From 62e6f41961daf60fe933fb20863ecbc81901ad27 Mon Sep 17 00:00:00 2001 From: "Matthijs S. Berends" Date: Wed, 29 May 2019 00:36:48 +0200 Subject: [PATCH] website update --- R/age.R | 18 +- docs/articles/AMR.html | 444 +++++++++--------- .../AMR_files/figure-html/plot 1-1.png | Bin 35975 -> 35998 bytes .../AMR_files/figure-html/plot 3-1.png | Bin 19260 -> 19258 bytes .../AMR_files/figure-html/plot 4-1.png | Bin 69007 -> 69001 bytes .../AMR_files/figure-html/plot 5-1.png | Bin 50774 -> 50777 bytes docs/articles/EUCAST.html | 2 +- docs/articles/G_test.html | 2 +- docs/articles/MDR.html | 56 +-- docs/articles/SPSS.html | 2 +- docs/articles/WHONET.html | 2 +- docs/articles/ab_property.html | 2 +- docs/articles/benchmarks.html | 74 +-- .../figure-html/unnamed-chunk-5-1.png | Bin 27313 -> 27044 bytes docs/articles/freq.html | 156 ++---- docs/articles/mo_property.html | 2 +- docs/articles/resistance_predict.html | 2 +- docs/reference/AMR-deprecated.html | 2 +- docs/reference/AMR.html | 2 +- docs/reference/WHOCC.html | 2 +- docs/reference/WHONET.html | 2 +- docs/reference/ab_property.html | 2 +- docs/reference/age.html | 2 +- docs/reference/age_groups.html | 2 +- docs/reference/antibiotics.html | 2 +- docs/reference/as.ab.html | 2 +- docs/reference/as.atc.html | 2 +- docs/reference/as.disk.html | 2 +- docs/reference/as.mic.html | 2 +- docs/reference/as.mo.html | 2 +- docs/reference/as.rsi.html | 2 +- docs/reference/atc_online.html | 2 +- docs/reference/availability.html | 2 +- docs/reference/catalogue_of_life.html | 2 +- docs/reference/catalogue_of_life_version.html | 2 +- docs/reference/count.html | 2 +- docs/reference/eucast_rules.html | 2 +- docs/reference/filter_ab_class.html | 2 +- docs/reference/first_isolate.html | 2 +- docs/reference/freq.html | 2 +- docs/reference/g.test.html | 2 +- docs/reference/ggplot_rsi.html | 2 +- docs/reference/guess_ab_col.html | 2 +- docs/reference/join.html | 2 +- docs/reference/key_antibiotics.html | 2 +- docs/reference/kurtosis.html | 2 +- docs/reference/like.html | 2 +- docs/reference/mdro.html | 2 +- docs/reference/microorganisms.codes.html | 2 +- docs/reference/microorganisms.html | 2 +- docs/reference/microorganisms.old.html | 2 +- docs/reference/mo_property.html | 2 +- docs/reference/mo_source.html | 2 +- docs/reference/p.symbol.html | 2 +- docs/reference/portion.html | 2 +- docs/reference/read.4D.html | 2 +- docs/reference/resistance_predict.html | 2 +- docs/reference/rsi_translation.html | 2 +- docs/reference/septic_patients.html | 2 +- docs/reference/skewness.html | 2 +- docs/reference/translate.html | 2 +- man/age_groups.Rd | 10 +- vignettes/freq.Rmd | 36 +- 63 files changed, 414 insertions(+), 482 deletions(-) diff --git a/R/age.R b/R/age.R index 47e1e502..26dbaa2a 100755 --- a/R/age.R +++ b/R/age.R @@ -50,8 +50,8 @@ age <- function(x, reference = Sys.Date()) { as.integer(years_gap)) if (any(ages < 0, na.rm = TRUE)) { - warning("NAs introduced for ages below 0.") ages[ages < 0] <- NA_integer_ + warning("NAs introduced for ages below 0.") } if (any(ages > 120, na.rm = TRUE)) { warning("Some ages are > 120.") @@ -71,7 +71,7 @@ age <- function(x, reference = Sys.Date()) { #' The default is to split on young children (0-11), youth (12-24), young adults (25-54), middle-aged adults (55-74) and elderly (75+).} #' \item{A character:} #' \itemize{ -#' \item{\code{"children"}, equivalent of: \code{c(0, 1, 2, 4, 6, 13, 18)}. This will split on 0, 1, 2-3, 4-5, 6-12, 13-17 and 18+.} +#' \item{\code{"children"} or \code{"kids"}, equivalent of: \code{c(0, 1, 2, 4, 6, 13, 18)}. This will split on 0, 1, 2-3, 4-5, 6-12, 13-17 and 18+.} #' \item{\code{"elderly"} or \code{"seniors"}, equivalent of: \code{c(65, 75, 85)}. This will split on 0-64, 65-74, 75-84, 85+.} #' \item{\code{"fives"}, equivalent of: \code{1:20 * 5}. This will split on 0-4, 5-9, 10-14, ..., 90-94, 95-99, 100+.} #' \item{\code{"tens"}, equivalent of: \code{1:10 * 10}. This will split on 0-9, 10-19, 20-29, ... 80-89, 90-99, 100+.} @@ -107,17 +107,15 @@ age <- function(x, reference = Sys.Date()) { #' # resistance of ciprofloxacine per age group #' library(dplyr) #' septic_patients %>% -#' mutate(first_isolate = first_isolate(.)) %>% -#' filter(first_isolate == TRUE, -#' mo == as.mo("E. coli")) %>% +#' filter_first_isolate) %>% +#' filter(mo == as.mo("E. coli")) %>% #' group_by(age_group = age_groups(age)) %>% -#' select(age_group, -#' CIP) %>% +#' select(age_group, CIP) %>% #' ggplot_rsi(x = "age_group") age_groups <- function(x, split_at = c(12, 25, 55, 75)) { if (is.character(split_at)) { split_at <- split_at[1L] - if (split_at %like% "^(child|kid)") { + if (split_at %like% "^(child|kid|junior)") { split_at <- c(0, 1, 2, 4, 6, 13, 18) } else if (split_at %like% "^(elder|senior)") { split_at <- c(65, 75, 85) @@ -133,10 +131,12 @@ age_groups <- function(x, split_at = c(12, 25, 55, 75)) { } split_at <- sort(unique(split_at)) if (!split_at[1] == 0) { + # add base number 0 split_at <- c(0, split_at) } + split_at <- split_at[!is.na(split_at)] if (length(split_at) == 1) { - # only 0 available + # only 0 is available stop("invalid value for `split_at`.") } diff --git a/docs/articles/AMR.html b/docs/articles/AMR.html index 2519e790..b66f2e0c 100644 --- a/docs/articles/AMR.html +++ b/docs/articles/AMR.html @@ -40,7 +40,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 @@ -334,69 +334,69 @@ -2016-12-11 -T9 +2010-08-30 +X2 Hospital B -Escherichia coli -R +Staphylococcus aureus +S S S S F -2013-02-14 -A3 -Hospital B -Escherichia coli -S -S -R -S -M - - -2011-05-14 -W4 -Hospital D -Streptococcus pneumoniae -R -S -S -S -F - - -2010-02-09 -G3 -Hospital C -Escherichia coli -R -S -R -S -M - - -2016-04-24 -B7 +2015-08-09 +E8 Hospital A -Escherichia coli +Staphylococcus aureus +R S -I S S M + +2014-05-04 +M8 +Hospital D +Staphylococcus aureus +R +S +R +S +M + -2010-02-20 -L7 +2013-05-31 +J10 +Hospital B +Staphylococcus aureus +R +R +S +S +M + + +2014-07-13 +H9 Hospital C -Escherichia coli +Streptococcus pneumoniae +S +S R +S +M + + +2015-03-14 +I6 +Hospital D +Staphylococcus aureus R S S +S M @@ -418,8 +418,8 @@ # # Item Count Percent Cum. Count Cum. Percent # --- ----- ------- -------- ----------- ------------- -# 1 M 10,367 51.8% 10,367 51.8% -# 2 F 9,633 48.2% 20,000 100.0% +# 1 M 10,432 52.2% 10,432 52.2% +# 2 F 9,568 47.8% 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 %>%
@@ -449,14 +449,14 @@
 # Pasteurella multocida (no new changes)
 # Staphylococcus (no new changes)
 # Streptococcus groups A, B, C, G (no new changes)
-# Streptococcus pneumoniae (1390 new changes)
+# Streptococcus pneumoniae (1464 new changes)
 # Viridans group streptococci (no new changes)
 # 
 # EUCAST Expert Rules, Intrinsic Resistance and Exceptional Phenotypes (v3.1, 2016)
-# Table 01: Intrinsic resistance in Enterobacteriaceae (1264 new changes)
+# Table 01: Intrinsic resistance in Enterobacteriaceae (1265 new changes)
 # Table 02: Intrinsic resistance in non-fermentative Gram-negative bacteria (no new changes)
 # Table 03: Intrinsic resistance in other Gram-negative bacteria (no new changes)
-# Table 04: Intrinsic resistance in Gram-positive bacteria (2725 new changes)
+# Table 04: Intrinsic resistance in Gram-positive bacteria (2753 new changes)
 # Table 08: Interpretive rules for B-lactam agents and Gram-positive cocci (no new changes)
 # Table 09: Interpretive rules for B-lactam agents and Gram-negative rods (no new changes)
 # Table 11: Interpretive rules for macrolides, lincosamides, and streptogramins (no new changes)
@@ -464,24 +464,24 @@
 # Table 13: Interpretive rules for quinolones (no new changes)
 # 
 # Other rules
-# Non-EUCAST: amoxicillin/clav acid = S where ampicillin = S (2301 new changes)
-# Non-EUCAST: ampicillin = R where amoxicillin/clav acid = R (114 new changes)
+# Non-EUCAST: amoxicillin/clav acid = S where ampicillin = S (2272 new changes)
+# Non-EUCAST: ampicillin = R where amoxicillin/clav acid = R (108 new changes)
 # Non-EUCAST: piperacillin = R where piperacillin/tazobactam = R (no new changes)
 # Non-EUCAST: piperacillin/tazobactam = S where piperacillin = S (no new changes)
 # Non-EUCAST: trimethoprim = R where trimethoprim/sulfa = R (no new changes)
 # Non-EUCAST: trimethoprim/sulfa = S where trimethoprim = S (no new changes)
 # 
 # --------------------------------------------------------------------------
-# EUCAST rules affected 6,521 out of 20,000 rows, making a total of 7,794 edits
+# EUCAST rules affected 6,521 out of 20,000 rows, making a total of 7,862 edits
 # => added 0 test results
 # 
-# => changed 7,794 test results
-#    - 125 test results changed from S to I
-#    - 4,678 test results changed from S to R
-#    - 1,070 test results changed from I to S
-#    - 286 test results changed from I to R
-#    - 1,620 test results changed from R to S
-#    - 15 test results changed from R to I
+# => changed 7,862 test results
+#    - 112 test results changed from S to I
+#    - 4,682 test results changed from S to R
+#    - 1,085 test results changed from I to S
+#    - 303 test results changed from I to R
+#    - 1,657 test results changed from R to S
+#    - 23 test results changed from R to I
 # --------------------------------------------------------------------------
 # 
 # Use verbose = TRUE to get a data.frame with all specified edits instead.
@@ -509,8 +509,8 @@ # 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 5,627 first isolates (28.1% of total) -

So only 28.1% is suitable for resistance analysis! We can now filter on it with the filter() function, also from the dplyr package:

+# => Found 5,661 first isolates (28.3% of total) +

So only 28.3% 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:

@@ -536,8 +536,8 @@ 1 -2010-03-09 -J4 +2010-01-13 +L3 B_ESCHR_COL S S @@ -547,30 +547,30 @@ 2 -2010-03-19 -J4 +2010-02-27 +L3 B_ESCHR_COL +S +S +R R -S -S -S FALSE 3 -2010-03-31 -J4 +2010-04-07 +L3 B_ESCHR_COL S S -R +S S FALSE 4 -2010-05-07 -J4 +2010-08-07 +L3 B_ESCHR_COL R S @@ -580,10 +580,10 @@ 5 -2010-06-21 -J4 +2010-08-09 +L3 B_ESCHR_COL -I +R S S S @@ -591,21 +591,21 @@ 6 -2010-07-10 -J4 +2010-09-28 +L3 B_ESCHR_COL S S -R +S S FALSE 7 -2010-11-26 -J4 +2010-10-07 +L3 B_ESCHR_COL -S +R S R S @@ -613,19 +613,19 @@ 8 -2010-12-04 -J4 +2010-12-15 +L3 B_ESCHR_COL +S +S R S -S -S FALSE 9 -2011-03-19 -J4 +2011-10-03 +L3 B_ESCHR_COL S S @@ -635,8 +635,8 @@ 10 -2011-05-16 -J4 +2011-12-06 +L3 B_ESCHR_COL S S @@ -657,7 +657,7 @@ # 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 15,074 first weighted isolates (75.4% of total) +# => Found 15,116 first weighted isolates (75.6% of total) @@ -674,8 +674,8 @@ - - + + @@ -686,32 +686,32 @@ - - + + + + + - - - - - + + - + - - + + @@ -722,10 +722,10 @@ - - + + - + @@ -734,44 +734,44 @@ - - + + - + - - + + - + - + - - + + + + - - - - + + @@ -782,8 +782,8 @@ - - + + @@ -794,11 +794,11 @@
isolate
12010-03-09J42010-01-13L3 B_ESCHR_COL S S
22010-03-19J42010-02-27L3 B_ESCHR_COLSSR RSSS FALSE TRUE
32010-03-31J42010-04-07L3 B_ESCHR_COL S SRS S FALSE TRUE
42010-05-07J42010-08-07L3 B_ESCHR_COL R S
52010-06-21J42010-08-09L3 B_ESCHR_COLIR S S S
62010-07-10J42010-09-28L3 B_ESCHR_COL S SRS S FALSE TRUE
72010-11-26J42010-10-07L3 B_ESCHR_COLSR S R S FALSEFALSETRUE
82010-12-04J42010-12-15L3 B_ESCHR_COLSS R SSS FALSE TRUE
92011-03-19J42011-10-03L3 B_ESCHR_COL S S
102011-05-16J42011-12-06L3 B_ESCHR_COL S S
-

Instead of 2, now 7 isolates are flagged. In total, 75.4% of all isolates are marked ‘first weighted’ - 47.2% more than when using the CLSI guideline. In real life, this novel algorithm will yield 5-10% more isolates than the classic CLSI guideline.

+

Instead of 2, now 8 isolates are flagged. In total, 75.6% of all isolates are marked ‘first weighted’ - 47.3% 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 15,074 isolates for analysis.

+

So we end up with 15,116 isolates for analysis.

We can remove unneeded columns:

data_1st <- data_1st %>% 
   select(-c(first, keyab))
@@ -822,93 +822,93 @@ -2016-12-11 -T9 +2010-08-30 +X2 Hospital B -B_ESCHR_COL -R +B_STPHY_AUR +S S S S F -Gram negative -Escherichia -coli +Gram positive +Staphylococcus +aureus TRUE -2013-02-14 -A3 -Hospital B -B_ESCHR_COL +2015-08-09 +E8 +Hospital A +B_STPHY_AUR +R S S +S +M +Gram positive +Staphylococcus +aureus +TRUE + + +2014-05-04 +M8 +Hospital D +B_STPHY_AUR +R +S R S M -Gram negative -Escherichia -coli +Gram positive +Staphylococcus +aureus TRUE - -2011-05-14 -W4 -Hospital D -B_STRPT_PNE + +2013-05-31 +J10 +Hospital B +B_STPHY_AUR R R S +S +M +Gram positive +Staphylococcus +aureus +TRUE + + +2014-07-13 +H9 +Hospital C +B_STRPT_PNE +S +S R -F +R +M Gram positive Streptococcus pneumoniae TRUE -2010-02-09 -G3 -Hospital C -B_ESCHR_COL +2015-03-14 +I6 +Hospital D +B_STPHY_AUR R S -R -S -M -Gram negative -Escherichia -coli -TRUE - - -2016-04-24 -B7 -Hospital A -B_ESCHR_COL -S -S S S M -Gram negative -Escherichia -coli -TRUE - - -2010-02-20 -L7 -Hospital C -B_ESCHR_COL -R -R -S -S -M -Gram negative -Escherichia -coli +Gram positive +Staphylococcus +aureus TRUE @@ -928,9 +928,9 @@
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 (15,074 x 13)

+

Frequency table of genus and species from a data.frame (15,116 x 13)

Columns: 2
-Length: 15,074 (of which NA: 0 = 0.00%)
+Length: 15,116 (of which NA: 0 = 0.00%)
Unique: 4

Shortest: 16
Longest: 24

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

1 Escherichia coli -7,504 -49.8% -7,504 -49.8% +7,472 +49.4% +7,472 +49.4% 2 Staphylococcus aureus -3,702 -24.6% -11,206 -74.3% +3,773 +25.0% +11,245 +74.4% 3 Streptococcus pneumoniae -2,313 -15.3% -13,519 -89.7% +2,296 +15.2% +13,541 +89.6% 4 Klebsiella pneumoniae -1,555 -10.3% -15,074 +1,575 +10.4% +15,116 100.0% @@ -984,7 +984,7 @@ Longest: 24

Resistance percentages

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

data_1st %>% portion_R(AMX)
-# [1] 0.4647738
+# [1] 0.4655994

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

data_1st %>% 
   group_by(hospital) %>% 
@@ -997,19 +997,19 @@ Longest: 24

Hospital A -0.4603103 +0.4690460 Hospital B -0.4641985 +0.4633959 Hospital C -0.4670185 +0.4724376 Hospital D -0.4706464 +0.4590056 @@ -1027,23 +1027,23 @@ Longest: 24

Hospital A -0.4603103 -4447 +0.4690460 +4539 Hospital B -0.4641985 -5321 +0.4633959 +5218 Hospital C -0.4670185 -2274 +0.4724376 +2322 Hospital D -0.4706464 -3032 +0.4590056 +3037 @@ -1063,27 +1063,27 @@ Longest: 24

