)Z)G&v!H{x6vqRpl)-9t8%9{bBZz${>sg^Y zVYZJVH1FlDGTJk6Xw1)NXyl|i-GH4Hl9@B~A=uAR#WiS5Rl&k)D5;h+!>Kf1EdW@0 z(SL-T74o$dy~xPYe8zRhjvToOQx4!12KI`xS07+{)op%cTk;<4xlI~OG2@NHdYSQ+qAt_ zXmo-&#pX#oAAs0aVyRx?!E@8h?B$aVg&|0QSTUZIkn6vfysIJ}e?)o}t;yJ`DVg;9 zAobv}cQGURbAPSv9Y6S)bKk~6U>;hh;m^v}JbRFyzByGzmh{Q^w@BK>$)ERTDy*<& zxm)?+ng$Sh{`|SEeaUEZM%0X?9gEZ4sIiGjSgw`~x2^}C{X9#w1 zsAY}dj)0&9Z^R_fz=ZVgID-h@oG0%h_vQ<4xAyoG0uR$bSWVDG5|Cz=Xq^`2hJ%UR zc;X?Z_X{^3?tID=B3*rM_waC-J{Q_jrSgjKjoY_xCwPORnY3h%Z!-K=Q&WQ@kT4^4 zUrwd+C#;Gh)dQnswHastFb3-I!ivyAhCfo2IW8zDh!VBAmlneop)$t5hasT$(awA= zPS4LxHniyQYE_emz^lo+dNDGeTmNgk<|{OW85`3A6z<&{v+=f1;0(cj#wO&OHUZpf z%?sVzI8d#}{vEaXR5p0*jEcg2ZXMon?GL$KD1xC%mJ7rpu}TJesXjMgah(2XHobRh z{5d85>0mnw!J|Z9!?TVBocyr1GJOSz2IJn_tCy03J!3%odQRC_&)QHqJ0-B@pWk{- zU0s?ho`ZQx3dEzJ51lihQ_N+kuyVC!D;h()AF2CrSc?$emLYHz%j3W%E|Bvj7B0nazDud>M8`EV|-Y zC89!#ri7&#>AZgEZ#Lh}E^iAg?3aM5K$Sn z84V!EpV|E0f6T-q8q_w%`nq%SB0)J=n#p(HJ35T8n?~!kGsMAVdy~X@}RZ19J_jAHJ0jAHex-Ru*nU!-ha> z0iT1APYhN$9*b<}PFlou1Sv7Zb@Z741%PD_kBnHhzdfT#;nYifje9vcb_g6-UYvD= z4FT=5u(On)ID|lrWUd7z-NE5)c(`VPf1sYDGY_}z;CCcWVpBgNtle+}Ejr?0?1_B- zd~j^67=^K+h-TatqOgg(;S~8l&`*7RJ^KE_(C>gPxqbJ+Xf~k4Wq|O6W_0nxEb`*? zjrTa*#2%hb%tH1U4uu&IypI>fSqDplwQ+P5P6uge@voKD)f|Q7{fE0xO?*It#JAEh zFt{K#qh6TIHaIeZHqle4M|Es{z@I0e4XBS5ghz%!1P52G!?e-R6;#=W`CLZk%6hwZ zo2R7m2AJA*9jg`%_CxrCmP~!01MI;Tk$aC`g3fg6+UsaUIW(srLf~K?%sqBZ3l7S_ zSpbldUi6S)LWn2SK-54-Jx(?I3L{)+=h_1%H!R`{m^7OvgFTzSt%#!Y6NLb0gmiq6 zm!F?gr^q2eCI}FGcwk_@Ykf^1P%1mWc!>MV86mitz$lOhRALC*Ac+9ABT|FGpn715 z>Q}2kP>o)`^)*g~W0z$YNB7*>Zk_mze|c0VR?L65!`_CWq58Xfm`$sS%LWeb5EHb$ zn(aPF^(cQ{Hp{e`)A;JWygYj_1~OrW-muuSe+!*lTmMWNiNfHUFRTGEEly|4ykd{+ z5b+tX;;}xjhA%T@j&diP6yI^);`+8fFqL)Y@8s=4@K^dXoabXI{_e>5CtM}*V*KZK z|Gnk^t9~^^W4ke_9yO6_2{PM$I431t+4b63#Wz|nH>1)|r`z#x$gFlGpni1IpS5uxfj_L1EqD&lPw z&SQT^iA6GA6+#8#{CSUi_wG5}=>gn^(x{k0YzD=0g?E0iZiDlYoWEo%W2IH%qE1?y zc$t3oJrZR?d^}b>PNVAvuteHE&CQJ(dF$KTaq>_8cmwp#CvC03fhS&+SV_uUsBCys z-bC_8`I#My3K14Z;jwrMI!?uNy8f-7N+fN4Fw-Cn(4c&rC?m{`hEgJoh^zd-nq>Zn zTiFfm+8DXRM};F}r-tgmQVB5%L6FtRn6b#A2qv-tYf=*=E?yj}qX}SV6mxUI5=Slq zD+P?@15bnR3wAHMMtn6M!wIwmNeYE|6hTqpH*I+M=n?UBmdMBsBprQjbvM_$Mf<3! z`+It9uvGvND?WXqrKg8H%xB)(fYTPy)E+klvI77VVj%)naL3+WjqBul0Upiy3sYYH zW$+B6xFZ-yhVr>;*QcRf492J=LdLO#@`E{pMgy47ruuRL^+-eOhr##QG=rvp8Mytt zC$?X%RH$qwTwAVGo$Y-+*W|_8lkaX=STOG0`x_-Ms3g+IH@F#oLR~T?6|&_n=3eVa zRUeW95u`Z8EYz1kcVt3158<#CV0Exk1dJ3e2{cfK<0w6xF9UHYC1nU)gm`3_;Wq|k zli4N!>SqA~r*Zz;k;%9|a7qx5Ae~A*Zs=i11%FGQNMb;ma`QoUtGTOJN@vA%L@zWmzQuNMGqi&p8{zu#NAnwI@LoE;|gZB4YD3PriWz( zP^w$%1}N*~Wu%9S$2sfZMTs`zy`7@qs9Jd1n>{y|0gB1JKSPA3`$Q4=$tvETf zbbU=E@M|kYs+r2S+3+vjHCyX5IG?-aRLq1Y91&XGta~_8RRy{20_hv5hMVWKN zRc*6sz`elpZYG@K;9sHFmsCzZt>^NjtPbM~OsQ>d=EC7zXtB?N7ZRE6uHT;gD+nVv z0t;RPfMR!;@bEO!{=*0=FM+j(8{q+9CizalJ z^x~z31tMfYTd>)F^_jsL??+xaKm8+JnE?pJHTr+iM2{fq8m|p@(#l*)Gm_H)S;tSAQgc@`4 z3R!6xnl^^K-n_ZpY7YlS7uLC?gaj3rPCNKG7sRRUC4K1$_yk8MR@_niW0|Z95~v9_SrbX&6}~jMtGCNTe|1{r0L%Q?k8Ki zv!6sQgYp-&O5DCq^(~4*L~Q~h0XaE2PTT^|Pgh{Y9ga5Y=2=8SK;frYrQQU2k(%&~ zO+}_amJZdO1RCH^2W(MfL3&=JNtjyFET!f)w&ND8P6Ye|1fqd+X=!L(>SlZbyXN2X zXNYa~ZYJ&M-}A=}aS1Itr3=f;MC=O2eoXMuLGAqv1X8G*SOf^BNz1R&(%31IqRXUf zPGhGfy2`dji=wlenfXHNbqw(hSfQY-EWml?Ny#1h5)uJ?Sdo;!07~&bhag>L_vI+2 zz*WZ0&o93$o<>T#Yu7SbuRJNy>GJ(YV%yiRCP3#NA7K_dz>w&_m9~lskaQq>>-NW!t7n_4};i+SO+kV zB0w;SbUDd=Q7|i~uogD84l$MvvNUOYOR%3ugaDGawJ*{!*=cZ`3vb~?X zYd8~i%}=im`wa3!ODG9gk@Id`T zN4Zjx-%Q*^QfQriIQb51_enFIXtINKNqq|gw3wO8)7^nGfZA1XBSBpS#g#b1V>C{ZdO(}J~Pbj zbqeptrjiODmwx_$du>VRQ0I9D5Lz9>wyQS2}mQ$|k?_+e_y*c6Qpi zL|tvF;31kJMOI?r3Cj57)YLwLT%>SL^icw5z45k+Pi9}!qyHMk`Cog9xGLe?ghuO1 z3WV^wIr$-(%a@6YYJUDAiho{|u>50y@1Q5&Et`}XMM#{EaOi}x!%3<~NL)Bnq!ghY zM*~UEKdF_Inm>(Fb)c~B`)WC7grcFR)KU=AJ)Q(_X`xfzCb*e)MdRjD^#Qq3{NKii z##o>r7LMCKXqm%%K27n;jLc z!2!5vs$la(?c!^^#*@-NLkl1N)jH;1EgCq*&UpRk-!Vm(UamC%?vR?ST&XbIMotI~ zg@S}j{n|CD;5(;Q)bE(B9XZw3O7P3%@maf%?}yMSPJ!+X9-DZ9wb9$ zNWz06i3X8*hz24mM76)yo#$QeTI=0wuj#WtYk&6r$2*X_-*8>$b)Ls@oX6Qc|4#AP zY<46Px>m|a68GOvnp)!EP^LS)aqj2pYNHu5PA4YbIniSwwNb;20H-U%b4CWlPqOgo zx94iGO62qRJpcB&3A@;Ttvry3deWW3UZQya1dvR(;IqqKkDopbdSZNk|K`9Q)>c*^ zmnHP?gP|b=#CtS5<+9HZLiEg`0c2^laN_#HYZdYDP>z)2#^#8*_V><5RXGi)lM~-u zg(RIGPrf16(Kw>k9)a+e>QQeFgIv)if`fTMVc}ZhNUULePG4wM+@U`>6R|)){7EH2kbo<@q3%t#yvK)t}_^3`&Pm& zvMpxMiL?vPL|BlS8OL(XF&XDV-wu)K;nMe+2|@ zy+i9)_{ic{_d&6_ZsniV?&-A9*6}*BDUNe{C1feLEYAN_PuLnCP=QFHRn||vL?f;@3T|@!&hk?U+$#p@b-MI(&Q)~vPf6+EkvM^PBBFNPQ?@Nf zo^DcbNeXAkux>qi%tM0lWJ~*I!`gj)VZ26^z0$RBWZe%w8-*7wVZHx=0T5}YLKbpn ze`z`mI+p}%sPBtIbHtZkc{g#^EH_!Z98OKI$)}q2Y`c83QMPMLut~TwQMPa2YXt?X zc!@d6*&HMV5yQm4lOzu8IePzIz6xe6EjwY(p5Ekei~CIVhUd!fVrke{9wa{_kK+Ib!Qy>-l*qL8l0GZGFEbb-emcZ> z@Q(EBuV(J=oqoLmCwMcc0n3+!-0SyCM#|ljWj<|!!q^!<_&%3*@;ja7G zl^l36C(#Lw{TYJ+fkb&gQRGG|2FtEeBKg4IlNaw(SO7K&tUYt+jRrDw&th$rG2w=j zQ~1l7S7i@CcUl8q>ocS{(e4kCC|$dLy?;PMPqieYC6_~kf^-X&-aPpRH-$a}dCIuJ znaZ7}8vUm~T|}l4P)3JX63LM;Ku6AVKQ}is{*>%D1@E35IJnFFk2agf55DruWKMD7 ztzxuG0C55^LB4~3TH%Ob|))~H+6Dd z!%C7kmmGP4b&eC2DEmUMGt9dTB!b8l4iCGYHoW2Rh}>R1z<|lBZSWerd|B2;kLEu- zp6&tj1X~^D>x99-!-`bKpxjbaP$0H=qxqrAK#AVxsS6pPg6JO^%Ww&UMiptc0%MH(VBwzk#UY@xaY;tf-5+zDYWqrh3GwmdMY&aNBojxs& zl}0x|)l|8H%X5}d^*no9uMGy#sQE#g;6JmP`efVfa-11yCAk-5lzzSN@ndgLUdlZI zMTZyCoZ_pX;gWZcy)L54BWimJL|TIsJ9b2wZQ9VLNSAl!-Mc44!hT>CI0O8Ia)K-c z8!4V_eeiO!iLMh`XyVYd1P~~0VKRGZb$h0T&>Tsl$*Wg51}I_Chf2$H%Wp{P zNR8N7N2`4LeQV2aEgdAI3E2eZ`!tO>CCUZ zI$+H5@pDIJHTEfQ*sIG?WC9}fgj2w+jbdlC8uk$Li4R;i;7B)Z_h^tzADPz|4B7r$ zi+BP(M>`p#A)%C4=-a>l^~_9HGFFmG6O}OlET$n>w}~d+DLAp^omKKP-|*Z(5(}ZV4-yf!8qYBIET)IMQoHG7EgYlJf(fc z63N7ini$-pI=C?JGWiG1IninME-r=SdccD7Na0|xnsru|yx1O^J0MKDMRaH#89hU; zf`kwpQQwbyvZm8tEu{j?p-peydFi_(o-aufZu<}RQ$Tx@o3SMN(BZ=|2i>+*YX1I% zIUV$m{H(1dI~qIxiVsPLz^6EB(N^HDs2CrkCVEw1Exz%yWCdxh5N#O?E8^1D+r&6J z;OOc>>J+Zlx^-(bboM;&vivwlH#a-5GPVx;K{6Do%< z0(g4;>Q&-}!*mU!P+El@7>Xe(O5xiJy#3sNFBN$w3^#ipmxAX&K8QOpY!^%se^yd0 zdcn~-BfAJtHIc@cLx?7$1Ek^t{vfkje&Hwan7cs&P?)kRAu-dLN&vA!1ub0YGb{)M zU@OusiP;q~PPuQX8;DbaSrhak6<>}Y*fDQ`ZaQWtttPv$XoCgA4^nwH2ZEm%%KO!; zzX^KICgm+;AEC44La$r!yeP}o3m?8I&;h!riXnPM*=$o=z8Epyf_n%4FrCau?%+%J_)}^b38j@W< z7qu!IWOS+H*le2HzGCXh(TuX0kZv5W2w`}!QuKtJgSveX^UM07{24p;(e2wp ztOe+HAxBp--OdG~_9W3wTQdnyC~`N%zmM>9iz}wedTNzCzXjP}E zO;R%C@#x{h=cKG$3~tv@H{QXxFBY&MKW5BuE=(-p28Rq8f=ia@Fyf(7 zB6GOTtl6+{C}(tr) z%@s)0)gPZQjkt}7$yb4L5PVT+uh^F)xdkVz%udW1QKiWd@T#;lwk|0g2WS?uuL9Zi z?9Md|7pZ>&v<0ebUIhr-qK)DrAr}5bM*#q$|N0MIq^*@S?;u={G1q@?(O4Dz=rvyj zHc$2g3s%?<(opbQ0&!n^Enfxr7=jsz1>1m^Q*eID*EM>XgG?e=6l~@FD~(4s0A1u8 zG-Gl?K;`iueHE5p5F=JtSmgf~2=;n5qp})LTz@;La}UX$g76mpGY_a9UuQ2@n$N-mP+kFi$<2t$U~a{txGchg z9gPKS)*NXEU%(bI6r*{x44pX`Nr+)hr3fz9M zgFi)-ZCE(J8m8w!uRmHC``V8dLR#1UVLU{OAFe$ntRIj4Cku*DoqzrlZa9zAyzAMb zqi?UUKX%_i-@F8gQq2VFWR(vU{3EVPDd%z#gT_m47LR9;0sw~Rq z=<{%kMdYri0!+yV-U}pHv1Qx*eoyuh{A7kSxte9g#jCkr*3SEz`=4sUjC|&5!EENr z-6ywYT|}nd1C~Hz0D5Qi;{nv3c|w!MjeQl!c(az=QFHD(9TwX9O^){)zXjSsF@XN@0UM6eToJMITeaFwx}fjfBs}oxY7TB*7@j+i*(to&*|Fxg zK((=0qdoi9twCeQT3MLYT!Jiqw9_hrxTvU-)A+snZr4V}2d1~{x0xpU17#&8^ux|b zpa)TdcJ-=N5kvH#$}0oBtw92FRPQfiM5g|o@M+G2>N#m~Y%XGf_Mw1=AEznP~iS9LE_CPPC z!}hJTle_omA^J&_uajF6Q+sykFp>tCopIrgw&7_yd7Lma!=|hq`W9;E(a!D?MXe=6 z)VDmwGrxLv(bL5J)rqsWR+}xboqwd6`~y;YJoPpu@bvW2*HUhv-24!PCodm()v_ za^jJzoaNmQ2`nUy(bwO$_7?I@KLxQhANur*r$0$vnd4ebNADy<@|Kt84N{)6a#go1 z%Rqtxxd@H`Vpa$}_UD-Fh{T&D65Mf4t+d3an{(A>auw0bqj7Ob!O0+l0rc%;2HRCO z>ZAfMNUqmK%Aq;6P~S`md^F(JA~reo-QB9yGADG!qQY5Q*K81*eLn>xPzId_gOJfv z%Mb_(9=1v0SO7F0!-0WR1LA-XOshH~E+N;)9SN|HnyI+Uc;w*ZCIsFDb2Xp^RG;Cz z<(Oj=sdSib;(_XegKfXPu$DQ3ad&CJ3yw5=>n!CeI9VLl#6#ntVT!m7KVbTjyqjKA ze38gaayaqcuOIs1F{Z+7w6B9LV$tdiQTC;-Aa(K+UgDPCtuG52b_;($Gb&rwW5Vwb zT3Mn`@Fi>ERdap$?atHe@sv=+{hj?`CGj*tb;P^*ffEE7zcBq_W6v}+^na#L*9@|4 zQoYebm$|#YXQYzC0-@?N3Nn2@ojPj~n-8(nEvw-<4o7Jw`e%=G-BQfd-*Yv{l>OH) z504{vB;gRF^Eh|HBPOA*?5DSbhN{D;s)wdF`If`EE8-w!ji?qmwkXCEH!K6D^u*v_ zYG>ztFJzKc@+dmU5LRF>l}Jo(-@bj0%NeR=mkV0=fIX43d}r-aKv~9F8V(J>H=TEM zV3-}{RaL3uZI@Yrn!LM86w{psTmB9uPHvmy$GM5*WCHpb1ZqgE!(Y2W5j_r>)C8os z7fx2O<}%DkFbBv_=?ywNl>IOD9$hJ=-RQ zS4c}PR>zC$Gj5zx_wG}tOrf_21AtvhT6b|B1jx41%pu(b=gPx% z4wWV@bO5keFy}n<9NLj;08^3ckds9JUTj_9RZ@R)N(`fK;<)D+JUCMmpnz;W&Rh+_ z_A4^c^&i+-6oAMNQLo6ya9W5le^4EXNl6q`ShLqM!GK8IKkKFENRF|EIEA(Y$fWc7L+zK~h)6P0N=C{R*)oZ`-uqj&FO9cv;KCl5!{@f;T z$Ez< zI2x%-+@YT5obFTKFjDA^e1{(2eik|WYSsyvSnR${4DJ??{Vxr<E%YNauBXHRm))9U11wX2@j-e(aMvtx}OtaRX((OpteY3o- z$55AF+VKqO@wrz|BjsVQpsY>950DdeP5aKeTJNtmS`ua%*-q^Z|rKixyP!j;g9ELdg9KD;#MSpcMsxk?YsNh9V?v z^07V*42SAQVaWq((z^S|a1JucP_f?WcVW^r=A2#Ct*>uTn%XXKhis{BizK&QLKlae z=(OXoV8QhoySzU#2bg4H6V6A&iY0pke?1x1S8B6QJ|RE>=QM5JoRL`Pq+6&()30Ce zZBwjAi`!jHj*2$4x+Uv7jYvJsC7jt%3e{ESRyE~P!}j&1SHxWBXj!4nws^5EIC^_>4)2I31j^dw%u zGN?Ll7mfFq5n~fg%<`b!NWRe`96R=m_nB5xI@p5Q2y4L71eUw>xQxE>xn#;uvMD-C zX{3mA)XMRI#HWO}Sz8Nk5O*7Rr}*Vd<NJ!|$+ntzS^B|>$j3HQ*UIY0vZpK}nk*4Ckh{Y6`}F9|q> zdKKq@end`T;YFSaPL+d9LVa((Ggb2kywt&v2=&vvc}EW)w&DOl%2HfjzJ!jY*n?$l z9IVupm5&oYq+2+#nHCNMZMwP44Uz(0?@h6s=pMHrUz%lR#L?wnw&bDbs4Wl#It zwa!V%oufWd5Awc%2u8(Nfux~KfRS2XQ;CmvK6BL7NJ3{P;AizOJqgr0ZKLk{@%?*C zWlCqjLIGov1A_Qrm3Eq(Te0U;21=1aP;vlN!^yA?YZhN?prLOnB2RJ$RISsLpeJ*Xi`qjo;^Eee1l(uzt*ko&67?rbYa!NjhYw#$&9(f(B_6uyf&>cY4)fb>$v4IL0!>7p z+8aan-vR{2$Y|mG`NP?%uud~Q-YggN7L_h~Ffeu2PQo)O1P9elOyQG67B!VNUB8%A z*T-ia>jUV{(b83FaA^1>eLei24-6WGj*!b>aF-Za$G?znLCZkR&`Kb))>MQRtyl%3 z>F^ovHtF{@-#^1?qjT4put4VG@a6ZUFX(?L%#PmZnvfby;Fg?T4WU+FP%z&300E73+ktBBZyY3n%~wTU^nLld}IsE`%q zc;LCL*?2HMrXUS30n-?ADocAUb2>arKYZ|_2Xd!y^Kk9)lp)FK`~%(~#<+KH-&Xq~ z34f=1G$=@TN!Tt~y!a_~lAWEMg)Zuc*>W%6ya_*MpRt)&c2GTMG22?7>UX5|rm&st zSu~tQx~apjBJn2utgP%L zB^`Rps~`id`tk*33FEB;rN@h(rktxbbT&{05A7%w3^=H!q6X}ts_*Lhx>P+eHe7Ej z+CJh72{C2$S%an1?KV39ZWp^Pi>tMM->1&8lwEe`o$PwCIU{O|5Q|nrz}CDeL>g3@ z_JhaDgcjeHcgkwISzmzh2h}OEL^TnJR&Y9AYR(lobm){wzF%hlH%h*;^iy~=DvNX%lpxe;j}Q&sV3ubhpi(u(q}1-FKdMJ+*_jYQ0;bi(m@cELEW| z^Tj}hYHCa$n*6vwu&ScE8i=aB)U*1LBhXIlnsa{o5kN1qIfSn&1J9zezBjNdhyAWy zyShkG^oBVk)vSH>?p@bz-Bg22>hn@brMxg*#Pykkg9y7{9_&v@&T>mokE-jaO|7pW zJ_ZK{KGtueXl3}*&Yk&b5fj|-BxRm8=gn`QVuS+^v#_04wcBbP|BQi>3ZY0CWvRJO zeWcUfE<1YOL(fPO(Y!=BN8>|;Lk1I+%wLt12wP|Hm9nz*^mHL;lgh1H^_AkE(;KFY zYSu^&pvVMEdV0e*wb*5DX}KN?JE#)r7FxNd$94GpY z%_le43{yFCHDQwdDbVe*)!9eQ*DfbFL%;z?Z*$yu^_n$<{BJW$F5Z&b?ILtXOp|@I z8*%_*dD&7KRG4fs&&6ZXqz#sFVm2kS6wKpqD2+aI#5&&g)ci@Dxj3IMTXx?isadmT z><$7Eq5?6TmxDAy059~K?c-+`p{-hh#NW+U-A*nj(luEX0n5V%}F>L!MR`%&iSVXYHmelQ>) zE+1n|7or^in6T*(Gs0Fs-0U8lL2`wGA5H+YGUwByU1GV#n`tr(pc1s;!)WrZ_w-d# zpnLOYq(H<_>=m(PBBP{?`JT~l_o2Z0j}PKaTTzAx;@sBu83_d5?O+y=eFBhwHa~Y~ z^R*nu9eecn-Pzd+Q9OO8cp^}W5&P?FKYFjC?tioe9W)sqsHVWw#KJze#LC(lHz6W{ z2U?MuT}i7q=~-e~Axc2x-@>42dzW6lMBWfQ!CM!oh~xlz)zlEXSUjeEZh;MAmU+}w|c>VB5SRhKuGB=)zulj`F< zJgIY!p88&{6Z>>M@j{|K(sJqO4MXa-WzYdRK(EV+Ve=IY7XQ+K-D~+bN4kG)x}1F} zb=>^hD5(m0W8xEH_E#aZN9S+0(SK*oCi@|u_y5LM?*5-^B6v(1m7BDx0mYFV@q=*` zpNZA~Nu%#C)#Z|V%e;)^ojwkgoZsEP*6VRftK}UI9)9%9=KKUKixx*NzC2~oh_8(! zH~d$B*Z=eH;=VgEkzj{~u=?ZoBv`a+Vl82vY$baM28Y(HTlGR0r*^^wjgzG2R<^c` zlYfDUHHZL8ONud?OG;glgEKP`D-d^%)SlxSFv&vO%?-n>PR?T|_w^k;G7&Bk~s|s{-v3u2xJgsgWsyl6lFJ6JV$%U6{hqK6bE_S;U#$`%&ism zdSwmL!u$YQxH#beC-?8~*t@qkHS?uQmqJ7Pq8b1%=iXnunD1;cJ!>+JxG-6yqp4uJ z3}^BW2*9=4h{hWzl;-|bjAc4U2M*4vJM~^OkE(&G^C}Xs!{^(B^&^%OggH^0r{m&~ z4Nls9Zz#VWoGd7FL4Wdbj%cdYk2a7o$M+G?z zJvB+EPdleJ|2Q}P#EJKZ9gktbkB5rps8Mliwz*yY{+8P7aKm|0<;PP+dQWJ+m6@4a z;?B1;_>wW0y;~knd?weZB*SKhhhKm8?DB>qNZvdv?@xRE`n3>gp@?eHqD9P; z^z>u9TpkmnC4|IvCZoGn#|cnC|sVWl&`R}KZ?izd%d@iU$> zyedjv%uhCRk0D%4DSoR4m`G6G;YTN z7(#nJLJz0ZvEY=P~%4`Qy_tXXzRF8-!5lmIxvJco0H4Yl~v==4{Mao37-qp~S!#as-^(g*7c z@Dyi@)fgJ|UR!*emQC_UF%vDR$u91)tgEY>Ft`ATfP27Vva(S+%brcmlwe+#%iCcn zD7r{#{(N@rTIl7wSV$t6HIb{hJMLq#61__4!gv~2eFU^<0(C3zO_pwfspEIcD|Z=Y zJ09y8uU6PwFpgzu083-RCsRMA`SyXy<)Q z72$>`zQ`l79_0gGtmW!jM*3TQYhdsRH?ti$k;fvp3p{r0q-7ji$wS-5-kyFy#Fj~e zncaTlMSJyG<12cf~MYBO(MYc-`Fx-{DZ5-^a%i$d3m6qOmDf|&BUVq$68g^5Vz ztGu_lKc6;n;zYug>%m_mp>=g_gQs0jPj97+8q_ti_2PTHYsIM-Gbo6wIk)pufAmNkMCEl|3#ld;Nz39alCcEW}S)?t(S#cAjxb2l(Bz%*(5u*+jGc_F<;e)Y8^H~rgmnSlOYjC-Ze z7GD7qKyW(ugjVC+qZ3_*DdD0(*WAVFm)nv#5x>a2E!y2?b`Ld zR8%@8wIbUjJUSZNuJhWESTi{)H-89IR@=$Rou^Wzj%K>6-?GQs<(0!nJt$D|YNqTf zW~BgHM(m^-unt2E2R*aoaqOOeUXigho64$$1aST0l=&iw4iQ-hvMw^e}n2uoi=hw9QRF1HQ(b6w#I1$<3s4o#V zL|Z+(VtSfzT_f+R+b!udZN7}5S&hD(gN~p~{Kh*d|5>B!KJI!8FZQ?B;lx|~ns6EE zs8G8_aj(81kp(aP6S1+k8wODC-aU%})XXBJnH(N;$N1SRx>ji{{LxlY>{I9vb5?rX z>4EG*yDS;isBp*UIt%SywT68e3s7^dW{K^2W57ez8F|`{5eooW4cRwYQ12-akSgI46=(E!(7U}m34BG zn7R~lrqX90!jB_<*6}M@B2__aQM^&@I^5#v_VxXQO8ucvmT*sInA zQ@Le;KtQYyhA;!30=t8By3$5@Wn?v- zMld&>@#7I7isQ}3ruL?in59aP-NM73WpPWV?5zNNy*)xCa(5(6_BYg}k)7y*@ zlae?=#M}+C5zc?60-CG&BSZ3HBYGmf1-78KC6=yAfVb^bW1286~`X$cNkUR z4mJN+IAId1!y^{z5r0ctjX}Ci69Z0oyC&2#H|o+8I@l1mL071MzCb|05rPiFaL1T# ze?EHj9rEaTLpe?ZK}>E5ML1hhXK~?Z3{Q_}ka->)YEu);h*FMfG9B0h#6vwui1=i^ zyOt~p^A+yyND*nx$8+%s`7<)+5rojFV{1z}v9-QsP?)e)06a|BufHr?6rZZAdojrh z(R!P;vN6QWtvC6xw@Z)}!YmV$`z%nGI_qa=P;p1$?YE0=Cf;AXyL{q-cCls8E_9ig zJ|Z;DZQZI#M%PA;qAL8F{-jk%R$^AbmLYF#uZ(toqBF*TDT~6SQz10s!6uRDNhFi5 z+`q{&zb7!TjNPeoTSl%(61VJ1X|Z|Gt*k5?B-KFImX-$4K%--B>CK6}Z{OPI;cQuq zDbOSh=%K_G>(%QRIaYgZvmX!NCd#6)kFQVI(;?Q0s-!&ZVaE^Wkl}TPDCpG->Zd&U zV>j8_J+qJp?{gg9fXxfWN)e`8{cz!jr$O4n)W4vh;Qsy7spDh^>y`SxFN!C+YdK1ZIidjxVp!v?YLF3AF;_8`j;I1H2iXM^smqvJ(o&BHvkVQ9N;q0u zTd!Gjft`qH8#!FGv8u}hL?Mhi)m`z{z}EJdQ52(NaJj*Q=qOfoK|w+0jxe&19z7yB zbti=FAD8PxsK?}r6oIj-Of$BcJC{yfDq%iKm0e_yr)8sQKbXwCjf>g6`&@FeErEkL_DkROh2<_ZcAP6+lpfemhZX6a*4B5fCN_om zwpc~wT2PgJpK>QvVqh?;es|uJqjrxZ3oGnqjzjV9?ctHMY15x%N-W&PZ%l+UlzZ`> zh=?MQAK)4+22J8-!29Hv2pJ~F+Q~IrFbUvf_rG25HT=`$b~<8;IC&TY!)EqgD!_g* zVmWpe4HvZk(DdQ-=9`Srn zBLid4cE*V5o@88qS2QkJqU&(yP?z_u=NHP2(e|Z8+_$g8>#|__AEI)bHEmklq**Em z2opZvBcg0x1n_=8N@*V$zyc6(5*4T#bPsq{1veCMJMeWZ^LTstUzL?X2h7lxN1Qg4 z9WL5U8t+=E3D`uA3daXBu$-DLr?%%;4@?J@r>tLJH=(Yg-KKN2-wpO9LmsaBF+VO~ z($)qOnPtl=SOXDG{TQGJk2h#g$&IddJ;1VP=|wUAgCgeBkv9X}BY$fs{^Gwx>)n_r zWdc%)gZlpFlH3JvI_%KqgzRo*7GtjYZi;07fO> zlbe^DI!hfDjbVeJrg!QIK`|`R8kuuAJ%V7JCU8kJpp&Cpfbefe}WiyDh4 zVN}Uf?tYKqdD57>Z6$1+WCNum+KegfXWs@`c*)hfqpvU$P0j@Ksk2OmEq`=2>if=y zRJL=YX)Tz0a1QY=ex+bI?R3ArpgO6_ul(mUWKM~D%{g-A&VzI0b>+N0+#$gu;<7CAa%*|vzwqi#tO z8Ujv;;bX>7rvFKi%s)3%^GA`Q#I_^rcKw(?9(2|lmymHQe}bNHQUPAF3)*74WHqpF z-&ds3METp<+0>+XvT;hH#b;JXEPnk>yq5g#s2F0d7QkAjq4)gxG5-4btZrmsg8fCq z(U6<@)Tp{VGnRxz{=4$8Uv{_uaNN_sC)bS z8%7;H3tHrF6I^82jt1g)^Dp8TqRUC;LzTUIN>)&h^U?@162&+j5=^TMICxMS zd+3yu-HIA&qetf#0+x za+XP@8}lN$3Z_m|PtbR8dg;q+_;Dz@SCJxd5XZ#E;!&4;`ZTDE$NJC*#V(8So-i^n zNIY|fzo@RL7^J2~pOg6L>sy~+s{CsNtR^F18MO3ItjFJ_tZ$DUK@v0Fz`%X!($!zG zwBR6y);3PK?*wWUIYIv;4X3SIwq$nCY9dnP0@vwrlZ8omSA#QpALu2@yw5hu@D*Mhcow;kh=rK~B0)n1p zSBI8vAgZ4F5%6m$TcukNFt+P4#@LRHAXue>C27FJ8nY+*Zr+T0FP2eEg)cGN#51QE zA%lXABab7@^tfrvQSc`tqq}6Z%(I{EHBg0R#gy`0om5pj$s@=pj9Rku+*WHH_w zKb5||W61sJN_RO}&`AtX!pkRfapSQ$ij2m{Ie_^==9>p z_}=mN^J~m4EHFja)X}ktw}hi8b=Mvgb$)r#wh>XX(%N0KX%9mX)|JoGucM@dGDjJd zN`L^2>&}o-uuJ6QE_y8~H>Gk67w(r`h7?+)w*7ro2M^8-pzX&(Zf|gK{ci7{e};T! zY56Ij6>44t1o&0Q!__^>=vR*YlsO3~qxL!mtX{o3?_98)#9hksg)1QC$~eM_pEb6< zL`D_ptISGms<^=?tTWpF|1I%QlVUzvai>Bk*r8ss)jE|eqs#K2I7{_MkcCG~4^2iJ zv}s>qyNNOJ8W*kS0>_b9X((pV9!AUPo0l(tb9JRs#Q+nLx`mC+;x~^}ZZ_3wtK zyaHNPU#;!jc^*(ftK>n}QE^GAcmK+fyVN%{HJCBQ`a!teQ^-p7+HRdXg&V69SEP+Q(Bai=IFT;&zyIgKWWXuaLgFKNxXb(?*C<&<@Qyg!Q|I{(QR zDp@kv!2sedvyzDsUw(oA@2PZas!0zA>--ulrOjZejyJAf?*TA;_Z+nHIOh}rQ?Ql> zcale0Mx2Ar1cE^jZ1oA-swVrCdd^H+K=t%*C9FZ0FHGd{v13kKf)Lr zn31&ml2e@;)4ER0)x1Runuo`*iulFA%7`(^U(2@sdja47YPS4;BXK>3Y)ax}23R48aM%+KMMLUz^04n5 zst~<5LJB$Lh4B;G2cjF5a97*a%60 zbP^Lq+V}YJI+P<&Gzh7h`-g>wV)bj~I1c?{D^cPtxYqToNx`I?Thr!44b2>unm5r; z7&@hXeU@AQu;sKuU|Spqb|cc@LyW;D6G!tORP(>TQ0UjfB24Yv%^UCEY)WfnkY;$L z^6?ylw6FH~;@^u=SQ^q%__ILWAx+{F7Z-r^KzX8{z_c!Gd8lZaC=ZV(@<^0i+G+8e!5FN! zkyjrw#HH?G_o0y^3MO5Xga1Oi;c+?QzLRXsOiZn1l%g|81*LFYMb*w8<~w7bD0ba{ z)vkBs^SASBGHoaZi77;xrw*IEseQ%3q=0_B-_aNNrqC))Kp)re(H zhc6wL#8N}otBZyf(tR)1K0hv?4v2u4w{NzK)w5VqvHjKyH~g}d<~P;E0yVpTlwC;2 zzAq+58Jm~@7bNPfw#eO+GShc-?ZRn;^(psD+;dui#20?7t4QzdmRj|IcS65AlX=q-p)a^D zw@EwbX75`}flvF=WUkTz}A_fgR!Y`1FXYR$`ktQSqCXDf@g*)(%l7emqX<64RACF#sc>RXETYZ`YZFFyU z7Ju0f=fc~R5*RXX-wtncle_OaWX`87Mh>9Hmdg1_D~LUKzF5drK=)D#)kOr@?n}P( zpv0ZR4z@fgEz!V-s6ubL!YdxJCT{IFZm5t4Y-rJo%40KQ5qO?d4up_e4Q1t*NY7Bw zZ@3)kY-jK~p-I0}y2wG;v!Ta?U3>GKVs9WDsO{5uts-+#+@TRQJIo*WDp+KRh33~7x)f~ ztSH#feopU_kDCGN_#{2I57!7W`L$S2A6mcjYUN{3V)1~0lCH%^A1>+?v@y}fEX(Fd zC3#YK*XEBkAfoWPXx&rWyv7BWF6RElTM8p{d?dIN9#hix?U}f}^rAn4R#gVt>3e4; zKH=Wu=bY|~=$~{}6kvO2Sp`FWfvp=wF$a3|>Nqo-JKExr8j-3Y9_lJ>3f1M^sh?p^ z^rZYozePG|Ps zFyDtvq=Szk>t^CkxSmjb&=T09x92Gf-HA$S_z}}P25!J{NJKeVzyF#ST^1zBD*gLE zS(WXbd-;%uZ415mL8wcC3OFUWJhz`F_^*dGw-_h<*DGY(s9-f0s4RPQbJ*us5lza` z3_|R4_;fJwyBVUMhz~)f;rT99;LM%v*1o;6uj-*S8z;5?O%|pI5JG zhKK~eH(GP)!^CPZ_U>Fgr9L*3<1HUg47$5?gsYvns_go?-1Y3;vMaC>OaW&K^XTOp66c542J5wn zU5Nwt`h~-5ljS1q`mqc4&x^DRSs^0ue0zHhAY(cR>orD;R-&W%J9im`px~<3fOHXvf3rivAeK*IJ$E93vY< zHt|2YTN~Qj7ftK!bq7;lo+nYTmpd{*>m3?iS0`REVCnzb*_o zlyl?v_e4R(F=DRLtNYV>$GbTX?f2pGUolXL)Tn7g4D=K+&}jPA$duyoA}%2tvX092 zAltit-z3768zvrj(V~r>*`wFKLx;|@fQ0&!J&|B_Y|oxgd_C3G_?lvYuw(Gs4bw^P z=kc2riI-@m=BisM6Z<1RTyArT(UO3Udu-W0B2~$8B}_$_uAyhMBpoRjxJ<#h5y!UL z+!-*hgW&!l<(BU(>ti11gR#-6}Vy)~@;w^>_g#n}bHMK`^ z53x?;PQ2yd)Ur2k#5h!Xgz9h%jH^3d-rV5h0?n7&!y8wT`X1i9SNJwU3>D0dTCq!v zP%kcaD*2+nyK^2yQhkROt-C37>o(`?`d>TI+lwveQ*v(Xq4i}8W7&z1{z;1Rm-^<> z|BYfnrucB$h6AVJaeN@QkuRLPEZMh4B9Uu9W6C7+Rl>AcR8_-UQUC?U) zYF^bBuej;BDxP1CK9<%rg;z0A$CfW$>a@L1eCtTrxB9McpN<|t@nno$QAN(oVM#6l zTvK6dq5B!IfUQVwCf(v)TV}`kP-Ve%KH>VVAdJxI%U@hDfsV`vQ($j=wiXvAm4SHp zDloBq+wjsvk21?ab>GVD>SK*n!>^HNqNhao9xP^vQd;04jI@kK!c*kxl;e6HuNkxx zkUUIXO)d7U6u6|b{0)TuWu96flKhnzP($Jzz66il5*qae4IAcWu0=nQqY$ic)#`7_ zG-PST0%|28`wsF5SDJ$;#jfsi*O)h`8UWK^Y8;ZtXQ?AZAAy}`#SOG~!d5j_Cjg9W zC@$xS8y$p44ilq}d;fgh8`Vj#;qxadxkGejv=`4Nav_}{EM@RKTvlL4%OAuCPGaQw zH^P(h6rMc#yKpJX+qWB}KDjSGgf=!dnVFeL#8*<^5i!uKV9tf79mxsVDvh#e<*iecxbMjGQvsWDkJ|-6K35IEIvjy(g1@0NT`K?+}>;#Qmg%;&#flcM|aXeAqo{BGZdomswyJU zqX{?RY!ZY6^ShO&phtorquv1px#~s}(E$>>LTsdIYNkg;&9-lA8R8YAo@& zyF>Qvn8kc44nxo{3R?C^f#+a`eHM;z=MHkdSne3{`@`YN*U2L0x&>xafysu&99v)G zOirR*HoZ5s^%y81|BGDkqMhO^&BD@Zug`D4xi0<4*QjE0jXQLAAK%<-UoX4RZxcjj zEns^(Pon&_J*iuqd+z}pQ!PbNrEGB*53dNp)>|#yZ^E9;BFn=Tkai)_iikv-h^Bm< zU>;%7frsbyVnYj;2MH%m2!*Qa^PB|}!|o@ViixrIo<&4v%Tl)O9t}$rf%9F6{=w_Y zG1(nP1o1zwdT!UoSjBse+gg^8>=4$1$2?$H8a2Uv3`#? z5?@_bp81U?f+>SN#5z@!?cri7hl94$Z}}NT{a_9?{z_-gtOdJpeE{lM|7AjbKi_V! z4zyC#Jz0_6rrYo<&z{+)b=9M7H_Rx0g7L+&@MJ_kn>wI3DDkV5o6CkD(B}o_OHC;~ z3@)}S;!Udgmy(8(luNe^4E8*Oau?V9@Ng`+XUSFYwKI0xjaZ6SLocY1Z(q9%O-td& zx9{E+JexAPFx_14H0h~c5DeW!naC}-vLLO_Le9j(g8UY${QB4CQ$IRQkkOwmJq z7B=ZNyXtxLU7p3=O=4B$<^lRJ%u8Mw1z32Xaoy*DG*$mU>}qMD->p-9NTDy&;efF@ zODC+W#`5kbb}qeEzu18Eg?vOWNDz_KLS3Zu@K8}zbs~U~?(W{T>)0qqqoqqvakD8Y z>pp}bZBy0RoqX!lr@hm9t$FF!mEh@*y#Of(iV;==F}08}XK9Yu1Nk)S)v=Yt=hoVi zhyZ?0B^C5K$8c~GW#B3ju2k|*JcGj16Q+ZkPeAa+n$&jFbiM*!>wygl7l#}=@6w=~ z+1bO;|Mc%4em9KMLU`DbabVi7B?EF}SN6nGX`mQIw|P`4MW&xlP#bbOw)LI35636*qQ-t_=I9*NQ*<0cH>Wx zU7)5SLTW92;hKrDiYD%-PrXpu)qkw7O=HKGSPkdpgU^3FT+RRB zvv|}0p&|5V{mS<~T)$-Ez50R=a_)afB&P-nM!-i$W;pd;W`#6=mQ1|6PNr;q*irPe oUOD!H|CChAOsxL%|0GqS7@e#-{L9c@;@f6SHJWl#I)CH;0`Hw_!~g&Q literal 51370 zcmd?Rby$_{yDf?d0tzaE0)mJlA%aqZgiaNd?i4VPE-7hHK~X8C1Vlu-rKF@Rl$4gn zpam2OCC_;ATWjxq_FBJv;yQoqb>{WO1ZKSN6ZbvtF~Binn2_;+2<;LodMWc$d@pE;%O{P=sX%LO&9 zSF1lm$SChsZGCf*tZLKMYdtwmJ<66=Z?_gGBi>ZRL^nA` zx4S9A&FXD$iM$H!I;-@36xup;wCelbZ~L=+Ep{kk%l$1+ZNCmL%NWjm>#7-rjn>OqACz_?%97nc2-Go7VZe&ybC+R-%sJ*d) zT-Wt*<&`@dXoKEG7=h#1ZEb+hEyh%6Mkr;cH@aE>`TjVsdt9=C) zTFT1GwSm~ z&B4v+gcym30?$oTmDCeSW`YT^acLRZUGT@A_0< zILr1QyFZg{BqIyjjd`yP4GY_~Yu7;^ifzP$zGAs2O+hL`n?!omQ*7_y;juU~D&RQQ z%IdYGk{0~r$;vw>8)_EuB9q1^U*83E7u%amNKf`xtbRBYyK(d8xzUznt!#sJ>(-5T zWb<)zH){oRd}hKe>gYs%z8S%1=yd)1R8#z&@)IhJ{#V6fCI_l+#l^*K*i3C}Z_jkx zcEEp+K>6=4_rHAka+|^Z>EZ2la(Qt+_UM&&4KXJi#bQ(x>=#SyhZ`Oql-o?h@*RJk znyR?`mNHY*qJ1&!&D*zSKVDHuN=iO?@Dl}AdlZ+8+~%zr7$Rn79N6A``w*h<`D?ynwYNv(l2~4srE{a%yPqP<%E!vG z-R37Vb@GhAf6BoJOSsK3i#z{lO;vmS`t?>Cu}iOpEKb_*Wk^!D9(XTwRYvH-(hVl{ zN4Dk1Tr0G)F8t|VT{cwHWF)KN&qA{dHnDPgF*7k(l1^3{rlVSaP_-)Po%s&e_(z$ zZ#93h%Vgh?Bi3*4?P_alV+=@o_H6&bgIC+qH1_P-W6_@Bvb(qHp)HxPzS_3Rwsfsn zahK+XhAh28YfNN?$Ko7rurXH33l~`*Ey6>0@7=89uc3OgmZaX7E-mlgy{oQH&dr_1 zeiHXsmr^-skYV7g-d~=sK`jXwd!Y$oI}X3_)sI+A*^UGFs9IS>=v^-A758 znl_!eXBYYz44hA8YTohnZOan9SV>l(J25#~Zr+yG+^ia-sAXVKez9tOfvyBLM*r%{ zJO--b`qUG}J~#mO@%)=EE9_3JPJe%`Gh(Hf(4!pH)+m(9qZC z-DObfRNvB~mZ`}qYIla)WqGy(e|&RyCl5C_^<{@7e{rdw1@P=X04T=x8-B2nuSv zyYrB_xp~5?XV0ExmoJQU73GyXI(j-&lYG;r!J#49gB@A= zzvkyVOa;vg7Hqs0yEl+?I3_ol_IWN^ElZ1E`{Hxw&K=#%zCxSWOM}m!^J5t7zP%qA zF-=WKOB)MOl2l1=!&H1|XlU;Uoh$tP`*%{ty@l4klSzeUU!Jra{%W%jXLQ-HnS+9o z5)mS>{5ht%@rlH3rnfWoTFD$N48|H+*?c>%w|3nZd45Vk+;Egycm&JFroX)R$JqL( z$fT9)&&tT8x0!2cX)SkTZy?{6(l%D^vB>Bd8FH?lElDBTSo={##PHZynr8YP8dd`X zgDk%6jEp60=VZ-vc6Ro}ho3%SfHO7Ickb9ht%uxodnR!eqrdRVYjv^Tyr8SQ`^1S8 zi=|WLYUyo=B?~s9uG0PCm|kwjYoA~F-tKq)wNman*J%>aMMFucn%)-cwc_&nb>)@7 z4bSf$q!}f9Y5V!6ZsxWvTaF$UEXyt`I&PL{Y-F^%eW}rFg*}tCWkcY0c4>7DjXmKQ zPq~VPnS)s3h|)3`i;$3z0LBNZ8(vQ`{+7^57SlTGVQ#Z;XSbk7qgnV*k)K4UdwZV& zBQR^FAUi-AE{1t`1=8 zK=Md6!cJ>$VGd*#J%%jPb>GLwXZMN?WXkYdBdm&K_W%?z#{Cvw0AbWe;UPgq+UVZA;I~$(s2>v9?$jA`4AF5N5 zS`Lkk< z>+0{%cUZBfCWh*xj~qEd@;iNJTU%?ZKeK4AQmmx(eWl1_SEu^Qh8to8a!%xFo)vh} zdBH7E=c~<3oRO=cd4Vp)HC)}(r%#%@*kInzew#z(!)_!VZ<@K{v# zpgqTW<9!2U7tLg4Ww)`2bNU1)35VvJwHQx-`_Nrz(+>a=Q<06NX{O#>V9|kug>cq2 zNb*~ppORaR4iD$>`7u46)|-Ub_xbgmfbw~pPtQLm$9k4H|9nRKCDP=H%gUc&*582- zLqdFMXB7;7{BU-5-W_&aRCLR&`E9LtiIEy4^S^snr^xnmre2|Wg#&Ku-R!~44}E2B z9R@u;-tkWC$Rv|J#lLz>uLFN1_6OX(dza)FEn-u?vM??kmN>dQFE3AFw6;g1$=^!2 z_Q{pW-%K8yk$qa{&b<%k)l-ZS6S5ts#9E};E9QVnE-x>?z4NAE$548G#@AG+*5# zyAXYTac&}@CUMHPq<=^yqWqAkm{>c@`540lF{ke%U%#?@6bcMhhtZOvEc>gfszPh( zQ|82ux=x*pIZhURHlC&uiG{(?9We$u)(umFy*W2GhXlN7)26<@KF0=4Q(432s8G*c zOsRR#*EzOdcW`*=HlMYUD%jjO@a>xs7e`8Fe*Vmjy^-bIH*ehv@ce|pQs$(6Q8QYh z-#+T9T9h+JBI5pixie?pybEAbdVHK%8CXtR*aR8t^=!%#gM^~5{%ZU1KMuuMmn|8i zG-6Zp_pSmt3KeyA_2KI+QBhHVAus2;Eb7~0W(L{$__F8ZuukX;%42|1z9QtvCgvt3 z8Gm?qusVpfu&~gkh$@vdVe)=mCO!E@s;&yJ3eEJr*g@p1?iaQDMyTiyG)L7nHfArY z#`tbc$t%y_J{x^{!K}oz>Dl!@m+GFlG2GZO0Re0bYPp))+UQTlE%T4>xo&JG8E@ z4jGP$t;A_!O#8lU;tmqBXYwAmQ0oCDS=qGZhcglBNPDAlS%wuWlciIXY%44C6*SDp z`6VPgMw=69zLQEG3mrL+Uw_go3JCvbxFAi$J@nWks$R16bclTKe&t zCNeVe_TYmD4~8}~8+t7}Iyx3y`k-a#anNU^B{|5`;MVyN4lcTTBO@d4-@hjpHnp(e z@!{m*5#aXPo&IV@7z>kS@b`GjoALys1BVXDEEwhq8>SPnK6ybnWptQ_EPz;fb|VfY z7(Plitn2Zm#k=Y0=@k_fzbCk8>My?!W@DELq$9mt7)wW@iJ-*#FmM?R8yhp1lB&qL zQZ4Ii(UDc={wFs%c{oiY-G|oN+8PjPJL%=Gh7;0KyZvV-x1@a+hC2sHqs18!Nt62YD@wCX@UyHX4T2wYB43E5lwsv{Vd7 z#9e1nJ|}De){AwY{xIL~mCg5H=%KjVT!xAa%@vJDeMzHk4e`ug9`aKbgEe7TMQs2u z4-p700qH1?0>-7j$*AuzM?h~+E#GRs@Q3nb{84fgW7k%e{`mV-|LhO4;Xj6Z#x(f( z`2iEld0jCpQHU0*L)%)-jz6a%krzD>Vme09?vUF0W(X2jRoS5$n*#l%XAics$jw`b}B zqHo{6y&$=oT$h&oVy){~YVvIwR+gPR1?-1Vur_YnD~8HhLqh{Gf3jYr-%_@g)nld! zsfVcAw(T98n9x^Ic@P@fT6%p7iFoo;&g&VcSFc{RXB&DARNlap^cUO9xEc><=;Zm& zJr=TPH!bMGZQ|?2jvp^7Egg3#0r)>Jz@DLrk;o|Y5R^H z$E>>Y@8odTnYX-=7*+|a7@ZoQ9;^lSDOOEIs+$6;*GyMXP{>S6Yc>_Ubm`K9d6G@J zX6>831uw8v`6t{rJ>@!nk4$@;nQPOf*SCv{i`%q@k@n0wvSKvTC9r(#XS;EaukX+R ze$S3~@JUE4FU*c3&Ld1odM*_SKExd!F?dO=#6doc=X75qD#olZE=r)u{*Ln8ynj~R0xMc z7vQJ&x(#;r_Ncd5_wMz;7u?DJAI3Q5dY{hoi&c2lz5Dn1^h-h`BS!}ZXTb_EOL_Km zcIp_`&k#$yD85~@fAcPm$Ju0p4{jze|K*&Dzf%71&oB|p*#AxPOs8;$%)8yfrQliO z9WwC?w_cQpT;>{|-%>qjZl|j&NAtPr`22d_XV+pW>Kpb;T{gNlx#{q&O;1j(k#Ln? zZ~vEM>i(DG*v>2AedpQp=LCy@1zl*}%gx6JTt{Haw)BYD*na$>yTBqjd(ZamDi1NC&fF z?EClI+1YL0%GmlPhcv!t%i8;Mub8cq(b4Hd$VH7-TDpiB2`Y+?(wCOFuI5C!)jy41 zp|X=TYwNqRSzEVqJ1eW#RG$P7PkI=SmeW}4dBe$p0e%$dprrD9KK`B3*O&3Z*4A0H zuR1$B`Fm4ZK7<^STKRotwBM#;`9-<7pr9Z!+=9%hQ&lJ;)6&!DzjuZN2PX1@WQc_=q7XeWl8*SeC??JM>tv{m2$;(TCUEGq3OR;o(q@YXV0ERJt8mfPx}h@USH3PBDpS70A&>w z6%~`Ddy$GvPEHPDVqrmnqrE*3C+9gix$b;3H9NcMSH4sV%pXvbfRTI>8JVigDaaV0 znp*e%{W&EiDHMKVZRs&FF|!_F5fRyXg{a~b8Kdvqk-2o~GjcHsbzuL6xrxPKM!}q@ zQ3S$%_h0poA2ajt@PG(7aiSD?At@o@LYb@M8^7%=EG$F96vRzGw+yGZrDha-UsIFz z@})cYusoB-xnIBX3JNmwj8|8{cTL4UdZewZE9N%$eZkYmrnjW6zkf9`!eH!EPP}3= z&ygc5U+(i=zI?gWeD>Md`!CDNd}+ak_IoZ)h~OfsfX#tgKvW&Iywv@|3Kfv^Xkr91 zD7z0*l0K&U=htcvclQK6W0vC&QBfNk8=DJ89h3_%Dk`F2L*z&4?S?dmd}q^Bq~dk- zy-BPGJp)6sYAQXSfw<9o+SHc`3EyT$TNZl0T@p0CEYz}B!d39lAwVRH&fKdD^dJYH z#mDbuW@c>KN8EH}u8wZy=aG@$H9XnKL!t){4rY5Tr>my6nhF9V&S7WI&x^R9%(#0& zU%%gVoOhI=loa>TyZ}{*O-oWeHW{jIb(vK4&E(`J#>P)1Jr>?SV8<*SwXFK^!3>aT z;e)~*EFq9RL}=*Ds}2=CgacxGV&KZ&9VsT^g=aF~|Cc?E@l`}di|98zfa zBd3FwCHW=FMa+$NDD{&7jGnj*Mc(Ondbh3aVOSWLacXM8IvGnVtLnhL7MdqgQ&TbG z0Zg}ONzTHaDrBaD6up?0UdW&Lwcb@foiMKdR+ltuJ`gWcD8BeT4|j~ZsIIow-oe4rnXK7^6-6>iJ;B4*ot#)C z-JKmA@+E`(0t4wu&Tei@Nz_44Pwh;PJgdu#z2XMuTwzI4KN&meP!MO+($o}AWN#=VJ1noJco+2MMrQBP!~6rZq@v+Y}=ga%m+ z+-O+XY^C>CuqMqX((Empnwpy5ZX@{t4zu}yqhPoG_{Q9L3pKSrpkh#v7nmFJZOost z4W(>sY(R|Xz2aJ1ZC_s>+pw){5}SLf&jWx-HxoQc0a*3U((5+L%E6=aX}cvk&n$&s zHZn3gS21S6!^bDWJ^Cr<%7ppe6HbRAv+(kI43H&=%?drs-si)~#kHM;dQ0ldW`zu6 zdKsDOA3uKJg%^r!+3;F!Zdr=Y-@ei9*m1dCpBr_*SWH&a>*Jjx2iHB-VC27eGCo3R z;iP4ev6|SI9;(V$f`g&&W9P~8w4E#CI#A04^p^j8#{^Oyls+adz(Quhm4O+%htd4Y zeozUsyP~GAs-#_!Wmh$4Kg%DKi^&^pQ)C{ab`@k)(AL%l5(gQJkl^6pfY^42)e}YA ziOX*&b}ps~R3AO<7!tnOyM5?Jqp}S>@}I((pFJO0?X)Ro)Q7f)Tq}oeA^H?>>5T7? z@iPx0%Qr9{Y-~Q#@kbwf$Cp2#-gE2>#kD`v zSIrh^${s&{yv7D3Y&qpi%P#G&%t;4WeE$6Tt^UcKOo+^+I9n$t`hsV{t*z=iH^gJz zQL%xHx*`j$7IEpy+vfFwj~+cj(TBW8K>G#lIK(!9idfHuRN7Y^9fim`3k#~BR2G{K z&0e#&kLJI0llJoK+gl+>h`j9Hf9MbhZwXY>()Yg&4tjuuUHJ9|*#*?nPSQqlawg4m zn*$(yJv}{DgPNC~lKha6vJETBk+q?dfj0=JMBG4NL5gh8&|#P0KD# z4b&wn`osLLpYAxszDF8CDg-r2Q2mG-qndum%@JW?3Q>X|OrOaD+&y5IA=FO5AfPc3 zk;0Ue_f=JwKyFxWc8UKtF96c}%JP(#jn%SO&V$xhV27lGSYo21-GFnxe7TIbK_x)} z7Aq3v5P##rr_Rnz8#khoMi9jH7G4KbU{0a(YN1EcHs>sU8O#zK! zrJ=qfkPv9)k55l6+z@iR#i0pA0jkbOMWqQTHX)3jjxHa%9TA}q9(>!_*jQaHlQ#P0 zOEV%6h5!SBg&r0jj@g8^LvXXuf&==c>Kt?nrytC2%J-X;5;ERzaP@#dNv%fz+xvR1 z6g2OO8BDhaES@oSqW`m<{k}cl#XWQiE`A)0^o)$U%F55pS~$!Y72h{Zn^P_MZKB@V zHP+{sn9*OD-_69z8q(6N`yYSC;UCn5&jM8lB3(TVPK5cfwptWu_yf>LO9wy<=aC~% z_%D$Vfc0!EiSHyEXtHQqC!?y`47i9`P5TOE0*bQ1!9idHJdh^za*ghSNiDZKbLNbq zV#Cu@xBfBcIQQiDdB4qvT!E^?%EQIf)YR7YIqiM{0Rb_w1)y~> zX}~QnUc5jl3MU92%^GaC@6*xIS$5^8=I1*gHGTN-0k_2%VBDN=9#pGHT1Lc!2Y?EJ zV8=p3Lyw<0q4bFVQcWn=LJc$uPt-7>vV$NeQC9eeL#DSuB|{)+l-R;QSZZr(2)72p z<#;=9jN&lNIa5rK0KJ|Q8&YkAxd6^NpuVpv!h=zP5wmLKZtJ>Zf_q{J^FLcetW z`31QNw6A&oZyKqkeLfgW(gvF!xTx9)zQ(#bbxu0Q0O?e92*C--$BxsPsYLmZRaEpF=Ghpd#eumBJb$ zD_esKS;l|&=g*%nS>IY)YPIcHK&NhP*3r=+>S^tq%U~|BG_gV)+cDx^D13MB+zCDg zfJ1+Acm_;~aeY)ZZ-@jYSg@zz_5Vvb;n&J@i3f?W)WxV!Ey8rGpiFLeo?ZFs)N(LAq2wu{}Zc_y) z##Dpj?yF4uRCMi%v2l`gybd;6tFg5;d|MU-VDnsFK(##9-|?T9!^8ig9JVmrv=*{Y zj&D8Aymzl5^bUAgk`oe^aB&*kVKBv@UV#k>Jj`txKaZzf+iyeuK#9MCT^lRrm^PP= zxdqa&e7Tm|PK|MK(?U~rUTW)3os-PUP8N_y;;nUQgu`g1Nm7Mf>{tLS(^1YU#(V%*+Ys8N^uP+zAFrV z8>1P&aLkkwN?hy^7Z;bnz(DD+0D2fryfEcXPA|&e)YNeA+c(f{Qz3zYksN@^b>H8g zj;2KFY{}GXV1KN}+k@B>5CDP#1KWqUqa-C!pxS&L`guFSeB_Z%+losB4Vy6M20#A<*Q>M0H$@vm$T7jY6 z_3OB&@FPyNB$UAvY#_84O()hCa31!DG^EVx>IyjV5KX>!WXD1dPEJl9eL%mKr*fLR z{#A|ral@1b7bmAS=&$qVKY(_G8*2n$GfV$OqH1cJ`DqdfjHU(O{)2P{RQK=QGat?_ z$mR>qTKPEYaN8GLV@Jn4mL@^vK@&|<;N$j`b024V$nWPPCoAhi3z#~T$!iSn1~*T0v)W>>MD z_^(f1V1xF07SVRYIKm;=yEl!EQw1FcK%p@u?tk2p4(hm?Ogdx(8s6d~n%&?CYTPnpj`S|)y5ajW~tQY*4AP?Pu z+!30UOV~HBMak3CRL9@g>=dM6qaF^*m>TlMQrN<_Fh6CZ{^arF3x06$FMq)`B-V;Z2QvSuxC7M zReV?Hz5IYNBP*+k!9gLAN#HWTJX5iu2x_;LAuhzbS{X5F`q!`VXqIVY^JXdP;fi3E zQC$_4OX@nVCqJN|pr%4GSH8NkxKM()`n*Zq907C($yAUre#`MXINsRxV?nJS9nE2< zc`0?4f=waX{m=9u^yaqb;)f0m!$U=)Fe53mfgNS1qdW`p0;nh65@Z6UFBoy1)_WvX zH8m!RXzKG^Z79a%Q>lq-bIt(BVdvm5hC>g9bcN?~iKI0M8c_f)6iM7ZKW1kq+B2ie z%juj@!tzN^fbpVYQ;e15m0;2^H^Ocz;A{CtZ_!?0|+=kghPb+)%r_x)bVT2 zX!q~m{{{O6J{(59*VqpQDq+ ze^R~cwCJ^efc#rqD_7EdY3cV*jw7?lQp;wbbrD2S9osrOB3B_G|Aij_E4Sx|>SCoT zAfQW1dP2`c5&#W#`0!!E7?PU0g@y*i#Nugl%q(nK{{H@T4GpkL+=!3A0uJBPvpjq4 z(G+k9v}(V{d<-cLSc^L>Eg|6mitLgS-6)g%oOD)VXfEdH+Eo5*Ra2V%-YFm~OpvPZ zki3N7Q8o2DbOFdSSWfHLulHx6l(_uHufxD?;>YLLfE~?`x50+GgTxtDvx`TQaJ#@a zA}T71c!2muy=~hh97Z1Ns$mTPqkes&%Mp2QdfJYLCWtUsMD5QXUB6*N$is&j85s#C zsgIrkjP#0U}hwh%(XA}lC`Y)vRBa&o0ut+#HS2G{{S zy7c?Pr#12nbvB?9UR>%h+6=0p)N!01;`Wty{@{6=M|khtz6~SoN=+CKk{B)-xf=l- z3{>>7tM{5H)+$0;5~sOT^OtM?t?qsuJ6LalktcMC=a*i?Ni`Q-a?)PMK!3ij!22b2 z*O;}Y$N0S7RPTM$XCFAkJu==xa@1wBmy(TYcqr-rSAZOReB9_%a?AOkyH;7_r-&&a z^WHb${3eh^A}S_k;`{f*5;bdL4w>Nn_7miH4#H~Lmv0sV-CaqEfwc6Q#!H#|Zur_8 zO@%iy2a(LoMuFHditsPN>ixv|%U$@<*Iq#H>;1I?mn%XOuY+;NyomdU|E=sVZu=`5 zUtIUUT{i-8YyV*_`EN2fWsG7+^Ody`AT!;OHSqV@|I;RozdAF|tCl?I%w+Xu|5Wqg zT09_I$W|&&>GiT+3u>Rz>x#X2bxmYWjFDXX%E~L~HduT1U#lI2xTSwN0UMd8pTio2 z#103Q^kF7OMn+WiPoDHKZdP;aOv+!&&fY%W@ox|7SUe!226JWQ9(fdiYN>IkTCHf;vKun^{;ed$9A~py8dUCco(JbrM+-Wq1Zzuiqbzu z5%M3%Tjatd#h5N6!PExebAe;WR^|#TW&x_3Zke5gl<43v10fC6DHSCp1hd|r9)x2e zB1=;d_d*QgAoL1fXsI$X-CbS8;GyVAIt)Nd=%hP$visQLVQ*jC&>#tk5Aq1eNz`W6 z>Tr!aA(^Raqpv0yRU!QU-@biA1|J)zV_+aU8xS5*%R$0`?+MkE!uj*XpnQ=NFz`_p z{96~10pU>s66%Ka7@vJosK}8ccr-HzbKG4j zPl!%Oj~+EIaBX^a7FrL<53WiG_H)r_78-NoRUm_l0F7WNu0@7!XaFo~X9=R0&$5Mgtu|IJ_il z3Dp|591O&Mc6ONn#;dMsU@PDuoLL~d*a;SxsSE(aDoi$nrCbvpTLXi>k-#(2@AxRm zGL_XD$^fX^+h44ykLv^Jo#3H`(JoB303(An997f`tq;EGK9CHUI&(qBROSCbX}$2~ zAEk9F2^xP4Bv^ve`ra8&a~$=B5ABT`Hx?XDQ(S`b1mHKcSN^rR%m56G2wV4P533r#JxQWKV-F@KkN!{gBxBhDvV2)+GUhY6 z?d?gPCeL$o&HufM#PfF#$moM`k>HT#%I5p@axMcxe*s1yWKOUZ44f@^I4E|KD4lIpc#o{P8FNlFs?P~%vz;{5RnL>2V$~}42U*J<9F~m zkoZiqsssn%^1yllfs|b~7j>z)xWjraPO|WDDBKCWQ{T{F4c8@V8!qU$_->+*$eJ1( zdx2@&K%Kh7I^XY*M z^@{DTW*d~jc;DwS-+SAn#r@0OLv)mH2WulB=9uj4mV$W@9)n9CAg}n)f@q8Kj+azz zw?##3%q+hFf}9U6NKk>p8L6p%V9bo}TWi;>RK*wU$KV(in1>-mUc2@aWiWx>4HY02 zZQ02|!6t0^$#!MQ1rgbc>wi`sAtN`h8Wh=H>M!>o`3($Q^oaSZ6#`G6G5qhv!f4!L zaFUJ$#tE05NR%z$x7y3s|5Xtsh6YUazfVj+q$~q4WfHMIY*_A&h}gV!UqRXbSssK} z#+MfO6kH6+4|3|BwpipL#6W~BAw~t%35tq=wEOq%tF)c__%9^8%IEcarHa1e=qz48DU~HiMD@KjQ^S_KE^NyoXYJ}E8 zCYb!e%#2sUhg{Df(-aB*_bS8}uQw996*gufO|`HHXm6G~;jwmq-qp10{tGqc68H4K zKw@jReR7TtY+hpZ+7DzO4_v5Ps{;NnzV}~L2>+w%RY#~^*SC+)-+jef{VhK~oaNOm zq6P|*b~hJ%aMp9={n}(uiT@?By{otW|8p`ZjvKMVjmXK#39HnDS@in+#mZ;w83Zj- z0w({77vte9-b+Bp-;jl7%f`NcUxKPFRrB-jEUpif&V?HL1{M6}`**@O%B7aXNk<=XPG=TJ$_V zmDeaKr{~0VbG1L&(W#-X;84iAtQdj3rvP!q4CY-17%H@CLlF1{Ix8iG6O<&}-Slv0 znKtd8s9r15PX-UX*8s|rTAopZ*W$*FQ=sHP!XS1c=CMk761~wQBb*v?^71e@eO@Dr z!^6YDoP+od!V7-?hzki(1IyFaJu^Sw4=*K*N2#hr^1uZYT6Rw3+hN;D*HYu8gGV0D z#*nW3!a^^2Mu5{X-p8(ec>|w~g^w%92?$^Z4;|7&Yj{)?{4hz2ckS3)L6Y~n{u)xa za^(u#lmJDTNVxwIw0}VUgG1#&^;$SMcYmYI5i!Rxb=*owNDE3Q^Glc5c5xgy@Oxn) zZ7Q`Gk`Q_#bhWkpL2cI8D=ch4q0!gft>+k4gM6S@V2;kRlV-(lK>a{fZ~%LTHPO}8 zm8SLU*DoHu7a1VDp?K2n7ZRF9!T_$-eql*Cf#pIu_m-4jqCgtOou` z2PqY6pD4|iBn7xPbqdTiG>&|QPJ_HtW;a-aG#f2w_V7aiBVgw-*>=;!{K<&*l_n#w zT8bH3SXsqPPIj3A*??eG91eWswvO)DLS30%anHMV9OSpwQHtzf79%uINLtO|z}|TP zC(Yxquu`(=LN-{bu7LXqb%XjU^_DH7UMnwYFORjRV!G7Ah|Uk-cC+qm<+z&*lzsrn z5X*iqF7}r=%7qCzgVTi32J{@tJKd}cqN&P9BHWyvkp^Ae+|ZA$x+@_83@+@X!8<6A zMb`E7h+B0OZ#OS#PU7cAbu>CEYSx?pb;^XN>Lr?S6VbYaq71;Qg%ie6h43KHZ_+7y z&MPVcK{#E!coEDb3__}@q0@B0om~!FiP-YHIe6fs3JBR;agGJYMwh-*>)_+a4uS;*_e zX3BT;Jpg|LYABK)a-7^j+@wu=MkI(4IB>BTHH5x?{fZvVxcVFHX1LNq^EO$E9HS2p z!Q!V*xooGWp95bE6s>c|*dBon7C&EFV!fhQwV=XbRCTmYpZHd?=C>@&Vz8%)q2H>+ z#tQJiD{DW9Cve%vA~VoKMo&*ql$D0%@aI36+oREj#(g7DFR0|9n`^vuzGh)D4oe+A zIXNi_4N65Yhl%-!AckU{u(HMiqGPR`Pd332z@eZ^aTJG)=u6s9`lQ7{sE6iBSP&sP zXJ%Rf;DUgDf-^S021yYqb9HVl0Q>IPvTZLHIw438CiT*G?F6)b38yVAjZjY*=;<{R z&TU5y!cs+zbRAZAwKfr9VZyu(nt>n>5GGKd$jQ}WEti&-%5@uzJU#bdKSI1^(=&7v zEbXMF{jv1NzW9Q{vom*f3(VWF^3kwXA{5OOXC7QTC}3RoDbFM*C`bu8ATm-XQ?~#_ z56a4Of1&rW{k2PViUV@Oyl2Dv*~mmQ=7jHjH@JK}=*}LhAVsCvq3aYnS0*<}vWhLW zepHKFic{M+Wbo9M(?{ShtwuzKwFx2H#IoftU#mRu;P0;nYV8o>Bjq_lKFm$_M)&7@ z+r4AW9_4))QB}^12Ab^AiYx1yW&T>Vf;+acN*=x{kN-Z#i<2*u&=?L)2-Qvf{eqKE zVDt%u$V&SR1NLXHTp-(D)LR)bn4Vp34oA4B%!Aj?Xa1rsI_Cp_&-W>T#WNzm_cgMs z4{fqiEIdE<*wg_50bu8e4uz?T)wGTZr->+e4)hJC&olyk)wIIZVVchhnE?)66qY*< z%I@B?Ck)ILIt(Foos*ZZJN5`OiS89p`dOG2$PQ-XkWZlR2tso~Nr+GlWPq9++F5(% zpyj5FWe?a+-r^f^_)Q142m_C%ym=m)M34Z{_ub^DR%@Imes&OkdsLk`Awxt+2(6bX z24xFDpe|u+bl@?$PW^2Mi^|#x`$m?iD(X5jf(F49Sy)gCAjlIP5@`8Fr-*8tJcj^8 zSne<=MfGbq?)$7-dkI@2N7YXGDwO#f=-*~&!3~U7EKnN{rwflWk_V)FtT)6nAAr(!U2YRKVOBY zOY~pHH=vgo5q1`2GD2_?{sxqF97-zoqm;)2(Y=YUDlRQGNhfA^&?9)74)#}~Jrd$Q zVBe0NJE7#mE1HdQD0iJrgMAChSFLyBgpExJXctIY#4cew6UMCp$Br_v2{?A31h~Hi z!RDe{$*$NPYkSln>%SkG0j%Ox*k&Vm^^$at5gqT8ySO2&2|@XVH%To?zNuWu#%2oV z!ceh^OGw~##-_h3yvkmHv4(7pMe2@~i1t#=tP7EI)3}Y<$zC^%b{gT#PFEq?T(Oe+ zbFSRs9sn4`IF$e%VVL1Gc@6y48X;xWm-}R$$r~JAg0Ykh;~w)3U=#u+OB{@W8=FR- z0;sI|$D(SB!U8$)x^k5^fu}{D0@zaLULA_IA<{H{g?j_%i9yj5n{)3= z{N2Bzm7Sd~;OZIo+ZKC0685S%y8>WQUu>69A&OR(51qg?}L~FScR)?Dl z+`eFzL+412=-s(c>Xa#62|SHM5>jZtfL4V+y`%i9#D)ex><(#QBdl)_iaSVHK_?eC z3lzHlv12>)VE(D*rm&ktBTF%xc!iS zIPW;?b8FyHb{}WZ;3axl#vLdT!1egjf>O&XEL75q!<$iX?7ww_-Ohn}#Czi!`>~Jw z_=ywAdPo9W*v@qQl01fy+G;j+7lGx&F@9k9)M<=L%Zq`bq42AG0Mkl^FLB@pJTN3b ztYP!c+?91E4e&g-wB%u)n?D>*6HZ)~1XT{ynb&Qsi!~c!AZYoCzn2nkQk6XjwH+;A zR=&*48^kWs{1pYZy*GX9bKwXB$!NUTAHiUP=g@%z3A~{z&l)aZXSMK(2ny!s=E5R> z-_P%3?$zZD4d>u#K+eYEigGDH;+^QO^BenRoV&{ulcye5UsosCS6_AX=?2Ze`AU)x z3$XbZZ*Q9>3z zw21r?UMuchk8jeMD5}H=En-sr$5Q&h?$=ah*>B|eyI@^-e@(3>2C(?hB3jm#?S>-M z%v*uOb4YQtq;q;#%uf${3slequ}HvAA42;KC!UP9zl8F=t={-eTbqXK=kf7q>rK9- zYjA3^`M?IyHLNzh_iuVVX&@jZ6lRc6%I1pRccyE_Dj>EOcbKrmxbR>;5^*?wg zVkk0IbX1hNsVPFzJ4=a?IK9fqesW|DRI(U{X~aY@z(CjT2-k@1s5gqh*JG_iDRW>w z^kI6=*a(gzM9>qcZ*l4mfUN}N0o2}NM~^mvOGPAW7R?4OBdVm8hHrcR!9*{OFJ9!g z>Jr510np{P?&d$K0gyP45GDDn?+wgh99EXIoW!tv$YhR^fB|X%4QE%OfWDp)49Bh5_baZ$0 zkw|$bTr%oExC#OPS8)Kw*i_BnG?9~$xO95_++VSC6CljnogY{O=@aJ4IN;^8_vp?S zHb6Wikx2B1wLiXe!Kn&Ne+yNVe^?L>uqT64K=A1h_1=H>9?*p|lsN39f)_8aTAgfd ziKBp6#GOAvW9{u~WgDoQB7BTkEXfMdn(@+G)zn&G@zl)FCJuIiqCsRmfxBmjE62Gh zNUKj^NkVCZS_9x&7zYB_*)a;4w_@<{}@?erIsKZ*zWV15;ibf1D=wX3_qKnxz!~JJDoME5Fk1T7$I813CXRDf~NFJ$d6F zFiiIU`LAyO*}HZX1NOrjIhQ5p`bI}v+`sSLwCSHP_TOJh@vL7B(fv8mJ-@Q-25F4# z^lkOJjzRggPk3q@!WAYP!-ooZ8WKJz5_flZ_?y%RfhuCq4mK7G>WZ9(1tM&w!GpC% zfaxu6wgbPCJJ`8_0cj{GY#kib8?CX$jNo=3YeNat3aswuN8z#Xx6|dlpTU+u7_$+j z^3CE6ijby4L*bhZK>%@w4+|L>VIFlmbdXjaoJWd>H}y!^0En9c+Go-MjAOnsfy~=U z#L0{RKsc%pHn?tFuMaJ#%+_SSzi;u!TY{g6ap~kHqpg<`*ALpcz>v`5!2{bj#e>PnFNUq>PI#>>fzZs)&K`VPqdC}96iL0}&%Zo& zYgEfkzCwpPqlNEBViQl53Mej60+^3;G;y4C_mFcb*#PsO87Oq6z3%GLjV&jWfT0#g zr$YWkr(7fIpUTR8$Bq%l62Yzx?g%vVgR~(~op4u6p~DWdvxSXO*z!2C17M0hut}O2 zB0r==RiG`b^jI2Jj%1w8hPqS8s%r-RiB!$Zs0R<4uw#H35Z@*%D=SgLETbFLEZZDK zNB(O?j`FoTru9F`=0lw2fLAH#c_Ja<9FzBh(;z<*J?8H-nqe-|0nR~>acgBU!xN2l zV4|wCcq%NjM$}Va&)Srew`9*f^2}4`Og0>#O6W+t2dDvk6=@1GB0=fz=HGYtFaY_o zRH_{qX|^+vm1jq(KDHotVReqTrFW!j@tHMchlRD_#43aapjlKPnQ41yY4`b=#6ldmO31q3Ks^aDvx@jKh$$}R~9zs3Qk)flukd=ha2%H|n#DCG7mJstH zmy{GNZR)G@=U*>yZL&v{?F=XmS+LJ~RK7z=$duMt6*xN;BYp$xbttTWl~~nZMMA1# zwPV+zeeJ|Hgc(%l^g3G|4J0s#B%y2E=H*MrBU;Yhr4B_t|p z0e1KT%T85S^=w=kDjwBrr!Q}|u=(H=2ZV+N1OpthL`x#f0A(-F+}#1Z%|HT`oI;s+ zC#_ZMA|n%%obN+qc9?TrVK%|>oW*-x`uIge2>!Bb8qkP}4YeTz>U6zY!-0Bv26q0P zkR_1zcark))x*-|`OzG?qAAnYHXi#eP(2gfz552SM-@&*dd4+ChXJ6)1NMDvh3aY( z1jwz7f)}ITzmmz8QNPE)=LzhIIZ9VNXZG=F6`CGX4Tb>`0mOHZz+POyiuOQrE)N}L zqdLZmNIyfu=uVHN@s|?E(MRxU&OJC#wvjVq?k+t=a<+KQTc3%BX zM)g0(*Y8;>xwO!>xh4C_BTq*);o3I)&AYi~j!Ht1c23UB3T5u^~tEe18 z6YVP;ABMmH|Me6k4iH{AI6;W}00)Qctt8Bv>)fUh`7VkiupndI{jxRTygWW&6%@?P z)ADx_Z3nRX;G`>K(7pEd#L0X(QWeYo+$`?Rh5pVm}we?QQ% zwIy5lk>~82ne^zJ$CmfA!zEU+G=0CKVwE5PC%R>B#s@cvph^t>U<53Teqha#DI7lg z)0T2NW`;VCs3Hp!wvMT(sv=S*Y<;(P@7`+vJ$WEj@O=stY#|?D;Q!Hky?