Escherichia -0.9235075 -0.8956557 -0.9941365 +0.9243844 +0.8899893 +0.9945128 Klebsiella -0.8135048 -0.8926045 -0.9858521 +0.8101587 +0.8996825 +0.9828571 Staphylococcus -0.9240951 -0.9289573 -0.9972988 +0.9207527 +0.9114763 +0.9912536 Streptococcus -0.6182447 +0.6276132 0.0000000 -0.6182447 +0.6276132 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 b7382182e47588df0cabf8ed47a876f9187cd5f1..adb4667c9ffd1356c68f9b10b96521dc6283f08e 100644 GIT binary patch literal 35998 zcmeFa2RPRI|39wN>Ci$+)99|G5G~2BJC%`<>{&8OWtF|^M3N*sgqG}`Y)T|6WJi>d zLdGq7{U0yqd_Lbjf9HQ)zwh_@xjvuEIUVl%eZSwY*Yo*U&sUyG3MW^u*t~*{j&8M# zw3IR(-Lgk?bW2|`{DMC@^;Kp8-|?MxN<3hg_7U27Hgebh;7)747L zkdPh2CU=F;drED?1<^@qYMo~y|M2gaxzhjkNBpn zOFH+SJwK*;Ba<(R#;Yg0d<`)P63~x`jO<9#&F#7;IygI8U0qcrK3Ps~|Ir1d-m|Bwyu7b1do*Z|_If^zlnb>_cAt6vv%hKREDw2(@<-1w9oBkz zxh2!Q6bA#^=s`NzhDR&#!aX zdHUzfP+{Sf)|VOatMEDp*T~OpVteDkv``}8vd?99(qBhgoJFOzI*?EzNOkFC@f4{Lqp?SrkwX5*CK^$VN||&@w>KpJ}dR`Xyt+PsTy%& z96ml9_ib|{*ZxuUH@sQsJ!1}w1l`=1DJgs1ECy0b)ehI=`k9NqR)u9=X;t%Dyc>13 z^^vbF?>8oDZ=l{T?P3?TNwA2y)RYt}@}o5~`C`W=JRW{L;fhvui( z@9bav+U&TF?%?SvCofq`OG^d{N3uw%%>3_sJUns7Q4;7LeZTOP_po1VaeKaFyjbX| zgMQ|6vAB3EE31Oh@F5j`#T{$8xVSPl30d=G%opO_Uc7jb>akQ`PEk>jKc_v{)|~7! zY$2@|7kp_}6x ze&pVI81+jeRBh! z#$MO?*>i7hMIDL=2ns5g?u)0mQI6fJPuj0yPFq>4ojDbMwczpq1$VVxIbG}ZKJ)fG z-sC*156@(JR+iq~#NtyrN~3YueZJ9slWIHE?mUz~k))l;FDmNz^IL63(x23Pq?hbQhHMK)#ZCQpgL+$y|3gMw~I!a0@_M=}v<=O_DKb8yT_unZWy6^nk zJo`~>z?#R$Joae6T*u04WN3IQLM)r?AiOf0m|Q#Eb&=ZorT5a((#osL6#@r7X7nG~ zEZh@t#_HaP53+)Rv36nJxMLCxqRhQ zPD9U?70St;d-(V+r!*B$Gs%qej)gX3{oBd&;gJibYG;~VdB8FE%CM097!MCEw0URI zC4(C~V>HEYlBzJ-wBs|r{qvfi_k4amD_!56lfu8y)!hA`S7rZCTi1WRuK&C5ShB^D zu0G^pu9^7&rCwux^_eYbUMQvXYJc=ylV$XD3s!vgOX)7SB>Zd7ihTa{1S9C+djvf)YR0B?I>OSDC@ODoM=l+i?_I&NR62Bn$TJ)X;Y4l z8i!DK&IjI6_LbWXKJ}DR5aU2;H6J)lS0lCja9{2Ck5(2>shifpb!WvJ!V|SK4~;YT zy^=7lef+r8vL>`N^JYL?!DF+EsNB<=Xt9G8{jC9Nh$nhsuDe@NKSa zS*UpRfB8B8{{qtf-Iet}_8k`&aA^8J-*HF0|Jz&QFT%wCm)&ksIvC&eHN=yy(^C=L z+uNIYscA3^fOBDX^y<~C6ONtl!$k$MyZuagURJD1KaK3*!A;WZ@mu~SMJ)gN4!5F{jCpYWJrjn zhQ{GbjS226Hz-6(%+1dXnYX^YA{gD<-7PlWd_J(E5Kw?~e%QlPs`EviLcG(p;m@yy z+ANNRR}r2NV?v@6%}QkKc>d; zrSd@a-4cUXnw^-0LGf+oq9@0_Oq*zt3$wkm zIKd(;UG-JuppWOle_l<4+TI%M+rW9<`QnE{3b@!Y2Gl_QLP@SzJY-Z^+?r*}mI<1s zr=$#533aTZs7%?BqN(pRQc}w4>eTx_90c%?dHd|!E#_i#KkFi$$6J16c1WCmdzZ&G z+661&@1Xk8w8^8!#3#S?#}2*#luz|gq9;{-?o{!WmfNAFQhgWK4_3bY@JH?5#=V_< zJxx8iyNr=dLxxsh;DUITKf#Ydgdx7eugQ z`BT8s!tc++c!JG8!41G-R5|>@Wp29LqphuNsrlY)r|m*Q z6A#Yci>;LgHKH=$+D@2|owoWZc8Uk5i=B;)4a2!9S`RBDew)v&CiQ&jQdf6b8JV&z z=6P#O3!JvQ-Pf5&P0ozLZ_#9Fq&XQnR9&oSkR;#D5KKKT9mcDKF8l@IL1B7%b_UM*$X z5y_L|I5Frrly3_vg3kZ+qz}KoeS4n0x}JT{Ga3K5%RJeVMxS5Zm~qHxHHmaSWK6Z`!oUpIgxkyL_q~&n`^J9OTZn#|C@gVOxW8)qH@|w$#flX@(hh@7}c&E5Ido zr`_Y%%{dh=lJVU9GP#$VPk=0=E8+6L9TD=!EKyFW~m$&0(X4e<=hr{pB;Wm6urf+o zZpNY3QjEiPB>qb$-9qQDY-797KqyP^<*#l$^9haP!k^qiNs`4<`_PlG`+PwTMAK8z z6@Rrg7G6CnE;RDRY@1~@q^AK_$o%k*0wvdMY8j3>`{e^Kc!*#e5 z|9uhmAMdQ|A}{SmIyLy#dzBbhg{l_JdU8id2T20yS${Y?cX5*A%T~fv@nvoN>iQBW z8mlR6&OdAI?d`{EOX5`HzgC8@P&W#is-WlfJ@uMyT=kqTkSM{|jSYIr1Iw;$cN-ol zPx zN!Qk$xzCi&y8SH6z#2wBqCH<=EH5wjYvp&C82t3|N~>*$v+ZD8Hb9Iy6v{VDJJEcm z`;*PfS08$fOSgZw3&@decB92kB$y zcH=+getY5tiWc+YVpQG=frC>+3-d#A0{K60Z@>4hvT^`r9gSsTqHrOUJ1CfCU~8p2C|TP58f_DcPJ9<7`gJ;TP#%uG$Kam`6K%Mw=g1fA@(^3a(p z!+>2gwLUKOkaZ!x0jvHT{4^7KDQW8SO{PBc75eBg$u48@03^0QJ_-WIaC1j1MoN&5 z11Sl&ATC6(o`tCJ%=V(TgQvc(!_6IRNjHHAr64|5&s-FrT#y5xHy1JA+A(ia^XTZ+ zua%m)HdibyM}Yn!fU^7*M7}@v;D{^Sr|rK&fq8j(n(4;j7Dda2K3zNGylNiH=UYp9Z{fmB;lfz5 z>!&Qs^FS^~kG`h$RB$>Czvi6%Opn{C?0juS!{{ndgsrp)Ct4YRi3c-3D1~7eSFjE( zT5|3p6g405@n-8LUG=JLfxO`&td0+On$~(2`?$__LF^+7 zvn&)>HyaH;0&sViQ&Pgs0_!N;b$%+=#`I^3PsiM#Eq-wbs<>d2P92nE2$cD=vj@AbPJ6c<%4^|lj{uecyKUQP zk27||ujyTXKIOzuFc;mY9D6S@GcfomH#i`myQgQaN5Iv7=0~Q#$Dk!p-{op82k3rM~%}$3{ZV3J>x?mb3F)-{#*;=<_m|c`|9yXSy@@35)D~OHNpTXV|hS-1l z>50{Bhf@@u57(aLoa^S6l-aQsZ|oyRdk26}&Y6$R4QSBT&31fp8m%hxYtnN}lz7YLRYD$b z{RMvjkE=a_>bIC16EsKLu2!>4i%zs%RiwQca+%0g$?-jC@%h!J1IBL5Se?oZjO{7^r1yxjc)Ks~F4)!5dSV6QUE@lYZO|cN^Wzje$&Q)! z2`U4p^Uu>j+2P(}t`DuscbBr;>h#cDXEI&oT;aiuBb}mV1gKobRLXX>@^$8K)^enDN@Z0iH4*jPkX<&;7e$ZL>5@`r!fr6vCvhN$vC$E-E=lwG zaRLRCogj#|C)?8Z@5~Uiz zuWYZcWC5`K`aWE{qf6K#(upQB=7G(e({V!C8f_;dSp=oQ(!HGiDMauxCeU(8rUJnj z?M2D;bl^ujT3zJ)3+I_})yCaCJfRZK4rw%1bzSS>@aHdI>{#omB}8i~oF8k{Hc!+k z0OH1-bYuQ))y9;L6Vqe;!M?tyb#!Kf3umLsSAh4f+`zwz@&aDoteoK`ad#kb*q1qv z9(@i}*K5hOP42z>;aL{@61wZsS}<3BU$&CUfUTT`UWSTNU|KLg-9J{`kPj>MJR6i6xFm!9dJ{NZ?7TsRZkB*X7s&C zf5Hk@dgmtO)<@*NicGVP10@IBy811@usknKqDZXO=he_Qq2B z#)fqcV|~^g&J()!J%ONg8+5PLqA0tP&Wdi<0oo08L|j+YKmdW4p+Zem@ij!;uN@uC z9oiXrwIx}`nlEAsf@i&=mlA2YCq*bZH8J~}?{r9a#G`$~RT z;!~0fy$jD)%uEawq9QE4d=AVm-(f5V#T1=gtw3!1_Aba^ocj!lZ!j4HpQUOH2o+Ar z!@qT&_yoi>5ygl*DIXy=1rIr-T7>Jf>=e=Kpf=mrQo7 z2l3caFTmLGBYn|o_Rkc=Hui?wwimgttOig-hchuYZcOrp*5NomJ0&^!nhBdO)YrEb zQqV|ODg5Y}u2P@m)1oM_SlvUSLwQ#LhMc;#bifS8m&Ek9r`!q;vp`ez=V`%X``m%j z67}*OKEAjJw@VqWAuySO0t7y1*vOL~FC}}k38y_@UG&nqo3-Q3 zF;#V%`2(%T&$?!6XHIAJOa}98P;hyC?2S+NR>Beb^QyjDYTx>5Wsq|o!wN-G`;8hKI*cIblp8bJZLO3b^C+aE6$_Ntrp$& zKc39DIrJws zu(4VwttQa<$juz!K2!r*cki^_-r~jLwNcm#^6J;~z@A7j9N+ah<}LQI8qf`P>-Kwx z;j>cDbT29%RVT4s>J%l}sabfPQXfuE>I0}b$RY4H4b(n`)2^Lm@ddxlpa1g%A{z)= zqyfY;i47k~E5au-&;9Z8{5|34P)c=ku4O}~CR%m*5BS4X4~4G+v!epQ+9JV>r0lPu zko69#o}+b_VMC)Fb-cWyJ;j2nuYmNX!DmykC-d2gc>As2&U&-E(8mm3RTEqQHZ8tX zU;e=p8)5d-qHAt1Mt-VF!3a)kXf$VE?LF}R@cGH%FGS#jk~h$jKB4N`l4b-QG*Z-- zs9gv4??-yYr9oBwlgrExcwfhEt;$9(C0_ft#~x-MUwlW^lKkMc{=^c-BidNsh@c zu1=>N6VZ3K2=R0HL`OyGI((0!xOs3mT+komR*Y~047`j_j5Xf|U;qh|gPJw^UbNJE zi@JtJ78Xi1$OEodBg^6(K65a?t_XS@Em|M78YKKjd;ScB%i!SPOcYJ@@JPqOZ1{?s z;f`$3cUnUw%%aOjvK_r}gPz?NQvYei_!$#aXe3}<(GnTEH^qb zGL{2(gxxl7ZoHeYKJKI+mmG`-DEnwqt+-=-Tf~O)MhRP3ziwTEUj8&X3S@gl$*FFC ztbs0UqAWty=!|8nxH4LApWyzCa&%$mJh*rPJ}Jem`)feGMp ztUgYMZ;$afcDONnl{`NcLi09vdKwdR0Wb!@!j5O>Wcx&c?IIu0!@aD}CTw!0Kpr#I z4yy+s>^`4Z_x)q@lckcx8^KZsQcFIQKRak!xRTOl@n$vo1#-_;t>M61Ip^<<`W?6C zF+wx5G;hNGz%wXrC}-&Zmazdl&_;_^3b5@nkQ!U9XYqO&nAD!gL;&b6VAVUNT|N@i z7qBzZ_GTa1E+8;8fMDFzIT2L_loNrGMv5B1R=I(uX_5BisMB2<5B*3!KB_y1u>!;Vmfvke|7WM>b z<9+SEM+NIym2nZofx3V)2Gaa6p$?lH#Y1Se`c^;y1ehIe7Wl#EQBx+?XTI#=!Sky+ z+NZfCwr7hB8oDd$NF=Tm9L&(fME!6-N_Udd2W(W+@|7!AD02}`#qfAG!Z*OMh=$J} z40l3Jrt+ciXkuo&R)Lc}!(%ul1duFI*dr;qFxI3$gn-Zf1exhl$@w+Z!{49zGp6{i zXa{WZ;?IeheWO%CqJw>-J;C}C;8Q3&SfvLbkGPT04NAoxH$uu9l5G2K#=tdvBy2a; z6O5YN22_LHl;t!<=yrH`K7O;iRh8!g=#0Bxx1XDHU~phyl&l|97c?HZ9%HhXsM0&u z_AK>9@`!Y)vg%-c7kjjZB??!tiLkJ@pS;Ic_;g2$BYqgyNyA>VK}HWwXf&(@J=A`* z0xvHw1O&GE9>x+s#?TWPC4wGEiht|NJ=q3aZo|#zeSQEiqS|BOBpo06L)JNR^?sY1 zva&L{of^W(2_ew4szJi^g$+tH3$+=#O3$$^hb}Wvc62-m<#EEtGy#@fCHq_ zZj5J0QDzK#dR*(S6BIHK9`P@3ETqT{IS)A^4@5X2P08K1_$4lE`vr!pH$?BCAu^HG%orID!4wtL`Tr^;}(3^$Jtg&0OnWEH_^uScF_mxn%iIIxgGN1pUGS>J*XZc={*$8v4jk1?yOq^+vjq`h6)m|B&Y4D<5A7wc9;K?I(4I zZ~djZ=T+#wc!*vh2TTTqBBTcuH!b#j2o4p zgnlQvOWz)s2-BSiih`^8wO;HJ5D;(!UvhJ9n8GvI=v4w1@73Ke*;kH+&|K)c0IJ{w z0U2wYWAE7`O-Z_uSc)L!RpFwUgpGfJC5`;$6>R7-^;FPm02SO9H)go}`u1GMWw-ef zAqG6abf2_6DH_JuPD`Ts`MbyZX^9CQ znEF|R97Iy6I|r!x#zU7iV){>dlXilP1KN%2T=GN3UUzB*vNNr(z4<6H#EPeb!qD66LN_cnwv}DhN!UWpfZdSA+;j-}k zGs=&vo>f*>wweL(wwlE&=~dxpFO?CdO5QwXq@*e)(`LvK7JBAg^Br7Fi}38zWeuzfEVJ>W0Lw|>^h zvm3#3IHRQ%8W`As213*@jg+(4NBH>Po02=099sML;E9Z`H3_;OeD<8ff}jFOk|;bT z;nt0lBVFjmD_5>W)y=T@QUt`@0YwDQSp2@tZ%iCcZ&nK()Ud@bA2}8`V`4#&66)Cq z#KTWOiA1bm7x{UEo&%dIQTNh+5I}k0#AU^9`gss9cU|Ok`gH`eufbY=dcu2}SQ|#} z1SKP(Gn2e9os2rmx_-SG6l-sx_N>0Rcu=GQ2!x@GNmzSmy(=gW5$#FU;8W%BDLr|2 z;~J{QiwmdaTQ7@z!kVD7jxyF(X$Mo{j&$1ZW&z1ST>`>Pq&_eZz51?{hw=Sg2QINrDSOo)#V+1i$&`Id6Ku!$8<* z4f18xq?;kntB24@n0Z0AQ$@z087dg|eQeuz)aLuXzNsClbG&kcOYh|T5gxRUaz9jjU*V0+9c+FQMP;_n)De(R@y{jyg z7GQ4<5_Q+Zdc$&#;41{r61n!x0*%^(nbc0uqsTbaOCY4@W7wMS^{mTez0$Q#=WPFpPT_Y&>znC&=5B0?(Sx5*6BZT z`tRWmd?uxT!?c_gze1YG`aPS|N-tbIxS0e6x`1()T1q-^(r}1=P^e`8_ zy0Mg((*dy0e_@jF&NJUnd@u^uJ%rwbMMqo!!M>!dtix_f=eEnpqFMpxc-^-C?lOS?0$n3{c3=2PPcNIuKu%X7n?Osb-*o@3XYT&Gd3kld?~|6gT)m zsuB*xYfic`zclYaKnPMUJ9XEtU4V|PFTFv7xu^PC48yg)eaf8xmGbkgI%;Fve9mL; zXS5_lWRP5~JkjTkPqKETQj!(tT1xqzOlTKM6tJ6BoKR_yY75f8YI113w5UX7q=}riFt{FdB?PK&!VDQ4lR>EiQ9&z+SA)h5}zmS(a`}RI)8(LN{#SNQT-QHk73)yGhIiiqB5fC}XP!TMUYys2E zh~fq?)i@oM2>VC&WzF8j3NsdMyrk3?6Aa8nMDH^cxxXKDv)cm{YDP8U!QEAWWSUP0 z5tsA#EQ6O-A&`MG3BIp>i~*`aY=Jw?Bya-zqHvK&Li=etw^(YQ#%R8>1nzWahK2yQ zDZ{F#-0(|!wS*|#Pi88NSZLF{k>ry(xynLBFcm3)wv4zO);B$e-PWm7u|&KDO#}k1 zc>g}B<`ZP}B$&A}{yU>&!O7FnCW-zIe^oYU-MV$e=N0O3x(Wdm4Ec=W#>C@`m%?&7 z-Nb^}Ft}jN7Z+;pu<{n5aN2^K;^&BG%aQ*z^irG?U1=nY2*Uy;FIHxBKly9l&^sF)Ze5zeF95h9?U{pitISD`{p6&01%FQl&x z=wJEe-nt>D#UY~KL-UU>!yi6czV=_vxgALtyioHY^Q0Ow#+Ce%jQWUG}*xhbA5!Z!IkOp+XezkHR_~Mii7Aw|CFrOx3gnlsDi8(u`e&_8H1L71=FcW2iup-gqt6k?uu}<5r)yZ4$4>p}0&n(nUH7L2h zWGPGw)edLXp}Wv(AShs0;+ve5%^{i&_3yqwv+Q zKZiOBZ&XKpS%i5t7T|7#O$O+%BTuh_KbH^T4M>r?0C$A*K(p0)F$=eN9$1-)(gqbk za$%~vg0sA`l9(bu$!3VHqS6m-ji!_LXC*1L)zP>Ms%G|+_?-?=1Lh)_Rw`b`py5Pr zWiHC@jnJli+9iPZ0y#A5p-qkU`fL`A13|NF)bX)pdOF zI00Y4>&b2<+gH^QD;7>2Ha3+3Qo!9gAK2_WG|%Cg!>ek7NaWD%d(zm*C<7sB&=Wkf z4%klx4m!|Xp}%~@zhL){f3NEW4wP0yEOp{a<|muVeWfq3>B01fJk!(rKxOn%&A%(; zUS%2+@T!B^h^irEM4eb#1zD z2WOYRe#EcT>-Wppllz$@-h?;`_g0qe7!AKVDC%0~#|3)(jaYgBc6MSM)C)-JpddiB z%0iE+QxHu=&-7$R5~aBKCcIJS*~t--i@;rn<_BJhXVZotjL#OKL3j?AP?BN~ypNPz zz#wCJS()&+M>o^b(}AGsc$2aW#`+qN4*9e@`XT8+SiZnA*PulZh=t}&SOgwZa7Q2d z0|F*Q&ULFn_4%VN8$k!cEi%JWJU(p^Ja?qw0GXiLIt39X2i77)`SRV-1Fr}1=$R7^1G%%543}BsG<|O%n%Zh)46-a#JeB3G|yNL%#_$h)> zkS4|Pu-WzIej>Rlfe<|eid^h=k_13 zUhsepqj(~cKu2jv)?XmR0QNO*)&_o^2Z4ct82`lGQF+#3)54@8zR08ffZXR$il5PQX+#RF`(Sai9tTlBU6wz2FiLbVmW|1 zTYw*e4-y{GDc0HTugHOZc-)kRiY1A-3&jnB@Hu??55(4DQOHF1z$#kJv)5lJnIMEV)59_vhVH{+IccdQZAQZtpbUhY@!;kCr zZvM7<1%>o5zzVL4WPpbH`g%VuhzJZ6poy5yjH>GDNHKdF7Na$Ql|F*Rgng`H=llu$vZ$nNcj}E`C4j+VR-E+aBZ3JeO^!xFJLm;ADzwKyh2W z<&X~UlacM+(k{?GR0Tfa*lvX5c{4OgRLQ1~JrqS9&%Y23H@ieGl4HtT5apy}{fhHE z!vlxXc4Ekbfh%cwn#p(pXUw%lNvvD?*%q?i@H~lIJ$~S730G22HhLUviKe)*!smU3 zaD_bSL8qOe)5%E$X7#>9B~-O(mr6xu$ZuhfsLT$_9Q?TYvj}XSZ*|etz_9ScNg9m9 zW%3L1$+9{uKOfy>)XKB7ba8Qs)wQvCE1o1{@KO$of=BsFcuR%LS^X3#K!B~w@l5%V zFGIK3`N12GjFb7jM$}^FBCtx(d)1NrwUHk@R&P;zag`(>+Eo$)U~9t;EI1RbKPEqxC@Z zJ~v{ysr~(Zcmg9MC1HmyXW6Numa~Q`Eia!BP;`s|(CP!}Tq_2x2eW&hKYLagDj09K zNzOkzX-G)T}cW5D~m|$J+aTj1rTd zFC}H~blZ!|gh{#q7+Nv|9}bX??9$x2tOfnf6^~GlcvT~^8r}g4jALDM$-;#qK-Fi{ zft|k2DmQL2ihPTUPg+4)wfW#Th+cdJrYDekL4)HF?|)p*K(wQ{_YeTqM*e`asUR`c zZEVzLRk4RFvjcw$G8V+ItL1wW&EFKpC7c{&woEb9+}{x2ggFj8d=k0={DCHF0fa@o zF<_kaLo}GLP%y3`&kvba2B}e$Z>KiPQj7+XXA`Vz(*o@z&7>+1X;Q!-jAOteK;D%! zR7}oGy4Ao*0|I-B;1dza(3BJoe{nMEfGI76jfmp#`$W6gIn1B)q(AC;?YbXgt4?Bkm4~$Sf z(od?wnjn0FBjVjd5T1=mGgZnqD3R1v$pM*HH=1a4wX+Khk54oFq~dT-XVi5lF%;n}z{iRhQG&CY2qId-zm*x{P()E9Q$i?5XA0vk9 zc)7ER&z?Q&j+ixD%c~S0Byjif=EV?@Zvbo&d<|&PHMkd(Ns8NI2S{w13}NBxl)*B% z^Q=BI(#sm$BTt|X_@Ra;v-yV>uMo38`tthHI3~HjFyZm%+{O{>T0C`7AAkk*(euiy zNqCYjt{&k^jJP$PQ4o#-z=k7&wtVG}5VaU^Nx4V~Ql5aGeCu;zG4k|3Xm|~Bi1Q8r zt^5Y=%r=w!Yc{Y3K?(SGfyJ`OGv*;V`-QAFn9xCdn#w9F0byY?q#c84lOQkL1C8C$ zgm!ekhG7A7Tw`}>!e(M4h}jJ|Z)7e>m+KpmV@XrW}O5A=)>#*gif?EW5cac5vjjOZinYD5Ho!2x7nw2rnPpm^@~e zlY4M!=v?F^5S!08=o=weKuaT8BJ#x377%zKlN&e-<;U;^9BJahx4r_CdlkW#nNY;O zV09|iiyb&H`awKIeY?w??XeO&qnGYyaAAnoNXUuZAb~> zI2Q!Hh{QbcpCv#_Mn^~G1`7bCNIE~KKPhbA`4fOjWKs**jAXLWcPe5LP03|XOfG!1ue$cGV4*Z2A z0{OX%+R%C-V~t`fLW76h+l=di>b&R!Ac8m2I|XV)I1w@#9_*8F58au`^Cg19v-v<` z;F70@h$$Z3w14ERAr7-~g=2RQbCm3QYn~$bs$MwVK%@yz7VfWKzY_ZsZ3`KD3>!C* z2))frFW(__C-Sk;s}eL)p8%8)7qy*jPpX6wKt0YP!Gc0g^Ykv;z;XGFl=vst`Cks~MKfILDH zjX*2M9^L{;2;&aN7*I)FFkFiT0JWr;n2MvTPJk!LpPeQw2VxPQ7++NNKvqX zvv}I`FDJe<)>dCrGRAPKli`kz540c&T3KFBj^aTYvRv{rTIvkg8D!ouB8~%zV~2v4 z^&=lx9VRpcqm8%y^1J&KnBGfHVhUy3F`3Isfn>%4l<+w!2^lgW77xldcnY5Q2(E)S zcjPZ&r=1*sa#NOySk%iy)2<|z<++-tId$guMJlzt9gnKGZ5{`tknk;;`(27?96l3B zyrYlL6yT}}3^$5fac4j$J#-lRCwU3@5evwFum%_@039H?b5MxhS5<|h{E@sA8_Ppr z6Tq9*lz>@jF+d%xwp+{)gB$QErOpAZK_@_rq#vbWgZ{};OoBQgwLxXT1WO%IJc$HP zCWu004F9w@DgeK2hD=ZQPj5ncA?mE4fGezohsCcTqkQHJ{i=;MSfDf}JA9ro><`12 zB!+Sc4drUZ(~ytcm_m|gPW4GoS-C;1R(=u#9Rg~!38)?8;AQ$nqvTK?WkG#35w{M z*Y`ecSZskZN-(t{YhW-GnuG|&4NH=UkXXuXVdr-~H%E|vU&(7Jm|=<{-=C$7%CM1? z3k;xna~u>T#Y*}HbV6A(``M9F4`z}K)}cWOKt974`E;5l;i|8n2j;t$1JbJ@HHfKb*vD$aTcf}z6cI;GLL0%w2_Vgc zWY;i)esJYj^TS4m%a4>}!L~+ATy9{&0aEg%Y&`_{Sid(rQwsW# zzov`1jQ$OQ)tto#fMpVEgh;q1k~1x6@u>C%^z?iMjVDHadb^QOA$rzEA+t6Vzq-0Q zxgXZ=C>{YkGER<#=`_Dc58R9jW@?$>_L8;BD+rSXh?zB-ClOP$KoS?CxS`HXW9BXP zY#kaqicuq0qLhYz3OoR2l0w&beKTM`ObisD!tN3!IW3H{jgXlqcm>9g!0=icoo^NZ z0M>5!K8xY8j0zS)r+{}{TWF{b*euHKKw9SoSEPr^2!wlH-YH3{x`zGEQ439GJz%k$ES!ORX9BVPYW z6&)3o7r+!K7&})$DQU&}mU^|%@ZEhJYqjFg6&N7d+1ao~_hb)KEXRu*_-&i;v(rDn zr=w$nu987El0XFrTkAy#;-eC;4Z(RqeL$gBua?mBX}=sm;XhURm1If4`+;+`4l(YE zN5dic6U{WdIBLt=u941&-D*~csu&?%xifD@_<1}w&D}G%olu&d$}m{F{8Jrw@&T-P?fc;N|AMBb1j9<-7+&in-D6)PtP~ zEJJbARq)z0NWBK<2=&(&)lglz^)aKnF59Y1?vDr!rnw)O3@4g%}A7@ z?5B!DZc0vxjh(7Ip7gAFdEWqNa|T_(yv!KB;4n8W^|y*HG=G|p8fwF^|wGg!76Hoi`s)D^(L&gqInZhuT8jRlwP6rU`i(;El?FJ90(y1e~U03^32z(Ux>Q zSrwc%EAp}K=GrIUg?#j$h^z1w?i5o!0USss@g3sI=vp{R%f>zk*$lW47;+pUIULOh zjm@K2@PkLISXPRo0IT)=#!t#VxMGD_!-=|E?w+ovDR<%@IY(gn~MpeF#GL5LI2GV1{d#PJ$P%5?!b zCGd9v%3nfv2JRv*I6Z8U<*AYV=n30nJ z@SdjiG*#880PD^GSHK8X?{0@lPL#FdQzuB_R@KPWRj zoQHgMpp#ti*zgi|k*6>Ni5EvCy0$!qe#m3FC4h{{VBLBa;i2ndb3og;1e}fO%ivvk zaFL-&e?mPR0_^ZAF~Fb=>YWZm5l(a`-M1{BW4l3W1XNvWj?(K|H(*@@&F3QmR`LV+ zk1%|!DbDXKw!hg!p+i(9qci_cDaY7E{WqCwpUKG3J@zd;c@j|{VA)S$y;N6MOCrpA z=fFL|ON|e0+wF~#mpWj=QvYg|AjJ(u1r<4`yZaI91@yi?)as6O(;Z1iMUh5O?s2S1 z4U~QbX++5y+Z@)$e#F|*z3Nd?Ky>g+;v>Z@9pG(tV)G!O=a5bNC&JMCeUNAhknCYD z!cEReze13c2H#6Wj*5Rs@>Fyz%um3d6VQH{0H=o3NkUmNOvli_pc|Q^CgZIXRE99{ zlBgQrh{7G2#VW_}1vE&$O}iUmbp9E4*Ho-pKnzlF%C>TmWFth7X0-iBM{lB-+klI4 zz-z<}KTJHCEQ{wF&|*kT4Kg>nVJ|R)2!fqBO9#mHHrBZ4>E5*Wk_)panOG#rS{ZQ& zcYrS^*$Jp7L1beG$|Uj)4kEOI)kG`_0%Y5=ud-Y`9-BcS2|yfFhrbSM+YDma}jF)Z>u+}XlU4B_TeE;vEZ7>M?MC7mI#W7CJbHHD?@_>?6*cm z8L|+UHZ|=-IR(Hb+1TgLpA+*7TN%C|F^}bXq@w+c+mZ^Br`sv0EPh6q2CjCulvT<;5 zSj#(n-U7Fn#A^}w=1#(Jt6@`APA=*UVR6uNzmlM-jjrDtGSf{L7t7whH7E`27y}I( zsE1Lw{dI$%Ez&e4d1r7U5IH++H$S>Dqlp_s^e%&d7h- z|4iOf!R5d@S*L&NU=;rSIZVI<0xhaBgP7>@({-0sI-s@2RO#5bviEn7 z(AxWC~ya{Os zR3q&2cHVu3UrRCHY@o68bk&7-5~l9HA$)>QSzo{7du*y#*C`o8@W=TRwFQr^Ugs1x z|9z$gHXO!h;|8vc#SfecG{FrnOQLc$%kYM(T8oc=EU*(^Rk7pa>0_%ZI5+;WhE9Ba z55Nd+<<5*X1LPX_`7Y(x?deWcp~sV5uWzmv{MQnk|65KZSzJH=sbi1-rU(QQ<~$fj6gCn2jL%W?m#PmTv0LRIyV%)TO{AGlE@4VJ4Y{4DeNFf?JvnbZl>SHY>|hdRvbFP zi3BiIU!(&oz^uWrtwBb>W@eD&(VZ^2 z55g4MRn&@#AiO$VgOoMXVVs>Hj{FOHJXDZg#I-D;R$`={kX$q&F&v^mTqS7E6)pLX z9z8;b15=0gGlNPO;p^)g9zKVPOuQ`!9@|gcog9r^&_PL3cKq|Oj=F-&>+x<%A#pQ; zhsi`0z&gA+^?16rqdo1RdwzpLi9x&D5>x}fgq_(mrGduNoDuek_cV;tVDp1AZL zhRv9%hzpdB?OqPhATJ}cn~$#zPi~Oo5I1-4qPzrI^J#s)aoE9&R&b1oKm$JjLnrgV zgJcv6N{|yYdkD#x3Fv0*wS)_I4bGcUg`((>7iqRnKG|B40v^pXW6}}3DUo63Ipvno z+J?Kg2A-;+aN|3y1PqU9}zZ zxq&4}Mu6~mAlYXDeaVVD_QggA%?^?Mf(x8Qk~JTY4!Zt+KySF3=Q9;Z_)q1ADZ9n9 z=g)631A*I2Ufwp}oG7@JP^&*I8LZ7~*aIqiyUF}F+(I$TXpmW!y`OQ^&MXO;zo~&Y*Y_sVjUql5)@W3%>i}X7)^?{hZRapxQ-hc5N%g2Zb<%&sn z#ytVke$8L!9WGxp2@MXJr8U%Vu)+opfmzYT{L&!unSrv3?eJa>ADlHa3>tk2zXTVW zoCSek91^^UW$0UVAw7$EhieE*LGZcO1y~>VuFV_b?KpTFF_$6Tvv5J_4#)g0c3vuU z7{HMncan=#QEZsr_LSmA^fmb=!9W7lKur!6S`3I88csO2r!s^`VHQSz`iBV0>D-ZCP$#S*U&t)}15!ZG9mEh`M=UxAgZU6rd8zH0f7aa}lnpD-(W(o_n}tw*{bP&|8ggb7y*m{I&ViDvB$#}0gi{3zK55_63;H#} zuY4XZo|tf?JLGjL6C_ofVWrygeX)pELxA%K=}GZdI~d>RFp%LqVzn_y=Ec)n8-pbG z?)NX*Vmx)XG8~7HLgraPfmML>T2)_fI>vCqcq&xTOK*WrFyhZw|9=nvFMas`kKm9t z_s{b{i1j?8qF{%SOg1Vy{*D!xg|%e%vO<5J{Ear8?B|9Q7a>p-L*-}kx4M|);AV^n z;-Ei7yR9Iu0z{Hn8#y(>+0rdv5~u9YDV4-IzDfn;@ZElL{rdIuIG&0V=Q%7);lLm0 zuKken5O9Onlm*A8T)e0~k~D%ChX(P_WS}3DWJG925LOH^7PtEm5iV7NO*qU1K$;lC zfsTKBpRxY{o+lS?ADH`&*S`J?D4`Ss@ry$}7y~ejjb0oD*T5(Q)Hj}f21i#B{NUEz zcuC>}FjK`iNSZu08c15zDoj@R&&!m)W9l5%{CE7jZ2LdKzn6^I&-o~30^!3j2-q_O zzr)njRJh?Oh!GJXVgO?WV^jn>A6l7mZL&SDfL3DfJs4e>fX)>780 zfph6Y1i?GkF~8aGX?o(=_-S5*$q0x(VZ2;*HWWH-_+0FXn4^*gbdJxp7H&zOa)kud z{3YE}Y@21W|Ki8x&;Bq!9BruncI#Ds#u)~N z>*M!rPdDDXf62CJEqXRgA5h#N8Lww$4b(bBLsDr27J>Ph-6xy7>M%m^l{os^1r@9Z zRiIhx!PjM`0eE)uoG|Dv@1uTokX*VHu_i?nkCV6i`Wg45oC7$;swV z-W8cpU;8@pC4YlU1^p1=eiQP=ohveY6UR0eH=M(9&I6m-R5;~B50U{VxK41B{B<`> z9>oShf`Ngum`UVqX`r|<1Fi-Q@X!UQB?{~ht-+89R0>jEh=rB!V2!+|0_Gjyc?7uH z*NRL0ZRZ=TdGLCTuCav*i?M~0c*yIcV}`%cH{9REM*a_`@hN%nFWE?u`(J|QHt_QB z$l9=*CP0BlC_}s@V=L5pNT19_aMbd*sc`Pzy&D-sHzf^?Z;223wsZJ!b70Bu$lR$^ znM^Z{fvZrK^vjWpzc88>;Ni|Mo(-de^DYr^OC~G$_3)QB#1vvKBI!4qfd>P9ub7D2 zLWGA4HD@tUT$Z$Q_Om1gk#OYOy2ZbzikPE@>h#x5%h%%I%m1Xl*IKMRdIf9-8xG87 zqN5OU0Ji1qXYd%!Ofy}EFGv|zzk4TbWBr*PKEj?|yC7pgV3H;K8T%S!q%)$`{&qi(7267vY-4TwvTzrxJl-yc>GZZR3R!9@|D1OiRF z6&!x(GJ`Ob(6-j{u3E$Xq9JZS-v1Xyn`6Xks*g>76Ak5BIQ<6snRL3~#|F(8UaB+NBpuPe`-QKn_GmAp+~>7Bhak0dI{o8Ho;J;s}D&(Er!k zmH$J%zVE3|SxTByX`$3OhoqGWKvHktN|I+bFVRU!p8Y z!b!HW%bG1apX<@<`v-hq-|zfZn0e3p{XF+`-`9Oz*WH{oLb&TZS8d$OYy&O2)92^KR*%<;y?Wvi>2;DgKFHw&2d1Hbd1XY_fjJg~yhEYC zoD4=xgtk5v%|=il3B?Q_cDySSr6#H9&@O-R(qT(r*^||GPOjQs6i`*_y%EOhbY0yE zWD#Sa%F)x3lyiQ{s~xwtec>3fGbBG2(y#8dV#sw zp8G0a667@8M|Y|iWQk~cKI@RtJ8#5e2!0^C`=l%fOq2m&6%QWdUz-FgXWg#1|3pN; zGMxM@7%RqnfuxG62((n)MY|;$JD&)syx#)!xyrajT9+d{AYzTr?>U?2c_4-7K^#|g)qTu-Puda@CKE*`eN z5*YCdb}90){ufe_<$$6lI!WBN_~91@Ghog>ZPsL_mux&4%KW~j24CdQec!S~Jqx-*svV)uv0$Vwz zHZWG?0v9e_as{4&J&JQ5x=Yszb1{%#z;?0>Zpl0i$ z+VBg@I3>0%k<Qumq4&L$MkKR2PIR209#=JEk0_xM-5-6EYAGv8BOF3SfGYNfU(&H<3=I={YKY;a9Z_D+L33W1{6z3{ zgc*c1V$v#JW3hm@ z5<9kpbvLsV_Wpj+hu$^x6oO@t7m3*ok~00VH6O@Ph@(=8BbRF$Mv@AEspCPNfsob^ z{4ymDM9bUgSrd#IKz1L3(mwty9_Opc6aN|h*U468uv+Uv8aALtWBc8 zpg#?)8QJfNQ0*Tth?$P>r5~Gj7AD`;X^)h`9fygC_L%r_>};Ft?uSTz@ZP}+)yzm@ zy#?L`!21zc!L+JL{xC6m`s^7=XS@psl{g4P3vR}6;0B*R15l~5sfx=9k))r`1ZeyO z{JjXCimynt&Ft%VZxGZI=PFhe2!{(cJ1p(zUJ97U>8rFE!eWI1BGqB5fA<}{FR!CtJoQFR;p=e0?$f3GOS(cj zg4|8aw8G6(wN55dT!kGamh$tI#N8{{bE9!ZllK2~omTaJ`V8eT7-mhM8RT)|?7_g# z%)93fkx^Bn(@SAjZY*1Ipnf?s7K&Jg-&m^9aye-^1+5*EN|>(%r#(Ld0(s_3!C|^~ zyX~gUo8O~p1kpR;gAp%BBJ#uXS4X~qHi(GBs++rktc_JdC|MWZkG?MfE5)j8}F)A2Mz?{2D)@Lj#yQsE2rrMgL?VY);5hiZkY z>m}$x$2aYH(_AVfPV?secdhDxpKroSW9c;sKDvK1e&uN2u&LXnc42`bG#5LVmbY)j z$Eq-@@ZtF5@q$Ysy>j2>o!Z7LHwZrSHdxT{ir=Wn^zTUdL82sgoAnw z61*Bqiwo*%YA6Im)gMF%Sxz3~jCtRM;BP=269m;kJOlX`$i))UG?0&AZU8^JLL4J% z{30#2HK&fh3l-jOEFd7TVZ#QJPxZdvai$%O2sXFk>S|G0*%rqoNGh0A&=4iQY@$+k zF@?p%T&BNABYiDN)tTIJ^Tr9ilAf1oRS6r?181UCWc>cpqq_L>xKO^oq7|Rwg{T89%YAmKG#6)NB*!lBBkJJ^_-_&F<`numjEp)%f?xnNhynbHy7&6hwo(|ui z^o!NJH05L0w;wL0BNKQxP+pRgBRvxvSf|WdO!tj{8IJ&p7{krU>Fw{oh#h|uIXBo; zNF*}n`ZW0DwFD2E$6Rw59UJ2X4GDUeQ>RYhq`5HqdcqH_$8?#AieGA~s;ZoW_DS&i zO-@cqM{2e=T0Gk!vNI_7#Z0oZbK~}Op`KLJ0yad?}D)SPP z1GrKntWJ1{Ahk$%{yZdWuu||9ARk@X`1xlFzyCf4y)&JW6(}cdt%H6kolZ9~`HJkb zVT{dXRN;qcj+{k?0iP}Tnt+oH-9`8FH_2(#_iN>PNe@IsM#49PsJbN&A2!at$!fJy z!54EsSf@kG%1&I%oA{`{ZrwT*?}}aspBc^C{tlZ*dIQ~g{Zu_-N>XbzWpw3*!gq&= z8eeX{sVDCt&6}>*c$Ld~ZF_HDJ3Hm9@1Y|m`wdt(p|3!*9RiQP*WRm8$u3`1 zo1bQCZp@gi6N^bXYrxWL>#nV@KQCf!)l|4H>XN6KYBntV44!|&JPGm;uAMY_pv9o{4RUbULX#PweGpj&) z>*(}~qgw=u|2jr|;}yNI5~c1>qCN_e%*`}tFBHcn091LS^UXRzt5CZKcnJ4lpg}Eh zj+`kiRnFy~a`k-2V0w5|ZhwnJDEU(sEd^ec1}u+j-#$LYk*=B4z{bvQc)77(LMKUK zNTB~85_VHlYdhj%Vg$0Es8+eNbs602Dcpz05^nxRnuH~*-+<8x3Ubn*8Mr05u6xTO zn_D~hccNAB-U#5A6JZ{Z`*fXB zf4{^L?U~ShQP&yB>yfUP2f_ph1kexjKDCHzKX2w`uJn)FO0*p3$xhZvF8+)APc5yG z07LOC+itZP&v_*HkR*MykO0{o4RcFtYs{~o<1EC5iyU$7sqZAGCwrh5wyFzyE{Bbu329U;0|{J zLGrGfTOpu#kav!{+`$Q-k&yv{`Wylajsjh&H75ob(1}3b(O@B=39|!M4H{Vf|WR65pU*hK(~6S^e-IQ;ofatbhc`pW%~FORENTsMxP?e8o6)hwdtY6#di= zWW;cJa77jbD6n^U*jQWpLt|rKPtOm)6SK3kVU{A>`RHGwOQ22FK|vt4XU~~@$Bcl0 z0AF8q#47a3aj&=Rl+t5!qfoeZ9asKCcjuQeQTv|cK@rQflYFR(daOK)jq<;k^e42)+FCR6y#ft8gNy@?hQVL%m-zH!o;Dj7E!tFv?C_U%wL@5?v-k`}jo(u*X=)qNwAzLD8ubHd=t(a8zsd!58!cBXoDq}1MA zAA>)vBIVv39f+jOZx@)Sd>#Gg@>F&(g;K;%yvniO37Hq8jS?cc83-$ljry*xuD8M| zCJF(&9bLc9Zu> z9i3nJ_zVpVtqyEuQc-`=3-U1U>Q3kKpKW}antD)1#xUj7G;BhZRaETk0`SNDt2b{0 zYZWii(GtI_I*y!ylZN|@sT))(749gK`Nj%J zFrb~(m#qY#aN#v-V%>h0}~xH$`{!xrcgvZp4NAn-?9$8llS?$mK) zU37YIvB?qpVWSf#?v*K%0rdRq$TMgF@lE@pBnW$Ou;AUaN!QRYJR%|wI2&|cT>P@H zSRU9$@Sl#ZwYXtt7b$*8Q(r$cE6X0n{Mc0>8K)R!{|=n<-MbUMFBQ0V%FjdM?&Ro5 z$nZGL{QUed%s@+1^DwVp;auwoO3?!-Iy2fL-`Nlu9CUNr4w&50e3ld+{|W&gN573t zipVk2Sh+&hO+5pU1F~ig8f=sqK!cERRuQ8u98i)XB8e;~RW7#IXe;`unjbw{1WO1Y zrKU|2b6=Jgfu%bEBSTM#z-E{0gvNVDM@J#Nt3fGqQMv;uBSCCH1d5K1Hic*exXict zT=A`3h?tudVQXTAx z>lzp^j61p-)=Ur8tq~>9BxAkfbq(w`y>47`QgZSpMYzE$++S~auy<%k^qdj6YZw&6 z%Jk=xd~de*(WJxlcT=R*C=wnN1Rch6ZK|po!10HItq@D;Dlj=zbau8;_&n`j5Et&O zfj(Gfrle9W=C8m0>fz)*Re`PxMkLrQ2qS7A+CMQmnyUY~x>}>)g@d{JF-Y|g-mk#8 zs=B%w7TkCNkmAH^{rUhOAEK%2T~F4``>z-nc4rN;|E{(6_EVYteK(}XOCHv^UpZ}V z9(yZVFNt2@`94&^)de(9Wo4$3TWoUjAUZXmX{w?uz*$^V=1}=ctuD$T|^rUtmQrJE^ z=_D?C#6Vx)q96lll2Xm_ZJ-__^*n22#H8ZHBiEaC=D8Ht3UUHu`mQjQq`LBTTT0Ww)D>~rlyARa&ZYL)c!v&doaLzP^d zKXh^&w0o+Zuzn_mxef9FA75Xqr1q%AiQQ7(ofvVbA#Nv*8W}mwCuKQeWLG$DW=-gyo3snnVYSk^oIhkLM6-% zR2dL5@M}_oqaLxdv%~X2Hud!R^AW6nFbj9>{Nv+CG&DLoJINS|`ua^fcI0DmK?_q< zboA1tUNEeYHGovn-P6Oy#)gABb$p@z8?oqVPQQ#u+JIY2gdjwJk7$HGAwC0fdvbgn zkflXKB0M!=4M8;CNDkmZ%txhu?e8}@c``68%(1H+{@uR5RfyiwU&t8JMh~2PM-QQ` zqk=tz0Ei)nRSDF#wl?q`1H8R|Q7r$wk@fDe+#K3EIDTMCS%FNbvhw%m<_7-hhKq2KbE(P6*~PZExF$hOVSuQC2R+3MArl9C_1obGg`*IXOhlhzWm$ zMU1Q*(0Z(%f}J$!ml+wgz@$u8Ru;yP@*tq2DT#-28RD4D;d$Vz;K8FzaE5qx<;s;f z{7`hOlHb3 zNirTwy!(ouu0cG&k*?^4WHV)WE&0Jw@`Lyu6rqm!ZO*}dAdPr=d0`D9HN~`)=DNC< z>N!X}?(E*`dv7I0_c|^Qar2m}s)vUM+p1L-8BG}Wf^d!+5jT>PW@ctqZi9C&;$J?U zbm{aA>=*2SbdgV%8K~Zg?S9Av;hJj6+Q3jLJ}xhBo;bXMAPW;%EHeZgNEG451iJ#_ z&ItI_&W;^l^m{4Ew#aKczZUUg!t4K*7vT;5A5yHmrT;v=KfGsy@TwYeNyk+*l~WW= G?*11~AkP*6 literal 35975 zcmeFa2UwL^nl6fESzrPTfFeOuK#3|MNK{ZkkRXzy0Ym{MC^@QIEkHyhDF}#&L_v~B zRs@kGs6@$G$)MzP-bGc<>3eTapXoV0cg~z=c%EunWbgg|>tE~p-n5pUs>*Wf*D$Z4 zqM}-VLjI^471gRIR8%Y9(ENg*oa{ZZgm0^@)i=n-{? z$Ac~AE*iCwf`cg!Og8?)@w@)|-DYzOL&?)cOkwcYr_h2HLN z3cc6zSBSIdXvV?IUyV&nZqeHfHk{Jc{o4HQdUA$kn-o7kzn{ECOLj(9$uCCUC0#>b zGuCo!W@2L6y!pVC6%7Z4mR0P)6g^dZ>WzQu1^>J6^xyqLGDNNoDd$UaM)GsaYU4E$ zG+!9z%_b!0D<~>DPd1tkeEry8n-JmDAJW$V*n)GC;*ogV8_k(%k2r9JeFjbCDMx+^+5 zI?rh$MAZ7+g$oyGIK;*0Or_^^3=IuWojMiRB48W84)2jp&o9|7df3Fo#4>m6I88@| zP}SYya|}IW4lYH%Z{VOD^Jc6~UcOJ8XAW;t?1sKRefpHXFr|b|uScyd-&K|-RK&9N z)nz?N9x@yF<-Dj_2I^j{Z7nN^cvUSDS0ue%k0d-0I&EJqY|?2{+kDb>%F zLd*1&ALwS71%`(kYHDg~Yis+K1@h~?viSV$L~S`4c6=P`G~dPDjg5^j@QcHz-qiEB z)udl;dgUnhOCaY+g*KmNK~(aSQzp1YW8(u;yQwZls!6o(-m_;lu0U8tXy?xJQ^PIA z#l;h``Z_u~jUU6r6M|!+qcy4&E*j?VOh0@@QJ2e}i{D>-lSkf(F^`>(#zq>`V%{f| z9^E;U9+0h>#3v*qBq*5dxn_k7|E?v6BK{>kPl%ZiOSvVTTPkMTKJdZxj zy0g+qQAI^1e^hG=|DA#|y(eA~41WyE<*(_hIW{vga&7eFaa__eat)lX<=2Tx3gi{< zeR#h2W0+o^3x>|fZN}tX1!d*^M~@!)`)`tI$aA(IXVJO1`fK_n|G+>7nceu}=f6DM z@uvQ3re#D>P>}qtd4}WV8+=Rro7@x?6dpKxU9w{pyLNGygGxQHbA?>yl@=Kq=gGmw zR1?J*FXMLJ8{cQPh2A5AoUZQg9(BR8=scC7lH08m9 z$u^hpN)8I1=PS#$e6~Q;E03U^#adR+Vq)mnBplw}SoNc?iXER={N5i^KiJS|4`r|M zhx@Y{x4+KNoxra@4^ZP3?X3*8FJ{nEcRV-naNqgPF$Xud#k{H3P>J2w@R00VZ0oaa z2k@zKzH9~~%PVE=r_WkegAFNNCDM!5(x1 z$iSI{i578O`A|;)ei9SzWLE6OuubHOMboRH6Wn3f-mYS*aX5D|?2jpagwId@z|KSlh8Lt`9OD)%A@A| zs((%g{^t%FljZP=H%lrd_HqZO==&|o$ErlogsG?&bJG6o!@QzYla*h0pv-n8w&QR9 z7XaZOzdVfaVIFhzNj^sN;Zx}sU+86C8Rj_PQSpe|yA+l4&i0E(w{G34wAE_xQffG}^6}%xuhK=Xc=n!8W{nc%SDV7qsyqE|X1rW5)R|`e z8Nsw~)iqtBXX3_&p2#S*sb==nllO2tqb5D(kZX`*$3c1U;K7X>H+tD0lI?*EWs``<-!|M-LY|L+rX9j?+*$(tO?Z2OEwmv&E~WT^52O=w(O>sCKh{}n-|A=zfC41d_c1Kf zqA~T%+Z%vyN{{wO8x^=^6o@c-_jGsHIK;htxz|sg#kS^DtzdE27;vb@oqbPnFC?xZ8Q(eC6oS1Nq%gp%t zZ3ijzx9Qjo&)=G#pC3pra4Qeu2l#5qw%sP-Fd7#V&g`4{t%~r>MRD^_OBanYuNcs9 zu=xVBr<6q}8RTfz#F@YG)6f5uV?XkaRy^_jnoy9d^h>A5CvLCb){19}Asc?b%`#Dn zVD2ZJ7eB3#J96X*O{7xj!N94QT^VMzJd%=miHV6XU%phnjN#5(oE_kxF#9rHZp&Xd z#$<2}!)HI-e2AOd^ha-Ha^B=uG8?|fM6}wJ^8@e1TC7__STED@xu+hq5_DUj13LYhHpFoA2D{iiS`|R;z%3 z01Ex&E0JCQ0-bHmeq_`e^6uGFT2{uq-&lSk;oa@^3G+RXci5ah9b;m3{rRb2zDKY= zQRhd0LUOp>dWQlVs=CR9o z>0H69rYuK>ccmr!7CiuW8o;M=n3zU>y4%8Rw>PHxg5};Umz{!wBj2KYlfKA55SQNMdDKVi zs*O$l!jPqwU|Y7WImktrm>B)3dDpx>(h=|d@%(&*He{LzDfoCE_{`V*sFL%~2778u zT-(txi;mqR@6sndbz1SkmxF_Y^o8R+iLxiGIsNmCO3cYesTV&zMIqU*qo%Dr zjoR1h(B%WTA0}>}G`4{UA9Xm*{FA8_g+BY*_x+bXKii6V5B3T60kYEoZewk2ef;?Q z?o$5*mMiMo+OHjd^tR;KYgv*dQ)82I)%y1XXt z^uTNpBN>uQAO<@rR%Lr)x_f#gCu&afY9^v4o<|v05&QmZt-$LiNhRJOag#$$^{JK5 z6oUmeah=r8vgtvEBwC8T{$qdttJ58K=$H?DOaG$$qsSTWdog7PJuW?e%*XO%xP)Uw z?R$(EcnY&1CgGLl*VY*Yk{GC(*i%u*ed4R=mrK|e6i&RBs)75z`zRTQf0Od{e-~Ex zC(D9=Z*T-#n^(%4V5y^N1PQRI+!EjWN137CZ6bB2=Apb<#nU6t-pl#@(NAJyr^9#{ zy=Txjwz{0cgE0gK1+5V^(<0iY>_sZDifYkK)_Mn{a3?z}3&R@q(S$f|acyK^C{PUy4kit7 z+nu`va{RyNnGobxUCQGo%S*!?H9Bu6PJ?>*n2a~m;u6K?Di0YEK{UkwZ!%5pcD&)A zT&(&Hqo5&+ck#KDhD4n-o?z+OZ&9V=1o|9dwvbS2+sU$Bf)F&bQNU$sB%OZ#eo^fHFQ+~F$qYE`DuJ%Zidk(azs@UMX0Zq?eIh z|K#m9i|dkwD>ho;n&Su*%Nlx$Ql6ESWr<%o?<;ACq7Jp~;KCV5ph-Ey*+I=`)(&o< zy)S!w1(k>TXnnz=EtF0UiZx`KZ6X4cm#%Y@fImrDC94i>AZ6_S8lK6RyW2#D3)c$X zE$NE<`aG~KUZT3YU~!;8AglWUAf<$mP#WqgK~2(&W4=6=GthrFco#30EKReQ3c63f zV}H-Hb?=$O$0`?Gel7JD%y)oX+tH2p_Jwb9&_d0= zJXcayRvu~1OU|F|pK5hZ9(z986Ku5DD^jrapoMmQk^umRjg8Ih&+k_uRH3^hqh$x_ z$nM-g2E;G(YTrj=<$VsL?ctKncKtP%rbjzCD3H4@;hpDP=0@C?=8oL_4bRCGvNfL&uebaL6uIZ*#;Y*7nON*HW3zsq8 zkbH05x&_IuU?hJoe`#R^pYp@!)1I1-gzp~imV_*frbo-6?=n_g`T*lLE$BW|j+MvX;ylLmke~egbcrC7r}xtM)el3$}v|`*g-FmnJPwLnb|VS=ZWn z%zeJZz2fm9A)W9?j~b)oeCed7x6hc|p=EXY`R!D}imC|dCB3%Uy24v)#jkz4&zA+@ z0{K!BKmhB*a}#%OU!SS5@nBjQL0^xqT?WY%hIsB zO`ioHxal)tL=;!NMUvA@!9r63r%?rlA;QOHqE<^V@246~M{LwRvAMyt1g+N?DRKK@ z78!?*TTINxjG#G=n0T@@5aqQDY-_KJ(5#myKH5?39exk7HfcDxx%(bp{TS!+9pG{V z_>QKd%6;(%rut-EAw*sE^N#x`b_)s$?%sXz!-hNbGFu>D`}B}Iv8hlD;%hYBIg&SJ zc;dtf8V<*&X0~Gv^C0W%IR?LGm_r?&V7uJI2I*Or#`LlE@$o~#)iyMw5Yy;k#&Sov zY?Rp|>2wYCm&Zr}cEE6C1L&Ylw5$*9q3-+4{&!0cvZ_yrt zVm@UT2dj^Rg04H1=GT4BYvB?Pjcnu;rZGWZJd5;!^xVbJ4_l(%{eHKA3x4spTfo9qi)PwZKF+O>7%tm zRT60tYd3j$d$T(aro3mXTAag@HZLGv54jCfXoSuQKR(H^Ys9&1ho&FoGDZgfjo!`M zCPZDO*I?MD;x_vwg7^vV#bD1sS5VQ+A1~vj%l+cT&krZ1)n|Ul(mm(<^U(OQO(5*gf(H8>Aki(OB0D92xQ-(H?rsFP*WzzFKQtwTqmCS zV<83aPCH2JJ1${VVad^OfRc2ff5FRfPM862%?FFL%%8d7=H`}cm`D4v&8u=Jb*j?& zPfw4bm=2GXup33Y^j177WdcC|YPu5&!Or7%9TsQ$P?`JSY}DzPYQ*iu%p{*ofBYVc z&P=SIlL~}_2=~Pqcie4VvXL~byomX3Zd)hu13Y@*U>@=zn68+{G-n|vWIWrp+&MXo zBz{)QQn!w5kYn+48AG+J%kew9V;_hD{ADcxmu^2f{4k$h2DN6A8~jTj_DLy|mcDiI z9d>y- z1jD6c$J|mx&cDB#HTl&XF6ISHP5`X0U+%m1f6W*WDVV85`8)IR@u4s=TV@pKarSv2 zgPYWJtyRZy!!z?gs>qDMiqwENXg~CI0zF=0rrV!`lAfNflXd}*ZBRu#=CMtg3I>GK z1CSqy4hk65L#s|tZqTY?Zzk!{H!IORIVeW+olK-2#_svqUpqijv6llc9c?r|-|(;Dxp%vuQI8c2xTtS_CRaH7OMYAVVKu7sB0V~I@JFTUMW z3%!p8nR6>^Uh~VwH$S>kzGhi9xiF*#_-^$VZ640tg3I=A*RPt^CCT3T<|=i#>_1&P zUUrhG4!c6W!NiiR6!pO5g@1T~g-Z1iNooB4486TUkXxjSYI5Et+he6JEm_L{SU}@n zXJSvHw_t6dI|I||IfSMkCSBEoD+34xYkNAxJZURbI6%vDDcTZjmJI?|a)w@M^D%lC zyN!7p9k3{`90;>-^(;Oodx!S&@b&7A!lMzW{ZwXCsM1S6W27(F2(US{U+?yYfcLFV z&r(T6#j<9Yxq2&l848OX05S}4jV&m2W?zqNSpUc82m1R9Sv0&v3H~|K<_<|^J)0fT z&6Yqp_6rGp`SL}?qJaQDznyXiEtq`zo`+tE?}_)gsY^N|RY;9Vuz_8pNie68$oseS zn5RZGXS+Z6p^nl?&yOxlwXsKfL@}ae>So!PK-#0lPkY(c^7|3?MWqJ8^er^ctun6% zQ_B&JV3#2tFT~u0`oT|8a(s;F0UgM25DJ0C{0e~%l?W+-e9P3r;g%ef_TDI8sch5< zgY0Wr{qYI;^W)|HLrAt%Jw9}``pFR>cGNsEgfR#^fV%qZX(6M4 zN`NgMJ9Z2hNvi9v5R_#*Tp392M>IIgiC})cx&rs55;kW(5fKrHw=?5CT8552{F%*a zs;b0|551Co2|oKB7Ml+UUm&g${zX~*1?Kj66A}WmVIwYmm|KnmFEYh!`+vT$bT!AF zq+O`&{}NNBD3}+Jcoly|z(a)VWFuwuCZ1LZ{sK9JsS^YBbeNK`aiA%4gyRm&xY5#t z(b9nXLNcyL9H8%H9SI{SLyAM*qKkSO7RW7nQWH^!MyjSSSu9V_8o%a<{b-L465&BX zcBP!b6#C(UrNzA32nomWLw%3afP+Z$nwuQTY_?IP>3G$21-(cA)TvLYCgtQJLCIX; zaA3@JATVN1@DwbdavEh{Bcn!WB9?3<(C~iD^hMmErxpA5M2^jI zmxu^N`mBPvmXQaRxq#4pRS{@}b6B(XZyo;CFHme*r9h zKr%;<*(EJq@Z?E5h}Qr>(a?G_qd*wiKmpNs2uLB6i_k?Z*RfXTkrvQFhS~?Ap7GQy zKvJdaqR(Y+s8l9+@%|3d<4Nb?pmg^Jcro#6C7le?vd0B9yDu$Jv%4VB#psR4(6g;= z`Z(xLuHz3j$8JBbhwVA&&J0@m8)OK?;ccD6Csl@ti%_gUR_V6v-L69X8QV(vGu40~QON-70}>$` zgtE`KQ+F6`Q{$1CZokPvQ54A9#a}6%ptojO2$EmLV0u}duT7p=+KpIKi>S39AMV>J zE}m1Cb5E>4mWLBiEIv9HzR}Ze4CXox^;RJ@jz=$DFt4D7FeL1{@bU2syeB@Rd&{t#!Nd@Q64l{>oyPq_@R&0x{)}7Ov%GzpdMdMaFArgu0Dh z=mt3e@Ak;gZ-Yz&W(sUS78yd#2I|Fqj?@5N-(N$95D=9ebPwzQRL?jB^X(9};YpUp zB&dJFE%R`ea;|pf1@}tceS+73#c&K-vP>SK{_$LdZw!kS|c>EPm z2U3X~FtwxHiPS0l@{sAyK-A;h}vVU0;nq34N+Mh2*w zG=Qd8{8{HXDWjwB=n(NTMa9o^o=TD%Ik0hg*6_$*k=et~KLo0n_yAfaJW17oQ&AIN zP^IY$p=Bi)eSLXWmWE?ybFEh)lcB@exd6?d~Y%2jZR=?h`} zOqKB_s|yJ3*>ggQ_Mi?2Mb*$y3d?(OF`i)X88J!81;Bx1mw@kX3d8qw5LOEuZ=3HG5w07lO{n+e4kvmLRsxqV6Dy$U z_$Q%smgP|lA{=4(Q&h=n?#HUm8OApIFu$4UUj1Htu2h(Yl>Z*t1GLrFC9J_N>&no= zps|MVHKRhK_Rcq&M)dUd8eXjwE-l0zLew$`RB%MyLB)XmL$tV?v|<-gtLN@=KbSj> zNoNq93yesVI$0Wkc2~eBo?Z<#wQneZ^ z{I)HkR%d_{F)YsL5B0CDpBIuFgxDDz7`V_*E&Z)Atq-=MxNZNnrpuWv*S;u~?$fe| ze1ifgpp$A04;iIP3`k~j>Gab}e_%v)N5`2u_dUCJ%QI>Q)O6KUbbpUTEJB}uEfnl; z`>>L$tL1#yY(8)RAT2^4n8Sb0c&m|uB{zU5D1T+JTz$6egP4W#fQc1^%jpF1ZJo;3 zn#lw8ZNXF{%L4-S&}D;CG~^7(FJzGl4^x+Z_~3vl7Y>927>i74F4|aArsW902`Yo& z>-HPEw^_Z5Nmq_L9YcC0*u5h}15iXLncwll;URvqR6h9a^iPJ3vCX$+YNn&Q$VHK$ zV0BFWjh;nrn&JCR5DGqRmi!||df}2gZ9UlQksd*5AQ9$-O27|Hv)XbMz#is1VS$0R z5RTOckH& z*VnS*mDK^vQtjH{rkH+Xe>w}Ksv$4?{vNCIOiyr3OiX=L28;%D#V9z}iD@6vDqS$g z0PNtgFbe34y3YQ@)8Ym;bN{*(iH?bSqc-Cfz#}T9xGSbs0fB)&uwo&-N(0WACyoO2 zv17U~%|t9^fkmJZAe5YoYCzyL$~3x zBscs}$n+yj2&0%`5Dh(b_02M(=u-*${g~b~XMu9CmYX7;qp|>J%p&+>C!>1mz0aRvCYNP7Xc+ zBuafG9m4#W!>{+OFCUK^oB1O#(oGdz(RZJD(+MA)1Hacy@BYKpvuO|Mjfxd5<0lTK z`B>ZNJI|6XlY;EDt zC?SzpLutw_44XGo=n?7JlrVWS3LFyFBRZn+@b7VnSdc(EpCAynWnJxqZ~_ogfZ0OQ z_%Jt|%K0-ZFgZIdZ#dacb=+ZJ{3a(IZfN{#2!pH;A@ECeqz#Z2Mvhu0)D`QF45xJ{pJKVrD> z88|WA#Tw!Pwgu#kxC+kmvNyUzPdhtu>e_g6W@o4C{QkXQ^4LCaWtOW=l7 zlb>LgVg~@g`3ca)H-D^OtxN`%(w#hr;Ay(%bcC}M9;zbt1Sl`4r!kJe846oG3NG{fC!bY#&SO0qPAJv&s*AP zk;93fMkfBW=gW&x{=1J)!7?q#_^j4fpAlgXa>!N{~j77=r$mw zh+{<`es2We5&FJ~si{`!=|49ToD4Y-_q6+qigXxyDL~PKl{9371!?Xgtq$iQs)Kd# zDsOoqw_JqRp30Ox4mk&;(562whHJ{+1<-{dSXs1#g5pySx&? zv56wPTR`ArY3ZT)(RbAAnXi4l6hq3E#qxNh#a?~0LFOVz6!4iHKpM0p2=Lvfb0&L9 zUAQjoHwRgO1gfTVE@K!7E6{%s7AA?=0vlEM_@BcX;SqJiREpdk|B)8jt*gj$zy3G$ z&HJgpt!Lg0@C0>$w~{Ku&nR1qRP03}ZmjDMiT0e}~pH}tY`aFSc}C_d1wWN6?~8$bm^ zKcD*%vE%~KCemyrd$S^%k*M#O)cel7@c<RIm`T94SjgOJZJ7#ZdA8k!n#Qfga&2 zjs!;6FLP63Gx=V?cB3m$R_P1r+(vKmd_Qi2&niHxPY8xH?v81KmsNiF@C{tkW`%s9 z7zv^jpIgf$Fc0t}fZN0K1jT2Qbef;~cnYXdK8b<#(S7COsk`~kIb;`^6AC{Rk8*g!P}5KIJ- zO!RXsNFu{bTs>)aX!lRd9Eqvst2yu};qT+dAjp#3A^Kn3Lf+iWq3WN@n<*}Cz;qy{ zatzzZ0-0tYi?`@W{zWX$8ibY@Sj2YjXvaeZtiqfTN7Vq8BN``wgGN88`|yfDcIEH_ zWT8o5wyAA#(r2lpHLOHVgLS@3TK4v@G7Td8Xkueutl@d`^p_o)M|5K^u3E(}AYt}G zLqDO8p+27B#Vey1{B&MBb_-}tmAgZJr&dwgeC@4CIKd#Yr*JDB@A{dQxU zuDJ#3{jwY+Q0fhH2b1r9-&sC6gQ4MH@qs<;mlny`uPO5Q{r zAYeV{4A2hL3w=yOkUwIGfY5_uW+LbkJt+#kpRf=VbZXXXsz`*x{I-G0Pj*s5O@_gL znoLp5M4-DQ?UYXBso{7|lIerD9QSp?dcb9{LW`w|L{$N|B-#=bAAD8|;I`M}cLw3q z@!`u`HcCZo`)dFNi_WE-Rz74xcM#&a6AcH%Lu3(}UaTiI19fV!U}`(a_%5=On9tKfJog1yCYKvidqOSqAAzQI7JCCP51@3AH0m8K={z8P*aJpx#N&YK zhtHO~yJdsSYpkf->$X0CkAhJ{p2`k1ihM(86?~6SN&~hDn6=^su$YO%2nhK&I9LQB9tdNRqP|33MP1YM3n%*kfP{@{ zIv|v@!?&_lQ9FH_nwF&jMbL|-xHW>BCv5pn9<5ok2L0hD3`czE72jm4kk_-a=mw23 z_kb)KaE0zm;$t<4_dJM*XhWmhq%0a)qY3+&mV7#=GFJg7kkPWd`+sqs%v`+6Xymr1lc$ z-!D9Owm$)R0x~<(ytBB}%N(EB=r9w>^8kKKN*)r-pJ62seaG@#cp;m-e)d!KEq>Mb zS!Y;V`ropj8s=V62fF{ zh8sRI+6Xuu%!A;FtU}3ol*ZA|)Oe>~}=~i?l8%3Rx(k#r6`|d=Ov68n|;`lL-uKjWqH2yJXrti3c@%47!LP zDn8pL$6{S%c(4I}T+yz3Af?an2}#v6i*q9*J+0*m&Eu~UF+=uKs&V^jOtJ)diCn%I zwW9kkS%9zV-&-0Y;b+{YmxAmW-^i+QoLDKU(ICc{wxVYXDP;;GGBj~Pq-atToY(Irq_-C(4+Aa&?$_Yi>h2u%mN zi5Yq=RAVPZ!XQB3rk|Z0a)u1a#K;(KTc?ArR1Gz_8uWk!GB9i>`BLJT2_yu>go6x0 zs2$2GD{?D$SnafL{Ai3_VubTCn!qo;`aA|6RqTKZ=y*5SAX1W^vJB034{t5I<0Q z-K(5F$EZXAfJmYLBA}!V+YuY}cNCz)5hJKJ-_Nx(KsB!Gv`n*Qnw&wZ`p48W${*qXn6lfL-R?uS5`hp{VM!`u%x7QO=q z{&~k+loDm)O}IRaX7QP@U3O12`Q7*4Hakkz>QOa?<*!ud73xeI1gi3VDRvIO==wtb;RhysU}eJ#erXIf5;D~YtI z>s;2P1|LCi4LK@>RPpiiQ;Z7q*uevGfXu;f!Sne*jjJo zz5vgR1^zLe#OUGZ!E-=4p45Lf_vmyTVMriCNDHi_6+LsOitEBz5?9t}+M_Us1g;bG z^X02{tHF9Z1ayvxhIPP!9edCgm*A~oho6SJ`Zegzz+iLEjf;dxpu<8dg?x~V{szZC z@bgf-bzhjh6d(@r46Pk$!aLhPV0#(D5uoP}2JhAU;fwLu0zZ%j0TS)QEWC!}+4JY9 zi4#5|tsg2X)^X%QsKaLv;!ZDv&sM{S6z4 zmSF4YJkpLicUpK4eHB!~wI&S)V<`^eZCNTCy~rHP4^zIsN=G zRy{sISy9ovHFpMC0cX&6ex1~3^P4h|DI>Wa9QM(8otjM>9|Tmzg7QY5cj=D;9Fl;C z0G-|Z&I=@jol~^=kQNa%N|n41n*p*dmlLwij$_44g0R1^Gbu$o5d&i~pb{=IgQ;VI zmztTGq0+e{ZZwZs!J`r5AOY=T@PVR0X+_0JTvdG%PIEBGMCilqsZk!|c9Z!s|Ij$c{mB zpaZ-Vw7MwZUV;|@%)+sy5WzRH+s#vq1Q!7M3J_I+PWRg39n@#QZZL&ZU>DN#kJ0jP zunN$RNJXVX$|D)(9C4n&pGfhCSb>XdLo6`oF%8Mg5JE`|Dr8*1gV8S_OF3hKL_oJG zZtH78EClX4K7}>>4cWv=v4VJ8j~=pPA(;Vd zh#~M3`PvAm2m7$K5E~l#cz8mv&kiD#CBk8;6PvCY6AKddjj%<76~qq&BjoY7zz7=| zaEypFuDhr^>a>ca?YAXh2f3#*$CL-9mLrt%&oR5GnhEed6)Q8q)a~C z=RlSZe4F&+-S&ZHSees+L*r!Gqb(xLEPAf!cltuoz))78k7ID)+ht;#0{Mm=7a)i~ zz>EW%=P`kxK7L$5&9WDj52448_+w95plO&bIc@_IRyua<(#t?FH$u<=87Rc($MCRJ zET)N#hSH)Ga=;Pu3xvncQ6JC01^eu1B}U&ANd!}{!@&*{8j#iHq9fYYg+MegN!_%@*cNQfJx4> zaxp}1<$RcHF?Z=@_!x6A0I*-}mlZ!AAp*UHH<}8tT zvag-kjOXkCXBb7P6-oCo+XJXJZ(x6jQ4miOA_Bn^)*pQ#flQbpodLUqg>3;?AlwKPyuJGIPz06J_ElIR^&N-v)#-uIz8K;ud70I4DI0 zoY){Ti$`V-!>zLbX1Yp6&Yo?z22ZY18O+~KfQ0-FMC8ahM5s)_=c_re(R>orG6e0g zHT}`Ud}}Pu&D5LVjYxlg=3n@c+nPKkT={eX>g@&%$O}W*-N2*s1DQ;^WuE%F8%u|V zi1lOSpr+Cg*C%g@hBliel~)B=ey2&N)nkp0-IaCLMzvxI{c%~^!uux9q? zU~@@u%=70#d?ykm_snFEsG*SL)3@1z5K{5zp?F{;SyNFLmR&2x8_i*{vC55%B2oE| z+$^sDx;s4I&k9L_d;kd0x^2jKI5|1Ry&!uh)Hpp0T1OIdyQeyqiJYoUrF_cKLL%7$ z!!a)HTOxuwQQ;s#&=-!K(W?V0KC12i67Cy)AxVx;-h3};4?+vJ}M)@hK(j*_m@;AVUsGH0U&MpNS&^F^9s z%Tb#LtWMt|mloQV@=$Bh3LwN=x`EY9KJg=t1}+2QrW6b=g&;Z>Q4-)H8Y6-%Wo{gT zIY}J*IM15)z|R#FIH50OgMsF4dQ_CziPi$zbpY|)Q%DW90I_iXat|%-IS#@at>#h* zhj@b-Q}AFd`$lIK{UIBBxCA(z%pMl<%HP(#21_J_2?U>$kr1jQNM8sz^49{g_IRwM z)qZ6`9BaRam1C$aI4F(S!WJy5njm>0*hZCVjF{fGgBI9wU2OVXyR`9uctBVftIS2X zh>bC2j9kM`KZph+WVr(ZYqvY^cy{plOl6DcG(sAl=#o@}3=IMiaqYpSY8$;(LB+Ap zW&>{|f*YQKDLwjT*Q$2qpTfS4?7`E}iPv!K8h)y)KTRBWOao8B3evTUwIl-!BGhuH z;FS&^se+mYI4}#%j}#RmTcW6W3%aWH8@}S8bed-{Caay0h;8pVM$ozKQWNA)SsFQ3 z+nVhCZsYzD0d2Y%o_9+W@#p~llaJ@25;6_xH#)LAFJJre)-(0BKz(?#IqTsdFb-(J zoRn&``yi78V4jpwFj6-F+`xv8qRg=(H9xhDUk(tXr}GdK`o2700AkwIz%#jE*}xO_ z#5-tK#2z;!M}Uj$;pYVMsqp#CV8Ty6>GQnB25QY~yD}J*^BRDL$pCjMIrj?B)(!jQ zks7teevl_eZcd)5ciywlbXUscvjAcisGm3&SxwRb-&=O)yyiMNXe0&zoug3tKG=s-l?AxHk8D4g9#Jw;oh?{ab<)GC@7R66+(8%mJJ=pSjj%>;Xga|mzz}&gXTGfQ~99jK=8i& z6k*&Yl5|57W0MGHR>$pa3U%(-r-H^pr19}krCm&9`%A|yeiVXpw1s4Al<9zx-8U3> zh34OSfPlh59vt&y>CSDmC=EXF=JF6GBtd`rB! zZwCBC3qZXjMlGJ!mAb@6LYYv6g)dgOV+a~M3Ll+A#g&8}h)sPY&WNDjH_9eukSW5x z?ZH*KX7%gPCJ>qtN#6Q%`B$RMp4XpWI0R2#Wwmk$WBUq$4B$#0a-cY7mb2f%#SsX$@$~$flIjL@PsGwe#sNm@(>@1c8`$fD+c zweb(NKpAin^JoUun+*}yiT+wR{U715)x>=fuGddPV?!ynru%wQU-BnG7^Y9<@K$7} zrD|g^Ghsy}rwNL{0$4zHTR=$0H$tHR%&{)TDd2&^P{oi-!j^&WQotgi{W;zlI08){^>hh=b}Vi|z&G?I%m*OCE+RkhaPx37dXqzKNFhcy z2o^NThwp;D!33b;hjSkfUcw?qMc(L(XDp~0qM*WV7Dr{lh~2zhMIc*cVBA!$2k+ z53eCR*50v&H7IPxj;;6`E%TxT0Pv_-F5Ee;-k8s$IJrJr&hf|6Pelcl$@gE+FY3G+ zeeYQrpU>_5{jE__!q0=|?_aJHHZf)nD!yA`Ja%0tpIK->uYm-cO7m~~k#M$lFXB04 z9F(k+W@hb%2W>a=ux6KCyXOyb%#DA;b@rQNhfp)|tZi8@(oAB?BoF2* zIjNmG_kiUB5r|clhDLu&2_QRhpp4QN0+Bx+%-`ihaKDFHKiKMSavS9$M~Mp*0sZ)a zy@3J9K1r#AIIX0Uc8tu#b3Mtw<(LBq6O5UJt%Bq)@p#E9#+1MpN){nmsCC>q zH&5(r#|u0@Ky}F-de!t?IV>Br2xVhCCuh%nSz6>ns-SDl?TqMOCXF5+VzEyGQOo0Z ze{YSBn-Z=kum885NtdO>hdrVvpp;>p9yDCn&6t0?C4Twv0QwWCyd+8V*V^9Sh#LHh za#v-bJ{buC1co6`lfl`*p}6q_W;MGT4Pt*4?%G|Le~A9weowRa*9W7b_U`wOzQA&9 z?|#MDkoxp#rg->B%tBt1tGKDB{We(*%HF!AG3%{Rdu&f2YTtJ97UGAzzU5_27MGvZ z=K6Gxw&>;j^*;nsQ{&;2$g!)bsmag)k0lpQ-SE>1caU)EqmCVO**heQ3C)jZmD*C9 zoGPgi4tTaJXKmmaZn;x2@pCEl|H@lpUMVT9=h(b?vwDZ~+YfvyVPc=er4Re`G5_~@ zc9>oN>_e3Q-o*NkIkx$~!Y7Uy+dq*3Bn~CVY@q&^e*6fe@Ck0|1VXJmIJ;v_+pNV2f}+nnbKVB1-~QKRWf2FI2J)5WjiOj7o12?rg&hk)PVv~gz(GL@098EKx${Gm?D2$B z5@Rug_G&n(oIa=gkF)@-w}0IN66#izpoPoOi0f^85E2rC%feBOdY2(P5UUsiOwb~B zxoY+|!srZ~AA#-cj-BGf4#>j;4dT<;4**8+h(#zS8*rRs<2cT+4qU7EbXxCJrS|k` zp?f<9Ls#zO^N+p2@$%}ya5v-hWd-I+$=aZ^f|4o>)BZR5e7W#;Pl3D-t1gS}+5 z5lThuo_Y!D)ezL66Cc8s4p4O>z%x8Hw1)cu40?#N7X;dCWGx0fc7Lr{kJ7L7M6TiC z;mJ_w0rL~&k3hF^k6@X40 zf{n8(Uc4YnA^sF55AwY@i~0^d5q;EDDkBizTZV>jlexzbTem_EtPmbCz05-iM@~tLw!dTnY)Tt9;R-E~GNvex)C z)#mOV{Qdn$u8Sl(fiv7_ICdp1ABCqbQcI4)TgQB0H=C~@7LTR-oL*=AQy9m9aSfo$ z0DaW!wy36#BUlRY`XFjv=L4iRaD|%2!|w?=hF?H-1Y=K&=L4XElh~Vyt*RuFff{J< zu$IVZ+rP(896K&c1NpoS;FvsfL~lSy51Q9mKzo7cfOrB?jPN#!nypwx@UL)ar?(=Q z1_`0xrpKR%u8}%K1Y#)PN)iI_4B*0?8&ib6Bf(ZxS*dh#paI2@oDS8JeV$AmRg-vU zghq)&fOBa`+6HG(CP8>0L~l?){YHrO=E&bzKN!aE>x;a=B3~)$rEp3}`53;d-lR1i(Ws1z)fl)_P#XR0 zndnT96{`556(v#u;o)rF#qk#QjvB9G%1)!o8rw&1thpOSGuL}~UHPu~t<Z@ke?YeQ`jipPR6aF{{v9ccyB3bqXEiS_TFNjmF`At;TSkDiqTPEw>b2`bS;V ztX*g@pX=<|%jbVlj{2PT;+qdA8QCB92<^AWd7UDlLX`VBaX2i@V3qSajxCRR%&?1*M7|-riP6=sT)BeANP=7-2PDx3q}R&CKe#{wLLNMtEi3QU zCTRJx97+We=z}(mr08PR(u_2TydcetWXL4YK1o&C=rznOZ*tQ}&ZcI8h;$BGDLLgB z(NI_=x9HKnle7Ed5m<+fjRW0Y{M9S|7l2&B;_Qe$*|@jsSO%>q*>_C-aSu_PHliq5 zyBw%Then2sC*f9J8`=AKe>1=Y&b>NDj+(~p<<^{rpunROqo(`kRh~HY!g5n6F;YH! z_^>cAf%ZG%6XGSL=af+dUs^&QIr%iidi&hB z-GGE~Tje&~t=JepE$ma$B|fL&qk6OT9F_BP-6e|rNp}QC8#>ZFC3aXR`zu_+&;{#X za-YANnxnefOL=ZD>Ml!^zzI9L_&Xu{_+*u~KDuqPZ)ckBzWv^{5B+q6wmhQpI}Kcj zQ+wzO!4aSaEAVe4F;Fl*?*Vm%wa&RY03yveJ=>(*KI_KqcyO43nmGJ>E7)tXBlbrB zc7FaBKqnj&oCQ$Cy-uAP3=A18gaIMlDA^gcQ$tt7*=}@1jd8)=`O;xpj=}z5E01Rc zQi3hX(jb}vwdykPW@(IOlKvwH{G%>9I{brU!?4AiV7dnK!Ll*|$>z?RW;XQFGPGE&mOk?(qx49PL!`k!G$;fw+lXZVz3tW}?Fh zdZUR%<^}|bJpMlxjGFp@$4-cJP_t<`aQ1LkY;5dn92hZ*O%dxjt|0`n@h|fpGiv2M z`a<|aonzC`=$EkBj58@5sirw3bI6ViNl8~&GMv0BNS9!bFSeDmburo{kbhD|RjEip zStB;Q6;uy&!OnGs!x{#J}-^wSb2T?iVqb|Ar340>J_q zavUH^2YC{dYSNN7N4qJ~d~h zv?!bwY{de$-wQ@;JhjSg6#D~=5Io?ZAgO;4640uS6d z;#BIV|AgxQ+EvuzNRW54QzHeiUE-U+6O#myUJ~=8d)4xScBJxN1JmR$aGdG3B!=iJ}__jB+5!-wqN{qA?I^{i(--{Aq1@FgZ!{-ZkwD#c$`C+wtr5njmc zqK0}^+3cF!E>g}pS9fbuCzMrV01#8~W-<+s4g|xyqrdXj8mhiD3TS{#;gq6=?@l}b z0S#_&{E7fg7}h8^HXG(HFERVHaG&%-?v`T9wl~)?EoO#^`Kf8-~3W z_6fx224_=&a3Y3)E{qVF%$iU6uP~x)I{0dTCnOPsrUWJkg16zZV>pIhB~)?XZuo*{ z!GkP`L{Vh|^xHImS>OVJ;hKRW(7#A)eVIF9P67nO4;pjboj~Lv#=b!E6;ashZ33-n z1`LmFAnpR1#0H}TV}PlV9#_DJcb^ltHH_{z;B^2EeL%=mCBi>Z1;p$bAZ;tD#t^MT zOP7ndn(fkOl<>Q>Z-CpCkWvXm|$UJnxl&ufxd{N;;dlC7znULWyJd$c&Qt4 zu4EPk-ej3UE3yWhaUg0qLevOuH390G?&zj-V19B_37**@ z^j16)Q60V__uQDM@(G2H_15qFy+-%GOx}wl14X5q24}IzQ3w9{!Ni&vdol+I=G%S{{eM z<)sO%G^CB#(4p{xoEOE)Nmy$MZ8MI*7Co(&4R9OgbkG*^P`}{20&zmY4wI!1(dB=t zIOVvhy&%rvdo|)Fpf4wqK4R(x0^&T|_Q*!)k%NY5Uk1$i@oGjnocqJ8Fe|Q_hzfm_10y_&@e6DV!m``Sq7Pt z6QFs)xsn(R7+fll`A8>@0#7x^qrnuODYx^kB5I)2R#fp3nB#lx<`5KUpwyyxHHadd zA1^qbgg`@xYj)svk)||l=fE~5R(QyB9AO1c!1C*_fjy8V2#Jy^#8`pL`AHQDeDy(C zqiVLB{(BJh3`q%UV5{1*B4zsZa%b4iffm`?EITEaWP|?aCbeLJ>Rfro~ zC4x<1;0kK8?%RyUMu!pL(kR-x!(SY8hU!b|<Z-U+Y!A5{e2yl*Bj;YNU4 zh|NF~_rR| zC90w_d4-LWM-v0`-2aq1BFWw0D?V%Re7NG(Ntbs6M^-b2$k`Kq|T^gdaoE z!(UJj(?3-G=WVkGh%iw`Mn=crPKJi%$Uo}{lMI$Z&4hD{?umq|1UDoy<%q@|2`n5k zn%QyxE+E$X;v*o1gVdG+N}F!R7y?bkzg>#33upc{D{GSL28Jco7e`#$Z(BLv+n{YC zt5QV0X8Ro#9fQJ(cZcolT~$M6%z~T4H1w`tRfz5le(N>7#(=vhDKj~eNA*&-#;d{$ z@rXY&;?ffvW8ZwPg7FPl^S_=y#Aw;Mm|c?NhEmLvw(C#B23uApXQV zd+KiXdG;k3agId+R;5*FxtO&Q)v&gW!zAZ zm$5o)ljuR6-=B?S3Jv&I?`K(?-Q97{ETLLZGr{F~q;=?-bCC%p8v<9i+nR;mzkOg? z&yv`YcW?C;$ckUnJGl9MCZDf8XP{%jkJ;JXp))!zh9>u1-=;NJn3lO$xHrEj88gFZBD=>Sq;d*&_1syU+Um18XAbO&ELoSdqZm(qVN#(FNH?N1Z9*nJgzei-y zZ#Dmfc}|t0MWO|W%OFo|Ejwv!42}%dSFTfY^{t?UU&*oNsjC#C!cHD}`&i)K?3RYJ zD_&k1IDS5gGEi{+gx;qGhb8z4z`0)imT`giUK-57l-jF4eRp;@+o6ut!BJZSnjd@uAoE2NC3_9@ZHN+Nj|-9G^2ARey2Nz z7QhuWeIc+u1??9=-F$?%w1hc2%rLNTJqq#XavdJhTeVY)%Rf9IAi&qx7x`3UmXkUI zjB>xiQ}#|y%XxS*n&x6+)=}R8B`8;1vUo8Em3WA&Fn@G(Jh8XY^YRxL4-HG6c;4%n zu$XNzYgMUb{#d{_%KX||it>d&?DttB3r~!q#k!b;gaiU#>FZzf z^@VTq3vh)bBqRpaJRyKV`(I#t0;3DIV$WwAzBt5DSt;hf(gAfO*&$kLa$=&^Y+cbm8bRe_-=)Uv;L*U7Lqn9GHcf=EMs4Hx2c<- zFixKa7F{Y{%*h?EorJ`5vIn@MobU?VsSsu-fHMHJ-90^>TXP&a6C)!<1b8;j{S3Z& zlYmwF-`Ezx+$Zkdxuc`6FCZ*D4pBf_?q$>IV6Ph&c#POJe&lPy8>gOey6lF(i#C7S zWYxBqk2EW*?@%5REq72*5J2wpV@8$uVy8b``~uRxEWa4>>sM1#Gctuq}5iGkW5OGcgD3LDl=-)4SZZ_1}@f7rL^KznwVHwH6N%fbs9laBI4 zHe>wPO&GOcgc>s))JjCoh+AS1I@;RcZ((YsvVD7HV)0Bf)k!QmI(kR3L-!Zyo)Oys z7MN`e7S$L@6{Iv(=h6xb3mGEmG|eyF+BpHVpNPA5Ha0IapT)=ju`RyRF?vCkVC;l! znO{X!S44^y!qS9DNl6LTC_MnoQxgrfiE9Ogr!tunj%9;gU0q0uxTr@fM)Y1g znmfV-DZIK}arVUHyl$3V;F zvsDmS96x>>Yshx!L8`j{R*^l9Pk7s40D(oWDBeauM$~PklOjL48?jxG7VIcaaqeOC z?BNz|ONfi>f^QJ(?C2oQNJyEaeF5U81_uXk(Q}N9ua0uzbJj&o0Qq%$dplOy(J~8p zMMc=gC7sClXe|$~YcFKgag&3eAv2O;kD3>Kf41R_%}&eG)tK}+x1j@BR(3XIMmicS zfSh|lFQf+`k=&%J+We)YuC5MhER&~I2M--8rC&3T?N-uLkt+LcECyXMQu)*;@QDS3 zSiZpQCF0ur!*mf@#J=b^5GpZ8Rx_L5OQ5Q*HTUuI3GL0xM zuCyj?1Q8_b=fh{+yQ-=oaBtDJjhB9Nt*XgHY5>BX8_s)ZzR(PL9jXmkIXR?9y@En^ zR#qO^N%{HtagkibhpJuUla2KB2yqB*HR!t8hndjUrVAoG6xXCkQe2$DEPJ>|CMVEn z|M{6sqr!