+ZEs7`0Z z7u3IUdIr#BkfVUG@}=@AZ-5$sc}I={yNxEmssw%NumWgiX6-n$qeDe-Ex&z0w_tl@PJ@aC-hGgK$%@x}aK5$=BNro}ILPr@Q z5jQ$tpc^Ysg%KZ85{?T;2PisM!nePtTlV} z<{R`MgS-Zo=>wz(c19t9F5+a@LfU@$iKz|j{Ory1cRnvpVIr#ax|!+&V-Yr=ci)ZSHu~~KwbaRKROUYI zWt4&_TyQ+a!`eX*52)hHVBW$AVq$C|ErHEQVTn94f;nY%EfMfbD!?))`j4YG~zfu_eFrjM6mc-Ro&!h(t z%gG-3f`NpCh}q+1@|91H&c+IqcAK9Q;0m5kIO{#i@&b6{kPkmU|9kg2fC&>LBSEn2I58%5I|wDzR>U!K#nbDim2r!Z*g)Y~!qtJ-v}sZ5;QrvTf~;9< z*SPx1L!hOM#=p{`x9A$Xm{`}xkNkR43cJl7T5e5qXTCx0IdOD(?Cx5&UEt(w;cHG* z=EQM$u#$Zq96adr2=*>d86W1P4$8p$ouO){HgsMk4%zB;LH-{#umlMcG0kC7 zQ8@2V7eqOPKT3jUF{tpI`1b9Mz zi5O+h;fTB$IfsSZa*#I|XCq3oE0F(N2-3a0P`_Qi0{?51Ap)#5&Xhey5Zim0n6%P0 ztw4st0tt!ZJGPGJo!iVwS~ue_zeDoMOw)W}sgtTaWx8&!Mv8J32$(23#SY^P5TyNGByBxC z6V=R*{dEq+dPOS~=P2z@OWt65|NPYlnWw^n*n_LGw;q4Vh`N z*w|Rw{UKY9p#K9WErL8uGT)OtlXn0od}s^Vgv<63!)(%6etpUS(=*f%vxsia ztLg&r!{PwbOe`!%d{XpFouoVHlcFOt5gO%daegm)?rUlk)hD$7%?rRCzwY(9+6(^# z60dLslKZ1tO7a!1+*m2C0XVz%@1fVLK!8Bl5RUBta{#78n7G~Tu7#*T;ep%%E} z5J`w7B)3$OC=Enq)*y2zQYd1{oCY#AXh5hC8dzphny65wM#)eps`qoD2WF=zP;Y_-QtoJ#3q$#N5}fhZ9u?kX`k=e zx%w-MjGnjTYu%snec!%!->$M-bV2bXi2(|ilFDd}pIGKbMP#E;8`q&Vi-XS@C60bD z$mVPJqKb;}HWmT|qa(nB&ywyKmnw3drmecnB@5`-F?iEE^%k02$KJKXm@~1ic1)i> z^FdZ|&pYqk!Na43$_3N02hHV+0%y^KLqg)Ao98#V?WEZ=XBzqqy-xmAgF)69^c4Ip zMOt*-aHKUfr!@I`FdXb-Op8|O6+>@peQOG ztNWqn6n1snjdjDFF1OvK?Zf(`iJ6ldguAS3X4Nn~OI+v)SHUTRdJMwg$E>bDzmC=- zv-nMaE_z)+Pf|r>+t9pS9kYr@Eg3f}ZrE~71B=Y_3!E<7L!{tJ2qCpB`$C9|Grw6B z8mQT*blgecE}XvWuAB4uEq~XVckeBdzrWC&X(>6N}CIX-m zIH|8wy7E+{-f{=r^=VA^H?882J~0^|q(6};tE1x)6;;kl44HV8t#fvojr{9vr)k>u zQ|7B`NJ5TTobRnh5`Onh*xJ^VSz)l!|B;-(sa95L+O#R@0Rfj>F{La){tZdKlcPFy zXKCCoQsq#_w;z&%#F%$jlrEP}Nwf<-z49ZvNF>^u%@z0TxaHeVZTF7)V&Pr0e=s_K z@h>ip!&G=~$wU-zc^BFeU>nf!7$;LSF3qcFPu!cjcIZyn!70lY&FXHQ`Ua8XjpEyP z=S{pvim+-G>zurW8r@*ylOA&(EvTm&dQU6%$)6cxYs?QA_B#xJ3G0ZYYPHH>`8`R> z`0tn36z^A@5Ay{eoYLl2{kQLRBp(T$I*}U7{)yM+Kdhw}cvLI7T+w}SQLN22x_uRI zJbXBK`<8m9BGuEnd7DwAMoD#$c(kc+vz8oh$u*MGc9boBensQ2A2kd&Em>WIY@8ea znpao54$6{eKDtwVW9#RYwyQlizKbv2yQJ#rm=-PKM|O>0@lpnz4MTbXHdN?)QQ+|E z$T1&;ZK5tySzKQm?rr6ACLa)+9T8P%FYjs6PMF)InUU!e-)e7p zP2l5HdO>3bhIpnYH+6ppu|W2}*v>8v?Muz~`Y+X=lGj*ITU(oriePJaME?8tTGTz{ zZJ01SmG6GuiE8|pe2Tz7=wIXK(CO5n;fI+}cI<%~23XlbYIJmL_|FwC=?aZ-o?PAC zT{3avAD}Gu>>@%nP5NA)oC*x4+1Ubw%m&y)Mz#tuR=DuwlZFX|;W( z@RX`6>X-dq@#VxXnHSLiVI*Y$Lj_}MNRU?U@9bY(i-U+IdHt-ujb*&S#U+d5aZcQ- zi*-+M$os5*?p<~FW&I=@Yu6lA^C7B*z+O(dp+>UeVzu9r z00;F(MZ`)Sqc0V34VQ6Srd%LM* zbP=>V=PIYU^T$_{Fh#@BidqN-SA;sKyc`!UJlITK*yyRKL=d+Y-9LD5>wAghn3TJP z9T1aF;Lu5sf~s#>{XtkGY^sG{Aa{3H6hk-YoF%3nJnBLR`dMgtVfR-!)Y=s@ub)Q`uh5wEjp2NI6#1@pp+i4qS=(U-;*1Ea0aRi19*B{*eVzX{ot@G9c1D@dWsoRC-e8)gxO(5sm73i=&rE@fwcCxk-2 z;9*y@Eeqi1tCUV--`7!=5oKdD?y9kN{WY6ReL$4$3DJVjMMcYb99FQQ5LB*6>#_A1 ztG{Anzdv7mwbsdDuy%|%5fe*56J^vkO@*Y)&8?1-_qg>Rv{hzZSu=3M3Q1}@aV5ki z2+IC>$dt~Nm%yb6kH(?eLw5AWV!a*kKtbAK!rDfXv{(W#e;&BTI;0O~LX9fZA1m?R@ba>iyBn)+u34tj zd!R=V!Y~TIw{F~!#crG!d}&^;7}Ei4EH4*&%m$5`k~IYp(#Rj5Bcl<1j8o03$el$E zoS(Hq?8EunLMp6|(Jyjm7N9MPRq%a;_I=eCmEcFg@Yqd;E6(S{PCI)N-XP^oqs7?; zv_&m;aL7G9YxuzBCs)G0~~QJ0OH z^_8!lpnT*422=9nJ1HZPjIL&w(xpp`y19tH6Du8E4b?(_08DmH&NdGZ1u2wEaLxl~ zaIQ&{vQs){dyqnP$BYzgOkM2Cn&OiIbCEs3V_6^?M3?|n-Uzj+q#AtHVgSqeP3w5` z75buN#LbcV&bhYUc)>+SbROIeOz83P<$)%BU~t7G-BZl18HxBi+>;Jz6{p z=qkjPm$@zgMS7W-p+Iq15Sr$v{Y=6)at`p!z~qaD&Em4&tg0gHLO(JlA%<{b=bH|d zf>YRQ;uY&J0@{(M=%HwL?DdStp~+MKx-@sP*wE(^ik$PuAADm(~vy8!|7fbhE;YUqh6^5nd)|6)j9K zw^hl&@B%c{$gKgatWc3mBnMP-Z~OxLI-ADY6W+Xj{rUa#F;bniy(R+1#6SQDWjH8< zgH#h;aQS3uGO*_&dKmVIZAQwfqbpae;HBPyw|V{QRlum_XDv16KxY?wewlId4PlU+ zfRvqs#T7uyS_V>|W8bm~xO?Q|%vM2kL!Zcxiu7r8&~vi;Z?q1bCAm9%^j-`uMHa-B zql+PU=~5^G&EO`>Z2^Z?1-nZ2CS<6f4 zJJi^jw@8WkF!mBmG%*R^wR?BZkxOR+TX==slPP^%(wii)1k*1_j#(R+YR?(sdx?<> zFd@7K94(CjjnO|e)*!c>b|rcU|XvVxR1PTlz` z-g6ihh@J4d^WDLP{z4fOX;Ds)gXrXbrW_uYy2;?+LzG%D1!6a_k7Xyiu#Q;3*cJFA z*n(r{Wpu)YRzt&y7lRb&Fg}9pgWz5RisuJ3aUUC0uB=kRM50Im@5=LREW`EJHqvf` zpxj%rkDk$HT#EQ32_?RdDXcRg#zaASCN^t2yd#%0d-m*>(uKoj(SpD~c`8EZ?Hkrk z=0y)y9lrX&M7TxDDjV0nj&uGTddQJD>x_m;<^`8UzmYK9BmJZt$e$cYg~sJDkrCI( z8FiLvw{9&0YRZI-U}TG$nwk(dk=U>_BdP%@^y;o!vEuHq^}s83ghArkmQof0|0UE^ zC8S)XLC5)Iy)rMt@S@TPp@Sn)CF^7D?Yq!T&edUoO4~dtbaGLLIVbDJ2E9EPWWt;yiE(@)7N22YQ+g zA>hb)z~Du90O^aOAy4TA=0;&b{;vLWe#f zBVBsyz?qQEK2vi0wCwnNeIZZ+)WdMn+zz-xyu64EX*gvTF2+y(;IlU(TMNaI&j~_ zx)906N5cXREgI%eV_iixL)Vf9_|720X&Jk7|<9*UP_1Ja<$KU4=K7 zZX5|UoLfaT_m6PJ*v;bp{KkzN>$_E*sw__L@7;b}Vb`)#Hw|459{Lnwb$0)vzJ}3~ zy}lI&Bf>VhESe%vrBL@J4VB#0;VL{7kq6^<#=jwjaq;$9*x+@+uR+`vae zfBUtf4~kRQ<~}1)BETs7KA?u@hG`nPsjY`ASt$853x|G5!}zgfoqf_gOSV65=zb{J zt_n~iz}Sy2OP$h=i2)F-;YYXfGi=BITF_L!T*#;CdE#?A;Ye;;nn)Fi=@-tOo8BoW zI~#x+4*_A4PzBaTG&l3ovOq1XM&Hs#*k|ZlzW#8hms?TxK@{d!AnTw}r8=DS!xGJN z%4C&8<1~wN?+%`w8l6mIA>p;9RCMODu~E5jj@!@qb=>DZHDxE>6Z4dQOd605088o2ZDU^@&HTc41U|Ng0eW ziBt>e+V{_x3E{IW5Xlb9W=Xd2;iG<&F@@$H6^}5Jke#=icDIYQ#ZC)C(X3c~l@B)~ zcN)8J^$**NIfe!XBu=IX0tl#ym;}HtAn`84R|(`-(%GQdP5sF6rkpNxP=`Hs!a{4| zFn{c0U;H@P_V`c=CSAw5#3;^(NK7*i$g#!N-mo7w+Dw&Mwfl~;2l-6ufG3*_9=86u zrd9}z8W#YIgq0M&4GFiGJ%!M+V%7yrEPVvvLhO1LFIvPTF=rHi9LW7B>CTGQP0Vkw zaTc>Bg*gz4Wu|<<%<`7?D;uw3j1?P}jB6v5{NP*xE7@?SiH-4?TFj9x^J1{3`U3}? z61d^MW)y-BwV+2}H2yV6KrAetkd`g_y4o(U09gd5w+(uHx$i!i1=_Dc9)1uL)eAnz z>#&&V*=V|&3roB)oboYKEF#R$l)QX-!c+xD{`96KM=~AW1+t5y&r=%a|2_<{6aP$? zKrPBB%1yZGSW_pgFvm%nR9mP+SMH$c3lQL;i0(p*X*<=r?FloKC&w~PZP|7G!z-)5 zeX~92@YiN2yMCVK&H+3vP}8jX-oCS(Wv~%ziT-rR>^;;pj<%03>hqxqUc7iwUC}0g zit>Sbtlv=_^=v?NUIJ*QHN8!QAs3b@z$=jGEy{j`YajYr0e*&|qYK%Zs25D=zKWaEQ&Dj*xg&`Tk02CVp)Ghu(HcKP&~VtN-`2kK zQ#=W{^S5wd$t%7B9Y^e!>l%Qiq0`DG3ECWW2=tgpD=Gk_zx0g3Tq008d|3EQu;p&= z>2++8GD#jTeAbd7Cz1_-!{b z3%T(XvLArhDB=!1+@Sv!o`N$0H$+&*Ml9>qEXnte)YKIe`$g@(qT;k!6isKAnlZDY7QCy-a8k(It?VFpL-VOi*6fPgX*$93H`RSd zQ!)yF%C9AzAa>F$jE(DHczB!9Cmi67^V)!Z5&5=Yb|VDc15| zQRUef_LM|yI{kIo;7r7q@)0hGvpcE0DXf!ortaM*Y-w~X@rYr)h+6WdWxP>+|A^#U z_kYsB)3soo{M+4Ap2u{YrS(NC*F9c&pTwmWvq}L2qXlOq*Vh{gTMtvb{5MIE%}c&ilZl!1AHDM_aRDJ;%K>ZaIX!=9FIT9 zJHx^(13Xc?R6I$K4)GfPYzDiz;yqj$n{@vH<35QWy~H4M$? z(j-iu9pJ5wBY>=)AY(M7Fy-ZqZJmC$GIhM%sk>MvOl&@J;w6bGjM{;2#xGa@(X+eu zwomKYH#;8fV%Gih7>^XwQ>Ui!*VE2sr~PQQ(l%02T)q56g{ZXX01odh+c$&y;9-GkKQnhAcKrrM7#4yJZ-L9orCIi#R zbZ>6%=Gpe}E;%#a;uNPZZQYX<+I8%>hP4YwBrx?wohrviRn2PLHdVAK2AoP_(VP3gsLt1LUK{PV7sikuY@qc~FHR#R=9 zq#_1zlD|SEc_R z)8dD>;^==o<*pb@@jaq>33Nw~C3lHnnk4SZ6?6zWPMFNoCQ;Qxc~zG`FPg&}wI2=r zfBb0E*m?WU=9a&UZ2w6K>c8_}{iXLEm8OOjraXQ7xDtPdGC;G}wPn12^-1^6#3S-|D9Jc;XPCO2mB{iOJd7RFA&K+$iiIH;R@tF`74JMc=+U{%zX- zsRihZfg;{kS@qKcxD3=63hlT~;GNiVZ^!z`_l@?v8BeLZ(VI+UrWVQj#1LhWSsc)`SDx4AW-* zV-3d{O{1uv*Svo=E8G-NMT)k zeD)P52huXL*zU`RKCoxsK|ywub=O>TmvTV-?-0EZV%LPg$feSx6QHRl7=`nSdqsjv z6_~sUGwP|M^u-HH>U{PbwZ!qR#JFDFx;ZRcc64&`utoQw^`2od%R56p#UC<>1LC;E zLc0R{RPjp20z4yQgoXwkgoCZGJxxiOrZCUW&TjegIk_ye6qi?#wIs%cKy8ha) z9|_q9zT9Lf;w+L7vHkvGx3D^Vf@-9l+K?gdaigTeh_=T8HVN0l!(smx&Yhdj`+;Ia z7Z;t|Tio~Y6@!*G-wlTD)};%oz(;=Sq9DQhqoU805%F3|GMO(*u|?3piz@WK{S!9> z_|odCDj(I^S@_A)f3L8Q=4i4+aQt9+Cz2Pa+3CyY0Yagc+5djrs^Tji2TzFU$%fSI zgY_0)*tL*s36m#o{`*^B8@kOs6?tEQPH<9FzcFl3p|h7txcS?u ztAfP+mvhv~orH`K@+>8Ph4m+IrdiXbkNk)04e|9Q zQ-L?54kvW7)eX*Ds&J6t&K8{b6!x5qh`{(a>x12MhEU+*c&hyJMU1e4KgygvfN)QK zV0QR0S&Enn!(yqSyEZnv!%e&hpzGx9gPP$+Shz<$8fZ&{Ql1U+eW3A+U!%J^L>L9pNbvg28<8i0e=*zJ zE^O{Rp!BnD-V6qea^9P%PD{O@QCZE}VDkW~BHnE?KxTjiD(17Nj72%wJ7_lcwwL(> zsi~>_KRyIYdb(FU+fF$I);r??>lX`x^3u}C`+7KUw2;F7WJb4gPCb4o^TMPns!(rs z&n~ajbyyK2s4I*ip1HZn@iZ}zi7+E>h^{U zzMGgWW!O^M{AM4=&p1VX+jCUdqS&Q&bQLgaiZ?9GjYVjr!!tWO4mKy-z(^ij6S{j2 zzkb35Mw~#hk#nCDm5x?7HU^6Tz;U`JTBW3!r&ry*`IyZ23DQ|g$y9eT#esD5L1<_| z=ETkmt+XQ!7%NA#ka^J=D6AW1)nCH-ix>H!kECnp^ft+9@~9S4>OP|Ted)Lm>}pP% zsyMZIU2hx_PJ*Lp6Zx@``saY^HE)7G`$#^_N?T&^rgU8I*)5#6OuY5%*+!-hkaHpG zJ`Qa+&_Ow5?xzdvxA5TP-+~Vp4YWA> zjGP-nZ|jyV2oT*&$+5$OQ>Lf1<5YA`Zzt)f zV7Np3=)NUZA?K!#YqcMiR^{O`qZl$XnHNfdGBx9IA5Wl#<)d6%o<6ASq&{Vhl-jr7 z|3x)?dZt%J#y#TN@IC$Sbj!F9z*Da1nqFXz^fBw~JZ&CLe%cpfo*K+MuaG`GY2-|?g&xyZkpRi6!l)?Pk?z(5!*sby~0t z?l;D;izr4bz}KFbx~TqgLbx2-B&lOxA!uNEU}h=Rs;xV}u5hKX#qV`@Qd*6<+owgJ zyM2}oki`YhFKEBTZu8u zoe8TONVS`oHk~j}qL<~L*XvmMx}MMGt$bS5Dyp#8xNXA=S8FZN3Vd|)@aNIJk||e{ z{;GK>C@8=QY!?RE8Jj95yRz3QW_lg^Op}%QUEzC{Dy;~d< zK|w*DiZBOZv(6+O{Z>`gq-j%wB^l$L$_Z~`T$Xtx2%sDY7%XG7I292_K$E>s*<dJQ7uSe|h~{ zJU~f);=q9DCJUNXV7$8Q>A49mj*MYsUKIGs#H5c84VBCcW3c-B>T0MWsGajdkr+=> zOPK@o&eHE76eArwbz);b%HOPvg2-m$$4LMW#go+3(jq*VMi*fwhNb^ZFwrZenc z-s)_#Yv)e7Um50SDjcZ|6xwy~{)4XWtfdz>AEn;8gnAAfjKzSCT!}%*ut9^SL}r4K z&(fn&;vUR=M_@GCZkYnj`S2gHmR8fJAJ4QWi*44bOK&rWk4?Q#hnh!1!ZI=@Z2ABo zXN;vIBR?3Vg_kvX4K-2?4$|-fPDy$Qf~OBarGuvo?#Y7Cij1TNKECSB0gg_MO|~O$ zHOqWg()ezgS8YPsbI&#^gNH}QUtQs*?phtQuCwI$ulMG^Z(_I=r1c=@YFpKC4q=+! zomQ;^jxqJaK9-Bm!RC`HDA33aA$04WU!>3b3*{-g3i49UJ$~=BE1h0(aIFPX565{2SV`m^~Gg7HZ9Er z)%Bkvu%0pk>nMPg){NPfmb7cVDJWp_B;91IX`ynf`<_QR#9`$8Wy`ddJ^PLL#XEm4 z7WSFhz*E9G{H|S1R_*N0#SSt2{5>!6n(m=l(lNrUAVWWqt$=$ zA_1H6Gv;}edg&Sw?0&zg)wy}K1w}%e{9rFRqTvb+3DrH70a? zVs%9PRf$A(@-Ga&QZjUGqPN{7Pf78vXfgDk-$c)K;YSM{ScReL7qD_lpKFgiM10(h z{*}>kLD};LGlUJ%m-qFOt-yvqTNd5lwfo6%WGm;(ze)0c>Jt6`nJ*GXfAQbzZzgr{ z>Hp$w`CnSs%zbz1R{KdC)-}+cs9W*Xv3$r~!%TmX{FYf3d3PzFW^)`ZfJY z_elQdJj;J!e5jXHuax||`=Va@B#5Hz+ePJnX*7bMmTlYOEMb?uSpKs^=dltuf5(fT z&Ck${EA$I7NSHh+I(jwKC<>nKt-B%ciHz#np~DPIOAhWd)DLUl4VAx6+YLQ5^Yy1r zwIWlRJb8x@Y@Q|}6J{_T;zK!N4&HPqkScr@%%5+nl8Mbn^LmegqNSS4k{D<5g`&If z!Gj2K#XLedGI?FtJW{y%0=)61%1ejL3F3;7%rf0i$s1#aBnXF}mF9NhY zE=-Kv5FWAd@!UI~5HqPp+kq-7Xz`e@{FPFd|Di+X*4FQ_Ktqg230TQA3-fBxf&(GP zT;aoqXHx|N_E-8a&bN{&xLA9@8~vuKsnq>D`M9v*0-{l4T%JGtkdIH<^Q&JW1u5e( zxrz*xa%}*~J;86nRP4Nog^x(Xl5 z-Rg3A?gaxy!=KQvF=3KwXGUjYD`Ig_3P)wnE+Z)qeUOvJN(l#<9>#}G{PiTdV64-M_!yiRs_~raFoW?CH}0$EZ1RX}JE` zL^Hty8|lf0h8<-*@oLNgGfQ~XoXOv-s_5}N?xQr~Lcm9iw1tY!$6(Ro#RYHQE}}P% zZ)g4yKijNHld9_KkryY3hvRNndbzCgsGKnOBHH)0DV zYJ4`Q(CgJb9G=n&+k<0^7A{^4ocsc$2GYX4X@p^D-Kl;1PppfXmXN z?=iZ-wc#(w66nss1QU5zg(_2eZ{4}`#QNtrt2?cK1GX?|BUZRTj2q{QL=wISs}-^r zT8Vp7#Z7K@^Mys3LJ--9$ds^TW`Km{cPqGCwpht1b=RU3+Zh?lQT~OrG_%cbE??iD zu{kaEP~ea!(Zr;Z1hJXWb7SGh$g#;&rbPND;VU%=`xID9 z`h|{O9YqA%+IE;~!`mg78*En;02E&bUK>u!F_vc@K`q_CFAV$%Dgt!(Keq8g!c=wp z$cPALelK-#0g9YGeVUyQN|oCnW}F>M0d1>Z%-D}NJJ6?}f)FqzW!=h^>S0S)e1p!W zW=~H*<*(GTD8!*{_>5+%Qp~M~+&FzXuVx@Kp_#%*xH>!QeL=ybIf$LfjrR(8{CYO=YOMmRgp5Z1U)K5P0!~2ifLBn(L+a!sNm~%dwT~$T~~D5z*6I; z(9cwC@XRO%M~ZP=`2-2UmE^uNt{5^{zcLVPCcH+BFUuQV_~GMsNa3)xx_Q;qvH&3T1m86%A)13sz_m5h`RgJU3LWs;Xre z_)-#Y)1t+&Pjiy3GM?-z8zVX1$o_E1BPzJF;J4j4R6e*`9M}Ku zjxHl}(-f7Ab(61@zDf9gC3ZdQIr_qd{k1(ZADIWc={XG>HR>ykUy$^WrWgh)zCvNy z`k376FSWVTGxs1?W3%!)T4N9Q)$t$Y65xxGDatYQ{3L$AKZGxSQGU@E;SWK-7hmeF%UOpuKlC`cU@ zsG7EDK_4N91Z7pnY(ft>FZA*=1ztFtI?7&k(Q$OF42UQPqOa zEPCD4TQ`~nj&!W06t0LnMb?=Y{|UXwuU*qOchpgUQZieLlz9l zzm6)8$q7g@qT?FP=TLefdLjBGq#Q|=)12%?QroXqO>@W2ooUBLDJ#Fmx;V1t;In_4 z;ODujDar3Jy7=5MjHiQc41sD52sTq4A@=wIby zzcRiYasuWt@a%xOCX$B7cY|KIl%Aoz5WUAWGRA+K-HYX3fInN|BeTd%q6&Hz^na^X zt^~r+17~?=B=fisXr9U7wH_saaHV9<=;@y$$BoRyJ{pl5pDxeV?`PyG9;BW!;vU4% z@yE7se%4l2s%67-G9I)QPiE+>9;5QtzdL`2Bhi%-9%v-*^2#7|W#OipV}yw>Gas8U zX#8DPhx!@MtWJ(ztDN+CNZMoy$hDB-5KtI78g3c^i$FzmA*vGMZ-iQY7o^P;v=Hai z()hv1EA$S?BA7aL@opgjfumPr`0xWqL*}64BWjNbtd3 z_E|9(E?81^7Iual)gT?~xK)hkTL~cIqj9Wd?yJ^HvyvIwH*DB26_pZ56bQOv6x@W+ zqb?=k!aFiw8C8!kKAg!*5ePo`pJULHY z`89v&WURlzwRmn>wyn>-8#mDFCXV@K%g(YpD+Y9s|LW8}n(upd5A8c@)H)bQf*wbb z%q#K7TQ!4UA5+!iqq@yKNc9<2A?|@w8A@T=xXKKOx7@3G@*nW)*l>5<1=9R1+pH%~ z0Mzkk9?SQ-MDg9vW-&v_|2V(-X(!T)VV>kqK$3i;#m{cD4gX@y_rIVzjyi8xCn>tD z6=p8jt!H`lFF0G_uNQ2dW}Vkr{(_VKi@&Sq|Ml-;?{>8FaA1s_9r5xhmXzQcGNs+A z{yBF>p3;!NlfI3+mo28#fW{OtE7~EE^x-T&$469tUF%0O?CtUS%X>*HwjBd4XPlT$ zgZS6;cX~RMzt5P*CWVKigjx1n-T^78?c6}G*~#=`WSU(%bO^#1lYvp*_>aVIFulZ8 z{7G}wdAbJ$G5(Wc)%f)vj>pASF)^lF$Br2<#>w}h_DF@_G(8wqFE9-$J%k@dCQ7h< z>Uy~SBYPJSXW>E+$`j(t(4il~PaXaA<;&UVO$=T{g`S?4Mz%I?+_+OzZdSh1@st@y z8xg;;O@^T){;$yt1oqHqM?tkdpap9}i;&7&qc{U*2R!p{%8>xjJVsd@jyo*uE_U&` zxnq74pQpz!$seM=!f!b?46xy1Hg3E|8bJ&o4_f-r7$i(8LQz|$KtT@R%DF(Msy%%| z+@D$ifxZz*axWvo+z9s&m=jvG1fmTaKAf@?8UM)TFUGnCA`(O@H#@|HY?`?%%sU~L z_Gdr?pR!370B?l!4ncuHJp1ap<;r`YuL_Vv4OUg{tY-bLxOiYE&K2+v?^CE2Ih~oCyf%3vMml8u zk*2lfTQ~P|DLO&j1CZrPiM!hU_0Q~Zy6Y9G2l!SDZ-1~hbY86TF8W>&anv#A2-&S| zP{ZAnS{W?$y0n{1aPjtr+Re~EK6$f1FlLMoHcaMZpcFr{O6Os`#L#ecfi-=9!1E-OG;a^#ZPNX#z6>BIz%$gORUL1TxcuRRZ%0*$RU767o&4F*jgzwR#ovG22 zvK@F|emRQPz7|qYQQgNqZe6Z9eSL2w)tNA1^8{z$Y%2pA#`*00{dd;DkV)PC!zAn2 zwkLf@ofzJFijk2ub}@l^8Y)fO%bsRuYdH9ikof(g>^nE(9?8kw00#7o?%z<-A$=tC zc_$=2eou7L`tjip$3*(-T3M#|8-JQNddTO3;{VZ+~a%dTaA#acQh?}t*H zr0|m6f8Op~_m3h$~7&~`~Qg6p-7xDUHSLY;GET8 zQ&Ev{P~s~_VZ0e`;kshpGgIB{jy-OAUH06$bM;bip-Vw7p;WYb!I*T6*Zqd$HLkf=TV7~)$Upmq)#dTCEWdvnO*c z(w;WzmYLb_SiNn;I36j3tSn=Sz-^WBr3D3FAZsr!a+5E5NdvtO2p0Hc47n5=>-haq z%znCb31`TU1Cr`3IYPbNgLd5b;}0|jx4yieRLXGIq5jeGKX2IWXBAkIy`YI+smj2C zJ9h8ZqQp;8%IMT;xKJmj)~#9{sW0~=1Q?wf0|&TISr0~CDBZeuM*u*ZHXdsBC{R-u zuU-3vLX*%2JhmlLQ753$7okh5h<}NSXQ}q-b22QeOdIsz`d8h{2VU@l8E@vaj6M&wLeYMs_Lt*ZmfWeqX^}gc_i{T z&hK}O@S2om(zkZgpX7L~3PLPB!fl7RS{Z)0&<-NP)2kmsmjSgba zk~^LOm;qi`xP!#Nbf&raFF4$;o|cRX6;&mrw`-KuXz}*lwE2nc2ntl`y+SbI&I1aw z(DWbt%4CqMbT@NUkB7R)hCm|{`v(ekkmY%TqdSplkD*KR{^r)KYk|K9*;PA$!9J0yD-qm^AfYKby{f>FXb#~uj_vl&V^Z__4yx0=hz>u5n zFp0cGPw&YPw*vnqi&KuO#tT|ru@BDn1!{FzZemH0TIc8E<3vxC^d^)xLgFwrHi9db zNDi0sz_kH`db9Lt$EPYmI#CgRoo9|K!9tv9)_3`ncEK5t?eCCi#7cXWdu3fpZos992 zqS&GFz+vZ}J=mCj|NdlGE2W{L+_E1Qni-^YV3$l0UN`B*u&fou+g@Adp+P!lVilH;|1+kjJ}sOQjyP#qKL~TDNZ0fR(FOwU?0&6i>m)LdD~5N=n_G z@wM}&SFyBYUR$;_+)54h*!QDXG_F{lVwaM!XT7H#Bsloy-RLP)DN1suHI`^fdA|L6 z(T;1ka4OZZf+Gqd?+Dci+0TF}Z|$VVJ1MR7QC7a>n7bDJGCg#3c$+9NDp(U^ry462 zW|)dHMQ7#Q)A8+f0xIp_kC29RA+0p&Ydjlaz=X+V&5mbeDOsJtv(J_^0?dU%8YRsq z*x1-u1g0=$qIK)+*^!^#wO_F1@U{`}mr7C}7k|C9%#8O2Gy(Xhr~QQgIn4DS)tPB# z=0nm<6`I>Tbm$AREGz;k$TpW!f4NmRslDnXgF*Eu`|+0Ki@FvLV>bP`tQ*w4RV!f+ zm;CAW+2``myGCWOvwch6C-gSOl|8$5wQAY2gA5tabQe7OW-F`&RsS+JFs8*2Rn;?1 zayy<$&&}vWq_;=QG~yb`R==(@Qa=U|LqE_OX`nm?}thsBHy{&F~NX z9O0_Ofi#66((QB7zMOwA*n98%55Zop$Ku(<2yE_KN=3IN)lk>(pj)4#adMY1?ZBs7 zgLWWx zW|3srJCOyNN77G6Reni_D_=_@qqsiOjXhe`Vc=>M3o@_23F>BOtu9@YnS|5>e-cyy zA_ITK$$EbRy-MQ|jFmb* z{QGgs$1kiTsS3)~pSve~{~Pc4%aa5f#d_Yce$0bJ`^*0hO5EdKuV(?P)Hko}9oO)` z#*zNN{Y9ss^va&s-;Dd>c|Ut{{;$8SeEhbXXva<`v z4eZjTube_0Bf@e)1@a9dHu}+868g?cN|w<#J=7Klo!uIIU{4YP9$#yh@XakmrIa)D zRNeUwyJJwP^ZmVw|T87yx*qs z2Og(vL{_TZpBm?N%8sRLs6UOdu&`j3Jn{ziKQ+P_{;t|SBqT&=FK7ytO`M1=t1u;^ z>l!gVvFXWDM-;gbfCxseG~XCYKWk<3sJw&Lq|J28fgm}?_y{!)5!q?eY-%s)L6tf( z%QNH0`QdX67o6Sd(GEh<(b2JVHnJsoM3j)*Wgl`f>Dptsg7TW$cwIb{8y zm;_il859)KYxuBXpc*mQDOw0ZnB{j7UTS2iTcp9XX>KLqr@(DradANTTDs;6_W-bk zJKXN+i6hRbrj>P-QEs@k zwWtAvpjS(46Ll>*Ua&$9i@NY}YlN}S>>u-oee0G~kvqaLQPs29BBd{HrNjKTZPxrE z#*o;@GLOvs<=-l6$e&$yomT0^SeI_lEq<&4Lp%;p#9>t?}$^ttjvk$RgNIb={5MXZ6yh?%jQK zACE4>7V5(Y2V`xzHzx)z5itLQAMc`Je~|e;fB1O!GWCvl_Nw!N>v@vUypc%?OC?yI zPc}-_?yr-y+33W{ldtGylX>w+p9}^8=K|tA6VM78X@298$75nDc(O7t0P@JVeUH{Y z)=_R|HU{Hvw?F(g&F-dru7P3VRApaQ#F3|48wK8g4}@X@fL@=vOXh|A`VNY^(9n`8 z7z_;b(4RKVw>H3-0iuTw59-uH3N)xnpEjN&W?V(;M90jUwLy@potcdhn^%L%N)(ZK zC%HK}XwG(1qNX;|)JgM?TO$fIhc@i?;aJ^|Qx`6zy?9|=Z4;l<#m>n-j@U}MtL?AhI}y`@m^aW^?R(>@j-dbu$Dfm-55 z99aNT2tU~DjJUsrP9?aSd45CDXTSBa$obMCX3x{7Go?C+$U-6)3f-KG@ywa)dEbzg zWSI%VX=7C1(pH_*{YrUHNtn3x^T37aNSyO?o5{OkG&Ss}#|j_rQLWRX)QJu|iZ9u{ z8CKIUutS4pnoWv(E=DYvvwU*53<86%kI&?8yBJM`)+8TwSrrx&o{B9zUlDtbFmQ7bgB z-+>1eE!P+|?q1YUWzZl`MW@=$vN{Vd=;WFX89iMqurt@A^T@*7oHoec#*Aqx6_ZJ@ zaOHNkZQtHf`lUQixCWq4$7deGjg+n~VYbP=yAXi%JULU+<=>9~@^nGd@{&5g-jqB1 z$E;h1;SfWF5n$~jJbW$5oKknTxsBoLs7A`?w9@k0GQ^pWL*fH{2koGy^^0|ZdX3W7 z;!9OLZNnkyYN?~o-y5LW#O`Wnz||4OW~Qe4YOO9hTtIK5pwNYSSVd+ZkEd6hA}!Ad zD|1F;b0^|4b?)qo4fI&VZYYbaW9@xv581_$sm#XQ0=+BTX`XXo59MPQw3vXwljWM)bfvKGB#f+gki&Jz-WV-%T^G zZ#J4>*?4B*A77AFdMZ+}X&v=ZNL?`&`|xzZo=U8_6tK95zkGmtjslv#x2VIA>7nPG z8@bVaq^Y&F&?%yK*sx&(5oJzYf6wnUDnO`C(bvCRezY#sRlW3Dn_WqofumRJo-yZ? z;PPI43&Me2w{^r?;lTb{U2LPMk6hry`bW2=QQ(&C+qWx1euSMq{V-qE?(->>Uk15j zGABo7BENV+^{`JLnS$}0IUAXoFn;{_;z+bS_89}DH@Vc=;dPFoCr{E4)(ISoJai6C zVu6=-jnuxf&GO8}&6eF|oWr;Xa`Ll&{$Ly-)nb@!efI;52`Q(U%O z_+v0tGB43#hbttn0E5}q8_nD}QbAEs@m~TGf`RKO&=6HsZeVNPelr-PVeswQ4je&`zcXy#ELg} z+evQ*?a{K#OPiyc{$z$N&EmPM$b{267H;`DPQ>CCi+NKObNP0#1 zz}A5RW9eA9uazty^i}WJ6E@LfrP7ytJt89KipP3n8UcIv4yAR5#c=Unp{+9|W3Kua zVU9l~*R|XF&&i|oc6E`)vwZ|q33)=)hpVD_C2bEnPx8;R%NLC8aMf?>axwKmhjJ~6V=yWsWMX9XWWsQV#67Club3ZWm1pxX`0z={$`?cw=9mR6 zr;qW$ojVk$$7yLL&;!ck8Shaq!ahq2FNgsV@31Lwo*OB5_1ZXH%r3_sDQ(4D z3@4zHq&H_w8}~LpKlPUy@vV#G->Oj4XE$8xh&eM7@4pW5wYJY3LW4+5SCN<+-efCM zru9&)tA3Km`A`~p==r9q88N z$Hym$wY1smd%`7APkf73KRe21JgEg|1O2AB*Utm1qh9kaxlPxHnxl;+9ji+`LF>r> z@CbQQwG7se|HK6E4*=)M&lwz$#;C*@*48h=mZ8{xbo*NT7_P(eAxI-e4lBr&L{!r( z)gN_^b_}83GPwsKfOF6qO{-*k@GN;m7GIzE?bYunr{PRu%r*?!v1=FBev=WuBrijv zkHl_b-M2gA*OtE+2Xj5L2$z<<%JOG(2Z?|DwQCURkbQW6JjdN?YYSii;YsGjlc)23 zG8IyD1$6|EU|$;6Q8XO#^`#}JjQkD+f&JzBS3CMsFlK__SM#zTP_E;vi%8K8d{~7OLVRVG_%l2e znqGi*1uQ;wEbCFrfF~kF#rke%!D95Alo-9O)_9-`gdoxinF2CG60Z``I9^S|;1UPa zMkF~hFH)wglJkl(FY-i+7qlI0`gp5zLBX~`hW!z#B952d91qLW^vg6#HGy5_-%c+= zA#Ew0WFny@Nsg*AU$Z7AWi-aRgzkf#4f2-0l~|o(urxjTt=}E~|!T3y~?WjT6ibBKz|2 zs*@VE%{WcdWECV@Rzk=vcikYnkT%%VJot8>$b2RPx2WC@qA@NhgXlm0>$BB@_1z*y zaI6sKc3bB4u5Q0Tj*A+CweTzEQFf4!lPn1 z8NE=O)OL{?>jql79bfZgvLgw9(_b+VNNZW#?jm+%=r{FMb8j5VJ0aI@0J8I?2BEMU>r!O3~VM} zRpF36=vO<*(1q!bIzhZ~GgfJxSdH;t&kgU?r8HMz#nLqQC_HvyRJk}f`Y`7iyRc=zjsg?6Ks`>2hsnuhAdWc1 z%{)CmWtwOLy-V=GDHkX=d1~~`^Bj{+7 z0@fyKs;gJOQzWd*tNZT8=17a4%gx)*hch`673*`al08@sh)-7YEEV S?&dDOZSo`|owKsJTmBa=BSXgk diff --git a/docs/articles/benchmarks.html b/docs/articles/benchmarks.html index 71f64d91..87f36dc1 100644 --- a/docs/articles/benchmarks.html +++ b/docs/articles/benchmarks.html @@ -210,56 +210,47 @@