{Wu6_ef0Zr!HqA8RWoEiuA>&*`pC-=pDn5tzt?k8+RWC=6@9oR4^3wW+j z zyyQ5TwOJ%c3e{N@j_CpEj$-0LEYy#R-@PMNM6e6St`C|J#ut14g$aSbURNCmBY`nA z4h#c`|A1-W@YoE)2h1Z(J!IU&V`Dtr+>dY+EL(n%`UaRkj<-&z2w*axUzTXlA@}*vL6 zLV|`(C>Cc}SXfh26UY?f&@-L&cG_?Cu{1G;@yW<4c>5<0D-KnE4poYq^4SKj3z8rS z_=E1A2D?WhY$F!5Pt_pBky22oX>K-clA_dAtPilFP@bEw1k(P*OYPG<6#E+-V91q2 zf`heDTk{!?U5oss3%nqD0P4I!huT|PD;ZyL49x`@5Bm*{I1bLvBSS+EP{Kjkr{UW- z8xwb=Ga^BUVk=3`Ko3A%fxv0;;>8fHX(rVol1~8}5DZR5$*Fz-<(D)ABK{HydRJRp z%RH{8Rs>r2`gQAuJ@Qzr^LRV>+{(~Wf!(6Cb*pA!F=1+WI`nsw!4Y$ICLZ%N_rWL6 zV4qH2Dk`%OVAXu>hvzD>On?mVs3cYxStHWYnBX{CL=+VGoUlc_Ck~x)aZ(fJ;P084 zwIOa2FLzJ?o%{FB6oA4G48o+qyHW4+moIwy`j&FSxH%zye)H{oxQ$EdS1|_rcAv_WX=4F)O#aN|2d8>)Ily=HFS4l||D&`=BjF`9)#+X``-9@}-}3sLOD zg!c{M`s1pfs8xbY6N#<=!2?#Q4xZB~Q8I6w#o+&qteH*-)eul*W4BCYA_`-J3JMH7 z*Yk+)YGLxlpSrP?!o0lp5J%&E5ehTV)cBCP68KX{KS9m6Yj_D=8k0FqiX1q~+`pBH zlu;F@e8^<1t*ud>F9u#lo9kb(vfS+4qyRJd$9APLU`09T;7uvi-Ji-wr~iNKhAUd+Q6)&j?_sMQ`z~OFRE3a$I+( zhgz;Uc{9|RDBxIVI69`X?S2$=eE(i11i6oOSmSNXso2uX|9J)iU#hF&7<`z6birw9 zIW@!u1#w0ljz|7D5YPkQ@17pE{&tV`HymRSQo2r<0=UJ-khb}vg99fIj}X11t4qag z;PIkgPgWvn50}NWZkWi!;@#)`EoLF*SRsOO=c)&Yl7cdr?|6O7c4p~MfOC#6ve$S? zN3M<{#s_y#&oUth=Axi0VzI%Ke^Gb%%w7oeOTRD@A&#sCz>*dP21n_gB8$i^<%=aB*@9 zmEF=*_gM!}H)cQSb%b)i@%#%+F*=?8x~M2NCI&3`FB59G_~V_K2bbXL$o?l@H#X+6 zX|#tQbCWxrPJgYgtFtzVuRa&{D|%;FMN||zC-U)8Yg^DmNeN^$NJsdDg?Br39Uc0% z5?7LtB(qN-;$D0_mNHAr)|MUS2XJ|NI%#k>`hzLMsOc4k;Vzoy;nV>4kw4i+lD~Af ziv*!S0KS(MG8c*cV`LEd5YaAiAt*3U%Lz9mI02>{qE}5mM#?$*BO(g`O^J};_p2P# z(y}u4ufpPDD-cC-^hU}9r$tyi2J*(hRUb>L+l7$eN=Y1z|F2D(-q+U~a=>KfObTH` zBFdaMkq{H>ZG|`KZbS;>xGzmdm)`;&8EMB(Ozi*Uq>JN)%RtM1At52^8=x=xKdHE$ z%|0?D3m8G72zwCi-mBk!NqBYR*W@L<^)^BcR=F96idO!xriwfF@WBWlWheQak z4?Pk0*7xNShB1DOT>xp4-JY}!a&iO200jr}@(1s8VHBZhHveL=5tjizXEEckwNtVe zXTa%2uf4zD8*mXG2kc>>+i`UrLm>_zb2lR zEY>7aZ{nW!<~l#Y2e28y!63d``=M4iGH4+o#WNp-d3b`cfq;bKNDAL*?5V=cd@F^% ziAETB91{ou{n8~0Ha{yXD^t^E*qj6BK?7o9U4D#38VDy}euv|V^I8f;JHM;z44Nl& zcXvboElH(DvxuYXrHv~|r<`EK1G=+w8t*z~(;el4x!|MjBj*!xHqI9)3$~4-MUx`rCLmd>4rKJpi-m=3l=OeVy9ka4Mm0Cod!MVHe6MeOO0W0qoK=qdqJz5L_B0^YG!X_=8Drqy%YM**VCSu>c^% zhS&=66kVZ-5f%&vz;gwXboylDeq2*I1kTY8=!$kVrpu<-Y+^Caw$s diff --git a/docs/articles/AMR_files/figure-html/plot 3-1.png b/docs/articles/AMR_files/figure-html/plot 3-1.png index 48275f6332105ddad1eee5f190be757c31a47e13..915bacde74569e3b9cc9f437d93459683d70bc40 100644 GIT binary patch delta 8783 zcmc&(2UL^Uwnjh!5u`|OA|i|;h>AfV5J6=Cf$@UU69F+GT`5sW{)s3EQtn(-R9dV^ zZ&IX6S1AdjgbtF3L|O<$LPA2`kKDQHyYIcxH~JoHu@>t;`|R&K-`@NDUqa2zbyYXl z6;-MO_OVIa{EFL+SJmLruv~ktUM^C)_Ab+tZbPlg?-fud96Uk#a6?yIHn_Q6%=?Be zcj%3o29@YXpM@H0V!N^>3Jc?7pRMioo2E8kA{uPi-F+7yf3fhOHi~<2PJq8kIj4DQ zm*=)Uq^l{agq@z{0Hc60J;1)|iC0#+4x6x#?R989e5zSo#|(EOhmW)51a#*uSS3{# z{yUX87A&h4wnee^imSm*4q_Fr5|H(O<`GT2L@qu67o+ z#GU^FeH=C#4zSx(Ls!T^#N&b}2};^d8tdgP!FYX=m*5jiBu;0j)M-LVwCaN6aGi$O z=gTZvO2tHM>Ju{8U^b<8r!(5SLLr@9-m=RV`h_Zw3b7-zHwq(}(yBFY65;Ck2VP=F z$W2MT=wEo#?bP7_LQWDZZeDW?!3V9NQQwRkMnliC({PZG4XmQU<)F2wKY~X2(!DYT z$6}yD&Ixpu)g|(!&n5E|qb!?NR%sl{73cLo`bmln*gC_@f%NU(dZxI}PjzYCO31nb zxd zLMzd)nWFlwSH<{p&oYuwe@CI*Vr8cxufO>xUL3Ca7%*pY849V^$)T_RsK-Ak#5bH! zWCV&AP%H>%zu*>s2v>S=OwX)V&^h4?lwv`8luLB`Me!%{s)RG2`p8q9;s@`8(p2sW zJ(2s=%D4DgW4oKwQ@4zi8hjDogs?xJ+^w0LyrQ`o=vWY@Pu?J(DS8z5L10zW%1{&E z7_eO6!V?9-)r3S&p3+*sU0KyIU>HB(zSh2feHr+n+5bE_@Z*m5=ineV@Ntg6zpkHw zw`?agk^7&stWOwzswFw@lF2b%&Jchq!r1lL{84q+hI@zKH<>Gf-Q~h44O_ht=fq<+ zVh`N69IDDJYg)SmKXzsQvXkN3E%H~E0l_DKW&2;=4g9#HeHAz02kH7%;2<{eBZ~U9 z;2<{e-8wr}_H~@;9G+?cl(7xkdh$;2<{e*RQZ| z1`ko7#B^osLyxRaN&=i0-#XZ2?DKy^(J}75<0dcMMIE}mYI**+e?dp8&4-?PqVGEv zuTKsro~C6d$l|@(qiN=M7OcqherxH_S?g8b_o>dxRP z3{g}q5hcf)|N9AC%m$KmXRKFnUCBl6(hW8imSp|ME2L%<_T>AWgw1VBr_Yn_%4TX8 zj+nqRO|%jOR1Cu#d=M&H{;*GMfsZ!S0b8eMqY_|~7e^cUeISDL`dyFGOs;<7l66Gq zK13jmUP^xU`THyQ$}I1JZV;ung)c7KhgRNoBUidL>3~K+6=`KWs=mg9ib5?TDbw^3=7!se>;{ zxooB83%RQnzIH|EBIh9O*KP#jg-t@1j9oq3@miKc0^dK=A|Hf-X$uI}u{(_2*0XLd zA_=*MCQ)#1cO_THpd2nSI$V4iA@L4muoeoBMo8q)7k4J!E!{$1NeT-P8~zId^!_Q~rPUXl z(?Tg7`sA*6L;ujPrcu*%yS#_%0v6SsfQ5zk`ktrG#>W^DpF%$0SHXx{>32H+2oEi+ z#06|8_|GfE7r2JCUc&k;rw4UT{@%rJ5M!e{%g)yZ#bY0l+P8X?7Il7S(B?F}kE=W% z46+3sX;9U+Syxw6+zHS|rWIT@lt~fumg4o_khKd82fi`>dxryG()r%$|1>-BKZ)~y zzy|pGQvDD%z`r`-hot}0?7)B1m;YC6fUla8AIC;|bqN1cdJ704SxitL@Q|P&TcbXt z=7fov4?V3sedS2(?`@wxWn5JQ$9ivp=2FvkLcNQwXx^xOS(N^2y82Sh@$@cy0^hEjlu3ngF^b|J12w#!)rjf{BD)8<*F3nGU3Xj* z+jU4Wc!IQQgZ||@fndz|-_ZAW@EZsOH>Y2-0=w7kMUYzsQz$C2=Z4JpLN1zNW5(0&hZ=|)DEejw^JY^WejmAX%*oHDyZV*le8 zFT27ht;B~#(dPB^hrLS zI7#rs0<}dKs_mSbe|Gc?d4OsDla=9__522^LvdOC*~Wi=q`&GE1HvG-*Gfgx<&Z=D zX)Y4TT~>xj2<*#50aO7_Y3aLTnGx{d+=(!pxz6s+#MKz_&(K1+_bfAmOGo+D)+Gb$ zqrhKNUgR&syQMPH0B zjeC(*pg;So51+X<%V!kfn(lX)-QYu8BwlK0BAYL-Oim(SKhBWH2SWGXGMF1_&n!dx ze<)&GX><%nykqYxSav&K{?j1o1#w!gC0cjHcX8WYiA*fUA^tp3<`vUru{!^S)T;rk zGQ1=_J_4A5I^ zGf^hL=R*6Im}K9WmMlN`X(d1VNXm1R&C1fNTHxq`R9Hy-LO$ur_qysafD+k@pO3uN;yC8lk)9T_=s%%wZc$Ozsu`MTG$ zCdUyP*>Wz*!BJ8{3a^|Y9oSw{CTyPBCK=UrTuF+eRlT#dEg$Y|9l5*JYv%nZMwMFu zY@w7Qn^pE}2!;FuwTYf{o0b^i(fz13f`0FsOCVW*tQ)@HP;Y-B=l*!J$9jv&b4DSqcX>)auX8bAhLjg0p_i_9hsjk9pYne$jfLpE*wBlB89U_Wu)N8g zGJ{a}DS`Ib*4CEP{idM=%iLZ^wTG*+mG$DUQuR>Hd_F! z@_-3E*s*Dt=$m%^QV6Ysfh`I^OimiubmXEa;bXw6agCD&-sWPaH%@;yQ-6tL0q z7U_=Ifa{U1c3??|)?f4)3U~88i^9}s`PQ3f8ohtO-qv@|4$_JWE#}PKkbGOe*rr~0 z4$hABCHLcHYr9w!#nnvH(S0=lObyuqLu#}Lg9A`0OmD1w483q64N@}(9eBWrdb?g1 zv(#qhv{;=gnyJYk$)+q_p%KcMWER8b88;ft6RScQTIyiWsx_I^qdH(F`k^|!>Dxzm zIrn7&Vg{y!dF7xUp~>M`QZOqG?GevCpgVg8qD`Z=)y74nLaTuAny2`}B8(bK7uQq&TgR&0t1Gdx%Ly` zUJ!>?wUyKt_MqTd!sugcTAL&6Y7yP6~3q`VRY zXI*$d&$Bap*yILFV}PPo5k2>wO}nP5mFuWir@<4n4jXOli5Ck~IUglpYs{Qo3~|5` zGkBh@=a)YayKEXY*g8OBi5;EYJA49H_Rn}yr4fND?0N@WuZ|F97flh<9G7JjPsVwVQqo$ApfCtYd8grFc`S8o9S!IwmNf7vx^8uVvuADQX9hCrJNk#;f{CoNFEn zE*MkZyXo?r8Ak{s*2un?#`CvJFf*WcNU<@E_*z`mbui8QI-|X1fNX}^wz~7-j2EC# zE|YunN)SAv(?WIVu}Oo2*^>8eOCF0uxVyfh8^?U}vj@#?^`wc7!uo&44JzSB8g`lJ~uZUZTxgf*;*767GF{!4r zxYFLs`H6@y&Ie|un>aSnePXkA?ddau$${Ph>eQCvnXweNs#7nY16&?WursyygU^<( zL##<~#Xat-1cFjU%$&(M+vLg|;v%lz$f7oNShr<(Iu5}TP?N|NGd1J3UCrrj$L442ROJ1YWYlgwT>*) zs`#bke$*tLyP0!uclc8Kdc@$|A^m6kQOUF;Cdn*IEd?=eo?j0$xvrSsm(0pG#q)qa N7DsFj7nq*9^dDg`cQOC~ delta 8763 zcmc&&2{@GN+m|gOBTm+kY^9UoShLMYa#T1SYlI|A#&TqvEc2d;DC?;al`s;rMV81i zQ`U0`L)rJ4LRm+{SjPC?QJwUC=ey4Gum73rn(LaG=YH|E_5=W!T@g5ON&rn_J(s(LHd|v3?g+A8XM_^9_TfRNIzx zR8g0)teV-!t8w4SGE2oFg_#SAAK|yJ&9G^a4V|XaKU=uI#6zEWD#1G$^nkChFy`9R zt5Wt6@VuD5;i};h1n^EOPA53z2j&zr8G8p|e)KNGYHpAX4~68qZcx$&)tSZFOC-Q2 z%&+xWH6A_to{Bv4`dZ6yH|^M%+S+gtj=EijaM*&lcvESYkWYOJuiNfJgekm|>)JS^ z-J3Q&=YDuUx-DlbdIC%62pQ_#y#mB<%%oTHYz8}Z&}p9{@oJJJK|TeI`>EX}B~W8> z+|hq670$@T$K^Lp*pXB@ug&*UaD)cGXqF<=k*yU?AK!A5*o(wxxJ1G4YsVS?~vo!4C5 z7AuAk#4j;)U%14Qw3}+@6qGZLYir74^ssYWV{cPg3yyJ=3V%w45bNqJFRlZF?czYI zWqhhj7(7kjaqa~420-Cu_B{513<$H%Lm^1Hns6E}$zLeb!?u2^S=LC8o;vcGk?LU6 zy(V5ai0g1 zF~F8wa-`M+;j#pmPyOS>HyK&Zo#YYJ{x%#A*<#NPoHD>H?vKVWA5a9^p@clExa4Pd zQAil4<4_h=}CPc#L)+rgU zq4s{pK&&&|BhT6&BkwbX>gIVr12>zpeAad5!w~sTmI1=o^#140fv*?ZpM!(gz*oxa zUjhfQfv-{2zX}dw1Dm(%m+Yv&0S;mV%mx1*IEW1}2K*N~OMfr&_kjcdCOC)g zPa=OGIPhKv{U;;r?}B%FVkI<#+bEX=wRPQrK8(ZROKqj-4E*vLM8Jh_HSoT!48`+t z{(^$ElABWSf|!3rnHW>mP~4QQc1}Bk4ETy)XoJSSa8*D3@`*Y__HF5+A-2_PHKcp0 zea*h4r%^k(0Nt64a#&J9^#wfg*UAvo1?{SHftx76hcVB9;i6n2-x_PI8?8nD7I6g+ zkHOSYsF{~ojFR6TcO28uBxlbB{r-yzg;I;Eo^7jQTup>kiTQK z$;^Yp_K+~G*CNk_R8|LVAVcXzD&is2gKXKMp+%+Jwy*^lD%6f`wOb>!;_xH+#^4i( zxoc+0R)M93L=B?)jB0yGO~Z@!IF`@uuicegy+^b2;0}V2{aINJ1DaM3ZG>R`cPrjR zttCO|3sE(sv6-~=x&D%dsJ2j*{1NlAPZ?F#PK~8?SYQj|-bLjAfsNh)`J$RKZGeeF zMX-DIqg&F18(VL?&Z#tPPZ~c&XnpbK^h;!r(qc<|88WC#qX=czW%5xDok>sTGY+ZT zK{+(jjF1vcG?o-DUsDt1G&xne4J4?nxN#&aC7+ZliAJ3r}!RSnV*Jj;v7zH?6h%|1RWz~!{k({L! zC@@kv9PJczrc}+g3n$oA_Ab6zbM3B92=P!$$@G&ccH%RHW`G>wu-^`!32%S!Y3R*@ zSAe={bO}$2u8`5&IP>%R@3ARMSq!FS29+FZduILDrHWN^jS?g-Wb zRGGiyg9`GK6+Brln>UbdnFK!AFna=w9ZxF4;d!74*Rb0asKAJiwV&I>sy-$91V`x( zv|8AU-98gUzRgiK>Sypp&4I7${!hJcDx?2auz$b?`1ex3$p-jpmHmTY{~%W2ztm^{ z9~H1G>zF`QX-w)M&Q8&f}#yE1r03}X}GHLU<;i}Z^nKQ+;_l~{+A2!Fx9_QDy za>eQyM^)JB8=52EnFIOgoct6GBZPyAo} z2yBjrzi9jwY(dHJHyM9f62L!8+ZQ7N{JY`10sp9LzF7EIfq%97Zo7eha%jF>_*wwt zxZd<)Sts=QX0=z1k{>0#72P!{usICC`+ciiZL-PrPT0D}Md1%_GC&mHoM=Sv?mDp; zdy&JB=fi=zIm;aCsO?fgR;*C8|FOn=WPc=l;^Y6eZ{!L3Eaa^5`eIED{KXvHDSqaZ zFb!f`1E?=P)0^)9XKh3z8=@{}*?{!M_-OM33gSPUG>$H}IAoy~v~WY91%UA|1mdPM z!w$QrvYMbCeXCJ;E6A1R()FWrM%9u>$0du%sKw;m0A52-WSmE8i>_o8!t`K;aF(CJ zzs*2NjLTdnFSxIeFE)WYM(n$YZzejOG(;bxIMw#f#vW}@mvQ1x@+%}x0?KuLK~qU* z!)(cmeMO5WiX@GFP(}}mb9(e7%%7N#Jm5r|aFi1-1mr^QA29i-{Ggl+i0FRHv|_%U6q#k(B6S_`hr_fm507 z7)7>D48Rul;k^sMz@ZzSLHX8?YFA}?=buNp<~v;8>1C*GOwK-ZJV93$ZE_ty@Ggz< zD}bMXS>stnhaXSaGQMvVPbB9%Fvkco+rhCldRWO&4!>>aC3bWKMUueA+Aqo~(isUC zT;15xd82Vs)T%o{VO zLEynHU7g0$4X@0s_5?mHMN0{;m(D>SnyBrgkCq~X5zj`)$Qhx4|Dv+HxoPY~xwyzl zG34Cq_I}*sAZvOi|M;wqFI~82{o&z(1W)pL#8S+;I-xn$;OjqJYlq_xHXfdeenUI7 zHq`wp>cR{h0`1dk1ZtL&yQ~8j+>?8(xkULL_Dqz1w|Hf#{^&g?b3D%dlzpo)r7j(aZnO`E4lY;XglRF>24Mg=!zg)B7@N6Q|{A(!}O6}Xv* zix;~4znxODx5yXAoqO`^VE(n(C|8JSbh&e1|CNk((lxz_2XQ<6676=ANS4q7S)2f= zc!}bT|78QP-9hP7CPMCDST&8b*@L>CBb#&{xtWo4f;t)s%E@8mTUvKgMDFy^J1(Ak zbc)RG5VKbJtF9n~R?`)oAKUpLfOU1k=ia(i-Dow^rRm;}SkXCjM#MWKFdgD7q59fq z-IlRS?E+vzoXGPb?x(78T{*$$s@vxmyBd!*hyvVVVz7mb93N&BSEWj>7#elHmaWn; z1ZcW<5t}w3hdP)hO)w%V5t{0wi>Hf`)`*8>@z%Ilh)Z8(pR(m+P5(=G%TUi@~uJu%r>RinyinuD@j)<1& zI7F*`LP3gXVJnBP(0r>%KtYZ1vxCdR_?y%E{f8POe>OHe%RbdY%rtPgpNA=7l zt~J@ul&ATb6?sUDOah)k7SDKwCJX%y`%OLPtZ4N7I>JY-i=PujZ#x+j(mv&3%P zOf9(smy5!~Au|$%ze#wVk+9{z-94BWLu3{wn_Yk^OF2j#;V-p zxS&Oxz4n*_O?-uOb%aNI{%HXAgoMv|eJ)ZG$ak5G;@RNLebBWrd7%jaokfygWs(>2 zCtngdSA;1V^`iNy642F)gMrL;w!K+kQPT8GwH4w^A_iU{@>o(rwRp5oU|-ZbU`+?+ zoqNV*R$Hl)^R%3IS-KswFLjjYy~`HePeC^!`xMSp(QhqFwpiIfGEb$>}~*Qm@^JyccIhS?{Ujbxan`u&L7<Qr6X zi&}2xTyR(;@i`oZqHty8Y1bHg*HFJW(34+)z6W5By{_znEx{14fCpfZEy(fA%hYP^ zHqqgEanDY=-oj-e7>$(v?b?uWq-jF1Ps|BgEpoD-=Cd9wHwx&3e(E89ULh_h>h-ZS z2W=Ou#NA3kvRS%R&iiR zYj|+N${Hq?@pdnvb&YB~u<=wl7Jwz;uQv=$d$rdGkLG`m#njtkp;ryPZXH%a-QPzz zz4Veuoq^4yL;|_*s)~~jl6GyZ4k8^9bK03p>}9_AG1mZZCiuB*?(OzgTv zjD28}-mXNQ`IZY{sMTyDOlM2bn4#k^fO6edf7y?|+`yY?kuNgB&s6ai(pQc4?^-aBmhlf+W6RBa>07yGt5Y-sC#yRG;6UII|WS*_%;Xr8!^s+tE0 z9=lYB05GPZis2b|qU9AzxB$AjZrS;Z$k#Sc-r7n|chY)Eabk6^v~p8N{6EPo>#%I6Rjqlze{bDH{5P&KfolnY6Rpne7*DR*_1V<@h?DyoGD&cC`-+?A4mrZl9YuC8>>p zS+cGsEEU_?7${hVLc{e35bQ^m)9I`*4o8%Z3DW^RY&wAO;&C)VyuHf%(9=YvdF}PN z8M37Ib;i!lrDFWffoO}CBN~M@DDVS>aZKh=`~>jRZNNLEY+vJdLwNeQf#(@w7ems@mUCD|u0O za?o@W4he*}Oko%B27~okq+nNLPsd{ zNrkVeJzo!so{w@=CG;U`Et{ZK^i^8>!>jP7qIcVq?7veE|4m(`{05cSyENaTV5jK( z3ILcAz|IuBLnT^=G$+gYKzVKz@w!dM4d^eYU8JWSS%&Hm98&KOx6a-odIdBALB 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 5f4f4bfd9e9685761bab91c0d5e2a13c83fa2f94..65aae47a9b12c82e284794c83250b86ff7bd6822 100644 GIT binary patch literal 69001 zcmd43cR1Jm|2F<^laUZ*rn<6I2-&?UGbuA8rIL{dWsgcB3E3;zAyhPvmJ?+-eq2n@_*}HdA^02CFXpRW31W ztF2qlU9CKAqNq6i=iAI;ufSmrPs*ns#+TY|E#%h~$%J(WI`@r8SJ3*%Z^d1ZF4@?9 zrV{`Dh`+TsN;m!eAE#a9)PH}hcUH9i`=dv%+`TP-f1YKdW%>K#^M!!^zdsU+yteN6 z`}3&OA+f(d%KrM_{%EKD!otDj#;9=B*Um0%#4F8vrEzpx$@8JRX=Ev&Leo@@WB z*KX|YmL0<9+-)0U6!BfcTgjw`l*O6lulzU|pK|QZP4 zyK&=&jg3v&2-((q684ifI&;R_Uth8NI#}-8=ln~`%F4=eE7w?^%=-74B~Ka+4GqhR z&4l`R)8(z{5}ejOKA0?7IgIdrPa2UZRvH@X+0k>mcKOG;uSL*&9GS_(eP63)u=F}j z#xXoR+)2HO@cdfiEV;J5T7Ll@If3Bu@De4php4BQm;Qwd4P))?x)a;~&f-quy)FGz zc$e$)Y+TcY3m0sZKbM!+Mu}!wv}MlE&wu{>IWsf!{&uR)SC{3?%u-j*;2G#R)m&y9 z6j&whZgVX<_+*>gw~ymGcI=j|EwiM6w`!(F=o8z6S!i1O;t= zw!gl3@#5jbhjBw&wo|qjItqnVhZyY&2@hW!3NxDj+0oR|(NS4h+1U67(~aBf&c1$D zNy#UAPsmzjWV85@u=iGd#c^_8P7V(BMZ)IIFFtwg@|8bu%3R}!qR-x~n@hh0aaQ;- zx5dfr5E2p^I?b-Crna^+Q`ePeWo2SwVrA8rpy0oUSNrPq>p{tda+>_LWye=GO=z1>=lkS3cLDO4rHK ze*Lwos_OJv3e3;o9J`cL@L0=%px3XbmgmNYel}h#a%y<`XW^FsKR>IKQ%;SOi;K%M zDd)o}&zhSxPdGn2{WLI;qbQz-{X#;Sepp~&Lx#R+gg*JsomF*pVH*BCCm&S=L`5;v z(;s@h{E&*7-s+sI>uRCnj4ofO-ChO;2CrT0$^KIsXP-$nnA!#}e&nKkHd=dSV5mBb zRwYD2lQ~I3q3O-F>h>GCvyU*wyLa#2IVs0_BbhcuY>891Wta8RoW>4nmRH%?7F_*! zP&|e5%lP@w^UAR%h*EZ&KKBy>%DSHk9zPyZOnB$Ey8Pl?LbxD4Dn`OSHz%j2x;kOu z(U^)Z27!T3cmL~~j*d&uPu{n&wH=FXZEYpJ>hd^Sy@?qef^s^g3Bp)@1Cr9!Wt7D?I77ZGg3D*J#D)B_U&6*-n8k!<6m$KUR2Dd z7t;Lw&;FU8;N|80)mx+@r>v^VB5r4DY#g7Fkuh8FW9OUXWRubQI1D?7=c|qz3JMhk z1qF?b=L3yb6<(M%C9{g#d8=jXzRWayUyz?45*pf@Z<~^q_T!tsjEIm>kkS2u$b>4! z(|aPtG`U$%L^23mOX3?cAg(1gjuaF z&#f=jxrfX2ba!JVrKP81#cAs3D3JO1`AzhdxVyL%rlh1e@HY3JPdb~8@K`|X+Q;BA zoS?YtNmZ4yii(Qf%d@f4v??<*GpwwvW9M~r+Dg`zeJj2lQ;C&!6}S1WSP=Yaz@Ws< z(0J}w@t-G0FgQ|fEAQkNXxRK285u>de10rYvU1+|)QP;F;7r@f01mryKW0&p9MKoI z$6Ietbl$EG<;Nt@`cC$|uMqC|@L~Un6BkUVYWUSfMMa6;v9U&)n)I=CDJm2c6f&!` z8pDY>W=)63n4ZbF-@I}~j$$t}vw%@?;j35bg&%ww1w?LkkB*Hk{T`5;THd6HHoqPTXN z-J53T16tefD?C~SYUS>980hLO$HqjZoHQRg&MLl71{^d*r@0?<%X1cEf;Gp_j(m+t z3M>9I`Q9$o$43cEL9X=olFN}WUTKALf7RWC8Me1>efjbw@CY3n+t=WHr@6GU^DX!3 z{Y#sgG)yQT_1olAQ&ZtfYx?a9TWA&hh=i=O1xwcPpb8~KPZaFo<+#1bni4K$_b+K0FbbH-b z=NK~(5MIUYW-&K6$CitzRWevj%R5o!dRg-<=2$mXtx2IN-*zOtJ#?+aqsp8XtMj03fINUwtKURoIjYeoUuQ zzJ2>v&UoysPhYXCzM*AG5KBc&?EJ@Hdih0a zpr}uBR4REDYyWhN`0Yn(4$jUc>uY}mt6%BzC3iJrqanjb(d2v#{yPqof;%$;)w!-d z+!cJu(z3{ItZ^F!gQEZIu<&q2PNpJ{pFQsvu+qJoTh3)&EE?T!IWt`Q%~~ujE>5t| zxc*S&i);>J-0y}2gy+_ zrv{8s1o_gz^}d4JzH0P)_W0Bp<(M{fWM4mZ;GB}ummTab{iCB|Hs31&y|FZ69Vy?Z z3ZF~K0l-F_MXZl4-gNRwTb5Dvg&%{12d;BBT}w_*KJ6my%1Oo{UzqjofaZE-WTHyg z5u4EE#l`UOaO->nVr5gx*@$uWx$R@)<6Vj2{{U+>`KZN+f8jnnGI*w__S_^zg18@> zcBfRNprGKW=So)kO46hHn?lD==5H~O9{x7k`8GY;7{~))G3VFAhfdfok-+Tr+=|w+ z7Wghu`*xrZEU5#=_E9Zt ziHr5*XS8&5DqLLfYa3;eoIP(v6?_C9>zPizYMgA)G%_;M(mItgSTTDwRW- zrGL7mtxZQqr^(FO*?H*!D+`OMxg4FV*59?w^cXRY)wkT{&K>HVJH=fVfAN)Jx#(q~zpcw^hBBJBzvUZrjRT)^*CI$CW*=R zRLcB*Eyt(CDHVBf$;6!DzLCfTpHIq+PY#>tt+i=|c+uzds#2Xp*g8AqFXvMgCI2r7 z&OEt`+GAbRvNH#@$m)ETm1h7-o~5Rr@y=JpSIA%-H_m6a8& z#`P|%k{(nD$Bs=kCaEYXDb41lDIOBH?w7^VjS#w?bCL6Q|A)INXJcuJe0+SF2KkNk zh89zd=U;>Y8UzOJ_OCd2=I6z@&;F_>{U*026PmWfFWnFR1fbU59)3~!OJ9qsC>6PQ zOZ4f6-hDPNR$nzPH{f2r4p^f+W$sZvb?QN*euIxwC^k|h0Sa064rDSP1>cxu}gM)+LD*Ww#wg(=0 z^!V}B)8@@iF@b@BcE*$4`Ba84yyXvwA4qs8CLz(}GdnwbIO9dH|I2gOz+u@r$O$<) z!D_zto2`cT56%4k{hY35%aY)i3uzR!m$N%m+3BXv@&Cis-eTnE6>@~-3=*y#ajoq* zFR#kjnNi|@cGQ>P>vhk*2z;TxBz z_-7(-Oy0mC+DX*>#*LNI9qfk=9cpiHuRpbso7{~ zvEEVVHOx^}#*2A>)#NBqE1owf_0^2m20-?i)du#nZJLhFIeLbF9o`S0Ex6_CerXts;lS?uajOz%PS(fBnJ zPqzEITS)wkn%@JT#^eFASDtO76ZZAh?-$Lbu6sfjwFxD;-$by`6| zRG4@uta=rInknt1LS$2}rM~zrpuC4wE2|5ARa%*|acL9^8tUpaF=CF>hg=VxOh&}z zEh0BGJ>2ktLYox0uSh=$58r#@%R7XV267}nY+Mz-|KGEqT<6!z@m7lk#`x^VY_}YA zR{EBW%>hr;=ve8EJ5pNGb8|!0+B-YV3)B!M#5vY^f<+=|Y=)}#L~LtpY|ORl%QO$R zab20J$T^s&cnEc9=%91)K54;Q2LesYAMFujOiD>5l8TC)Ly|2kuF9y`CEv13M0|Csf;}oCLW%x=0xX!m zt0crKq|DOf^QpPnuBYI(oj3=_06tcLhv#X&cx)YFfo6%@YPhH%Epg}0oe!y5nOIqS z>Lm^uU%3+TY<afnFZ{OwR!j zMHVFFr)noaDflrRe^h*?wXE#wm#6>E>Sy=+d)y^CN&Cre z-0-5y+8+>NUpQk`!;hBs^b{o~9^&CKMX zyqi7YymyF|s0U_qB6dC-WD+k`R*3K3bfm;BP%$_t=-bE$XNn22vh%IQ(9a!jb2Jk_ zZd8E^{k!)NI&N56j?_jeqyUunfthPCWAL5BkA3g$tv-5^g98<8o131F#5P8y7_M`I zh6qL%GjP1|(grGCy>@MAY^)fvlWDpz|04H{8 zBv=pQ`y_4M@g^%;Xg8X_W4$I{Zu0* zUfPYAR@K&?QB7v7H za3xVtvWg2IIPmeymsH1Z8@Ca#gCq+%e0qJQ;=sX!0)_>_PoJLG+_?1hEi5f3CMSDK z+}BYr1Bx4U9ou-5;zxZ=(ih;8{dGCu+`m5({+o2Af4`k1S$VW_NlHeS8!s&_q3k=H z;qbk3H-j%ECsds+iF-ixsp@pUwa^LDZVp`LJ`(l^rN_3dTXmuM?A;4G!QS3J$wI^F zx=2)gy*h*Mwab^|CS;i~G}H{fExDFmk&#R!B?s5@<1Cgt2=(1ife5lUm-$Y?49*z=Rz|KZtW=41;`|BqodP zqz|n>h`KgC+q@+Wsq_h}gj%Gql8YOt1_uW*j%%n>;Cc8M zszEz<-5R5+buE4D=LcT5z_cMAb(JGzt2=k@n7`Z*^<<4m^jI}E*)A3_-0z#KJ`M|1 zq$tz*?$$w$Lr0IQvyXFnM$5QAqcJu$-Mep}*_A5^aTy*qCSRlXv9W>41jHDAYtd#d z@vlnAFMDr`Uf4ue-prB<9bFJP-C^O8I{+CZt!_0VmgZ?tkQ}L^R=6X#BO*NfF}uuK zUY}bR33ct^t-p30=}i5poD5Suj2!0Sq=d2lT+e#g*^huQK=^2dlh1f>@|)?1aRr{s0L% zLhzb0P!&c8bvjadY;-hVc4Bm1G`?j5!d?5T%U{2K#W>^3dwY9-70!IcokoR+zqr&S ztV3G+rnL*d`ZzrklahRXMI)#-7+B`OCnZ+?#-M@L6L+{I2p3T=S5_Iezuve%P;-&TB;oIWJ8o-E)3CXp_&u!O^JI(cX@l@$o*Phcw1FZytHAty)4SUY!ZJO@AFbH9i7_m2-KJZS_31bo_5u^0~W@{R)&WENWD z*3FyzD-docUS0lFaA)Gj=qMNcPNPDHTi9KRiHRu80|ElDDeKp^`RV1`3_#?NTrh}H?4j>8!dLuqA#!~fGCr}{V=D1LJR_XLmH8anKx?O+%G9|SsKbw@3 zJg1ARt5#NRP0dfpF+u(o*X%<^L6^#)vNVB+#1Q1F4r@n2W0Hx+#W(A4d9Tw zdSoX#dBh3Z!yMnUO4i_+u;EF~%GyOi(N*j!VK|OrDKs>6a2rG*T|>iKB#mgX0iev+ z%eVtGN|cntHu;Y{i*Ao=i{AohMu9SQ3Ue1DYIRYLH!Z0s@Pug`^kx}=Z_2q<+%0xxyCdP36QLnm0?uk zCOFdc(o3BSQS54_2s3udS!U*_H*el(rE8ORXpHzICvzkaSsEmOp`@FV1a`6>RdE8{AMTrXZ^i!n7lbgtk< z+*U81iIB79kr^*vLW8rgun1}YcaAT9I>=M6cl1{pSbohS5tFUTdt9f#a02{8Wlp$q zm7akCnAi#15*$6^Vw#NU^ReYrto51ntm45bhuqv;3>Ya1SarV(eEM`6r3ARlo3O4h zSd6}A?F_m{a~|Sz{o#uxZW#`e)7e{Sy99-VEM8E~JoewZr;FF?$ML3auhdjC4N)r6 zFg^cOe}9V}#qiR$;R}0Mr@l)30@WED9Bfcv2Q7@)&UhJK!nSTsr|<*>^<9R;_?5im3< zbqhZNuRN?04z@n`y2$2*uC1%9RBd1C&KvBS+ZjAXP zgoV&h5m$gNwqX3Mz%-}PX?u-kW- zBIxPUc;gSj5c^{Sgy>(?oJz~f<49|(k&OD}0z(fjy2 zAaRE(=uXv=jqy8C(olQJkwFv;xUe5p1CU(fOvp{E1f!!Z3s=p}d15XVPmu0`kU>&r z^~A))9GskJiA+vjTutjGkX1V3&AqX=P_dsgXYn%0jNSL?fRvP>)7S$FMtVmxUXHSk zjuX<-#b66P1AhPh4czreV8~i5={#}viT*kIoPekt?azIAJ?IaLEiC76VS zgm1XpGkr^)STY|z$et++iiwfB{xzDkOndD6Ca{4>c<=FJ0HHn1%+A9#`-t9gaU8b0 zGw;u7ARZuRk&19c7ZmCz>?aNIz;|T>U_XLG1gMa-g%NU7?!C=_|GuK40+{(XLPej; zj2{FAy11~gHUyT#XCli+W+15`^yH#qz?e{bX`DY#+A8nfz01iFMo>dd&HEY^ip{kp~=c585}Z~0TP)6nY6>BU?YkH&zdP>MKyv}XtWR^=m2yl07( z5XB-Qkh?-{Z;-$e#&D;|nWi~-r8?UZu*4gE%`GhM-@BJ6S~_5zd!xe!3{Ql_nXg}K zs;bPpa`_Dl5XGlXVVwaY+jQ=sr%!Z9cxNz)M@-@cJ3*3H!;f9rFshlGWhvej2yZ-& zPd7Olh_%aI{I7LTk5V#za|Whh0MU({1K@~PKp^bMQSeC!er~@@cd)UsftHDUavjVP zvKV6BD!ALOw-(opjXw@p|D2crW+}m=&d%C7-Ob3J69V;tdYr_bcz6(OZEaz*!*C;T z@WBI;&vpRJCpkH}-OE~RsYln%;b;PxnGFE$$0pSYegQ!d4zu#|YxU1h_PPC;z$Qld zo4EK8bpp8LU8t0yF#+S?gN=;(1d102F>Qi$R6Mz)#mnP74HR*}v%RCkk6q^C>(&j3 zlEcLpm}|6mQ++h3wy|&DK8?&Q{Ol0A@|n`oYs+&sgClLVwHcr?v3^O6_*>QuPo@XM z^Bp^Kj$jNx{2cUzpHPX5o>XVeEs}^M6%~FyKKOQC{-^lag5u}4_DkK%CMKcJp1A?} zp)7sAU6Ree_|`DeN_;}i#*WV+k_yUilap#*n+>x~sKjr{QoI8H5*^KAZ@+*fZVneF z>B=bG`#-Fo$Q~QNBoO|q9ijhz&HsI~>4v4#z{Dh3c7OdHdIDj&3Zm-N$FZ@oNZ+mS zQVJbCYT8#^l$$`PzcTv&kVE!=9*=qsAayEgYE%Yq3R<;p9VX=L%~+a^pCeo~|N6qt zc9*xsdC#e-snXI?3I@JKrz|al~1Mg&EWrd@~9yT|Va#$l^B_gr>e0l z0~s68s1OwB*RMyoxJE%w9Y>jMEJtwKnZlS6d-3Vhr`|6|G?@I1k^#C=e?ns&9vTV> z4&KYesIA?K z$^ejFda?gL(zT$JR1a`VRaM%%cVfto{QQ=%Ob+^Y>ulKV4oOMH&dxH^Xy>Xn|2PF)*lDAi7O6YZ)1pfRO=WA$p^( z&dalh0s{s>PcJe*e<@KZsQJzKcL#hp>R+IX=$M#on_(v@Me)ThQ62wrrOOPeN)FA0hPfuh2Bqt?7v{?sQ7CzYzuJ+e2clg<$AEFpl zY^I^3lOu!K_Nk*%7R#x4+LWrL3r)^v=Q4srLyzd?aB*^y%9W<3picv3<>iJ&PPd_r zOh;`eWH6BSSbRP8chCcIGCz^X7NlLna zph8J~L&O=1rI1Mt=$|UoD?&HB#fX(4L!ouvG&9Rbm37+vJ_(2-3SmTz+?K9cTOZ|z zt;Kz5dT4k|4zGQJX9B6vAkm_eb&+bd2RYKVC@T@m>z0($bL`fs2KT6ffS<1$#e=t6Iw6H~;LB zeg_QgYHCkXQbr(pV|S2opb>yqC-bqlcR z?;74e=x}Uvr2rvaSdv%X8>>pIKSlNMR#pj*MRlXE~UV-~mL zn$dXrX@HVR*t@s9MHoB}Ac)ZF?>}?n3Jb3mdkLl;)=mvHky znDuk0mk!jG5R75CyOiC5S%ZD@Ya**K=;-t3&mS60O-r+}vzuL5(1{=5IbE*4ywWY{ zd^RNG>eZ{T+s4q4P;$f1?HpyTt#^j1Lbh*z=edc{u@P3Oo!s97xz&W+kBZULU z)m21P{$f#ro=EgXVfm>hirPhQnb>%z705`f8TzPXF~8W%2LioGjJ2+YMo?4~bP;`` zH)>&Zb#(wlJG&ex`q@WZFaHK@*5dX$Ls645sjjXzdqJ~9*~UhYqYQc;9(QnNVq)U{ z{rh7xCkX`FjXX-+Ph;@T`Yz4%e!DNm!V|x57)pdHAsMIxR%7pm4Zz$T+ZeX=lcy#N*T}Yf>{a z53m2><}UsE^$AIQduMQD=JD&-uWz+w8jkI$Bq>s+rY{uVBZ87~G-m0Tsx>+*IsH#h zg#bOXw1VtDrFJZ>%;>^}rCQNGs7#c5k6!A2cMDh@+*{7Hzs#DLjEvFBc>UYhBXmFuK&m=m{ z9!(6QfPLNEU-{I=;@WAbGki{6TRU0)0imAhk|!I%lpH`F9M4Iz*WlJdj4dtCkmbXT z1Uoa6sIpae!&)BgsH-M;m*Fs@TeqfQ5s@d0K<@{rON^^_h8}WR->9}J`<#M5Tk0_z zf;x+ufF1^g6p)RL8zF8_Ev1#6Wp^hTC(Gs>wY3>0qz~R57K9YT%fo|jMTRBS+t5GH zJvNC+6et-RZe|PNiM;+R_01mfM_x6Ca9r5_!?V?+6#@%x8Sqemh724!$k3_0VARAF zU%n_EqHXAU^@DcrUPZDmH8ms#X>nzFc^P6o%&BgFEX5VL=;2PzjgLRDfBz*|%aI$B z003ap#Js{%hf(jiaR>LudXtI}xet$Fk6DA33HB1wlTV$_KW@wPXV0ArEL+)dA^n=1 zTx-?0BHwxsnOwZk^wOp0vq6lLlaum4oQmJPIbXW_SQOLW2MK|}nU;tzg8z?Ox&&o7 z2S;4$+f6{Sr1i0Nw$T{<6oRpm*I(<-4(lUEFnRg?o|=mL#SJA$&dEtU=7N^iTa(&I zU_t0GP`2tLASM*p|9X~@fr8Af+W0jb)yNK|CfQ)s8%C|9!HQt2Xo&FRz)@dOhAbEx z9_}zReCGD?9fYeN$4-r3m5wE9`ohco$5^8WC8@}IfGBq`yq<9jQjs*w{!1F0 zU3Dq}*HCtjMPt3AO9_kwcjNhg;?L{N{FKtlZG@E`1BEZkG>nRhQn`-3^U%xd%2qCd zDcR?K0-s0z;5BU8pLn^m<8AZn)#Cw>(=?+UV!!ZD-PS?8g736 zA~;r%aKStM7#`LJ#8X%QFfs$yAAN1lGlvNtTca;Fx3DDn$j76=&hEI;nSSbCl3Ii)E|IFQle_^{6KffOh(EY)g>}O)PjG=j7yx1Fk z!WNVOG&C?B5cTk$WW`t}jL<342o+x;Jz|dOIe=AN-SDt5Mz2p_Dl3m3KOTeJkB@E1 zJxF-I4R%y$*0XEq!12$@vXZ+7^al{EM)Fgg|CS7{7sQSTC{oDB=&M1aPz`YTp+i?O z5VH#Uus`6z(Q5|Ih}54pb(`}{Bs~qyZ%{e#*HoA6D<81Nc;;gzp_vI*Vn`Ecp!u`7 z==tCQ6_c={U+pFWIpTf~b`FBW>gwvXVjsD&#S46`KpLMuegupG=>`uSEY$Cz3zHo4 z+OJ=|y7ZI}(K~Rj+dV;1(LUTIY6;N!z}2`Nw0?l;I4Dz_sH~Z0`m89W${zQ96QLTq z5#&5f*r{{p8W2|SGC8ji0wLft)R4|6n`E;=EGHSIgK^sV)YekK&+*x2S$@3A76A{C zUSxJBvqxyzhY!zTx9WVdS=K*p#|FVO`r_estUE%$!($r_qOuAkc7xQoNSNL3^xx5J zikrdpzfcPm4R;6xrt4N#0<=ECx(ygxPi~JbNza>DlBPNXKSP$o5_`HU^?l zBt!PyO}4d@dV~te&@-U3Q_ph8^mb6cTfR*>0D6%A1#IHs!-v7;LfwA~K9@tDiyr9P zLLyXj@7}%PQBffJTHD%4|BuEK8!;B5;_cgS)w!ByhfzU>==x4d5fxosi*B-|AaO)` zt_2lrcvaw&uI9#NGJj^AcMMr1zr|a+gd6hBXxxaI_OEEt85__(ml?eGeSutaiOqzJD#|a-cgXyFXQvwOkUeJ; z8zNdHGmhwcgzkiw``_#TpuzdyH~uec&g=hD@AQA)M?cBkQvV#aBV3QrkdV=(WBZcN zfEHy28bM_}H`e6!X=y#TqP%<$1H(Lk9;yO8%J4XgslOvR`Ytr0AKj90Pa(yNk$=OMVFrpG0rq*?#m?BWch1;F)*$c78XL*H3G~BT0wX4m0VrWAxK$31-pq* zm8B#l9V9QRseJ|FfcH7v#j}%FGf`JtJ5-%3CoeCo@+J)tsxAC<^YbRd*7@B~!ePJk zrWyQ+=I!qwOSG_hqoUxC^ZU;RSLZ)kI`HF%6QC_8CJ19DF zqjRa)95LcUKYw;e)Wa583^=VBdXsARC%&Fp*kiotk}$?k!_;IP>D zifr5?b{XCS*C?{S$JZN8$+e(p;nPIHt%oxVg6J_v@OFekTtuKLcUHp52Bbp~BGc7N zjqL(BUfQGcvBD3BfY}rZW|pE%Es~_warGN#k=_nT!LSNFy^#SYHqVYieM^AXY-##8&#= ztc1D@F=}iHHMOD^4(+Impc&C85bgzWc!cJB*t&zGtg+Ds(FyW3OmIc+>uZ=h5N!Dd zlh_ks^6pi>}9u+z}=fBV){FGGnKGj&UDFELJiKTV}i8pjP0eV?~D zp&-cSI{sZ3Nj0?v0sr2t44yqX%b`g#|NWEenf*wstOpGg8s$sOi+!9ktSx zs@CvI@7^el$4-Ge{>Kv$5D7pu$L#PeSy9qK3}b>Yt!|jTPJeS;Svgt;D)_|5Q4rPMnq3_?=CPA;@1XNA20Z{CNCn7^{xq~qOg!#bSEQ@nDJTAY z6I3ly3ei9OzI4b2?5g)m&&{ryWgGIYd_fuz`*g_w$M=Le8lopLt}Gsq1Azsoe8<+U z!c4nZt-Xs|P7x7)I1ZuHSLt4GpuyiY8V}L~js_pz>fWB5pyy z+T9f@6gIeI(;MSySx%igoy$1wj%dqFJW>zc&Tnndv$5CnzbuMjjuBz4gS2 z6EzZ{Fl<m;&vFH3d?3Y9XYtLCV7199DxvY4K75Bzl5u-_c71j_+W{U_C@UuUXj; z*~+}V$xNtOEAQ8uz>$Uk(-;9QWnf?c3L|`TGx(A{KG#9sdj_D-5rR|W2}!nJaOS~} z;R_Z4Hlc8eHJFyYXlx+0K8$dh8y=z1gO-f_>zqESRBh z513d$a`?fm2UjUjZ=j+u_-y2_#;1^5N#N^xtm_^0E;9HI4GeJ5?}U{Wy;MkVaPZ%} zb}dO!5)F4~9I*36s>M3U&(DYYk9jSqVyf<-JB4M>wIG#p|M6*&`oJBt)r|UYSvPrTUwe2JryL#sv_HX4F*!N@ z{^LQHF5~`Sii`^;iplC+KuTK1hHz*4x+l;Ft$@q5*Sgrphzwi;0#F4YLz;qlxOC|fz@of794nDPG&PLJ;kXC+`=O&F ze}29F{fx(ps#X7Qb(h;0E-T2&+bErHYUa(q`cLcea~eT~PPH!|i|{wi51Bi6oN@nA z#NR6zmTqEVSk12^tZ_1*)^YcyZKpaaF5BupTw1;5X7Bc?#^WWmLT^?{e~s<4nV4?_ zl`alnXAFw;Z~^cc8j{)?Adq1#$s9iX8I&g3ISq{&fAW1^QUG`p9V)9p>evQ*_Ur)w0MLRD6Ua61f~9@;EiVX-@E2;Q^B*~a zV-kL~W^^H_ky`en&nMPO+%Oh`0RyBEjKBHtUE)+F3?L>8!~7e*ZxU!VHg=l-$(=Vl zKd+tM0$48|a|G0Qddu?SA|+10fF{#skY4^+Qbv&iOIh)0@S4ne)0>`#xSxe>t$PR} z$FtfbW7OK-d0`WNXphYW}-f-aUIa6fbmT>yAruqRlKUtbUS#2nL=R z6dPfuf4jnmh9}?u(FBAy87FS+%Xg)_t#b};-mth3GIwo$GH-lzFNsn9Tl#yNxJ8*!5=V-W0%F{z;Z}s#U&-+963JVLPA*M9p z_>(T&B4|(~P}~XC_WPu7LU%&zKZF>jga2nk9qO|!bD$#X=9}B(uOhC8brx)X?sxUG zNoRqlMHj=qj$W^RFD6-Mjj~mScju1%J&o@F=_&u;T!anVpE*zFlMDqCcV0>rNTC6_ z>&`~%`rud5+qz9y3rsv}6SY`rLlhkv8sDIWYNwN`G#od@A@{JoYki%$1M&`h35dV2 ziMg@vY#N_KVkdgznjg(YjIwO!-&psehqi5H0WNa?)73}n_i!JFt}-!UxDooI0|Q^9 z7y^e7kqgI!-|2*X=qQ`x7Lbs5pPc-;ww53L0JZPuK={neSbVy7CMo8y0X8zsWukxR; zS(9wYL~oD~2Db92ZEU7-G#9r!h?o-?&!usAWKr%?aOCJsK=nZ30F&!+CO@?ljr0~2 zo>1ifm(|WYCNTT8~0hy1g3!S&>r6~c1ujcAARjfy8in+8697sG1RTE)U8v(j4I&1k#R_+Y#_hG` zwh|_~o%c(v;q&M4R7-J&g%+aYy?gim6){NXUWA3^nKm5A2M+KAm;pioX$K<3tV2BJ zCPE<5TY=qGQ%&@7Po!Tz7Z1-eMju?yA*CM>%;D<*XMp=$8qX>zhD{*ZDlRR}92OPG zne;>l2M35MIBo^KImh725ff_NSpt8A=^HqX$*eK=*UPO zPcob;KuO65rwkt-M7_EB`NRDi`>0af=|cm)5>v2>Gd-5D{C=TJ2>o@!%{HhVad2U{ zlyfePF(f~D9t16DF!cb2Kt6C)Ig*;o(YpjRin2iv7GuXNfNt99dx+?YD*OETYxuEG z<>jZyrtml<11wBfFqYZhxbd=k5$_X^Q6rlIuImFB1p4rR&PQX6YKT|+C620qIV^ya zT`N@+6pG@RGpHn9Uik1D{W_>R5iqbq>T~q3gd(kI%8Y{62|Y1KR{T|bdJir*H^%u;@H}i)=N#hHN>?^A(q&E;6 zN>8uOIfh>T^f1D5>i6$=cqN7woP3cF!|X@useqE1;4dx6`p>}Rq%_XA znIC`UQ_JMEd^)SGdYvZupcpldlJfNS_ZLlOCX(S80Z;>%2T*4DOU;K5%>yv&Jz?17 z@%8g!^VRp$^Yg{j3Y$EhK())fCMtKow0^jp5TmTHOAM}<_4&LK%f8}O81fMRVZy)*&tfckTx?saJXP>j26GmbK=Aj%5MY-*rVZ0!;UFBN$EWcFkH5Rv#zv)uJY9CI;3AcHhsql0e z!)HH?H3Jc+z?r_)JF!_2inp@z^wiWbSH_Q>v^)sbG(_}BH|J;`#3qhWdE`tbu|7BMw93o48Wv z-rimiz`5NQ;j!8APwmj?Xr=5)g6L!9&d^oMS8+1Tx-D=1WE@foU7y(OLEK0Akn}GT z{~vX49@gX9{`-d|86uXk$ognNl%a`~tPoL#G$|zuNhzg)O2ZDd2)&i3lUk)lbA$y zVS$}l)m;H^ZknMd5xKzJ#zqBO%u6<*!FtQwzCP6W$Wmt?I9L3x$RVY+k91DJE%zGu z`Aqk^L@;--;dRI=ca7{Sq%X?+fDpvZp`{r#0aSWpcwK-ynKZ>H>c_{sqclOop z(=^_tHH22IH&q(crAL6w_8YeLB@Y(`%XjU2QvL8im!UC5cro9?86})Qf7f>6P~9yW z16{cK`msga2aV~|E8Vm7&m0VEm^fW!F-Px-6BFw9*G<%NeHl2hXLp_k2zP4al2I|I zUnI!0Dm280(|q0HDp5@75Tj9`u_28k^=t*ZPfrm_jPbEr0BJXDIWmIfx@AO{+)N8C zjk)Ehai~2g?$N~WAN|{{ERLy#%u`=M%Ea%ApzVsIM}I6y8jX*Y5^12G;jt+Rp9vu5 zN2_1-0!y2vOUKr?|80G)z&g|2z+%rJ_U}L`dP%!7Yy)!ro~ip)hHmZoxoVi2VI+~6 z)25X@eCR}gOyl5|ByZM0P+sCtb+!FxTMy6k_Vz|Kq*=9D&fuxgt3K2JprNh3%x1Eg zV)58Z&;PPRgr>KX;^=-AnkrMZ6@e~CH$J~@*Z9xa(1VN6!wy$o>U(ppME?N;CIfXW zoZd1^WxRqy^yhA!pEqQmj0?~YZH$F)9ZAP?_6_f^SB`NaCn#*fa*d&Vs7vjVZp-u$ zpDH=&o$|D4J^<-@J5QecqsHW9j_Kl8xe9xccc3J76WscJx@Ex`vUGy}dh}4hctI~^{Kc?68 z72QUz>;I!c(`&wmM-!-1n6j1Knl*4J+BH4=ywuB~e^4r?75uL?v7yFISNC?-y zl*=`F^;x=cs=x5DYS$U&#t+xtadFf{>q|WQtx3Ayp z@HK%_Y`|7XhyMEOC65}}g<#73fNPj8T?%aNTF^AF*5$>i9kSoi1(Pd@hK0=xSt>m* ztR_s;>VjN->4*iRR8>~5!6cm*Bq;wS3xr25;*8WEjcP7*#cHx83zsZRS z3hTWu zR}d->?+HD6PVE9h9b=4RNcePradR7+3M`m*+qW88r^aJvasp42tHi?7`S=f5>Wm!`Z!NzL`n**C(m#bIW} zyx=dCtU^334}Kn<-MDeR`}AR%d;+e0sMsqdElo&)Wb5XrI>LDt83}D(0^%r?UL&-U ze`>A!D+%5g!JE&+2z8c@WxU3yQGdZVoY4>R7B1*d3sj>yxYw|CvECb}^!4{|=kOD% z*3c!L48GRXd*9T$z#9T&jwD=qVOqW{oTBh5`Sz9G@8Y3>(+U>bo~3hKU7P_O5B!iS zo~Yz5{#Yf&qx%e*dwU-i+N&vBDL$(Ywvs$Jq{u;~qfxnZ>u2al2eAfaRgEOp1gih; zKjsC$B5m@uLYK%nxsh9Iz8{)nLn)VBCE|)l<=YF0X=cZMHbZ7q^*8^jb9V~aiqnMgUH(Y9nKgol- z?rUG!iENd==pTZaOj%u>Cz05{^~cf9Ii*!ROa0l2W$~-*ÎyAz!HFD<~)vNLZw znb8y-?+&-0*yPvM9k2cW5Qz0ZiD-0OK(T?30WZWxRHX0S3oT@2zIea9!PTo*q4KpN z9|1z)JNxkd{rJEq4k?s;sVe7WX|lH7;HW8$%ifo=M7^C-h`i;of$7*}csQqxjQ0Ya zr3~SCUT3{?Dm|Mh(B=}QTk6GV*^YaT-G+oblqoe<}u^_j^@U?IGqiyY}uKs7HzvRWB~>?=3AU)fRN)=PzFLbaf@dYu%xj ztU6e&5BR_mz2pAvwdY)4A+zDSz~B1(Xm1}aMCejeduUk`rM!Ie=h+JvF7)z2R$_nW ziMUrYESf>ErB#}gonxlj z*9Pec!8tE>j5Lce$;ojVp~=g@gg; zm{7td<=Cy=dGLlUeNH(I3`L$I)|ex8>wNe^g)o8^$Z%Y+T^Zy?eE} z8Z?bZk-8wDy+7`fMc)-1dhqkV4?ZKqi9VguoW8H8h!1%4)-41L?hvGG`Q|oWf`d0F zbiOs3!VQAx|4DAJ!iJ z{@_Sm96OdN4n?TuDP*sbRmp}Vnnmz2RHD>NPMu>2!7V6l{*zM%5q9MG+0yv1TY$3m<-v(7L$N-R7(qXcxDje0Sz@*pZ|nItk>VEtemc; zl^I{3km)nC;ACH@wfE})0Lm$)5wSIn8K6p;jb`d{`E-!pq|vSs=i|?=?jEpD;0`(V zv-g9iKHZWn{e7X7*x|XsQK1!mx+D+aj@&)9^~{--rluieTf)9cx7>NOVZ&}hLXhkk z1b>0>J?iUh9%Dk8#alq-H4dISjlhUJLfjvCbAgz}fXZgFGdE{|-tcLj_#omwdmElm zSZk(ZbRuA;CnX%zD%S^!m?2pXKslhmYBG0hhv_GuJbrfk zsbFwdREu85{pNFb%+fk45v|c(_q{Ws1XGh1%_6i~Kp5CX(VDlAAP0(?uv%Oc=lgA; z(CD*D5MW$7b!Mn;dtMfsLRI3!4mg3Nqa0;cFaT2?{Rzvxqt%zu`1a#RZcYxFH#dg5 zSv(Ri-Qs<5m#HzH23i0R^(qYiQ4-t6lC@J1DOK6ae=1RH^if*ROMyC;<)7 zRVn+-x~TSc6_;FsP`R7nxf3W(+yTv+g=ETKG|44HT{mg;j%DoGpNfto*84f1?Q z!Vyt!_cr*rx+W|*=XgaU76!WK6tVJ&Y!V!0y*<}GTVJM}RdvBci33x!4~Spl(NppU zzYU+^IPqL@lcH{7e`)D@p_r2B*AJt}Re1x93PMQbL+QMkGHi%OJvPGenYM1cx;JOo znxV`NQTM46tSXNlfnjJ!PT4C6f`Vk4$&kGJ&;GMfQAa$VzwF!+$WrM99drXEGRuZ5&$^`Nr?Zdt)nev6B_B z&d-X90F^sL4{&g0SL9FrW81e=q4579QNh2J%^lzRe_7`6KdVk)!~MTkop3e&yY{oe zkras`^AtLC2rMGdpA-*K6QQc)wo8b#UO$eJH?WLEerst_-&kcg=wI(X z<9hx&IxHwEhQYk`mepjW!Lq6suxOnvlyKs2v2y#Pb92~wrsP$C+~moPS|f`UyUcMM zbJ14#i+~N2w(vKP8;tr)=_7uNJqz+I$2&Wz2#q0U7o4*qozlVKg4C!nW5!IJc$r7~^5u!dvy_#U z4Ryi05O0z2k_dV|N{RhYZ{V}E1Kd11jy$iwZ`e-R_~BUj8%7T-UA(yez=5zBm?+aZ z*?1+8?r_=6xVZOxeQgH(NZriM9j&e1O4kciYcy}3cWsEdxTLharYhar;}b*l?A0RH z9QS&Ss-0#Az=k4E)wk&V!&I*uk|XSC@Nf)KgFB>fOj^K$T;1$N^MF7^z?lgQIMnt~ z_?lvotfYT_^;jXU$MobdE1ZakAh*2=M4n^zz6?$kIAK_*)_9vs?NGk-pqy?nls)NLX~NeJNlJa|+fT+We2MO^JW(lI{%-9y&J&Fy!+_uPC$1%#5&6XaxQgDh16 zQqt^jqo%sOzT0n?a1CkJC{%H@E>Cd?K{2s34Fs2b5~THNL;J8*<(OMDoo2`U0) z`9KLtNzPDL)DFwyrB27it)pV5y|E(B4lRmmTW!ae)Ku%b@AbivS%|)n$|r6v%Fq9d z&Ltt~$F*>y{|1L#lSU*SU3)JH2_fu-8??6!=@xcayH+zl6@3Xot3%l6lXTw)M<$^f zM6~_r@ng-`-MQ)u=g${_0K~Z%5o?2(X9POFA@M+H=rgc_0%s5p=VLWX5VW=QuaTGD z5SZ`R-AdZB{xzNz?@SM#@$WSXs5Nnt56FS8mg<83vkzJEmz-hL0 zO7pMNch|}tGP?0|@b#eE-`=SOyxSXa#_LtUEiM{Yy0J*Gg%?PQX3?xky#${oyT!~0 z`N((fOrR7}8%@dH(pt{+g^VgFfiLmUlknOcD0TYsWf$&fu)GdTeUAIgv&J!)ReGc8 z=-t~W%QUu#uOvC5@JqtMuVbFq|GoF$`S4y|b22vh_>2qtfF%O4)yj;Y5KyV#KXw<3 z++E_|t0C}*ve?|sz_gc;U^=oM2%z8|*xHzOh zw&Q}2>Lj@v)kcM~oTVppER`oQQZ8y+^@RrR^u77#(Gr}a55;zL&E>^SU~Xcmt3Q4m z$>4$&H-Bqc>Azt^qSVcGQwPPqx>AjkUcF3ZPB)$bS5ME-w7b5@fIAwz%Dr^~+Wjc^ zXU1zBTCP6AB479jix8dxd#6}7@D~VEVQ*P#ufnIWlN~sITxH=_hqLVK@FywdHiX2( ztT{egcMpZ4``o@_V=SSVz+-Rhg9$fUUk=xe5cS--HN8E53+M~Xc9Dmx`?Pt%h2O@k z6$_H9wij=?mBFuQJH1hlF}VPfN(Uw)I0?N2G$BNUkS8GZ7nV7_o$P#~+v?`p%AF0J zR#HsSxw(N-v~xD(ODxF@k&j_#lFSy;=!yPLdQ^7BHm_U!zlh>z?@NXS>ATUYi2_Uh zN}G(2p9ii)=+#`EoSbUZyIq&OL`LW8E_2-WgE9c{95wGMropNZ{XU>e{O#rEj{fO) zRZdMUIpc95>F;}GG(WI+0+K~ZjY7L$>DN?m`nf7bOIoylyAaIaI;p>0-i~Pz&(FD5 z5gJ%>=Q=ie@z^D^)gt8$Aj@yA zio1joTXI7uy@nP3A|t1)VZ5t{p5B(a zKGKpS(r{ZM^L`)A1WXB$AfN$SdFXDx3_4U#?zH)Q!{k$=~PMn)BM zR5UAZUcBI7S~YPf!AtlWXjWG4*Rfl+Wff5(xE>MY0A^XGIGA?I&XK&>T=K7vIk#6w zQ?2knm`8!^)TBTB3KR;s-2QUU1OgRgh7NsOT@6WrD-4{5j7Rr}&SWh0o>F?oHnv9u zJQ6vVs7%&8j2ML52kOz-crp`cDJCeLtRg!_%L0(C7Sg(I+qaL}14H#@&I~H(dgu0S z_8STUtqBtr%I3cK_)!0MjPtA(kpqTTa1ZPie<&cW-GtsF3U!SCxo*&=s%U8n+MC|57wB_^R4y~a+idk z|6gf(-A4(zY4QfaQJ5qPpQR)#2(6Ux^VR|h`^f(NMS&R6o>R4!MLi~e4*IaCh|Dtq z5J)vRalgoK%^B4bYdY)n8CiLE?=tG>pwwxBcyHL67X5XaOk|7p@11PYlUzYgv1FWyI&jkg_0I^ZPXU;>a?ZHJQ3v=^Rpk%+FQ`PRC@eQ0zm&0i9_;{| z(=+lxNcN%PMth@!t^&oH!~L-i_Z9LN{PH{4@4EK0VLkb!ajtKj{ruY4=h9eISdW>f znRTba59JCS*rXB9OcpKrgiDhM>BkhH?RDo)u)oNZZp^2Y8>~EeM8(RfPv2y`Ic}Bd z9`m{E*fAj&cLQ}dQvzCM_R}exyCTTFG9p687^w@}sK#5g1aAe~Aj1e=9a<=eYhj+U zGb%JVn?C^RAruX-D>H=6TDVYnSE#K!!pA#UQC1ghKkC;SPx^^o7a~0cbJB^nFXy-} z(V3avs1Im%&FFx@k4_(a?5l-B+iimc=QKt+(2Jrznc4CU_O{(3*C^8S7IV*~aJn)#p(8OQ7*hVS$ zpp?%!gp#OVpFW#k?i!5@&V2FW&xoUhYYCi1SBacZR@H8AQFGbcHxDml)UBC$sTdde z#)eXLMa8qwDInbJX{=AgINC&2Q<>sCr{<HWxU=5gPzB|zc5Metj)l!g>_(tWlA z-1}lYgZE}N9G5o`vfGM$kNO!T|NgJ570*flm&AfCzRYOzzq9~{IMT1I23}l$<#UeJ z`fQ{sDPZ?CV|rpn0?j7#>|PZdB`f2h!wK4_J%~z&_Q8wC_xxCJZvW?Kq1^(_^W*(l zmXKeq(1(^Et^yU(+YrEvg#F5?L>edAL4z2b*v0Fw38LGO5Fe1j=>Du*$oFNT87y3w zrsZooGg33{_1P1W==7*Z$^q@{%E0GCIOvUzYiC47y<)jrG5+LAcAbvqD-N#>nf;}t zE|Y9k<3rm1Yovhs`(@cm1Y;i-L|49aXqM*BVEfSzI-NfD8dO~%_U@Pd{V38x-eEp?OQ85mz6xs(_IK24yM;1n!#Nv$Am%%Y8B|LR1a3DiHr;t!PK z+vnKXmDU8?5B}G!()o0~Th0!-y|{ZnbO^T)yhmiUnXnI1X$MLHw7B`6WoMUaumgE3 z9i`q*1VL;)m5Dbf>6!DpO$x^ROp$-N#x?nfJ##uz{KXzVd-5f;aZWiSDyYELum5;< z<2UG|ym4E3PXViSkO3NP*+XGXWp*T6$^U?JdE~~*wH`wG(Y0$=8YG(IIE~AtUhf>Q zo@L?^+x1AaLA)txg9*#tYLUBo_NcRib6O~teT9u!{q18V!PyxZoWfFqZ9zpYTRrx)yG36*%6 zr+sElz53Fh4?dE-@Nk68S`1E#fi&v&-}l8|%IHs*%bxdUn-ukO66}n|It(^P&~?zU zOZ~;ugN|&k)am%+KX5CCT}yvG7S(%5$kMB&uft}!{c@D8d;IN%7wvk^ut}vtVLNle zz5MM7d(YYzN3=JFU6T-TJ&8wyp(%ZGs%*DwZH43UQKCSkb!D>IMp7=-ImJ(A#5hVr z8~^#|-^8GCq?d&jDw4bvf3eMJrXYJ~g^vsT1|umGvGQK(gR^<58T2@_+xEL~GCkI5 zJ{F&saQaN-B+>1WZJ&B%+l)kr`J~UAR0eRZeK+8NGD(F%^?EzeC1J`-Zhm3u`4CA1 z!|^0UEZKeA746cLQ!JhMU7lJfF{|LH)W}3^+Zh=tE$b`elZo@Bxb7tqrcDgi?&d$j zJ=y95in3aDX=>mvQ1Z_+hmW&too4f6n7V@r=k|#cRfxx&toMu>_U4>6r{j+i(Fey) ztqnsLc(l^$N6|4vWd{$60tK7I>P%4}MiqxLIq9nO&C6mR9oKPumOgXEpg}@SH6u%P z`n4xd63?PMJJ24`jC=v!Gj++Z4IkFm;Z(qzF;GwKT|W=yi!Bjrx?`u5hpWA{3Wf?$B7QHQnE#v)ACw4}1ovi5IqX&kOX+-Ms${b^y zNg?L_n0vPyLvk4fXB_<=CVmu$91uiUwh#*g5=s&#b}3>t_}4_|hvUoYH~rhm)vIx> zFqWbr)XI6+{{4WW%c=6%LdPtW2a|8647tC5t(tY7!`0U%#EcyQ4I>$iI0OwQhKxS3 zIT1F=JDVXGD^L@1uE8j>d-&#Yh$4z?d7%1uJOKt^9T>?uncHrSY(v-0aeoDQnAe~q zVK&}tIXfO|%`TSgywKI&o0wBOa#Qu+0-w15JH(U~?epg{*6l}7BtAT_HNsL--=bFQ z=EUe&*#h)%jh{PPQ}GNNDd-Cn$J%1 zfP;Fq{k+FP78F(T2Gm`b;^LMi`~_4vZtn!jgX~W?dkd4J)TbqceD$6sD3++@-oukQ zXEmgvLOB-|m0a+*us+0gPXv}j$YdBkSpnA()7Vbg@spR_{0@@vAerpyu?!D27}#DcNaWM z88Z{jA06s8DZVt7T!P2cUW-gjz6gSOlE)m2`KYCt!&g7g+IZ=Pt&4|8Hq)WmSSF+I zx!W#>5@}=d>S;l^+)x&c3WPtT?Y$PCw|KkI)|#315>a8$rW}3&fz7?p+ezh=az^=X z>7=!45y&tkMC`fFS6l3?!p;beyz}w#9`5cq<)Y#p|IVO%TyRvwNFsrv>h+_>yT}pTq-d|Ypa>g z>EHtg{s^4tGk2`2>XHST(4U-^_=6dHa^5%wiz0wVe#EU#8Kp(hg@76&g!Ojf94iRI zgRr&r4%TuV9i44bwBmRs^mc;2q`v;8JTyyD65MeE^w1SVI3M2OQ4T)MU7hH>m+@D6 z3@JZ=ejDvY;4VrvUHVCsH z8OWU*e`5v&TiRRYnd)d5TZGAC4a@*Pt5>74f)VCO zy?W3(V$)RhSXZB8_a1F7(cEI??B<&1G}t*KDC_U_8TPjsCMI}VOEY^VUounZ%Z)Ch zPhq0Sac1Y?AQasWTkbbD@N!a;s?|_~zJI=Q9UkB`f~S!F;n}+;dPS7vh=v5W2t!mI zFJ*hu`b!_RrY(#Pvmvwh8lIhQUAr<9Jba#$35lZaeYF z^yl`4UKbPS-Tc3nta<2AbvQ3(X;4{>p=V>>RZ;l{tG!mvzw^DzgS_*)|IsJ@@?Up) zWgKFEWV)#b4P)cbAm&mh39)KJ^jc}1*FAg@@C^M@BWXRPZqlACiCnN|;!xmKbPhG7 zv7pl?R(q%wXMwVYhH$SM)4+U$j0Bnp=%l?)cx#~1+NftpKeTzH`SdlIi7wj-UQ%>a zQ2q~WCj!sDCkBWDhb1n^uAvRq{-AN}jZNj$D}%S$Z`A9Pvf&)668Y>YUP z3309=rz?;xiuLPE3&>5Ydos&wK{*bmdsP>T>gjrC#}?h+)8k&707Qg@=rk2B;dQ@X z-Jgn~zZrf+n;u$-@0>FyD>Jjwqu3g4(m*}z21KBx#l3mtsVH+ZrT75f548dZ*v}XJ z{OyW!$+dFH3#mAewoL4F z$f3PF4T8k8@ciN&Wrq|@8P^~i%8ZWE9en@@(%XrXJMFd0jB#~M-`PwhMA!$$83em# z0VQfne**8%38IVDlW6f*3IB87x06L3 z+EiZhD9Uu1PtZigYUQ?u_@u}LJL?4+SH7mdm${*wX6@RbE>U^sTBx@g%c?V?lris52yOPV0qCo1sRnyi0?+yt=w++Y-~6J*N~OiRM$c=T%1L&bDqqf2?}z>YhK2 z?mR!%Azi^{QkYuWvdIti@(SYyCdIXe7n!;ltd9was8zod-upFDA(i4mZnvy^O08P* zr`bW@p+jFc=e}`$Gfi^m^?+N|?^@pW({`Kw=AX9B-(8M)Jzl!^+xySYWwxj^uXwvb z^3O1Gat+E zD$G4shG%>~$V`3Z3vvI^u^WEh^i@{>yGjCy0X*ojm%Bc;@G9~?*70GB#h4MFUn{*u zB~9Egn(bvpm6`URVDf=d*xfU?iYpL(+H0F$ycr9Bz5%85Y5L3UQFL**x0~# zfkx#4B9txTYwr`{n@7j`@u8JWEG#x*tQXx5=+f=}wfm}HC;sbWn-8&euH_of3bRt} zxW)&num3(vKrX-NTRJSYuowtDI%J6Bd<4QLyk3V>+(#SN@pLvkiq5wO9rGcKk(mw> zBIc$D(TStw_Pe)pPp0x6gxGmo?KS&zuUfv{Fmjhl z@eKD2^_5E2Dq_3-+_Sgq+1ZwvF|_$N&7-dwWX{(y*pa-xsx5rY@%#@ue(-qo!q~zw zz@zwk5IId#S-F7-gk#JtB?6cl6*jN_o0jYj=mk)$<%r_%-CK(s^XaJe{qQ2^0F(43 z`pe2*Y<_ykZS=S+J+*xX1&hzeotSj9R$S?}s^W!~DZ@UO)FfQe$}E>YlNZnbMNA4& z84_^&D%%)K(0|$P7dB@y$n4zU ze#6FF_dK59ptC@K^Vd!9V|R93FjJnVl^yqbsM>4=A|g{?ipg%}tnVe_s8XFgIYMpi z=^w`P=I#D6v-ab77L}EWi5en!GMfU?!(YtM zRb*N2n7{FCYn6wNczEE z{dJLY*Wpj zA?Tp4eR(<`A<5x+5Z+9Qa^E41jw0&ZxniSl`?p%g3*$M2ISScDe$SQOg&es0htjo8 z=@)sl^QwM3uA{@bE%@$=+Eo^R+H3kx=Z9>c>zmEi(8OH~lp3UxrLb5DJ~(de)2Mq? zNoSSaU0m3ppKgDnClRC%-PMf{#LUb9Ek$Kl^N_UCem@jPbI#)w*OOR#-+7z#gUGmN zM%5(+u(Tytu4r%5JJsB_aL<~!0srwt?^8+R>0sA%lvq-?!7;M*x$IPDiSvspR3cp~7|JiN844??8_dr_N1`i+yEKz+mf*45DDB#{$HFw(Oc*gW|7aoOR+ z$2%=h`P|$*L~ppR-?HyQI3}}ZwLITjyA*uvelmia{%=`JQ3rsZ<5Ji@l_m2(PEFVE@!w?BdF%}TTDoI_8dHZ6a5*>;P zwSgyHVA)R#%*5txtbvX}rc2M{GfBi+dfi%9r=1-flDtAGU_7jZTlS!vDbi0P<30#C zO*oZ5SSf6cK5>1`_|c=^&_9Owg_>1QVD=vUL3A*L>So}T()<6qo4S3hojvkvpAEI< z-mePlJwxKu5ncbbl~ary9P0hse^gN-IGJ}H3i7>>-V1#!TM1_!xCI3~d5DH+(PfyS8-7wOc zQ;}Ye|D`p8<6X9F9UdXt4iMEVXz=?TT~>Pi!zxMVu8)te;`Vp)M|3tJ_f`#h=GFB? z0v8QY#r$i|rOM(d*8)Hqyhkp$(DZA&l=`=C=@4eM2TGwW^3%s$m(x4EE*1Io+IDki zm+Q0c$v%F6mJWGA_~bi;&rg`}ani94q2nS|dXKg_KZAzOC_Fg^7mJ*@*zcxkjxP2F zS;GvSMK`2(JM4!b^g}*L_{PcnlBQ9xOepC!oiGKN@$T*=I+ci?cH-9 zb`=2_r|V-<0oZSdxt-Ax;dN#-D5cpo;zV`p9Z;f^b@;+3}+KlbCvl zk}gPJ6|{%rOJ~!k>(Be&kmxhd1w^^GNHBd__Ugbp0vy=X1VTGHdbNp3A=M1175}Y6 zk%LT11gQEv|HY(9V{U-ODh47pJRfb_@h<0g72EhIj~exoi{ex(6`QF}{`e)Xbrzh~J5P-#uEkn;5gFjX-?xVJ8{N!F@ z+iedn7Tcs<|9I4y|HiI%N4hiY@A|7@YO`mD8OK~f!-5>a(=&BmbcE`f1x_h_IzM!V zxNM6V0qtR_Ud3;@priE6nph|ZMV0o`>iAtTo$U)2)95TL=2RY&76%USr+-aFhNJnab6*u3 z#I?Tzj^Z&shgA!?D;boHy;LA?Z4O`<&}0cH}qi!9txT6FwIFA?YFGF10{-_7-Vv{IKqB zotXALHEAQF(AcG;`>){aBsz(hS#G9^iZh2h_lX`cIWdt+9_BnRFP1FooS>;F88tM> zts_1C_M=A&tgezp&l4;?>2gHO=#7H{`hy>LgjSq2QVJmi`_MhctZb8_k;A+xutH!c zxxzD9o}Rhy6|F6KZ1x3bgYthLzWqzkmsqhyS=>O<6uwYKQB1K~_wfwey5L0qeFx}^ zk#;D{VPPV-M!(eIRpX!6{-p)TiXj5HY(wPxb*Ifw!S+)k98q@+l|l`_ zl9Ze6$NFCX{T)T_Q>%JW(9n%d@bQzAwPwiF}I7E;rH!J?q`Sv#PpVw49R>+ zXIURViISnRGxz{sxF5Gkzn9dE_=MC{4Nr*~Mnex*+n1+*7G{F+l{qTcK3mOdjt+xP z?$1UfEgb=^A4uDQtnH=s^Z;p6kkGwK>9P0DoRD=&AuP{h$$26@oH?8X$Q==m(+iaR zXz+QB7uD65>5aL0KyR#6LSOw+Nk0ucP&*D_jyR8HMdo!xSo2u&h;9 z+W6RF6o#h2)2Qy(`i(7fi4w_#({Yc1!ccG0k&{OU4A&V)biS8Q4Lax@Kvw$t(>asD zR*+0_+CsMA>5jc`-Sp`b((IXtq-iSHD1?8w;^uE_-)jYkpG;16=Z`wj6!XNb$5B-Z zc~VzfX|wpfpxwLg-@BKKnEsBNN7wDa8@`U$j4;cWBl=7Qt- zOitzn**$@5gmgq);Vi6eQtTEevRP&plt#GmlO9i>=GC|=`%kYyUxP|x&o1vCkb94k zQt&4*l}&!il=PD)t2_PvVfS^vzm;uy~(O$Jg|XF9sX=gaT)Q(9S# z-0-I)f>`V>h4?nXzNcKI^PR?5^g}@SU+Q%ebw788S5i%a!tf-& ztglxZasFpSe0}zbS7ZTkvCNc0kehPvn3>JDb)u!BFyL;Sp;v-Gq(!G&W-U@Fy21AB ze_!&}d__H7R#ci!&Zw}w@aQel6V+~@iexk7o@XH_U?-g?lj{H@hnE5sTNz2RpMDo^ zD6ON!iq)&}yHC4iWd%5<3tCQxY52XDilU+&jXur*0sfe@a=T3}U)Hm}unx}&=PmT!xJmYDOC2J-sJ^Z#lf6)uICA-+Ve5E&BU0Vl>KWFy2BGYx=~OfOJc z8ik>hhBGA)oh=?$wX~$P6jauH+Vyn!Q)3&X@M@T}E+ygvMUWWvo;VA1nkp(E5UT6# zq!Kk)D*HW*BhnFDHIHwuVx`HXTXFtBq@Lp5Gr4q2#G}x2Pur)w5HEe10 z6=oIZFBGjqwza+ANCBfKrVIBZ?l*8!q;RR5lK>+@a!E0uE~IM+&54LOdK8KSUR2ZZ znW2Phec@QV8}Hu5HY+%!T)~+9^sI&@7qb;TEnTHmjYgNkamMD$Ui6wSu&=Z!&i8~? zvdPZ4UjY+U8(RAdDNX*AlLS_<3ufwUj{h>+wC-mzAL`;!Nw@@3FOlAZlC3XEjCOuV zE7waTJFMqVC9$FNofM~tom827#tYcYAv&dT<^5HY!$EJjaU7&gHcx#V#|5TSi*Ktf zWq|adA_otT9!E{mO3<0jo;8cWR0$D=D|ODs#vU*>#0-4mjt@FMiRswiMM4++na$UH zoUKk}Wu>5tB8E_J*_C%16gT&qlnY@;q0Vq0Ivu!JNSh-KIDE!HYO#=(Ku zuWraPM|Qub{pjO(-Aq9m*Hc729_`em6xF<|;(A+DefDyNHHSkr#_Mjly!+sjOI-sJ z7-_qx%7e<0x8w$L8^!%Zih*|@J@T_yp9Zx$iR*=`L&evzGwFlsm$4c=}v+ACl+A4*s@h!FZ zQ^TMO2R8ghjN8Q<<=GK2-XG03zBTW1-J*}>s=|x+(Nm&QXH%mE%0iykFhyT%Qxp_{ zLEf5Y>wYfK0iUYv9er=CcT(aw`JiE;+ef}Tn6m_6K3V*hAx{MpmerpBU?2CQ6ld>; z2C}fUyx?=#eKuF#`vxm#?wQ%iQC^ckc#49CUH?6rqxk6``y4#(P(4WPPuuZtpJ|@U zK$E4gR6L!tX5D55W87qzdjZ)Rh0oN*?4J+pb%&F_qxmOg(0rRmRM1bQ;ayIRR#P)s zKjjP0EB9egui2(%sbOE`_U_rkSsU!^#hK4Bv`vaT?7vEGyP8$!gczQ5+^+0(-U@JfCSwM2C_{wA{`pGmxD+jrvH51KGs0heKF@P7 zZs2Z$wD|Ic&f2Uwy`7k&vl}lo`+4l3quYB2U;7fZOJ58x9SC~&qSMkoLPUY^~3 znzoJ(_B&A^riy$h?3AP|fLd5&ho7oF#R>#UDQ27vli?8EVr#lEV%ph!d&d0uaXM$u z6#ntP;bQ~Y@NWPvdid1Qqe8^BvWcko*0&7%LTlz-Yx?nLeP3Y%+e1%G|27(6fV?O+ zop#KYY#3)XuTO);qY+&WbwF@3M1T*x9mP8j2eTX|a$=G&jy{;U$dnafV%57QqIc)v z5zN1+(&%KlpQxwkE{|T2kdPpy%74`~Bs9XpqXJ`$8njq+&p%l6F)nh!J7zbcB|+B- zY8B1)NcF)(q7*_Q=0IuoRO&;7b+z2lZ1Q<{{%SY0@VQfBqfv|tnkwN`F-I`LjWgI2 z+*UKPowrQKFbG0GvU@(2Kawk$5!#V|prxpVGtUVTcEIaMw-fC1Pcub~rUrt5QWH@I zjiUK#+ui}AZ-cUMT}iJT4%aYvF!Murya)E04G61tgi%TalP3bsmCi&S$~gete{I#h zU?Fg^tjtO!43hs`bo8!>ecr$8F&Ly83Wn;9k?|Yd+z#c{BGi2VId-AwN70DyreYI& z0SE{RcDfFhD0;c3!4E^BHpW|}#&LiPUIzY(l853@i~fqIStw|kH(!O?_DjWBF_Q&~ zhm4S;L#oqNqIlWBb5E)m>x`_oYu5zk2ARY15KlbD?MT&pK!B*vNQh_9kT)BSK%6v% z{K>E-hBG$_y##d|DLBME!p-wtN8l{rv=5r_>EOfHwYBUxbK}kS%V=Ii@|2k?-n}~| zWee(1!A~J5fWz`uPcGp}qH-e;h-m5vumb8$K|)?%^o|?ieNIDFm1o8VweQTCGZAF) z$khtDWUKS2Aa$C{-PEs+5|i9-sOUp9D44X6;lbNgWVnsS15OPO!CPFM#vgG{i_7BX zQ43Ru5opd;*t2sd?Ub6Ts++589gh{|bMy^I^(PeaDEWmdkkl(WF+8kiKK55dKC#Bj$lm5uK1 z?@2L2kJb1*wEAz?VTY>^oMrB$-_L{Upvq_CCmal|K-Zul--#b4g9Q1qfo|R$)#Q6= zS%xqI67(oxNB*Jfw72*;r2ay`fT%OXL~wsGZ9(cZy?QAVh-Qgq1*OS!yv~frEK9Ik zez0boF;OBe{$+LbfkTH>>D^}zJ{f2*am|dSX6@`UBeIl*PWsH!6=YLZ_k@`vxBSvi1``a>!x~V*XsPG@PdN`uHhRxV2J7d| z9uETIPOd(x&<5t$u=rC_JSY(OW?*eJE>YSg?B`YF;nZE{&|=;67Aci48!UYO0Ly%y zkvgD`-zt`Nx8DSIM2*amLigeaI6|A;=~U7k7dMrT1w`-Os>yXHfX^r%c+`eVcmMdK;W}Wjkl!OGuiEL{vSgu- zI;3B>g&p^MMy)XPB9OoX1ls3bqmppgqVlFW)qn80 z@su_kuWSlL{Kn%Yb^7GV8S4w|&m^U!FieI&$?5xQJ)1@c>Iph9FZ${87p+131#5)O zGND`ko40Sr1dbUujx0S@&+-0pVFHi!?!~S3Owq&p7s!4&4#ma00z@d!s>jrQ=qX~O zt$*{et|r5$=r6W?fi-LTr#V@+?I566Vsi4prpEn;8GCG~IF1Ml&p-Un{FEbx4^iIU z5s#|o`bQz%e^)l7k#lo$cwCNu)T+r#<9GZf3S_$!6mFc0U}%Ck(D=pSWV+0kie!ieuL&7TC@k;Y8WX*p z-alH4Z(Wa)ovD3s`2*<_dcBM(kJDtv{5<~bmb1}!IfZ)1kD_{4+m3HAy|r|WVd1s* zqtZe8-{nlJ1`OYjQGOt8xcrp*M}RW^XkRJS*iQGsuyS`UPMqB_1^LMV!vE@nG%Ka_ z#*?9TRpI@jJ##ztzS8N`mCVe&laoUyK6KjP!a--xcPv-KN?=AMFGh)_flMZJ?{>!a z*UFpd^=rul+>`q?P03KUXD6Rw+xY8+|D9`1-PK)o#c~*^zBdkUPQUrQzu5V?<)5ak z-0{iY$0}9LQ$o!4{0mpbCskb~|0DY5fAFO}7kBKmts{9DR-`!(nm5mixi# zj&IRAva$EX#fF`~C8oIlfAuSL(#2xeU;TRB|D!MU_`&log{NSH(MZnH*XKbc_Yayx zU=bH z!+p|d@89Q;7bxx2^;H+G{5dp%%%CiCBvQLJDa&^J^ZJbK;nfyoq5vG=NdS9f8}LV< zAezMygV`Q*k0%ZZM{-CKPf=15jR;$8(BOo9-v{^Wc#Wpz-3(oh>H1G67yi_u@itd1 zH0S&gmIs>!%{M>$J8E;ios^C57FbR?{cr!MRRSoCTulfJ*{NM$B2MRp5Bcrev&RR6 zW%LP-K`J1HK!^eS0AC=_7%n0B57~wY|KZFRC?8`Zf);>U>A+^sne*n=E3mIr$Knt4 z;Z8*tLO$%`oj1Zs@kIb;K2~Hk^9S_Gq%UwSgxU4(?s0!VY%i_WY9Zcd2@5$U^rX46s=GS*9O!D+{@=~d&lg_>xZJdC{E!5Zs`| zN)vt%-A$iP0>QDh8n1xn+a@I)q&R8PVuw$FEU1e%0A^jj{N%L}`p8ffYi|suqQIo2 zq)r%wM;vL@H~0gAH!DqI&|z;8jf?c)!FIHd4Gj=Lp~sK=p&6k11C36j(c8awj>N(6 z@C*tMT;t(}uc4)=95BaXlK~9#Y$;ZcsRCBa4iV6xKn)d(n zPpPyuy`Ug3k6f7quD7c-1Eo4_2ZAhN{^5DG)TnZ!Mg>X%z486%5usnGBcU07?K8pR zN2))4`ErH9+Hfs^j|}B`Usu<1IieGe{s$;JPzomogLi{I#L`!w1C$UZ))3fEy@I9_ zrj7VM5k^s32jzB{6WKd{u z7I#qd(DBxZtM2i}c!vaq)SMhJB~?m5@*9P<(xZpw+NZOWT47WLeH&c zFh2Pe6*_PdlmU~&4J8hqIB|{JPhnTIc&llgC*zStvsyCr23<{t7$?!!-@ly&>!>=N zwE+BJUwA%$=Ex2$%k|&SvQBWO_~JvN!K7cO8OvpGAYvQ=qNhBHey~NDO#I-1VYs20 z-}F6d@AV{vuq!6j%+<|XHJMu_x{X6exEv{tX|^}IHUvj=>oJ?-UBjZwxSOxd&Bab@ z5QNc@ho=7Ig5oTWq`3s6Fy3;eaTCdahmIW+MlK8aMYS7Zo)9a94l7c_$r2i!j{I=c zbB+=mI!D#kCNi$5V(|bfU4ga85|6bovRoCldCSarv-vaa+~>Ho;t1E9la_@A^=B#P{f?z4%p5-;-ad z2Uy|Xp>x&)^h=FWS8t-}1H_jh@}KWaOY1&ve#s62nH#;!-r&S78Fhz&!-vN;8$(5d zd(bQ)7de+D+9O4OId^0QLQeNGHZd<+pD(2cUmu_A=Ag9y4J{dNgwVWNu3G7;z}pBm z84oIPFf^7V1ETHc=a~A*EhsvYCV{ z>als!odsZ*eax!idFlbX(Y-svrrQNn=;AWMkd7J0lq0pt$Y>!(@k0Dq-{;RpOg`Cc zj7|&{_7@vkY7=GvvXQeO?~fewFzJcn^r&NZ5G#K%7L{sc*36R~{20F=w!o~7#Xmn? zTJ7w7(L^bF*d+9JwEI<6%cm(s>G9wWilq(b&8$q+w#>|2Pm_5-F?BA74A$gr+OSrr0|yna%D<(rAtpUQsE(#)QH$NpHfVvC$e^ru8VltJSJ z8kE@*4Ez!Xi0z29JUZpTf_(PkMh}p%(Sm=%ca=7CsludA1Mbwypb&kU_{UTEzGGA8 zT)evUoupZUB_T7G@y=l3EeD^L{15+|B}NU$X}%o33=JTiv%qBY4};_iBwe)!I&!^66_qcR(V1>znN-INKI+B)P|ScNv4w7PsFFhH^@o_jtUpbpCS-pxu6@(7v1m^{escXe z;LdGQAl;?!w;RV88W{8+q%bflW)yck#O%zIB?vOx(zIvQMtKHGc{}<`h@fl;dZm!Z zk|aB9zuI|=(xTZ5iOQBb%?4MrJN}tW++XTz{dRj=Esf_q8T-4*3wvq7mVY7o8niW6iMHlIC5h<3wLZ zp^YDHD!K=vss>cVJeaKTR8JO3l)St=_=gf%7|So){+H^`JFe&b|NGgSGIFFsW*SJ8 z%tM1pMwEt~BrTMVLXMeHbd->YC~YaFQntvk+EZ3Y!^|k^y1za--`~7`zw0-?zw5gC z!?~SvQlHP~{Tk2bNq!~ST|m6*UxV9 zyU7jJ5NUZC2>j=H_CUUl6uoxO0Ld1fQRTs#pDGtOpzIVKo^`P+@!$q&w@XoKX*m=g z@b^DG(JaQS9~yFyA6gesor)%yB77ZRaDHcE(FaUzBNcvyyi4NRiNL_{;2n?Hr?l^H z)Jt#)LvMWC-`|FrD_excOzR7mVR3tqh0`>6aT)cI*CzhTFq!dmA4Ns=V6s;3m6ihZ zYccB!eYB5x1)%fXdx8O>tjyn<0dC-b$L8_l$NWyg!nD(527qo9PUu;~335KRP}H;g zaHTBc6&*VkJ#RQ?pNM@@PU)|#rUoG`Lv!18dVGfMSQPSWV$5cN*D=;8UYF;@b$jUO z(fY@pZ*dvgF%=4-8I!4ifV}wS26zi`oq`iiNnJGH21u*R>xTmdY=@xF zjf@DzmAHP(jQQeySC0#n?Niop;P(ksioiKmyQreEXginUu)J_o?okdeEyvh6UF;v`B{kF2HBlK|sIbPG-U4sV~`pqaU!%%cV3hgETt&4mIUme|M zxMWM_w$=s<@y`Q5->N)Z^8a(wJ0`XNHRiw_8*nF0n402ig3M2g9;tu3iT=BGp#Q%jjYMkRjvx4uwpv{h6F=<*;bapJFk>x<0VNB>|@ z(CX?bjkj>gzk2o8_H!U_;!;rU(s+yf(ENPR=bXadUjq-zOr>Imj=endgBI1ooKSsQ zH42l$`0qZb*0~YmL(l&4bj_OK0g;;04j65ie@M_PG&%Vp_Rg+Y8R&ij^xFMk2)8r*OBNk!xY$0I6A; zf90h73;OuKg9j`RTJS{X^9B1A)zZd!&4)tM?!JmEtECkko$nsnUt{e$Tk4JXj8Dl^ zrrrGMF#N9qDE}`#`+rWM|93uvfmi2r!do{KhTMDDU~Z2@{6fuGNkZ|I>&sb4k;9oy zQkz3Dpz%X91W%L4C?e1}EojVunZ0_ig?0x&hwF_w%!Hj+xJ#&xc1WXL6D?dQwfX4A5RFZ~-NSgL#I-gh~@-CbOyg`EqH?J-REAbN6@Ta5#a zL|S@swx;vr@9($w?$>XGz311RNftky-e>o!n|M`}`S0Gj?3fz=+xul@$97n&Lu(LB z=(;x&?~tQf&avZHoiX`|HC=iA#&hd)3BQFRW8zxfTQrp%uS0*x_wN0LcGhrm!`H8p zOhvzg2e~4TAmti5crc4uB_NCVG~V(6K;rAyrzJ-)p{06WK|Mjc%?vDk!$(`H*O(Yb zJ_vFJacgx`F;ecu9mp9ES@s9LBzQUxMa-Pg(Q^&XtD!umr#W!9f<8JKrG2MH>^%gv z3wX&q#`4VUVTtz+J$QmYFKs!(rU^9VcsU}-2Z2CT1FKctYZg@_)H3-#eUyFd*SNW1 z0D7Idn49^~h`P4@EM_*_5V9*lCGyjbaC3bFsVDkT!>e&)S$nQUMP`BAfPsOy$Rps* zrKhj)PK+iKT;{^(-+a`- z$HAGIpTh`lJiaH8RcZ*$b~KQiD6-TkCYT08TJMRK8*G6zPmmuEW+o-mDt^wfxX z0{EeC<3k2vVqJ?H4we@rpm{kE)v~kCU%dF0-_24i=wcNy&k1d9`}c(M7!`GKOz;?} ztucBu^hY@b1+{~B7=1Dagtm#L*>Cju)Ki9Ey5sq9888aVc~-GDCl_1^Y?jsOHaK>MU#?JfyCOzhV+;53+GC_AFt62Gtw{`j7)_r zVKMtaI8!yq6geys=)rQ z7v4a{#T^IGi3vs#v+%*x$d()Dot!;^ZVBoIV3J1%U%F13AevnLr?`q>SvB31jY3PD>GL-^tyKC?Ijow=`j_mKfOjW ztKKb_KA4lkXr89_nQMUnn%Hy;gH7I;V|FBCUmz@wtnBd9{vS{#y zbcK`wCOW)A!Lyq?XYoW86gN)(Q#=#5t4+>Xd=O>VwK`|H~X=ECw)@uA z-3s``COUlfv5Yy?Xz<$i$yY1|cSs9}L@@UL{8M%0$l3nu*r&qjZ{s&$?YsMBTWlHX zvp(M@_|)Y#!1!hobRgGbBt2KgP;Iz&^t1{P{Lw%1YYAH7ixK^e?CcL%V&H%kUF$w+ z?xGN0Tt)Ac17c0l=yLF|4>?4pk_6Rx!1mgLhU`pd9BYI*?Av#I8YsQz9vu^ERfOC4 zuwm2V&gW)mhD^(bnnpg{*5y2Ss%1d+_3rKktIf39xNvkZAG}-fffbb=mvSjRJtjKZ z-|&pT@tuDR_?%uIQzrl}Pd8RWwhCs}s>;gn&-2rJG3=V^4e130&OCdFCR zFNtr4w8IyCsl_~g;BeLfWJ=yL-I5om>xD6AX5H^qJK+!d7g(zZIAX4uzTSN5(D^|) zTsDj=v~!@%UvCCZ`P_u zr*_od6Uz-CT;xsyouf8s+qyNLUmuok`@+E^0z5O2mKh(NF>fL8V&|T%A1>+HyLUl# z+OG`9BF$qhyi^X}QT$xdTI#U8kN&_-M&_*~_4%mZTkkqV4v)ZuKG)zcJdsrlsKTJT zGOVp)(gk}W)mXH6f#m=aFqvo7>gebgo_LJ-tWS>~q2tf!*`MayD_UJdpDBGUFK>R_ zTI5xq>Kwzh7!r7i7oZuDq+ zVbJhthv#mc7DYJ>SB_5vpor|s;{74rj9f%m_|Ty%A)K(wQY)D8WG5*US9YgX=K6m2 zcDYU>gNQ+{f3!RTs-Kd=EYkVly!Y?o2eCeiTW8{Gvl&Alzw^sG-DJ=!cBC*Am{S|Za9F|x8>K|5HcOW) z8#ga5-E`?^?9s^Y)?%%18M-S%-Et9*K-=Na=i6#QYD67>c36y9j}lXbPg%l@sY`wy z5yjnmJo8eqd%b7hKH{{`U${V8>jA^l58l9kP`Nz)!}a_}{fVfvd^F7p-wpzPCU@?R(fhVbgBC%> zvBL17XCXcyDw8GB&L_L)di9`C5%p=W3|BS@CwBV*oZKhXF0r!kwM|Yguo}DwJhMnT zJs%MhT!|suT{tt;+eDW2(mSetk}0#0gKz&0XpgG&^tD|pM%}pXJ~be}5A$ef>*;eN zGj_A{92ZNzbvZ{y* z!ES$0$X^KPcj(D5RaIE+G4BRbC|OyRkVOj=3z?hIbnN#X=7oZDyj`TlL3%o1IB&Qx z=?9=x4!k=V{(DWk&8xIZ|AMp1C2$sO_{=x4Y`BB@b%fDx*IYC$6=qpuN@B22?Zp7f zAZn-q%E~i5qb*}5!TP4+pxXn{x?3($#9iqT)fjtKhI;YHkv^0~-McU2TKI`)&HagI z!R1|5C7|`MUk42yJTqA50u?itFGZp7eUe_r?S|J?9TWh({9ZqOx`toCSv?tY6kCl) zmD&(scxMMzK@O!CN1E!2RV{+)>BLhj6WQsyyjqRGZa0AgUjUw%0&)XC?_*jR+y9rI1j z8X8*_>?|;ht&Pza*+>^mt?RNmey+T=|3V=rh41nI|}6u_ZCkM z!HUJ379?mKspjM6<}7FJz@CL#M^l6R2)53tGr~3~c++Tgl2I&1IYsU2tZR~^u|&yXX74zAGnvOmXU*O3{w zZTgyg*w8fQSe@3cmB$B_Z@9m%JKjoF+B+l?`H*cn3*HWyf^$3P0c0Nk%CVNy@XW)1 zVo@Bq%yU??R+Xyfgw`hP!bk3S09(g8oB0<{1|CXFYbn)qDEM$pK~>P_!wbUqmqzaY zFk8)h)rDfNw4`e1$`Gl2yXSeV2MTs_fD_m&A0l zj@sz1)0z2hyDF{)oN`-i|Zk7*EsrxGp_wVq7KDxTMxN^_Q+AJT=Y1zV? zZk!twG5hpG@7Sz$S1ag1e);?NGBV^Jo0_h>QC3&jv1`|)1*+7owdyZ)bb?W?G1tNXYD(o=Zh7a?fhT(*XHQJEWYFpU)Czu|5F z*(WifY@w7(LIXhsDQT^Hd9F%HQ<3Vgq*S!Ks8;>yt)!bbQ>t=Z&7>^%46nBeNniGp z6ZAj)O#dFM>||G5Wj?^Ygl=D)SSET&*vS;0<%8<9%hHczN~UYBHm&7rp&oFE@vWKE z|0OYzXU{I6UFYBXVP1#$>{s1CZ9j6!>AoP(#qnAS&U?t$%3qWz9J%+BLv%>Lhm|F( zUV1kFM3>{W>LJ_auI)nI3&c=T0a-z~r*hzO@`F_obv;yxsuQ<2&>wEenc4*~0?0pt zgU%$=>hxDSQh1)|=)>}!f2z^^_%pazyJgoevs?N~eDFU`ZfZjnjhk%B9h)~~Exz6S zB`qYR|B4M@x|+-Fww?FnowGUCRmsZuaauu~9J9ea+&TQnTS*!B@T!c<#a-Q9hPBev zy|FBw807WbFiIMH5>RvJM&(&*IYn#%v&b%oWSsFM*xBXuC#;n#jBCBqF7++>3P$Mc;>SDw?2p)J>hF6xxFF0mm zQGDCuSVnOD$U z;jscy?Ve8Sqo=pS8-{#ukpKseh-O~Th9MhUV5x_P2c|%L(gD{+0`kCtLcNE##a1`{ zYz7t>qhab%BFU4;oUNIm819@|IaP*%kI;=$-}-OTJ53lDULSN|08^VtXgm6`d9G?V ztG#yVloW-~*jOjNK}iGu%Av=9yQZ`6ns1KsR6ZA~)FSG16nP8Yj(Y$3^Kney;cU<( zvL0yuR!&?^D#;B=Cm3HRNP?I%U zed1<$`Q;9tkIGxx&0?eF=uDHkr+ejTTf^5OIh8yTZeY>xFHRkBe@Hk+vQWl@^h2@g z4=d{|hd&9H(88(Z>~xD$HtpDcn_l=CRQr}fq2c31T2%E%WaMxe!Bc=gE*G2mc~SSk zH><3`S_Mwx)K~0-sS#O zuTD~OK4GhZm-fB!a7u$dFEgwBBL!*$^@cFeBwpGM=#OUFL~H%VOSh5hU`~TCen5C^ z;hb8p__kfLYA=&K)tJ%{fp0y7!RWoWllZ z0S>)zhRHgu=u7Q&OkGkkxEi;XcbpklP*vw4QwdxGh=zPJ8mYo1kYeCi*FXE;DC*aQ zcY?GaDl@^TzrXB9!{Q=ged${wFb7@XN3rmaW;7FROD$>+5ygcpAH!|3K)~;#N9}s< z5Hj=ZtDP+j*q@+wWD>$p$K|Dn6#`3Tuxoni2&&-m7GnnuxwDe61+qdPR zon~_BS{$<;&=Mes{Rr6SMcz!7sfhz#hk=Ic;+(+@Qr4{B1E6L;mp3hzfO zJ=3}epw&6`NA?#aNnA^>;S?y;KwMs6wcw!hbZNBgtY*=32hEzELIxq&ZuITg|%CBBYEMu(3h+W)?m=Q=Sx*Uyi<& z(_OrkRhBDnJ0G7iI&XYkE6d$$@9G;H?^`>Je`wt@pnmn}kk{0AHUvb4AQMa%tVC2Oqh;urWEl;r2; z7CJ#?Y=8)}2cMjti$6(zql1h~;+XJRosUoo!@Z$~hUXR-6jbu=77#-ZKOxdZ9hfw2 zG_G}+?3{Bd)2Zq{cs~rx@3d14|NVDxczS)k-jAW0*ZaMTg)fJN@DJf*FF9W9Fct{k zp*#a2&w{rNE=M^UkLypGN(s)1zE`-Y#I%}5V0+`OzRtt0fBq#y^0LldmzQ@0OP_Zn z{@VLlpTxWn0EziBvpvgH*HyHwxuXZa;-TYWxq<$I#1|Xn7F;qwHXM5hPi6P6fH}fN zRfg+&5snOBh3teo%F(d~f}*Od5vMZqvE}LaMqoe0F^^nLxlwq1n`h~-(P9_3UW4Z% zU00nlED6W5&AC#MU^TFmG>;eq{${zJPO`GUP>fHNuu~OK-km#8ZT~oNVln!94ryU; zgt_{P1Q@-@NifWUYs&PKlI8P>rtd4s;FlA_(J*KyX>{@=2BC1bp6Ps;+0XWBr{xDi9 z(f?oX58JK#X*2$xE$#n~P1b+4Am5OhCiTQtOI@W3+n(CkXF6Ox+@g?qY&23tE7iI+ zqib((BJ(05Wc&u!s^1w7JhUvHYgqJ5uU%6qWo58uRUI+HUGztFb#-69pt)b~KHxKs zIC?i6#&UhQ7pzr?G3zTQhxr`=S~aznu{{t>=2Vt0)C(PCyOMyRw2F1bQ&#@1OH11- zHvkcFRGy?EQ=`O=j&^k)P=KEPOI=+rzo3sIXRCADZE2lSeCgrXYTk#9hlDh*)&E36?)Ui7z zf3A1$pp~Sie!pz6_rv`y>=friitzl46!AaPW&c+f!2cP5ui|l!|&5II>Ha@-9Mn)(n_x8K=`$0ti zdv3=hKQ7+BsqbQ!btaNdOsd7MyNCz$bVDDp-n7d^B67@{$24q&SkRVGawp$FBDo<9kwRI^|R+=5F0zM6` z0RyhqepRzNm(znNS-LK)pD`VOQ|EE;PESI2kY6ALVREARvR=}P=(KOywSehW-_C7U zm0BMja&Q&>2!jEo?if4w>4Rtv{jvJu40+(?F4|PYm_fyRHEovZz*v@-;O17xRm9CH zOs`(Fk=YebWcZZ9c-B{D z-?Y(y3qk`?!PQ}ONOiZbuTySQAMp%BTCoylG6wLryI={d*cPqoKQus7krJLihm#iM zJPwv`;YALOCz`&UpjqS=hD^5{#V;Z?(J(Ux@%U03;{Z6cQsap33u;4%rqx8uym|X} zgc1eT4|Kf*&CDSZGx%=8zi8dMM?^;A&w-my+CQ{zMG9jlP1+2Lh3j8-?@c>R%Yyp) z`r@vEc0OB!k53m3Dvf9%w8S%(GRi6{%yTvn6T;_@J!hNVjjzO;l&X$v?zS{QSUoF&_GHDr5jjvyStC}nfbin^vHka{eWzLpg0rOo1RWzEW zjL_E=5p7M4Z<~_T`;D>BCA|v?0yMNG_d1C@>A&@JwEZhiG6bY<^0$Heoj_Zew2KXS z?*97-EIt|xq7T{)lhLp0RsBggfXJ> zeos{On-)^@J9X}yxIi^#lWa-9E;olInJ5miEaYO)^+>~{oHyKhtd%GI_G_(;)?jHf6jGAgQvOjW;kJY7md zEU%b;C5H9w$UW4%w>hy_5bZn*0bG!l%;;Br&iB|d!xcy_7=S#2e zWU{xMfghC;^VW-uD4Cu(Tt2OXQ6iaY)KD?*>vIkIJa-`yuXt1D3Qai>O8wAEGI7s~ z+&E+ww0Vfp)=cnSyVqyT*V&Ivm}60IZF0_EualQQtgv#ouJBZ5q&_c9W(^G7JeOvS zxa*EB*V}M9#T6KZ_B;7+_h0^#8|YpJD6QXby2kKMr&|2s(kcu!AEMnLG;PK1wSWF> z?tE=$w)5XG1y9yzuA^7P)Lhvkc?q=lbWqDj{=$et10aNw4;KWLU%$c)d4So2@izN# zW;rJ1Zm^K4x1ARxgbEa5z&NQ85gI;P^f~d=9X{n3SN*_nxJ!o)tFHMp6_M`!P~)i zYPtK{eT(9-zl!!QoLFskGS7b7)~)h^i_<*<-fxy#62G80WVA!E^6N7#5=XnP-eUEx zCb5%$!+5sxF_SBgwjgb#Xhmk?fXS5--r2FL)G_{Ev+^EEtn^2)`ei28 z_U+MQ`S`=voEWo4n?V5RI z`_Z8;=+Sgva3#&06!%9;VeDMRnWsvPvPTZydG>9M_QDdmHsg=qUKS61)f-ZmPfZ3m z9F|UJyhSKqO~f$qGq-%+!>aM=rY*cE7>}2hT32;XC?Z|*JS1zT8N|a3?-Y<3BIs0% z#PXLqfUi^bp9?lRmGKeJYtH|Y7*gd9dv63vW#2``#9S!*3RcLFFJXLiPJ`*`<3ocI z^{@I4#jp-fGo|ye`Ks*vs4gzQztuOZba3Z#$@?o@+ST_Km;QX)kOg=SK&?{Hg3SDb zOhW(5R~VcK^#VJ;P20BmdU_VBhY-t!KEer#r@yLd;B@|i(Aq$Eqa*gh9hYO5>yG2V zHbIPDk`+@jPRhbLkllL*K#@Z+e+N{JanR8zS0uv6fe0@@lp7;70~2DCjsoz3acJgQOX)52i6@)xt)mtUQ9 z>B)oMH0aI$w)d&I6a?Re`E((4ASSiAI~@oL!U``p$~+Fj$bu6NB$aaTML)8WKhgJ@ zYshx9s7-iDFrO4+BrphG3Zg`!rE%JHMfQ~6E@VNs)q$#-8?$9cT+HwRsg2FE7k2}a z1Ss%O0e_H@0P(^6rTmKK>B1G?ogFqmsvYx9c{t;Bc3jDAQ|tGVZtBXB>KhK}i^>x- zZ;;fjwR!o9#L%cjOGlEoW@eXXQw;n5(`L%rLqkhy{LgsH|NFzK|NgT1Rb_33r(SYS$nMp1%D5(M2_hqPX(`JcE?B5iL#<7iKi|q~^~hgzUkr(!>69Ny!4zeA0XCTU6NoIDrf;Yj04@$P|mX1x%SqS}Kj6 zeEP-9v}LvlNBYf;6$j5E&6u&>x@Bx`d$eM)*N_%2nm~6DrlA{QjdU?h)=k(6<4&Ta z1SBf2X?Gy)?wsEtZlz-=r=-Dn8Rbw>S;g7wL?{_06qO>+V|H9zcH!)GFitk>P$g>N z+DDwdw{6qBi3UW(^%W^s?46_o*P0LY?!*)JH(5d`}xO z*%>-?=-%5@gTPd;YS-p2MLVY-I%>j%jf`MwW81v;zTLjLD)=uaG;dvO$=twmb_ue(ZM9z>e2v^Cs51pe@cI-LM zr!jt0eWEv@acN?=BN;^yv`ZbvdT!Xz<(H9H$}UJL$oy^2?ex<+;olsF&vNfAb@5j$ zXQ{8bOyC=XN!EXP+jM*2elWihN2XrFnSgsK$T$q619A5AY$@z244jMKBoAJ%wMm{Gl33)i3KW^*?O~G zUnH562p}BX#*2ci; zbC;02ZoL-98ogfIH{UnSI%M0xCsTGEJbDx|%iM&bYI@f`eJtk9OGMEKH7Nsmw1hs?lK~FQrH_Z`glKsQDoan$^~Kx<0P1nig1MmdQl))5x3jmT!`qHJ1 z>oCVM~kjIew^MFLMgid}d3U7#jnXp4HX-ouLF z#VZ0kU0D`S9;wbDdbYgWTtJJ_WCGy#r3>3k1PM?v^7)pW+|3|R(neLB0HJg*a|^t> zBWoVUQy!OR0aJv@eowjdwCZs7t`(}7A^vxe+2 z2~SY(?I)%UEG7|Utl(byi2b4tTmXY3vjP$tA+=MvH?g(hL#c}E$^iU-jZIobC zEJ~-0Te}enTcHQ=3@l(4<+E>JPd``z!iY{&^Ao;t&d=SSs++uZAtXhZe(l+_hhZua zP@G=4={>F7urM>bHqK_bdP~Q+NgyU!=JQEO49V$Yx7^p--o(klQ?ub^$laK33!T8`V1YIZ^s5IaoIQ7x z{0MOPQ!k_@&)}PSJU2B9+C8;}DRVj}AYlp|zFa4#>{=f(NY z=aD;%Re8RrWg)H4PLN_36WGcP2@*I)ekuwzf%btLX)^rMQgK7ad6={1y=X=P^{ zhUd(u{+&PHA`qxiC^l&{haAME+H!+V;LT;c{2k0&M?aV_P>F3MY}hEIbx%_iv&%n$ zJrzH@mpCb*h&}#{wTBUg#fF3=(%v_hc+pk3W%(;J^Ls_I^e#|HkUH4Q76nNKKVP*y zR5V@-#Sz1&b=F3GqxS#&u-|r1E$z!oACg)cHphsho~wgGUr+Im2(n+jIyiRz<{?EU zb*HPdnI=L#w>&X1gUgd67L6~_A4(+sqO#&hW=!;gS8r-z@eL*mw`*8Hxq%f)e!`dr z`U@iyS=9w0#vi<cIvmWqGKU2sj2>e*VJ7q^%rI`rnUc&il}NB*=;a0{w`T~{wG%92W)5Huh2-iU7v zB@%MlY6kF{uvD4D9==Dhp_N=b-fm!4Trn+R`>tI#6ZcuIZ>SZ`GE`zLRQ}Gkrom8W zQS0L4p>$YWWHTmiJJWYc-*pk=QsQeKRrlSko_vIxYnyuVom|5GW=pfBIg4fdpekU* zl{TLeE^F^juLNP|%%R6wvY}hIZZf!3Cwc=m=vvV5EcQAiyEaKms&k3(1@Q7(anb|6 z4|f?$Z}GSJX~0D4HL=!xGEY>kFa8qXdZ~TlM1w5%-K=#n*)UYL{$^}r*5#H-_qpa$ar*lQvMraf{D8-#J~ZibHCob!&M{Bo+a%yX<8Qmf~>oD ztuj6(EgKsYsA_@t%&!&ZHTAX@&RagT@q7N_X;Sfz=2tPE!U`U4?}E!lJ&ODT49bDrsW1Fyn8&K()Yq8pnJ2t3-R)`z?V^H~m z-WdPPH#b-5Hleo+7cav`bQ$>`tzwLiJga4^X?>rcmf^gX@w4ZP+cGk9oQm8c%dBSv za=<;f&-8JDnORt#eNEVfgi}6auAF)K;#QJDg7Ytu3L}W;H14nGw0wr4;fGJ3CU9J! zW{5Vfo5yOUxLFLH6}ryJU5b&;nIkg3o+70MASLVionFigd-?H)auY1demqXzdwG`g zsrkb$+c)umeZDCPy(KkrJvcj9*!dfFnzevv>=30M@4BZS#~=2g zd26+KbB> zH}FFoKTNVL9a_l8x*Sk{!hrqy4kjy;>K6O z?t5-?g3k)p$$NJTv1C0xpYCZ&NiZY3A8&Zq#a%@s^JXkUy^5P%+O1)Fo)jBvqO0gx zJ<3Nv=S={uTq4{uDXH9=_)Nu*@7_uK3DL(ly-g@JqAs1Y6|NsOZ6!ZNRzcwhWrz1| zjzbzw^Kx78L`fsX%}HjZsm0lXDvs+Ph0FJsQA6>R0lq0)xY;~;vGmg~=k{SorfO`e zgeVj2G!k0}AN?MRii^r+kX1cqfgq}2ya2rrHaYtMC6}4BK&im*c^$LJY>cpbG=)YVNyqVUXxTyVl_H)`>Z$T6Lo_ERR40nFU0>JOSM zY8z0;27;;!Gd6h|8ylC*JGdM9ghbGRgFTv3$I0DXg@{fCDmv`=3D1K2WX(x%j#%N|v_ z?w{~M)H(Q{eE9eg+Y5jEXpbLnGsL zT|v^cGXKH6Y!e%es>+KU4CfWIw2Sk_uaCSX&st4vm*02Ru}MZZ-#7M@fruCTcJm=x zr57)3WWGU3hgH(4z=LtAXWXSr))aF^=WmWJn|+D)(9qB8+ug;+LrkO0#AoZnXS?O| z62Jzme5L(p9vI{m#imjw@oIGkX=n(QyU&Cra520o9IC6U52=5iOpy)AtG|*k*#;QN zaXjwvMp*`r6T)>@r?WD)6pPXGLq%Y+Ohr#)UH$@%_{ubUJQ*l9ls*KNf4`NJ(^#9! zPh{btxt^e*kxi%c(K)}tnqg(B$BHKWnrAB(h-8BpPRmDE6gY(n@u&)gitJjOn&Svuqu z5s8}HERk)%d1P1+rAdBN(dU$NTDdOLtXmyzVb$<(^8_{sKFLbwk%Uk`d*AzXipns# z`N0$-Ib0d3)*PZ<&FU0hxzoG4_`=;YrWoH28^LOP zeG&VcMlAAu@3!mw3-rAHO4MrR-5J$x2^+wH7_u<_{-9J$?yG(%`{wM$kXv~K*5J>7 zJHX~lt2fRUEB%X`bsFh|;RDCR2}LBX`vP7rJlB&(E8z~D6I*Rc+6Q_l*5iELMnVyt zh+Po$GU_ttWDDj&P$TtTAgM8}ogbfd`?kxmbI*6u-UYO36zN2-CO550djtGE|7C;A zn+pYtOxvzOD6|q5kxBA6IM&d$$D13m6%;y(6SZcKSrj&LMJw z^2UkH#n`st=7`PjN$K9q5y}!U!XpMz(B{nn2&sckT$#>>iu_2EGhI4!qeKv z$c*eL-njYkchAnUY`FgO?JrOtie7*MAN$=;B&DO6tYi%BLG%Ci;&b0$x3zV|N4e6?Jl4zIc>K)vp&z}7n*Hk|uv(>GeH=%s}!0Nq-a~Bl{V>N}nMH~ifFVt35 zo~DAZ&os7zK&pK^bBqSuePAi=} zM?$jgDGAAzw`7~~oioFy*YQ8{t4ex~BqRrXiT`a19GWpBAz>ytee%S4mzW=4oegOg z*GYe>D|O5NI4 zvsZ7qu`=Ihl|LpVFZZ~QDZX~mQ;?kHa?n=e59N8dQl>||lz%gf)ciWL+T7!^A${jA)*_~VnNkx|y9 z(%%budJ`AVy!rOiH*chlA78BtW)n7VwCF4IIC;{iz`O1BrOJD)E6w)ht0|MZBqSY~ zlQ9E5YAX2MsH)Z*BqaJ5FJ9~)7-Gr6HNE6&?Oz_OCD_%xZ5Zr^_JxNApc<=|qU7l+T!r4`la zW47HdPJB+FlDl72R8$~OLShjs;&G=lmge=pRoUmgrT^%+Z{M`FwVfo69n&tU`1_1* z-N8DzJS-}@887WI>U85qLCoW8*RDAZH_j|B78VwY9y@m9`t<`M7A-xmtQ+djv!?aTIySOjHcWITWV+|SQ1I{I@Ei@bKGuEyE3 z%;oQ?r}g&uoeT~R9;|sdH#;jND41JV$Ru#_?efAzkzw|VYg$!RRZjU@u}+S0b93{l zQ>Vhh!tl5wMJ(GM9gtL3Q5niin^*jp`SDuOm*Z}~b}}4mtgQ5&N^VV3WRiB*Jw(lQ zF52OQauqXyOf61I+;io(TC7B5WF(j9@oLA9GC=g@uLP-2TKJcRONGz{|nm zD>8B*(aKWIv0Q-SUM=GeUOJV5$fL@B@>*2Ijv`+Xk`4Uj^9u{fOxFSr9uMQyV_kof z`lspqz@Dzm@Ko+=w|I2D6cnm!9x^CC*muIZAUF5s;6u@}-va?P=O*cGpSPvz;nDEX zY|7u?=RUV)&Ib%;gca4O?OxqFR>P(XAdkW_dI7;lpP0 zqpfH53k&CE8kp5Nw7XT$ALhl@oEvTm(Jf3&G--Ky;^xhp^Xk^t6Zol~?(UAR zuD!IhxX6fJ0v*L&f5p#VBpyC^5XOH&jZFM%KS`;Ur2Frmo~z4#U6z+GA6gq}PgUpP z;Tg-%%F4nH!43$l#m-19yfiT}QI73gUtiBYP4Tg-E0F#u_u<2L2_}}7W8c12jLhY| zd}-mLr>DoJ_~?!EbR0r{z8HTX&*2K^)wgW%ZjP0d6c?Xyd2{7M+z>8*d18G0koNf@ zHtR4%`7S2um?BQ}awF++Hnh^C)r%$@V% zZ-)%>%$vN{=9q@nMMXt%iBVBezPp*Q3N&&irlx-urg!ZQe=g>Gf@GkLf1bQv<8o?%dg|sHj-n(b>6x?L9E#(%8nK9`}I$sQ;0n zt72SST+|usNa;?`v$7^<25S!&`~Gx!^ZNDc4>Id36FKE!x*E;4qRA7C5>A{(*S;2C ze>l0zYGJ$+H_UL%rmnvJv98nNlu^q2?c2A%fB#;{`l8+K;-Vrdxs{cb#Kc78U?ctW z=jY#Z#0zjF_j&$NExw1R@u|DJWphnUjY{|tK5lMm{+}yLbJr(6-gI@9cKIpmUgpmf z$r|yomCVE4otlOwGC4FfG=PrJL|@dbe$N>F`Q4BGD&D{Mn;O|dN_k#Ot2G%xxH#RX z^FrKhamp<5fS`%b@5z~$FJJPP{l4S*DMF~NaIv$Sai~lneX;-S@(ZiSM;KLc8D5jquSkZtAE+$>+P+i`7Hj2#OQc+->#ewo$8eFTyZI``~2C!-2VH$d)tTiUMBA9 zb1C+DE2OMGatT$8;^oSr*_tzbRfi8Bp0$pXx+#=p)%NVPP=kODnNN@?a#d%BPMcYT zbsV;pGQY=2tn=tO8k&&bzkk=<`8Ky?ctpqj5pj{K3`Pb99!E#>7_m!9#c(+;jBEKN zr;~CW^iEApZQQq~V#whDBcsLf%6q$L)XxZ11yZq2jO&zcBoNm-@?(|hr}br`wr<`u z_iLiJ)UB(dqs}kky+`-HEK$v8xG{}iB;lInXE}d#Jf|`0Df9TVvf@5g-<56DaK6m6 zma^&9zv!EiMP(+4lRvt5@7_dLPP;+)lkjkz>(^hoM9$AU4Xf#&J9p01fQy$`O*$X!lDZCQa9T&>xNdiwTjiMy=X+aWMul@zP&{-F*j$Q+s@{A_pM3pIZaJ7?Z-hu zZ-1=J&N|E}V0)RV&>gvg! zSDKfZxK-Pm_E@r4BvfrWQofd!#+fpU?cR`S$hl|xwr#CKi2t^29c|~5)$>qcB(~XW z+%8Ca^X7}ugMfe?9yjZ;l`J=@tAD_666?h)R#w)NtW+$|h_(ICqJ5@=qGBydXZzUi z-!3x>jhX|6c3;ow7>HVjD8-^|==R9IbJ5Ec=6)=q6- zb}_qna&mH{F*3>JV!GGmCX*{y7Ar`Z>I|#Q^R6^SDWs~$N*tEH;qB^;;%R1A$^EU* zYdx8U?bL&xv$K!&YC1YZczH8(={r7eY>M`QOUYwNW8dG0oQXtjt~dPJ+q(u(Vq^Ec zDRIo)>W%~HYxh*O*hCtjtLf6kxJDsh$+2S#{T1GsnVIHWvjqOL4&D#s3=Zv~i2SzY zu&#jtzwsNF-ZwYfOn)3^XK(Xk=V!(S^%$rkXT5%XemL5`?L^OTV`SyGt8()4W@Xh+ z^>F{DK62kGk?o{h&Z6vTX&v^Ak15(82Rzelu$_#>A=?E7B_<|j^s_`H%T(I4XNM$a zdfle?GcfQRd@;_Xm$&nP#FI+P`DYRi-<2dZw6sFw;+hTfo{QF1c$13qn3H$qTu7yn zzqd13)8=P?Mfu8XK%>IA?IVW^`#N8}y_B4lF8h-mW0Is8cuYXx>CKSu-!CH>D|l;1`~@4aceawgwdUsLejE}q(j3cE zI*QXa`m6-6+xNaX&EX#qP(8x0`=bBHr##l+wEX<})x|z%Cnv_ERvo~6NbMh_?tL|k zO4HQ8ejRx>1293Q?-p}yhEC3R-s{({1?N2(6Vfy=;E|3mqwyiI_Uaf?5ksI2MMYc% z3G>XEGp`Mgu;5{GG%f^gM1ZY!BejEr!|2KIBSzo%ggDNm^bT__-qnabwVP-1pej(B zliXUD*4jA*i^9mLr(ZT5VVb-4`_G>SF7r#5z6}j2{IRo0BlZ1XH<+(*65Kt0ZT3S$d44Y%mM2cvn`k;iOcR22~W*Gc#KKb55 zjh{77m43vgY`%S~sJ-D$v^sl^aSXo%4WoM_f&z5J;h95g!($qmXOnG&Qo}S*y z%4#&fw6t{P9VI2D$g2duGH&H~b94<(yK4Gx6+Ego5to!CB_##wb-}}N8b+$dx^f$5 zW@oF-)TZxm%V><3!5#f+Pf;~BKBY1=JZ#tdrbsdHATo&kRF;xz$NT;n7sSz#(zAj` zkFE{`@B;#bhK2na@8p@$v6-LztW&fceg49Q4~E48Y;2rzMof_dRl+7hg5g$;w6Q(j z=Z8*HRP$4f{S0c;_l&oG#7@a$Bo-B6xpYBC>)^Q-SK*^4{k9lNSIbZy=C-H%yElus z9~UE8>zf~I&oL?~a2!#StD7!gUqfYfn(PTZA_Sy??6Ny3UgEm{{s3cgPft&5R=}c> zhYX^q!u&?XPo6wEX`kVLGSTDDFI;Y%xZ|mb>*xObnsl4}PR>&G?%hCrD9^*Mujss3 z?z$qX_V3?6<0948I7Mr+0$(KKhTZ)M9yCo{5g7`yXl8ajyk3~1l3sNz4p1X6$XtmQtckEs3_x^raj_+PZd3kxEy*@`o zG-;klz8x}+J40*-Rvw?(G)!}z|3CSXobpyzcXzk@pUFa}W#oiL!lF-5VXtd|T2*!R zbLS+0Bs?WgIk`IzAMT2E{Pu2}YS(+I2IlpOt;0Ik(Pz^0%>AAjtg#!**p@efXY}lg zztwu(<>G6D_gGc*c*A~Ah#QD0Ek&q{v#^{{6BJjuo*<6oeRBu3aL=QByW9ea-m$oFLgqXf>$RV5~}s&+l^|4cfnvWbj^mo6h$2mz(VRiE-; zpWq#}L+tGJ(|XJ&+L>qDakGST3YzWF*mm28qgU@9Yd!t1G8SR%Q1wEOJmVzdb)c-xMvHL7!~M zB;4kuo+7Eq9qQK@xIWP70J35*7~Od>R(U{kPrY z0wY!T;$p>S^Cw~{G``QDkD=C#ImyYrbDJ*JF*M|Lye=K@HQw!g&7X-YBa9q$b{fiI}vf8@5FHIjkz)R$o0Wz-*yq*H>THb=q1 zI92=8I!SPGS-$fj7gAJ5_A7CorYrxYJ;SCcck*NvLi~te-qWYdA|g+E`J8Xu2z$L| zxx_pqASkGpXTB@;k)IzqIXP9inUS%vG>*S8(bZ6t-W5FjfJr7!?b)+uD~sjpp}MZq zy`@1xK{fYATB;JbHFN_ML!zS%banT|8W-4n`jmI&FvS-Xn-Fzr4YPl%maRw3D~>mA zto_LQFgjmg`}vus+S1Yz>U)ZP$Wfd>-y+!Qu$ARMv>$t?FpZ?{qOI+5l=Dy?9cnpr zId)%OQ|;TQL>4LSv5aI{VE0v-Ox$@YCN*`0l*wJ-YQHR!tGs-rzrR09TC}KroTRhb z@{B{U(w@D<&&ZD-Qs#{j_-&^j-K{k>_dbkVxpE~QGz&s`{uL$Ct(ohNhE(NP6fE}x#9JU}3T?mK5}?D^-H?ZLoWliXiFKGD$AD>tZ=_nzAuH8)i< zePgm`0r1!-Xxk1t1luD9(dORXGJxr0$9^H*VN2q73<_+5jdf^zxs%xx+l#MH;O-V@ zhg78F*MSE;R%U8xIMke+o%#9r9{T(D6koUY@K}9)Z4hbVx#6lr+nH_Z*P7DL7Hu&s zdu81v^udwO@byoWN8H=O%nbTrRb^$gJdz<6x`;vHw^{7^>GPI!BqXxF_epvl*q1Hc z^PHUg@gs`YP+#B5((-fz7B(u9e-A}vW#y2R!IA9rbbq~E&^y6ey)J_fiB!$j$~Sg% zBk^8z@j1$|082^{YDCW1N6m`X+JkH{dK;`TVyVk~TIcpZ)S`Evj)jLSV^Z-#DR!4oz|+vUA| zmz53Ql`A7mUMn-hP0>?RQxw~uo5X6SoGAi3fa~&dLx5!}#%y0zNk^QlN zIgcKpMa*F^$UW?BL+xAn2{D8%ouVE;H8f;qVq#)#%|Iah1VEPoX*C!qV;&~~9$aWz zXF|@=6&o-jqV5gDop1g9KR?@-ACU2Ulgs}GOwYYXjH+NtO7Qp)ZV`)PLYEq&j!xjp z9USESTY}BGUHmm;+R#&hGZMA?LbiK%_|i|Ea?e#zLY}|Bk%}Kp%SiqQI=8AkOX*78 zlz-y-_3KFYP0h_m`1ol3PNH1lhH;vZwI!ZMwS!-g*Z}#rZQFMA=uu>YU%!4~!FQ99 zon6*>&OZJGyexX~sV_yE8XA{?l)rrwv}j>gy8|Af_nmND=Bf4mA%#2 z{F(a6pStf8UrQFV3<}9ua67TbZ0T7}9-=lXa~D5;y!7?!Zd?vC^Q|JiEHc%t&yDeX zBgC$;vOELWZS&?;YH@W0y$*c&3bZx$^i4On-TQ@3F6Yum0)~$@w}K@IN5&2hzhZ7a zj7xI)**`3OiN$wHM6>j~)Y~Bf*;bGZDk>^GTwH>n&#ztEFL3czbab>nxBZd77)sv< za>*^_XEcmi#!5d6p zlTubD&A~AO;$(gy&4++?->BqXdP@6W7tBufVmnZO?dU&33M`p z(B(Sh_xuC*%i6x|wW)cqA1!|agq4qoYWF3FqaQaS<*8y&|E*(J090_ISV?D)axZ_c zpj-po%H2;*<)CJ4`!(ICp2q+o>ld0_BSS-7-Y_uE1%qu2QGf1$fFRNx6?e9wtNQb$ z$PuNXLsy)*Znw&a^jH`Qz>m*`frOV9t*kRs3{k^FL$B<2Z6 zl~|OQ4P;mjiHe332BxMS{kTU7ttV38(mPZ~uxDjhtNBcHvn02Uk%6pXcsDW!IZvK! zzp(iO(5wZOt-_$VeF$u9Y__DEUwX{9q6$O8z$q*wQT*`XBi>EW=;-L<$JBClzD%B+ z(lX-Wk<}&-!78tb1I2_zU{8o@e}muv+NdW%p48OT6p5XjhW!u+M*}a{2peB?wbEd12uq66q=uE(be1cehAWrx&;){W<7BWGrK2V*`>S$n*KSH*YS1icGnqrT!r@i&xQ6(zLgM9ps7G47zlunpq-`PS?=WpIvh90 z!I4VEcIrpZtBiz%6Mnm>gNI?iFS_<;tN=0;|9EVbRD7q)4-s#7wG zwKO$7JeK;YWMdtk(h?vn#e4kPzuFW264IWm5?*tx$vltNCTe&bwDIehSirjj!Aj@#^te*5 z_%cURPxjqEYkAAPBJ{wn;U#y=zT?0TWOC~5Hl9`@v_0e#D>Aa5aZr$Q^BIH9pLasxrqXFU)&Bpoj z=h4zD9f|^KytQeI#P#uKN=lb5U9z;a^a(O9b@ljJL5gS)6&B{<ZWlyo*UWXywH5lUbskm1PaD8L3zO;1mcj&kmyh?nv5Tw7TJ z=0{0E=|BhDzP3$Ozs!BfpO%M=<@W8{=-_D9U$C-GpSSBH?bTN5O|T6rsO_`)^IctNLMM7Gtajg%RANx{&>gM&0|epUtg22 z_-I+|iC%#~kR=;~PCU4zmF5=DBTxy0bq{^@mgn4qxD9V+6tOsKW|r)- z1n3?W9Ze%A;WYYlw3W@T$8&AzO7TFVLcksyjWcI<8dZ07Eu#7l1gtHMFdd6l4OfOf zl3nWWUhyO&vci2=*b$>1-TlPdx%H94^s21E%+GJ~65l2!GF)vTVS?6kx_XrmUxcJ0 z;alVo#*Zdb?F{6sVM*(uo$CoZ7KB0b_);F=cGOT(szcT!XYpEH2v<7vSo1V?t*&l2 zaNd|co>*Rf{vQ4pz@|}A^mGB&vF~MMWc)f2g36}dK;hvHT8Dn1xoY!+Oe-NS?#E9L z=oBOFNN=FQH`#fzsc}$g_dzL(sT5*zBbh%y&Df%i!rMar>dlbTK$TxxAo)IedhFpK z!sEEOBLuRjOrKwh%=9IUoldJ1_^|o_ji@}J<$lyKq!uB-!peGwFgsJrv<~r?nqPvJ z;%d;C%GB!IxMgvjY3;_>F_#x7}T(K^2R6oH)rZ4B3uqnn%f=8bz# zz9mqc&hY}ej0^uDz5&F@tLT$ zN!!P5M;*l&Ra6>qNQf?n3&691Y3o9LEJ!RXi&Nv2-ki)xUHL>P!jsfr>hL8Klb4q5 zDKB2UfcUcus$lnviq=*^PEHGuHb{QRz}(xPk1bcDHHC6h9$vO*uMYB?;~I+OSmI%o zuuOPT%=f3LydwsKDX#;k!_D~kcy$hXhSN`uSn*aQD7y`5=9=^HWZ;sDizN;p+x7R7 ze%`0Zr)@0Z#<$PsJluc#oB~>hYbGWG*r;Rs_A4kr35hob*BltAuB3E-d^f#CvFCV8 zf;`a;5Llb{>Xp&!t3++Y1COGkqXPjgb#wMIIFo!`)4<7=xII2W&|Yhf&48J$9t@5@ z5Y!zO8L4M#7IDS>P+GUK`1zd3Vd*ofs?jBu#7iRa@I8pQ6ZpU{@F9Kleqo=dBs+Tw zSpK$TmD8tB!xI3V5+qwtUp&u$;X)ta(dU+yAcDhCJ?(*<@)s|H z)au^gbSD)RMfLoWl1vQ^4UrJYS%A}aOx7`HW3ilmJ^|eqe)E|E?WRqe7%6=T5Cxg@ zWU(bs`JRpNeC=f~znDJ#9)2c?3irP*tRBikVo$TKUcLHre*Tb;$S+Eblyxt(Q2`2_ z`+yqIRU~$ZQSuqe2;T$zzBk_n{*rUHOQSl;UfzJoHi~2(Sx2x>xac9Wh zH#Gb~LeP2;NkE4vWKu;YR|h&OBqStxhs~GQ8pHm|g@y0=BgWkxbF~!OUsyW4@gVe> za4owMKA0gTLG(DyZ`RB0fV&LyKPqnDS-C#!NTT8XUu`^;~EwS69ov3H{X zjA!JGR&_kr+(AK6wU>yh5L%%{Vc6ocJ5rY8o{>|6lRDwO{ixo)jqMa#!JO1`@4*4d z8|b-wg0Qe^C|f4a0|KDa8vz4C#AG~hpwD%JZ@IY(?Hrm-OV&6LQ2cmQFbjA>r(Onw z0=&n@mV}-X>@`G!djt~;i#kJ}iHoaG5)!_l3J?uT*t5uXO>xI1al_06(7^}Au0Aa* zTSLrCJBFN5{kgijS`KFr(eKsSiPV7mZ0zmr{rp+-@L>g`jYS!V zgGmbe)F%imLHdwU-Nv4FJ+-yP{HKeQo12@Q5_F@+&FFK{u~666!S(ZgkC^*!f!Ld~ z-%m##75GYuN>Vk_&Z90@hbIvk2_PEoXj5R_HH9ZZaZI&+A>bryPgfGKKwH50`1l=f z?_|-6Zvude*Q7AdLP+}zmQY}Z$I+^E>Hoqa|DBpV!A4n4GtjF~P;uMMXn1Wlju zi%@@;RN`ja`&jq~`-RC^5Na7| zX+cNO5%}NZtXphxDCziZnDdl)k3+_C$#;-fK;qjm_Km z;)KoWPIwWZS|B&E2?(@&`SJz1v$l2wi9=OQO*`8c{n8aVxy=Wx9Rbw_BBSsKWY89T zF0eJNd2r3ySrqpqB;(XgL6o4K&@oU$lXo=xsOMUwvvoffPTaP#3Ay93+wP?E|X ze{GlzHds&Z6Hd4e;?qL%ultfub~mMkfs~XKh#xhwCDKFf24wPgj@M z@by`ujSwFTQUHr#UV{R(hP-TSgXnV6mdfsOkvixx*a-A5uNb+p<1M_24Q1`uud$Td ziXDcOod#}cUnB}@MMY?JvGgBrz_){szPI4trVeDobOP!B>)y|elaTzE*h>F*hkk?# z(DFJnllQjl(@9PsvCy2HoPoQ-LP8>Y$w8->U%c1?C!nq3rl++K@BSU)ztIc(zq{!F zo6YvAJY>P+Afp<>`7^AIXs>LR&1el%=hxpYn-cawS#AStX548HxRIQkyz8LUZ^Uui4Q7C;03w4yBD)GkT%98^ zDd|dMM1^_YD~7-U)Nlb<~!+L}I};IaaI)YsEl=-kw^ImS5uWwF>YnLL!~ zPOVD}3IFpL;B0SwWasAgCs6O%bJA;5Jj995RGVaZZsWq?r9(%Ti9Sh9O>KjJaiVg? zjb@xPFo=$bP$Jte?(i%)Si{EV2dWV)QnofWhm<|h?V*zbI?gXFBqk349f)UNzkDGA z7iwxbvgbKDGVo`(yRTr0`FMGIJ^xHb3SZIJ)m7@K9GO#(mp*_59uiVHIK#-u=(;$y z3V#a{d&_1dRQ%@sq@+QRKfHW=k+c^|U5_HKpg;kGjfiHEiv&Oa@D6#ML0YJ9&^vp20a}rA)PC~9tQ+8psHj8p#teiN|yBZ_p3`URl#WN zw`H^|Z1w>&rNGOCit5S=eYEKPF-_h%jLPEi6XAeWPMz1ZD1mq^S=y3{#!V zAs^T_b&Cr~cOQf&ps%XxJ2(NSP(%lf9BhZf{r$|wv+wTiK>1XGcz_zf>~(>QI+R-S zY^eH$YBAa`%BEBwJ31JpTp)$zK6_SGUq9X?+IRB8ZjzuaP%SOA1_lS=-_6Rhg%%7x z3gjXz8}J#jt41Bla|f&X_^=8xUq%Mh504u+e!=hC(9nPkxC%R<1RGl=TzmEP>9ElV z2?-rP?g74SAn=Qhw)PSId`{$h!ocvbxt-k_dSG;$FbQYs=CTS11QBLGU5Q6;GL23Z z^1EJndr0Ls2=7LvuGb+|&PH!1v85yKvGf+o?*P%sGC%I^ zW;#ekbqz#%O}1=-eV^KeqgT-4Q~LoN;XY`nr~r74FI*_U^5GzMrCc4>h)5bgc<=z% zLX<=^;J-MAg>P-W2DTA3hTZ49j!uq2;Sp3tDJgegJ~&Toj=5n`P;{5T0HK7%V@WoG zChYNJcwmbzzkkf`<-PF_Gc)MLFQBhR+Ob?h6NW8Sc!tTJ&!AxIwr#k(TfNWAToyE};JG3Q?^e>2$|WIjo*Gecymn3Rjf>#q{$`Whlrxb7Xt^im-f#g3?$FHqS|F9b#j9!){_wRim|n#}T$2?5G+Wv(`if zpCIteI6boNol!t7V)zN6wM?qJSfI%dJr9fpK%>Z$A?76bg-TJkyyTk(a{*trxY zPslK%2kH74NU|8z_~{dWj}765~#_$;jCfj-k?HEC>_vXlfnI*_Kkl-$% zTp$l6GliJjQ3#HDyr>y=EHX522ACpaq29~Ar*tbS5DnSZMp|e|<6m>)oSOm6h@)kFv7(ZhF|08ys|f)YQ~qDirg`Q5{9?dk^`*&>~lqm2r?Zd48$L>{lGO z0q%~)$7!_XgljOIxYV?pWeq^tljKuF!{g)UzmoR}>4Y|32Ezxijlg${{zrM8`X~sr zh)N>Mi&dna8#^wMaJH@y6CEt;f4I0RnwuXHSgHNs@0)v&i%)sEOzGyExTu}GcF|hu z*xK^3oLpX@;5+Tge|mb?E$yADdz&l0C#ksT?Ee{D>g;$6QofwzRNkG+9AUFLFMyt?ir~SwJ;)`Exgj zfhZ*V_U$9P`wqlD+_b0r>OxO>y}@`(2A>^?1v`qZ+VU#b$ydK=sHwSmcu=^A`lR5V z3@3ha`1--ypM+_os;XtHqLY(I@OW!wklGP6b6Hv0syxRZ(!6HipiukaG*y|QIhyqjwwuR-F!k>+27CaG_rQ}NCvfx$4W(C--Ur? zDM`ub8}Y%ij{6Y`&^AD)Ls~_0COS_!Pvxn#h4(o*S_LZ8^5rd_|3q=1T7Ebij*H0u z6)W43EccRarK6)mzxmss9*+FM@81tm`;FS_UMD9KmY2=UkR(*xJ<-TR{3U0xFI}LE zW!poclclevrw3|U41FmIeGiBOHa1i2PgT2Quk|&gEnFXE;dT-}#7I_&$DbQ0%zzLm zQ&k(c;h*~YwXVrpFq`7#FlT3HFU-~8UftcL4j7AYaw;vq-+}M4UO#?8ODnnmeniv5 ze>b8G=K?tk3|39`_0;hfw6(*6f?B@xkUV_|)rdrYi>sxeO}9X#dR(3^uj?G2goOUX z%2R08S{CKFfR)YcjWmnM)VUdk@zBCk$5{FI~{<9&#YSdiRKyZ0*h-B*JZQin_vy+h|=vI3`aa58> zu#(f#tQjbNw^vGMCDwp-ar|D`6Ka{foUUC%F1fk3auY5d&^Jj*NoLYlA%+DZH6eS^ z$l2J~T=x739oqll!=?`()-f3c|2cfvAUk4WV?o1YE5*|vPCTd3@Z-2vnJI43_{GH& zXwP+ZBf`V?`c}SgY=recR>-U#T1#gE8_84J6DW8sZu4vDfq{WJIrgSzI1*&r6J&n= z{^tf$vNAJ|+4hKl%O*13p`ph;mOJ1!ICSVTR$yMy09g!$dE4d+MJA7q3?2TN>i~g_ z`}X~YX9=)LZ>@UH%6I~zb>NqjXl#)_YTg$=AYlG1xD;r7@rMK9`81FIE z)}|v6nCDa(m2080K`Ml=8DXZ4;gx~v9iS~~d9;1*-aT62fA{XTkjwieoYJa((mX+g zrl>}r3Os0QZEav|3|XNjkf|J_5lfcrTK{uBun^!rqQ$NyLeZNW`4A8g08ykEKPDjs z^MVM5NZW4gB#Ai*kW#il)5-SWhJ_7%T04>ke=_bi%$Abf{(Q#uB ziR(^SdhwA}JbH`-yumGz2Y+WoCC1?;@1X<_F~1$%+TYLrN290z&R$weob{x?VsFn+ z?e|2t6^+>2x3Y(*wUG6Zw)OP&9f}O4<8vlujZINvv4P28!J;MG+Cw=)^t1Q`f%vy2 zou#MrmESTr;{y4Z_%BGP(7!R5*F$;oadPrumXn-&&@fp@hIOIDL_|k-A@hld5dR(# z73CntD5s>V`tU4g$NVs;%uwBcspE1=^77tx2UC%UqwcPSu=aTw|s?GD78XL)2+@<3ihO8uGx<-GK1UIM{t6=L*#oY3 z!P>&&?2!s|^_F+!yF9n&>hd0o&hoxZCD(0pjChsf`ZmQ&8ua`2wH!Z1*7~X&CH#|3 zLAHXz+TsDW;=)?|Saj3J3Vxa6rUW^p-W`_@hFVL1b@L&BSh1E2`gg(Nw?}&pvf-L# zxS+Aeu5whH;8bChrxX_V#ee8})h)(Id0Zg$&%;!49I)DiYxMvokYyEIPHuQ9@O1u5 zsTW01@uS6g2PCZ|x1P<*Ic6of`4(L`?c?N0LKNNDVA3Q(w&`lw-D67p&4nacwEuqz z*8hSL?Emb8|Fc6g+LAs!0i!w+G*BSMlia0=!uzpf$I8mei0yZK>Tch;b=$yz03Ha` zm~BB~$=@d+-!-toLSnM>TGmF>R%r8ydhcGvbrEF2f`V)ibbNdWWmv4GUFXwWmeAQi zcf>%n6`SsUC%%LKuJ=Hf1Pvn^{36fQ;^gEZA95OKeCB3m3S?9icL8d2vJC+-{6NiX zzDDE!=1okKIRK>z_MBO>%EZ<3C;iXzFaz($aj8jWcwR zcuf$;+XN%7RFl+;vkAyCn=FrKsTIe=a@1r8Pyi#YqCLsDLA zZ!m4y(^Cwmz|b23O`Fo2u1~OklMw?m(bJ5to)P*l8wxg@>qUCaKO)C78ZF0Ll2Nw&Y$0d zG3mItGS5|45cTYXEIxRsMA!z4ZM8{Jak0Lh9wu$!(O5&T4h)?U9nFwejS+Pqi3`O} ze*YQY9h`A+bi|KMVebDsTZeH1YxT>#yt{G|5)zVmM zJhdE3^~WN|D>KP}{f0-v2`>SKpFVy1;)MVQ2M1g?MnnkAf%gFV7{mM% zk*@4}Wv%1nG>=0-`7$HcCob5c7shE>4x!ftEUACOwNa-awrA<(4I@PGeKg&wHFJO@ zW({HJ78jX`J{q>xLRGU!Afi(rswYst* zaz5csHB>BembMQR?+wvfCO{Ql{__XGApZSt#KD)>*DB#jY~}yA@$&_<1S)2rxPu>E zK%_&?ge~U@v`r8^uHdRlob99Z2=PMp}XedlW^QwV#DJMx}V z06ribCpt5_K-9qSH`<8xgY4&q79GEigNU5IhFNp43K9|$*$}wjgac?*!&jD8L_y1Y zigbUl+Eucxn|sVoy&c(ln&5Ga(sG@z`X5l#J|)*r{ML)t;_uJXa2TD1j+ z3(ERf@@SP|nnxrgw*GJiIdI4aD?R&lk)-DdHV~BI?w4jNur9$FtEScrw(3HeJA8cB zHa3j(^vmCTnS}PvefRoAidJWsg=%{#Wnpe^H#U0SbIx-SZG? zvaNuPZF5-KpmgX{k-{t}r6gN9eRkJ)9oKwx-M%2A5XyGYF>az)Vn_f^01WSXbmTsUny zV@PzH%ziYm_q(tn4E$1Lc*KL1T~IK%c5vy>AK^fsx@W)e1Zzg-9333)XC7p9Du)9& zU|j~I32#Ab5zRR04)OE=1wrK2tXG%6ca-Z$A-|B zX!>)OizjKI24E#VR7m>tQ(Vaj4vfB=la`g@#=Q6XrPy6)9N%VImoK5@k zKB(H{+X)#Gt^C=oq}bBzm|_F%1y+JJ__!Fl2%->hrc2{ox_!SNBm53Ip;pdr>oo*jmJ^*d=w0t(V822Mwx zRv-!L=LIOv#CGF=IV2)-ey!kdJ%2iBA@7`u^h?fyX{a+d zyc>q_dI%al@@>m$_e)AjV2X9pg3;o;SEYQN;slEi*PfpTu>ppliaSelKJr}&E5@DYTE^|sj z%5P+Lgz2LPumb&Ra4yf=Lx9^~e!AzmtQtf$?yn@`+>W3U}cJ{~e5Jx;NEi54swE=8? z{NSbbgV9~j$OxuhqNeL4pmEaD^0`BwqePv>Wwrx1WxYIJX?&(4$$y<0lnE7)Zr|l6 zl=Sm?Q@p39xC?GaIWyqIsZHmr)_`5|4|w+wa~P}x5PL8=4nT)I zW~=~QdhhOC)kq-T`AN!9XMAq$8cr)XAh@QxV2(M7nxdkNM4`gjK*hYR2e z+|_t(6Pl}V10dJ*PAgJU(o$ouv9`mpYS3LoL5#tWbipx;ZpZ8jb5sBDF#G9q!|N;R zb2k)AUacCt>5v#YJGwTuPAoL3xMhW_*x!;G)Y25kyMBs_u9cR~TrE`~6-ljST&h$O z{uO%Y`RQ;&5<0syD#l4@qaWdll$VqHK6dOP|AYQp+t!lqQ{Jaye6b_DaP-!`icQ_E zyN;47y0NK$r=q1bo0i+yhp#KBuI97cBo75w)?Gr__@3R>t&Fz!Z*4d%ZcTXKO3K>z zum;LFg`LI*LVP;;NtbnNmfYiKu+{dI5MQ!}(z^B3Kfb7%t$*V?B>swT|02pgfqxH1 z!g+Ah-yZF()aJkMID6`{^{<&mc82V)ndR01)qlf*KD733Bbodfk(oI#VB)58jrR0o z3=jivF1VJKS{M0)y~G=_2nYpCM0S_NWPoYLDnO24siJb*YdY}b$B)TLKA+bx=qM=M zEo~_B$8eFauOi6j(jB=Fk(qr2_U+Wq`q=x*P$Bu;^UiVD493T;+`1fS?d|Q+k+|u! za?X7Egs`6dlfN3&mx>?0D9~LJmXX$J6{>vL$0B~Z9bt+_Ha~tMivX^;vZ+axtW~-% z_3@!GCkeN`4zy@L;9z6%G0uTzT<9#Wa}95Qn4d@TJ4XNTSN0G$Q1-7Qn?_p@02@!` z|L|Glp5eW^OQzQ;q*UeY!p|RADw6!=8T8C?^dR>U_IKsCi+R#S=VT$8A#rY2my2dJr`uY?ghrLZtp7nhx|dM5ZDoSm5w zwC7diMl*#410_)jT#btGeQ;11iX{x6$k6Yb@P4P^=GX}c_m?WSV~RRp0B?&V7 z3KIo@0C#A8N7nT_rXuwCexdWU@xxP^+Sab-fbIL-!A|OZ z`?|rrz@!oRK@Ek%I8P7T5Fs%!K8`U#+iOD3m`j#fpOZn4yxwqO&BXW{bg7WXj{#R8 zD;gRZL92v(g3cVTm1CY@-Po)L&SJUq^|J_xKzxD^r;8`DfoITaii5fq6VvVOE_HKW z3cy9e8KS+BWZ-B;#lb)cxC=a|%P=*-Pm|*Ly_IHtZLu6@MA`gn$A!BWfrsk#ynJmT zC&lNTg$VJ*9ApVy6Y=h|?~!?ef(W~J2clTQ6#;ezZ=aF1+fPe7gduFa9S2~6hQ`#m zz&PhZkwY?JpjDA6w0)OmAsw3-epec+|KP#S(~r?Hf%W_gliP!<)q2eBmjpK51`2W@y*^j+j9)Y!p#XAyZ)|WmY#BbvDLpN}*Wnpma zgHG&22X>c$_f3LH@m28t`ST~dPc>ClV&dZO4e&_l_>E&?V%{KTP_i2sRFsvSBw`7y zc<-6Cv?uIwuvy66CwgbRcT0=m%>rn81_uX+YA_7dGO-|cpGeZ+wUTcAw@J~i`w-AO z8y48;p&dAJ;;^mTA~;B6~^7A81OKPC`oK%jJD z$5|y&GJN8NYrUI3#$+x5un5#7QVY1PPbn?wm`@TH*UQp2_M|ByWf>hDocoSfI4pE%f)`H_FoTr` zj}ycbrqP0zILR@Fi`N+B8~Hx8(eC>yy50N4+KGt3eleGyPYJAWr981CV}bSqR`YHs zQqS>U-KHNu12)?p*WXGaLEml^Vp|W|MuKr0Nslllz=n->K0IZbv3H9TCsH7I>y^)a zYX$I0gE9XO`WTRKWMsPMRYP^P8BB*5AQoJY4~*I2<A{Vmoe|1WAYcnFBbAVd_adaWzo(K#>V$&=^FB*?go3cM zp9<~c2_|sR4kt%p6OS#pE`5v!8HJTYs*ScI&wY-RaybuUIWT8lvfk?J?xhT-wn=>$ zbpY@0D6r~GM|Xj7PA8b2P|p^2_0BCU9Dq-C;TJSSaZXEaz_#ran_pjo?@o03e{lEa zaXs$+zi;MD$(#^h5>lbbRIx%-h9sesIVqV+siY7xWJ;P4nk1EIp3E7ON>WiRgeK91 zQ0IA-b?^I}z0cnJw};2skJCT*z1FJla9yA4J-ptp*X!-Nui)rq3T z2^mIYFB4J;ZO7Kt>fA}PJ(tDENUFyHi>g<_H{$~w(kLXT?l(*61jRTGoT+imN-?dAbwSIjWYS(*t zYp2cw7m<6ay$9nI>Tqwp^)Yj=Ty|B^C6df<_W*9(R`MSB@G+^0cTzoHN0Lt+6FAY@ z9&T=8l~;f^s4IjH>EVpc8)Lpi#;I3)@y~o8crtU4P7A}7?h#(0hT$+G&<6qtrc$Q> zj8Oy$lnHGQ2v3uCwKDH#Jh=Em_X$d%`*|&^@+%vN`I7N#_CwJV&4TZAzmY$Cv~S1! zz=X0@+P@q+_p}Ard10vv<{%8q5*`NTaTGS0oVg#I?x>MmcGLvuDk6~IXnj7IRTuYPT z`;IEMRDHbBWA+wlPYaTywg>q?*XTm%l11-}M$KcOAdELe_jssbJC%7hgh*X#_BJSU z)B)=IO@UX@&_o5aJRxRE(?|t{r^)i7d(cHt8&`b(tYz_3%JImqE}7uTkr7t8#FeXb z+RGx{Lh>sK>GJMd?dMc5cHIUG_+Cu1C$fu zA|v@cgeoAn?>*5WK~Q~&Yt5lUNu;Iuo|WAvLmaECtFzI9kq_r_5q2}Bx7tw$Q3@=d zzAfNQ@wNv;wLKuFH**1N&k$djQH@`I{od`{s{!Fcd;O}lN`wnolIEOHo(fF?>2@`d zt9t6Dbt;bL#|5?3JGJ+=&BDieQs8^sv;ZKR+o~q*xpC#b+t-M*!btCwY=GCH)~;ac z)y8RE=D?$0v?!a8&J^Gs?^;&2#Msy(Ib?*KoCSV8U?ZW8@FzJp(w-jV_qDeHh;A1R>LWn5y9?s|(3?G6HnTw+mgHyfVv-Y@W$( z|MtcKm%HzjR?+EAR=5=S_$;M9GmjPsVITZ9;6*!M@xjqSl%uE4oIxFU3X%-7N+za| z)}(tJ2s`g|MYvu!Qa&eFV#LOXS`Xc^gap`?ypq!Aq6Esh;-5&<0;X3|2M|(s@un1# zWF9`;^yxQKQ&)r-3OTxGbYAOK{A5|U<<{3i>u4gntfHbK6G0vctVjw9reJD`^9Th& zC1Z^HHWH^~({Om5k! z-bMcR@bJL7$aK2N$^_mXs|f~t?+9mvcJ2^zFQPk2Kg%PBw1*BIii-0ZCy9On60eo2 zG!$M0YQWfANP#x_t49XxcXv<4<6K~yJ$jT~Zbw%{0X=NuntQ?pjXJi2RD@U%<*Hv` z;P~V3C{Qr#{p9lP%?8c=tuW1neO~h%`VJpA&YE(73tMY9*yf@j|G&E2B(gCwp}2x$ zK6q%S0ifvt-===6tFvV?X1LIJ|KO)Lj#Qhqdw%BnyBl#PHg#tX#U;Hrc6mQL&R?&! zPf<@Ru9fMs)n(m-4G?X-PoGv@yRsF6F-?=b@Xqq4?ba2pwGWS6zI-`;+C6aNSd(g8 z$>&ZIVuG0E?2bcPfXeSQo$-1p=m)V$EXd8Ri+Lbp9W=A`SDsIdE15Dm>ZW?P$<1|v zE%-Z_gyqt&EjSfS%lokVxz;1$_EP)SSJ$ID@2K%-4}N{A78i+-u&|WmlJW&jWq_;R1YhmDMdw+_u)V9^tPrB}g4ueHYcbTTP5Ji8Ks%m#nUH zF<~}}Zpc60$63zO#D^TxLaBg{(*~2BYX^=tOC7sgJ@zE_VTOlCDxw$uZvMp5$ zfzvP~ElTNlVdmOD>k&l=fL>%My0fkPBSaZyLV=QZR!yMy=_X1BdpNq5J9SReIldspR7I+X zv}b6+(866)6?ZXqhmBQg_CfN7vw5MOpC)aCb}Aqes0Jr3#1F$n@_&O4m@oa)7q@MdJu)K1Ee; zY_!e|(3&HB&>3Ck+*&E1KUcNT@19C?m zbGxhcKC5oh8#}MoULBm~!SP`j81805#ZH3N*{??QoH$Y16B0Pt_tC?L&&%zoA8F`? z7V356{m&Gc=-*z)Zd|OVr>CoXC@`>uMn=%VR8?)t7R;soU-6}+%;F@;gG3Q z1@BS8hXpQ_fx&a`$r?@f+ighFGSAH!311h)J(9qnm%$s47 zugT-phZlr7^S$>=QgHG3U%0S}VJU!`;J~o&ZcC;bSRh5VFOC52;(Qzl2_@ieYRo53 z=+L}7NYF&sKF-m3xwfwS#kV2UUg^-cy!AqiBQOhTaQY3W2D2jD_YY690YkuPE9+aw z8=Gfz9AbY0@~pc-xDkUd*Os3pcttcdR!^fb%MBjg@e3YVFg{f4%% ze%(5_R(P}Nr~ejMQOL14^UIR$%AxxckK85chycj6J(ykw_R{!r3;J8@yh`}B^j(hh z^$-tejFlV&^p^^T+eIH!q&jjVikR)&ubV`wM?WBl7U1iJX#)&kE;Iq% zQ1MdnMaIVQJHNh#9D-#Bw3w7p(_4v|w>;gsLGOzu5?2AS6x^lIP0JkzyOE0s)p9{ zpL7$e-h-%+D{4CIer9ImAm_Yq`jTR&=bj1%FliSn+3w)bhZpz3HUeXWpD(cCzu$f4 zwEZw`F3PmIr|OYUneN)WG~9?Lof4k=Svz3Lv`;jx!Ma`wPMCh`E?A%>FRyF^WuuQa zIH>H15tsgUdRjATqoJl}pxaD)3K~d<2!&`_AG-QHG4qSoT6@aJCjl*2Wi=@4w=Z8V z*9>Ymqsumz=E4t7-NjDHs@1HqRFyVOle#cdRC=w$kGfyDz)1|#5)4&u(w4JnfLiT( z!7C@nlk|Bw$2$QxM?@__<^ZRSVe;0a>^dMiYmM1CT+4;$W-{yWvV6RZc|9Y$6&vsc> z=fa~-QG>Sj>(>t*>dLTO#K@DCl(@E!A3T_I{?J+)4_H4G!!cTV#Ko14W&JCwd4y@7 z(+j0bS-4>)4+6lmkeM?3K3VyzC&0iCP+JFwEg8qeo=Xh!%pjV4s4fcDR}$;qaY%lE zMteq!%p((%lhdif8UMGSp=$=deiCukm*QDoQE`Wz9fwu5WQ_YxIstg!(pqQ6&YKvx z`0gwTISTI$h14AXwN^eLKbMPU@nUgFZcK6Fzhe(aHrPSE`C8K7UXjXSq3?v-PR`6l z%%is?st3G&^QP-$vDXtAjQ8j~Q^kH$&dQ?9l;SH!@(eU5^$5y-m3ri&tZv64GxR5f zeBlE0xMONelm0Lh>;^RyEq6&z`q>Qj~?)|kb>wF zxAPPHhg?fl20tI#9n{6_2wsWSkN15Yo3rsLsgnpWJDwS~)^;uUm*fZ~rDvB83W!63 zT;bVktw-ef>fT#dYBx=4TG|;uDoe3 z-n&nqJF<}T`LPvlTxS27*lTDY(+SG{4ivjl)&IcYUW3)=iGKy3wFZy=FjIy0n!H2{ zv9@r;$KDVcSGqLhf$+TdB*O1x#G@uXAE`O*nBo?JpGRYy*~?~v6mWGNJ`uX7RFQwz zIVtoxoROdVaFmg(F47g0Ca)8-RVTcsND-DE?7Ay{x2;zg;Jfc#G6%+c!_{le9$N4+ zVc1JVBq-Y#nYX!llwr7xb5#ts zC4LUC?l?)`aEJ4`cz~kGX=Iit&@slP6XplLFUIA9)5wRmxwzZ0qi*k#PmL};A^YfU zU8>}rf`T7;OIOm#Y(`{6Bli;!qOze0AkA^AVci*d?+X62!0#rIL!J|ya~UBryMlaB zv^m8F`O5YiJa7!$xRhukX|X6+FmJyCGlZ*-!Vf34v!vbQC5Mh2A-`(kY_xlKy2dd) zJGK(1sKEj^e$HZycIJf;`}& z+}dHBlG5hl%GX(0S->UT9lME@9m#t3(kd>~boQv>!!LaGEZcKAxI(f&WqPY~K9U}`u9qI)Qq zh?Z4m&z7K?VGPB6uQKxp0S*$05)VOtURxg)WorW)59v9Lx~^pCf~u4@&DUR+utuOY)=Q zQMV+{n{BG;=4R|YG|;A|Pn3^$3|rs&~b z)9u5Bpgg0?N6VV_r$n8(`a7}nKGCE}OT{4qTuR`cB$nPMMBfIfm;o3?i7n2__Apb5`#Bdq2&SNqtFjry`9L z3&N(^eKIgH@h5Fs#W|&!M;ar<7)=$Ysv0}-V=K1({4dF^s`DWXEePxD8PI)kbiPpC zYigPaiM7v=AuE70TV;?RD=V$LO{U~HL;dU8vRmX1o=OISV}Ra-8-lmg*@1MP;M)&f zC=|S)@$ptXl+?x$)1G8yt)$xjaS_R>(2+vT78jw7q5R-2x57w7j*gq)-xM)$Madog+S!Y%wHCO+9; zjsdjzMZ@rU@A^q!`}d9q*7LGr#3})2&t5f-DBIGr^Ie=qPv8*Sr_U*0-&fHqN%`)Q zNFXqMEzgVad0mC?2^UoSYeW9Z60#NTmD|CC2PM}~e^O%T&!4Y2X3T`lGRTzwk6ump zztpQKBty$Sr{&_ruB~iKh4JGjX;$D|qP60ZVz+q5;i6ePcYfy`(H6e9+AqnuqkaI2 zFQ)dV^$qyq)mm}Ae$JQFNv{UpfE|3hX%T7+jNUVD|J`DtKIK23AkQz^{OX#Bga$>M zB?|&`#pYXm{aNMphs#ZWq)WAqS%&TU@>gynGZpe_RAS# zU^ZT3QJ zF1SAXRB%|}?!wcX9~#Lo!P=F!1W|)yf>qp9D8cFb{7ckx1_%$-BT5U93EFXkMT+o^iWOXxBq|6UWNhih#ANkj!Up)Bf zR7_C?JK<3ASeV9H3jdJD#HovR_Ygpmz%^&-0sb6nm}lyG>x?cn{EL=@W~ zlCrumcuyq^!Ei1<{w3-Z0OPpNbJFi;)K7}~Wp_YgsFkhTz6Pg>HjAzaLsvYl1qXtK zBiAU($_D@43Ob7o?bdEiUrS!ic${>a`(rfMaAabcvNBfSP74!PBqvxtvU1aFdSh5< zXg86&$@3;YcM`iy>ZE1-mrXm0Yid{%FNRe59{0{WHeq`sQg$| zx2J#WM_@zUf30z=RlPibtPulEq_P_SYC*_ik@+$;EiLoldoj05^lgKLf$pcu%A)TX zG&)l!Po_Yaw04e|f?ZzAX(j>$4_;BKB4_Fxf9dR@yNILq zz8Z;Q@0N2{g4)$udcf}q7|@p^nG|%=#lNv9K=iPAtG`;VTNnIe*tyngjenN7h@pyt zJ(4e(ZEdceW;CJ2?j~X)T~PJzvEPv&Gi!5XYtv+V zdadBPx~`1QQ3fPRQ!QvC{TnIPR}=1hbzi&q>864pvXx)f)a* z?U^!JIs#F``8{ihPjEf1ZHC_5cz@u^hk>`K9vrG(eFeIOs>N7}Ohxj+A{GwetF_1d z&J4#yd>$w!uo%21cF*F7wF0)|vSpSNq|Q54j9r}7&@&D_4y0BhgfQy#WMrwe?d?4p zHz9D*!a%l$Z7(p67$JIQU>UyRhA9cF{jvBluRiPn7{x#R5_lPJ=6>M78B*Tq(-^Q^ zx_-TuiRJd1ScI!G0@f=lRDr%nAYkwRj?zyou;6+kuFvRDY`8?PL5rdFXPoJj} z=#YyY6W;B@!1t!BD^5l_L6{4R=fBmUWyXpf4mUlr z?&9D3;+<|csNqHP-_u)_>vSm9VV3hcH9rYT3~m7fYEMg)7u;`*!t0Cn$s{t~G2(K^ zjvZCgV>Ak5!j0s;O(Hi}Rw~w5i{<}izsnv#j?zj6TKS`rlAC$@?Wan7XuBf+M-#dK zvyN-1u&!?u)AMrBf;b07G+0o*g`YwnNMky)XLl8$1lZ1))VN%Q*(PgvTge^RlSW47 zgl&&|Q}F5GN53}8`tuL8xh&`$?#?(}f6mWRo5<>CI&-wL{?OL#hBHa8ro%b0>@O76i3O53_2i#0fE`)o2zo>}a#RbJnRP}b*vqgHxyOOZ^ zd8yyx{+YFTcefh!zhTzazrS$FXRO7$+1%Xi9T4e2?I9r1=zVO7nOMW(>kX9z!t17( zC&b)Qx=rtfwTy8U<^}o|oqI^Faybnm;!y0k0nCA?9xqeq4Qy95iCHrnXB{SjRZb?e@bJgy;7bu%v z{RkHp>pR9tpciDGG#F`ojKNP)8}IHEFnniN-bfXSL>%da||U?#e<)>-)BU4Jmz`YwFD zYtDnyWTg-NIppgEt~9idYABLn(|?zrG2I*<6;<4}8p%`V9jwVI2AX5ejxf!WtXh_H#7zRiM z>+0)cl{UgN5{Q8g4uKO^Yt!9<5KzhuJfbeZa8S^I;R3npY`6lb|AnJ92Hf-MdtmP} z*_q=hy}s^;`g2DwtIfX(&|3)eM0})<9H|5XgAGr{(+Mhog#=L^n2^e3Zoz@JX~N5%j!Cz>)Q0W=sUMtR4N>4G1UT|!!9!2 zo;&@+1&|o>omfM=`Ph^zQwOg{P+UQg6b_T;sjb_#akKStivDFYW5x_l$fia|ei5Eq zP&R{2VMmbw4azvtZV7&t+zCw;6?XRRAGZ7Z#fHyZp-%-jKC(UrNq6Nq=gOCnD8$L@ zUZWfPXw$w{gD1D-1~v<{MD75r*nr%ndHIfut+^~)ZEcHS{gQocVt#usH5V)sdGKH~ z3+Ejg{iCA6CAKc?C>b9%nCFZGucqk(?+~@NH4`(a^a8sVUpNRTmTAuKR`#)RpVB7v znEwHJf@7UU?wsWXTs5UF1*qgzntsvK06fX+Hi1rNdbKaGj!u(vEo|Y6Z(5KLZ5W;o zF{N`3P=Ks1s&}=J!Pk+#0uvaCU(B}T+1X_KplRxs)tNoHb}G@`%qYFUd9uk$=^mE;19|3|Y;X%kbY0aj2tLg7i z*+#D~wHE)D*PB8UPEUXP64Hye_m8F~_4K8DSV;dRT8d#-v z;QX|aGlQ}pt`zKwRikIQAVO%!fS_b86T2B$!_JR7Kn4WpYgrM6c$z z{$X>4iKxYI%ZQt@{)gM*+A7!3URgpY&Gg8wVD3=qJolLTy!EO&0WW{~-28N#c#kym2+=b^W@Em|dBC`xLp?t;3}Brp|h1xm1UUB^doMxG+fwHvYT3e4}l{ zmT3YFmYqJPqI>kPCM84k8`n=Xi+}SQs$A{(JJ^S65y~5t9vo=2&v2J?{eE{CGb3;t z7nQR`J|vzr{cEZ$*MoH2O{Bj0wG?RF%Y)X%)?h|>iFOrzPJDN)NzNi+JQS*$J__^C zPF@t0J@?d$@-q&dV2rrAoRGqs_otd)t zclKF3^F~XC^)!@>n18U_i^UizY1WHmbAO$ts@;?lq&i_#*e?T1OUrl8)+zq1eu25> zE(x9#yI_*LB!F9_^Q_#yKF6(d1-*iF!nmt{&a-Xk&w&-DFJo8U++92Ui@;t$My@VD z^V#pn-<&e=Cv6Y8-$79YYAfqDtw^@hZN6gxTySEk#zvj2h9u%7-mUv3nSx(0xV35m zdyW>0!va{HHhi=5j5htCrETaQv(O|Ng~?N=;+-NcqM^iYrC4V@efV%SwLGVvZ|@%| z8&6kR^1ayKtWGWKz{U|riGr1LNO>QdbiSC~_}B!&`n7GAW^Hdoz@sZWW1Mnktq%sX zDGL);_ifXST*&nMd^*-|{6lk>h9!Xf*WHtD)zwy_7&>p9X7h~%V z3T);Q!|Kw~3DCkr8+W-(XtVIXkh%ZB0j6Cl`0i1g5|PQ9XO{M2x8Na9Pw%2xvu8)H zNK%Gj9~$}rNQ3oXr$!a}!IQ|!Xn4-s=Ot?w5c*WY{aU`xUEGSa&4ym?i8 zq}j9Y!(1G*Q1&A`=nzUgPS~hwUT2m5p+Mm1LosE1BXGN!zj3Ut69qwxS;Lukg{-y& z@dKcXP2DqF7hG+dpQ>ajm?f*ixpZx5=E(fIJFIz?stOPzL7rwrR!x(9k$-SMV`H}<9sGs}w(^&P#L5)LzK7!)vKs2CG>Ob-p$3|LLZ zB&oLuH2{kQ>Z+*+S)t^&>$uKhwdfDl=RJj`8JyIyW5a1~Q#~eXIw6&>U?sSKr|4eOKj8A;>>@se8me$WI7Pf3osg9?Dqh^WA zZo{+>PoU+5c1guEcEpG~_wR?KThJWxt}u4XiBq5nG*TRCp*lG#^_5V7Kj~KDv*Osb zkbHo5hSKW-*g|jsS%jDYHUc9zyGkoyk#KUMJfP0!sa9tFXDi=L5To-k=mfuGoosW# zSLghO0L-oVo$ci3IWms2Q>U`>jh{4LpF}wo0v5SFKe#wbB|N-ugntpYh5|rQHwRsk zl~(R1!YH)WAM>%@UjW~I2%EK!9PShq4F|z!3B3I)NEUL7GJ|Gwpd$rjSWqcSO-8>1)zo_W?IXO}tAX^_n z!9Wp{UtBikE?7AcdA}qY5=KFfw=!}Uh7gGagrcIoSF62@BQ))+d?iOHC)X%~u81}rn7!)A`^E{O%q<_d+u28Rc98iEi!2L$;!&mAzg@0Ob&ek@jn zV7`4jfrEX{y|oeZuCuVfK{W2#n%0`m-`y=}q-D0EJS{MOqXDNe>?pGvsicH8(&fa& zos_AJ$-;77zTO|GIHhf%={8@n+hmmBW86Is9hzA3o%(=;xibBAQIV! zn~)0^N(G@P$DgAJ?1v8ss3lt%E+9DAi4m--K!?XZbp4G$NZU`=6kHkHFi*W)_Tki8 z>u6RaqM7Td`lYea{Dy^RdC{>(>D+QV#6h4u{O|xdr4`@4{kLGjwaP~){jC3sM8#+8 z=Ikz*OGe9QsJE8K{^R9VE4>ePv{VzrPuNm?1twIL$fd zP&}w#KXyi^6DF5M=bJvgk^(KCD=aKvF25<9r1QIKb#t%l5r#P4wd0%N@?e>LfdKQ; zc?#=}laiKiihZ^HZs4PgvmKXrajgdYV?AiyMSw5(YP;74={|7u6h7CDEG=uppBbrt zzH}GYg8YN}n{V)?WrZ)jXnc~GdrT*WKXMMr+yFstfD}_EsQ18u8?v`kz-W6+Z~l6m zgZX?rN};o~Qh07qlU&KKM1e-IC!7yq*mdH>R?IvXKVghSN{D6)YjZp@EsA7cbsH1n zR``6zd4f+V(TqG^`D>QR8@SN~;+tS+JgcBtZG;^{@xpUcQ9C!ox{ip7Qr~iuy+k}% z=y1OHYnI&FaQ*A(+Yhay1yfvr>?6mIx6sT!O>l_Ke?`;~SRas51iwk4nCJ6?6jxZk z{_eBbOFE&+@BR9f!<3RTZ;eV=vh|Von-e%4AS0S>yH%t1;Yh@-{j@g~#+FlIxI!7h zQD%vJ-pc0Mfpr#i#L!u8T=Vzskl36~*NNbZ_oJCXXE$5?Z?q_2q<}MEt92I-)t*fh zjCF4=iO3V+fCXV*1ACqNEg%t?bXA0hp%!Uyk%=5Xe0V9n^G?c%ETHO ze8>tM@BT0=3$m4sdDhVCc`pyw{}gb)ONt^%Uxhe4&{|%@jL3(io{}J{c~> z@doKxU<`>*B>JBjB4H`ocN%eE?%hcDhX}-5zeV9a>*#i&9a9Tj({{wFybSj7 z8oJUswQ4Z8V?GiJF`w6=hL1-Lbh{dIV>h14Rgh-s$a#=?MKXm0JnzkQtk!ppW~TSR-)KWk6=W)qvc4T|(SXV)A!WIg{@b}^Cpztz_h%$~C z=Je@eua99yA;)k z?~C8+lD|&OpY@`j+Uq{iiJ?hlr#7B33AG6EU0;@UHOgP#Nk8(1LbPM%iV68ShTD>& ze1ArD^tc{AJmR5Nj~;bD-_<474Lvw})veWE8g|upIX@+^&e2uNW%AS1j|zYPowIaF z+4@_K8F~>p@7CShaQs2Bq+L?k#V2YV%{Hs~>iKk^VW?8%Pxr!)_qPhF39I)CZhL~q z-+TJ>DQt{-^V<6Q7cWmXR|xe7p@^NvY4w^#%%jk_b3?|3d|}3V{`Bd3l0LiLGzyOF z%n>RB*s5NS7`E%(^cN^Yr$+qVMR@_0@fQsfPBhtRcN>})7=MuaQsq6TNhyX7AJksy zM*FN~8<#kpJ^H=s>#L<5%s#KpE|cD?lpsAX(O5=i{Iqe*geo`*XVJseRnoKJ{>45 zkRL0WMS9n}`B=sHyu9WDon4JPt0E37C9JVa>U`-*q|D;-?d_0%myU(#2l;=bVw{44 z0{9v*PuwVqW`P;OH0`ur2%T2!G#@xz6w6ODGii7f1m}e&&gam914p~F^GafGvdGN?1OXj$X_wzEX0cKHqK5dV9V3fQzwmK}w1B174qIE&w7<%R1$ugqO}C_}p*Df33ypd9 zoH_ZmJ2biyUm1I+*p(yg%B6S>ncX~0*n7(bI4k*$3;)x0U3=(lO*A%}f4`^EzWOs0p^5}$e@Y7` z7Fxx{FK|Sz$R@bws8rE(vrMVFaLKY|lh;2!OU8kKHSL!DZ`daWVCR#RmMThJ% zDB+{jTJX6=0l7l zg_Uhjk{qF|Y$%=$Z=pO7&J%`P;m_^3y;OvsA&KOe+K?0Fhbq1C%W=(bcu_NLd6V$a z$hr7H|9``vQGVz{72|(y;`--h(#Mn%l(~tSZ8x#c5IQrZno)5k=gyq5f0xm7qk=J4 zcX_`qI{8S0u)Ji<#RMrWDHLz2f!etE=vJEel+&%!L^?6D4p6g}^F}jax@_4e2{m?N zVlo_g?n_|DIFsM3YdJf0hn`b}S+RU&{}buM<jk`|>! zUyd&Mx=s1*jR$L6mf0n#?N#~~^J#m})$(RaVu$`(Y}9yW3ju<{;OWDM-`VYk!5Q>> z0fM7!dTI1}hT52Zhgo_qnnhdk*`c>pTocDn+e6vs&8acoj~T6Tx4%$?<_}=}d)Y{S z<6T>kyG{_xYA^2FH`B&!hN9P*#E7S+)wSu51Td4nz+E!u^c&^8fN9G^xW8c_Xe!ir zM3kD}fdjIZb^6y`mNMJS(?KB0mkiA*dpS8SM$`Vaq(Nw***aXiKT{gf4i@nsckU%~ z*4ukYL|6wIYbZUKSwZ~)>^ym3Ah4LQTn33g``{t7lnwn37>TDQ1+#vDmp;MLT@uLI zt66|ud3rdpd9|}&bc-`dLwiWeYV_gAJ!%(9oj?uYcrTWJl$j}PMrRuYb4j3|9r-5t zi?@7Uw`5EEtn*4dMypm`U~u5qe`kjLzmA9_XX7y6gb=0dt(0Ja6?nY3&FXtC5bw_4 zT7Rk8u}{%GiNWeuX_RS*nkZkmGIbrFiJyLO_wGBO0l^bP5X}ym!Zs6sNO_DvSFfH( zSg(~cWOKMMJfQT-FY>9Rn!L z7kN{N?LNC-TB>p!eL9=6G|AV`kE=KLkUi;?(SY`r{aYiO>_$g85r|{yOhbMe-(FQ7 z_GJ*ggA;&wa9~LP?*eqpVv+D*QVTf!{`l?QGNVUoIcqeM03+p-Ut0w|QCyr>wY{CV zs9)WOOy~At5b~R88UxOp39Z%>Tl=-40ozIB8&94--Swq(56dEf#YqyP$iC(#7`wr^ z@zyIFxN_IUgd6^zp7Z&ys8t!l4;(tQx~69O+Ke7ptB>A3RILiT2