+#> as.mo("sau") 12.1 12.2 12.3 12.2 12.3 12.6 10 +#> as.mo("stau") 81.3 81.9 97.3 82.7 120.0 155.0 10 +#> as.mo("staaur") 12.2 12.3 12.7 12.6 13.2 13.5 10 +#> as.mo("STAAUR") 12.2 12.3 16.5 12.6 13.4 50.7 10 +#> as.mo("S. aureus") 20.1 20.1 25.2 20.1 20.2 69.9 10 +#> as.mo("S. aureus") 20.1 20.2 20.7 20.3 21.6 22.0 10 +#> as.mo("Staphylococcus aureus") 11.2 11.3 11.5 11.3 11.5 12.4 10

In the table above, all measurements are shown in milliseconds (thousands of seconds). A value of 10 milliseconds means it can determine 100 input values per second. It case of 50 milliseconds, this is only 20 input values per second. The second input is the only one that has to be looked up thoroughly. All the others are known codes (the first is a WHONET code) or common laboratory codes, or common full organism names like the last one.

-

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

- -

That takes 3.4 times as much time on average! A value of 100 milliseconds means it can only determine ~10 different input values per second. We can conclude that looking up arbitrary codes of less prevalent microorganisms is the worst way to go, in terms of calculation performance.

-

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

+

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

+ +

That takes 8.5 times as much time on average. A value of 100 milliseconds means it can only determine ~10 different input values per second. We can conclude that looking up arbitrary codes of less prevalent microorganisms is the worst way to go, in terms of calculation performance. Full names (like Thermus islandicus) are almost fast - these are the most probable input from most data sets.

+

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

par(mar = c(5, 16, 4, 2)) # set more space for left margin text (16)
 
-boxplot(microbenchmark(as.mo("M. leonicaptivi"),
-                       as.mo("Mycoplasma leonicaptivi"),
-                       as.mo("P. brevis"),
-                       as.mo("Prevotella brevis"),
-                       as.mo("E. coli"),
-                       as.mo("Escherichia coli"),
+boxplot(microbenchmark(as.mo("Thermus islandicus"),
+                       as.mo("Prevotella brevis"),
+                       as.mo("Escherichia coli"),
+                       as.mo("T. islandicus"),
+                       as.mo("P. brevis"),
+                       as.mo("E. coli"),
                        times = 50),
         horizontal = TRUE, las = 1, unit = "s", log = FALSE,
         xlab = "", ylab = "Time in seconds",
@@ -271,27 +262,33 @@
 Repetitive results
 

Repetitive results mean that unique values are present more than once. Unique values will only be calculated once by as.mo(). We will use mo_fullname() for this test - a helper function that returns the full microbial name (genus, species and possibly subspecies) which uses as.mo() internally.

-

So transforming 500,000 values (!) of 95 unique values only takes 0.64 seconds (644 ms). You only lose time on your unique input values.

+# take all MO codes from the septic_patients data set +x <- septic_patients$mo %>% + # keep only the unique ones + unique() %>% + # pick 50 of them at random + sample(50) %>% + # paste that 10,000 times + rep(10000) %>% + # scramble it + sample() + +# got indeed 50 times 10,000 = half a million? +length(x) +#> [1] 500000 + +# and how many unique values do we have? +n_distinct(x) +#> [1] 50 + +# now let's see: +run_it <- microbenchmark(mo_fullname(x), + times = 10) +print(run_it, unit = "ms", signif = 3) +#> Unit: milliseconds +#> expr min lq mean median uq max neval +#> mo_fullname(x) 679 731 768 762 779 886 10
+

So transforming 500,000 values (!!) of 50 unique values only takes 0.76 seconds (762 ms). You only lose time on your unique input values.

-

So going from mo_fullname("Staphylococcus aureus") to "Staphylococcus aureus" takes 0.0007 seconds - it doesn’t even start calculating if the result would be the same as the expected resulting value. That goes for all helper functions:

+#> expr min lq mean median uq max neval +#> A 10.200 10.400 10.800 10.700 10.900 12.00 10 +#> B 20.700 20.800 21.000 20.900 21.100 22.30 10 +#> C 0.305 0.313 0.454 0.441 0.568 0.72 10 +

So going from mo_fullname("Staphylococcus aureus") to "Staphylococcus aureus" takes 0.0004 seconds - it doesn’t even start calculating if the result would be the same as the expected resulting value. That goes for all helper functions:

+#> A 0.366 0.446 0.563 0.523 0.681 0.785 10 +#> B 0.365 0.453 0.598 0.661 0.682 0.859 10 +#> C 0.369 0.477 0.633 0.646 0.674 1.150 10 +#> D 0.283 0.337 0.455 0.464 0.609 0.611 10 +#> E 0.309 0.333 0.422 0.393 0.527 0.606 10 +#> F 0.280 0.316 0.457 0.466 0.557 0.676 10 +#> G 0.283 0.328 0.422 0.359 0.535 0.638 10 +#> H 0.295 0.339 0.402 0.368 0.460 0.562 10

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

+#> en 13.28 13.65 27.39 31.90 36.32 47.03 10 +#> de 21.46 22.08 32.62 22.15 45.37 80.16 10 +#> nl 21.54 22.09 29.93 22.23 44.86 55.15 10 +#> es 21.53 22.09 28.80 22.10 22.16 57.05 10 +#> it 22.00 22.16 23.19 22.28 23.35 27.89 10 +#> fr 22.15 22.17 26.42 22.34 23.48 45.54 10 +#> pt 22.05 22.09 28.13 22.31 23.76 55.38 10