;+PEeySp6pA)EYW?GW ze)Ehi&hc%>jT!R_-}U;+&^K!ges-q;zx?g*V7))#Qkk&SpRkl&b|yUCK1q!p@l(mR zmfh_~%V+(}ELl3HpH2@kIlabp7Lzb^wP5^2QswwBEVUE5O}C0iSy{a%_gQsMY($q? z+ytqKV!oFP&GyaIFU*`<__2~Xa^3Q{lll6*Ll=rLXiB*BoHA=vH$cR7Opvbm?5#S9$-s} z7K^J#Z=KrO34e*5XxZ@roD}(;d5|C;JqqW62JOi!`ugW{b=JISv!<1RAh*Y6&FV|9 z5?V)nV!j&e@eqD)y+2vn`hQ+@VY>GVW1T!mLeMgR6&)PD@i-qFr1F9GL|DzYIg=dn zaNTvr^-^OEUv%TEKwUnqx4zR3NUK&~j<&v%1BahFPThX;1c`n2 ziv-Ii$u*#AkcLL3w7%$s!#oNkIcrsa#$62S8py{P$HaA38SEWNOcVdg#d~Sc%BvJJ z@&kA$b|8disDu_9N4*^M;dJxDm<>UE#xaS79)ER}K(j5vS9f;LPOZmp#*S1(89=mL zl-*2YRi!hD&LAv8H2c}q1gT{TOXXg*yYzC<=~CuaVUi=*M1Np!>u0>+?>}ivI`dab zN3h&qRF6o#AemD-63hp&9U*qFY{kTVeTE2Abu2Xjto)h3E^gQQ_p3Y*bsT4GgXD_% z594!yHf$6HRn-@-wq3O69g#5$=pMI-M(tjzoN&u#oLfVD1dOCn6x~Ct>p4`y%I7cB zz^dZ36auE;s&sR=3k3?mZyrUqy5;j37Y$B3JQRi+4+rhB0^*^h$vD`qiQrGa1S=q2SH}E@T|*6!+vp#|NCVxas)3Y=LOQN$5Z9&ec}C zlo^>=f1B^?+%x#3v=fW`7){RZzqoP2?9TJsT=s5#LhfA(ai7@FJ%+FmZV+M!$WRTb zhV#5_`*wlivu)oj8x@{diYhDlw#WX;oQnqFZ;HUu%pLhqFtg#)DJn(=2hS2mOqt03 z2#(&`gNF*&8|+;RYgny+8$^{?hq?_*sErg1uxgLN+M7Q=&r-Fgv?>v381B0$tR8OG z=($ee@E)h*vvu0tl2lOcCbm%L&GL01z|%|Ty7lhhF+_4BCEq=3nQ#&d3V8Fpj=BaN2ImwiXW^~fwii8ZVX!v{_)f4n-~6VJ zw$N&U6&6F(DYt@Sm$POHotDb`*03xlwqDut@MElTw*PM0(FP)A>JmB4{nUQem)i=z z$^N13ZE?~~d64Q}VK0uh2k63dd);h`imoCCSUsi;Z4DDM{HUT=q}b0F7fc5<<1M(^ z?vm8U6aLftjkzr>Mi;q!Jr-n5!uCR-xIxn-`K`O`QMRY> z5%9a;m+?!GnwESee40alu?mTqO*&0W#4a!I9C@4Di%inoZ=2x!uPqq+%v{h#4Cyt0 zMvowPKCoIx0Avr&p|WC{pMPb^xV3Y_76xTMJv*h2KuWUWiB_L9$>%XE2`Lqi4jwFK zR79QD;HyMlaP7^DY`-$Ux!5-Q=gLFm4>G6UY(x zZE6cFJe-e(<|A<;1H+Q!9lR|b>i3>KTVM)v(H~?>YT~tu@R1Jv-Fl-x5*FWpJ^|i} zi@Y8Y*7r*SI%4}Iz$sMt83cR4^1@^90s1_S9I-CA9+KU6$bov#`Uo+D8{9!8RNtvy zQEiGQ-H>_JHn3n17jf5O+=+kpcHf@@87S3+&~e* zs7rT?fw`YcP~(;IrR_>}mB-u`xl5^88Nqx5V>dT1W;!YiGra{zr^2a(5B&9NFeTjc zvHcgjWQNn&VWV=d(((Rg|!4*#<627)L!X|9nY1Tk_>!|JkkWLgw3yKWH3xp9q6)bk*kB_v1OSj0! zsz0&cA`C0CHyVE^aI(`9yg!fT5(X}WK#p&i%@;UXTFjfMa|qLXfJP#&z{LjS09M6B z?YYYl6x_d1*A3NlG7?|SIjR= z={#2EAIKBCe4b;ZYqqUZfv0jC*o5!O++WcL0WqdfDsnYoIb|{mt;loT0v%I{V zmrjC_$RUv_x{)1y=LNPabGJAjovq}fqTeZR6uFWvwsny!Gb^Jdvn(395++Nb{lG=znh_VruyP)i0ywhqtiD}mK z5hLDm;AoTAtTz!ec%W;>F7+LqoN4*JygYJ11>By>DQ@_H?CdV3e6zr z=PT$6f{_gZ@u+!OIybv5W-@WSV@IipZtYHyxS~xd0%kUE6ir}%(k)Hg5cAy+kKGE9eoD@X`QjS z{tMqsr-M?(fkxNA%{E9XvgJUQL)9lc+bFJm$$! z_N=Eegq;X`z|I;gL_P7ZujYPQ+V0jeD`l*sE4 zJ5_870}4>;i9&w-Szq7F#t{)yUj<*u6k1^VcTigKY{Dqsny0lU$je(%%zcAwSa%d& za!xOyO!W|O2)%Zd%mcE=0g3n49^IKXTvCyOAKJYM(Eam=?# z*va*KT1OOQVO6Uab4@LGx*9$zUKmkdn3a=wsP^%&!L4_+JL|4@oD7r7Vy>L7rci{!nRn3bhp$;9di&;Gexj|mV%VvtgooxJ~($2K7#tujCvFdtA0%Gz(W2QD*zg z(}LqP=;DFRf>&;hWVkSQ`emalyzZy;(}*J7Svh$+K5v{?@o4)FKfNA*+ui@{B9p>v z^$&0B>1f~VCYGVSx5ErG9^MqPCU6~00qO7i;YP5LEA>vd_{rI)413U6jQM>k*8Si- zxrmH2ua?*}Qnf;V3R|Hxe(YGV=9K`S_30Zma3CS3)5Kze9O2VH=Vzl~as{2&m5d&x z;W?BRV@EhF z7ChdC+m4ETStcajGg()Qo6b2Q8`K}D=e4-rV!e;9w2DH{=`TlmhFQ|Xs2%V#3NOH8 zYU8zUf`%O%8bEM{+82N!$<``V%qeN&5|2l%V2h-SL>l}?Y149o>r zWzH@QB$=@Zw1nhKLKAppZ#snNj?0Pal1y5>vXos$4*Rtk(>o9htY%4+j$LhGA-Cf` zcx4IyY1Huw;1TVMG{ng?1(_LZTZ?@Kg%{(ZchxL)ZhicO7KBtuwVPb?f$k{>VhfNN zd4?T9OHGThPT(K0by?znjB`4TF^sZLKzp|w0CNo}M523iHj}}X7(`UdR#07H+>{3R zPyJ+D?w1!rRl&;kxzo0Pr)wkW_tl0`YhY3pvSL3+l*VpOV*~P|Z;zSFkPNBot zJ|Zvi*5gSjOsu%R$%%=(0H&4w<`p&=Uo^nRaq+ivcHAp>N#-0=9czP)49Tsa&@If| z@=UMYWzNhOVheZofihFJ&zhEkmT)pAd>PZd#3q;t1Nr2)w75^tP5XuyLt)HXX-_$9 z|KN3GPrJt-1M+Kokkf`u-Z~?}=h@@Og<$o({ED#jv0Yti{%^;%^8QRK>(x=O=z=NHAvZa6+7RJ z`~%C0m8^A?XGj6KpC3v~FBpc$h971Zk+bv92k|O!G-yn~@N=@VqOV;u@E6O0NuxYz z#Mtqt7Ha)~t>pwJ>?y5wJtpSR@#7fT(A;t)y$@_%TGM`5Q5B641+A>l6QQ;)*c5YS99J}^o?8!RkBgM&RPjyd(!#)Ghi;+fh*a6<&7U7_Uq zIq4&vwrR+p2(n1(bZH`Am|sJPEhQ~|CBZWOUVgp<6%z?u1{*^DQ?z+nA?`mswCFUi zkpFRi7NG8sng#7HtWoycbjQ6b#d;x7BHxR2#O#&X7J381M-wRq*3;uy;KcyJ)`^}3 zpjd}5l#uWZ`>P2|8y-jZs3MZQx>yx{&@|Dm9A5;kuDAw zcFABLhFA>G59S8^KlGBS)IMAe4)CtHXz>}pM|wRH3NWE(54)5>{-$q7LSOSFNsBoiOG$z{_y=Wob@3Xc0RJ za}c^2MR&`h_{jJPT3Y7fi>j+zwe4chRUqNejPk=V6kvsbN!-wN>(_e@n_hgP)0owL z2;kKGi^NZ!J^Px?c^i-FY!r515->x~-Qr1Av`LDclJr?=jhI0MS%VWc(O3$_+D<)& zbAk=9tjcQ}-KU8r3+Pz%KuefV&_^)kHh;MnL-hizW|On%1iwFY}<%6ZYuSfkqo z@uE)_a56x&B^H@5!2pGY& z_;{cJZty2Tm-PN&Z=51ptlvBpycFP@6#_HaJqdLD;79!+wbQEgW#r>GWXXu!*^Vrb z;;NPzr1Y4-buM^_z%*o(#jPC0gH={mP*_O65zjv>2Rv*Y>lo~NVb#D%VPENWvZ?4E zI2Fi{=g@vuOEYCB%d+~Ej!W&;@YXl-P7vVu!RnvRz$&L-x1})8=+<@Ny!mo%(v}G$ zI3d8NqFHFaoSf)*pFNA>IozJ~m#N1c*)J_p!s{3;JUV2GvR3O4qZBC8fHn+INMXX_ z)0mkvBS*GvUb%db4OW6oohD~Mzkb4zK>agq#0#aiv6)+wuACRdZo`WP(BwCw@yU?r z5_d#xvO$X)-`(kv36VQ#MO3yW+*E4~`3_7Vcpb}c^-&|a?1*I&@vgMzL-SSOC7k+pRt8?x4Rxs;Wiy-0kKp&@jPwN=Yxc#zo7 zU0Hf}3)J1so0Wu-7=T-NbuQ+3OWuts|J+r?EW6@EO}ST+^O7|iHiQ|BahKdt_bpbU z`6Ti8dTeaJ9ks_#`soabkG*q-g;TvJH||eG+C{0_IBYCK z*LR}7#Q(0TX+b)*iK9n{5S`ZO|HAQ-`H0(lnifVHFReKq$l}dDL(n#61Sz}omjQda zih}b37|*j2IcM5|@ju7vNyjpBlq>X**K{0j+&NGouHG=bMxXl9$cX` z>Ahl?uEz?=`)7F!)M#HQk-)pu>?dDVoYyw0d9i_~Uf?0_mjsQvY~6L*i{XE6s?%o9 z7F-38q;6fiPPA9}*B|+&lIe`UT)`j;Tj##rJL}y3V}rA*c5a(|Nz7}`-nJogiiTWBbWxuB$8xEF_Xgk&4r@tS#>XL8UZ;8#5q1O_A z{=;A4&puYSM}MA{|D`W=-Y=%Z<=H@C!br=*W3IkFCUV@Ncu7xO75UF9;vFk~&)Z7H1h!H^oscu#X458`4IV|%lFj5|!F9PPzWgOQ zb1nB9cF4rNiZlQ0BzBt`wOej7Zj8H{f3e8&Csr#Vfakz++8&?@C{sZ9z}7Y(TO?^*V)ylnlo^_m)d%e&k0fzY}DJ{XLlBn=K2dE!YKRXXK^pZRY*yG66` zS+yG-DYfXIcTSF$+3l{y`c}zHq_^Wk+hL{a&5P(w2ck)>&(Y7xLfTFO?5EB6M}_mv zI#!lO2}FKc3s~deLNV(e^$F*xNTS+-+=k$mC!Jvm0LE`-TWVX1SA3hr2TP-p0u-g` zr`}*EZ6;$Pz}j24Zc$dSP|a9bru?X&>YxV&qNf&vLPLw7<0+j-Hpm%>={UI1MFs>L z=X$WmO_)%9tBFpDo#Q#_`ztHN^X&2%H+HNrD{3qp#rP+IN!O?glj`gfiy+XVq zoUu6I{reYykznwG-{aYq1mQZmh3RX~+scfpn}~8~+~Oo0PATMefB&+Yrjmpaa)(PR zE@G(?V~ZE1XbHeQkk7%xxtJM%DwtB?JtbJO7Z&jD;jSQOBB>l7hilBX_b2Wu@PuF7l!p;c~8LX0A*Pq zRu~%|KP%h_dGT-!jTM5f3i|VTbj7R{_4WPq{{5`B_%b~FU{?t&>&T|Fb#z#zyP44e zX|F7=3cwR&Q*Oc8G49N(vahzUD(>O`ya?9CgqpzKy(UpRu)!)yu4 zqwd!Ak^=|tDvT9CFPwQsa3tg5ddUV3@vpQfBq7l(tT%WUKyqsv8%6iYpmGr80JfYt z3B0?O`gxjG2EkA=+2AvlZFr<^!@q^Hgu)_vS&a6ys9BN5EaCjlAA-8WbfF?T@o1g4 z2e<}9lUOdt8R@I*;wZPfi}bSk%h!bvvY8+PU!b3zAMkaok`lH2UQ{_ry;_IIrDGTO z>N|u&o{iRaNTKK;g^}~$e}6^A%I@on99%<-zm|ffP#w&Z8>bmKTiRaaE*M_XoQDLi zSN7xfNv`2B;Qj(g;1-x}|HzQlxNIKeIs`+`o;@4&{-<~q`g`VvrbU?O8URakueVhf zs*Sz9XqyHN_5xH}%({UrVKo}TM*5C)cRuhMB3qVu=oxN;7QlDshEO|%e;(77*$qsN z7v}rCugWPZ8&18AZ*ho7C3)mz3d-@KS!g5FQ$+3*2h@svLg15^3Hl&2ApqtC%@!-& zShueB4pNDQr3zvOK99<3D|Q^fpgCh-yYuqf*LE?e_1T(=it`hO zGTRcCgGCSB`1z1(Sm@iGJh`^q^`sR@YOl`MnTyvq$H85avP9bh<6H&+X5tee>2}k~ z%ik${-)4uI^=DA|FjyVfzyESmQ|FyKEh&1s@0Wyg9C6{V)^J+!x44AJJuU4wEhh1& zfz!zG7c?MTX1$Q@gdV69LKzYtTEE)V;h|fxzEEAp#AG{{GcBbV#Q>eeq2O{sHA_3- z`-$xXkO}4L@3*Y{bZp$%@#pEF7-!m*U;6p?$|s!oa3ejHHFQ2W9nF~GX0JEbj|W%J zm|P?fp~kS0#;yeZn*97tCmF!4g@VDA6yQ3Z^$s06z!eQO{mTb39G3oiKCpcBq8?ph zS&`U_(NslFB|VM9Rj!)5j`Mm%D)zXnc_ViE}wU5{*j4ZjWbN$@$Bi- zvshjs?xM%s(RYYp z@+M!?>kt`{Un1YHo3U|wgDv!&M$syibn7>-7r$_-!g24+Cv0aI8)*RTsbeZFgqcau-KYEZ0u)-8!-YobiGfv9HWyQMBRu*pT>?E zBiUjqb7_s?G;Q&;IM$o;VVLBw1`g2ixaS;cBZcaUOQTt>ES^pBk-u*&TyuZb>9bQJ zuNpHiJKa^@R@GDTPEnCFb#aQ73915V1VH=38S|FCL{Ha<#_8g<0KJ{}isng9Lra2Zxl z4B`<;AA%z0hq!Ui=F3!%ngHW;D-7WQl_iOM_U}?=L+Q`@6f2wQquUD^L z(S-`gmh#v7ioE};yfcsMIdA`cmcbZNj3t#BUlpMcipm~Yl4NU9vXqn-Nl{W}7+H#l zq=_tPQ;8OptfLa4JuO5+r4U)Nbe`{+``qU|9_M#{_c`ZxmdELjduDE5-#*LxeZ8;i zb-iA%YfcxYqIkgKj?xP^7Bw&wGndrQqFcD7>Sb|kh|FUSW_^E!yayc*&W53KI(@}V zKP{7+cKK-oNNR#I?PsPuM$<%7#=d?bbWnF-O2zm6eqE(CrhpQCoIG1ND8QWvl8u5l!s>$zcxp6D``&{G6S0?zT3A+Ey7|@B&c-fN zKy!6TxYl&qL8Y0V?uq$3zXn@JB!NEdIwU@ezAs)n{-2!Cz?)sSUqhRE_Uy<(gHD1> z@o~=5#*+ABt{GE(X=900U}_iYTlB7eGY*hghlIo!4SBHTlS6~lfgFq%BOk0+SJOy~ z_;agn1gHJRMZVBea4( zQ#Zf6znTSwNP)!L5H=o|q|m=XM67p|F`uHFKZhuR%a12XD19fm4?I+O5qLFD^Y-@6 zDD`NrBbf~h3PK=tFd%^KQw$Lgx+jbMO_}oawu6K(uqO{de+5cN%H_3rGc;{K&|rJc z5FJIml z>3m+}W);>}RrWC70{=fIs6j2m!sCZiz2gPK2ToG(uzh4_Gt5ffEjD`(ZYp&L@A z-WJBlDs0FFDyC)8_~_9!22+aM+%5C4w(YTxV5D+i|hb~2frfq?(&&)*2hcFW|UHNR51UCR-6CxHSp-sZc>viw4S_cfJd}a|8{YU%>}Nnc-o;5OqZ6jxv+d(Toa zojXyje9b3L!g@-c%A36QeP@e zVbrvhdlau#H>@c>qj@CUzWpnuU_I}j3YYx9w*>yZFv!>{IDK1c!-F8TEs@U^C5BB% zo84L1*HJ8^gT1lTB`@bF#u5ziId6scO@*5XTtUfhW7FzBkV9?O+_{9PnE3dYy}B60 zE`FH0UcbwuXV3Uf&d9`0-@nsR1L7fY6&xbkTaqsYnVFd&gcwFcIH4)jxyOJCbQ6wW z2&teTxExLleua}Om?3ZhiIPcmE*c`7{fn*6x9!TpIV$_Aux5BoHxKBM0RjgBNcl{c zfgDUUUuhr$T&R)0JJgUF;_9(|Y97IFa4$<73?geE$(Py4U203MCR-Oa|JMk~`Tqt& zQaJRxTA`nX#XM&rwCa+F-&K}>Hl`Ih)Ewc*uza=js8z0A%^5)5+I1jH7(m^NFiM|| z3kf%_#TJ*mmb&spU2ZKgA!lyi80@rnW z^8I`{1-}`BBFNt&H{dkGZ(C5eX-u)XhIq|m%rBZt#@G$?vtw!}XM+Rhz=kD*qh5FV z#T=9MjCW=Blxbw$`RT#`5|-k+PrN*z2qT`|e-BETISHE=0J`P{1^EBKz;30q zpd9-|V*;XOQp3!XgVA?D0kc88Q(X;+cIe0v50)EFSsE&f)|R& zfQA=NpBN5tUz}<1yMpXmK7KScGXn*BfX59dTH10>xi)6$gH6vARnw0*DlvmO0kgveWuFnN42ReJWj-1A zX)yv5k_REx(rsFob*$5jn8ia6f&zEx(WCEF%-t@er_%<+LPS|bg(*bel`%8xJbt4I zUQd=uUk9vT9!FWKqfKM6jTVp#-Q}(WRSXW_J7+y7qbsdqrnOArMG;NI_mhp#YGcyJ zBQOL0&m#*3)AiqjrOZA^n-oc`%nF(xq)1zuigjIL}NJI2G=0bp}ySu)syTQ z^SJ=K=%PAEsLL*H%)5Sl5L=&m528SqfRGU3s6f}M#F(Pp?bADl`NdU%8q3NqZo(L4 zv~>saHID-~e1#)3p0fb3-O2sLqixTFu#XvnJ`%gp2R?u05!` z^@>#0&VZY%it4+CYu%NKj*auKlOON$1kWO_45b&PuOmt~K{w($gqLqq_cYEWJafqX zg5Q`D0!}Ykftm*}gI^1TVEF^ zd<>f%W$;^N<>~3^yC92mCvYbmyU~jmTpapZ7^|G@`#W4p$6r!N>!=%{uiZI1!Ti&V zdr;^ZYZ#)v!HyD6Gx!`KTG&^uEp?_bo_11+&Iu*K0#8w2Z#wT(XqWVM(p2}3Ss-D` z+q!h`UTlL|6LFV5*NH$;J+V*1Z|zkWZ|srSMM~Ep@w|$C?=Nanq)7h+=WLj86$?B# zU(xiWVVgZjT|XGL8reH|CE*7}L=)O)*UN7Ln%c7zhh}7Ne?rknb9Ek~WCs2UPZbm= zKMr)g{2*xJ7Ut&(;{}f$DYki(K)v$M$W`WmGJ~_^#|%#zA^m(`qF|UE52`Z3M+kN^ zkop8&-M2@I=C&jBK106ilB$a{_)B|r2G6nB!i`mx7XU^BI=Bz~3w&+Za}#@ko)lPG z5L%jZXndpeqY<{jiHYaOWghcAbme*{w)J~A<`gw|WH>SGP{JeE;QTAHJ{4S-QGCZPIXQ`X5^KXtCfv+HfGC4xxi0& z`^N$3Gd%IxKbhP9gqo~PUI16kxN8*>Mu>e_735`fonPE%Xq!k8Mb31sg=(Zn+>!J) zPBo$-WkZ?jKrB?!j%=+Y8KP(J=s$*0YGMtgPVa<;Y)r zR#&GDJte<}FrII4BAWKws<2;uJjAe903kC|(?yqDnp@0iu{{XtC1vHpWUses7GoDi z-TEOct7A_EGpKcJ3IPGYWZ}8e&cH)DGNk_yC;K8=A%d@hsuWa+V-KWcJ?0Vsl<10N){5MLZL?jb zmx{r?`s~@uvITtibmumi+2I;uBEi79k2!yL$vjSoaVi#QUZ1{wBNoTdR-O|dc6_e$ z^FD@{O|s<1jCspNL)3w}xH}}ITm(&N`Ni7JRk&_oGJ5{)EN{~u z-#Tt2VPetzy3-KYzV)n!j~exwG=LM^-_Oq?#W7UoG4#H;4@d}+zdh9e+f7=+&tN!>kIhFy^pnNN?$FEO8?QnEk8Y> zv5Z6Z0Relvj8L8SAyZg}4SjieeQeM8Jlj)ieJ$-l!Z?+Bi{sTcsC`l6F3H@Wd$gEo zgUL?4*pxGjR=@G`O{U%Ee>IHE*FH(})r_ZP93^&9t+uuQSA2-n6%Wch#y5>|$Y8p1 zOfOp~$qn1->pMhoQLHAY4z<&X!tN$O!F0@~cA?MJn<_F z!W&h_!M73K3{<-hvBpUsQU(%0Iw(k6^xY9rR_5x5Crx4t@hDx(Ii>Py7s6yZddtknrYRG=|?1N`O>m&TgQe3>;XvKAblUW zxeD}G&8uEK1gUwkY3ZHxxlXWFmJ-9}fhy2-)8uoTJ)Mh(Z$;r65&LZ(QOLf1BcUp) z%sm3jh2(h)$kJ3_dKU1Ww8X4G#8If?$WaEsae+IChVmH5miuL6)zpz&K7SC+r_P-} zefR)^L9Ewjj$I!fj&uWl zcd=-(6a#P&$k6ai7∨pP?@N)GF{sYg|OH2_v{yG_0^AVYnP|hXV#yMc3_*>Ab{l zjPE0!;+2BatR!0pf6=*W|BKHZ_vcV1h%cJ z1o9^;8&8o`b=|&#pv*R!J8Kq6+-kP0!p}b|#g328HKK=2te>ZHK)T<^Fr>z8qztc5 z$+$W2L5hyiR#&7dUqF*HZ0l+jRBoMae6_ImKs`<$=x#5nt4G5|$&Wu&a>hXA6Yqty z!;^LedCZ@GDj@Hs*-MzLRr}e_#zv?)cmg6>;!I=P((#71B$|p)>FweOgm^xK7tmNORC{Wf{nF10E**{+re#x+CF`L4AK@6x5?R-dV1 z7kyPv?dy20=edC8`)6sGs;qAv*Wh|Mc$-1;Bc)^Smt8mYUcd3_tftUsx`UU=Wr4h7 z<~9<5FiTZeydo*ZKQleF+EEOmH^gl!+#n^dKf_s|&@gEd)KpLpXRqEGN{c`@WyWqR zzT2_)dIwpLG}Z3)ejoqpr=h=}Y)~CELg=$RB1$i;J82pJi?-{K+HYJmHD90VNr5*< zC^(H@qbgDtI;4s+GOrkyn3AvBcInR#J3bgcuFP`S4+<<<%XGKct5z470MF}ZuOICE zeJt`J#v+gCvs+jp=66kr{LI^6W+dqpZrso4ePIM#dM@jm7?)AZ43NjOx1zuP(QmVm z&8xH9e%s`$e~&_L{yz8Ar|$1TwMB!f+CC!{jXQeVzb*XR$~|(xHY*Ap#y!@i%}Fs%^jM{lntrJM^Ppd^KyuZ?yOl`{>9|S@VY5fZ{k4w4znRU19l1EB zcR%zI<653mAGLebgpo@rFQga>&Fq}sCt`fZp~F$0HewKefmQnWYt@A6HduZlMfVe9((R1 z<|)3u9gA!IFa;RHh?EFiIG%hvBhcY z=KP?LdnPsfyFIs=Lc1NFL%i=kbSrm|tQgZjXt-$;0s)JNf?NohC~Vy1%fkmQ?z3AN zY9$rU=+OmMBRS>8kwbehXL*BL+uYS%yT0*e6W~%&_;8ZX4c3^>5IV*6+y}u*uo#C8 zd-M7=M-UK_JTDC}0fo10ry->h;#l|2h3 znF^j1KlRb{wqWb3&{4tBh}r2Q`{^m6OdwJUeLkHnFf9gTKO490>WTygei|yw(84rP z&GO<00;iDh6sJcnsE^3WwyDA%OKI{`r%svgL zTAW+D`)i-co}8&iisjndGEYRyXlmzB!zGIr)sTGI6-Kt?ORv)$Kb=w<=$S?>+KmRA zdrWggIY+yjHIdU(SqEdNdWK)DaDT$^1i+czefydR;qAK<{jm}l&^3F1#fvEE9ELf9^l~Ir^Q@~9CmJf zxAI^A=v1a9F7xZrV>AoUKEB=S{aLsj0|5Tmt($9F0_G;53c?(qU%yD*4LAHWYTAQenXktB{0cywB$m4-B2EcSt%BFP}A>w#XRjdW6bfRnYvSzCrxUl zBfn6kS+Fr{T*tSC$d!^RTYHZT%lMMrGeKqG*IgpD6~bFaxhol9g-z>R*y86Td>!>FF#b zZe>n^_OvZ;Iv$C75cSKw*@5Po;KYHR$4T>rswvO*66`NABF}N9we2)oISp0*ShB9E zaN1WaH-qkT!{RUGom5CnGE8o_gXwT@(W4+2KYe==jzEr{S5!)fb>l2HqL`4C!waWU zmT-Bp;>dH?Yi%^-$vdWB$tzZPcD5fy9GK$tCx{9bd_9{|UfTFa_nOl^tr>%SM_B?E zlgy!408BGnLY#Li_^mA8b_`XqgyQPN@cGxeq&r_N@_6yUzk2HK8z*$jl24z`bc54X z0XAx^M;qb8i5_AlTJ82Z89UxILao$M9kRWbAM8DpKws$7ZUPm_p;9`@Qcm4#xmuxm%S^rIX@ml0g7*^ zNgfY(6l^0jj%kt|iariJPEU-^Q0(VIS4iu@#%XfNS+AtUW%(#Rt+HJJCn0A~Z-4I- zVqg{$l$$v@c%tPYFM^66epGclE>P<^SMkIUI&OkJQ~TaxnN8dqI`o{$aJa=BR4=|l zfE3;WxTLS;jAF(brZB4#Ohom#`i?@q!xo~s2=g$k2!^nQSquyi&a(xu7RqRFc!wUP zw>|p5>2eTNusDv?)EagUJ}PD`@%*80_{t7~+vq=FLY?ck8ep>ij4OGk1AiRHsaN^% zjpRf@t)*u}65AXmj_@*MDV@H#YN)#U;?skYDve``F45iMK>>p=!vPy&B3T)vV`lV; zxk2#WhJ_p?g+f9x<_JbvLexvjBJ95E>*|2qny+-|fw&|8diA7gcSNvqJ$t&K8U#kP zR?ugP12h_BSh4H9anl(aF(4wn#QiqkW1mz8b_N|df#Atyc~e)TggrQ3U+!DxefH%1 z(`!4HCHxoV;h=e`0pF@at^J{gV@v8o-u--#?n|cAnQjYR4=#?8mX^+tYcbazBb6H% zdKh=%B{ZzIc`^Kx-iz5qrLbzN?%%lg|DnawznV0Q)hG2oe?{}$`$|>3$h5Y$$nYqt zT(lIl$F;8TCU4F_#l1u#ae4A^1foBpq~2dvBY~|iBq-@a1MagsoB&z5eW`v#0lDnX znFQfYn^Gy_{Nv-}>CZ4;CjF;`z5@oROKi@Y#+Rg1@R0`52!XdSz`IeF@q~59A(2}!c0tmw=XmGt8geCT>+tlSQvES`=Xdy4 z{CR8vCfpar(Z@}|z~4cjP0&#QDREqq!)?FSDYtaWw@uH!NB zm&zVL8yk`f<|q@uDW3S@s{FV$SSk8eFc5BTY0B##w4Uj;tz#MI3&Sxc(?c2nfww@K zAW_u+S#De9#VqTWz>xL|52J*;#AtlnQV_}n*aa587f;@vYo^3cpXb`S^7`2C&)H6hes0FJGl4);w`Ixm~ z9f!eU8-ijMq^*T|1Zx3um>y{DAjU#8^^d?`mw*h*j;e^^w^)h* zH+nHyX)SJpz{ZfG$t}nx6E-yP=U|gB{2!kCL1#k1RV#{1XRu+OEc+(dfIUOrk0(MM zL4Rf3q_#lu`>$2bbJ>$ut@dT+ZeODj+y^8$AYh<`4)CX0LZ?NVVHe$ryUAypN88LJydUAc#sK5R2 z)7p6!ix(%OWTx%8YbF>g_%((`;*f%Hk68{(ikbIsQ^^56>%H~(;^h6QJSQgys3p|U z{gzrvX&j* z`iH|)jY8A3D0djI{5={2YIJqH~NY>!Ivv^2p?M^*( z7&ectZ70*5AKhDs{s7j&!?DO}M%n57$h++vx)(=TIU}{<+FH$dwCvW!8b*|(+S!qH z*+vtxQSSg$pC$#;vajF1-LrRZ%GdSZ+ndmQ*&Tfq6xLb{kddKB@N@m7gP&IDJ%OI^ z^=0c`XuK0^jmBJMbXuCWY{J)e%N8z#lcni5WAyr`2KH&k z|GA(`-og1FI%?$%ufa(f4yVR;b@PzKKn*xe-dIz^I~%4m^oFO0_L?-}01bi-LMM7= zn>&MlgCl4?K|!EM@NOpqs3eKxZv~6!NUZAFi5A0PmMnSC#1;=`AqS4?4xJ#r(tRl|De)!f52%!e&iO}OcL73wR`rmSQj_0% z)HKk(g3ej=-o_zffrH;~p+{#5Kmd={Y1aK^p^(j&?%NhqpBr@{Y{i|kN( zBDDR!P&0vG37rpZ9-2=_5FdS+Ap&?nr z88bd>R@6(|V%N#Ron4{68)_{mF6(~AR$M|PZb}e*z*+bMPKXy&_F%a^w-J&>&6YDJ z(oJ+5-ddCt79!tj{$s38S83@a#r++mqD6o2{QZh;iulAAe((z^eh4WNslUpLE>c>@ zd51OeotEG@2msY5zVq{O;m_B{GFNs`fBcuW` z26NX;2Gug)25>Q+bm=V{q1 zW-hj{@T$7ft~^z#PDhLfRxQ!cgBuWM&anqIf*+${T_ zUu=~4&FH15s3w7kmh9gL)}402GjpoAkhiV_U33 z{SzEu8W0RApi!;lj6*@|OPJuCDZ7)-N=e1U4O$q=pjMzc>UH`d?4AA~56w4Kh(`oI zs@2!20}VURCbx!TgXI=zU&AdLph#{|Kr;)Lo}id7=_R$R`K;T`sn-WPy#B4ed?N%v z_6}zQcnscE7pU}vWdO8q>pSzmi#uEH=!}Bc78XLPx6%NuF zWgcIm)i5dn@uS~E6S;=xL)$>nx_4g>8Frie#(J<#3Bwoz1IH|1#;DW$1F7vwm;ZlT zO1Xr3ckGCng|F{btH`LRb?)O!Xxb*53(N{`W9s8uU1?rgva4B8Xo z(@G293=&>hwjraO=s4-e6#c=NZ9MFkED>cDQqfvhZTBU4Lw4T34~Xpe`Og9Cl8rw8 zS=a1AU@iV(>=5)!F-5zwb3cwpFcg30j4KT`66^QP&225P=sa7-9E;kDrB2}XJ#3)D zU<%Q6tFG=PBjXHD1{A!}EUqAG!C?0wDOcOSncx5GikxS)jqQCFKV$kb#GP%5_~Hll zrDHgKn4LOhUV_P!r^C*W6GcbQ*1K)*(boN0La+3FCtvv~1r^DjFz8-DJyd-})Wj54iU+tDT7fJ*D(lX6{iPKK$*QH#*K$ zKI!)JcVHLljtES04lWDb`P6iU-s2#e0?iMR&=~ZhvsG!~ul>0x=<=A5T*N4!5Fb}s z?AGQ~T+L>coFf+|+FVFic!pOaV`-PmrjiYi=hij46h0z1BL>r}CIB_YO;>zCD1$4p zD_fi>((+FmT^3eh|L;k=z}Mi&m^E}g8rAg`vAAWRA}n6I6}63KKK{OYzR5rS#TIb& zsD#NG0>59dp!(6HtG(vQ*V2$7=aslno3QZ24PW2{=Wg_rh7OH}@g{yh_|i}bWfKYH zdUv%t*dV41U6T--nwy(9xR1XRY;YQvG9kUI#i=X(*8Cm(=Yg9_5_lkMS@PVzod-@`~XX@$wHTToL+K^oOU%58tnID5Ps>0%@d$RwicdPq+6R!N5_=xEK z`N#v;QeuroKLyQKN$Hd~hB>-TGvSt2+Rz!}44lZM#G9*j?c6D1KP=Mvjfqg|p{sjP zBXOKK7;mv>QRwp8(H-4IE?{O>$Cwjd6Ij?@=w846dd0CCdIp(bX6?Gh%dKA-+<4P% zmS@I(b&HPE^&LG40!Wwat$v3DE0D|9`*~%DsqDazaj@ctiuUHJrdO|o-Aw<|@POQ# z;eO`Tv)!K9Jd{dXx+JeAZJT<^@`ekye$XD*zPsxjDfQcz20wtP_^TiEhdPZZ?5W3vEGo!F(xeMX;37!W~Y)}F+pdw z*O~o>5x6`WZF%()kPbhQHay-E&rAP#p^4`Cjq$5is{eN4_ml}7?)~~bcRiSAn`kmz zv{sozgzG!7LTuAg|A2J0qxkrfaISeLT}u5~LJwQshBm z3OsyR47-F9m0&{mi+ynfbELpPeA&j<9}*Nv0|RE$_%+?7M~M}x7>7r9s@Q>1dQ|D! zh~CBA)GdS5L@N<%v8B|EG-{|d$%Qs;`bf8m&+(-npmTu!l{;Q$OTxN=ob>QjcEg9+ znqMU*ww}$9af1=+uUPRIM&#Nc_e9NPN<S>mGk#VMhjEcRWlw%KIOx~ zQ;Z-}PxakKciRRUy&EL%8MJp49baFn$FIzMtFa`bz1Sb*U|($EL)k2vza6Y zWFEC)A@)a3hUyL#kC*JXS@ug>Me&UCm>%D6VcV=3dB+duJ_QfioehH-=y*da0~gSmabGIr3W8n1@^Wdr zz*7qnGdf{OZLTMJO)9PLiu2+Q&&j>%=df3-^oqsP%k8Bs;$jN(YuXzz*HwETjaBkj z-)sx_O6!zp`pFVw;09x3G8Pp{j-C;no%xo8ee$I>NoCpDGi8~;{*^{4gG7ZwQgch+ z#>a2FKLcSWCPzd@W|x=isHmvmHcX@Z=+Tl5!yCTN)_f|t_pa_hK)~_Mi<+5{s9ou! z`7}HH>66T4{qs)U(<)l-)o6CMaO@Sy(66vxt0s3ov3cNAx|p)E%TuD+ip36r$FzIs zzPiFgK96&A4VLF$8k`8FBBe$I;mg=P)e$3J(x=ZLaVx*HGuf@_$*kY60!aX1)L%#@ zHiU&u-sDBQ8LEruioZD*>}BCt@Q-I|Y+<1$aT}x-%dAe`C$l&=%mQizsAC)1YXn25Js7dxboe1IA5O*u zMp;Yt2M2%5)BlA;+E7neO|r`Y;v&@^7}Spr$)(i4#M*;fa8S#>9!M|c%WA5M2!mi3 zEMLDq>fxP@EA*^ca%1fRH#iWmzg@MMPzDQxw(;81ky%NJ2`v}CKWz2mw=xE%RoI-k z<VvC?>FEUM!Rc!D(JOI#T3Q-ne#J>!bd{7=5qoo#TD4q>=2TZkdYrj-DbdwS zXGQegn*1zK!$f=Fz^k>c9Srj_|GM#gq3WhpsGPjzz&}pUpTp>{DOa|3*ZW9_9s^9C zz6dhHT21qmsJ)i)0A6>U7}Ee0y&ix~NbH4EF`aVtq`;@0uq* zM^gfB#e4(W%`L}MuGax@l_eB4(oV&f;!jmi4{I1tg~j0GLxrPF(%L1C3OaH?zI;IL zrGV!yAv@JmM)3~=H3I(+?by=z?Z`&qyhU%!90(@jqU{H*TX;)eICrjzSOUpYCP1VD zfDO|EWh`^zq@=n%nx!{oVUkEN-oIbcCpzfyQu>Dar}>RJ2iJX0b&T*@ zHY;oQqMR87tnmY|y zCNth}fMZPMx2rf0RpY#O>y~w2()Et}rIvo%uv&US<&x(vPQL0Xx z)w)Ne+Q?ROy}m4|{*%fx%s5ad%F5OpvWO_lJ?L6XfO{b()UdIj6gisd3@bC~u++}b zajoZ=Pi#ezVT|WJP5b*j9XfSN2{sRbb2ClLoQ3mPtsEm?K`n918vs?K#qBeb66okN zob$NupG)&-8Op)}Io5QS(3`*+M!FUIS;cI7Q_MSFaOvR@J!!_bk|Tq&8^xClo3m#| zH6WVU6-$=%1vb?wNegvbuWXS)@G#G@suiFbV=8JpB_{mwcfe~terp3`q}CIX5126( z@Y>21d3m^IGr)Kb$$B|8GN(S-F~SyLT378#AoY6Bw2ibgh45?NKCAaj;{cPe-h^}` zaCGfZM_x9`6g^ajrp0EZqpVdzqtE8|#nH11RkJ9IUp{UVp9bm}z6{fef|$bLsX8^_lqX>{& z4Y!%WVE5%XvkVkb_A_fqGsGUNhv;a!f{>`j!+sz-6}zurqm#aW?gie;4Nf=?O4&Yr z-VreDnCo8ddPQ@wsc9-Mp*7VuUVnu(cjyNU{XT2w-@*Q8j&zpR9`%x_cV#v0?^QT2 zhTy}GPl&?$@1AY{`-rX1Q@BIep0;Diw_M%TxQ^B-kZFB(3IFuj6|Y1B=6C-qzPn43 zy-AtOQpa$qn$y3127++TZmh$`*m&046f4r1DC;bG?F-kE9YOSs@I|runRhJhv>Evs zHQy9Hcp?+QjEdv=Tv&sk@r5}O;+9xeILl;F($YECd%{5A0^2dMmU0YUl9yERzm)?# zUyLG?k~L+>>HcMf!VMwkCwmpJynBw{z6EzS(heVA;eANK+3bLnA)&31qN&TVd2qW& z#ul=My%XM*l0(s|Vwym2_>Xw62v#z`T>ao{cI2>vAXLx~YCC}$aT%nX&5Fkva?Apm zJ#*&siq!Ll5xe*7QD7g?`GCA&5lwH<)!=BOIuCG637g{*DnVJ81%5r<#<~1ynMlb+ z%}D3h?L6=-pd>#Wa9$`CF1HlLo1K5vT1uKsaeLM3tU5&&lz&ji^hxk#;2&VLmN-|L z#}F=9&_)?M26zk^Ir8k8GcRa9wqWZ2;^j-Hlqn7l4cNq}N*+9T!0yeN%Ccrh@J*Bf zg2sSYn~DK^4Xh0%0aB{@Fly+iVPt1ta+&rQsu}a)eL@Z2Lo+4M(ZvX0(j;#xHp(pa zx=8CNMmw}`ZOPr3q*S)Q^+GIP2A*p`X?hJXX<6{{pA+NpChnVbXmGSzo+Vcw)Ue1%1MIO}BxO$d>fq|i6p8y6eTw9Tl z=p0)@L+CwK)!6>I(0|qzNZ+75jQjax(B;oJR%s;JiDz3Ro~>;Uz=qcq z`vU^-q5jc&Ij04cpq_vXpb@21!hURyzt}XJ#f0-3#l9fV!f6Hv3Z;3=fs0AZ z)^ov-x-yP99Q(<0nsnz;yszKeI0+3|Y>=a9ge9o0$e(>m4Mva|x~BWJe#n}%YbGfw zyypRMSW}8$o1V{oGG<7^QR|OQHDYYWt)uXcU55xzF6_%;-A(5NL4pl@JUMx>Uf{=Z zIHYnBcIh=_;GDX8Pk0$F23mS}DQAT*z#nGVh&uVz$8{r$4M9Gd9uu6@LkUG!y0^U} zeIuiLZOs&p3@XJ*uFv;1bql1)qd#LtnWHJ>s*BD?9DTFtTQR&Iyasdk8@v7Ofqk)F zesN(l6J+?2ob&qRrW`;(wCyhfVp;EcgA?3s!h>Uv$7Mvq+-!PG4d&nZKFXe$yQ><+ zN?(?h#E=+g?Q_?mH{oXAoA*#a2rkMh#^}rZfFXy!V%Sw4Hi%$ySk< zxrH>pxIcR2NF%+8pI(fvvFsfK%Qx#s9mgS<4Uexn1}Vv#=^x245S`4eFZGC^njdQ| zlLbo}W8wza5Xk1OjqaD%Cn>R(j*EzTFAk_3+n}AkH&-!I>4>kAva;#m?6c(Vv&H7( z@hu|rE;Txm1sz8ljo=x32Z&ZpdJSj|8{ZPnF9B+(1eJ4=M*I$DA#T7t zUeZLllzVv8b+;^97_BYwtuDG&OP5vDa^xlO|ohq%{_b zJKLZn1-X?^+lJ91#10r^yRWH*2AezUgP}wmIGzH-ByG!j`0!y#i547h7NdxgctV7$ z{8@7Mt`jkyJWYO#tq~O}6KXh@l4ypIZ*x$^Jn|xO4L)$-JeVux$&J6ngxTk=Y1k0$ z={M>zPEFt{%9X4R>Hp03`P-iLe_s~C@BbG`M*oIjC!@8q?(Q!Ix0gu0<9nrMO*hnw Jn`-sje*%&qdvyQ+ diff --git a/docs/articles/AMR_files/figure-html/plot 5-1.png b/docs/articles/AMR_files/figure-html/plot 5-1.png index 713cb2ade881ab68a7e1af1cc3e65295075173fb..98f1c4bee9468f461830e83cecf09666c78c5fbf 100644 GIT binary patch literal 50777 zcmd?R2{hJiyFRRuNK}S0b|($S6p^uRWuE7Gj6x_w=HV%#K_YX8%9JS;5}6ukL}m$z zC?sUc{6Bu`dEfp1|9kK6`}Viix7Oa@z20}_G2Hj{yN2^T&f_@F>yn0=JS{Z~H3bC) zt)jv)EeeWtwT6cp?s#Q#@?_mA69Q0$;kJa$yaGx2+u zkBLsp((h<(?{Q0ts5 zKHzoNE`zZ(V*jzNG>XT#^SMILuimt4r_1K`12Zp|l4k3eHRJ>~`S?mLKNE4tUyOIW z7dMkz{^*&-ekzOyufy6#rN6%lytuRH_g4?)t5&Uibs{`)&B_#J6c1&qR#j0SKYrX!m?ccEz`lh?xove- z_Wp8%*1@Js{N9U8Tlr0?C~h6rGR6d-^7Wbi9^wCMZaDvw_b`97lFbM2ccQ1;@2e$= zdwF?D^;)y~i;cxuczaET+`JqX#z?-(B9i@CR!T2ndE=)A-nBbuFyFbg<9#m=9yoB? z(NUKtS}pTRcsLymO@W){fKlP8h~w8Be|@g%3mmN88FDky$#O@Jr$KGNMdu~P)z{ZK zX|A$xJU7z89YjS#!z$%nNN+XsqbuefRbaG*_k-LV{e1hP4i0?Z`BQge5d}p87ZzHt z|3}x8<)xX*VEP-oRTG5mBI$Pu2nfi?RNB_>N%7T6ZP>MYw^_OORG4Tt6&2OD&XS3- z&(A%+x0BrW^70xNJ9S+r$%=dY=qz^rRNU>IbN~MR0kQu6{uICI5A6@EpLmRRXK80% zzkZ!tIp&0|EsI31!2@z?!{q3v<>`@+8I;|n?m6a_{w!ewso~NG4oO?Y7XAA53-e34 ze*N69Uz0;E4)5ZG99nZr{1;0Pzf4GNeIBO2PeQ_{;m+~Jxv7cqaj&1R_r&rW>*?s| zRBl~$pnB43e2{zhZaFGax-y+^K;AvG@;RC137H#v)HiL~^rJaT8-uR7y1l@zDI+p+ zi**XCs1v57!f$@M=-Tv0=Sn-_1Oe01ZFCXSCttsQoz?1!pV>OGTdCZ zNU}}t_h)2cWaKxm@a?JkD@ojas4f3fnb(BM@&<|{BAs`zQI5&W$Hv5zmXy%4i|b_R z*b67%lfHi}cE*PnP0Iub;Kv% zJml!&>WT@ENJyAlocWZ~vMk}s#K2JYtM^J)Ru(xF+v~8nIF@$gWAP~dS5Pm_D(-fd z-s*KE_seij8TX;)XTdahW*+ua`?n3$-t?FlsKwH{JUzdT&R?66krDrW<=QnSa-n_8 z(4{@edwF=oF}V1HCyk2iMO+8o)jW2gyVGLN#l>~y@@4UJ-|w~!=bKk9g$FEf9X^cd zs1zw@33RviwxgyKDOXq(GPt;pHf#9;opgI;K)@9y{*EGtucM>OFF6AimgYxK)+JuL zc5P|krgLIqVh}w`m@Ou-a%pZDD}d4II|h~e%utgsN!HHJpSCeS@61*aIpOa#l+!j= z@Xf7s!`9sfWJ&HftiYq2lV z%1YdCdET?z;T+{>K0mwZT(K`G^z!8d2@fYbyTRMCA(4@hYRQr% z9;0TIlp)Q{&Daw092KV;?ld>+2nyz}q1?nKaqc^wLlTo3CuFUpq-0x{xX?f9TwI;w0RqYUEG>y?A%e9Ri{cFD`3jP&OY+(8$wG>!O8lX7cYo+`q}?B z#edEYrF({~R~e|UKG!us^IH2jQDL}coUAo1D9@hL?)s|-XlVlyn3CL?2GJ%*aI zuCYr4YOHK^ESC%VI7sQp177C0#>DVUx**s8nCtGl}!yEtSM zdqkV+fXM>4Qm_|ntY z*Hjs>ymgP-_wI6u9XoCfkhC+^L`+}gXzZPv9CRJ&C|b2<{jd4?o6}L7>R-Lu|L8?^ z^#)S1XYZw_7btH|7Zw%yO||Ij-!t+0_WpLda;#Dq(ijnLumQ05vf75HycZEiR06as zQ{v*{-n@B(fNnfyNh?^n@GvYa%ue~tnX$^HDZ!@SduX@S(xleJst2_B=J{=$SZ{9b z zs?Bt?jfIAW-Yv;kPq7xDBIkD7a5`g2iyn=7 zg76?VRzpLBa;!j6K|#*BsBvWy*Pze+`J$UnDKW{(0zr4Dj~?IYxAx7eS9f!Bh5apy za4Noh`ErF>kecK@`E9&TVl-}|Lcrwljvy*(>I0dsTgRuS@>+X;{18|gZK25B)}-7d zHu9f!7iBIemen<>^7-=(G?P*$y8G_V)EAodp0(<>>`Cv)m{1J+1YQ}cRFg14h-nIwj(ufAZ=WKVK6_A z-}sU6lKm2f@Uf#KVWQ$kcR6p+b-fbf%ZK&X+_zE@RDJnwkXu^1qO44kkMG@Na_Gh8 z0PKFGQd?WwYdEH(-Q|d6Z8)=tC}FIk2+Mne-VaaJ)R9OeGcz-!<3rsu<0HkNhNkBH z7w1~uF|+jE&W>#M@%Ig5k3Aj$duub(%-@9togKnl=-zjMKH*7ex&$i7^??DtYLwzu8vN#7n5C>w~LDlm)@o-Ull>7 z%(mgazP^!>5m{MT)sL)Nm2O+#2d-L^?I&G{_bc?xNcfr(U`BNo$M5|4^Vo*T5*~G} zt%r8*ykjJ~&pmr~+*sT+RlkKkd|*iA3tyuE5hm}=M(X9{y$qz_pd>Ke(_|?h9$sF= zNNp`GwYD<@@8SV|ST|mzlzjhyL+m``)z9O+qYA8J`DhC2_9w&thtF|XP*_0V@$R` zLTB&mioE!Jsu9)rgA`O$BmGV|XH!~?!gOi%mwN9zaC1ANT>crto*N?%83fkrEOI zKSBc61b*k{<~9ZHpc+SV>CCVH^7;lN^>H<|x_X)A&d^LVq$h0Yf`S5|3n|aBo`zKU znURk(A)NmAi;I^ho7APGq|$%3BI@e!h&pxdmEt{0)qqn9Tuen8z+UarT&5T;n^5!g z^wiXBNIdN7J^lT#?YlVS0gsW6DZzl*E0gcnQm6(ER`+gPFMIlQu2Ei$UXhOW=o}L3 zAW8P3j-H;JoZKchvHg;gW!Nm5nwmggk@p-`1Lm4iP*Kz;9!_ls3`%K%jZlvd&$lA^?n(0o!e? zttSREQ=IS(M8wwCX(VXus_~f_^ZOP@F=<>C>=Z31&N>k!-Na4LoH>)H-h0<$5uoJb zBS#u0zOnJ~*L8IjF8xYaD4FGjiFGtgoul+8Pkz0BfB)cDY~-AlqSGy-U%pIsd3-7d zWcl&q$L#E^cllC_zWL(#OU`up;?^vVKgVO%IoI^bIY7c+Z_Sr_`}^HzfA(V|BOF)P z)F^#)r8uHWec`FaAPWlRK%-ovq9NcM!v|K?$ku$OG!(Z=tk)40cS6>@BZ~1Os=0rc z)Gw+3Cl=rYU+{0Z1$$*?3So~=^K(X}YlY9x4)dF?vd|p-JQyQz+v#1g-i3Y4;Rg-h z6$chst<2KD{O$iFUgCe7mjCn7viMDpXzvpckUrB>b!qFKd*+p9Mn*&5zO|RS4+8{F z54G^_-~Yb0wzhqu>aR7y!NIq0-)0G`IloTyxfSu|6xV5nH;UaeDIw~M^XFHSg0!+u z1KT6J*xC-@U~k#7<=OM+fJaW>iCXsEI~7#_1K0Nn=luQmyc@-MczE>kjC3_L-lI&D zS)Q#wdi1DLx)znDk&*Y0&JuI~*>n^=G50pFe5CMh{7KzPv|*sGmKZJT`~2DRba6oe z4K?w4XyLf>Yq$0pSXM>cyvZAM=G?hMs-pJp$Xv9nhZJN4%_}0M}(m!?d0Ne z7w>u#&D+)4IsN^EE08mCF#@Ams9(Bnb~duhMfPEF2sh^z;_qOnp1@ zjEXu?PL{ZS1-L-IL6YC25@+Gy;9x66M(uYQkU3R8+^o{S{LYLO*3_V!{PyizT3Q-XU%A<*Y+YV`{Wf4X@IG&vnhI1d4q918;~|R z^x3m#zB5S>iTQ!Gm_Nga9h2nK)Km6;^3ZL zyA<@FzkHdQmiA?+CCARrZhCsU?`632omI8pZ7UiZ8%00)9^~a!zO8Xem_=UxC7x`B zeliM^1F1$l_Wp;@0=ahVsA_F}R95CY*qAO@Hb$=WUrc+Ix*PBzAYd75#>C7lf9x2z zqRLjM<+-*>A|pDq^4TdWSX$nuw*nvzq2qM=_-N$&hXTrt+jdN;C@8d}#MU?WYe`pT zwoX0qwJzzezy3lQ>_LFkw9L$W&`&un$Rh68o&yY985yHvVg`nW=D_^S&(3Zj0g4ll z`o)VEC>Bn46uy4Eqc>%F;UvIWQc_p0VF6iIHl1H#(t8mJ190r7(~*Nu;ssHQ^77`O zHbZ42!j#%JeB;Iqq#fh%RV$C%`i6SVHShrh&w;dTXlTgk|LZpS_Sod)MLRMH|OT&>VPtlg86nv~ zlZwh!dMl6&86tOEhQL0EbOqX;^Vy35l0z+@UySd5cSkSh!i5W*_KCp0dU|@T`Rgg} zZ^FFh%sjwQVwhN4k+=Dzq{_SZtft_7e|=UjT`S)IF~!*Z-2FZDml=6cEXB)$AIdUPmXo_k--~j5xGg{bgL%4^uAbf!jt`=9yTL@UY%sY2b#rHD zCw|^$_#9PS5WTdtw1_#z%S1kL@}$15?!M?Zn2bv-A44V2<8V!D$X#PA30PjjVyN9b zl!sjagpb{dC^(UJpdt z`cdrZQ<3;LmVDAgd312mdbl;uVLE~ZWaMz}?Xf49ii6w1!*RIM!VCp&lUi~(cjGkuyARCs$Iu{IQ2kQaYWOyCI} z{051--MO2A9QWfI$#I9#$hAmHnhhH?d7@E4swpZ8O4n^?0c?eWB z`(c+aPbrnWXMXSp?cKM}>u%+NmF?nQfJn^E-CxvZhJbZbFQ;XAN-NbYUtK}L;L+*$ zrxrlc1dgAMm3Gd|$VdpFrlSiV8#_aKks#u*iCz4}991JwJ9w*+_6MmQr0VKwY@~zT zPYEim_NFKe=^}#k+?S4d#wI{>LR6r7fY4G{DBKr^yEDn?4Vx81;ZyqXy?4`;Y02B8CW z92E)m^7}i-X;wmSAU&Dtxa=YG)5*QPy~uHCDG*i)3S5DIkVPid5W|;;E0^9*ez?1D z-#&zIM)Kn)Po9*N>|?l$#a2rYR;1dzeS22ZAoA`9B8{EQ%FYJ2IRO9?OpgfFd`eg; z{U=7&=t^(|-CkeWvoeKWy%nr1^Ou?WkJi68_fWCP$hv&UyFLBy+2;)JP7 zP3d6#AOQ6>G%U(^PXf9UU;gZqZ4)GhBiPL7&+uEz}D8ez>mA{EUKHWH=I8kmCj4S zXKz;Q^?#H%51%oz)z+?w`RfSNFS!QsG54Jut`C37Ma;I^@9*zDyZg#4(|tX?$CSUt zSRS z*#B+Bb7Hvvrgr}~MJmfKB-x!iduKicICoky3!1TQ-h6i9*LV&43K*eqNPpzE%ANPW zP`<9ra-e)}2_+lk55q^N4UZoEiyj2>Bb-T8JqHg?Aogt7umKtncslum!Auy7I-Qsu%=WyD;5Q?8XIxnG7q z0rw`C*@W=#(e3r}`Sa)PPA5--$R=XW(~gy2J2KIbyXIPFrwJ(tjGtYpW{zygCdc;s zN9VkNz-y)f>!46*P(>gd#>II841yU#?OkM)*KmqVCIg}xJ8oA1u2IW0E^)ER(aSqG z+Uh>RN}VP-eThyN@)azPziM zDk&w!c_wdVo>o>sOiYZ5L`_2jqESV3Yu@XoCW6Sr-|`3u{AkJy2YhQ@da+eqK?cek z7m4%~H6cVkAYqUhgM))8FR{vm5GZtMf2rGGBM@~k0hB@EBCkFq8`7Rvr7--%k(M#1FU4X4=H*=cBKpvGpm*o&~x{@$Wh zcMU1oR;^m~=+PrcrobM4pM#k}j_*0nAu>Bpya0rYA3qj@+5phsA|4bJM7T!4F+*q| zQzfYtdrb^LuY~qrA19P*v<#HHe*Jo&-cJn;np6?V$rV=B)OmVOz)OHp)fq0s7Z7HE z1DZa3Fr*rXdY@-lFaUA@56B^871VsP`L1RqHWK!5hFX$+?oldD6O)DE{7PyPYLD5T zoX!8Wnz;%35;%gJa)(#Y+&coOL`Szkq=T%ie4h=WRiCkK zhKGkoM>*NpPMc&{Udv4O&NjO8eaNgU8EO)h-v%DRG%UHdye;RKWGbyQC?oYa=OET9E!3p zE)Hn-&haZM>S=m8l(a0(Za{M*w@=vEY#?2vWwrG_c*Q6W%#i=xv)E!_;D+?qP#A;| zKBoEhs;VP<_Uv)>21kN_+vbl^Sgd0?@afPO(UTNpDw{4-KKobKNpO#NPk%URYHErJ z#9k(opCMWhHMhF-Y#K_7h1(FO5Ty_Y-{M;*062l(KSH?=3sc3(!`~Fu5tX;owhh$O zkw1>0cFt<`n*7$#a;FsllZvDgqPv%&k%e~fA_Lc8xVyk7v9rBF^v}Q!p(4*10WpFB zGm^Ij+*bL!7(b-Co#W}hDaL`_!$fuy5u=JnWSEg{i@JI}rVC{@m!O~^KR?0m;B$c> z@ow<`074Js-h{gYB+6%$7!H0#17E*_4Apbc+{*yn0o8B0|DtzMtT2me5tH2|`Jx4G zKEBhaRk6olg^3h5sqj6_#gz)qQug9TuQQ9l!Sn<**6jQG<40qv2mo?j-Ep#>U1B?pr(s+D2)?ynXuz>^9Jw_+VEQOt#4@-p4Vq>o!%SAPv;>rW_eJ<-14C z7zZ=9fLyefxP*F3X?T-;J`f2)!UKYQQH5Jy4XvFlZPTJ)ng~0Xmz>rQH8pZnXL0WAM~IZMsJ7xK`FIres(+OI zk}rIIRU#A?n)M-DJ$Ue-SH?knXjj+88xav_2i|ROItOm{Ih_m@>8g4S?WRpJhw41X zq^JLHFacS!%(TQHJx_}a|0@$9;&cPvjjda@AZFO^-v)La*yZYCx_TYF2Q4*&SX26) z*fK&w4Pvh_g{bBDY&b<2nVIvAi|ag}S4Z>eL)hgD+9vJ$OI9lRQO0I2Iq;0;0gJjh zEgc;lpbwf8Q{iTr{BlE`nsn%N`*l#$d@i7-F7W6!YM94) zDA-UOs((?%fp~f6M5Y=P;sqQ0#CP^#vkUBOEjjva8~F&=5w=#-$56Oppc`-nL0*uB zB>JwzZDmzn9xdoT0c#!;6O;c$Eja6mFp#b1&fNpNs&kTJt~77EKJ|M@&<`Aea zK0DeiB_Z(yTzu<+uMKWMzxhW`Elxr9z%r~^y&6`l z?M-g7R1Nr1^%dsjvFCIMzM#DhZrj+H=@v{LpQ&741gKbo)6rerR8jE~W&&0=38-8M z!$#^|Nb5vU>Moy0^vC%JnFVEQ>u!}(QMzmDB`2;joQW$azYB=n1P#L4$_hFbW)*1? zrk~Xqg3ph`baZr0$@WEa`2mZ=@To#3-;<|zGa>>h`CDJ#)@|FwPQAaC!HO+}y~gP~ z_7nyQb(kUW5J1{UDCd9!L`EIs#og^e9pI;#O@oj(qLgd^J0U|Ibm|lXa-I-mC+4PV zXrI0GyIvv0qkqyxyTz+v5h#P+jdfBkF25B&-`&>M$X#VMkYDV!?g*D6oqDm`26vye z6a33}R|$)(sGjz%K4%Pg2RH1XEAstaZ%R_EdYL+nDNB|KfWqSsI1+Pj9r3XgybZZC zJ@E}>@kLJp6j9IK@3s>;+ngzm1cRWCN6fkmS{k6nT1E+TM z-2E|8FXMdK5-x?A(NCWkxPE`=bkEA4Q~VF8R97A(@cTYEu+klVKh-IEz5kd^`G01N z|F`@B#jV@Vnwt1c$z2>Nv*(t)mGvoZy-o{xYf-T-ml5_<;`QIzN>7ac-)94epZs4v zT55?gY$V5yy?}l;?BNL-4_~9Y>sA@cni^YwZNti&tO{9IHq-5c_)mx@vs$P$u|YXE zZyxXV8I6vOm6`ipiC^a`N~ft>o`Y*gX6_qTxfv%5OR2@v)v(_WUbf%7ZQD2G+@T@+ zLGsGm{xV<7R(ssUq!W-QJ3Ctr=fHJ9C75i9Ulz4_!=N0y@@q%j@oQu^w@H8t6xi@A zBHh?1$NuId-qD{i=tfNrkD(Lk1;oLxUz2_67S;ep|GP@GhQn9z+#`r&KqrV~AP;{> zvin6vA|t?NTiDr?P{buA<+TkP7ujRH9T258Q{}w8y_Ni!1kG|=>=BqpdU|>;Hfv{s zOMpCyeA5q<#=vm5#Xd|9N&3LK@9jv`t16j*3f7StUM7;NO;Cp$hqzK@^3_RSlFl{RR}5GKHd z?3uzh{g5yV9zFyjkxPXGkPq}PTvJdFP6^iprfLoeAtgy5B*S*}5uUxiK5h5~K?cXf z#9Y5V1|bT$waxmULyg07K>C025-yyf<5!rZrkb?}IG+G1Vw}a`jFG_CtlxN@1y2g+ z?Jrnz+y@)0+xLDbaXkr8x-dJz&dwf8kIIi%FZaED5qcAn4xYT$yyst}*&n3rzqQ$q zkEi0ecI`R=2rA`0sll_nT;T5}-UVR+OY+G1leBfs#)*(OwY7QK+1~A|DXJ16$+gWJ zh>D7`va-5*qvPO9e}Bv0l^0L65>l@m-+F?hHBbRk0{Z|zE#%zdkkW8285tRIaic69 z0mFxBFsIf`Lq7O~v4efWf95gmZ3oyeD{J>W8IqqrikyeZ=3r(fcICdxS8v{IA#Y?o z^loy)KKr85fxNx6`7hZ-wsInWL!4KMKLEF=KN3<+PpTTG0Iq&IV+sm`t$BLJqt;1@ ziSIUw0erOmQ_{@YAQpIWN6-EHpoxIBL&X0ny=K^*-z6;UMo19?rYH{&cHP~{$Cukt z!3fg_)HNs#P)fMuuF?}q2@MIwDVTvlko9R(aaj)^{zQ+3QQo6lw|XEkYNh_8kVIDH zJa^faPC(bYXJVr@;?d z7dcS}-vQf(K>&Be8vP%7=+epy5R8yS&B6~C8jV09^8_k1GDmfFAYd;F{fnJt*`9 zDHZ=In5N4RXlfUb0hRc z7-MQB8;Hh_wo|^BFVn-vV~w^B=dy8V|21&h1I(arq!cz%KqGxKuk_8sSxul^FbH2i zKlCZ(*(*-V=5-N^LLs@^V6Ba%R?T>`wmRJ4gSUCyIUvV!1+6HcCnFBg=gE~GP9IQX z;)#ZmFSv8371&Pjj!b04BVi{g_elGRnVI|;Cv^J6L`4brURrtI*1rOu|4h4T{r=Wb zts25eOF2XLFFGd!VW&1UjJH#UF;`9Pno_#=*cy|6D3w)GyQl7Esx_WlMCqR0x&)*y z-1=KjZ4C-cHAHKNWz|$ycL)htwQCf6Si6v|vEa9OJ-bo@^!aPn6ows2_-Gka0 zBfJt8CI#tEPcH`FI(v3IR5_Tw2d^L_4NX zYwkQq9k}~CM>534q1H6iDut^gSsunYuX3pV|ASxk-)LUMFnuVnv$UYGW&mxAO4 z_XCc*t*D7=nP-G&5qU;?<6d(R%3ThD>VfB=_X4Xtc-it~Y~{xA;_tlzM* zQu-9%&oxsGOm*M+lUYXnLp;GOro8>2EWz*XGx<#j-2&?B>P^Z2k?xaIk|h5hYfU2c$%%<< ztgJaL_K@fMdV1dDaD#*k45Vn1hMitK$q9B3Fq`OmIt*(4=+UR3sh9;!_68Z0c|Op~ z@k1vDd}KMa-H+F`dEfa@FzkF6=gOmbp5A;$IQl;|6IyQ+gAwnK783-c3OwF`CMA%1 z(6s||9C}31O7ovfLN?#^3=Ow4GP?g7vm^zf1sGx&$Ofb$7Z*4{ZxGShKHc`jiClPS z;pT)k1yUaN5jszERn0Sb$SM)nuftRN5spkyJ217u)dzMK3?hi#%2t&X?S8C%XU{1f z5O>g%Kr9fpwzKmpqG(|cjXK?`U8>~?>IefT9( z4!dT6MWyd8{^W0r--2?oiBnqA>IIc`@$YQ(7zzr4Goec~$6ddEAHg@jVlErfQjOf} z%B87%m;~z*L|~hcr9ubKufUlWhIMT`|A4{!e|*et8U$&Vh#ds*4H{nZ*GiFGWgQ%t zDh)hHoFeZmYqFMhljAfl>2z}J-D#U=`+L5)Y2gB>l>4P z!D3C?UW?dvjob&t$JTA#8us8=b-PH6ftA%IY5Sk;K6ivJCB%iwaf&cChtkptJvx$m zmtk|--N~Kzzt6ucx#u@iTxiN=LtY zzAJ>x=j!S@D8FyJX4++{$70SEvl()iQd9e&(DTBz+zis1KDe0*uQ?=CY)|#3&%6!Nj zzwZT*n=xF#jH#eE3m97*qf_;Os4$#`+1l#2%aMHRDkNm7*b!Lf7o;J!{c(=|HNr#~JHo!<+GQ;$ z%D``^g5Whi*3qL)rJ1f2jaJExEW!#(u8_zsE&FuIzos@nwDZR6AbMEQbt8$&A@s@> z-p@Q6T3YD0z)8fv=5A=7L6}qK}J08#-|uj>-mXWm9JZwlhyCHZn#FRgQ$x3Xc#d04;&zj zUoa?aprM)Xk2OckkPBns4!Z7SR|mHCrCNI8GqjTtg8#KzC7zu=VZ62SyaAlFAr$0C7K>Ss1<|>D4HuU>We1U0C#IevMm`f?{K1<<9kiAaB&&MNA~cU9P9&S|VutqKb%)=I+`B z@1oDvtv9e(gX?2l8Xj27GX>=Hd!GN&Zbt@mfn5tq z0D6du(7ONImaS*?^L;=u|^5Xnl7#H=Pzy5fOw6C!l&%xbRety?Ui!Y-|h~0lZVJ7o{!M2bM`# zLl%*Tpu%0dbSdI(KMvigkB{=g!^4xq8L(5-$FwS@mAyY=(#Gj9ubc;Gb!1Sz*zelZ&`T?oxl)(I$Cz}Adg#lf6Af2*ynp& zjc+})qWj&3WHG7mhb2vw|KokyCbi}F)gV>hB6?OHoD9#41r@tZ2 zRgMk+z1}LY?G-|%&4GB8-5=qAxoy2qJ>%lO1b~!H;TYEz2JMr3r*`Oj#Q(k9ifpNilDVkJm%-I-)|Mz7MhbYjKE0Cetg#Y z#&3H6A4^ooNKd~*DzFba7daHnX~1NIJisOdt|I#uqApyX8x{=HMi+u$yhA?+Lf8j}Nl8gDw^u-aH|pe>6>NjUw|)Ee;Ni9F z*KgXkzpACB1wajr@Nk*KH2dh#Xz{BW_sfQv4GL;%-H?x9>TNEx)0U8sIC$_Nq;g0p z0WfU56Pz0M%~@3w6f2dkIBg? z1?;cD+_QubnjX72G;YwI@7}!=UaG;cWERFQ%5T-;QI;#CIurWx)#wS=We3NX&qQdNpHA?h~)hT|Bjy;WBbMd91|xcMuG$%gxK9Mld&NhXETJy0lCam!ajytoLRYce@r)xZV^NvzQBqlCkZ@bvR zVEq+2i5$9~mSy9%{kP5pLtGX=e0T#1w-XqBS?+X6*;4u^g9O&$b^?PFC6jxcKp+EZ zV$zD7$B^S1ZyY81hp{=C4Kux`h8nK`%AWhtY1nsnGQ{n5DRAwH66Dj=ROq|C$mLgZ zHBR)+y)?;&TMc~G1XzDOpfaTP+S-=8^sKDLfSRT^`T2x}b?k{A=;M0(MMOs6Xu?^- zwg(nyDf4m-qwbgHc02w%qTVWC5wT}5#2qmE%HL02yGr1rYJ>`+W!?o6%a>=tsC5O3 zV&U|OIkQ(tXdFt&aSr~6XBVvnK0q0ffi2*fBCR{3N$DZuT`jDFmb@A*w?Vr-+i;DT zhn>Ik;QM$J0l`n}wY9a2@=d;cTEIz7Pc|U4+vUH97hpuaS!Q4h!G`1LZXxUBoB6?I zg#v`2l^q=&(?^bj%^iQeCxwdiX1F5!>eY>d$FpR21u3Yj3;GszW(M8+lczVTPraM~ zY}A#oih7cpo7=ldF^g7rTgTn^aYVi%8o?k(C%~0()-;y6<%Wkc`%coaXdc}+#WOBX zcc-od+UMFM>R#Awmxt4X_z$PcqG_w6SnsTm3@+gSaZe6K++e74q9TEXep4*p!Wuir z--tp=gr`#L&p3Dzhn9kSIUI&YM)*ySodJ6fR7g$ThvaoU=2NLV@4kJCRGOX7H7@H6 z#3{3f1qH1gJRb3ZmJ~Gk;>LkOlSG7djFN_=mLhF>VqGwqIIW~0=n0=Gdn>5_`6)5f zEoO8qxNIO~2T#_aJ18!W=mjl(wBU08^xjOAQPeOuu{gZm4O|PEGI4 zK3L%ykZWtgIV){z6HrqjXQ|@SBuIAD!M(U?3S52@y3^3~vxE+qD96MrO`s_VZz1v^ z1VvzPmV>q`n6N0NexNLjbf45ZTQn)ct5QcRf+vQHB0H0O81>85_!0{AU!@~i8aRSo}3N|7?H36@q zqU1yNC`WGdMcLda#Zt;+{4V`k4KN!Tq+M_=!Q`adlz2u)2Er?HHt&I_w^iSAqkb(1 z5(It$?*APba>Y+rSslRGVfBjb2)+Hy{mL8YEvl-jwE!X)_rb6Wkpa5aV;~z01Q&RH z?(0J@t>q$l#k8^Q0dUna1mO$oX|qkAJPHmzezpaY2m9vD58Q|K%+1ZAGolp_qreRX zu)O=hDud%o+{GbnnTt!!z-?7jRN!0=3=DvHgJMjSDBl`V-*(z=CzgqipC1;?a`alk zYS`Z1j_gd7L$Fm6&-We}uCwN53Agq5$|9SXfxLZ;ywO&eHO8Z*L>W zMeHWjm0@pC>@UN6fBAGK96&7LdD*#KSxq|>%)XXDu{i`&*A|}k4x;Xz0#*AoLP`K<=PZjcJ#pyH@r0 z0-WQ%KNxvo6~GF>_=`VA?ST^a)Q5-Z*+%HI1sw;r0Qlg?w{M;R0yxBSS+w2Ky+Txrk<4`d#_6 zohYTTi}(H1K<_S;)=wph{ZsMQICtP^Z>mid#s7Kg+DyN*1}<-}a_cMem2l_eDhp8D zZYCVoNH`)aQE&UPyjuA&prrDy^6KAf&XhP3fZgi_XpSU^7M6q?H&S)b#B#7L*Rb#F zS5XA(s3->AT8tc72QgH=F}yxS2BqZ~hy+}kpyQ4T3sDtUur=c?Vi)Azn4;edCFc_$ zC!p)h%uL?sH;B#96mb;*?C9t(6%ZBGFJHn%I50?O*2)YiNk(?iosTThFT?#vl@oOm z{{H?fl@eyfhjFK%Fs}Ur%d?h}5;tKr*Vm6Gd35i)_i(yNG4oBobfn6B@BJ?^tCXEe zEM7uggaGTg0};Y<_@8?yaV|KWOXn-ZjWpvo*$=~XnbwI z{~4hRT_-{GKtM!shduQ*iP^?0Jekt5S;Og zszm3h6YfTA%{2sj8-4E@`X_#%`2>wSLG(y5$c=lA-{yZ*UGVi>>fl4L8z2)A4)sRc*3$neNPfk?7YH(kt@$5jT_>8sxALK;(ON{nxtcZU@-Ku zqPGdXJOIgX@z8Qgmz_z%%$`Fk3C{0XZMGZYCfF-#5;D)88?SZxG5*GuKy2M?;$jED znwyGNPEPlDn8^$Cqm{VV#tWhdjrq$HS0Mn|<7pn3A&r7-B8MVeKP*}(4LcDL=fe$h zNG6CL3bEisW^tS23%3Nd^@%$-G z6dqQ=JNqo=S!C01GB7Ug7lH~*lQg8Xuv_p9q%)(sLv?fgZGWQ~j1?u2sk8L*I?&8x z_Vda9sGXx{Hqp_gfbj%3hNc`KN8BI;IGizFmZl^V*|Bl8YrYupa#Te&&yOuK0|u7j zs(aSdNoABv8@OObbLe6^5A2V@jtTnus8?jCAIa975nC4VIcziPB1;H_6E;KhCnlzGeF^yFJE-PWrGt$XEw5@4Ej1`aG?sO zQ^)+5PH#lBKYg6farh6=>x2uXsJwsNs8x+XCm}HpT$N3Xu+XV%4iFALa^h~prV>Cd;1@uY-70ZAR%|v< zl2{3v9yhQMciDx9*T3~V$f$l>18UcSLx)~-`J`OyZ3R9X#YJ~&QrUR2(berH=6oBj_?io=p@Xp;9=0% zKwK)OpfENwld|8Ej46h0f-VW(Uw&m9v4?@$fGdqqUqVUR>G;z;8zlsStq~Q`V&TB% z?I-u}6|o}}OASg9vyMB7YU~<_dw=%#7>iy;8r$-fbXfmAwUa=iO{QMev{8ReMhJ0n z$>JJUwl}X|BROS@S1W?rDss@rLG$zTTY)wJ0o7@WH{kEV)u+p7xB`(vFh{qy$h{~5!&JGjm2kzapVP@@=!sPiJ}xH*GT;b<>jSq9an^qyq8J00sTYws zv^Ycui9>WO-&hCN8k%>Kg2@q4QIim6l(OF7BG|L_+cwtK)~ZrP01rh)efjq7uK!+0 zM&6n~_q-jgm={3v3>?kC^W;$U>{F3&AD1AzV{2|a2y~rOWw@*d&;l}TdN}@VYaMj6 zJ3+l{)}~P+|8Q)_{u$~U70Pbz?v6;+YI_d6{1bkYL7 zVo!69zBEV}a1rhIK9^RZx2I(_}Y--8r} zD=$eV!0g+S=^cw}gJMY=#b)BB({Wyy`AYClOUUp2$1SF0LNivi7 zM!!J@hg<%#_Zmi(j@}<=s!R887Wi>9kq}ubd=05cT@Q`ZlnzFU)2?<^msL z5ol{~RSQ0>xBBm}gwri<`MQNt`JVJuo7d}hWVNpi`GQmoimo1v3{m-QDP5zq|HLbL zZS5w=23T3O(f}STF2)4RgD{B(BfcLm0IWoW(8crOQseX2+_ecJTgi!1K6-OPSPBdj z$%b)ZH&4){rUX>Bn}S==L&wBtK+nbog@-R1Q4jPk(K>nSR@Lj*ihlX-w9&S^+}YO- zB#RGP4Wg>hL85*|{q8~Jpz!Z$M&4{;#K5s*Pw)XLiUkVNV1$vIi*5fAk za7)n)U>@T9A_^3!KVS>_`T0@&|J3SMI!r@LOS@siX2Ph4`tfTpFIp6crp88xbgk`7 zOuJ1_+o4>tw@*k);`h^rK9z@gu=`GbPb*$ds}0d13s+t%_31sUZp{D8rmU)(Bwgs0@e|CZl+wn zeg?!mRvK4^0Ec`8(Vkuw?lKJq4)ntYT+n&kNpq+*FJ~^@0nK{2k^om*XzaxW55zRW znSkOK&CDkOUaGrHj9$w<+<2j?^9GRoH>3mNkmBNRmEF7#>m0;h!Z-p>jd#&iTgpmf zitat`ed!C|`uFBk;43M`Q92mYxl^~5yV%!pqv)5GnI=|MQH#<2W)HPIjtek@w=hA; zoRq}=@wat=x9<- z#U;e(wZY8`E7$0tHrf0ywH+kn4t=6K1V!J};BRf_mV#g(6C*Y@nqq-t0foPF|0y5M zM7>R)Lf&84a?QxV0Nb|Z?OWoyCKlG!zl*@A)YwS|MuJ`me9*IxXTKcrR>Xf&1XBMY z3Mu}Uy#n9tz=bL3+rj0>)=2Egr#LXE^@tnGfJh0*Ri2TbpRcl;xQG3(oyUXUJKWHu zh2;+Y6}XxrNE~tu&r1&CxyL9u`v3LoG5oN|FH2!@)l&SI3sWQmcz9QTmm?ZIW~J>bsP+J zze@={F$6KOU f4;~2Njn2&N79;G=h{qsCTrRC&d1})nX+Louo;NREe8EFvAL~Zz z!=3=G82Rp?#c5AFBuAK7?4AW}Xgt0h@en}gEIdnvg?yRqD{rya^w=?Ufi?<9X-m6 z034COU8>uT;i4z7nt(F+0XseY^~gx8Z=n_x-rQm^u?N#*_V_a`R^Ir1Ji3FB`JF8- z&!SXDOS2vV5C{=KO@brDC7QQWpDW+dKmQ!@jS2zBOzr8)UurNRloI<0G(T>g!-s*} zL}L?LqKAI`khXjl1j<&HGL$+~|9mP60&*y5kr?g$D}NlNi8&H=>|nqpr|j&0SOu6s z;eq63xQtL;S6{E*adb;`93}+znz)1n$Z`3=QT+LVzeg>P^@Lrl9DaD{h3awpk5Zil zYlmRRDlVYI2O-X%o z->vq51^TZu&$MkNe*KoOl>fqG_#GOfSy)g7 zCkHLmAS?6v^XGT&3?4D!J@KD-Gh^mVGnF90odaoD zuTIwjVoc~0_e<|%EjEWw^2VAz^huxaGfF+(+7cJ!^wOQ@%sC8&L}|fA6SiN!dNq80 z{OK!JEjwk1<(T5Lh)*t{F%dZy272bvS@Zi7Xl6f;UFw}^Z4gy@Bfs# zWeGL3bbvrmYN$ODYF`O2CGY%L>4*6Y;EBq1>eR!4zPPrbATsB0GXvxNH(?k8*FYA4 z($w))MMXQsnKM6?Jnk-Y=`XtPtExOvcTH+L;G~|HHZOo<4^30rkA>7dIxa4$95YyWy=z{7&Nm@rO$xk{ie>9=ummQ{yWky@N>}PfjPS42T+p zf}MMo0{7w{PuyEYGg&EtEMtKwur$EV89*Q!?m zpkYiHB{|E-agPljK8zeSs+)+%ZGQWW^Ngx|J(;oTmL*^mZ93x`HyOus$ypH9s=`j? z^*aMpWPUMKyG_B~1XckaLIsHOi!OYgEYAx9)Eg%I@V*!Bu5T`CC&aeaZ_HJ_E;3U# zL1i;b?D&1fxhtx2^ucH%b0W)>HxLdEbCwKJ*Tx*^qnB{X3&HQ-sGzW+sAKevR|rWhBQd@;L_Gnd1pY96V&{Ps3^zj)9(V_U_6?` znS-|hfHA%T7Fm7*~c2* zJQ|o+$sx1B)%80hp`V2RKG$iOe2*UHH^!jbpzpvLVH!B|z2pO+nnLsT(FO;FpdUbZ7(HI&cFXyLGK%2XhTzeoS3BDX}9lkNnLdak67ZQ-o&#(>S!9f)U`-zXN@if~qFM z0F!O@yD040O%(K-akOAL%I^-0pEIOdMdr#JvOr7+N)j4qg9gU;7iLK@14LnaCmm`N9G_R<(@9jO|!O_zQf*?1Ho;Px?` z!lqmO(o7zO6|${~XA4Ck2hJ-TC@UwU3n9o5p$SP5aq0B1iHZl5l+5zVl`GchReKpAR3mw@O4Ky z4LyZCVKn~TJP(G;kehO%cJ9z&EWYj$s(pBua{dY9U>exs5iB_Q-ONYW3@ycZP?6ig zr{FP}0PWqJd;lDA6+=nN=-WXsZ>GKqN!+eoMqCVCohJ?)7|_Gt&yO@a3*j*V&QFyo z4ILG9HC0p$RZurXm_~eR5I@XCh!)9^Iyx|+WmA)rHId2#n&jQ3(0pB1ra`Cl?)O+Z zzAY=OyWMMHcrS;-RW2?roFH5Z4kT?OUb4Bc9QsgK$6zP()$i}_A1J8Hrqjd_drC&X zv>#==)cJ1MU-uW+TA6<*(-!qBRCrN9t61VoaNV5B;20L(gQvpP&-A%*FHbG5Ytm~K$K_i35#ezBIdz^ zaQJNlD*m*Dyi;KHbuVWq-eMbDU$R#WqW2RQgHY-(?xzsw6wb$Wx8c|2)lVWWa%5nB z1yOs6OrBr}h>_@WHgo(p*iQL$4EDT;(r9f2nf1{7$H3hyXw*f7HO%)Z(hlk%^B@W` zD3VJ7&kMy~%g((VCyme>zx=h0Fwz8^?%%QZ*=ll*oA z*zOpW{;1SNpVP4U@hcxI*9T1tyyJPcqUyXUic$Ec>HRI2X%w<0u=(#r>uLAyF5F|@ z_$K^kh`;8Pz-5t@KkX<_8_f zdCXa+6)ap**fiV^r=R9{tL!gm|QjBHd0=ph6gPr9qTBi^C{daw<>^=P_oIG{v zU2Sd5$&!5?VJ_)9B%IxS@Zi#g3v+@F-}gM5U3DIVUfFu}mrFG)IfbE2d2iJf6`{6| zg~iSshe70hi-y?Pwt8VcxYl}3asH81H2C|c?wG0UNI}3;5PFi%D>q*1VZf4)zq<|! zMQtIjX$EI<>g~EMIJO{R={;&n-npu;Fnk4-G5d0ht+ygKWJZ-&U?dhzhiu7SriGWJ z*=pCf-*j)F(-$k-<^mbH~9WN=-Zb-qm;g9@7{S61}Tk4{woB5UnT>s@f-=r z?4QW?^$TZTviWX?vO>#HFf|4q5&Pp~Tl<{Z_d@1<-$WNr_fQH~CzJx9sLZ6EFBKhB-3-tjqVVT9hHF{+v%2@7m%%>)Da=eCCLQr~aw(n_BdRqHE3E(d*+dqTcw z-w(t7I?gt|0h{{N&db<&Gqt^pzn!UPP+6fvHoAtqyhQeiDAmylsg9Sa6%w?f@#|Se zO-Vib^|MWWFI6Iupa*)Ux@5<@G+yxM;BKb~6lU#zf2NBAE^@Z1Pru^B;*O~sbB#FX zvFbX%`H;&)BR)rK3)8+%x+HGj>9X(vE6H_t?`w{syn);)eRb7t=NfN7+CQ|xoh7`# zq9|^2k8Q3!WI9fX`*m7ae(vMP__9-S^p;3QtjryxqmzWX?off3j7bXAG781HvKSB~ z^JxRB0f&KM0NxK36>*kpIxp(nzCB&I8mQBViV^1Gt%Y2#p)*_uWV5oijBzVh%H{4yCpkf}0bCM2>EBVj7 z=0R#P4}?~=W5+;4QdEoR`D;0LcXt}g#Zyoy`5w_&mc_m@b8~xLQ9)S{UEHkPYS9(= z_2Fu_DNx12LwqocRK>~!Cr?0Z$#)39Qn!-Px)c@F# zBRJpBNVIkUjHdQT!f&1vM;t>%ftQFy>|~mRzi}xX*mF6{c(;_cB;8-Z6&WUI@y?TG zF9Ha@kw#YDhXyF{lY$ zIw1;t4*L7?%KE6$;>eLuE_`4;lde;?eIi*CjuCg!GO{|bw-i$-=vzjR^B(?(or5NW zrx!xaVQ}UPg97T?$y}?Rq{o^0`K;Af2121dbnioEwALH?|xFa_m zIyVe9QM7|pJ(=;n7@KvTU@iMf=pwGFpnT`&s8GWw(#Q-+qRD&^GJ93FU*CzFAg2*C zY>1Ce&d#Er5Cd+88uApI8XJQe6GCGyap|;MDjZd5Ft*b zaJ>w&TtC?7ZbcohNn!Mw7f6z#Ann}Uzi^rX&2l(gw7b2NczRgv04fl2JtpQ21~aFG z>D;c}{(ki_kALow-hIb6v|#H|_Y8bLa5qE5pTi=qtUdu2!9k z`q++PloTHi$A29*eE6R^kN#Sgqk3IY@3c|kU*7GQ31MEZl&f9DEf)-K`DioBCe{;Q zxG%C~siZD2dx%HQewWkLG#gEfWd(IJU>Zw3sy8JwoSW!a0EZ!Ijl6-Uwv-bc-vaKP z*1)R@0E{mVeyT#@fCeRsOpY45X_bDvbEoHRndBMov2o)@B37uQW_u=COl5Z?mGYI) z?G#zZ;UaAm<1>9e^P=hKz28{~e&gDa?+|Uov_UC1EEFpKdt`guH#>EZO`O6wEou`4 z^ck2>amp-5;6yeQ6CDj-G;qKGQcQte8hRuU0ls2Ic3{>_8ofX#C1v>ka{AB#x{ z>%mAJkf;YB$fqFdgPEH(~ERJH77Yc6mf(CzZ2GGr(Z$S z$Y1j>I!Z6baKp>H;EYJ+2@jnVI;b4F+OD&(cm>cC!%q;>(HL{|=*lHa%4=$hag=xJ zH=u*~QT;KdL%QR8Col#~@+EfUn`qViJGbv)lsPp)`suFI(AzG0x4BFILw^lJfwwYh zS|_wUr#99x&cg_#)bnl|+f5bgf6g~*vtr2-LaDLhWFUCl9{nT$3j#Ju`=I-xd8GKr z(+A`9)1MPoyC7B$}i(A;tTkmRfYfj;FK%nCQ}S&r^t)_b^9M?qKigP71Aj&I;o3jl}SdXNS{W-+S5rTCHYc zx%TH%{|~#>yjuF*est09_Q%MwpY8_#?6H#hZ`%epvy+1UlzRxjIfm)C>^EUEX@rxb zBc4=wGy`cO%OrO|h!Yu1%LW6AYjZ<)ff2O&W%F-arBUkIe6v4)WoC~6r=?^Z883$f zGYs7s=>V>(@~W?yx}ThyqviK>TbPo_E1ZvF+=j%CJ_W>Q2rAvyta%EIPnLX;9(`0ul^B$w zJ3$N5u}c@)SRqhXK8-&E6a~!bsUA5MgdXQX#M(hek5)3G3*kHU&~uE!?=SL|(0htL zon+Ac+n2Qf7$74gYtOyj2}=0JJN#E2ffg9A!IMqAd|BxFseIUMpbO@%S?Lpu!x4ruzCmY?;brvQw(9B~pA8sj4gE&gVuAv3zwJ5WIKI399DTEqm? zejzntKVz~AA`Jjbs+J>x1K@+tAmX@UJWTRa@TQvM7S!GVntCsfhGUB)f>sG9-A%xi#k|$ZD%64GUP^NNnbcqY#hGl1%HxEFPcfJKt(j(C#o0Ub`3sD*3^ zu2*QhDMZ8DD+x<^(yJ8@j&MGKOMw58*Fld8e@3!6`)&`w+7b4ekl(0Z{c@J`#sD}b z!1$Qmz}&jOwE)_FzP@Pigq>+*hXKHh+c>RDqa%d~5FZS|AU)4mIPm&nCozp=Ro)hJE{rBB#Oj|&ajEdt>L1o)6u>I$ zpeO)srGdWU_~WcT33=1~Ar>FQe7Eo2i$#5Rg9pJ{MtZbSJqC_6x7liC@fdD5phdH< zbCF^J5Z?Cu2Aqlx(TaUpPUiHwefi%KR!m1jWP9;qd*8+rqBo^}? zI!{NeIlwm=Fkz}XSV;c#J588LN18JNO-Ny$$kAUiK)4pu%;M*n!WKgwA~C4{Lu1e& zAe3uli34w%KI-IPX*`$-Rbm1VZC!EN($E!Ts&r+`q_Uctap(@fMh7V=i4mhncf|KG zpB3+Dk^xrPQjMdBjByQg2n2s>uZRyQ6Gs;&U$q%NZ%B8_GiVp{9{CY-r=1I)sT@Ta zM>8oIlhJNP3Mg4hv^ih)!O=F0&O+d@=YKR5l z=Rt+0xg#qWbojoj!yR-&XG{XebUdIcqw?_$q6Sym5M;=$B=+w%bhYW|^0_x+ zbnzS^reKzV2A~p-#!r&#A0|C3r>iX9QVzuqtUje5T!r!U=@NtRcVhljhKe8cH`GO?4JogzLbMY`ET3y z8j#Zu#2QV9(V=04EX*50XUy^r|0sngdVF;k50igyr^qm--rc*0T>WDiQ`op8!f(u4 zLsDnfkGb0#%3py88EmI=jGT~iIe8Jq3Wj8ZeX**!NttTq6wA@b4+^nln~o;8*(kVF zaJ-|!IGx%}L|5{R$bgwCIxKyV=OaOgDvL9`7plx)dfhwkX6w<51r|fD9yP%L!;=+K zIR(ETt*g|3T*enAVEfg6i)!d#Os5vBOtcwJs-RAF!er#q2#zpnrr4_u4|xh4NYdU+ za-@CtmZDq!Mz@Twgx^4BgI~P|$AzZn&>=&5)UVGyoucd}M^*z%=+%^dG(we#b(Jl}lbzBCazE(YvwYu&KrkPRp#UDpZQB39>3S zwIh2sazEfVpcA#&99hmWYtSYR4$z5~mO`)-!#q+FwJ3ICHb(sbt+JHuolxk46obn_ zA%HDj{F$4Wtw)j%?#uCf@1CIc_-#lTsP*9MtuTab9DgD7S1Km2F$(6LN9}Y^ki2g$ zN^9^L5_PM&e8r;Vtpij}pU&N4WiLN*PTNd?gjFa)^kH?<#6!E)hr-(->gG^La zREP*9dh~CP#WSITF;@_Mcu(ECfB&&VB1$Q%nEabJ2M!xHQ}zN2lg1q$&CqF4#-XMd z=5@xyCa$1Yj~*)%iw+#<3T_O{`f>lXejYU!?gSWZQ)%l_6>%QEg#AS?2OKX+ix_n< z;oDzblvM+?bLDVQz)C$iB}GiHr1Pnw!UJ{_H$r$Ac4EvXTA_~tD*bq+lMxXfe)r)+ zozkFgy?c*=ktyFgtLU50atnHMfL3S@+yI`PH%!cN)rvm9&H8MSy`Z>0gTRwaIeOfeE)BpBf z{?{LvZPjLe23=)2xyI5+b}dVMg!uZ`H~qhV?Ej+wGJDwwxnU(Ok}@BQ#cf*J9{2V8 zIn3z4_=l54xt(O3-JXB>YMt6HA-MT!sI|S7Hq>OiM1QlQ5t(bPJ%m9eUtS_vmN#~`Yi zSm_LPfIYC(P0&iveQffQ`Rj@QP~PCXxOnzl)uIJWzU|!LgPDk^c{sQXgqa1!QgCoE zASNmdCZG>jQ4y44W)|#^P`T*q%lv%l3RzA}urfFQ-uTcP*(i()liF7>bq{ROSE74@ z0J|QVgNFV~E`3_6+=`O?R(Cko7&V2BDo0>?diw4Puqhl-`0BZ;kMu1kZz|4jH4Tl1 zI<{Fai?n=lyLh8cokWqOX+(aMIRLViAFH+_-OU8DCEjf!0=| zWZi;vI2%jxmsQKLt@)8GuiUhAg6K61)5TvgC2`Yu^) zX<0~qK-;XKQ=+2iFL=T?QvL<>(TRoU*lnXKo|gW$b=GbB@}i_Onu+~IyLRN~ai-#V z0l>kj$tbC0-lt*X0=JUTD^D@n!e@;kDS)J$qnsIx6*?XqEZ?hF63O3^u8UnL(MZ4B zDe})ukHxK*EDr$0RaJ{H4-Qnsj!bdd5(M%<1bnj0nq&ONIS4f@1x;Iu4 zgD|dsed|S&2h_(f-!JHR1bxHZ@ot0VjBQvSr-En47&CRzvcIu=+<3XLh^^$A2VANDrM&vo5FM_Ao{Z$xTppgXk zef~US|7Uo+!OF_*6>U8$m6U{~cWNpq!UL#0_N1_|fN56uz5C~%qD4w#M;ezX=2dO$ z)F*#4cW!l&HX&I>y1M6lUEVX%N{>e7g^3zK$ri zZ7-u>;h1SnEX0gkdsWArM}(tolCnSA_Crbd9NY*T2!@n8nXlfxdNu6z{2P~e z7rmu3b-I)4gXt~g8!sTaL*Rlo={q4LvH8cmx3gESYsw_X`$_1ErbdWefZM$eU?@RB zSxITA$7EdH!M|xha5z=bvv1A=hwQV%o?!_s*SmM+t5^AD9eG2+@V?kn ziGXt80PJ^Qd%}?6?Agpf-}vH>w(_f+!T5c}J-X`DS3aI5yB`K*?p$UUtgo*!pX2yp zzx4+FQBhh(OP9XnO$e@)1EmXDYsx<&Xp+myQWh&(Ms9{=jhw(IIS1)Fq7G{Q`n>rE zvPE&40y!CvSHGN`?9RzYzck;$k}^&vmbI(LGp~ zdU1N77-;omcn#&3y*=X+Z=fJPy0ssIm$xc-CrE3{UQMcLS7H@v=D8t+Pp!crjjS;uKT3>To zLQSt$nsjfW=~Nn7V#fTVT#ZrY!HaW_t2?*SGzjy#IX%XL_cT^p`!fFaBKouuP%^g# zttJds?^*S6eeFDiK7Dx=&F1yC3!p0Jw%#KUw6kZ+q$8RG6vke@rw}wnm$bgx*|a@l zh!0#GqJ_tY+B&Yfcb;+ID&=VgvTPJgq8d>e&YV4a0yH}-5_cCO`k9obPi~jV2(rp<-s0_fn|==)l23!CqXd-^@vB)P;673!;+@CT+dcp^yjYwHNFbOl++F5al|7ALJhzfpmGbe#)ZWk)NEK8f>^ zGR}>}4v6jdDvZtlvS%mIPdi08fvO*qq-BF{^fTQT(`U>O;VlErBl87pl+UH6>e6Y> zg2jIP_H8B5Ca8DBtNldd+DGp6PsDci+b;MTj-KH@-@RVHnst1nAg=godKo zo+CRFTy#0(u41XGnPwrBJm(%U-eJO*7h7M|xZY84D+cK@*bbS3_FcYD3Sbq|OWm@Q3tqfF`GB<)abPXNT8%gvZ8O@kszSsGPZ~z#G}yZ%+-ni z!U!n*fNj2NpJk=M9d=LzudM(#{xej1(=NXz)ywwWp3KLVza_e9U$V)!+=3*Qm6|0%QNlfcI|CmCWpi7W~Oi8bGA$S=d z8SxkL6mmiqZ%t8R6a)Pb%b>J{QcmZ=7p)${U_pBLaQVo}uv)gPf}jXt0I|-wS8&5y z8sdDkQe%GE!)rwDqeHSucxwPgLFCb~%_PVghA3d91P)+5wnSo3%x{N+fd8)L>fjhU zwb@!XFV!&A3Y{WDsyD#qwqL?cfr zRleAUkB|Db@2g?z4p=LH=3Up|8bCJ6{6g-U(-j@)UcJvpkj>WyGwmvfK@Y@v1RNoc z>`|$aK7If84FcuwGduX=#g7Yr)Ex#{J5FyaKreG6P~MP8M0%~hkJN<8W?nc*F)S-M z*a7w%Y6QR;=-J)VGuXRQ`fMy_=LO$cVHHXN<&ao}i&QbiP_4^O@MLZ#v!GyJO6_k+ zDXYJIS1b9|GTZxkuA0pIg@?}#rxGd%#V8J*{QQ*=(tuPmXCF$ zpRGSocC>RM8|MStm~w!8?y?I5P56rMD%NoROX%r`_<*pbxkW!ox52YCy*=hgza?jM z>pj*X1Zvo+ERCaG^giVPn-41)ApO_qwym~BfF#80b$-U@a(Z39vtL>~$^1kjWGesB z0!jRL`9p*ldi6|t_cA#u|C@#WTngfAwQu`)dmHIYwEOrx$)$sgEHhjBx)$ad+Xw#! zrl2b0H06ITrqJ@7fl-o6Zr{3v)UO#Gi`uhI)XJQfV$!Np?nzI#)fFS9tBxT&K4@mf z(g{TB6qhy>ofIyA0ekicJqs?@t2ed0x_$crbFMXiLmbS>fT72p?c3c6;+O-fm7Mj& zwx@vwPvv~bxdnc1o^)+(+USj6-ed0t(c91S%^Bck+fY->)G77YcpL~lCcRdlp{@5k zyFnUCrEE7s?xcI!4(ds()G^Y3o$k;0mhp`*4@&FRlOPax`guM0ra*E@(R2EdJ$x*J zGctZ4%^vh~uCCznV6&^qlPLJ8WPn8IcNjeW}*f<&neCX&=@ zNVA5xBDT_$&!!&Jrk2RRbbba9C0rZfmd(!KnR!up91f6GL>hA1RfR3jF@LAe%>y0V z+$7ohg1c0>StREgb8v!F&e?+6Z2nFd_mlA0$aAoZG^Tmh&@h;3wJ;>cRSN;S@0t9E z)p*F0N0lz<3bHVFi7?|=^BEkVD1({h!e5zpWn8pm50cnBw{KGbyD^uFvLrtKJ!Cqf zK`KX1NtX>9oUi}uO6_dnhy>a7MEZyYgBfFz}-9-PT zkir5l?e^PA(B@5x25PLY z)tt!syMUg6f*MA+z&6~DN>aJng5uzxHDUm8fh=>Qhx$&3Ob!TeS-;+~;Pa6gaRsMz zT@BAY!X=(zRYUw}ZD9`as8Np#3JM;SQ*41sX*JZyEHbA4+|>{h5i#;&7^5)%Rqr)c zceL;Eql4uGO7*D7$XT>yIhW`v-U5@zF2)Lef$SVp(>ju@f)WQu$Ebqp=8vbENpQkX z(njAhBjAf%2cg?Eg+G9}R>k0l-DWuB-`8hDq&Q2wck>UjbEndN>+LmzVODj(eoAAg zRbKTsjIrp`(SP{~1)1oXj^j0Ts_#{7)NPw{J#o3*QrX|Eb~GFGBzvO<9q4QCoXK?! z@TI4NuT|lD)?VFuqogF=Ss^s%$Vk@sGQ^AEF4*yyQ+y7v8x#(XT5LjkOohJsTf`Upc`>U)2wCY)w5^9cz^SU+r1!5*caZU zofI|5c+Oq9vJuwR>FG&j^rw)e3{=l(s)|x}bkcNuD}~xmZyn)wbn2yUO679c+Ff5{ z(l0Xi<#0-4gY6`aN4$G3Yc;1^R`yWWc?nGG>m)0SU9T-+lC|wCL9n>`*=NleE3Fv` zJ|lH4N`8tS?Qv3F(luSiz@0p>mZ@zs?~UHmcTBGP_xJDDz{^mchK7V3@z{y*fl-D9 z!{P1-Yzc{pPTyJ$r?IQ60YjR#*6p3qq3AI_E&pr5WN}^^ljnCMVsBx(9D=-{fF%eP zcdzJ6-9UwHuwAHf$E=$iSI|d?fULk41z1*23p{k_DySb3IcqPfdqm>h4a6{cfm{9s z+ULSXEz+-AU)=X(D<(cQ}@U*tq+4Kl9Wb9YN^|t+G73H%=1ELeSbO=de9QOq8 z@dF3m#C)9R0Z~bn=h|OBH^aLb?K}m9uw3WSp(zO9)P)*%e0ZNG0z-oGL&n19IbiGS zv}zTN8?=3*)A*G>UuEmkXqHE)shVZNOEKIQw*-qQHC5FPva;@A+K4tEScXY2G3QZu zOO95YfAvE{l1sNi+RdAcl4N`&2HSs9la_0)EQ@cQV-X^_$=mWR2K@S-e-9@5pZEur zt=AV-YD-t4%%%3De$E~EB>P|b!;?eKGHcSl;v11`yzkz(1~tKFrnF?WMNS%}8hcvV zcN&^$ea-5>8T0u6lO&zgndnM(DwKQ96*C}=p{l*9`+L?ri*A$jYO?fw$SU$YeU_Gz z!veoeRS~_HWP(Z2Ejn<0$(l<6Cr+He**pChHY_VlXQBoIVoP(aUJjfkK4ZRW>ph3$ zXm_RtR4duJL5C(Q)v+zX)yndrOAGy*vv}mza|)1C6wQOFz7ZghIAHDunI#4dp*6+5 zZcf^Ay0&Q-(~>ua>js~ovmSPV!QxfJUkihs|Cpd!UviPY1)3c6&pqniqen_|G8maU zIKhx1;Tul;v-EX&2bll1M9fS9-NVoJDl=#mCzDA4-PR@+&~9qC?)_z_HR*$i^oG-? zk9MsxLjt*Z^HrFg4grE7T~xq z+NmDd^Vfh@)BZ``_)0(nII~EtNlIrJ8@q1Uu$jpZj{QgdCp3~{bXWnH-$HMmkfJYE z1wh-34Ip3SOPN#!W!b^7u=D5R=3h9A!k(jxFOdD+SK>a~uSrK~$Bfby^hSgl^}<3L zVh9c2`LHn3))>ZRmA1^j%31u6HJ1((W#I}KDe#qs0FB|NEEg+}{2?*1u|H@iuKLj_14UZ!v3?F0sm8fD6hXPcgKhmYgdP!mn z9`^(w105*w+i)?8I2zGJPcp5z1@ptd6lDC+V!U`STleeI22?aycfUI9ZBw91+dl{+ z+`x#~XOaJoh|;<0<;1B4Ao#6GX3-{+OY19f^x#@K<+p87;0sApB<*{(Vcj(T^;Gn}6={`b6d?R-3Jv z*(DA|xWM8;FK`a8hAVWYQS@85??39fL!G7nA*b}fdr>wu5-IZora)O#BJWcx)xkLk zh3xTQ-4n55BMKZm{!EuVnFo`(r%ueTB9r`LWx0ERP}^!GoO$R+amJFMtQt9^uY6t3 zq%KD{Zqr6?hZ1Gk^5yyC!+s{>E|dOkBJSLb$T*;KYI)JQ>$`KR>p91B?KNS^Nm~rh z5FKWnXXO2-`g*O`zl(t2v&YBhoYDi2nXCT4GvCC5lgSJsmXyV&z18@5g{(taDXU~S zNkk?Spj;Fu(^Ezh%fbd(a%9i+AHYbnYbTYgy`!*P`?Q{Xv1Iquk1RDv*e7X;$;nS2 zXv->csLL;$AF{TW^_9Ug#oD+Q7nW^;ae5F}7~D;&7>eoLCi~Qxj;C#Z?OTiJdpJsY zF_)McB;ne5$&Ku6HLCj^gHM{+?SZ-Y;Qe}&X6)Nb{|GWv@(oYF#x?Db3?Ojrx9pl( zC?UleJgQGlzfQ69@Du>z1;r*+ID7W2Ky$0AB5f`K7BZOtRQOn78<8{lGzL|d{leVX z94cMwH9bk(@{e!-z%1Kjt#UOVPqyE{|CCo~rx<8H20G%|`w+u0iGqS2cBk6oqR;Bd z+r&|iP<%l?CaiYnpflB5cuYu{}uxO z-S_?H&p&Ecd#n1+hlB$ETV!+eY-(x~y_{-BLr_>r-K&tf>8^XZ-8N3gnINwVb|UNm zzJ;+u>*fDf0$}IQfb%W!t#}YJ3T++NT$)VGfvu@7`NR*_W~}U3E)1yb2&9Jw7gnbteD-gVR``IGL<`SEy@$n$OG3 z%*3S`O+h#1neRV+(#!{MiMvvlg{}a(uHx>gsP^B&zr23kt8d?NtDeRm(t4PgDGdA> z35~Sk8a;`y+th4;|FlrackQ|kU2jrNd~LytR5O)4dPBxz2m*TJm{>%<4krL+gDuD~ z=(U(XrE4NyK2o{=({?UvT9iu~N2SW8)8qe!kBu{}Ge^qAC<^#kHUEY575vXqF8#da zxlC#{N@{_xPn#e4IdLmwT1%gt%zw8(oWD%k*I_#Q3PY7YPwH9Q*woOK4LLFRr27r} zeL}40qXt+*OM}@sopJrWYA&?x=YIO_BQa`*Qd36ek*8Dq`fz8fnChJ1j}9%AMO8Y3-Se5A|H_hS_=Bt z$GgUUQ#7z2kS4GnUzFJ#Jk+9in79s1J5qQe*gQoqcImXYpLZ|1>onZIc=_VHPRDz6 zNzrdR?b;um2Q$PSRK+vBR1mB8RdsY4K#9N)5ko_~c?IM#pdPOjlmG}WK&w1JIjB#m z*`YZve||(WplHJ&xh(XqAf*w>P@An28y}UHUX6~P*?60J_6G+PEx&msMllv+$Ba4J zJveaw_aM#J1BU3jKWAt10qlU%S{aQS0)G;z z%;4u6KN^!Y(NPio?a1N74Y*#-I;sH^nmPY`c(^_A4e5APZ0yzBt3$FEq^w&;(*uYy zjSjTlYRh$`3>R(XxP9{}(ELn@cPwbGx%iM163tHD%l$E541>M@(eYEdKaXFp?(RTv z5#Dq7g3?D#PZ4d|qG{MWz6nL^Tbz496+B<=pC%u>Y1LIq6WoGW_qw`kq%Szd+7n1u^RYh5g{f4}xgCdaqqlAHOmsBm)n`{TdI1cia z8)-Lr7ZmFy)%@tUORry@mbCiUNzQ3!-)U`8OiEeWdtIv`^SAz@a2K&4rI4?Lsz9?) zlc{Hlz7|p0_wRpv|6XD+q{GCOn(`G>5ZmBH6cZD}`6)RIqZjA>-4Rq#SoiIE?ic#R zYum-C=P=8igRLZuSU6OW)#D-&Zqa<|kK0voA!B;|akXF{fU(L#^W6+RD{cSjLTYf{ ziD6G0-h7U^zV8{UIG?@P%F^FPrhV(qF285>vU5mG1#eY8M&Y)fu1P|l{qp6II0O;o z@c50C>Xf>l``qJllj_Ppr<{JLHMw#41-2zbWNcFFP0_K-T?cpgte3i}!-$vKI~0?& zfsX4=9}IVFpY?3{C`~D#eLG zNatt-6-7L+OFrZMg)-HZKe*;RNckEvC+QfdCnbjc9j9MRJ^0(#ekE5^Qtlo3+`kuT zPyb@&kuNWIo#cG~uExvOCStcpmQ{w4>3AloWE^x*uMepaO+?5k$}isOg6R=jIFcu7 ze?3O&?$#;2d+**+R5T!kq-*$`Xv!Op&Dd*wCM-wDfz}4Jw^~y)tt@PAng@u=+w+sq6>2_Z%IyxQ7RigpGe`p(E4R9y$+MPe>07NQ zH->*_RErB*3?#hDqeA->AdC{RXG3{j^jE|DbRJqN{5s&~lwS^p_LvweK5!6)KlxSIz2K^fm0cif8&}2o?_9tZB9W7M81h>wcS4a{H#^#U@qD zh5%KA%^>OKz3|~DstR=8`;GphryY9Yodh{zp?P_s77`b=v)eD!r;9-s{Cii!o{P#9o+c71Z_%Giv zB}Vb*Hr%s}6WAfq>fEDmh@R#h^31Jt;RwPc!XH5h>!T=V5AFmzka#1h4cc~4_3hQK z&Wg7nB!l|X5kl^PQu0}&@udzG=QdE=j#)U!mg5;a1D+UVyCH2z_t3IDC(%OejMYVv zW6ZJmVAaCnUHZ?XjE@f6gmpVc$OYDajL%R0JI+m#TX$?%OPre_UgC?97v9)YkckO3 zxFO=H`bbTF0(|p+Z&fuapt!9LuPvNAcN8dDXb2%3UyQH| z>;8TPioAl`(v4f6ki~sTZhQv#N^t4pV;xDBhN5#J2_m>1a=2s1o*`p{`3`iwQ5_i( zVM)K2hespRa8}kW)k2hoIG9reOI8QXU{2#v_y_YDNiR2Dx&SVRHn5%IC(ljGHi>p6 zIqyo{(W70ep4@{Ti7OyuA>zWTeI{?A&FHAkYTHRVhph^OR$V9N482Ou!U5^&?tbO{ zjSeb7k)^uaB8ostN3+Iv%QxOS{b9l)@)qMCqgVdi{sp`+BE5BhVv=pXF5yxuMMXne zl3a7zqxE0H-~Vf;hNw=6gcc8EPtD`H-RLs+oI&wKZ2fW}q zoga?-7=W*$#10E5!_AL`ig2iUz)|EHK6$@Ozk@^)6P&IFbPa#U9ifvsrZA}@WDdZ* z33|W&a9YrOK8PL5y|BNLEK^eP{&BzIUF&HcAuFG)PofrGWdNIN--YFzp zCj~`ybuqgQ+o_LC@l8rgfMcNxB7tLhm;>aDjKDXF|F^;tWvt7aeG>6#EN<*c zts1Tlms?X?yMSyqt%!16D*?JH)c+qP{>T5+>^1t>UqhYc9}g~?HQ{g^O-0hZ_{ zfrx%xUG3#)MSVYLig>`E`fd6&hwitsvNB+tbju8D!!waer z!ElFqcw>npgYiaTVXrvepEKzP?5x)5`m&@$6#iwA%4K6 zhRjQ$e}8Y36?Eg#ubBqZ>}JHHzam{LCkcWFXOB+-YzF*B)axKdrS!lF^^};d1M$1T z&23)$6UUDWjip=W9TX~JjM+H4SJ|sP?Be*vlhU-u>*;-`Y}BEAVwxRdbI9SfkNf|4 zzm3E!gW+}ZyI*0@27qmzb{X<-`fjmb;@f2QnO(K%kYUN!xxNxSHae9&?AoJ8eewE- z?G#_v7y8M_{C0E3%MIW=?$c)3X$B zkxa{V?P|LE1iDRGMYKL7v4xw}KpYYVvSP2vBeYp@(qpRZ9Dag=vFI2M$d4gv6>lN6 zL_t`3!V{4SIWH|iH>k;pN%adezuJh}VRJSUK91KVAEM{RX0;EC$h46}+bQD^Yq0Qw zXo9n_V`>E{_hpG4hJ650J1>agjaj>j8qN<9F8LywD|ay+Ifq4%ulD^ErJ{;D#vVB@ z?fP>l)fTXkmn8(4aJCOd-;drH&;lvM-yaPu%fg7^YZ1jMUSgTwcLy zP>|A?@%?7&)d!N_OYDfdWK;&S%k(@`7`M&s()d>l7wl03}KJ7$=ik=3(E}i>Co;rq`#X>A_#c5>e`OL!Dkd3uL z#gz0)Oy058$kt872cVAX;oRGNwgYP6P-hPllYImVNg2CvZr9#?@F7L91R~|;brqJC zyBp3wSz!AFF}}x{NA^|yUb6MGHz_-c4e&hGT4&W$lXnlqU92setauB(?T@B{4DIRw z-gTl-TrM)ly0=6+Jz4Zbyen1nUE}7qch4T}2+^I*P!Ppi2o*w#qwHKL5mGyB&>TvS z?U)xxnCK*)@Aa5$AgF$PRXs(x>cP>X9zyEtSv_d*V4?fSc48^KF%i2xUIqA{mY{za zfSvT}-d$D^w#(k;_nS1j2#qtdm3#FPYGO1)VtzSU+$pcODf{;AtEpLaP-|>3220;= zbWk7C7KUa){G#h(6(Vr~hWX49TUnBpROfp*^=)$b9xz)pN*3nk^o=li!=3&m;Q>Wb z+Wa{wBm2bI2FmM>?bFwI+|SAq^1sx!m>xI7Z!kRa z3qL75fzd#?_E}GuWLk@@|q;lnivvkRVB?z{LP8}glb)1x09 zu0~o-OUvW?nKdpyvD?HV%;U5^lZG|;Nn%8#t+;BgTVwW^lVIlK-`74AiVHtT;En7$ z{NI@!-T`;g~yLZpxHLdGEhcDk-+r~YzynnsfPi`S3;abFY}bfvf2QaqB=^LKXa-Si8)NU7tJ>cZQE zV-!^NwI@nfCUPXdc>0tlKtaso_iS|rt=A7mTT&J!C@6?EKq0O!&7`cYKA)7ucS1PK zp}%%J-e+0ATZMTg$>MHfm=KA?+Sys=n!s7UG(TL}>7tULsb9b`LC+~$dUfD~iHV7- z+r`C=>o~TY5LWekmK+hmLVoqVE^b(^(KKQ1v#rY}M;q*dUTH2JrQ#v}+trwyL*d#I(134ZabYx&) zFe$dTR8Y8?{qk)n|9;l@UMp6Od?_+@>HgVXxG*!CS!W?T|9zKf@6l`ew{PEmC}OH` z_^?-Dq2p+0S0XP9#p#C%af5C7spE{6o?$vL$GJ$tstpNW4hJ!@mp)q$nOg^$s4U6auylGbxUK2n;pmX_A>eUOi5#zrnJ|@M- z=h<|Xt3Es+B_(yxapc7D<8w<3qfJB0kEJFiCQiGJSA~RZCCg(jcI?=ZZ}9W(j)T*q zUCS7GdbR^6XtM1G>$mJxdnD`bQupLod%>mq4B{*sCI&uMI1D%6SC=ia?Rnu_k^Jk| zuepf<#bd|TlMV8%re1AP-@0v^$urxYAFa9R2KkZut#ytX75Ua#hvlV3++C*Vi*ok`Z${IayZMEM zHh#CyUe-<=5|fjdZc1I&x0mjCb!$teNm+^(Uy0-BWh~VW$F3dH_B>o%UwdrmD@|`R zv6IsL^Ss<%c(1q0H%Qh}dn9@Ckp1>KEWBvv{s$o;A^2+JQm66v5?xy<@(Kzc9!g}! z$A25^d3o#Btt7R_ZG|?`H*OqNR(^}gQr&pE)ai<{vVVAZ%kvxS0y*WD@ElPXR4k#Y zs;XS`_rc|_PNg;(7F@hyXXk(GmWap7)?x>1BO{~X=5z_0PNU&HKJUT=Z~Ob(+1r1~ zvuwa(!TQ8EdGx&vRhL`L!zP(3Ib*J0?l#x`{KozJ_wjF0!NI?(m`~?f)Nx5k6}@dD zrLi@rnC|m*dGr3gjQhMjc15()*IR3oiTUm*wCM`v*WJ8%^U~s|XSC#%uPvuNcgVWU z`p_{qr|Fyi*puEIl(XTKnVDIa=W<#0(W4@{d~x%&A60FqhMdC?Sx%R^1#ipUG9*+ zaNz>kn-Uu#=jnkVeEaq-10tWVSv1Gy>U$ z_mK%L!&5GclY7@ z3g?z4H5XT8Pi3CYY~eh3O+ZRYKdB)!ER1!-TC#U~`p+`gnfitXcXxLmM#OFG6=HQ^ zJ#`@5_GZ_wy0KR^vay@9;C=GjrynM+HW-!7KkCEgq4*)Znv}UbC~$Rh^7i%BJ$-5w z>AKe{uclAKQ}zB|_)>lLszMANKTPRv{ zFl0MMy%}X(r`-k~JJvd%W)?QtN?E;jZDd1H(CqB2 zmgN;kM`mKib?yu%j7Lb7eL-}X9q&biU$u6_z5~s9I67 zF!QtBvAgoGnNC-A!SlIWSjbnPKAoAviLU&-;6Gy5Ur~)y35$ zYHY8@whajnPtr-P3FNeCwNhH>m9Fbw8~6N6E9F|Z!9S) z(&j8MF1bdbx$*qWJij^OK|n>M-16^f7#wAvQu4HYi)U!+qZ8wt-jNWY=r=Y{A<%$inQ_`w@yo*bScZeYHOQ? zb&E82XU5%a;b);sS-I!(QqzRbyi`=9eVt(Oag< zm6>!UsYkDKu=t$W7H|CZ>eZ{M752l;g2cYw*I^)c;J`J+2jv80-(PWovb6N{Q`6HK zQv!GI-lh1la+24_Sney+do($z(XenzesM_7w)?P$hX+!4;pGkkGydkG)ZHP>~=h{r7=Mx@!tz}@> z>zkOv_a*d+X&=HYQT$%|ZX6gGI9+T%_IYd%Q|2uqQ+1L*wg@34^b5wVb(gyrNsKWCjqo-xQZS4C{q)YQ~TH_#r|R|w=t z*GvW?+kL5UZOko^GQBV3y)|@nbiVX#%}f&Y+3PP98n zcOX=8IEa%1*Mk@|cc*5SZ>F4x*cV%U@FNqg&tzXa5hc9Z6=vt=j(_CU%dXdZ)hlRhGXWi5Tkl6gMxxoq8j(ka z8^=0JwM}j z>(I=lp$yb}T#x z>Bp(5!$71dGY_P$nq#DaIHTRCTfMxzx~VVZ*YdgkhyA6k(puV_M9Q1!`dsWVTv}Ep zY+Njk+X21EHmzY`+1LHG>b6bkxPp7vArk+w$`yyF<3oF}<&i=>G@==HNUvVEj_sgC z2-20?Oot=Z;BZT3v|3V$)A%`HdJMxhHa7mn5m#VXpduYDty)}ttowOl%?AKaEPJG$ zC}7{06?by7v*#uo)C(`QZ)0V(vbJ_z`aOpjkJKq>^lYDiK-!8f1}{FWixFf)>BmAm zJWs3lUTG}y@S$Y8FHB9H4mc}90 zf+0scyZMolQ4_cEV~&n9rKN|;OqPdIGnZz21MA}qt+jnqhT@3Cu*7EFlFDzsEoeU!>pf{Bk(8dwH z=b+wR=0iu=z{)jtAPy5RuOHdh|D~BY@sO{h+UnPk-gnH%%7zK8puhNht%@#5yeKbA zTqRuNV87w;OSjuK_XPS4D-HhtFdF}r?>GP9jGc4+`t^JF7y}ecpI?7?R)iR8(rX`wwd@FQ#z0aY9_5UbWUT^3 zl$;#VUAuY_f{=GWWyQ>E_g#~98ao4)o|$QL_4U?B?SFipX)QYfFqZI#j~@Zr7o(Sd z4^&njPSE7_#=S^+F8v1Btj{r1QE8!}UXnE!AGz=`s%g-k)`y5{<6~p{3ffy+*Q_O8 z23ZHFZ~MfOwy*p3n>U*%k_QhyOk~?H?KV4B9l(|lt(&HI_9Ewji=UqyyY0;g<|+O7 za#M=-<;$1xyfRn&Pk4AN-6J23*Y#mMe*8E#oI(0Dlnek?j0#fV#LSF@%NK%PxO;cGARTRSfIa zts~1HIdbIk<%~h|Cr!>SF0zZ04dA1=ZA34JD_4Tr!1vZSTpk=8Ow~!}6B4@IkQe}( zYG#(e_~gkGE>Y26uY-0`XcQG|)E-Os_4n_AsKCvw`arZVA>1UzF5_Le@MvqUB2CZF zpT?S+!4DpQ;fz3gNY~4L@!`XVN9Sni=(^lzIvN|b$ll@M;g261o12?se1di;C-T&Z^XJc7S*0K)0xSF+9_IIc26+gH z30%4vw+wBl_qw0w(nK_N$+c_OAYL%6UmsMkvu=0_05l515=^KXzeD7?HlKb)zkpn!q(nCcV@nM5^pyhp|+!f+&8_cT~=LGrp*+yYeQO8*d94a{ig$;>`#^ zR##U?@q+;HusKF2b=^jeFHWl>TYm{9MWS&$od+zH3v5x!jtclIT+1$%pY1IFM3+R#