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

diff --git a/docs/articles/benchmarks_files/figure-html/unnamed-chunk-5-1.png b/docs/articles/benchmarks_files/figure-html/unnamed-chunk-5-1.png index 05045eea5fcb8fad5d771fdf4e18bdcf593088b9..d61c4155d845c3e8c40658ae0f8520886456dc11 100644 GIT binary patch literal 30132 zcmeFYWmKF`*X9d>4i+>>g1cLAhsGti1y6#zyL)hVYuq8YdvF4c2X|;7XprEiNuK{Z z&pR_~opsJy^Ui#j53JBxH+}D_+EulGbzK#vq#%WgjE@Wh1A{6fEv^Cs0|3Fmz8O%I5>ECcmM$K^5she1O!AxL?k36WMpI%6qHx5 zUZJ9*qM@OoqoZSBU|?cmVqsyue*GF78yg1)2NxF?4-fCnn>TOYzQxDKCmRf2ox0+6%!K^7Z;b1kdTy=l#-H?mX?;0k&%^^m6MZu|Ngzayu5;ff}*0Ll9H0L zva*VbimIxrnwpxry1IsjhNhC>mr zpFbNK8X6fH85u zIyyNyIXgSMxVX5wy1Kc!xx2f2czAevdU|uz*<>lq)=NA+d6c!d16%`d1 z7nhWjl$Ms3m6es3mseC&R9042RaI42SAYHbwWg+~wzjseuCBhmzM-L^v9YnKsj0cS zxuvD0wY9aat*yPiy`!U}v$M0StE;=ayQin8x3{;iukYKpZ~guK0|NttgM&juL&L+v zBO@cDqoZSEW8c4jA0Ho|n3w>A!IP7dQ&UsZ)6+9EGqba^b8~a^^YcG`{8(66SX^9O zT3T9OUS3&QSzTRSTU%RSU*Fi+*xcOQ+S=OQ-rm{S+1=gU+uMUcAp86K2L}g-hlf9Z z{yaK5IzB!=IXO8!Jv}=+J3l}F_3PKg#l_|2<<-^I_4W1d-@k8eZfEiFAt$vXLIV0d00h?aqLWTS(DxS6=*Fu0cf0GZs4RJ0vt z1qVYy8ADB^<;C#D+V#cz>oKQznJEe1ldUZ^&G}i*3w~%X5J?ANhzcN;wZcOG&CCTM zk$uZo0taDiD$|;YBA(G=bC3nOVI!wQA3_GmBa#sZ2T%uL#E1f4i++*%zmNZa@0nO0 zrx4LQibf&DzHy~oP?*{BtAzT@mxFq&`K-F{aFoI7i2P#EPR{#;S+7t$&rm>)+=~3k zv_uIk&hazg<#ENAa9Rj`P*yH<2qx{YoIXkb)Wm_BWItcwAg6x`VTRmS>9rASuCY2j zA(wm!s1p70mL8h}6IBn~Hyg#mXRedhKS$~L_-mrYRp{!flZUFpz;3St#WyNS@ZyXe zeJoYbcfnRNs2_8j7aNVy=i_d|8omUhJ0x1_^Rd?B*>HKxSk}8=Cn(711Lorg#mA|Q z?`3}$ocbF0tdH+IKHXdu#q$(?81XzG_ieW)<>Hdbc@ssemy4#AFk?ue@WkUJY0)`b z+fZ8ug0@{8Nn1M~J+~?C4qez;CEe!8heWD2&Gdeg*@E_{mMB@Y&o)!_dn)t3o8=Ut z^@U#OlZMWBhvOL8e)f9Uhe?)<{!Y#kb0cEv{HJoX@9yg)qlq>Jg0)Xqp)ndkWryX9%ZLf;;2#VAp|BTeka!<&L6#Ud^@;<+5D)n zm9is2YetSg86X78@e{^xL(%E&9U`aD7fy;`;l6I*`Xx=E@YO_CE?o@oB6~VYFlt_w zzcp=t_sx!esM+`fXAv(|3gjp;FYCgZT~PlmD@*lTy%9LHjyzK#p6>UvCgm;cGC3az zHX4-%E55sY`huW7tr ztVd+1vX14gxc32X2txe8c>6vYx85+C>q=0*lE8P0K^=fSBv@8M7tEiZZm8?G#Ws9U zaFT9W!(A>@JvBXJr9q>I`VG&CBc=K9?|aEC+dW*2N(kyML?_gnwA&7HuKw-CbLxbs z7mgLTc#EBz8jCJH9x{tR#8A3GM{J5ajojk`n&{EW*NOG>+)LlJTW^IO$7_)mlPSm{ zk4=geR`j5qf;3YLGQ(y!qD2MIC-lPTiKnuoQeWC4JGDbFm9REgN88NPNy}Vwdn=I~ zz1sJ)w7w`1Aw=+Q(MnKQqva?;nnD-%AePfdaIbtLT05=lgL77e?_%-2j=WMb-t%1L zsR*okXzV<(w{A;mE!q-6aL!L?9OX%>*0>S`1@o7CW=~zepTv{)nq=2P69f0`?VMf@ zK&nq*Wsr07gAHb;1Wnur&Md4aMj*Y8yL8tpLI#WynHLX}7Nn=>g83HpttPw@EIgHs z;8B#$0;_xb+D7M^QK1@+USsGC+M53r(r8-Q`c4tG*w%Gc_(=7!lA88!w)_mRc@#D@ zaFw^dy%M#)_B;sjq0gyO&L!5iup0&nU`3QRX$L zSAOf(D^3Bh-c!Azio<@_EWEKh=JWE?hsbxxWu02jQecyvS9~wVKC(80`k?mM)L0(V zSjhNur8vrO+WKW=Mj!S?=)nMwwP9*&jl@#(`0DXmgW$X*j?k)xf#LUw+>|jlYvSV7 zBt@@N$9w&KE9x4MR))nnhl1 zJ0d_{yl-FGR=4b!euit{F*l*w=1Sw*yx766T4RWnX@@25een_AS8X zma+`<7}-M0s0!wD@+|NC%!!IFt-xvY7pLF`IifYONmi!Q}H~WlK%vO+>@#!Q9@9 z$^d<{uqPf2brH+M&eXB*k>Bqc>aSb&6AtW26e4v>#OA~=r3GiBlpUnooVg_&=7ooc- zCUu+As@x`htBVTHC3k%LPwTA;5uWGFH^kPG*2YQ!kzE0yveKdmpYu=ex78Hb0$heL z-Dh+p@akRK7-hi;k<{B97R$}b07>94-YVgL-^Q0( zY|}w5uO@tH%*K32leA{htKoqG%|6LU5S6uZI$w|0hh$aWVL~Tfc)bF_Jfe2VtleuvPEHhbJ5i>Df4;{{bTd=9&f&RAz29sR5 zLUJXQ4oBFRy^7uxoi>*^b@r>`%4opDaw|Nu;bVI`vwa3@bJ$zrcq_BI3YrC12=i>p z!{R)!4U#a04PC&1f^3VP5%oBM1K++b{i_k#e;Ppr5ksjTHJVW}2r6A0Xr+k1o#!R0 z7r9qmaND&i>!jT1>PXnJql5TbZXC`Mt;&++M)FcB zZ0)qOEd2CSDIx!&$%$GpsZjBC$M-6Mavp7hC|>$J8t#B(=nLUkRI55sW6$C`ZkwJWOYw^SMw^2&g(EF+AyIToSUD z3Q*BRJU zn&=wA<{m!EY&<8M{_{9}!gE@0ucl}dw#BQ{^v$H4EX_P+DdT~TjG4K1K~%z{G%56( z2?f_0T!03Ui(=TzF@$l>goel5L~oTcQKGtm^1&(7$)+RSYsG`kS<1?bH_tU-IVf-e zRiSyCWRm3@oli~ZjYa4fyAAV9{_E@!6*qg5U)A%@%~a;lj84{{hORiwwlamU>u)dy zzfVbVXT812pig^Pb@++H{)^)KtkU@9obyc8?Q=U!qf}!?7zKR_Ij5YT3V!OyPszpr zfe93`a3{jfYZnW@9y>ZYd~J`xWq@nNoJ$CQv~PRcSkU}<*VeIVmqIqHJzYkMfcTgJB0!QjD8LXRDS@RZq4Xm40{a3J>3{af|7D#2|2UTrzSnev{(AGZ zzT!@)7!dkV8)K8;F{M{EG=Lgs!pw<4{tHVOS%LZ)NEe>}r|-SLzY5|i z_xHL;Ea>ZIW$L7=;L&ct{sACTU9sc%z2a^EXDI4(7UH6mwM#4j9b{j0R`8_$jNe@v z5~3AY)CHI$G-Tw&TmG&?!0D7{@Sp%C?pMU&=HJ02sVjf!aR_V!8OZ4gUX|{B0CvH> zchu88fY(#`J(cjZpgzzmD>mF!&D-#O^5|~$vhHFb(|*1~EgXr+p`h+;cF^FCc~t>< zac~Sadpb~^5n_kJ!Sl1RSq;f!ZA@~+WT4yGm~ouR_mvEHaYVr4ljmb~z#-*l44GMWBH^LWd?du5xVmNH?M8v$6IUJG3QN#n3aC-Do5 zWMgUayrnXw#ANt=9XGY(Z&U~<8s+*w2{ zIndS$h0wdF(A0$V!JjR8FPg<6&*XwVojaB(i>pf%8qVpU2x-^Tm(G^%(?A6zTC?h@ zL4kZrrn&sy*Dp+r#!3`1FOFYWYaY|fv`Q$tSH^)(%>)hC+4>3&{Tw4#jBzfiP{weh zqIKd>fYmU}F6z07^uVVdZ-~~^U+@niD8+@W#+S~e|Jt6LZisG?T=Z_JfDAHxRUm&E z>PhyLGg7$KgWzEI=?57AaHQUvr|=ZUZcCs~B5hDAu|lO&Jt*%wk^Q4MBoGus;&-3> zn&o?fZ~XO`$nC=GDhrmSkGYM$@{JW=K26hPkxN}NPi~sP)N_R&ib`{=x&}EdfIn zG`eZ9SpxBW9@j2!0SMGFQb4uHC^;D=Lc@t|6BKE@I3B3@^d`$AgRRZI#^J==6yc+t zb~($=$6>dH?1N*tO226z6;YNTKmG;*Z+~OS#|UKV;e8Zj6Uz)6z{=~AE;Y;LaGFgG zBRr?~&TKSr2F<0)vT>jk(0H}U{cmJ1|0z*xeZw|NZ(={LR3Qx&4Upylh3L2G`}Dx; zv8WW~CqF?Xz>zmIyarv)5|b)c%}{`(t2JV)8k&i3{!8?cKHJO3Q!h}iP|^ddl4lNn z8N$yhTN}sUTT{O6;0*L*WD9*Zq*nAia<7D=W=G@Z= z<9*GG%h?tEbEwRH<<*unm7THPxxFyeX>8>~4W~6bp|DgUGJizO#AJyghu~;`r6hP$ zEoFdQa*bpx_h!1{lY8VH3)NSI65{G+2!eVhbBEe3tZKetCcOidnY*}qpz8gjD8XK# zD7Z3@I?QAJI~#6VqHcr2PW1kM_wMe&9Lo9J$MuKsvV<=^JIdU`k0As{GPGtabq@(U za>Pd=k}p@D1? zt}m6m84TA&x_$TYi|V}ykJ6mxu?~DzlrSUzWBB062P2iK8NMXBq+~?goYGgIcY3So z@B#+UjfRkLn)qO){76s&XYY(EU%sb6RWaNh%3TItSJ5@nBm-8)5p!O86(XFxJdPLU zf<+xGU=j5cFs1^((_cB>1$6-qBnNpkwq?N+un$?ABtI=EP~Z}pzGFs!4nKz)4;oz5 z_y90e4)68RoMEoAN^DkG=zgu1>RKp>Z;M`PkF1kL*3jfalMpU0l)%r&Ld~trrEw3f zL65Nf5ag^76KQz@yE{Z;>4#=A1#{qUjUAj zlV9{;MsPhc$0X0=2P79%x?Yr2WpDNwX1B@FLxw(TUG0XA6j#hQo>{muLC_|liPeI2 z@nZdco3pGy9Ne^#Cw=c(a^ezYP})K`64f&v&nDWtU;!t3o^q`Y^PQngmK>1*%yI5C zax75M1Z}6FEX%r#;BS3#Fk9&S*a3acwrXAi4ekZEh!}h6yI)@cB_!2XwF>rsdi1(y z|HVXHBI51f0qn2N_0I7^x7X6Tos_{_c$rZBFWAF{+>$wv1XIT|LO zTlt|PFJ=UZm6!^A;9!vjBRd+iOA5OregKbjv>go`XZSHBO>Dk`N9!+L%>qR@X4zmZ zLemyPFs42&BNGNHxITww{H`AB{& zav{f46n8EzE~GWHtsP{00#8#z?Bq#rFEhgcl@&gBZE;NvHMf;0nN_7~x$LymY{Yb;n?(fG;DU5 zYKI)KYySci-a*bCU=t2n;ubBI1gp4dID3!e4x$?~P7rN$N$Tf*p0f5lkK7(IwKseq z5g)xKyjBGhOEmt(xHJ}vs6_>`5Hzdle8kH(fw*~TYa4LJii1a9|47HuAK}=;!hK=5 zHFHd9R>zFe;s5eBe|7Y`REITA3&sWRdI3+HRe>}(zW&mdX4|x(dAm|vOQpByakjpW z)y?UIdLPl~T334mIs<=P$7G|5McoQ%Y`13wT+xm+x7^G++6n#b{$H3JQV%OEvfCroH7rctTGFg^DIZN#~?oz4T z#UYEU+7=iOl)1?xGTD7!UGc*6y z9>Kp?Xv%fq9dl+uavhKyPP{+Qlj!;L!zjv~W_Rrf4f1?Iat3decV+#u0tMb%hPoph zD!hwvj9Z=)d%r*B=@mOoo=#Vo`ygR+=uU~sw9;M)Y4P)s>L=;5)S{W zYbD(QdUNv+uT}Q{>x*A#<(lG(3Y#`xRL>ctMhdOAqiRvK<4s(S`1ph6$qGI{ALJxT zfrAhM|Lf~oc$|xn-rke)R@7$(AjcO)_PC>fVbjobX8-c>xo?87FRU(OT6DE%zmo<$ zBmRF4IfQfv5bOT)N(>dSuR0)0@83S}l?R|{{1fAUf|rXpIc0`dOsWIcBJ*k-q^MDP zg*pV^0#vZ&{*=xnEn^~Pb@)S4iZXn!UQKW6lvRm%_@qpZ60vKvgABDf2vL1p4H*BV zxc9eO3WEIl*gBB9hpp?7)_%Y$#<$Ajh{8X)74w0b^eYf$0kGn^JrvjHIUAcad4}#e z4lR!%>-P3n-|D4XF?hS0nUnwItdPorI$XykNDo|H>MxjYZ2G>zR6Yr`^_l_V>StcX z9>E0ZQ`F_Z9VhYiJPZrY2{C+KX>jp-vyvf4=XAU?alUJ(K})r0qIvH|z2D>8ReubN zcFMVhba*Z(Mr{{nV!y`?x_b$UIC{>F;5jt|@CjWqw2XjHP8zIiT{A}GuyWyj=p=^6 zr7rtTbd?X631fMO3JVlc?ek*RQlp`I*LiInB@I0wI?%|3Bo8<#(HBYsra)d3ETh1HG zh6&N~OQLjNjli+|5O1?66ydclb3}rqBXv#Zu~9Sd;i|VunnCJK%3(mv7;unSy8={r zNMS7-J`^wx!xlZFx#H%-4w`l~3CJ>if!e02>Czy~`{jV8sOmT{rAPKx0~Pm+*$Lva zy%3QmqSErv0%GJ=S%_gaQv>dy@&*ztJKOG*YTVZUq_(dm7qlR~4C1U;Enzpu8v zEAjEm#SREaLJqSP{fYHQVhXY}UNtfVURr$N*_}cQ^xZ>woqm6lx*r zFXF!;>sZ14jw*b76p)Ww^y%4a| z&Z^jOZxLkM?sb6M%jamr`5tJ-+pXQaNxchkol_Y5h`Cn;JwNB*qXh{0z?_FFv~!>j zt+B)Hn<_S!b$B(h%v@CuzjO$Z&v6Q`Wy}|k$N-G7oe$z&m^ws9HO>uRI`h7E9vshd z2xxzjtV8vVv!5I4s{gHhD_ukTxA8 zp*JF@Vs)r1Nl3|dH5@Q+O3)s{O=09`fo%fo`emlRn2_R^PC$M_?e`Hz3XS7&l#)h3 zUltit!+5MoWceNaN+fGEb3+eE*Oc(2WL9D)$q|(~>1QiR(to@FRqy4$BM^`>fHhC* zu3u=C0H@K}mzSLEm|bu!;Oe|V&_seNca>PI}labvcgGqNY}v6+~& zyIHUlg>N!9E%L=KjeG%FEodkDm4@c=luS9yjnt)y83U&2I-ATvSn*7hSkzfsJ+X7d z7M>>Zs)%Z4)@yLKRy^`H6Uf)-dPt=rhb##Vpx57yR?;^_;?KTWsJz`Qijr&uw{;1T zgLTfXB{=mX#z{t)eo}ei>347zJ`M188|{nQ30SkMI#CvE=SS%|@>pi~SO#>Z#_63wATW0B%rz=Owy3%2345$EFti1UC%i){!5N!{=0T$wP*#aU&W~ z*13b-ORObyj6_KM54iI#kdt_4bVE^F7*tj%4`Gp- zWp`$mj!MgCoP6VSf**RQtrdL~`PD1W_b(OAyt9I1-;V&l6lcJEYOh0Vz5Jzsw0(=8 zMvze77PUmqP}CJOS$Ktes~H&4{*n}##9iA zC+4R1JKUg_Sw;xAPOR`mv zs3t}a4_#5*NLR>tj-s{QETmUPh;DtXEDi%His9A{dOZDj&j;~AfoT_d>+n0j1h>%g z;A%k=Z`n=8a1!>sH#0wG%pN=DuFj}vxIo_J^ds`gM=_0vrL*DHVwx2RlbbTvMfjRg zv%muET_q__37tf=C|9+jXl46GM}h{m4(62Z_2Th2>i{~`wnIi<6S6)PvnDyIqB(75riC;l`B=TXj}E`hibAw9!a<4V z8!5`Fo+`$^uiX(J+*uD*d3C4I`wEGqHo~ygy}8c82!kcuq_**WGywZ#-u^RE{Nl%c z5=vtwu(}9OkjFrT!>$C9_9tc~?psbiC|fO4a*)h-A}yXT{0rlvKv0Oox8_lUi$-~+ zO*g$oav*EYzg3}BS+z5)m&V8;eG9u6j7l!m50B3n}G-S_E(|3S+h2u z8{NVEX`ek$-%%j{@CQwz9udRLT6yHPw}|BBTxA@QdfO7K-Mp;2`ckKT(Z zW`O!Q{UNTl)VTGvW5*|wt8=$({G}0f;yAiUi?w6SUj>U$AIRk%Dwba^7rb|RGhTzT z=wn6=M_#TP4_)N^aUEBOq-g!>eY@;^V4h5=Q_(Iw&KL`_RuLCs6ow@%i@BXsqJl@5 z{4g9Q_%$A1y*%67;Waypk(XG~7b5trGXl*f7=RuCyO>POp!SO1DuB5ZPTatm8uP*n zbVkf1i?(a-J}92dG`J}X9tfm=?Jrbg?KbMxt<(3W)D{i2(Boy48fcpVg7(rBHn7Py z2=@cHhj{YP;JBgSL#*uzC!`5mwBH^oyawuYDrIy8lcl8N$!NIPhk zFfMBS8{^R|*`g$P?LiB$_K=GX~YH&PmpTzH5_<3m*`<2{)pu z_>x|0SyyeY=hclh-Dbk-!a4R=(wT*d)ztuwH9f-^&G!3jX5og+oVz7-xPSk)9Mru>b`6f7HGlPneZLmdhrXp;UW{`;)QRiNUQs)LO_n(%v>H-D-};Mr=s0&+)ZnWWEM=X za5Ndv+1uGE@2REIVee?Gte@=EQHeTbvtwSLFD0MxZsVu!Iu6C{CsG*k)r3-%#SO5P zz{_Rg;ufwTTn@5A|9~ni6UfQhtCcPVyoAo6bkX=kL7`TW^DM^k1Dqy>Em}UbJCR z@wY4+Jd<^{tNmX4#h7Hr$vYF06%=iHj{<`&rQ;eyCYGND8~1OTwpG9?lVYZG=$voQ zJ2}UDi*#B!Um0`$boow@+)s`-gocl^z_AM*eB9CTSgz?Kkv zr!VkVG9jsH4@nd}P?{vP37K9lF8YfAy5k~CYJ!JKJp#s^2E$P01gf4~#EljMfgxZC zCOc)ic-21wixjJ(yf=qCIr{14OsS4soUSwwJr5-F_E~~Kq=OKs1DoWsV=+*kr57@Q zpbpMOq58@z@;^f2e~lCajiPu)xZTHFojdSZH4+z-2FmGpIvw$S^i^*P`1@b)fv;6w z{tp_*{{orFvV!5hzPW5kg#OJR6{_;9JHB7n<1>WfK#w1wYLCX7qQ|i0;_}wFe}P#E zjEr5+@>kOO-}YOeI#BplRlO-t4eI5DifG!oo%E1oUeEGYvI6pFtcOO)TL!Y+8Z5Ix zES3J#ll9OuNR)s7?L=h;S!^_&8#PLbjn&uBS z;f#&Rj(2+VhFWInqiL#`ehkW@gE(^Ep z`R5Bv)BL($G8s)SQ~~)o{a;_Md!wa=q7ma2|42mS^Eo^If?4lG=HO$Wl@_1@0(rwi zwF{S75nI7GGQ|1BME_?}w$}3f-tc#g6@ITcMg$ z_F^Jq!+F$VXS1cd+BV`L-prlb5I&Cyb-%TheV0FpP5`IVN+8RIo_t5rp|2Do0^Brvb!g9rXBzzO{ZON}nWjH_|wN5)`B~RSzU9EgWyMD6om_*E#ZM;_9O7m=7 z$yJGo0HwxDpcDt;QrQsk-MbRhB>m%gO10{zE~cZd8oem(ESsBQceK{i#jV4lJ*PKk zqH(pC)T{$P*m2yJTQD0bT8Z75dN#y?K!y+S9W8LNBqAb@EF@-Kbo47kK%=WSK0d1J z%_pi#N0-V?!c{Zm*ZMHqmn4%-)OKh7*lMEhX(4QrgZDJrmNmpU*%+)8^Ag1x?M-bW zOG$0A@ivpH`j(Wm0@@RAnk%GZv=K55e=>)Hjw;z!4(wjZid~~k8M1IQhZ|HEO3Y|& zl0x+GQu`w{8nfW7ZG(=!Xh4A#IyPTGO+>+0TNuqAdn^vZF-LyXON_%Nq(_pM2*1D2 zneF>z3lle$HtY&e3F^qB>Q##4UISOXc3zY~dUP{WT3fJ1fhloSCDXo}V@o0P2veFC z%C5s6NA}Yzbu?F{8>Eme1X5qfH@RQix#QVyrG-6v)sJ?3S5X=sENgdsfAtk9@<~J= z=;if)e_`_WW|Yj#v;2J%A7LOl1SQt{@p5Z%Nd6`iw?%-`fX9IIx@dgprd%G(pA__u zyj6g;L22emVI`&ZOsQCeF*wNDWaJPb$Q95-*U6@R02BhL?c0-FD_Foh`w$j?eqb`Xi;BDCWpK6 zkfH~X0hJ$-J$TPuE(YP5uJ|(R*oDtoqzZ0)5z{=SQs{XGuCBf!4dRNg zZ=+s)r`jIQcQ>MiR3idRNkH*eAK7ymO%!Jw+1xo^{B2iCIQA%sN}L#4wMOTEBO>OF z|NGNT;`F2UJe&)4*?bm=NPEXF0nGEVA-C9!`!HO`JfEUah6vq!|8asEGVhQ76h%J@ z1c$W_7-6#to0CJAu^#LTv-b~Fg110a7hel_k*X7`u|5X}Fw@lL&3syq>3(}QMZ2n#3y`bzKl8XK^z+F1N-#Fs z`?aFqm(E{Mw{iIU&3?Vc?>Y;RUCRZPIcp-et+reoeqJ!uu%Ze+Bi@?yt1Q zL~E92WzF?QxUr8W;*5r(m0SNo_wAg8K&Y@ztruwd1v9$k44?2+lS|1jqKVP2rRxt< zW8Ka>q z{EKJ&NwHyG=3|!x_n)&KFG0eyig>V` zqJ|B-F^Yft+pQ}q(0NOyui|B#pB@_iF2@vniGBpEs&TfRNxhNcpf|`;Eayyr`T#dV zIOuf4P#c|=LwAQ_^o0nzxOwr?*Al9=U9w4O<-LQfa`s<+tG!-)yD{xoeX+jMtrzdH zRp_5~Az>C%TmjEVZRIzb5p<;?0X?jGX(?t9!dKlgj76pQmI7ky-}(-Re}(crn3MY7 zB)Zqw+jwlVCrqfq90PNv6v8$s>!n8}wpM}_OqG)hiQ7`bbk$|fHgip~pfTw+7Sx`) zWR71HuNe#Oq4Q_c-)YpXDhD4Y8(*c#A+(buLt96`!rsGZ%pILoN~M~BKUHQ8pr9nQ z#(qpX(09bfuT%aWdM*>#kXvnLS+YIn%r5t!6A41`zk&ISQ%QKNSym0kWhJNc6XCmum=ku*vZT6EtGrca^ z4Wsby#PJo}ZbS14(s)GZRRy;gTq=ZL z_3eg!rdSQR^#NQu#;<&`qI+b(=x|w^LM7)#M?jo~9@vMLwJtIZ@Kx12^Jj@s0vgs_ z)57;k%$5}$Lxl^@5$@sxeg~EFS67P8OijrIZx!91_Gkr*`rArNf>NOq2?$jhoh@vY z8_AlC;ZiKhhkB=9jYcWT9hSe0N7QzoY0KanK2s@j&+Wo^lTm_%3(UCu07g9k)Av=P z4X)EdyuV`!9;^_UfrJk_biHSE@X<2M1n{&3_}|RHAAu1Gbo>&qh^n5q%mZ(*@QTal ztjM1~l^&6N>pHrH?+;>4(wr5u&+0lN+1^!WUmcWRG$w0K9Ot;Y^eN>F#T4x(6@3eW zCiF;Z-9M7#s5O$3Y4>&ud$koBd`d}a6{|)x6=r?CBr(hmRFSM@n|r69d?CeIFFOMt z0jjq9kXuABldB%0LloVk44$fewPP&f+V8HVV%d_qRh8y`2p+h-oqrk@X1nRLZLXk; z#xI9%sF+;Dfp@c7*!3@-^1`8o{phz>4-aX%ck}xWp4<)_DaBm{;|-ufPNv9qiZQYw zr6nD?d^;MmP>nR329m%!P@(VqjGWujhI4)wDy!vhVW!=iSJrixDbNFoP{|*V&~8_x zXfEV`6~s;pA9xF7N;K|}3}lLyxhC409rZm-@>j3#i;C@8%t|3~K2c&VgV7D`UwwlG zYURN&t^qD)>fb7_4DE31FSfol&N}kHf9$yleqb1Es7^{=GT$aQ4EyEFVjHJ^_l>tJ z;}CQd^~Kl}(Ho1+`|bI{6SQ6>EJnT!$Q4Qh{9^bEE1y#7A^(Q~l`8(I&$w@XSqAWr5AY?R z^1R<%Pq82;#_7KTL;rdur70n&dpV&DHFQC0jL@!%`W>*U=Z4DaV_4W25{n%4Y*;q{ zSC{!3Z!gRK7yA*1;a93v{_#XgQ$q%l7V$;t{}}YyfP0!2|5H<9D;BLqaBeAsH37Kc zqGf7R;X7Y4p0N8{R+I?UgGEx@#5|rqhYqb+ssF~AMg2`dI8BlQSnx#Cn13*{U-{4B z2F^sZRpgW?c6}X)8{WSB?yvt45^nn91wnnR9=I5t?d?%*bL}5pw2+R)=bY`M#{wf~ z5yijz6(Pu`ny43ZfiA!#@n3l~0=k7CMUWWO>n||huBR1i6544V z^)GW9PH(cbWkoX#!p3m^Fx!vzfjH(iy!C^ZEvm>}EpsRrSY68%j zL<0M4BIKwck)ZP@L*g5AFL|n1K@ZDwHdlQ;IT@X;bCTso^5iB(6!D_+DP$pqOb_)F z4l2F6yND5Ok~2Uj-o=4AK)&3V3&LxuNm*s5ySIGNKDSa_K^v`5(OO{ytPatt9JEm; z?|idRq^(~q5r_SsiL+4?y%n=wY$tf0*nnHGxbF*I_?VdFCVXO8jS})cKO*_7drQcSa4Vdq7g6V5R8i5btaQblu zJL5&66-P3YFpc(hj?-^>euax7yl)Fe3(Tn|Q`|5i{?UWS=it;D*65PZUjOxa0m-Nu z$r+Llo)d{9SoJT1zD2H#P^fISa`kUya806I$t!N3lU8!8&wgi@wo&ff%{y?s9pF;p zH4iWuGt0;HMA(0qLV*9n`WtBDE^gp)Q73BgBWG3l`PeoZkr7oR>maio83gBxr5?dB zyq?~TAY%)=UnZyQ_JF^%FO7Xz@GMyF=tzE#;=#J<=&Qrq+Omy$SM7Ws>lumlu#72I zPM-rh>6}`r$5&meSk{~Orq=b(0i#bkraIy#i23%(k0ZHz>Bw=;s;tpnmp*-ht<~8K z$m=;*+`Rs7k85#%YT>co;Z~XgV2iZBtsa!P^}`_W!MlK(G1Ii1^1Y(ULwciPYu+!p zpYEp~DlQlUbt@PbRu*92WX>JP@qS>_cS&r$6Jc1d&q)NMkgfmsWV%?S2S!V}hCg7L zb*XaewfZJvJSjHZAVN|30O#k=pD1$n3S=IaR@KJ#`ZaT7^Q4};iGwGCRt?VX4}c4B z&?#sP3aO2oS@u+rHv8Vz$P0PxrNyD@C#Jx={FfgS+W>9NUa#$#EBqAyuds$@EP*oyvg- zJCi%EvLA)ON+e~1uV&_`0}o-(j`yWl>O7Zf&YyX-fpZfZDr(hK^r0tqvw=e2y(C1v zpO&8Y=!zS)%Wpf+oC6XNC4RMs&WxWjqQT1D_ilHe?WiDCZtD1-zMR4lW|ed&oXQ#* z;-pij3c8r^E@H30GbgW7ZX6$ED)BZmV6t*i=s;??mTDZ>8ko|Mx`zW;la5LfO+5Uu ze{R-7?VsYEi6sB>f40G*LzF*hIsYS|M))WhXB+N3VDP7va`e7QP@J-Chhg0#;ey?J zyPy5e@vV)MW_E&X6q@W0o?>P@s6BMu_g@SfkI1Juj61|f+hKLT7<@?DBO4v)A8YKc z*X(~~se^B_-b#35`dh7%B&U15@weI|Fyhz!Z9?-+*tb1gEk0_OvKJOenKn>E?P>A!rYj|6n%L+3Dx)ZfcY? zBFNvN@zY7Px*3Y1ED787X#KbiYq0{&@CapdCj=^sOhde8tc(BPS$pJ3_$<0muKZw1 z?-1tO=+|GV_50)N0rHg@#q0UM&9hpt9OIZ|nCjpCLe5;kizp-@zb4L0!?{$wkl&mX zJmZEgp(*(XX?qW(oF>tPBScOo>7PA6FBl(1o|<=SdYsyK68Snft|3 zqD#fM(%Wd44cm=kt~mVpm0bwA?fsui(Z@PX^UPjDOes z;{`~ryfiadJow^!+6E$#ZgP{q(~;RIC39wQh1}JYR!%r&62BE(g&T_#o`WG8D>!*U zLz{E*))j-uPTK@e)t$_0uet%V8b(uYMCn~RhoD}HH1l)E)|JfU2EP9p%Zn3w2I5e#e#vOHwmFk zQ>Av=DYU<|XE^2(?g_#vg@o`f{^4KP!^JPYjjNOStsZ6QG48EQr67tx;{^p8`kdNt ziv#5=XTT)L2ukHZ9k(c6neMN5C)yu~Gsfx7@OC8B4wiv@SG|O7-AN!kn7u)0WaSw_ zcpp7}y9t!{KT#YPd>Q$8&s2NHI_|U(jkpG=mHOEJ)4VXf&ze>1IOVeE;4V}3q!PD& zS?j1uAqI2v%LHHr#Z3jh6K^NykD@wpnL4W#26#XPgWp@|uGzvK43-P7=C3A?WEE3> z4sKo8M+HU)xM=E&7uxd=wLEVhRFFHrcV}1q(BWl>^+buD(vb5qz>C=2R=R=V9k5EO zZxGUVSU^MZm0YVIn{E4bR?p@qRP>gZ*QsbV0ZliIc$eiVp`@+&;u5oK-4+-M^~F|{ zrknnn&|MIoWT?VI(QXlIT>0Vs+OF_iE7QN5Y&cE)WE0H5GVa`3ipMY`#`!VF$Qir7 z4Z5d=@ek>z{+SV|yJhFr4e}$>Ixxw^sA1ny%%^P`ZEccAapn)E=Ea0wE+(rTCIMcD)K2N@z#5Bzswpgp*#%R_bE z)Z!f?L%k?Md2%2@64Yt?F-*S1HVxgaoG@G-&mOuikHNb3qB+ox)u1dRw$cUItRZGy z7|Y$i3&bcZ;4O8*;4#=+9?K3Wq{tfSoqFnuBmJ+XT- zMgGEa)&fdmZ~cdo?@a%DN>28BrsSfKpTiNwib6PX+<*sV)XL2n;)jxJ&eq*UmgKQ(6L ztkGXo*E*^Grv#9|)Ok)S3@2fDUEz=NP~+sfD^QLhlmltjLU@B=_+nz$9nW=KZo+Ej zj(Dph;TXV#BRExUPka5NCK>OlIu;>k+<6Ibq|`DsV1Hy;xZ{G~0<(r%= z-;7xNI7;V6Tfiqcl7y~0@k{))=@4j(NLxUzA>cvx7`SICwG+>Y%8vYCP{&M)WA}xe zF3n%nl_7h+yP+zKcbV~VG~wv4GMv=?jKl+mEzYqK$bd3-)qYBkep@!zkf?WIeq-0PXkgk#o z$ujVRQut@O=WC9T8Fskb?-ryaf>isgtnVXiOZi~;Z}cQt6pg(@ixoOp?2#vs_=-$J z@_SDHG5e~H|6$zm0FC_)L1!Fd7;S2W4QHS&;-T| zkQo~U?t6|Jcu4mWwVoeA|Cb;5$G`c3Z&}7Zr({e; zmO2_5eZDgiw0_SEEd>s~lxzucJXO3*lR~`%<7}P!1U~4H%A}XmepF0$lElcp*`Ysg zv5@B9iSM!Y&li%HrwDUBO#|JfvXwV{h(T6FOpQCtQ)N(D)C0xTYsgG7d5l;_!3Rqn zzJ*J{*;oE^IS|?w;Rd$CdjrpMfYl%4unC8kfjkG)INZ47u&zJIXC2U(v_)wa8vRA+ z_^9}xK^HHK!5Rw4KlQ9$U;IDieP>jY+q$j-N>h<00s{_P*`@#cQ!sB=!!YtxOF4TUO=w9u@LCAih(Wq(FTfb?K zqaTrh4x&VuD;-sPLzo6DOgDZ(hV7j@rH|;iz~6Sy2pwtFL=9D5Vsh} zJ*Q3KiZhk&1?l%E+;S#q@|;SvKej|Wg+3~d5O=oqdv zdU>plzyXafLZh7t#EU+?X13xU@nQ_Xbghq0C7=<}iPVh}5?8`Ti~>0c)jILJikir3 z@H9_Vh+A&sZH?~kUrVAr;eD9GQozfRQs!ht5D5Fx(PDHmli2g&7qqxuVNzcb->&!; zXhrUaj#PWJEX>DKc~DLwVd=h|KTwgWF5m$67b2NgbwV#k_}wGW25stxGIy3pl@Lfl z4z9Y#O81l($ri$*BHHAP!{kk+jgNj{v-Yg&N~YaAm|E{jr(p$T2Zf8RcPmCCQv@j# zdQFz^npi~~F@+WM&OKRV4PaX*`VBdLFU?iPk&P;kMJM&P{cstbm-8Jx$)HH#HJ?Wd z)|25wp_AYJzQ9F0lnAiTnCI2Y&c;unh1RlUmdAodu=NbW8xuL#*XtNFP%#uW&%}sb zDCii--KT-*%|^5BEPNgw{y?+ma{$401h^U6!>$uIOqCxhz} zyjS{*A~e4E_O7`+uyRCRu;MqIE{)N$+7-A_kRaFJrz{0MC)SuS@-g+n?J1%V_Ww+RuoUai5003F^gsKBP=kiIwKqCH7v?C5#^YiqJP5iGj;JV5XNYO0$l`rMU+&$kvSVI z;YN$lKNWizXw3ZV9&zLMWqwifHL|z(!Kyk20^>O?=MYuKAl-;%bNe03QC_{Z)IyPB zst3>Es@Be5H{$_g@P+*^FMTD;G!vm;BidGb`-gY+_EW@YiVXBLn#1M@uq%artM<}3 z>@xE^H^P~w&V|D$?mRE$Q{amwk4wFADduwn ze9JAJ)&COBY>_mlGpH#8;&5 z1m(shpF42L=Yuo*lQjsLRes$F!HkC9(xCmAM;Wx8FitT`NlI;B^K5%eN~^@Qg_qe< zAK1)3Q^DA!)kgO&?L{E1+8HC1OsTf@i}s2O%MQgk#lFsoc;L6}SXiGz1C*TCsU-*K zdEmjoxW{L#gM%Bf_3bLIRNuCvuQ*JqB(pT=O(vCCH6_K|^(d{)_IdcaI-+{{DE%drturhj)NA<`haY!LK3)!%1v|Ati|%TBPl(mL3~K+)Wwun znyv{|W&DD(aMM?AOnhwcas!?F>mrG3gw%2_gSRAgNYzHWv8Fk5Mc(Y;z3#c5(nNW&z!CiTea}aCm`XHL6Jvox(*XmcsHezAMf*sfV^ze$ZPbST zTyNFqySzOUyPoaZ{FgZB&w>*#X9!G+0`Az}fBnRbEe=99_GZc2nadh=st{OsuRyZ| zlF=7Q?Xd`Y@BQI(f|I9#pvAVu2m1cRWfhf<4{tFoUC?1uqD6Tj2XCf(lm~h!?B?sF zN3c4_m&y(3gcE6|b~06+;F<fnVJeOo! zEOn+0huz;~Tg!==(GTc6^*y}62i#;tKpanf*P7QYYwYps*F%P@^n36t2D&}Buw&*D{kV3!vGb538^YsVA}4O4;Uhnl;RDn7x_OHe`*TF8XZadPki zuN+r<$6wIut-OCgt0hy0o$r{wEIn4mL91gW4|`jDFjgxaE}ebx=YocYa zuINI0LALY^(q;=q8E$hDeBQL4bW}o%{!yAgqtASY&kAnkBgls~QEqIg*pL3vyH&a9 zzG=M{+!3R8=kBPjs7V{FP(C0GM!++GnDeJ?49?if^JY#?^Tnv4Oh}E4M!t4Sd~F^O z9KDSCzlA0p#;OW_)aeS4>U^})u?6K8iMxlIb}zl->elS`1DBm+qLmbJ-nGsDj;LnbbJ}(0%!2+St_ED$ z8(irdO{uKwVs9T&EAem#-(eB^h1B-A_H%R;_<5T`}xWY<`%tE1TidX*qx$gyfxeF76jvs|6#!H6sO&C#Qy>M|# zV~6exVJoieQ1$|i-1ZpvWWJ*=`M1{ME&RF5ive5!B~w^+{dobT;bgA|`1>{YFM75?nJq_;t6jt{NIz?)S?`4_4gkQoryC zjqwmj3FH4_x5tWz4oC29IhRMON}SS{cPI;#a&zyQ6%dYL%+H=inP1Arz0?l6Ee8t^ zrAk=T|8L|Xd6dfdMy-dPWG6_R)ZB&<^`rjr?u2|5)8XF@FA2sh1%FvHBk<4n3qqB# zFR47-xC0CMF1f{7siA+m!mH;w1Al1JBSkoGx!^OzpKjawe#tI=QEEaZ-Yy=Ex+>Sj&KmlNw=(ef z7Tk)8mtK4TbM1xw&~@5yivr{yduPbu-_~ zmCH2i&Xy$!O?@_ZJV)HcV|+e!2P!xP`bhmuTc-GJK_;_2BCub=<1do0o2iFGhkO%h zjcG#(%f=n46{vFP*9(_zczZ6#HUa2j^+kQe!gGQf0(XDT593axEUF3oiUop>$D(a`6(fz>6ji3>eNHBz)zlu-3W!ldcgzs$4FzG$~pewLCPf% zM#~?yjTJbRk3^zOATli@t;&Pp%m~})8`CdLb_d8#vkFh?f}SroB*+kmvk-{;QIoI7 z3`RC)#{bz7@j!R+J6!^6Anj{ z)TG-qua1d-J-g|6C)G|$TT*M;f4n}9Fks*xsz{o#)Lgm`8qJsAao4+n3!xRYAHa#L z#>MWC%C-A+NbWiw0|g#K3khk>otXWwstkbbGJTG|U3KMmJ>IHrlfcL)80rRMz)@-m z68Z%D)ciZwaL&B%Oh_%`YhEETk!M!X(7<=yC*$?Odm>!mEouyHS*Tyk4pEKgm?V3- zDY&a&x5*(RB$K;J;OJ87(0OV7xFa^i=}~MC(SB(+{)}nnP{q-9zrKZ;P(|>U?d=aL z3tBA}&($H`SmzPU0UG+wf5TRO3Vgd^1%ErvDBRCb%Ns=Qi!^E0UN%N1CpiOLj1-b1 zO^Sj8&6dB1+InAWob{_Y``k?uD38s1APA|uA=sr0OP(zFQYx7x#_>}SspVSVwM-y> zRP3u^(!>ZQEM3TYP0$EU?sjZoza_5S=dJW;*GNV~GTn6f1@+74%OT~pW{)(3kD3ph z=C{Eh8w~X)0X*#2Y35DyS=tRDZ#%V{f?JcQW-NDNIU;g=cLTti7VRB5ovJF+DAmh| zNxAEyHJOb~HGhp)E<0s=oZ4-%*_Xu-StQbR6X&+UiCL1f7_W#KOMwtCb0Ki#cDGTY z(LB+dCwy|i78Tj$LNB0$<(h;pX6SlMLM-Fq^Y|Hb0FPu%(cDAwud1+3wnD% zLMRRa;02mH>0#Ik^r01{YQYnH=sNh&qzm(j&no%+48YsYyf!MP_MJ18n9>D?9t~{_ z*oA4Y5XY6&@WQ+a8awZK$HNSL=US33Z2PBe*61t=k+^L_9p@*?A33u)rG(?OL6n3U zg)6Q**yk&fzKFGMgC#M$=gJU~_s`91x3sqH$q?s*su~XuCXCq+pIi_I6)o{NDB)-L zelER+d5$f)lTAsY`N<9fZ4dIXOwxe6G7x!$Wbvb2tK4It9q3|e(tTBLh~R~YAOTJc zdEADtuo(I8?MNOnNPeR4z9W(<>v+qhC9wI>{P>`uowVR5b)4McQ#2{(mZdyq`U94WVp^`;+~-t4M5NKy0Es{OpNsMK z`k}bku;0iOzF5e3*%;k$W_A8+k^>rIZ^Mtt(cB1Ftyf%elDsq_&JG(<)2^;6a^(tz@a2C5D8XCs2rycywrynl z-d=-P!A5*1Fn^s7Zp}nyX|D@64c0qXli~!8_GfT)-2Uw>S%|S?ZnSSTlJ^_+dhON4 z4bk)dwLMo>i&iVG>_E@&@ppN65~Mr-%&!KV7wE`q2N5wPns!nJO(5 zEDQ6G_iA2ncQJzc=!A7s!d*LT4uG2%cd)!IholNC3i@|v_Ks-<`*Hgkj`{66*33RT zt#t7@S7I-~VED-)A23;MI;^IXtsy*VZ>IjlK}+c&|v3SsiLcc;$74kW8kK{O`w3bX8(aD+kQS$ z6o034$!YOQ>hYleN8oW{S6A#-szcVoE=Ya!v0<^Z~y}bB7<}N23z6)h@hV7csPYa=7iu$Ymu&`Uv1Lgg&!=(MG@dGztpv%{=`n3sI1Vmnn=E0 zH^_6$W(Q~ z!DG0Ew@Dvzotr@X9syDW@1_BfhbU2v3$BCP>#uLy%@I9*@c^-KAJIx~_eCDkE(Zx@ zM!dmI`!Ly4<$p&?zK8)bEmW|%5^@L}Iv zmYL`IQztk2z-@BS8+W~PaTk~^rcw%ZU9)+EH|S`c3OBWOW1VfT*)*>?mXIuPJYJJ1 z?Qz;~0*Z#h4R_GZFPo*B8b2bjKZaC@9>*_BZzdPH&W_pIo3lZWCyT?Eas<_*yf z_cc{!H7C1Q>mf(UygR7Ja~x}s>-||uRSpt&PX_LH6?HvsL%LR(5%kqvc;y>>g3+2f z0M6e4Z(LI*1oJ^pUF!xW; z{VCS9ERIf70uj{$IdM+2jOun8-_3#&%AZEL3{0PoEoCBB4L$TU#VYrpK*MWU?&{^$ zTdHxSVZUXFDlHR^yBQ~Tmvq!QEZDtDy6B)km`MSoNnosA;jxN z?aPK>WW_law4|8%8Mg6g*JP(`t|8bKbGph;F;JZwzV_;$n>;HDWRE^`#}$E8z*()J zbl!fRU(p?W?R(=z4xoLiS3-t2+}8T<7J><_@S^b|0P`GK6)+NKOAbC5B4}26=VZG| zbMTowqnvGFK*p3!^o>b!E3gi^9Se{!GYsxl+}*O0k(K;bk}yMQ20dMT;QO;r?vR5v zMA^+_{t<{9>9V%F3m;UI-&*X>{^2Qo=36#674}10{L;n3X!w{-+)KIId>xwTfU@-J zJ-t_Y_J2D|ShvEx&m-;uFX3bk~~p|MAG_%%ZX2AQz*k#_6@#`NIl;yYO-+e2{U4+6Ufiz7|NS6wz`A zCk8j2?gy7r8|Ggex}Yp!Uw<8fnvIi#Fs?Zau<W|eAL=a~FZ@GS^>%!pM zTDNJ>BfwJP^dZXe(>YiS*~RW+q%I&!(yFv^_&mTITs9FodM_AWQw<)S3vHHd6RXR; zxEap~$U?x*A8s>74H_PxCH1GgFgK>)&Hf(3c(IBNQyBf_d_$(snbdYi<7j~k9kU7- zWj@nwL+gPP{GLPES*fpgUc-yc*GS#-xp`M+a;k9y*w;4!+8Als$u9UoJsINVG;=Xp zmA@cW;xD8LlPMnc?Ju^2%=o{3^!-wAUp&)uv^wOftTqAN6)L6wPacS##oo|f<;Ymq zizCd=RA2=lWDT1+ooOiT2;?ClRre7b3?bKh7c*${X8{Fi(MS0@)sNEWhzYmTb36ce zri=u192Kqru%gtvDrUrr93*5HfLQ0lyP2Tx3@Nh(&r#84IruN9%grd8?L@RLHi&h3 zZhONUOBu3EMf1&*bKniOu+tPVpbGZY?vN)?^Q57xp>BX_;^~yja_WSOGmpop(?r1X zd!$(o?`h8i_l{57>SB$K+mve;U?IR@9SxtrG2i_O1vQ)2@E$UTMeqWF$ill16{BLhJm&h4x&kJvhy_bW(Ww ztQAFSQ`MriZ^dNU@#f%HpA@(4AkDkiG0eF1eJN}5KII0?J8@LgsQGn55;Ti$>Cmok zM%o{Xy4Dpn>g38OD1i{n3&QBHF%@k3!7N8Jj9#)of;kSvYaKjx-0&Qo!IZO`d-g>| zgObEHg#K}}bW_9WM60Gq)9U9}XkV8~1#eo2R~7~CV23m4rU$e?NXr;0WwiV?jhxpm z+9|r`Io(ozl=|trRz#z!)%t@jes_?-CQsmmV~xS8bP+<@pz$$%G-2>(!ENoqJGAv} z-(T*vW0J{~->0981a7b!g}C(jXJcalG(Sd;jB{jO1bsP8;JAhxY%Ukbiu%&f#&xI4 z^Thqdwh%xCnsfj_SvC!)Jjq;2nFNY$zV@rs?L!HQg?U8=hoN#vRB!?jJ~gpKH#Z&S@c2QK_&T z(8XU3wve{a;Gu5dwMA&g3A%ajiKDFI5*u>ZtZt2#cO1Vv(aeqY?>B*#j1$%1G$sD6 zsXsIo-T7Y9>Cr65F3+Z#f3SV`j}hYtF;J>!f*<<9PCJ0h?K+g{fmV_TsZGma(Q zcBda>0R_uqal+1_Qd`&2!V+Da+H{v|3W!(MvE5Ez{mSj$h&e9Kfz66n0>x938R71u zPLpDqBg(OrupzuahfK;90>3=0a^m!}?8ldD6hwg0jXMtqZHOS!+KpY9Dpqzel0Z+H zj-9CP`==jE3q;e|dwruUUmhB_RBJ{KU(R`PieI+^G@>?dWYOae)XqoJ4vt|H(Qlhd zU6P`?yWIg5G{mL_iuOd0pPDfc*97fNWj_zPia#@Jyj&&;#KufGdCk>$-Aip4fO}>O zPS;H~Xhp{V>X~ZYe6_W$sl&DZO^7r7{VJJ3?W{w;oZdfL4lQKRu@B2Br8oq}ca*7* zIJGG*Eq{lXkp>w4S-5krtz7Hb?cb_2dv&U z@dmpX<96DCp36k!A=8pyNgd9EB$xek;bFH_jP@c1TkOXcRc->baAU!RKr3BWH?8$L z2z?0{L+>$q9zDUf$CsO74-6Gb$<$Cqo&kpgebPy%FICDZg}jGkxHsUq?{`I6aR;uD zU6cXj+3DK&cM)zfpK(`p^N`t;hNXtA6I$O);EdpynP)?#jbjdUu_~+xj~(OdviB1v zAmcoWPT;tDIX}WeH1oVlQ}_zYry#`oGAjWj$TfFFg*2bP2@F{t_Hk?WgCTC;;MoHn z6xrXEu+8v9?|yR8V$_*$6McsH*^0sfzO czyuQ_J3CJo7T0ipJ$Xe%NmH?0{zd4202YGu00000 literal 32596 zcmeFZbx>T-7VnE|a0?E>9fA{V2u^VK5Q4iq1b25I++BkQ4-zI=aDop`2s+pu^85YH zIrZ+XSM}<>d#Ya5{bQ3JNMJDjFIZIy(A` z7cVd{FfcJOv9PePv9WP*aBy*P@$m5Q@$m@=2nY!YiHL|^zI;hcOiV&TLP|C}R#sLvHa2#4 zb`A~>PEJlPF0R+FUvqPF^YHNS^78WW@$vKX3kV1Z3JMAd3B7sqMp#%_L_|bXR8&k% zOk7+X002lxNW6XfR#H+@N=iyvT3SX%MpjlKYmvnwpwgT3XuL+B!Nqy1Kf0dV2c$`UVCDhK7blMn=ZQ#_!+1H!(5! z@Zp20sp-d$AI;3n%+1X$EG#T7Ev>AqtgWqWY;0_8ZSCyr?CtFx92^`S9i5z~85I>39UUDL6B8R78y6QBA0MBPkdT;|n3R;1oSdAJl9HO5 znwFN9o}QkOk&&61nU$55ot>SNlarg9o0pfDpPvr|0t*TX3JVL1ii(Phi%UvMN=r-2 z%F4>i%PT4>Dl03is;a81t7~d%YHMrj>gww2>l+#x8XFs%nwpxMn_F61T3cJ&+S=ON z+dqH)+|kj|+1c6E)z#hI-P6<4+uPgM*Z1Yim;V0#fq{X+!NH-Sq2b}-k&%(n(b2D8 zzmAQKjgOB{OiWBpPJa9LZE9)?1Ok2k{(X9SdS+&3c6N4dZf<^l{>P6W3kwU2i;GK3 zOUuj4D=RCjtE+2kYwPRlKY#w**x1UXJ==>e*HQ>KmYyv_r=A<<>lqo)z$U&_07%A?d>fD0=c`pyT8AG zczAexe0+L(+N?M9gU$g|M_FAL7#Q;K=MQZB&Mz|<7%CV!Nq~lD&QUIM&aB4fNC0EdVM<-c&((Iyx*` zD#98FfXWoZh1~lY25vd?#>145`yPMMlkssIFYeoKkV!s6wzmU?3`@ zP_u^y(T8BCO91dBA`}XMsMLccDxeVTO*KYK2^1$Ld>-nMc6_ufYzYIj|5N?{xn~wY zu(-#V3lIa0H*dp&=#94M!6DWJlzu18(~j26g+OkUzwQrES*8{lDauLVyCRubjH-YJ zZ88usR`Q~v7{M?4za`(BHUw1ovf%7?p0D~}1?4$WvzfqtRz!L=VJ`H$Pm zdN|RPJ;&cOe9{8^&(DjRN)-d%8(C#4x`_H8v{opD-YB63-1R@St-n6Zf4VK0F2#TA zrM&j|^U%lC6z?K(KBAJqI*}J3LT?KhDdbN2U7=N%ni&LbI*mN2U)~L+8?fH{RIw#d z*>dNH|Fty#SDjnR+X4kXVl<3ifA1bX!|BJ}5W%I&&Z{S5L&0(4!;+{nCU{7&F(}&a zcg}92SH{sJhd$3U<7VBZa-B9fM2;aQISFw}II#zF~srwsh=W@ptih(sr zKU}Mj8Ht)Ey}94UbepQ(v(YJA3n$e9WE6p0%5y!e{LrCahrI-BD>nPYlK^1#KHHe!l`Xb zfc~zf&DzXLyHllJ1uIZ|1EA=}v_dgQb__?Bjv~$QP*;NMlbmxQ&#QP$c-gf5sT)}I zc~m!FlDFTgfKd1NU@?WwVL}C6XmWtJD0wK0`Ebc06%jb!FN+V!aWoUzt&Dp$5gXX8CPk#OI)&x@yISI1Z`PZ3##$ge zk?_M9xwXG9xLNsCtfNl3l-8a1x3q!d)Yng(2STb(%?gk*lCr-Bg-HWu$4S7fpEBdJ z$PO>LPkai0oSM5;*}3L)&t0k`ve%UQL0;qmTqK7#?N|Y-&`r+EM_tl~%T*SXjhWQ5 z-|`(J7*hg9B}ckAhMqNx(|&DJ#(1xkAh+)Yu{~8L8A)pbjg)SEtL6x;y}lq$59g1t z=o1MY;k~6HBeYJO>&g3(Dq=iF+O*?1FD>&h!@i$yozu92f~eRPrVC>0ow;&TpDnfL z&~Wc%aVRf4k39eArt`ULGVwa6@`#vFKhY0U5j2+2RMx0^*4g|ktI;X?^XfXI&q)lk z@Lli%Wa*(WCgZJg<@Z#875AyOdZ1P;dF4ETMwZ4#xpK@u&SB2}xUG4xAevoblgH$%uVdkwV1 zGz6WFlNP1MqHo8#jSaW#x}R!X8Q^K&yj1s7BoNzU1#P8z<%DTZJe;0hbx(g;c%>M8 zGpm{()4Lw=4ZCe~mfQ;Pd<<(Texp`rxHq z(a3e6oa%jU&f%5s%#7^86lwr0zNbm5XsUR%OqK;~O1+(y8_Nsdjy)b57HgJpXMZ`@ zEtQ)itH8lU7&oPO$+X=|5&5J~+hNoucdC0Wk8B!^upvbEAk5&0JBMNss`oKgdrCPf zwIq~uW=BQ+;d9{)v}07iYCdRerS3>GT5j^jR0+5TxW_iu!#<_)t$!jITV>kOurDQi zZLruPnDn(7WkEEY9!xlvXEm0`za3jM7Us>}aKGEXFn>R(@2jSA!;z`rn{}7#cgO-Im!q9dYTlGHYT5x$WIt!VXwg5Wf}V1 zqdJ}}E`De-4%|ncRQQI2FTTWdQ0Xk^6cy*}7Ax!N;->>uqN{%$;N&IpAEcq@j|cYY zebI$Z7!7AlvAOmdSL)}E;0j`|E3j3-O3;muw;taw%=djsESQQH17vfSq_|8|MXXt2 zkH)?5tU+zb;;~yAR1*JwSwYr2Q@>Z_57_Fdp4&C5*hE>XRIXGhmzwvyL@|>(pO5Yr zxUK7WH*E4m`&&JBS)S-m$fmIb=%&ysJEm#vX((|bKM)}p)(RJrcRA%Yx6C|0msg$W zz&+Nx&+a$3sZZN1@-#m>J?o>4Nv)5vmU(+c{Jw}f2 zoEta6Gsl?9#*PI&wA)RU7jgt>e|idVBe9m*Ci|$a?B|d>@F=%iM$(&l68yX%N`p9< zvlH^^G_*cb5M1^vyA2q%9YpD7^Q+z?0;;NP_n5w(xHDRAkeXS+LQe4BF*a3?WO|gd zYogM5ho0FAdhu{QdmeKhKv3-R&}^e`QQC4yjlh?qEyu9-p8| z{q#^#E#ktbYnXIqS0^b*h6bUd^Udwr3b@Qg)4P%NiymCO+qtpgkeQc%k?L`Q{Z3Nk zqD{dMd|JqSDX00|s4|Mga2%6VlD+1Dq}z&Nhmu1ebl7orMHg+O98dBe98^DqGwbg? zX_NRp-ad+mG^qkVHi@NPw(*e({yt8PKHbMdp&Q#!0U5Jwd`9pqZ|7H*CI#MN zXSn+Zoo!?jwd;kotyJEbpS26qK9w72w1`%yJ+EDdi7zYDvAx`S|8c7Qvr`A;L5L1k zK192jS4?jA^hmK%`miEP&t4 z$vZv#D_|HWLD0H1>y)GkIMoCxgPoi3nF1xZ+?GW7sg+2uH7(7Vf}6n0?s0bvUisER zS{*OYvOF=0fWf@c@!jArV4_V8;dR4+mbWKz{Hc}Sos`X}@AW7jjO*SwtM!v9A+mK9 zc7bro*YPXqEgz`kvO}=!g$2(YDz~qEW*W6GCgNLD-nP_o*A}_YGH5c-3RNkJyyl+0 zAsCh&c}Q+n<^`}AA|WbbieL3y&vv)1aNU*ERi2+t9^W~x`L#`W9@&itbagI;^yauM z8!89n3z*!i&9mqE{Akuc&Ae_{?VZBs(!3d9u=n}NJHyy1VZlvywl7{Tzk|Enth zhiv{|KwO2zVU7&SFVs5v-?Ifkxr5J0Ava;CNuCEPAlgfVu-bH-P4t5zp2#vxL`AhJ zGf&zXMJig66lg3pg?{*-W9t9k%0YsQ`RQr5eH%3D3MeES(Zm7yQ~8h^*OV=6P~`rs zc1{Q)q_`F(O}rt+*v~T#E$as9zfi^w2G!~$f4jm?di@+eaM2;stcn)FC~^ePOK>Ej zA6MSHe_cXvVLaddQ@WBcI>b_cWwC=-QM)vt=BbhQy82obXq2H?VT{C8hc=}8r?afy zlQ_?h1$u+2QSJiKQ*PeAAFRN^LI8}o4yxdvx*CxoD*D1B=6dtZ4WiIV0`$?n-LU!J zaKr`C_XGwhiJ0Q()Pzg~iT)zX9Va8y76D)p^K>xpEHcy~b);XanF>h=V6{9t8vOkj z=T-t>ItdRtB(*XfTDh!Fn0t4_vl_ULR4T+?+YyA>EBrXkl>ess*gpN89IYv8$u+yZ>y=Q$QRA4G2AK7`qk|4s=bR(B{!PR;)nAyg){1To8#!We455})Q-k*(KNi7bEoG#kg+TMJA zoOG$D*Gs}2i>7Tm0G3}#6PPa|qV53^H#(T_wKNq#RcL|le^E*ZKtxw5xayh2Yq}QFzN^260cXiY6i4vx7w;L|xx(tTjAs#p4YK za`l`SuhzzD`>_yBlCsW8*Z})qtcUyPvg)*8%WOLF(3c9&?e-41(yd|_+~P=FtaK*Z z4Wj{D*RNt%rxoJ#?09O6&M&qJ$v@Jza*ne*Qh|5+LJ5cT)yM%)N#UTDyTLw)df*jm zDLVzSw0#QPlL!*V(_XXg{_by9gdw9I_q!~mO%!5*k5z(`yIKNAY)tiT2G}z*s}kow zesuyBRC=G<_tnGraC^5{Qp(>9Irv?Zo_3fTq9L)j0b6u-NA_@tj zEN$?DjwD0S77+^`>JEPdQKU2D3c}(+mHXIZi>OcwxRHuICGE&wR85##qNbNHIMq~A z=4?!|73~ZE}xcDh5c~6T&8ZjN22$Au6y1t@;vtsg?JI&*tZ>*OX(LWgd!S7 z@I0zZVlXe;<b8Vmnljf$DG4OjN;HaCV8NMfUeJ2w^hUII*yq0B+ z0wH)G*yBX+?2hX6GDhL@ERNojNoo4UISiFi)jL%_A(}VHuroZrkr`Kj4l5xiRyJgE zg#JXXA-`d~LK?nv(&0pdU%RR!c`FRQpQPM*pDECh!V$6u6FZl=B=f0b?4#q`_f3jU z-^Y(0O?7Xp#J{waO1o;Elxs!^-Phskpt=4it>%D#tSGT5Qf{+;cKV! zimp5{O=|F*Vr+^uav?#4;WhcJ`dyw40zZ>2R0l9V>0j%W;TvixWHZ@ebrm3$!C*xP zTHM0S;)1KHD77K}TGH`d z*GoDz>y7M)L53NT0PaPTctF)nxcs|q6QChe6!36%VDD$ zSpaN`syp1KS@L81UV#9GC22PJ{k`P^NubQkG*6NwG`8I}y)ZgtkO^hj8`TeeyB4iz z=UcipI12t{|GxCbg3hrx?}GfN&i-lV61gOLb=u;Ph7nqG^h^X%VAY^l{t${#ap~d9 zzwARw)pJdV`}`c!Xu*i$4xN5nWcIzUrtC30bW>&ytxu&Jwpn<%Syw!NIEvR6!Z5%x zl#}|nfCe_#~;t)iz z1eWcMU(8`&$Zj9c^Ap0eY^AQ_I!N<{Z6H0*1o(vf=%3nS!={@Iu)^5cyX+USw!Van ztP0v&vW;h-fj$yqsq3-lQ;(_K@`LJrA6(CGf*x@!s~P5MPk+G19$B~f%r2{ZzD$v< zR`~&U`L09(dbD zA40ZTS-MOdO^3`PzBIPgkr463ecdTBYZ)z~wETqkxBN~tkA$uQ$QUi-i;MJ66Sxm} z4=ED900oaxKI={ggxZ8ht&cSIQ>75k(@hnYI>zRX3L=(SKg2%m2D(4Cc%R>pe`KF% zgw8&Qx8IzrL?yN5zG@uxSfH)oOW2teO?b z$IYU!fWzqWmV3mOCco=NowyzeFE9u0-(n>P^tS|p)87vhH8&5x>l}O0_I*CXt=X|m zUKn7Lns3s=`i*whKan>eZU5DCfJzhgN7luMc8L;#2vs8^Jq~nDxcLY?ximh~@%AU= zWC0+Gk%xHCXdN#$Zue7t^VlK5jBKO{gi-MURRC_wNA&1A431)d@TdCmSD_xf@k^w1 z!hw253T5$N?r411=Y8s?+15#U20~CCJkM%@WaO7ubf>ag*4vhwsCrfR7*)s$?`R*e@OXu zWzU?`>ne{FS9vTzBJ}!!$ z_qWegzM;KT+Pxo)QDPb^R#`2h$9!Oi4rXS@n`N3NC62N1MQaQO(%FQ}RBeU+EI4#+ zU@Dr@e%8*uK;RG9k;S9es%!xC{v~d-U=-fZW8ZTd>C(w^jIT2y4|7_XxT_D;72I9j zf6HYbP21+U8w9Tq1{*u=vq;JM`m$SE=`5UA>hilG(U(8!zL=%tG?~9((S!Rk{5{?~|96wwPWEy{D7oL|MRqt(Y}bk`3xMe0 zD(*vNu*|z$zN==5pF<0-!|8N_%*qP(-vQF^LUr8(;Q?ZpE7ncplDvqD5!cYk6KZv! z`Qe*imBv#S-e+4@HDk3s9Z>(6mfo5PMBFZ7zovxbyE3kP1uHXAD<){`5oa02u)O~S zhgwAU0n2oTcokeOEb{qtaA5@7^Y}&SpoEKCKa>ODt^f1@ptB(Hk5|mtAMppBiFp9Jt5aUqU)y+ih7Cuex_M_I%SG<*p>tqJ)opp#TE4UydJ;WR*$?0!8xl|8O`WKHx zBIbUZ$4-)X{u}f|`rjxwQM>_iD)<-WuB~AS_DtleE#M{QNYuq5e9I7%BnIJ8}FIc_VF%O&&5E_Zdukeg9y+g zf9UxN6uJKQm(m@G5Aljtm2n9=&pk8E23{K4;F*(=eet(hhK<0tjLPbMA%o&j)1hZ> z>;EqAvd-sUCPDNhEJ^SpcE_o9H46m(F!9olcW=Mx394X;Aee|b2I2;w#OUa?pk*ME ztFQhCQ65|TA<7h8Kpp0$`QG0&>Tk{pSCyKe3u4GCa#=L4mcBku02HxR;eC5sBSuCf z^T&j{3_C<{3DRVcKb_ZQMp>RI;sYP&oRiZD-o-BeZqJ#Q>ufrQ=r6r4WCLbV-;)Zu z&PQwbHiOdp!yNt}fCTq@tAj~$2U;br7 zpA|urmzZ*2^;W7FmaoNG1Wl(1_;g#>b&TZ`__xD9@@bcye;p{F1TE5^bzlFJ3$V}U zelojduLws!^KEqx%=pkVaGWl*L~g* zp3zFT?fToSya@ujoM6I`!^*ShpX`8e2UM!Mk@}`A*xXs_!?17SGl2u%+ti$2Ee zvf#rpI?7#8Zk5Y`i_6~d7)UP;)$v|-PdU{hHzxR<5A9LBAnTFFo_E6!aQ>St)j*P) z*l0^N7vE36&v_}vqQzr?6RQf<6@u2*^cOX63aH+xsT&p1F^cF+zHFDAnPmRyYUkmG z*nMo!EtS5gwJi=B-&pB5!M&J7S#3AGC-py8X-*7K@E{A+;!yao=H)_2uk-P?7E>u9 zpvRv$s?SBv!A+M4|4APLyUxu*nJzHtCI)B9rx56|RJ0G7tZ`h>pPrw00<5H6(Bqb= zfb2^UF7M*AMa?W}e!W)jR_jr3Hu|41vK^(o&6K23iPXpJ&3AV6)CZQK?;17e_QV`< z#~_7Vvm97(aFI2dw~Ky5S5aMu+w@QKm-hOJ@PKrvR#Ecvg*K|UF4dtKZ~M;67io`1 zF-3e;st)GJgxQT6?tP1Tk=&|h3g=5zoS19@TEUcagS|Oskk>3{#Uv|pVc?<0q%d)kAIpR2Vh2w=d-M!)7u%gHzkvEkAY zlx{BT@^P>MjytGX`eQnFCY5p2Ym5i@pZ@v)S?fMk;mbwqKn7VxPPgy4*s;7u7b+D> z+zRB#nPqH$2QqYwrZCc`Im@K-C795!l9?2bWE$^vJhS&RO=tyiSyfM=OP9vxOGZZt zSkdG}a(UmxLpIG8koS4ftG2s1UK7Ix~k5*YD zCF}vSza@%oE2I1?@66oeno{k+Acvw4tSs^uv;~7G@8ec`UaruBTgsal8r^t@QTruh zq6SlV`#c)FAe#-N!`8D-qKZcmcTVmfiyGO|1iv=(zF9sqY$te0xwxc@ZQ$??Fb#)z z>@SHiMl*TYC+BWO3*gWWO64tx4`WB#z6&u7yqhbp7Z~=FMmvJBULYWP0FK#qeth`! z^*fgqfgtV$&rk2F8<7%vy%Jr}7lEL>a2E`H1*agYoFM)eszg}<9@bkP1M@ht=dU9H z88! zv%_o?ag}-pOF{T_G!B2EFpt`|GreB->Fp7-J3Tl`uTNQ(EA82kEfso4Q(_eKX}7O_ z>3YVQc2Sw_-|8>%^w9cEIE^&ky=FUGBY)^zz^Z$^3?tbmRL(L{7Ggo4GVB~TdK0W|>GX_Yh5)h2v^JOE* zkw=tQ(lA<=OP5)KdJB0$#F>Ul@FJ4ri_BBd!a3PDep@>ve;!*S>zrh2t5E2WzP2C^ zi+R{CKieiVBVSFp{-8d72-H-HiLp6FGLH(-f|EIrTZfHHee9`P1vK|%0u=(?zyIYE zIH1QSiP;Jd@&if7%hp{v%GpKLWRkLv^qSPkZ2c-w^|1ZBYkV+tN#2^~bt*7|N8jsSm^19x zmH!wxw)S8J(-fJqvN+R%y*SsFqoT7Bx;v%M4o9^-zJ|qb4a!a&RIiXXc(IQVB*r2( z^g0D(YJcZD-?`~F?@N4QiT-8(@z59O@bPd)+^#2vR$T?eUcvyZQSjq`WtsTEVv!Ot zpYbwRxCa=3KyoP8k{RwMPSd$m^=8OKH<1Rgjvn*QpeQCAfh`8W??*5!JiE@062RBL zrT0!s`F zeR!!kgX)wD(g*b+rwYfz=^NM+Xd@&)^k|WLuu?tRAAp_C~e-R5P z@>Q)h`BOwxFt2qckX?cAo%*M7HqjP(>g#9-Y`uJKw^M|iN=!{yFmqw*x z2X>XC{}9#2YXJHN5i;+T-NG&3K#`}uxvN!*3&;!I)|lgb;0Dv}9ERK((*{Do76?4Y%o}eRvigHsFlZcIX8ouUT?62$`|=h|=|aj&(Y?L$ju*D}G-)0e zb2APU(;7ayNm5dn(DSE4!tkLXyC8a6Gw70RmIdht<=kmi1o<;GvUkY($>o|t2}s|{ zD|~-y2!pG;MS}(+Cqb8*3Jk4*zmR;YuYtDr?#rSxC+c5&$d>AtE39Qooek?KS-{Z$ z;H86yD`u4c;3adq^nr7?AqfHmHa-{EPN9PSqA-qW_OeL=y8omhc*J81p#s$;;}R`J zbJ*Q$`sKfNvv--=*q6IaF%7*^vv@P8P;DDZK7NyO0xSEyrb+U7K}~IhEPtt4J-ahN z(lF3YP2pNe8p>a0t_$-nB0419`!}{;&ExD7HNT-hh{SqM%#h6oo~9xC#jI`#hZK`Q zg`!wjbjShEoOA@Vh5tSE=mHh8UnD7pY+h2qC-LqXc#4%l5<3Y=NjB4(#MJbE_We*P z^)>o`gEz(yx*Ie;s#}lI7YqHdMHbYlHJfBKwO;?4AQVrH?b#ePT5x-L-n@z;3yr%YD% zvU%~YFBx?z5)*Na$L(F%XV*tV0BX$(bmCPj5vTH`x%}T))7xcV>c#$o1Bb zt>k_AkMN3eh5_H%H?-si(LQbODjYIg#t*J56vG~xc0PapS@EQ3^CmK89pT~E?AqjS zmuR1f1;R)c^3?*)s&d7)$Z?iJyz#=yoF7e2M%k)|#St7~ZIc`apBa-1?;9Q`ooy(& zAX~B;Z?;d>g0F)7rS69vG{&&Re)M`_&dWAX8ZGuPcDC<{bY5NN{H3>vPR|H zyR!I7$rJ$kZj!T3r`ay@PA34OE{B+^5BfAML+(!1z|g~2e#r?M=#bp4Pv#aFhl$~R zPoe6n>PV>TxZ-OSZ>NM%MtQ-+yiGVA1FuI;8Q>I=Fb^~1`)os>$4-CG*r*fTB-|b1+{`Bz*}pcL3-mYiS3oGnpKl4L-YWSaF@eUJy4C~XjM{% z$GeICVvX4p06mTCmisS<8&oecaP1t{ql3CsNK+Wsx%JhO(|Uf;bV$!0bXQnuH)qZ5(I5xfxh+3+ z^-Z$|Y*`+M?bs{^dZ?*t4(m{idh23_bW(j1cYK7&sedr}1w?m*LKoCA7&pEbHmq+2835*Xh>0mgw#q{S?Ga8AD;NS!K~20RK@<{-nX zmie_|xCHsALj7K!gpC#~Gm;{ta5eeO4B8~K%I;J#(;|zMZt?SIjDA*ex5vY{r7kXn zeOg_8iU0=Kz~xk@teeNaG`4n;T0Y*RG$Slc6;7>=1)wZct(KrhofqT#@Djy4L^URo^GB|X|t0u*;bAT*?*K1T;JxXqe^PKY&b zk`qp1rD1J*)a|O}TKX+Zn{Ewp0{Fda%>K$1ky=cI&A-Ao9Wt_`I$jUwP$BQ?Va zc?=>?r+MD0p_7L|A4K z_4bLZ2$X0+bz z{eyuQTs|t~ku_K+<&EyfSHW|wjb~OQrCboexsk(I!!rz#Mp>Nyc5D-nP3YA@J5BHFrcb}- ztgB2ibNz@8Sz)}FPh#ljTtL#Ox%h68r*1|gsMcUc+3`cjRUe!a&C0v`RT+;B%P#V4 zQ*3k6R`30(_lZ0k8~_d+`6K*rXJhHEi$l9rn^A^6P)7J7E}BpwmugyWac@cA zhI38f**OuS1jh{N>yJ*b(4xq62F9Ea-Vx{@kDQ3KxghpQf^3*y~RXE znt7V={`JBKSXp9FK#MQ!M9qEY57sxM;K6t zc%b|7R$PvH_g-nOwR(op^3eHRQ0p;DjbS2F94Z7~hG3b5d&_QhNC+zY*|`rTox6eb zexTfSZbfNmq;l2vf4$r8Q~o?1=&ol>iXNI9PJ=ITe3?5(cPj19pLp6fs*xAhTUJ*g zIjkLoxd$xZqsXv3Px542r-FQ4y9r9OU)bls=*AhVFi4E;6U{!@LiIL=Jxi6!o1dP& zzJrv1Yg8%%){I9IxZcOrcgpDuwdz$9b9pp;yM)M}hZGxtyvA0QOs+p$HZl=tn#D{` zI<`8?IW~Fb=z{t25S8;-ks7(G#Psxpubx<)^Hd~!I3(d`UJECE@TCKjhuwx#&~t>^ zz<)pOis7)d`nn9Sx5l?L`4l&Qo)p1gSz!E;I6sl8FLru6u(kDD~z+@jEOKb zCtA?yZp}ipJNb|co2dCZQnm#c9xZZye!5e2DuUuBDxWi@o-!}hEp|_WzUrZ0Syp_D!KkI%^P~A@| zz;sQnZ?2Dcsnjet_fz~^G?K_nBo$%OM9}_x<%KuA=0hSY2Ig|_|XrP?eM0+ zMCtc$V*${b83T^LlgjTEq}(zG!g)p8WETIfz#|ewLAJ1k-gl0N18?mXN=M= zEJXE|XDN(9%Wvej=5f@^Vnu4OJyoOqY0a%_HFFEENeuk1AFjn5w4w8nkQ`^VHjbfa z1FV}|oK9z`ecW34$M%sxeY=iHgeNJ2P11WhOOq_f+W0fc8hJA~$7&b%6n|>~hNjju zcMXg+hrE5~z&01bVQF$5k+7BmfgEzR$`KX1jlKHHda&Y@f$P*|D7fne+Kr2_`VqF3 ziV#>eFlS$-mn}t<4Tf$bZQV1U0pctZ7)lVFy)$dYe?pl#5?IHh=YR828wHAUCv27x*=`@5(zF+HZh!~jpZ&Q&FoUT zi9}b~V-223pcNdhW9ERHZE3+tq+W~XZEefagdy4ZE}2>BGR`wR_~W^ffJ3C+(T^iA znqaa&W1&My2Z}1iztJ$u`GF~Vg}GfM56 z%IFaKyDA~)FFg@fS&^^1HF0p`?rU;Djl?-VDuh@Ov`(v}AnX0iO|pr=rz$kayBU^M zl&|>DY7-Og#YiO(?_rrEq!{bJK*+HvXhKjii|9F#JnMYcw4>T-W2gjr|sE10DyrKZ3+55=X3Jy*Kp_o)U#LdUC#@EhS0Y;p_*bY z^e`;_S%Um8RFz}6k9`H^zLl^{|J%4+p91H%rTP+u&xa#GVDdKsMG(=)4m#TBvk?q5 zp?&DF(R1c4w58AkUHt+emcf|5scg$@dl>no@1L-(NP>&yK8=w~CUCJSq3e*$lt|0M=EyR+?_>W8f6h~3 zc7?(1eKNS%Jd%V|AEkg61uDsaa zOEG#3QodYWcK)hUQi=FG@s|#1`galE!|H7RP1ej=76m(yt4YBUfomZ88vk%;{^7bX zvQ6N4@TR`qd@!a1Hyxu0`T~j$PJbHwBkkE z!~_SO`0u8$ysYS-H5&)`XNIJ}K6hm}zf>2XV?Ndc~#zFW&Q-{!DV_wI*=vXk9h}t!J{RA1*^l zc@s*?Y~9<8P8ux_WHlABJ0{_r#4pSCdhy$3AXTVKzLrpcuIrEXhQ>ZTHZZT0z~ft{ z`o~k0`!`K&+zlnXdcEwCUdtiar5Z(_@}s{yRSUon1q3(OnSCiEQuu;hyShvqo1ch; z<72*S>Y0>nM9v6~Q3--Pj40;6ZpKMyk%;V2PciwUP3GKe*%4lF!K*lowns;Q@_tiF zec0Tf-HO+%`YcY`z_qZqoB3LBRce>u^228o?6eVGSbT`%EuD|NbQ31Vke3)l2k18|@o( z?kS}JSrj;d?^d0#&Y#l1hGhz3jo51jbC@BnRe8fQY&EA+Z|_F$$wczR!jnZ6F|WOV z<8^lA(|af^y#vzcDQOi|VIk(?40C9)UyeJ##3jAmpdU4=JYv230Rhhzk_ES`=rMKu z!RX5$AL^Z7I5z*^tC$!;J<9iiAbN?y19*side9#_c6iHg6+~x1{Q?HbKIsEXX=Hl# zIna>Ikwdjf4C^8pz7oiW$yO@$YJ_x8cJnQOA(sEYLWIvDyg?X$V=nH+GJ12X)y zQOrzqMiSMQi|RV!)laWFhPWv!R7RJFdx9PRD2X7Ef54P4K0eXA5+C%9a}V}>Zd-aF zMUpj%vy*9SobE&YZoG5-J2LTxQbTE(VsFu9^{N@pErGX8-ChDxl5nf_5U{iAw`+_h;Xmier zS}D4?+BViB`TKS+0%ER-5#qMVw)a9j60IQn{|c#Ro{@SJG276o5_nzbQ(U2Qb~t}2 z@;5EV&Xm$jA!=D#1^f%H%QoU|@tNth5y?+Mu7d?Pms-DkfyuG#miwzPmnH_L z^8jM;_RuX8U&tkyhF4S0!ykjArwW&fmg8AdE39XZzTfv&HO4$)bh`WbW_GW~OrBFP4aLp!i ze~>yJzI3H5R*l6ns)QHSNV~uXDx(RVCRR(>t&CftiE3-u&x}5}FX=>RLAawxqHrCA zAHoIlzDd0`u$A?uti3tJc#Kv7Wo|(8V%=7AXhtSd(kydarsSioI8@_gEH~Ku_^r>_ ze<}ee1_=LCVnqV9d3|FJ)G_`;&23I^KMq|?adlKPjr5c&esm4v8~tvNJ1oePYZ3UU z^$ROCV|1WT05Q?pG4M(^@6}`8F2Wc_r}sup4DWc*z*&un4G#s>R=0XPQBGV#!~!-r zfH;}*brR;SvnnXoDUy2s#bIoM_IU}&W}aD+xeERTbHoB?t?IKyPV=nFO{JykSi3Q zN9;5Zpi7}7D#SV_=EzGftJ)0*3uy7tRI~oQvL<>)1Ud^T)hUWFgD|pHsv!<1%oFw_ zO5~3U>gGs;T{~8k`)=22+kY;j8_UQzPMKP)}e@XXSkcmSDF z0eY}HnI7pp+$F2CAFvo(;Yler(mOl%vS5D&y@+sA;!h9?$j_}25o5M}gOByG-q5_2 zKuU|@^f0PHll{G+k>gjMUqX0nPuOUI)l1?tIUwfmA+XId1+DKiyG}^AJx3EHpg#hE z{SEN;Sajlu5uh*u73{_ONsK|$iV_b_$D{=-3+1EI@ADNel@RRQl2vR5dfgwthHoqs5Vr2o=;~p0Qstuy9v%AzHA-Apc@ z@{(2UJTBxIS5+oxoAgpbk9@@mfE+fJnmi#vr(qGriAfK*^F0V8fUJUYh$4a;YFm8vvQc} z{iEA>TNM#Tt+&;iVL=RNuYmq_MtD}>+C|Vo4!z?rcEKxH0 z>Sb0j>bpigYIP@nstV-3`1rh{O%4kE6v*C%%CyOG`+guBha(;Sr-Y69CtAJIMV@Y# z=bTwW%|kQ)`QfKvoklDIrxId9!*w^BY7C|#Q#{h@0`vPm%3YvET@V39fobwoQSOL_`q`xdKO zRH!e{j5VBC@Li=dN_)VZdp(+!!1YK2D}oA+3Kv#O6EhaJQ_hDW)VI|}w9H$QAUe`G zZL}8#{3MG$f zbk4r$(D%tM{J$czzSuAu^!-|u$Fr}o&RH1#Q!g!khRYd}?rrm)cwZidb>8nqmEA;) zmhvIni8kx-?J;t%#z8v(6Y*FJ`i5zmlI3eLk2G||yG%f|LqzCq@-3i~01eW&GXs=)){hK2-o@;6P1LepdZTUFI{l?gATGVPK7fmT=tS7s)r{R_R)Y`};A zSup)aIQ{>=l+6V8a=nx=&Hz{{zv6Y2Ae`KkXKNxR5kgj-w6Y# zkjN*TmV%)9f4`+R@t_?K<1>3+QknFBNx^mf3#X+`Ai}c#J_G-$miC~tOWTnn0!Z1@ z_G}Ur*;qzB_x~@{&K?gQ7enTpYo4&Bln~5wHOLj4TF11$-(|-KLL2rNACc-rRQzTI zKzi~i^KpI{=Y#l2Mx4ZA@O$k6lb=L38?!jS$)Epx>knc^f2pI^go~{SA(6(6zlmj$ z!4on0U8meXxSw>WeCF=^tlNJ!oe%C;jFXsfxoAQL=?x$WQGej_1lRVW%UFQ7>`oVI zd-?M#yMXkOfJ-EhfaC_A#%6MpuZSOSJ+Y_Ob}lP$guMPv$|Ej$T6^fCg&oZ8x7$p} zar25QWq3L^*Vjw>6IHSVwC%cw{_+uc~!Y|YZcW*y;*9P4LfKu}hW@M%@c)U`S4t^PZ^^d>#S)Y{Jxq+@4g!iz` zI}jjQrqev0he_(ARgI(YX%%%okw?g4x>XB{9mDm$#!(4mhingNM|Sd0z}@Xy_wRuF z0%!SNDt6kjzu>3?pMB1w!`@$w7qa3MvYM%q&`y147}M)u>S+7OYh!x|=XRPgL>)=X zb1xV2V39m3+h=O~`FI`%R1oVarb-7q7VrR%F&M`pWN+ z7r2+*9P<=b6lZNVKG`?P4x}dA)0`!5Z!;=zqs1*fV4Kn==s9cn8_`G_%4x3m9F2K* zxy1LfTuMLI<6h1Nh9y*Sz}VRbrEEVH7MN6po0Z^U(c$nL5c3$%_5xrX-Io;iZQwB( zkceL+_t#IU1;0FnTr@pf=b$5)EMuT^u43LLpvd9L#o+3!cukrzLRWIH*M?w^rSaei z1^(`v-aK@WKQi)^>p?`iK8t(__-fn6{r7IU9x_sl7YU~SZ1yjB{~13dd^~h24y42% zUWKMQ?QMw4A|^WlDG zZtM`>VrFVxC)+OaO^YXIYbW_=T}zB&$-j|gdCDh2y*aCPOUS;~gU8b)f4zeAKLoTh ztZ|d~Q=ED$OGE7}svX&avdEuZ=|UgL-T%XqE!T|B0uA6;GHgrYJqIkEbA_#hux_ge zmzE=aoyO$wFJe3NsWpCXmpkY1fBpDj@{>eOG>zKpP>niPMTb|;>M;tTLnj%?B z%#*Ul82zKs?3YN~Lv|0H8APJx^dF|J+?km&!=`j&>0;nOz>*)H?NLGxTf|Y&z09(_ z81=i2ez_^D-$4k6LDJ;cQnv>0=EM11L(X$%d?e;{hY2Gj5_BVm>Ac+DKdE>eAwA?o zD)Eld3DVN?c%pn^wHLHM-5?_R)4czJRvM<(n>=s%;@tTjkQ~D`>U>XK@LsO(6;KgX;DA2=W55Qb&uO7@;h6C0w^x(vh&anIa7A^@knG%&cr z`cgiYH*Q-S|1O|`MmF(obHia7GVgNfMiXl`g1U@SjWKj& z!CuUTt4xBBYIF}Y!X@=>4f0pBT8^8@x7W)qkgOT?`sXsc{4jJZxwbdLjQAvmYy zVZFrR_&MC?G@b%tTP>_$?M#x3708ZU{GC;xDJ8T)0gQfJaZyOkNh;@YL^CG5I@NX= zAM~KKT)AEFf#CcjHavs2q;xjod2l=t@rn7ijWG_r8gbjRAeYYg?=ISTlRcql?8(!1 zk>+k&qc^Uk)Tj>iy1pzOZLtAwedt|qpM#6dhKZ4^!;a8*y{L<%O8X`eO9!d3e*{qs zo7@iU6Yg!!z+xGIAxoxVF1=EV@!z3F*{u7e#LD#@^a~FoG!SUnW*NV%tjtY{BRL1l zeu?i=joP+<#PK7Q3-29Mz5Fs{kD>a_A^;bnJ@>+}{jXtazBoE3Sv=+rqeK32p=Yn6 zr<^_vV;iJ`#Jmj%vn?}TYkqTQ(R*rAnW$076T!Q`jk{3&I^3{a`sZ&#v85DVyo4rBR>=|^i?|sUNRyvdqnz#3Nxs+F4P;3v#S45H?)1OouFTg_Ea;p$+fmS zkksuxgm|RrXTR<3mvd2na`)oOQ}!}*ls~5Y;4LQ!Upn8yy{}W|Mm!8<;B-M2D6OwFzUtqZ?)k$H*w08iV(ONZh)?+an0;|x?cs-z ze{yhsQs`fbqApE3`99|#hh3bmgME+STCa?}#qGs|+7 zofNj}#oBgUaEvf@Br%C&!#Ctvi+d(`4lR9gY`@drL!1#KSrec3qE2teaGM2bFyv!$ zWah#9DOOd(V)NryZVN62JY-?tu-Yo4M+$1zyW>K8{JhJnfBZ~rD>seY=Zh>Eb$)p3 zz2(wxt?xuJ{J?q@Y(U!YYfm}eA-ugfLT*^1lDn!hkFE`6AXK%GSL2p`;+8`~bwMcb zZqrnu=4ehT?%w7f%FD=r6-jkV&o%TMtaIuS*J0mhS8XznVo+P$xz38kUDOnWED+3} zpwuI;8yo(gsMEpW7O88Fy6*h7Q>AC9Y@qZxLfw}_>a5o^iEQj!9-hyg$-g;soyd1r zf1wwPJT9O4**dAFzJeE<^$2PdeHEtj{p7p(iBT9|FGvB<;#R}+A#J5KjLl*CJ@1>c zBeZ)w?k1BM-Q5LQ$|%knDxIIRU_k&^Z8W(FH?oZ)%O9QbjVIgd*FHWR69XI|rqd!g zz%S~`7`d5ADGPb!GP!iDW(G2QRL`$`l}Mk%^!?vWF;Dh~G=ARwMHzE_vK|vvY2< z$NiAhzW|WwcX1z|EhZBlbvd4p=w?fnmE;()>f8;zH$0-JH2w;;XWV6vZ}SABU8c>G zy3uxI6xYsKt!bpX$xByfm@wWig)<+_R6v9=sc^}mxarzDr!5sra5Jq?$`eoVFeHfP zG4st12KydRDc=8mO$E<)9X^W(ux(dT?75bQG!4&coFY3c%=EJneWael42Do=uK{l! zr6`G<`t&fZFIe9x6~_mcnnn-5prc{5I5#~Cp;{{v zzo(b5nOyRwkz$3zBZVKgh3!PR$*0hmOQALBH%me3{5MNMTPlNW#Z_Ac zQ%YA*?tpw{i$3$&d&12<;Lv43)frolvfE3Mg$E&xT+&jN_FU>b-WkRLP8d!vdf(pp zu6dkG^kR{ktxi4|pBqmF_b*O`LNJ|N>`0aa$DW&#hqP%rO(G5sUS?w7Wy+6gTr|2F z)_v!f>w6lS8v<6h079VFu^PYobsu!;abr8{uF@MGLNvM5Gl zAJ7%jCGJ*qr0Tv>7y8TRDlBhn4bw`7D3^R7Xjvj3pNeWN@bt$`@RrWXve7HIz#))r@a-z zc#kt?g+&+6u_!y^O3B!1H!e`5_K{A(*9s2Jzuy zRx(x_3!>Mqx*e<%>8Rhj!7%-b%cD>RiU}#Gpsf`$+>b354pCjk&VgpII0+B=-k$d4 zQIj=Te7RIjtKfjqouunkweu8zoG>l1?cmZlo^}(tU-|1M|9P_L4~!u4u#&xUnBA@4 zr>qnL6NfU|0|vOkf!Z2%Jv;c@(X^L_3M|l6#5LMKT1eZY|ATsIHMKlF>Y#(os-q+? zsj48aHloK?Z(6x+QM+25%(=>QEymF%fSSvNV_u{NeCDzsFMxnu$d4aK7&Rh)uPPRO zkf5%TG^OHN*%Ho}36lV+EJD<3a!C5%LHCh%VOVeMR{2}KWe1*ZujD3dR^}0S=ndSe z(%})gP}S8fY|$_K(MHa@!)5A+)5FgRw(dzm-eF}#d?i797WI6l#Nlf%B0K!H7m$frn@#ID{+sQu!of4+eVUy*@wBZsxn-Z5 zKIOqB-xzBfpL%zTO}sHSo~YmR9iv#7Fv;=vj~zD=YBQepPfH9ex6tSfFDI~hVJ3ab z!?UM3c|hgkck6-m$wHFq$LCU6jgIwn92D5<0Gkc<|1FFgV(qon}_QN$s z-^d`bqJq-3-o%z`W|zMJR6N}+qXt1r!O0lVv#Te`f`#OqrhEW|hs}H1T#>!lkupnV*uE4n{RyIN@*8WD#i#w@JV4uCpKL$ZG)ZAtMo1i?8je^8<1z05TI z^1brCia3_R{P;)*eCqH^f{#(dq>dc8!SDn&tgP2!qZMd7-2xkXygKSJ;^$ZQX6*Fz z$aT*@Y1E0iY-cfl5aUp#Y1U}o7j`9r4htNxL*ybD;F62kZq7#tey3`;r{}eqbO8q- z+PA@TOXz6v*+0N}%nSTg9vb>%!Y&Sn@H1FB>j@W+f{h$GnFqFZI!JCDl^dCU3n}e z(v(bJ<1d$w20{q@)0;qIxYHp*dE%XZ( zWuYsMJlOp1ubHmi>&^*}OLR-#Somp^+!R&FMSmM2zAwJM!RR1Xtqe})dtwL<=F$%m z^DJXFru;^V27AB8Hgpf}Kx(@l*GF#a1kO$#!7xRnDb{SMna^U^tK~+Sst)4aX}*ny zl)TVy56jKktfTc}gxr+wr~gP>xchJ+UOl2`b$E1k8s#sS#9tNp$}Kv4qKDl0`W&u~ z@#=|h1L$ImzmTZ|*6=(x58{9pH=M_!B-`o_9&OL>103E@+&EEySBSUu!1IJ7KOfs> z<2KlvJri4hhlYG526^`ko4+6ez+^*YD}xVuJxULWdV-Qj3QR2U;E8Z3fXN;u1SaV9 zB$4gyWHMRf+iAFi0&oV%wGT)(90zHE|gOGh%n6*yy z9H{C@wZQi`{@WxV+6J^W31m3pUF{&E?lkfw3gQrEaZ#F4`zrKXnNU~h3d73FjR;;p zhJCgLs^5xAJx2$+&2-z+7vk^}Jw&5}I{kpog zHSWwp6k}W=Io@|6cc}JuB!i7_1|5X>{icw=QgKo$DdxR1@V|VpLR&1!9>wuG$7~wP5GsO%~U>!-_hy0zf06Q7Txxt zu5$Snc?!DmJYsc7llH6k$JD?TzhIQs59UPC76)KXPrEA=Y`~FGZEvezihA>H1Ex*g z!Qu+|CwVgIz8!pjtK)tabG?x1iFs+4+zjoqaN1~tZ^?tpTNNVLOyJ63pd7fJ36k&c zHTa8rB+L7;yH8h^mtn~%7Z)eo?WQYUdyoVEXs0B{_oyqzTKrRxi>qLOtI5 zK@UZ|S)xo^B_Wo73_$ZKcD3Q@Ri!|=zp6>#Ce@$=Rr8$Cf{|8>{sg(c!yHdYLuHAc z&+t|5l-Sz9QPX~}9U3xf=GN=A{Ge1dXh{f4`?h!J;7Twe0Ag~SxjPxZ-_C#YvgE5c zWgn|IuzT*{w2wLiz(f9#f^J)Yk&qcSM7$lp+TQZd?+1-rueVuAewZ;Sa(yqnCm}8y z>e6wW>qpU`OuAhip8{RmGS=oE_rKMAN-bhzt%kh4;2GI4jFDBWY6AuZ1EF6?H``ie z4;tZltPm`N@1-;GV|bP+n=c>%CqTig(Jm{#6Rt;2?u$(t(@Mp@!}t@b6E-(5t(aQl zKiZ77Sp4`pdYNmC!Y`yYIc!cP+@`kK=I-w$wtihoMtK^!_;S4sn3oaJPt+4NU=0se zo6BH=q>U8ExBDAo*Tb>veIAG?A5VXfd-2SLWQR1X?0{Vb`VlWtqJhZ|mec1)P8#>d z*XN9+xd41+c)1?EcQV>bPPfC&`_sc>ca|}^b@ z_Hyr4++g0iLeM_D+~vgnNye;0rT$oSocxmRcl7C;EMNH|?>~00j2My;q%!qkp-z#v zTHg&k4qr9^)}DvXtZN|2w&ePHm>9{RKjyJyRe1>sn@DG2wat3qQ&R+7!1*MJHnSg4 zO-kuVN0Y~R^kKduegz@499zEYd?M+_)Jbf2A=D&3d)F6Bs0D47%*6S2(AyO)3j`ce zk&U)oaC=p9zaC^V>mN^IE3o}7roCgHffwRL!=y_!GDzCXIIUk-O%mO%_EO%mSfJd1 za5eZb>6NU(S0`?ATUfdKCkbTjK#mDI@bds`z>;9H(gMQi;dIcc#IlLAi)Gk=`Sd>o zAT;DV6L=rE)*EyQfIm$!Kb9M(P$@cb9k1m-$+!{vlojk-E-i!xYYH8|Zfz#t-kq+z zRde}R*S3@k082OSHQ+lyD}I>z^dJ~{^i>(V{OhXFkC?FPu)NBh4XZ|_1i4N$*C@${N+l2|amN<*wM#*zqWYBL_a z%>*(_Qq}6vTjwCy z`Y6VPmf@Z_CwPdO{2N9p&2(X;k)>tJh2+i_M6t?e9=Fy*{b+v60BpMBf((9Q+aZJS zZv}SkD12jr4C;`xrj7>Ml>57B?Cb2DXS|tSvddX^IJX|*fRJszUFTwKUoEeqIF?=r zZd{g9?tWM=Xkj-A6I`V5X&{t#I!ul_6p>&7VKCrG2|nFD>zp*@x~*PhR=L_A z{l;Z}3uOBgI9E9enC?+dTo>-s6%Vud3R}cI;gQLG!tNCJ{)HHZ!Sa~yG~3M2Mz{#t zqLNbj!Js_uNqYmPL6&_kvQ2NDyq`CcO}6i=DP3~o^f=ESI9p6FrvEbo{?ejQ5Z!BXTjQ@G9#lGA-k#TC8~H2_>7(*$ z-R~8O9e&=SBaqx?!QI+~Ryp##L)+X2BLMfLCY{mc6Q^P;d=AZ6JM)tD?Hn6Zs1S}o zWviRs4G(naEY<3>b6g&~3EQ6;lwj;8Y>iNw8dT-Xk`kyfJcsU-y^C-`00Z<&TI_6u z9qjASk(o2|r{0;1QJH+#tK+cNMu5Yzs`v;u?0vF(rg83}^v|#!RcZywRC3X*4eK>P z|9Ac&&G<55)Um36TP(K>&CVQYmw5X~4y;yBES$<;k^qoo9JlKfR?6cPf|m=O*<~!w zgP_hIC6G;s@3d&ht4u;)s)S}(D-_U~dMTAwul9NsOM5fg=usAXGRYR$bN+aJy|A)) z@BsBSujIgL-7wZa#v|HEqoKGeI@vXERoHu7Eui+L+{FA0))IntEa^@I5|nTjXZHrL zTzooQ{u%s~cghNW24o7TRF!vz;omRwK8 zfN9)%GGt@O+LLV1l+@6n1*oV;1A;czPYwyMATatimiJ>>Xl%I`jS(h>;F1zye6FQd zpbaIDBO8yth>h)MpgipCZOSr0j9pLg`0_kn?+h`1P+HG>Q`rpD-;t<1V(YeP80!M{-0&8qSD)x@@R zKw?r`q7k_;k?k_EEgajkR4{(eNDJyQI&aXXFt4k!ZD=x6zxIVJpu(#S%b+~aR;Hw2 ze4>Qa=u2?nO$a}-qmHotlanETX+f!eFL<^yHjim_#s_69y6gH}D~w_wYo){i!m>wD z<6`1?j>3yp_qaI+sf3kE@d>BiEsf}ka9t#wWzN`=W)uqx~c#c77UVYAJn>*Gjs~49!{X}0)*JcY+fEqo&*7y zNbk2Rd>}@Hbq)%V*e04Z|KyUC)5JoHS0>u-ive&%{{vKD*Qfl(L|CBz)U9Dau!n>5 z*LMK)Z}bqUuPW|Cv2P_;mVV;`g02#ZlOY!A8(IYE0SemvpCh>cW9avPTks{&>@I8Gbn29sBa4eO zJb&C0LjyV@zhm>K9u-=fKe;N-D0aAtuC!I~ibAi!CtF6(>6OpjHIw8J@1`EeR7E^L zs`~5*1}!+i-P_OdIpP4)EF7oseCIdTrr=;o|KaZO-aesQN@+R7_X)O7VK0e>LQ|%D zwg5ISQdll4uO%q(;cqr=z7(PXdoy*jsGxA>6-4_rI6uh; zPu5u^U#-G{#XT{yIQBR~ym|V=`8)ub1()omirQHt`8c< zd-{MdoQf1{bNBXTu=5Adwd=3bu{J}XyC&G7Gjbf8|B-w10K3O7WpXXji^rH$@~hw1 z>VaRsFwLK^nqG{f1eG8`mdJdg3#686M4zp?bw36*eC-?v!4-j%I&f}TEwxIrS;lhz7Y8zf22($Tj`BjY@QO?GqUrih;0SH6Ms5VY5|g+7uPe~wQGPM223t?2q@`)>k$`U4)QCer~r$c zNZ9Sv8pwM^6?IUpn+ZB-bgWkEE_L`f+x+N#iPz{xJ{`6$0Ux)lwu+xPFY0mbF?jw`t?lcI)L<)Un0P)x} zZD}hZ$b_8z81yiM97-7VB~i-s6PAC5Ky_Jol$u;HAKgF+i~G1_gc#Ijj{ZNKhi)r6@)zwS%z_1-U-wE)X>akzH!ri3wfbluB$t_vSr zyLLsAtCrGfshGwGr-$sVC6dTe%+og$hx1afNYQ~YE)?v8f%IF^V)kRAWs)p(wjHIw ze>2$Oaadv?60lC9rj)qLlhm=gcDPl6Numel3sy9lIO~|mw4q-8wZm02jOE@qV1W>0 zg3t-}{F|LDf;C1&U)scotyt}>yk#^F^mj`~0&bqasQNh2#Ht!-a4bizrZAl;T}36E zNlV~BFHIVxj70qqDL>+I6w8GHwaM=>5pML1cP@L}^t66%>+R0BZ zXI#iTlkQmLSeFPLiRR;5=F2w&HIix=w*-d)%7eOf$L@DsnteUzRWe2&S)yQS@A6D@ z75Jz5bTJlYboNmV8v5rIkGp;i!cBhhIy}LML-PwuJ?OFS+XD(wgs1PPsOy04hdrs( z+XlDolPJfNf^`C4f72mp zrn=$`Xrslt%$)*fO%P1YZup%Slbj32`*KmHj^%E8eBL?yD32g~S~!VG;g&(Cd5MV; zHTI8|;@gKZeW=b_&*OTqU#4SHY(K=(>^{3IjU>!A{ZVu($#p5V4%%;X(Cgn+nL~8m zj9^m9Ujn9&;KhPy`1fKMA@{&2C-nct1wi^)lInNIUOAtb3fzE)@x&lZw3;{BRm_k9 zY}BO`SOaw=A9l}DO}Y-_mfm~G$$C_%^Z4!B4XVfkk;kZKI;P2N-L%p_u|1z-^AmBR z#a9s9((4U^8WU;%7oo@;*ZvW{fDEA>*A?{0?0Mz67(_X7PV8KK;ER!tCe=Md1HGlS z>u{=a`}tjHv#Eoj-uT|G4M!zq8e!u8LjBao36q9t*V!MVS)-2nP@5lHI3U$JCChl! zQqrC9q+?|>AhI}1z)2%lSbW;VZCUTCvNtA!W?p&WyHr50L)jZ>S?+s^;NTz#y|`Oc7Jo zz|U&10~U8#sk5e&LDK1+&-~L=EWDR=eKJ#;$=qpAQ6~Jp%@fx;I%V-OP(8n;kYC?M zl@@3pxu+8uRd4FB^mc8nFN0}O7BkRUS-hO$oO_yvW|!6dLTWAO>@m*=-Qs1I-OxMp z;n!!obch(2tC0s2Wr@w1tTS1d=M0#MHocLdRhqS4)w!fgRMFYd2eQ}|8#68|b{Mu) z-n=f_SWbcZ%M_Vc3txZ-6e1VAi+J{d!$xoe4#=o+fyrIJI0Lxw+vKp5H;)mp2#FF6MhkHI)$jH*@Fcg6%Rwnrql%dH{#k7~#2xA2Ml<}=$&*CmicY)|uu zc~obuTPm*=Eme;U&Ysvr#R1J?jiH`~NcAG8qxO>wD9x%+E-B?^ZJ`rRT|Ffn3>vbroGz?KVrR%0&vs33GE>GwQk_1{f5&62OPMY+F|y3<6Iv20=3dlkiaAm4 zm?lp)Ii%W??Kr4q0=7#Xo;ug5)hW%g>_(y*=Q}IJ|GJ|^;#)+jlRsYlC!qJ%Px2Zw zRk4HGsmf^KgdfwpG@bcam(&?FEExW7*P+h_|41?Wz`s>~Z?17i0MfE%cyLg%<(@yJ zlN0$;g6MP9vi!@Qd*^I&cLQ{rNG`gp%9mArG8a2%efBjx zGIK2C&~r*=g?*y^86bc!wYVqn_mV$>oK{(sn3pnC$hNmO}4W5QHtmEG< zOV1+C<=U}&3Eah&`Bw^;5@={dW)C&s{H-#;yVjV+@L$&VKUV$NX1SA{U(Co;}`M8VD0f;P#nV_I6^tL0TnnJclH`9J+E*W5jJd@<*Sk?o2o6OFx1bw zE%a*s;n^x9ekYMWrolub*Ap#`$qIAG{&F#G2*UTF|5X_da0oBUo4V0lZDiQfaFM^# zMqkPfbv7OBO$GxUv}3aNIRcsl=J;hZQ)=<{Tlq9f~=}c)hn}*{{iRp>u>-7 diff --git a/docs/reference/as.mo.html b/docs/reference/as.mo.html index b3818aa3..982f5f61 100644 --- a/docs/reference/as.mo.html +++ b/docs/reference/as.mo.html @@ -334,7 +334,7 @@ When using allow_uncertain = TRUE (which is the default setting), i