z3=d!BB4w?dda$<1YWTPPTJi0vi+jHf4oYFQL7C|9?@vrj1UeBC5jmOEQ1$B7c{8(g zqaw{%jR+|%Aez*?_@pE{GQv{f*_Stm7Pa}bj~%Om{)|0wC!opmpcc?dNS^tkDotOxeqMwSpFsX$TNqYHDkKMEJYCLC;zuZs^w0fFpsvzBPb$T~56L zlarH>n;so<7UkwPLqteONXRVx<^NzH_`tO_UN!pemnX%dl@qKYx2!mvTP04Tcdx#F zjW})}cU;#T{BZX+vv8!RU*2hRruz515Q;PNS&{?o*_0p{Ax=&JDSBrq0L{!DnJO%x@zNTNtY+L`^rYnQMvgn_i`@XMg? zRDL};!cxEXiS`JO^Rw>mGYOi`5C*?}J1@3zZZIiYSw%(F5L1$qo2$(iT2bMdUZpgw z3W)}p#JVk`W!Q7JXC2vlJUa*ZqrQ53J^hZ2_1)OTsx&=)ecav<(ym*YLaVNeQ{?oB zi3j+l_#tpB&ht}Yrk(^sQ}F%!r(J*MX4|k9f(CBO)N^p+ z8VKE7(%9G-4ISMUN}6%WG=!hTz?}g6moHxY0Zl5ET~kXd54^m02Z1>{a?EZso_poD zDN#McT|)$_ga@h$K8#TFPpGQyzgvWz4v6jQx`0e-dI@S16UA+^P7zyBtaJSnJltF# zvnf}@pXVXVn43W**3B>qGQbD(&EH23{RNfOZ4(=tp`M<_MP5O{juOXA#wSO883YaT z7>OY#(U8408ZS&#_46J$a6nX4b6!6|Q|jPBT^*fmTem8WHgRj`59r8zHvg3 z<7iHV%?j&;U|BW8`^X32cZJq1YBT^(CK?*H%S-Ni_wGG?y6Zxev-$JuYwArk0uIT@ zpx%Rpr{lNvCQ zAK$!523Yc(Z-|a^9g*s7j;-GbDV1U4#*ZIALM^RuUnsz4M3(>6GLA@hZl8_= z*O^POu{{K{V`gTCGF$>(695I0-()bi%CCuuEt@xg>F6LdnyE$$abTylH)6B0_8mM} zl9iQ(p#{jiy-hG>d_`e^{6ci;2A$rTy08qAh22ES$3pw{`KIOhvbBXy8{V8NUy~Nf zl+kT*nImVz>YPdm|7KsCt>Y}gRTBQSh0VTm+XBh@wS`{!IWJ`Xki*K}oBu_b)=Gu> z%%be_@2e`|)RpfQYP#lMv6f3b-0P@+W7pu!E@%HAKB)So!IfV9Bd(mBD&byB3}Pji{aB>nVbLN1^Cygu%8qLIfEDq zWa0Xfq2&CVU}OhSEb$*%)KSvo&rhIxYJBo!9rlxY)FEe-FM@+NgQY-GcSH>haCXIt z6(DxiQGlNUJUle(*VkEyZxdjleqKDgpTpLu%*6pHaBgmnLX)70>e?^@@SQt%5FP=Z zeSLi1M~J-qOcc+cj+d90|7}+|q!Z~-iO^K;GDUC-V8Z3OkDd%0HfZsMQv8ro0Wy|< zy%R<#&$ADpUas;NK5}LHhyG)=Bn_TU=Ybs?H*Pd70cJTvykgc^|B+_iE9Npt+S%E8 zGh+KE4k`o?zD73bLS^%h{Oo-TWltS5~_Q=B8+R$_bNa|^iIWxdrL_|a~Hg@*kFX)6nx3{yM z4)F8a$Fc#1yYwX!B;T3ocANJ0c7me!SZlt0_YPSj5G)B}{_B?=q8Tdq15vIBg4dc3 zMoT*keTqE_p*kj}67adBLuTjBo#Nt+9UW!kYsHfcot&OAp2Gz*GBOg^p{Qh!VpW;T zlmP^^?CfXHB>DLGfav-8RWe%&t(x98HRXfx$0-I*PfohM&Zoj1>J0RBcklG(0l#_w zet*Y_JZW|Hk4e!U(jp?+5d3kkpgfujThtGc7qeiMn4NV3Cxl{%tjWA}Ydj!ZVq$eo z4FO%Ncfa`ltMA{FYDfrp%1CF~LSynNlnk?Sb5rZ3#Kf+?kKB*o58Q~Np7djgdF4x?3| zn3x#EafLW2Hdx%xs4k2q3-P~~Xq@>D+u4PM_O`aL&`_+yAE;b@@2aTS>a2xw170W~ zmxA77Q>|FFR%?)vot;n_qGVi^OPpxPD2F3&1H54;i2!KwEjs>eV`5~?Lh(aUQIRZf zV9BbOGE?FI9%oidY8h64Bzcy#Pkh$P{F>P56DLl92LtJa z3mTdWC}g(m<>t=6)ZYC2%A||?jt?j?#LJ4sDko_2Z0(dBGURD6+SmNHxRqrb5;JIKYs>G(wVdW`SoiKwCdjT;s7Vm zL6idv_OE3}yuvp@W9H?xMES7V6lDnm9i9H+;o;uiiF@D7cg%hY?FtlQ4n-9Q2M3TbeSLkX7>E`G=SDT;K4|rXZ_3lBO3KRfh=X$YD{xJe z<~<$bipYZY&!6wGNvP4B{p}RXSe0(rGBI0SoAjC9~L#XJMABy$UbryPjIXjCTQmb`S zJv~M~XPbs@^P$w?xiK`L7+TK94xxZC^n+qWrcX^0mX4(2@%1I1ghW?gs3DFjGkDL{`&RFCdV zQs*30hzG$}IruQ*7fTJ65!^%7AK zuS=g|j)1-|!$UI;Kgkk|Jt)PbOgU$xc7x3*EFi!xZlQsJ@nzTn0WDz=Mc?g!vnd`) zgs&tuaM%7YOuJ=fxzy8;B9;wn8>$gAH?T|Y1Nuaz7G?IYa_=NiiPCiMt>*(pNZ6E8 zv3o!3hMSmmS6A2Mfg1<-Eq|=A{yD9LvT`nvGV;sb-Me>lb05F0i~)S{@+C_B=a-gA z5H)q9MN@=ESCF>T($H93&qelW`R6BV{9T2TTt7feHmbPWo-|;lEva&X1 zQ#z<-J$n2&AUc54e)J`HAV;H~HOn|7^2Ig^BrE0d=g?uj89yGHIFY_i`Jw$kG5il) zQv!T^Ij_C)uZg7uFZo3V?;^usK#+XQXc@|ED0^YCb(T2VfaIfIBt9Weq;s#DzXVn> zkiC@?f=7Ps>p1l5$V`foL@4T$+O5aMckMcA;HdF9ugolTy;E^((Ej!;<#s2ycxx?oa_)jy zGd#@3!BLJNg7r&7j;B|p+AHsg5B~?=&wJ_V+2UoNyu@C3jI^b(NodHIyUL9d79ZM_ zJAX>{oF7c$J7|HqFuQOeRf`XaThVFbayTXSUb8iLC(oWe3coL?DyGM`+y3vRfH%+n zNC6wWYRaFlgCxuN0(VVwrRT+(hH6-5FzB+s4<84M^k#&IscHEM^(F(;k&Slm-CHr; zW{m=Mi&cL0B~ip;H@Dx&y7X&rKyHS+AiHAnjTAR`!dpq8fz1@G7`#~4wPOAdBIAF= z6(eCGjLbzk>FU z-5zi(1LRa#_+w|M?4d(OR+D36EC;WpF@A;X0CuB@aWzKN`5eA>(xkT)a8`rPL517hLHJ<7peLGjp zW>dN_Qj(mU3^rMBAr34Fc#AqZaKdjw4Idh^`Z0&nWGAF->@`mJ$vOb5p`M$kptC^6bqVRPXEfkLF0sOlmq?IfVD!d>=O6iJ|~KE^u7v_YH`Vc7s2Yt>a= zR#CAm_VJKufef{no|L)!AzrMOfpJUbi;6hZ;N`|Wi%=w4@uhl)JkQ7BGun?OK@CD_$+`vxZH; zc*UoPzaM+I&82@2$hs(15-zv5LvwlD# zO))|58{BL)6H!}8cR;UrB`JVc@Wk2)!87U9qCdv=U)^s{ET8{%E5Z8?pkaUukb#qh zFL!Zq;df6MgUvP71AJSqo}ex~8cBifvYAf0jT^hN&K{i#2ge~S8{k23>k;z#;2$P_ zm}lU2SKqU^gwuEO;PcH(BeZXVF?h1AcTm%A8R8r#W?S0~rWL#|H~uAiETox2?VX4?H*Y7x>EHvkc)q zW#TfJz_%!Tx?I4F2f6@Az=H=55RGL~4u{_zp7?lK{3Q}5qHQ82_LGG;{8z}Ah=>hV z`K$reEVklGGX0-nSOi5*Prn4eD%?XT0;5o2h`jUnKVrSM^Kbl(gj*$y zW%S3`_&6T+0|pzt7)Y^veax5wieJx5--oi~W9d4&6-)_BQxS14UwdJqgV7&!wYsW` zkil5o8uEE>6Qk-@?b>`g#LdjY3^UKPJuB z@g0uO_u{JeP=|%VWD2;C5MbD}iQ;Q(A=kcrpI*M)1(9D$${Eu_p>cF{B+H*W_Z9j% zCJXvMxEKZiV@Rl5P^c(= z055H|tB{?27?C#7HgR-H_dga*p=G7jtHx@8vXS@h9RTjoe1|JDpwR%@3}m*M!3Gr5 z@ggj>e4#1NhedpKQVAEH4NA(rso*318~b{DPemJQsWr_hkt_~CP1G4MeXsu15QfF* zEs%JrHQ)EAV>iSoV0=*82^Y}k@^)&x(+dnq@xvnU{nCBGXmqC~rfy1B(-dWy$r{iv zB;U)p^Y!c3*Du9TX!h`!J zd~$HgWkNA^Kv~YCXYH9a@Tx|33xI@ANo|@CB=LU|pAht7-DIm5telW?w3_UGf7{=M z(Oc-GnTS#7J*DN%h`&O?)2%l^0<1vT=$S2eAmjmHQaHTJf4$|W*Hcd?1Oz?3@6alm z4Q;fK=Wts7Bur|gZjt9)JaqR(?-E<@%s!=!+R0OlHa0foS1<^?m%E+!mjzJ)ZF0=f zNY;YP3fUK`TZGt!yNq1Y(#2bNV^spf|)hSlt0d(GHytlJnS zdKWHBxl&K?2+ibDm@(|^avmhj{^vSp(@W0odeCdK{FN)?M@K}GF?_)V!zlP%3!O&f zNsLva2Dz*~tJ&XQS57b}b;=I8f@TicL%kUDe=bi#HmVMXNXW*Iqz zkNI8{#tJXCa(Sbt$s4G#aTe7?u+hj)lBR({vE!%-Ssn!307WIQsm2r(G%0@A8Q$Kj zlaFP#jDF7Ug$2P}HicSf9Me0y@oxW%XPh;FRu};grpd`>R#j@3&o@Y|P$a%UtWbzM z$rlQ|j7|nr-cLs-@ks%NSU3VCxTqHEH1kUL5_*`7(yLP zB*r>A*I@ZZ-xM5G1V-;s7HJTEyr?$xLnr!mNPlZfOo5Z#q#1Pvh~zQ zx#hHmK`0aGH6R?QFs?qxRi!3`?kjQ7wZk%2STvW}bVuXUJaTob$)=Kex8*9kTtgi^(W@ z3pGUT^wuyeCOvQ-Et^5fiKD(};-eh0rcI6uaVe75&hDoOO%I9s`)shLrOfSfD_5>W z^oOM|y`L&$k*tqZo@73HbAvuGPC}}MJ!p4+&Yy2j3!M^>pnef4P*BHK{0W>LD60VT zq@@XbhblTctmT@Pwd zTpfYM*d#`d%&emh9Eag*_J9O*=Als!%09e4fR=T2*)cKQ=;<^_*NLlRS;YV)2#O5K zfOKSbc6Pwb|5S}x-5`PzOiP;nDJ`vUkVa0PjBOY!hpqzQJwrcNAwhF{2_Oqn2M5t$ z()0a0q5T8bK?1~!_f%r(WW9>EvZ}iJ>3l0~fOUjSTnW}J&R^xMaowyxzZAiD*xB4% z07n!6Gmx;Qr6pt=gjcK#kAMf%?a`fmtg=oI0yaYHK{U<5Xwp0Vz@Ax@@d-wfJen#(n{g8C0o};Z^DVy=Y9}>ZYR!Sp?@YLGE_`sC?V&Ez8rl_# z#;>3kR#j=+cz(ULS9Z30)!+bZp5#}s0jY8_Jkd#29en{q+pW8Iw^0O4N_~iV9CgX;iKBr_qW{i$U%XWIQQ9E z0hM*n*D9T?6v~d(Gqt%ztFR>?TmDA2wLtc(SDW1%zh%$Jn{M7;=cmBAf7_EyY^>)l z{-t-4mrLp7;IT8UGl5r)7e;I>O9Y+?dC2K5>7m3^wi zpD0p|6tDYLTm*Os1v;c?7wPHhNqw6>J7*MA-ifeuI~=_pC*bdTA}t_5L8J*o`sZAL zfT8?6HllfHVRGzmkxU zxWu}N0#el9*Jr7}oy3;_qnv1Ts{7q%F)@du?~-CRf4Z=}arWDW!@9q>@X=l3*wPLu zk=Vj0b}TI|0d&j&x&QiQ)%Y}MzHXQ;9GIywwq#xCp&C4^zfx%4W7v=ZdUr$DVb;@oC`ZSxM9lp@soRUi3 zt)ru3uvTN!3T9pz8Fv_8VTXkVI5shnYFtu~o}MmlfvHr1T=4N@izup`09SdLMtU)_ zdskJa#=d4-pRYAk@QDu)eBS<*3mtV#R>$nc-93e^oN(J7xMXnt{5Qf8XjHU$+qMF* zNRS}ZPwB|PDT%`+v`4Nj=5XX<8lUWj&2%x+QGp3%{L zPLAXx#UFcOkLjB=W09uYS8q^izr=dd+^(n;V~6L~L+2UQiB>QBm_h?n0$F};q(*1c zrSeDBO=xk`Bg}pYK^;z$--GO#s33|oq-0yFg{fkuz?phn;ueY=ov&W)mXSIKSFgUI{(usfaOMGRKCW&q(9HGZC^^rJlS_bUnUn>pddR|yhc-hrz#`D8i00b6 z_rmhhBE=737zzgs*{Ug}Df6@(`4tS>ARRGn54hyymf=t}d#BNuqWunLEt+h*zPB+k zJEzh|8|v$!UBE~;B3hA5j0nOe6NL(^y`L5nS}B~3{C%?2tfo=3|Qp%H)2hrh%bvF;?78NZx!`s^0T%4Rx(k`w&xbI;^#0lun z7%6nlmV*17IB~~FC=(7~1TB z{}21B%pgR}w^(2&3ZM=gtUMq}@?bQCOv$DUdpzf65L)*r9$^sRD2z;>@M*Ja0K4-ua_e{$r$L z(!IP$gDco!-PlGkLUHQlMmc*&$HJ_vr`oB_u0WuWNi84!!k=%>=YX0i%grw=ylb4D zo!vUphvEj&Bhr|BABz)}8f-392+QHSfq6>vC@pMDV99V+KoL5z=iTeqJVtx>?X#`) zS^rE+xtzJ4t=gm_3Al_XcrvL!)FK z==mUMwJ*l}9F)j$iNq6o2uDDpI*~zpZ0aGvTH9yabjd(HJ(iQe~cc8I|J zH;wAYRa6?Dia~sNAqclGYCgGR8Ws)D)I_Z1Sb^XG1ge_sZEc^SMYFXUcdf_w8#H`> zXC}@$K$B;6dkDHd+|U5Zy)h{4)RXI3e~KlCFQ7Do>R33OCBQ|1i;)i>x}t6c*p6Nf zl$SvMi@y6hA~MdX7VSO?M$vx#R+8bL_VY(M%SXkl=(n1i2mx z1P3Q4Dtb#;pEuFv`J;6LK^SA^a}@OdGfu9^&!2+dsU4~|Ff80ImW{2LXpjSF zbc+K_!)X1pt3pmf!m&0&1O-os2E4x(!#@3acv>GW35h~9ArQXq=ClWKai%CJqZJ5n zmV=%BQAo(QfdS@i+xmxw3~pW#`T#2p)UVy%S?CO(nE_xa(@fsLz|fg*t!rY^iPa`} z|4o?iX_Ie7ZR)rDe{Bxtp|0g!Pu?@JQ~ZdJ?%9*VY5dGK*4_eDRMx%d5mWYsVtdl4 z0v~_iZUW8xGA}sf6*ExtLfZpDW2-B!W z6wb$rs^7A!`8xEf5pZbAa0O!p_Te0=Q*~IS(>1D-W zds6&>DBtmJAaRj?mHicB^WC#)VpL zIEe3k5UfR?9U4g~e$YmbC2I{eUR;lJJa(0Rh8wxs6-^oMp;~(5AgDDdR;+yIl)rob ziOh#DfF+*nV2{OqfEc4oeuWuCbwiDwu)4Rb1Zhiu{aDe55sQ8k1>QO|ttO1s!FF9b zUd_fmLmacPP0(Pg5H^1CJ2 zAjR7kjg})+2=5$ptWsOeqeMkNoCSAFisHle7HgMORilqG&Hny ztwYgd5eN5dqJ*@#bHWNxe_PX6i6#gmI&1My55y8R6gU9?Me4OzJdW^hRqY7YWJ}qX zcQRIl$X5i#b^6)1A3OYOv5;`e-qA2=d5RyOc1noNXy0{J1!_XSnba2j3yxW)7M1me zcFMkRC*<3te?8|h`MnN&4(Ib!-{F1K!AOAu5@HjWA|W(o7!O6#TFWEh-rreIvT2d7 zN~XE7z1^_buNw{p5Phbt)#yUMEr3IabkK#!_~e;y?AGL3k#K2NLN>q6mCHt<8N9XE z%%VsVJ_m$8W(vv)#jk16NQ&J`p@CNNV&f}!rhmVRAX7>ihj>I}ByOs*gtX>GM>}$I&$0_}dc9=diG@NoddEVoQsOOT~;B`M(AATTfyp{$5T=%06=-c2)^f|y-`6ZLZTp-^2{l3`@mNm zPGaaHf}jVum&}Rdy4pZCeTZ;GoF0%NSiyc#lsI~h^wbss8;5I^ zMwW8mJFV-?d12K$hBV#GC;(14P+$t&zICfTNF!Dm+CQIMJPS+I z4jC7s-3#9Bi|9)NH$-?sVP&T`;wdcGsrC8U1Z={#v2N z0932Nvz1xMh*0uPN}WW|^8@Eb$fZZO8xT`)_QHAG1q2Z|L|DblPXP1c90ZgVkP3Na z)|lgpm)i2`Ed5L({grJGdHg1JJLPd_%VhkTFTU$D={+iwA%U>Zi(tN2Y`F0LmyWQ*;<#b;nWxDiw_dwP4XetW%Xk@AO8 zW#e{%IIa@f2{*;e zH;-emP=diq08BykmIxMD6F5aJPP9<}CYBn#ipo1!3~fGV#e!hr1wM>HWkbmu>id4| z-_6(S>>l05ljHz*0s3J()ZiVtfD;7;mp{ck$Cib$c^a%|xUo%TPlJQ0wgUpAVfMLW z_;K{;(WZCU@}6H`ttWe<+7Qa84eBW5jjmV_R7ZRJMzM3ml#%Q=GcxYG_<0|hpl$XY zW~-_xnf#JMM$dM7e|mOv0Kr`IS{#bzXiam6_Z~%iBO!HF)edAk*^WQ_V(anD)ivn- z@n*z<6E|IAhjc;^9?&*L^=%Ig4D9uuMU{JM@DB@#QF7sy#3@~T-b7=MORT-VB2*Z3 zL&osoV30yaBGJs-|6wy4yURASBhV9-J%OngXrCv`1I{KTN)r6bIzw;jut@7w5N#iim8Y5M7uQ z8ZbymT~Av=f_K(CuzNi}CNIwpF${|fA_Y+3C9HXLGtkLJ%wt(0)0Lv|14RY;Dgo|L zW_gj0V=u-4tqCIoz`e@)iYGu(IA)JmTwGjKR1`%dlo+e35&%T7P%xvcp&QvH$8c5% zQ>z+k-r^jF+WLx`Nk{ILez+#|MUaYcXjh%n#ZRc4V_p;kSj~P^*r9q3 z;+*DkIj^Y58BO?;x8*=sAO)dJ>hn=_|Ni`(oO+%{p5)10$?tb6nM@Szz5gafD_Qef z?43Is5;T*`uik$@>QhniT*0-?jDj8vVb}Bmh;YK7%vM=ro z3CCKTC;T0bN{KfSBrK-e(eRh7?&!6I=9gdSMZk$AmpY2~@7=4ItOWxFH0Wxez3-o5 zQ6x`^g!(y!v+@u{<2j?{JPD5gOqD=yPlo{40#K)fAr*O4crGBM1VTS>X9l7H>hxGS z$_W6YVpwo!xJ2%Py!Gz=d+p3+P%T{5aw4#Jb71`RjhOQzOruy=qoosfqobp%NAF^? zfhFJLf)IHi`r}V@tGME_>yQ09|4ds#oMP`-3hC+IF+@W@F*2HM>O|{*4 zSzrGP4ic2YPlak>=^_`ROs|z$fb{g^$3?O{oWGNU44=B7G~rxH)&mzM5#Dh|1KAr~ z1t|xFHa91yQCKyEV}7Flp^dVf4wx@e5w>1^Ll8H}<53rvc{o$P+0DIk=j_Ww-zQRD zG>#@j98XA%gP7+!`Ca6~2X?YN+#!gAZ<~J&9|*2GJHoUV2fo_(WvJ|79?La)^o$DRy8_998IwmT^6R zGY0Xb;9)3QvLVg)NE4DM1X$YB&)1Zm073y4+)9}oZc*QJKlv@vK|<;ZxMsC|(8L2+ zBXR%LmoG-zLf*45ilRy~0XoTCe)kPa>*vpnU~IO|aC)L9B1Go1$efF z%1AEg773cv>IM6@Vz=rnEn?(?8imP6(qu+k@(~|jUlm~-+X*p#XZX8>GNNxBC2>t8 zY6zJX-yF~K9P8|1$1w~Lk|2y>;(#0hF2E&Jd!3JmdhE{MzPjJ!3Qz^FySDZhZjajR z7xs~AYah9uaCOi6w#}DYmlF%;i~xpn{l`mH*7Ea|+Q!C4aH-yV=!;6ZJ875%&IHv0 zPS&JJnRXzL&0Dq*C+JyP@_K*9$rI?;0C7!APd`2K(5V$W95!JyQGG;JT256Z;&snN z4hNW`*#$>JW3h4_U!3L zs7934z9ex!C@5BgCw|zU|2|>?T5M^_&~2ZLU(AIvx{>WbExNPN(+VjY2Qv)dyik;B zw6q!t3mNc2a`{;Dt6j;9JNM1_qZQa;u%4SN50pm7X?B-MF=_C8Wl>FD3zN#_H+ptc zuYwH^ROftKiF33nt#?aE=+eYqNl5TVpo69fbwG=_LkplIxPGqM+2QUJlCDC20DgJ+ z;DKtyz9TeOkmb<-L-a(`^!)g7=<*jyPR{7?adW;XN~~Uyo!P~UY2e0_=1o)I>y9oe zGBbw*DD1ba{|4{%9UKygb6AkEwG{b>m8|4wYRkADBVtKNwA9zM?N|SBp^Abni@?VbG5TE`KUA4Cl@hz%pb`2eu?nA8u zcb-4g+Dqu3_$m<59qjBVZEh1Xiog?(juL%V7-HZrpljW+1*h#;!$eCVxEe^g5X82& zZxvd=2(U5bGk%3~(JVPRf9HG zzlU}^C6@g1XX9BlxXTm=<7g%~N`~COkL0A~;C~<8;>0;IQ^O1M^R#4aiAfZ=VE3VC z6@Lne2K`v@SRlDs`;^@Xm!E&?4*xxrDBQEP5wCF$Xy~v z+{U{9;^{v(xOrdAKQ@tI_P3#1+`4SoMCQaMx@A)MbQ0q3v!f7dczFlG3qv(S(bn`e zN`&PRq%20r?{ctQ;mngo4OEOKpL|mf!`Uuqz@A1JMdOt>Bf#q>3Mv97(rsz_VyHkT ze{zC31JDBf{wkdKnUUTwSpRzKQdvfys(!3?{_a2GP}`X| zO`Iwj2lVXT)e>=Nb6G~Wq)usNWhGkAWkG3?e+sg)uu1i>VX?WXvySb!>!-Xs`fdV_ z;`|{B&AN5#EKd(};ef6w=nzm9o`SJx1&4;3;Zz)tvv;LHAL*6zw zUjy^N>AxkO%N{6cAgb`^9gI1TvJ03L#SdiYsV6hGv|7|5oONW^E_fXNc`P%KE`+NL zzP#LAq}WgnCn0Y*Xpq5CWnh|G%NLPX)dAk4y!h1ki-Z)R#JkPqFj9)m3Y9|5cRR4I z?vJ{OBk;gCii|R{(;w4bO*T3>Ee{Qji^Zyu;Zg71A5^gr(LmUNv? zn>58#;6{;b_-0kLXa?i1p~!aN^lqHXE2x*XQ&LhAhl29GdHtGZ!v=WB&f@qZI0)xW zhFSUED-B80)XF&2SJi{CC8JCi#1vu5-C+4=m~X!fPUXjqBPG4j3;SZHJ8B`bYH7x< za~EH9_+-RqoDYh1YK5UDY-&<6E01BbHiO;~TNjEK90J5`a&yB0`T{%+LTS~{ty?y2 z8b@COHCq=Mfy*Ak-a-mRhmq;ks}nei3S0-&qCBKf^8=Ct+Go8PVJsjl?LD;6Hn)S@ zPU0+JNT$b`4I#%qjEuyIohn^gC{J1Acx2Xt-l}eQSp&N& zVvs;t*tKpP(L>n8wCX`AU~EX{8~!^FSDk&+gsA)=``fl;O`#%^H{&mW*b48*43dh(9OJ(5Afqe>z^lpw-g9d1&Yi-3@y4WKSBtaQJ zx3!_ZMI1`;03&}zB3vgYNZ=)+&2B8FavX33%7;F$-S^-4r%kYa$VODf*)7MHzi0)r zXf3YFD=ci8?UnyK`v`AV$;iMyzr&4%?C?hLG}}vh=c&a>g$DZ12k(TZH5v!KtAcI; z$pvjAH3z6gi!pz(AMRX4ktxfOB{MvGT@5G`8bWa76(H(qiX)XUbvwkhaIizqx?=yP^l_03A^M@fC(xn+(~sreZJCx6;Ib@-}3 zof9#X|6Koy5mmxj+-ST(Gm;)!(}B5R^#plChQA0z3Vf-VIf%og?!O^UHD7hipEkB- zPaG>6hFn}+Py<}=fQqU1T^VXkgW1g2{vTd|o!+xho^UWQ8&25rzW1&VZw9KwSECAJ zbNFy2bZla1zq6doeoKD7iGyParI1JHScKRF1kbH&u6~Mmpu=-6IQkL93;6}M!&3C4 z0e-*hvm?vn7U1?ku@EPenc|CjCRJ@Of}tWFqv+GOnVvcz#nL#Y5Ur)RZoPp#OLQFa z5o`62uyUdD^H@ESBPt{H#4#kdMbV;IVn6s59Z8m!`fAx!&aP4H=ZEfB;9r+(t1{U@ zvXKtLa@YV)AQO})TRM+?r@qnaKnhMY^HzeiI{E!1;=_g=3>%JSCO!R)S}?^Ao!Sck z9J@=XZ{FtzwOUVKA5ey9;YQ0kd`X`+Jts{n6TNG6WQ?An+H>kd#1Qj>%-{Lq#aB?} zmpAEC5rFW6=+6g=`}|q&sG@JUeCBFj#5YC+oYF_vsaJ^+z-b^J5IG?87Z(-bVh}pk ztzM0CY*R;vJI)rz7QV^A$fTCJS`mc6n-QvzK++lNWqIO&32fT(c%j`%OV0xxLi@Vv z=%~xHl?c_KTzNNk^NC^TFhE1qyfG#)tHsWJTg6F!rraL}V!(B@{4t?#Rt7EQbS3Ky=Hut~@O5f`<_ki~t zMokGKpBHU5cEFwvD>G4eR+qJsee+5|&y5%{VcaRo!KUpbBmg*_EZmLlL~ky^||cZL@a)}On5(YL?F1J4gYmXNrY)1 z5CL*MKP9}+NUq{oUx%)ayPmCa`6IYPko7N~G$;V0TPXb5vrCYLgR}+GKWw4y46g{J z!GH#5PMi5Uc1;Hly)OH(=(v?<4m9vyTl(d`Z`##WCx16SX?l4T9X>n&3W?GJh-xzD ze^%D46SK#7CMn8((e%`^^W%H<=rIpmLF8D_0I{ZNk7>5}$y|lyD^}=}j2!ThJz8~@ zbJ3TS%e=QjBbabebj8LWD7vr76X7Wd*L@1eoYNy@Z|r-8B@NL=c1aVTz1#yrKbR_t z;r0o6)N?GdW>Unp2~&RsP|5gg=axKJ4?ll@RCfbrsk@|n1j6g?jCY(sap(;GH&9kW z35C@~rNgk2QLcRpFbtMnqXYP#5H!wGe0bHc;_G_{mz0*ee=6UmE=kq> zY@=#p-5_FhSyI!D5T+zKNy!6f3Nny0qpOe5?#ua$lhQz72@VI2O>j)IQ&-GaVYJ^= zR=SjyV%e1middZL`S9*t;4mvdQFBka8Qey+Z*VDYAg~pI0zQBr;vGouNWM9TDHh@| zyW|A4H&A48d%->uG|ThizqjU4QEtp0C7WNxKck7x*wNK~Syqn;+vTKomq(3~C^w5T z7cDCQyl-B=R*+IFqLgHTK!FPq6e^4iz=hVzf&yE)2NxHGjiZ(ke~7%^P?<^wYJns)@>0?}1_#s$g*Sacd@n*v zTyg}U9gA01EVE``+N|y3%5UVtk(rgrSph(j$ z@n&>G&2G8og~WGy*@4Q=A_p+o1kldEAgg>yhymF0k(b|Yy>X;-j|z23&_Hf2>Ge#= zKqn_ULwvv(AE8zaP+%odwe6$nQ!Fh{2q#u;NfNde-F%MNaUBQ)a#{}8)onpABMHW_ zV9)JWO%zTz2oP6}@He(;L&>Yz+>dPYROkcwHfqsb2kYpd*XNOR2FFN-+Gx~RE<#WL zvp3=kNqAXO#i9TeZLU=<@D}aM1lWgkNn_?RaU+}}cYGDBig5jV_3GBEDi|4~%#V$H zr%<;7R`&2K#fQ((V=MyMmjJ9Q+}(rL^jr2su!G4dDI5I!u(Vpqp+Px{(hkl@u=Y_V z<8}p8U*jt^jav@E4NWpmm+bTcQXgEjcwF9IUZQb{ghnJ4;UZl_&WqcsxttrmV7VEG zMZ%Q&&^&Aww+wqx)CNcN4+tFo=`ZQ8D3lZ;43hL-Himb2+QjrNYGA zcDCiDGc|DsV{ZUxg8O-Td($m@j-;3bFGQVoe4OUaQjmg?piF&*ZVt1R*as8kRsByT zG`uwFXui-9aCJPL$@_;P`2ECr$?pee@~~rK=Q%rz)(_79vd0~K^8-Iir^=bl^cdS4 ztP)B%oNiuB3zM93=|tplwrSgz!gwU4Yd|K)`sXiS*tgIb6nh$d`p8&tn!)w@^)r!s zR#xWd>`cf1Pp(>sG)U%2`r8<2Ic5{orBr_PWOVEVnti%yPe0$Rol9sqZwdvog5+12 zih=G0O~Gk`&^LABM2Gx@@Y;e4By6NT0>UR=-M(GH<%kr}!J!m5nAYif%NXMIGJOM>-TFuGvlS`~Lkq?lL@i{ue3v7aZCq85^t6|H5x^P23L-_4Y_v zSOiEO*lHmur%om`^qte^Hlq4#Y;khJ*azovE$9ApYSqdNFmshYs3Z(Q6srvk-1a~= z&>*N31z`0R_Ab+s!1&%^6JTs)v`gXYl`GVzubw{_Ox=}WeLX$u^^=c=4=3*?+ zK3zC}9`O^?c1D?dGEad3L1(;*wi7Mr$DCfmwJdjY!%uX-;VSsCm2Pg|Xs5|(mb7>% z{Z8y5tcyUW*IQJfEaAiP3%Z_>5vzj;^8tPB(|qn@o1_I5dS%vHoB;S~G{o>c5wUAr zUEcw{dBAqL80J2FxSVVRBV+StsDq+hKG6XXBvEhd*cTS=&zeamh4T=n%ZKROr!bPO

ud+0ke3LlF_PS&!z=P*=enuYVEKcfi47^oqK=y4u>g85tS5xw%iCgmoGs(WllNCuhdT zEqgpS68w?~y{o2sI|D7YHYS%mz!q|HUomKhvdPgv-A}OP{u|Vu^WT4CurMZL( znBtw8m6erX%-JkVu1Azi6e}r)Q9h?B@om6=C@O^IFv2BP3Z;szuGzeQPqKI% zKUh{hjgmmP(;wM!eDJ=->^>@k9ox6#k*mu!I(7X45UAL7qqObq9S1@bM|UoGQ`U`b9Z#?RRs~uzxaTl;r@Z|9m9Te2%LBvQ=5poOd}DwxV@aCj z`NxR&z*XQY@SSMo_yeMgS5Mmj*R?5oJrhV9&$3N<9n8L$~s%<;KkxosreVT-C z7pnPM8_Q2}<1{6wiMNBw?H0d~S_Ikjmzo-@d#)2vxt<}rpw2{6UhwEqbmr{^`VSUX zPwU7!t?jUE@V?{VC1}J+45+)QjVmkr`}NUooo6Z0Y&#%P@*y^`CcclWv&k$BrY1(B z=+<_)-;KLK&8o6dYh;0fw9ClV)8{8E8PtXh1g<`0TIzLjb3zs{?@N$%o_RY1pca|tlDM&edb8QZm;ROEO zb~kR^i0it$byqMvstT`& zfEBv8iSpaUn4hpP=l#LEcMnD}%wfl>Ujq|Qr~rG}lYaQ^{Xi7B1F6fKa2_u+QVO4K- zuX^0~+{BzNw>!y`g()kb+D%LWV`?UaI;2Y-?`u{48Q!&@9iLr+?J;}aV~WL*w(BkI z$s*T@EHwC;tIDh}Mo@jGR9QTCuDPk{31lST58kU*MIRLYA>4Fv;bNrb2$4K^XeVxnEyl;$oI*GAFrlc4zJU2s56oc;AVvl>gr4(gj`{Bdy-=-eBS zX7&k`1AJ+4yRN=9;tX{;n9TP7F#~6Sfiu6BTy7*C$ABqg{aGmsr>E3SzshOjr$nOA z|LOuYU2TD*%zFESu1;Z%M3KfOBEKwOWb`HVjLQ?N9(y@}jI6gtPyBKnmqE+?y$w>W z7yveK*0n+Q`&9C{lzt=hSxd81k!mWYjV7l|>hUs5ZdQ0nBppm!jHctBwd__etHXFidlU%$oF)aAX6b>bZg z6$ko#g+J9Ye!AwnOY+P$&^sbRjB8P%jb=x!|8;WkA{e%iMb+<%?Fa0s=h!2nXcVu4 zY9D{-$qc^%e?5ft%IkFAs>?x4cDNTwn)6$c*pN!c7577eq!hUR@TF!V+ShfISCENpEH82q(6Bt-4U zDykfKHF>F+_LZyV+3Q19)$Rk-A`VvusZP1DKIZe{vQeGZYy}}c7 z)|;rsnMY;n6tAA=|%Iu}~1}6C8BhHPz zZ~;zQG(^8!8z|AV!>4Fx$aCmX7UqDSJ;$x6+)JA>YlL(~YYO#i*C7kHDG5lOsBc|d zFMgEA&-?e8p_$zx0=zY+PyU+fxM9cRB(wW?RbF<(jF$MzM3`~L83<`0TI09|&YT3PSHs=-c1A0{QSYjZ>v>D)*^`0Ps z1qCT^@PKCn8o7j~ai{<*Og1s$la3VhPXZ(pf*)X5FnVzexfmC4|5&nA7;C_`Ik01F zP74oVnhVLeg|!oIiE%5_D7@&w;D@JhtG5nJClQ@Eb*gYPCij7$MU`oFcI6)tRR|p8 zaVsV_V^p6TVj}hgw>va6^eD}LFJH<@(Qy9w@q-4#DBT69v;e7KHg2=Q(1dg=T8d3q zTjt1QdgX>GJ;yXe_&TERK?Fw#apJUviJ`10J5y`fNgO$H@KYj1qtX|H{P+`fp2K_{ zKP6TNsEn9GK{5`9@)?4Gwka~ba6Qj#l$(c4#YnB%KO`m9(!g6B;ngG_cd=dI_`pGk z)j*!i?MJwsL!ypHNCy{>FTzQIhXxb&jfV#+`m2_NayR|{<^ZCJN|qw9s4E5)@HL?0 zh_$g;@+1uVj65Auu$bHw;;ya2b@E%rQXE4tfA~WT z8psThps}UkNYdQ>lbdi6gzyJl#|sXIoRW+@tSN^IG~Xv z#jFWnhU#iI2DLN%hv7c3{z~wlcid3=_Nf2YADRcawkoP~y!AcbwC}W2TzWbu^>fO) z7u+KQ0T&0^PK#ZRL#Cw>@8hpTEX(dKgV-dJLyOk+z)MYz)*(x$$z>^SG3n#HN?%O! zwv(w1BU*o|t`3eNb2`bW2ilydJ=-%cthDsQU;yx)UG7H}e7N|>p+kpaYg;?2R&vP| zGBj2q5shQ4CtkEiuw*HI;MAkIL$N>>m`Fi}*zOgmCu0%`H$;0I;mfxy*3P!ZPS?==b1Q~()1(lm^vNJ2C##W3;& zDVgZgl}g9RJ$wH?QN3l07VU+rX&K+q;XR@ubS7^#QI&oO1&8j;#7Jvm{ zrJGDonp6+>q;@9+3c87Zt*EU0!70P+hwE(l%uIEXeS|UWXrb2(>g~-25t5y(724Y@XPOPw zaiED>;2M*O6Tboh`YY+l%ivv8H%{BA4#+e%1pLu%GWfmHmCVd?It}y*Ak?hFNiBYC z{o0D7M>#@8qaKJx&TRyMnxK*T7i4}H5%alo?F{zr+o#PaM;Y23R$Ht5`*6y>ezRSyF$i_d!~Lu3a0KxN&hwuJuUkU+q$}m+~oOmTg5}rl?Ql z<~Tb)0X90Nn%L-PSJ~ZD-^~7ER4Xr*3VpZ%UG#N_4ki89p%wf7p+i@GQ&koQd|w)Z zODXfAh3Qs#bnsC2?_RCw{oHc!WA-omh*A@}MZNv6_N~!TxxnMCdKk({(WKP(X{#`H z<9da0zZ$tr_n|qwpOf>M;L3W?cJCKG`nNPX*akRBJoU@tI|XU+ba=Ue$`7*L~b~^6C9nlCKxL)aq-w%SFvg zYiuh2RbOjeb^GY!|KW%JHk7Du8n*e8vfFQG@&EQsZ<=05H?)X2%<`j(d`{j*`o=Ok zo0J6V;sh;65|KxSi%!Eb3+VR9(W4>=fD!mMxVY}JY+uaor%pia-hD0@A;6VP=_-(( zwr#O3?gOqcY}g~zj^x6znbeS+!e%TSd;k4cG}`^5Q!);>RvU)4TUej4qtKe|7+HIh zn8uEg+Z7(}L#{|$lZ~ydimsvTGffYu&so<4)hlyY)B@S1qCGcu88|SgDz8QvvfVCG zH|S-ulzz=-QY3b{r&Y(pA{CH5e)a-giLDYMYt9^lO`sAGcLVIx3ol=u!}6umdn$=H znQ|0TKoD&*slj@BdMIo&GLDkMQ6`dfm8V6koIHKHnVg&$V@p38T~jcF$h`HD)b(HA z%7ETb=3fbxhqH^UlpNthP0bo+KmeL3T)Y6n$z4|GtwCSN(C|8-km11gaCf)J?fa!k zQq0iVmn70_z&t2vCRev1#W@GY%w}GLiDc{*lm^ffLM%WAz+eN&5Kb5r(-~sC(c8B( zhy9v4RT0BY#sE?#Zw7ZN58K@S_1m|FWNYADixw`#z5FmC+1!)DCMRyZp&_?JkLs0$ zK$s%OF_2@f-Y+?Vf^@Nq3j`nMdjbhQWD4O0&L2!4FV>`Yq0*#_6?CvsVH?Ccrcyy*&&s=Y7 z_3$a!A-9->{4}1`mYUo*oP+qL)b|`teS$LwL)!)$0u}GOmqedg$Y=9*ZQF7i4&UkA zV05pDdtN9O9t}{sKY@*65pP>fv(aO!RvdxY!*s(kDv{@ltb__VF=eoUH!GNl&*|lM zt$~V>Cjm_I2mO76sIBgj;5;~6?bQDQoLqVt-^qNy6>vLNS9W@ZWl+V+iT=xaRsV71l3 zsdv%r*!oE4xzl!&LfQ=OBpgFxEU->$+_dQuMwajmo+3X-gg+%7m~L8dk?=@EWkbCb zw@9ZaeTl6Mm^wT)at~OD^O1SlK5fwO-U?5N&9vGw*0)ph{BiXDS z-LZ9RAQWbyChVFMQ!3VS8^Sl0hmn zey+Egng~e1m#i{6mTwDp1#M&SCx4}m9XpcE44g@^kN+R*7B(tYp&}aK>1Ok^;vzB`d((EU}_3d*}8M*{t7NVs#>e$oC=-7!}>%dDN6IsXO=ZL zDtne5wAt?4uXK~ z=wDEHY)^1-uPrtMq70(UaRHd;;?h62pX-xdTU<}%IO)b%#TRf`5o}bkQE@4u3j}-8DcUhS@BW*Q&dK7C08i-rRiktQ6;JXm5nNLxFc z`%P6%vPqv&l+U_I&9a4oyv?@GBdl&uqwjEwM!)@|`Xi!J3ypLK*|BcW((-q1LmfoHS?Ujh#c4 za?4J7ARgcpOtG*8nf_cuV{7kLvP95=gIi3X z6m8=|pL6vpT?bKDK&+WWixpy@U}L)d0GVRTC#_w=oDaw1@#G@>cRwXM#uXJ5%!@D4 z=~BrRfo9|l>&5T~Vs`9^VL0$I#a2~14ljw^gEME$)C9WaKeaKy>){!vN9<5`_$Mq^ z(AaUOqUW+v4l2#%^a3n5Es`g?u0?=tX?V0ym8Gv_;B_aHUqi_`Fc_!AIsmW!`%ef) z8GT7^*FzYTo`%^V7$(b+Zq7eNhk|Im|2OGKD&??BTHCg5nXRZp=xc2-9gn({l+e9< z0b1yOmY2f8Apz)_8>G@v+sT4HDkT_A(f>?cZLo>Y7&zmsNkQ7-oY~0Sg*vov$7et! z3l<>ojzpOQD$S;5?;7V$WWpw(6CI;{{5Z${#X+MU?Bs~ktEUkmx%lzpCfrI0)x3malD?r+}E|0Mc$)>ET7kZ9HLn`rd2!B)cfmf9aP5jj1JN{Gx=shf@5gH!k8IH zr@PvO#W*{MIwr(jh)<4j^vE^-v_VCAmv5ZstyW{kCo2wEsqA{S?&qpC#Wo)2o9k>G zl4`%U`J3VQKJE9^>$2hA{x^Cjj%e(%?pNfOG3Y7wkGrgUDl_J4L0sK%m&t2Bg%zWy zAzzc1V)}$@7RK6Oadkg_+z3!T$E1x{gQ5*lSK-=;r5__+s2FYI^SJR^S{8EH52O>X zc>o#{;*6rq{r&tD>G4m@r+?llso?qZxum!PY27uUi|5;uH?~dMsNU4GJmwfG1kzv} zQ;9xlX=%bidsN-CmTDT?hTd0ZBpdJ&%Cul+pa7M>e(kkt)i&g*z+)uTah}BUFwWH< zuXQf=r3>`-?IBNtkVPp7JV2015K-V7;B5gc zm$lWf^^s|gvsL7dFybofl46U9v^hwv@H{zvvHVZbC7!)daMer@t5%dHQisW#pu6l*xZD*~auQ^37nIiP7?u z2f%pu%iMwV0QSH+lhJ7cHqo5rdYp6fC#{N<98{gnhW;90Rk*NHzhvU%$>?)zFdtI7 z0E2H6S2h+qV6r#V4ysJAt0wy?;OTl1wf*dSiA%qwTo1k795Y0f^+= z3yXZ{MHf-KG1>_D7Y3bgea2l?_A9=xk}7;(0P5n87iFFXr%!2`u?!t7M=Dbso1Oi& z!p?N9)GZMX)|FqD@m2Eeyt7b!QCT&=XB2b%xE@|{El1TYrDWnpKs?|L zGP35;JUctPBn>2jJF`G8Y#7{k}SyilqHplwCsRN2B|N|KPIUZb}_kPXXkfJR=V z@0zNy7I15EKWHzosU;LzhK7cgmX;iL*x4_hrkBr%t8c>=GFZ zj*QDN15$Cevb2O27(j1$@&=lOG4`QioNQ!7sj&t}nkS_k6GIN-?TC|>msg5$RMp3i zZYx&6Ml#tW)-V!yR9YenPs%L29=Jo}L2&r+^Z0X5Ym45mS;>c}@0#EOL&gi6n}L1% zZr-vbg=F7Eokb9Ulo3`iQ@x9U97CB&kf~D#mzv(6A)F1;pzRKC zQmWvGtQH1zPt}gxZ#61nU+$fipw&qG0B(hiL`H^%rDZQQHP*V;3t!m{a?VX?)B=s4 zIK$B`3Mz~*kG(Z)1PLuLEc3^l_8*^Y<$DLgT4D zd>LQ~)0`lqFqj^6)>QBF{jnMDW5tkBxXMNI=POULP`5;BMs|M>;E_)joBBj%rf_B=@#Le&gnr_j7P=bTXY;}BUjp$e3Y zS6pnYi3hZLqEDwN(_;_!1?3+Ye|Y`?2C6QcLx?1}l8Is&P?a-n>gM{ebm1#f&}>gA ztC;SYZlR9aN|yf zPDx%oC-x$C;^FsDQ(T&*9)iBSNJy$urmE_C}#r3|8A8Xk~%{rBo zWcjWtI{B=D&#q(3rWsKO8l|}Xs9mw(=@^&Hs*n|3j`jL-y@>fZnFd_|g~&j1%iQV4 zz!Ge2@4iBRhE2dwx+43LF7RYP8Xn0tFk3tweGq4H~^QrV{aJ!G@ zHx2+b#77pykET(z)Q$CcF9dxP@;6;%8%lEtS+Czl-!aFrZ3IonSyi#IvB)Q_^~$(RoC?iJ5tTB6#P|5@R8chn5HS*$3JY}Lh0U2$|!B;`mr)9P4_qfhlGR$ zd$IVeOPFEgpaFqqmX_^QRWIPoyZ&;?^XJGV79LNmd$k&sX5b4&6|ISKl)1c?=-p&v zFj@2H{H{r)hN&bK8L9)IVs(TKnliI81G`L}@q}H&(*doIe&7J-fGNh92TPY~zR8yDSlx9VX-zf; z1WcySP{8i=9YHgoJpmR>!TI&ui^rs1P&cf#p?M61e2H(IKp{Am+2wH-vEJ{J-^3g{ z0CS?CsHjK&3ouLwE-We{VZpBkVSE`uhZt0F?7-j!nfw;e$GeJ(8CF(D_3jqnMuafD z|LSRcLKpheX--y}%OU(aF;hruf0j*Mi*(lpCpf}cVBkYiWHuSyW%i!0f8gM!wHyfSxYn4UVd4Cw;TVTr0Zm7u4Di4aXohsSRvGjm$BXis=}Wm(xb z4sGDv_}4S0AS$7U58-uHqLrDM8)zyg35hZy4xLY3Wrz0c0204Jz#B*tU|fH2`lO>l zKwf!yb}7XG&{)Gpjer5HhhT+ONIwcHN8t&|=j)dfjiJ)63VdYfxn| z?V=kjjJ|#v*b5;Wk=YLYn!Ox%S)oozwM-H4Ecvr36KRh>Z~#A`^&f|QQYl*6o_dJ& z!z^0+pH+K!1_$7q;EAqYod>Rry-tG9lG|Jt<`FA@)_KNTh3(!=$H|LVue3Q1SqwA} zhORA>-5aZ^xw~&HvW)_ja!e{f)9@5oxr_T2ZoQD}lSpQ|40L#t{_)dk_cljPmiSCM zCmF4uFwX8I@Ib!di~eKV_&zb(BJhDqujVbBqx2daF?y&Yd+*VWbeS1s#+d+;B1Hks_*EusE?y1@ zwnAKg^|OWcMQx8ib(!OI_lReqtef!iUW$h&ncY<$fgt!{KD7d=nwr`UN|04oFyZ&E=Vf-f{ zkpF*veS6ISuw1B0#@aYNeTUwA%a$#*BIFu*mlvk_-;hDXzP?u*BG;^hsze)gu|`xt z$RY>xd-N1A_U`--7ukU|+R$l|j-j_gp7O#7o#A8lNf|DCmx&vEuU3g!u_SrTqz4$&aifd(ox09AUkL{DfrCP`X0%K&=1({hDl1Q4 z^ood7$xLRT2|^~QJItr(3ZpeHOPB3R!iZxFn&jx%Sh&h*d~6fw!8LVXk(l;b0sg41 zlI5J3HWX?oxTE%tfZ>xnl+NUr0oqgwPLY7n9!CW0~3s$rSBP~uA6Dki7wctJJBqhs_pW$7&v4#$37u|Q&& z5lqF%`nu(Tqc1;xOjlmPsznw^~aB~ba4ES?MEH0|%> zB(oda4t`4df?dhEx$}Itvrw;4dVx`eo|&|Ib*fz=T+P}ntub`Trz6q=7GRE7?#$@9 z$X3-Vte7^z7+lIH|dH2le4 z8T-s|BOd?4F2_i7IDumpHD%7$!?Mt{B`a1W?bB}FWbC9Ve@Lt%dR>jM&9YxKdg}-K zn{y4fDU+2Up}R#+(@cuEV!`X}vZD)I8`;*kqT!5b794D-U2aVG8h*a-Us`}ij6w=@ zVxARxGlXeikfz4}Q+4(WWudZxu5qcZ**iA!f#@P9rCZ_JUtN80y(xUdY)!4Qx02Zl zY^x3>8%-VX=HYPP774wsb{pI0zCm4wQ_2*9rKJwianpuu=Y9)Wf_V9?*!HP&TM*Br zia!1s+mgAL?D8TUX1UR)Mn)@L$;#p*$~X5u;Lz>0gQ2$yBQ?%og$=TL|Neb8JMra0 zN{YJ6UVU$FqDP?X@MQAJFn5nO#b@R(k~nk~{r0MNaS$lj-9|>joLiLI*tB=U7LzDv zTnsY~6;`xr*G{xv44E1vE3-cKRhNyK7MUypf0Id*F2FH~?wkYqqTP>218jM2uD41% zh5|7C+DS9b!TIS z&^Tid;*VZ0hB0^bYBlXpNNy0)AnslKx-a?JOyG&rJt-<7j2R#Dtm%0{4au2N_g&Ig z%W{|+iLAv>30nrWS6t)*=WrQqI(xF*u!6=EOMo$bJKjJzt#Wr5lTVmA<*$T3X{6WZ zXuCumSLTiB(NaQeGVuU>6ccE`x`Mjma`Shc0sUB!cNy|xZPu%XTlcas4W2j zKT6hPUR%AO6JG~FQq(w+}0vp_iWb8(`n)hUVF%Nv483h@W}p4%)M18Wa(t9Wd?irFgJs^T+lY^ zW&nY!FzB!QO_M#)QitCeT0zp1x;kjc8rRF;LtGp9X3X52I=4(sD?xwTIYkGF?L=9+ zeEjmSgZs#YUo?T_|HeNY8_a+(*I%OI(OWftSxrkO?(qHfPyg@!!1UH8lFA~THETj# z*J=IAX`^ra&T0FNd^&hj1Bc;#GiF?}9rU03p#Qb6_rJ|=jcxIdG}iTv5nwck1ttHn zg>Ro6X>#u6uh@s8B*fKszDR4qb(*L%KxiX*;JJ8xS!f)sv{Y*clS|PEgoj}m!>p z*$|jP2X_k&X3_?jDB56DhbX{2q?ht@1S5D$%3?ztp}x{k@p3jlx=0Q}e{a@W0DmhVS_B$r(m^Rwm^OSby1vJeQ^6y`j&y?byMDK6h9($UxipnvWmln>7p5oMYhg zd+L>LzlPh-l1(tAVE=&w3Fa|qI;h~09U!iZec-@fw=u2RG8d+b(%fGOrRTpx-8gp{ zg6xJgjmX4I!MuuUJ`5x`oyn@G4d{q>K7KU6LTB-#r8GuJ{jd%|umKKDw#W-ZC@scE z2Od2d6%`M=hm@Z)pBHN1=BbHi9hQdUOMun3^O7aSAl&qV!F;00L5TwOm0+6`d)Gup z&)=WZYU!C^EM#dxXFBH_sG-3F4%%2+0#27Qp8I&sy|q7wAY#9DtIWTH9fmj7d41wz zV_8%Oo$8y@sFFt#^ByN4F`z-|IsG<5WQu~6b8YCtJIeEtfaAN4@VEnrL6~M47|&U} z_^q&@3F)=GF1o9o2E z7=*7MRRVHStyJ&HoLN-Qb+wY&KIk4o(-JWcvvtX9+9b`+9vbv*n+Cq^9B!?OqrtDJ zXvWDwqbH2L^q>=GI?3&&jgan>C?}X-BQ{W z_AH?jtb&IO>zY^>?bm9BxWYxGHfo{{n-tP-pPuJ3)SO`NS!-u!0dygz%{s0qu@c>i zSx? z65K9rqfX_Y?vHJ`Z}mn&p#CCRa`cY=PQ%^D{&O0>xE^{npv>@U!Qsoz?^jfFisw0K z!Etlo8)NksKIIq_M(AJIGyK;yIQKu8^f~A5yt$~$|CyEeJMWE7uDQnfjkjUZiaq<@ zRDb+9sIS>O4|19zA(-dNOR;UGA?ioL1Ty5@ifTypwN72ifnzmKH*k4SQcEGVve-vw z#E1)bi*K|~SQ@}kpUl1`r+gPdm|p4FLp|77&TRRgoBztP z8=daC?XIEZXmwIQ+kgVul;xHBs0C0O1U3hy#LOjq25hKIN#DNGG+=w}iuyX>6e_F{ul_io)T^(;ES=10olt-s)pP=LO; zzrgw6uyG<<&YOpbPy1Dq5UW-o@cfOG8(1Vy_o$ipKAAtB{+$tr9gwwYb?ZyetisT@ zGacuzf3)SIP*-9w%}t|&O70mwOHYb_TFIS6I}Ac_`TXGVgiwmkusx;_E(~5$kkZ2D z!)cLbx1`Ww`t()QszMI=eR9(H^%Yw5qYH0gUa243qAwoh@pkVw=U?t}x-Ifb9JZro z6Ap3%CIe$x|1ml?`3I)a9RY;bjf}6^*wVF6&9Uu+aK(-$`J% z%#su04hIJZ;27s{nc8Buwnf0m6KzUM{(b0p(Z`P=V-!cwG* zy8ru&z69`msi7zhzdqk8O7M2=k}q6n*>UhoU_u?mWd03Z zNj(}S#&jWzM22E|`kHOx{J;V04)^$yhKUVG!%)*hY#|!$G=DyNP%G>^K^%lGoY%Bz zw=**-_|w79ns^L4JwiKX*^HUDwii~aUfTJ@LNR&rm7PyCHM%VOv&DAbMxCc%aZRyV z?UhDS4MR+WCz??#8by=DJ^e4rab@l)9Q>#~;lq*dej>XiSLm;yf!JbZRwM=#2niPA zTy?5Gldh51AaIPJu8IVBWgKbM)_QP1N^u%m&fR(*HnQtxVvQhZ+Snm{82&)Md5YGn0EG;ZQ?Ff7B2 z6cPVO)s7v%-R!X=$NF*IyPPAL@oRdO)l|>9>C$9Fq1EM`aVIjR9egj(p545Kdp`~o zll>buY>{Ov^8(Dqi!RSh9<>UBVff(G7XG} zu-CblmseAhz9UZ_eC%kj8J~icYT9Z!rv&e~&hYQzwRXA85H!8Zd z&S!^fv1CKx(DB92lCiGSZVi6f(DX!;rn)d3iZ~{a~V;pHgH)*X`?T^U1HU9RD%&VzWsxpIR&mFr?M#IipX}L$lw> zl!V2PQ+2&!KdZI9vXbRKr`7Hsv2x0{SSR#QE36`RK;XoczQw0~Xl`cf@Mhb$Z#NJl zZsyOQFWPyTVqBBH`AH>tH0*$Sa5*(gLYg*Db;O7np5goUdBSy&CW}C%op>VG-e~!N zhCYcSGgoc~vBf@aYIwWSc}dzaBWzB*e^43rr}UheVsih>JD(_?QcRY#{i9RqXi^9n zg`wTMxw^m*U0kZYeB9hlnxl~s_W`0O0e6kQ^39w3z|;FFF%rUl^~dqTczgQZQ!(ey zBRkjlv?YG?lw(-GomT3ur&sv$@j|9yK>fB*RQwD9zI-_;2^%D!T=)Dx>KhHqo;UPHnYk4IVe0qhG~>xN=j`-;@a;| ziox@KsieqNF|Dm!HN<6VV!rrV*sf60WQN5vDbP%NEfvih8p=euHR?y%RPyhwtlv$W zG+mSOG#r19k9eP3MkwLC@Z2!@h)xS0X?0L-Mek-c`YAqvnlFcLk)HEcUKTbXgdM+b zyy1gC`%Kb7Ul`7PXHc}(vGdl(?8bf$icV}s46xIoJ=O?mG*S{v60kHY>)1gi12uLmZ@(?OOZ#7M(zb zASdPIR7qG^WPPee+%(|Iklnkxm+$LWB&nSqm=f6ddzYf8CalbBJDpqb%>ozPY#h<8 zWOUQ)IBT{kcZ?3XTSpn6@@o9mgZ%_5QsFLI>KJh$Cs6f1e#*M;(Wk1}A0BRQW(u#O z@+){;%tw@e6)6T8hn=~wY=Kj~oz9%UzQobhdrFy}ls{{ww&R3RjnCoKFVa-a3vkeIVElqS~?FuQ*v^wF<1AHZU7raDLqYgT#ES0Zrx1-kh4Th5O4ffKquR`q7LlEF!3qJ}vb+7$_@l zK-Vc&Rj#VTyv)`s*<_19M|$`azZ4z4!o=ZF;i(zDCjE3(P(U?q*8cd6b1ahd5s)Wv#K>t_&KSpudZhNi0E|ge5HGS}!u0ky zqwfH3VLd-12qLv&(osoi=`hFaBTuTVY#-CZM~w6riuoOD>*iG|pw}eiTHC2AZlIo4 z5A4qy)44O{*tGN*(UVPw)nqF^XyaZP2bKVzO%k8?KCt# zAO^+KXMA756fn`q@p$3yN08W(18>mFp{iqD!;dfHy8KS~RK%a_SJb5BZ26OO?~%$_ zGyaa2V@|!-uLai)?Y1ENLjlaN_3`OuR#r8bY=r9B2r)b+C$M7qb+2_Y>{CDhkPM=L1y^Csf~de*vlQ2o4TN5^W&J2|-T&Z6?#IUR+g*B*0$-{e3kBm_2#bC+)xo{>4Uj41t^P{)^geAfj&k}G z0#j3H_y?vXH!JroI)IS5l>uGR({2qcCztSeC%?8u)G4P=jSxU-S<&Mm!mEPj3ilCZR%*yWr2vd!nx(6K4hUA<#{+{p^LV zT35q_=IJPNAk_Hu9*D=plsk%c4o=Qu$SQULTV@VHJJ1%`T~|#s3rQrlPW1WWN8R2) z+#2IYW-}^ZjYmoe#fTWs$x1X+kPcF?kP(V}8VAp_i)q*65awvZBULlRA*tXhZ-Ju> zog~5_h%dClTYO5-@#2p6AYfv*g@+Ig%UuX50MAFjPim?fGoTq?@Ap7#MHadf*UbE}}^g%>mFnp!(_DLVrLd-!eIvW4^8 zS^=Mi?VX03duQB0pi+a*L=P?yFp8UBK%;!v(2+Ew0#)lME0XIKU0k~s?XBCxu0KC) zM5iGf3faNvddO8*gq;Nen;0Mfj1x^VRHv4&4l%C$KFv>w?OR=RuQioP;qrU(Qp7iH zj=45L+Sd4z(YP@d>o4EWbopUV4~46d(PrbQS`szqqpDkgR@4Iu>7zj)@cX?57v`*q zWO~HA^JC@QSX(H)L&dNi>M&KQA6O4=FL(52V;HN{ec-_Nbg9G_J*tmQNO;QpVx{L8 zs^e~uaQZH3t-lgei8(HvE`+c~9t*r+c5@5$Toz*wzi58rN1xnkg6J1XP*OmxAIJ+kN)O07B{LSpqanlU~b&A;Ji;PUJJWr4(M zF6Asj-?K_{Q70#+R&6;cd^Iz-hJHEL2WO46Q9nQKP-|&E2o(HLLH{3#6vTZ84s|Vj zR64gS36V>FYl)=W2%&hJ-HXE&k--4JVboES>A_df=acs;NH<{4Ce;4b{D)+WFX)cI z@DAm*sP0D5Kf)iO?di67#abR618?#qAxryUvnSCT)+!HPlXVF^akYr?Ts zS-Fo>zk#|g1zLfbOVX-Cl&(B{I0Rh_ho;&L=TXjQ{mT`Nw=MFd<=x(^EGkdGheT3p zx)*BKw|W)rpCtHxN|bf%h}H&uD%_%T%Q5=OIqpe&Cv}nZ8jr;Jn5w}hu0k!m0F=|y ztXQwvtKms%fRsTU=wf!r7D`PMC2{ro%oNaKR)%yOi7H$ea^e`hMhggP!~tz*>=rc! zmYZOK#;m`^*)iC81b3i(NIFNJS&te$>2{+=jb_c7<*$T$aQJQ^nAB=1!mQQx^SevA z;Kiw$b+jusVOhz`G13xNitf* zCWziF7HZsJbha?;3R0l%3ybb`k@{V@;7!72lmrEGAvu|?z%-3lcI_fLesk?kM4FLf zWj27ZLGK?G8b<6rcKnOkG1kzmeb-J>5K*(`+Vn2P#(Da&gXN++~ngr1LVMY^p}3++4p_(2~!ZlRLK z44=(0fkL(ZPe;GKHF!br% z#UCyhWl&x(qO?KH{a{-hXMt{uV4{~had@;dC(ji?n*gCW*uljn#c`aI;JicSrrFmz zE>{Ers-Xj`tBj=Aul%6l4f&#;`Uw(r!3K48{O#__X(qYrkjgWw> zh+u|MI%VS;G>Er=pgLpV6UHr?-^ym@soD64zP>@u{gr!rn%K+yh>XTh L8JA!%d)@y4Wrp@R diff --git a/docs/articles/EUCAST.html b/docs/articles/EUCAST.html index e3ed41b0..81461b30 100644 --- a/docs/articles/EUCAST.html +++ b/docs/articles/EUCAST.html @@ -40,7 +40,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040