The artificial intelligence takes into account microbial prevalence of pathogens in humans. It uses three groups and every (sub)species is in the group it matches first. These groups are:

  • 1 (most prevalent): class is Gammaproteobacteria or genus is one of: Enterococcus, Staphylococcus, Streptococcus.

  • -
  • 2: phylum is one of: Proteobacteria, Firmicutes, Actinobacteria, Sarcomastigophora or genus is one of: Aspergillus, Bacteroides, Candida, Capnocytophaga, Chryseobacterium, Cryptococcus, Elisabethkingia, Flavobacterium, Fusobacterium, Giardia, Leptotrichia, Mycoplasma, Prevotella, Rhodotorula, Treponema, Trichophyton.

  • +
  • 2: phylum is one of: Proteobacteria, Firmicutes, Actinobacteria, Sarcomastigophora or genus is one of: Aspergillus, Bacteroides, Candida, Capnocytophaga, Chryseobacterium, Cryptococcus, Elisabethkingia, Flavobacterium, Fusobacterium, Giardia, Leptotrichia, Mycoplasma, Prevotella, Rhodotorula, Treponema, Trichophyton, Ureaplasma.

  • 3 (least prevalent): all others.

Group 1 contains all common Gram negatives, like all Enterobacteriaceae and e.g. Pseudomonas and Legionella.

diff --git a/man/as.mo.Rd b/man/as.mo.Rd index a2ed36a4..81eb4b9d 100644 --- a/man/as.mo.Rd +++ b/man/as.mo.Rd @@ -105,7 +105,7 @@ Use \code{mo_renamed()} to get a vector with all values that could be coerced ba The artificial intelligence takes into account microbial prevalence of pathogens in humans. It uses three groups and every (sub)species is in the group it matches first. These groups are: \itemize{ \item{1 (most prevalent): class is Gammaproteobacteria \strong{or} genus is one of: \emph{Enterococcus}, \emph{Staphylococcus}, \emph{Streptococcus}.} - \item{2: phylum is one of: Proteobacteria, Firmicutes, Actinobacteria, Sarcomastigophora \strong{or} genus is one of: \emph{Aspergillus}, \emph{Bacteroides}, \emph{Candida}, \emph{Capnocytophaga}, \emph{Chryseobacterium}, \emph{Cryptococcus}, \emph{Elisabethkingia}, \emph{Flavobacterium}, \emph{Fusobacterium}, \emph{Giardia}, \emph{Leptotrichia}, \emph{Mycoplasma}, \emph{Prevotella}, \emph{Rhodotorula}, \emph{Treponema}, \emph{Trichophyton}.} + \item{2: phylum is one of: Proteobacteria, Firmicutes, Actinobacteria, Sarcomastigophora \strong{or} genus is one of: \emph{Aspergillus}, \emph{Bacteroides}, \emph{Candida}, \emph{Capnocytophaga}, \emph{Chryseobacterium}, \emph{Cryptococcus}, \emph{Elisabethkingia}, \emph{Flavobacterium}, \emph{Fusobacterium}, \emph{Giardia}, \emph{Leptotrichia}, \emph{Mycoplasma}, \emph{Prevotella}, \emph{Rhodotorula}, \emph{Treponema}, \emph{Trichophyton}, \emph{Ureaplasma}.} \item{3 (least prevalent): all others.} } diff --git a/vignettes/benchmarks.Rmd b/vignettes/benchmarks.Rmd index 46b94f6a..cf2891d9 100755 --- a/vignettes/benchmarks.Rmd +++ b/vignettes/benchmarks.Rmd @@ -44,9 +44,9 @@ But the calculation time differs a lot. Here, the AI effect can be reviewed best S.aureus <- microbenchmark(as.mo("sau"), as.mo("stau"), as.mo("staaur"), + as.mo("STAAUR"), as.mo("S. aureus"), as.mo("S. aureus"), - as.mo("STAAUR"), as.mo("Staphylococcus aureus"), times = 10) print(S.aureus, unit = "ms", signif = 3) @@ -54,32 +54,31 @@ print(S.aureus, unit = "ms", signif = 3) In the table above, all measurements are shown in milliseconds (thousands of seconds). A value of 10 milliseconds means it can determine 100 input values per second. It case of 50 milliseconds, this is only 20 input values per second. The second input is the only one that has to be looked up thoroughly. All the others are known codes (the first is a WHONET code) or common laboratory codes, or common full organism names like the last one. -To achieve this speed, the `as.mo` function also takes into account the prevalence of human pathogenic microorganisms. The downside is of course that less prevalent microorganisms will be determined less fast. See this example for the ID of *Mycoplasma leonicaptivi* (`B_MYCPL_LEO`), a bug probably never found before in humans: +To achieve this speed, the `as.mo` function also takes into account the prevalence of human pathogenic microorganisms. The downside is of course that less prevalent microorganisms will be determined less fast. See this example for the ID of *Thermus islandicus* (`B_THERMS_ISL`), a bug probably never found before in humans: ```{r} -M.leonicaptivi <- microbenchmark(as.mo("myle"), - as.mo("mycleo"), - as.mo("M. leonicaptivi"), - as.mo("M. leonicaptivi"), - as.mo("MYCLEO"), - as.mo("Mycoplasma leonicaptivi"), +T.islandicus <- microbenchmark(as.mo("theisl"), + as.mo("THEISL"), + as.mo("T. islandicus"), + as.mo("T. islandicus"), + as.mo("Thermus islandicus"), times = 10) -print(M.leonicaptivi, unit = "ms", signif = 3) +print(T.islandicus, unit = "ms", signif = 3) ``` -That takes `r round(mean(M.leonicaptivi$time, na.rm = TRUE) / mean(S.aureus$time, na.rm = TRUE), 1)` times as much time on average! A value of 100 milliseconds means it can only determine ~10 different input values per second. We can conclude that looking up arbitrary codes of less prevalent microorganisms is the worst way to go, in terms of calculation performance. +That takes `r round(mean(T.islandicus$time, na.rm = TRUE) / mean(S.aureus$time, na.rm = TRUE), 1)` times as much time on average. A value of 100 milliseconds means it can only determine ~10 different input values per second. We can conclude that looking up arbitrary codes of less prevalent microorganisms is the worst way to go, in terms of calculation performance. Full names (like *Thermus islandicus*) are almost fast - these are the most probable input from most data sets. -In the figure below, we compare *Escherichia coli* (which is very common) with *Prevotella brevis* (which is moderately common) and with *Mycoplasma leonicaptivi* (which is very uncommon): +In the figure below, we compare *Escherichia coli* (which is very common) with *Prevotella brevis* (which is moderately common) and with *Thermus islandicus* (which is very uncommon): ```{r} par(mar = c(5, 16, 4, 2)) # set more space for left margin text (16) -boxplot(microbenchmark(as.mo("M. leonicaptivi"), - as.mo("Mycoplasma leonicaptivi"), - as.mo("P. brevis"), +boxplot(microbenchmark(as.mo("Thermus islandicus"), as.mo("Prevotella brevis"), - as.mo("E. coli"), as.mo("Escherichia coli"), + as.mo("T. islandicus"), + as.mo("P. brevis"), + as.mo("E. coli"), times = 50), horizontal = TRUE, las = 1, unit = "s", log = FALSE, xlab = "", ylab = "Time in seconds", @@ -94,12 +93,18 @@ Repetitive results mean that unique values are present more than once. Unique va ```{r, message = FALSE} library(dplyr) -# take 500,000 random MO codes from the septic_patients data set -x = septic_patients %>% - sample_n(500000, replace = TRUE) %>% - pull(mo) +# take all MO codes from the septic_patients data set +x <- septic_patients$mo %>% + # keep only the unique ones + unique() %>% + # pick 50 of them at random + sample(50) %>% + # paste that 10,000 times + rep(10000) %>% + # scramble it + sample() -# got the right length? +# got indeed 50 times 10,000 = half a million? length(x) # and how many unique values do we have? @@ -111,7 +116,7 @@ run_it <- microbenchmark(mo_fullname(x), print(run_it, unit = "ms", signif = 3) ``` -So transforming 500,000 values (!) of `r n_distinct(x)` unique values only takes `r round(median(run_it$time, na.rm = TRUE) / 1e9, 2)` seconds (`r as.integer(median(run_it$time, na.rm = TRUE) / 1e6)` ms). You only lose time on your unique input values. +So transforming 500,000 values (!!) of `r n_distinct(x)` unique values only takes `r round(median(run_it$time, na.rm = TRUE) / 1e9, 2)` seconds (`r as.integer(median(run_it$time, na.rm = TRUE) / 1e6)` ms). You only lose time on your unique input values. ### Precalculated results