diff --git a/docs/articles/G_test.html b/docs/articles/G_test.html index cf9e07bd..d2295463 100644 --- a/docs/articles/G_test.html +++ b/docs/articles/G_test.html @@ -40,7 +40,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/articles/MDR.html b/docs/articles/MDR.html index d1fd8900..366e073d 100644 --- a/docs/articles/MDR.html +++ b/docs/articles/MDR.html @@ -40,7 +40,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 @@ -242,17 +242,17 @@

The data set looks like this now:

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

@@ -285,40 +285,40 @@ Unique: 5

1 Mono-resistance -3,249 -65.0% -3,249 -65.0% +3,214 +64.3% +3,214 +64.3% 2 Negative -647 -12.9% -3,896 -77.9% +685 +13.7% +3,899 +78.0% 3 Multidrug resistance -625 -12.5% -4,521 -90.4% +576 +11.5% +4,475 +89.5% 4 Poly-resistance -281 -5.6% -4,802 -96.0% +294 +5.9% +4,769 +95.4% 5 Extensive drug resistance -198 -4.0% +231 +4.6% 5,000 100.0% diff --git a/docs/articles/SPSS.html b/docs/articles/SPSS.html index 5c2a73d4..824388fe 100644 --- a/docs/articles/SPSS.html +++ b/docs/articles/SPSS.html @@ -40,7 +40,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/articles/WHONET.html b/docs/articles/WHONET.html index 4699d3eb..4b86c68f 100644 --- a/docs/articles/WHONET.html +++ b/docs/articles/WHONET.html @@ -40,7 +40,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/articles/ab_property.html b/docs/articles/ab_property.html index 45fddb28..8a0fc6ae 100644 --- a/docs/articles/ab_property.html +++ b/docs/articles/ab_property.html @@ -40,7 +40,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/articles/benchmarks.html b/docs/articles/benchmarks.html index cd7763de..54d11fea 100644 --- a/docs/articles/benchmarks.html +++ b/docs/articles/benchmarks.html @@ -40,7 +40,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 @@ -224,14 +224,14 @@ times = 10) print(S.aureus, unit = "ms", signif = 2) # Unit: milliseconds -# expr min lq mean median uq max neval -# as.mo("sau") 17.0 17 18.0 18 18.0 18.0 10 -# as.mo("stau") 48.0 48 66.0 48 92.0 92.0 10 -# as.mo("staaur") 17.0 17 23.0 18 19.0 62.0 10 -# as.mo("STAAUR") 17.0 18 18.0 18 18.0 19.0 10 -# as.mo("S. aureus") 28.0 28 37.0 28 29.0 73.0 10 -# as.mo("S. aureus") 28.0 28 44.0 28 28.0 140.0 10 -# as.mo("Staphylococcus aureus") 7.9 8 8.2 8 8.1 8.8 10
+# expr min lq mean median uq max neval +# as.mo("sau") 18.0 18 28 18 18.0 76 10 +# as.mo("stau") 48.0 48 70 48 92.0 130 10 +# as.mo("staaur") 18.0 18 18 18 18.0 19 10 +# as.mo("STAAUR") 17.0 17 27 18 18.0 63 10 +# as.mo("S. aureus") 28.0 28 29 28 29.0 29 10 +# as.mo("S. aureus") 28.0 28 29 28 29.0 30 10 +# as.mo("Staphylococcus aureus") 7.9 8 17 8 8.1 52 10

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

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

-

That takes 8.3 times as much time on average. A value of 100 milliseconds means it can only determine ~10 different input values per second. We can conclude that looking up arbitrary codes of less prevalent microorganisms is the worst way to go, in terms of calculation performance. Full names (like Thermus islandicus) are almost fast - these are the most probable input from most data sets.

+# as.mo("theisl") 470 470 500 520 520 520 10 +# as.mo("THEISL") 470 470 490 470 520 520 10 +# as.mo("T. islandicus") 74 74 79 74 75 120 10 +# as.mo("T. islandicus") 74 74 92 74 120 120 10 +# as.mo("Thermus islandicus") 73 73 80 73 73 140 10 +

That takes 8.1 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 Thermus islandicus (which is very uncommon):

par(mar = c(5, 16, 4, 2)) # set more space for left margin text (16)
 
@@ -294,8 +294,8 @@
 print(run_it, unit = "ms", signif = 3)
 # Unit: milliseconds
 #            expr min  lq mean median  uq max neval
-#  mo_fullname(x) 630 675  709    693 765 858    10
-

So transforming 500,000 values (!!) of 50 unique values only takes 0.69 seconds (692 ms). You only lose time on your unique input values.

+# mo_fullname(x) 637 674 745 720 764 936 10 +

So transforming 500,000 values (!!) of 50 unique values only takes 0.72 seconds (720 ms). You only lose time on your unique input values.

-

So going from mo_fullname("Staphylococcus aureus") to "Staphylococcus aureus" takes 0.0017 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 13.10 13.2 13.50 13.40 13.60 14.30 10 +# B 25.50 25.8 30.60 25.80 26.70 70.70 10 +# C 1.62 1.8 1.85 1.81 1.92 2.04 10 +

So going from mo_fullname("Staphylococcus aureus") to "Staphylococcus aureus" takes 0.0018 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 0.517 0.559 0.605 0.582 0.648 0.771 10 +# B 0.549 0.602 0.681 0.684 0.720 0.856 10 +# C 1.640 1.710 1.830 1.790 2.000 2.090 10 +# D 0.620 0.672 0.768 0.759 0.846 0.985 10 +# E 0.487 0.576 0.659 0.673 0.749 0.834 10 +# F 0.489 0.590 0.639 0.637 0.692 0.751 10 +# G 0.471 0.478 0.646 0.689 0.753 0.856 10 +# H 0.200 0.251 0.348 0.341 0.454 0.531 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 18.47 18.50 23.02 18.55 18.75 62.99 10 +# de 23.26 23.35 23.55 23.52 23.75 23.93 10 +# nl 36.79 36.90 50.46 37.27 81.55 81.90 10 +# es 23.28 23.40 27.94 23.50 23.64 67.84 10 +# it 23.12 23.23 23.38 23.33 23.60 23.67 10 +# fr 23.30 23.38 23.61 23.47 23.86 24.32 10 +# pt 23.33 23.38 23.63 23.64 23.87 23.95 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 8c759f386fe6c6d0eaf9916a8c9bb118aa45f884..1644365b7c1a5345e4d9425412136aa23f27fa43 100644 GIT binary patch literal 27044 zcmeFYXIN8Rw>69eh)5IZHHr$-L3$5L5m8W4klqvmNRu9#5fr7~f&x+_sE9O?-is8G z7DPgCA`n`TmOw(tw*kG&^PY3Q>->1md4Ie=xY&f9z2;tPuDQk>bIhmL40IWeaUY|g zpkUCuq;-RWf*MId0kSy?qM)Ey(b4b*{-C&a<)$|9=aC~vC@CpHAP^N56*Vch#<>eI=6ciN|m6Vi} zm6cUgR8&<})zs9~)zvjLG@wwZrl#hF3l}b4yr`w6rLC>4qobp%t9$9vB|Sa8%a+4^+a^>pPs|E%JhK7dMu3fu+{rZg?H;jyoZr;3k>((t}V`CE&liRm%o0^)MnVFfJ zn_E~|SXx?ISy@?ITie*!*xK6K+1c6K+uyl!=kDFR4h{~Ej*c)G%*n~g+1c5}#pT|; zd#C?!_$f&5O=;-K}n3&ku z*tod3KmPdR*|TTy@$m@>3D2KDfAQi)Vq#)aQc`kq^2?VmQ&Lh=Q&ZE@($dq@GcqzV zGc%D$J#$U0q#$eSJeiLt|rO zQ&UrObMvQ9pITa4T3cJ&+S=ON+dqH)+|kkT<;$1O&d#o`uI}#co}QlG-d+?6)z{be z_3PLE{{C;@z6}fvpwZ~T!NH-Sq2b}-k&%(n(b2K7vGMWoiHV8H$;qjysp;wI@87@A z%*_1w@nd#&c5ZHNetsT2Z4y|c4JAP|T|;_mJ)iA37l+ar_7-#=Ie1ABnhy}V2r^W@3va0{jfPoA`J!UP2Lq)}R0@pj0kPtLSLS(x=A5rP8o zte~q}XM|}|o?N;?FU$Pw_5Zu^aC&wWsULqe3skLIyT{21yV33HF{|JlF!m&MGWuH= zf)iu$eOO8g^*SXPIvN}DR)?_#I)9?~F#;ht;16Q3Fku1PA-$eDerkj!IBOx=jO08{ z(kLhS%hS`#=IU@_AOnqmJ%d{XmBXj(jhS-P9~pVHcXH!z-(7}gx&>EEFm7g^5B=*2 zg6gOg5-Z`=&@Ehn|Bs#kyhg*gBNI7*5c??3RX@#qtp^gSf;VB>T@iKExgyYF&MDx+ zpGHIxd;FF-x~uTB!JeWw_lPeh$EE$SYH_;kqYOuXluQcp_aoNfwqyKYN#<xi; z5Dzr5J=}=9aWvWXU9#;Pr0R);k#eltV!D5;NRyLig_XUl z>3p-KUE*71;lArs8N$%pC42XQBVLh{Jb&VCC8fJ8>>l)80yD#$eO#0b3qOz{O^&6Ixt1DY> zTD90!A;x*Es$y`|)vps)Xd0mq`=E+y&s{f(6KU*@OR3}6pX)%Z-zS`qiA1WfxrwO9 z%9WJV49;|~s%TNBBcsX1gjM|uz|so}qMohvdVi=_nJ^{Tg;i$ieGBZcvLT-#D?6Aj zjpIJHP_$7K)SCb^?ALGLw)mu%NM9#B?LtwD8f%{dzGQ@^u_v9$>CFjs3Bm{HHCx3~ zDdYH)>~b#U8eCpJ_YixtG`H6iTUsC3Ik5mnS9k%Vcl|lKj(4i%^yKm*cZDk!-#+iX z7$oTRbVgbF=9OVc;gBDd(D|tH50rcrKfX05yRTQ6Ed>z5GM$P)<(fP9V&Aq3I>pI7 zJ%uid7iIDL4#8BOnocGm3@(rD5Bni^(zCueW89$FPkDT|a4PDg&^y_U(EL4O{Bh9L z_smq)n{l|0mx)P(EPIt}d1Yk#tC@D<%B`kKMeQev)n&nW?;lje(Po4Uw)U>~=r$Cv z1XLip*P*A~=jpAUSEl9@RW=c`Q

X97h*5?EP>zDvz5?M z+evnG3aHb##oo_pbjKMstzU>r6u$+V&IAxQFqM-Z62-oK_l+&FCavzpWmXzT33e=O zR9+73ggZE-S&x;agizb81UB7KiH197;p+n!EtUZpQdf~7e zC)aW4%34W^J!G_*Z{m*SMPf+7Me#0oa{F%Eo}Sz8-DSTbuKuw6g&Dkx?z^!}J31kh zZmJ(ebQ!q#^R`2UPhcbSLxg#6Vef#QUj$E9=gOHC^$xQW1#hZ4o6|cCqv}3k(f!|6 zaNTr8U}fRr?4y-NO>g(wpWen-N6T~Emdr0_9}_>PsQE@1m$nCSi4WF$0z|x{lZ(M0 zcRp221{FS4FB*oYOqQQlC<*m-FZaD)wly9__<2E0wO zf$84Xc&<(Vo%WY5xB4op-i%e>IDdMGR^)2gyf^uF!pgx$Yh(1DBvp^QTe?i5;C00q z>*MD$twuFE$RB;rPZF?t!RwYTAIs*U_2!j`iF+X%;af4JMfAd)!XunIzfWOQwQ}3a zuJr2Kl>mI380UPCgxV|zQ^*;0aU42xWK!KBSVa(}7jUJv^Nb4Hy_97|YqKJxM4wP* z1^;BC4dD6%8T};ttL2ik(!d!JuJC>+;GWIy6LA*uX0TnpW5bwx1J*%fNzTfmRPv9E z6{Tyt?0BsT56X0R%QNNi_9V#*{XJ3*!XN5iF7sU(9ZH|k$e1ymYhk?ORadE&CKhB) z6fSP}ndDpVKPhz9jkRe%C=Yv<+Rkl4gPp^bd=lB0sb0Jt@v08Z*V7e-9K>hXiY^-8 zyO7Wu8A|BNF+m&NFRtrz&(`R`>2Saqf7Co;fd%$Oq2ovMSG({7!&d_@NF~b`t4Kak zvamp!x2qY36w8J{5~y>|hLrZmw8}h8drsMey|H}rgVV>Eq4{?y6(0C)&F!p=Q8^-Qod@v&V*pe|= z)BPFt^yf`;0O zD~^QB__1W}wLpqqjW6IbTjLx)eHz@|yggqgyGp)#!zzr?>6Dv|oNe zT-L8&jsP~;87ji{CG#=&p#I4eE4~u=EDM?ev{zN;p1cy!IDRKIQk;^8pyYxGrW?wC zfIyc+?iK`eF*ap4Oq%(kN*di3*3fiG#T8;;bz!T${n36Xrg)J(^*0)VR{}H*uL%PC zChms({sD!PuTgWiTneIU6SN;b;X?S?-Sedef=T;1?43B2d1qeSF~_|uu|VCT-m9@l}jkgVv-Ug9L zWCQ9{L8Vx%la`uuFCF~h`JMKZpywZLk$Q5?z&-&I9(CBO>E|ypLrK$-)(mnIBX0?M zu_3Te$d`WOaJ`6c=2Y~XSW1_UVV83E+K#GQ5>R9rQ;OLV?t^;Mw&Uj|rIodca_m?& zJl^Nc)a_L#Piwn-3JY(gd)gg#MG6w)dkzgKtbIvz92nZET}BF>O9;*H&=uwZ_Q`2_ z?`g6r-Q;@EP16TsZdY(lz5`WJ_OM+}5+OUlp`b!za;8PC%}--P^>u1pPHX)sMYpnS ze2&kJuOqoOM&udJLeF_^>sNoiS^WN+WkEUA=EX=+_;$%z!;j@6!}FR^ZV1YPf^zHci+5|uZ7i76)MR*KUD?kKBq-x~sjtY$H@xEG(3*`b1wOF4CfBb0 zRrSjq0Q%&1M{dxx?xs#a_%lD0lG^8X?`U+4rAI#F-Bf zu^TkiH5hAM@A3>bQoCW6WH_~ou+z%TO5p6i(xap<>=4!{bj~X@Usy+&1DFaH9!%|H zakz!INl=l1B*XhvF-heu9pZ@Ydgh(0MB-07$L!ca?Bz1R*9bKI2SWB1UjQM zbvpr4il5IM9}E7xQ^!F^9=`3j^a7ppqK%vy4g_&C6*l)pFW!F0@(xo=4}H+X^SJgD zyXW_9k-6;3+o5seDvo>ZnUnq}x2g*xD>5tHdtC8kxnbS5TTMct$qhf(Vg@FaS`BKMz8J$ciYD6P9ImY9PTj!1r=b(RreAP^{cQ z5PFPwi?RWB4ZZ9m8X%P0B86pvaLe#N`_*S+C>3-OS!B>2IRd=Q z(Dzb1{{F?kPL%SuFDiC7yCH8VTu%souS<$M>$DtuFuxaF86(S+S+1fC`x%dLm~O;f z5VO72KgHnPJl%$zt!VOVKUf@FoR4&ysZkZf=3LMiYmnc;qVPEw{ZTQTvQ9(z#$32I zpc*|od!57J1iyg_B&MFWR^?zl8H>jmq#H9fX$Y-deC>e?O46uMumgC4?_eP#hA5}> z0?)T2V!ffA7d3y4_7(1hYxLb(DqmIz_4A$}=#A?i>r_rxxA)QB{W6NkFq@6vD_HbN zsq9W(!wzLHC2hrZ=397CUOc{ZS>O&{E_|1@DErT<_pXk?*(KaCUsOr8~kiM`{*c zpqaYo=y?lNM^yFGnh9oNJ&DRg^dT7ENuyW==u7kASqrG#4L7cS%5xSj-PIS1CSEFx z1rWb!GEgJbZ8=k-Q{bLls5`5?tQm5%krHs_jFQA6Q5tSb@1;^JLjI8#=-QpeAV;DI z4Sc?juov5KAKUfJRT_5>b*5ZWiq%+mp28}a&=?OgJho!lxQCqqN zRi|vNC4o0{CNsHNq7cToH_PA$pKvdYx)JH>HBk-SSoaX!U|QJrYNb*$=nY)xl`Zdw zA$L>CL-R8;G&f$(aX=vrKGD#kazW83L2re=)kno*2pDk)XmeJu$L?TE(0I$c5dcm&25celCi;t ztfjz_JW7KeHAjku5-KS0OV*5NP`OH;0a!w&-i<1DUB%-A)I^rDysev=|J*esghnTF zjwzzCcNZ5QoH=r_`t%^^mDy87BAPgpQlrgn+hb}omL>fi>%%tjVhajcx`L-s{~)wl z`ejWT_0@8V>$bb0DV_I*ith&(lsUp-%_|&yj1?n61~MxOqNwex}cY zDct!ijhQi?y-oEluU$`Mm&iwKHqVyX_mR0^RJl=hugfYWJH{G)#B%(W38fIX^`K(W z$zxP>n{cH5F7GsglA2&@W3zZVMH$?1x@c~VTXx_KjoFRPt(?0_VkC??X?Q)*04cY! zG1_y_hTZl`GZA}(MwxKObahUz%|xvzofONjh_alSKgz^<4yFIV%LvlfazMp?Pctf1^(3CvZ^q7enoe;Q%JqGpJ8l6&bIa z5A41F{v4E#2;mAik^wc5r^dB*>oH?mp{aFfvEYwgBfgYBD|@FwGz7Ljo?ErxV<#}a zpP2|xQ3qj5T)6Jz>24+-GqYtXcGrVrATLw{X1Ypva0NLPW83n}bQvXu(zdseb1|l zExZpn|9NlEBmp{DE z4C2j5SWW)+S{HGvY0zPR(lFNoRjeQ9pl10zG`aI+_D%GzR8wAhWx=G`FW;TA6~LXR z&xPT*|LZ&hPChp{da#QB=)mQD`m`BZ(fRuf{&z!!TuRbiztbqk`QN8}E@gps+vc*8 z#9-JVF8Is_%i`Xr82^2crY9b>H0b_$i?ccQ03;2s^$b(E<$m6hYK}Sl;JV$Oy>y_L zTC|7#K5p{%l|r33Kv4fTT*=xXz2bh^8HeamJHUO8V37Eczg<=1L{^_%zcu2af|6kY zor9)Amkz;7BBFB+@gORHNB5#G5jtpG!(;bAZGmAkYOZBsjleV|w)*zv zvC@VXD48#r&)=R#S%nk!=~bDb#12vY>gdk;YG$YcF~Sk)l1JT`fO~C?lyg0fny7KY zf%q04Bt|@R>)N-bz^SIt#V#$J;D{HNsxNQA+a!V;q4RC2CE)Tr>x#P#J2lxGXv0OT z8@JI5n_PLK-%aGhOsigp=E2hi-DDhURd5)>T~d+xVBo(&bRRx?g5r4oBW{qi&I= zka}qg)MZeo{rL${Iv;&$c_D+xa<6V?Jowv!Uxx>&#;Cpv3*@h9oImO>4{l51@;^UU z^_zRVT^6H=<${Te1YGQQ7;&*$$^Wo-DezOR_4CmZc?w6BC=!VD3U7m3^W7bqn33xX zAoJPujO057>L^}x-AbwQXO|in-@7s8Hj~E!TfMkJ1($nhlC0=G&1=FB`kQ5=* z>{egt4Z6pOo>&x^aLsXdtnziSYEe(87YbIRzH^mn*U-2fSlSi<%M}r32SM#Gjh><3 zl{B0APZdjkA4Jb2$Mv=c8a`S!d>_(et_=U^&;lx&H*qB||5($xO{v$4~gF z+I-l#GF?G1iWnT1PII%cd3qD}>A|!$kC*5i#Y&gZ3V{VXi<|4ExY$Ljf_fN{C?zm1 zTs(Lw-X2+UdK0n77dzn|q{da@G~!|5cE!CQlWZlwZ|~4fBTw5PpLEih6I@NIgq_gG{{yW!q56VnW>1W3ABhBwc$uNmQe|pD&Wh zH4qt7KajbfX7^R$dCBPqPmizZGt`6v{C9P4nrk`zojo{uKRC zk&txQ9@CPVvJ}dc83)x}oPF6F7!sGsV;$S9Gt)VVQb-L0Vwpp`d0wKp`CE;7K9?X4 zCz`HtNh_l``_uE3t_o9Zf$Qv3A*4=C64#l+3P z4_ggKW==$qe3vh=Jl8UjD0Ba&0`_lC+m0bU$x2d;SCt+7)Oe|Hcl!9YUS#@pLDomA zs2Y#toh|t*GWDD7=Vv-~x39~Cn}8Ux4^^wU{s~nT`F}%IDlDpN{)71VtxUug?s*wh zp~1eLs=D7Oi*0kJ%(vmCL)}QF8oYhek+w=qeqMdm;xmSN2(mU^dnx(HtEvpD$B}d7 z@*G_?dc%*WzdWx##k3jnO{QTYMl?pUZjEWCGjLDiwj2V{^E8mop3<={i~Z$YHG5&M zeOz1Y&a1>WoStNv|3!+1Hspv|7yi>biT#fHBlG1c~T&7r;kw`n+Z?oJDOeq4L%_ z!jc^_)=$W4A&K46QmCpAyq_EHEa*-ebCNHX1Ccdz()aCF5q*rFzmeq^sIJ$0FyYM1 z5*%4F*%x+K(vP)QHaO0=fNRGe|!hfGPsQfx>D^%$&(GdMeP^`e*fk)Er{@6G{{ z{Q?A|Z(C10RRgDnIFHOIHl+=7FgbY9(|b#7g7<6;3!l=M`N76_GYCwr(c1$FU;+#B zMa_G!r}jLk=2eU)C0|{O^mtv%z>ndH-&%m_Xj?jz)`tO&0=dn)P+0F%qO8i=MK2O} z@*m#Ut^?~l`c^3h=A*7=I_>Z;Ru#+)O3!O?>YkRq3HcoKjp7?=Ns*N0R0@w$WG zK3*rvs}w{iW<7=?Vyn6(+;y8dA8Wa9MfuQqgn7RDR5jnr0|as}hNy}3_+$HL$z~Jc z9B+j~Z@uo8QD2bjPOJu#=fv&Q{UL6$B4bH`U+I2QReu!zAn9fh36-Q78Pd=p+<95H z5{_~0d`d|@5|I7nrp>kQoK`*)Q?8yFx$YgGn87K?SmKY-{WHU>>|zMYFx&xI5{5uC zS{e!MQLnWzy_qG=Ik15X@-X0WT6jS>|x>={*c&pKHd|(+$$Dh(J zKXoT_8V&@oCg_s9wV#Dkm;sAbDE6VRc6aD*-V`}s>oMS*HmdG!p|j0Afk*mRppu{z z#?*R`iP;rI&_=BP%K7=85>^BnE%z-pE;EOcT35^jc(ReN4fh_akOLLV}n#xzays4S>_9OyZMPhY{2r$uBwMUf(&m0?@ zmJj~)vS!rZ<)XbGl>w5PsoNe%Ew)U5H2s26$_oFTcTD5%Z(l z7R2K=`)iy?0kU+dJGz91Q}ZfQ)`b;y{|0!t#jqYt^0Ro}z;C3WHz)smik17k=sIh4 zElA>$z0Uz;qm@FH4P}>n3^orQxR)Zgv>|Kk`0LsG^kYeO@}IC(mll*Bc)(E}!qR=V z@_+3rwx4?;*li=YFoN0b(584@IBuC#WWglx<6oJ;e+%21I5NMa@B@Cd?C1eedlokx z32*G41W3`cL+bV{dUV(EwpH(zl=C6ss~?T%5jz0>|7%yv?eyL{2b8UuT>%#+dY{at zFKtOVkK$@QNaUVMqh9{~sxzrL#b;s$xL}7jce?zY zO?4Xa^|w4TWV{Y-R~7igS-LB~-3E-niRrRKzB$ZG%G6P*8=gi#V}3tD-{si4yt$FI z(x_Uq@v*c!hI?io*51(x?JUcmM&KrcrDzf89^GtrO7|}4;nbNO<|8kYWiI-?_8FHK zIgKbRY|-8Hv+DR_J@xH_5oN|pyVIp~T zZ5L^j+s@25gb3Hu)a@;@q_D{^!aMqB+x&_sSklgxJeZ6EPX}lXQc4O2D0*`4&+X%a z@dvomZE4rTAF8~s5TdEROjA{alG}??6Fq;nH@)gqh--FWAdOknn?z>ZnEq+pSQ59nOo{{x6&xRcb!+39jG|oO z3!i5$(D}J|9(BSV>0`}@uutM*A=e2)=-!u!0>l2v^j;u~I~2$*F{%|gPI%0(7=h(j zsR-e=u=CD~t#_dbbzax}(a%MzF`;pp|1sD5mqAnnRo2YFmDkx@uXfu~s@@-k1-CZy zRA={*;gog#x7W5s=X-dE+3jPvvY>(cGqayxobQ-<+Pd!oXojZTz?BZ64Z8QYZUYv+ z6)y?7CE38Q*pn7ns*}!!ZU)5#GdGk^)CEP$V>ic#*(yIEXNZJ5vv=z5&3z~FAttQ3 zjSQE>cVCos+t@rRAyI>J7M7TJ{R6wy!>G-qfLWVpw_)(E^wiLv9e}^+o+T<%aBy;% z3smrEz-bRT*}X5MIc0p=o`@|nZy{)k zVP+{dS^vb-=+q>`iVTRvpiq>Cv=9@<&{9KAkR4R8+}X%P5wRkZlLAsn;8VDbq|QE3 zdkLdT;=fT5hK4t6QW4G~ryFK)XODV+G@9WCiy2hKKiYTd0w)&f z(}eB}!j8)OVo93nlufOdhM)!t!ghhZw|kkKsVV)Haz|_W)Zh|1nZ1MAP z!UE)Mk!5aA0*b9wczR9jt?9jA{N|>GlIO|>e{<7#ZY7S}{~0%Z8NT@-NwGFNlFobA zUW&$Sc?_|BRH~oba+;}UG3P8*br$mnxxL0LeO^6-m?c}A*RVa0CUc>+1Xh*ov|ONc z(f!k>%P%2~!|Q!GqA&&DF6ZYZ-JDj^SgCE_GQK2IE4nnUf_{l*2(mGppyk9*1<{v! zn*`IK&*qguD_(<+ZVSBfyV(aMu@{%2WU4F0I`chWB@B;l8Y4}c5!#X`1eN3p|Hf=5 zEI+ybo*7h7_NhF1Rl*Z1S8xJwK&*IlfVx6U8r#cTcgA%U7Ry@73Pz*Eb96GjCa5>q z(|n*NegiKWpSBIk^@u(Rc{t%P&-H=_)@1*L53|wu0*xV52i7T_LMP;>C7!6gXrVjCp#+!LCzKpv9y85_TxY7DzTahTN94Y4Cl!! z0bKK#fHn+U+wFGU0?9zP<*faE?hI4un!u~T(>)B0vu%Ts%AfTK8WY}>drv9#>A`^g&;Tgtym9N~HbjaDFkQd~+SdH-2y(`JAPNRt|Q}1vqA?D7@ z*TiLU^oGLXIbpyI0q}hsfbZhcG$T?+0!~{E2TV=UnPm+>{+1`y1U1prKC(DOru@8* z+;5Oos{e%UhlL2p9*pGeSWH?B%rwlaI89S6viT)eR$~C>RLoMr_9@BS@0qrP%8OKsYf?jL zmzZHQ1rx#DQM|oqpU}Qg#^mICN2L+IaV(!C-r3wVFsF{w|EO^n9Oj=uCRaXBFs?HbyrKQPV&cv_oR56(oQ zwwOa|Ja+Uva^b@Q-Mr-l|7Qh_j>|P&RbFD+0GMV##P?MgkfpN@ar+hd@MNg9VCBW` zzpQ|{YV*x}ipT!k`S99+;1=89JaIL9WXRoj=NdWlN`mwtDT|LW6Lw%v1fuGCw0 zE1qxP+wIB!8?ArUI8sO>CJ|5+DKOU5PKi8X+*hb3^YkD_U4u^yRRf0_Y z6}8=~KRvT+9#`pZzmc2IRYq5&PgJ;An(@4KoaJ4n1B0hOifS1Ee; z)RfoC#RvQ0JKYp0Sy)l=cWiNf{DES|@CCW0Tl?%dnYy+F}NTEp$fk`%J&~#?3dt*(xo4@hKhxr5k;i)W#a1 zh7MG@xGQQ-(F`R_KpT?x_TIB&mREW^iQcNeL=cwmp?)O&*CN?x;(_=w!%ks1l0aW7 zE{%G|2n#re!R~@c?}E$TVM3X1Iw7^zOJ&GhVDaD7n-iTm63uBhFt!QiHAkCXMhrK9c#kRNPs8vsap@ z-c!5cqp~=0vQEn<)Y2HYtQIEG+-99SXdP%D${8VHNUu^QhZ&x$wli7n|Rl5 z)xlmc<0!AUyVeQ1KqR=TsPCW9{O*4U%?*kUssTn|GmoF+^HpALDq-6p;cD|Y<|}s8 zdU#9W;>ts0Mkz&MFulpi>;ANKBbJR)w>^qWOtP@*e5^O za8Ufe6app^|La14psJ&|wF$j!H3scew`mFzDG1m=?DXJrK`Uz8J=t67e4(>rFHeu! z<*Pl(n18iB<|4$UA7bxXp%2ln%j{0}tE%tKD#O}1LaQbFM9BQ;ciqAACTFGb*3nH+(F>yD4gem2@$ zw-gmrh(WSr%zgcQsU^fP+x6k#a`wGfnDRhh@uY3#|zJPK+ztr$wn+cfAo-P9fPlR>4TeuFCGl_ywopE%in z0OmB%@S0d}Pk2rv4f|R z&^z!br-VY|w06U82#5CcAs+mTVH1)tjs?@m?dN59~7|uMg zQ3!=cPQAjo`ie`RnF3a~6{@m1l-xUCe}Lgj?*SM-mn@<&oDnQ-Q*SWDQ8}2w)@OwO z&Ht~t-!wg=x_#Ux(eHSV*SZsqxfe9H!~_A&D=w*F-DXRrhxW9DeGIOBZF*{;iG(g0 z?iR6hlWpsC!Jf$83rWdDWc#bC$yZOF19YCD`J`Fdz2WmD+ROkpxv%ueHP*FnCqC-* zy!h(YD2n?b-bf-Og>5}p>3QFe=!`DnL1gbTE;E$QPqD>3D9F%cRq0KH9C6@ImDAMo zesrU>Vz4u=9x>tuEW+8>vU^l#dD4EeQXSj;&GK1aiJr|n*q(bJ{M#pwz7(OE zu4HKM#nTNJnT1a;BkC)p-nyV~b$-ql*rFk9xyR6oaNqvPjLaP!`+1D_IokU9=s6>k3apyqVE z$!E~`A+|5nh(LF*=92S!|E7Ftm~;o3ZS#$<7EDNkIjrL^(J!(ipE^o5L&2lgvTy2z zF4Z2sh&701H}ULGTJP6q8NEQk?8m}F2`8TAH}hdGF{h}wx0?T0=)F*uy)qAv>mR8wu}_)u~s*cQ1TN7Qy`e=m_TzHs6B z?!>$G_awotKC@P(MusDJoioKAV7PnNRzyg~p4Mf=c8={nD{p_OqTw&$f9N|BPd%cv z4X9{Z10E`$f%j&5)WP;+lqvA+6U)HzKcs@+-h7*UGe{$9hFugDRwTg?qM3ThVVco< zAJY3})lCI6ieF-IY+xM6FD?Z=L zu}GjhMw7}SOzB$NTUE5fvj-?~CWkUXf&|`iAWdunQ;4tl85P~1NLgW6yoUTiyJXjb zc;hH`)k5+u5KHFsB@{J_RaICr9#SACXwsHTKA#?#*PMTmv5|=+3dEaz2Dz$=-}}wL z?}`1%z;6lJb#|3Wc!k&-FvDCeFV-bwyQlBjYiS7oU9fY-|7UvoCU7ha)TZi`Jq@XR zRsvRd7YN6=@F}_B(u5sfQ1l8Fau99x5dX9#gfn@m)0cm&!B?tV(Z%?)sA7~ znJ@ZALpqn4a_M-1QNfO*`eSj?kl&h~m@+ExAfV})C!O~^?slzgpN}6%see{!b&m%G zILLV5!|!JfHt~Vp=YW(qf`zN0Mn;~wMsfSSTu02|96Pi6#ygKKmGgTHN(81)A<$nS zykFnG`;q)q8Zy*i7P>C1Uao+87{+6t_U(3wZmp}nAab#6F>s(0 ztQHpIZvTL!ZGz80`mgOz@i)YTX}IS1vy^}aM+XB+rxtqkXfnq4j_FY`y4v#x>Yu?{ z4utM~HJU2EU(Ecz+Se2XP7m92IW@g`?t{qo$bo_|Ds@WzA!DvoYp{9Vs8T5{2VuH_7!?Dc}?f1?6O zFbT0|M=DR_OTDn)ZuLU~wOW)P*US;}xvx(+95CrBmU6sxm&06s4ufIc?=$?rKtY`z zFv}+msHdNpJdmel(Q^gE9X3A**B%Iv6A$!aGVXt;%mD%N`Ow%W32kD-*zKHu%+q3UrTnf|ysRhFBNN_ZtitiQj zV}fBo#p-!qs1rzSu~|=D|3pu;uR3=yi+{zT^Ev%f))TjrAI*1t1WMGW-<(7YBNQBv zUaO5M?fjtys)N}_kI*RhAHekx1iDlcN{r?!W~cg-Q|~F06qG%0ptUe-JqtfmW;H}f znp;M!EDpL3yYFE!wOa|*Nvw%J%E4`mk=rl2uicVZn0#-Q^K>+tYc*D_I>eOxrcdq* zgnOjiZJ{_}BD!bsAz^YfVGj{2y{{SZ~6YYh~NH)y%#N8_<{fx^9lW23nSf zta(nahDYi6fKv*)wr)Gu{6P)>gQw&l%4jX8|4$1X{o<0d3Qwg~TnN7jedbcm~b_YhPA*^Di z2JRxgT<-GG%UIvtu{pj-k{Qg-oxQ-0$$%+)FV>p3l~NoVG%LZPPJ7QW_)Vz$T)U`= zG~|3NnElquf<|^&1^meIYE|?0so);7`a({acV9t2oU7vQO|y+T&_?kLyW_LDuVKxp2UGr_Oxq z;?DmQ-UID;*)b~Khw#3#Vt47c7T^Htb16<()Ha+(5%ujC7X+qE(DGpjwjLY@ecIb1 z4Uef6bcHmcUU&679=&I%Ad#UZQfk}yvnb{+o7V&1xdeNX-tzsxFvka{LfWGnXvBx& zPNF7Qn8}rhroiZq$+=TxAH2nD1>)CRuFr$qIj#L#EaETS3IDR!S^1~lXK5GE`{a`!x?48|Qz&-9Mf!M$7D{Sh$cB3i zX$~t5{Y>b5w#Jt|XMe6Wu0|I{J&?xb+v4=&vh3Ta%}O(0OP){`5}5XcIK?fQ5qEFe z=J)i)r`ruG+IW6>AqL2~e6+eo^R0C7V=-swFYsWJY)B2{L)Fi7 z6p%FBBvqL_B;|sBYkfqCfYhgh378kUQkaGwXeI4QcsuD2wYnVsbwAiG?mVy3J2^vd zG}sz`6Z;rm!m)@}izwwG3a47|^RMj9(A8g>^Z88sm{o!92UWyYm&NPOKY+$tnp!)< z3CgjeP^H^UL)d&}zRIrcYUvJf_u|zvE#5BV9h~**zSw6_tjxXnm)J+mY+BkLBt8+R zh*}d8*z?p4W#GI=T0KW9){*o)qtsd$fq0g+^Xb%2faT8SVD! z<@kbdAh~B8m3j8eyP-5V^n{B0Up@L)J$)Pk~>8N=? zO-TAD?@tLw_GU=gHs9^%sGG$$MAR*(hhx~1y*fLu*;rU_A60A)nzr!o8iGdQXBbMS zv|7}#81h|q%KrDV=;YDmUBlufQyb)Jvwtm3x;`;-aXB)iLajk_N`dn_Tev8yb8E6+ z(v;8#sNkybS(b#|av7dvjR5--dxby>A!`p8Gdy2k2nI3;(z_M~`<7+v$>9U-Pnba| z_8g%7!Q{`WIow0G64$8Af&}c^*wnsIDxjQV<#0RItHQoOwP4Hi`4eE*9C@;{+%kF} zH+tm~FfIw9F_hr)z1sUg0~9y$cMVXL?STfUgR+hqCNT6P6U|LXgrrQ;#c}b#)fAcD-~@e%5BF{@&&wVJxJsnUOH%v?y>;qJ1KBrQIH6Z1nzU`@WJ zmhTo%o&svZXqlV6PG69XM!5o)@qjS6JBgnxOt;{ut2eAuzjg5)rRDVp%D4hMNq=je zynDx58roaYyDKi&(w)Z?930yj#As5!0a`l`c`h zSwB`y6g@wxhx+mGVbh#eB$UU!2J2$w;a^@zq$7AWYGq~%F_g-)o(pIukjRZ+WyTD< zmOvKNyWe(<{ksw#C?sIpy%@|q1irVkZ5XfC4!&1B2(rt?42q_;Em4S`s){1Ta$C=& zyot^&Mdt<&>Jk6yp}jAU6mXPpM=i~0WclQSr)xV$mkf_4zI3si8(VuJ0Okjge*(uDo`1w*R6 zi;MV1%?L<-!%9}pg45V^1JujDJyS)E)O%86uccH&;)=~fv!dI;S$VXvRd`O9HsKKB z8o=(WG1JbBghZBIn7H*!ByK=GWr{VBUUMQxJxUcIR%8C4HZxcG=z4ud!blx8CgEx- zTODX>JB|in?_(R7_+bURO{ZKVFUP**+(3}>3MxG5ULP%e8?0L5o|gqLAXshP?}|A& zzo5s-QIj~895}xzAsQWG)8MG_(C-A?P^-D}%c@3!_Vv+cMXf#hUcj+Zo1@s*Bd~PY z@8o`lGDP`1L-}Fw%x!y8L5A)&)K9l;3jzQUC3&fdA47nNS1GoV>caA)Wc- z7yK9W+n2r#d13HX%8HNnN&604!@pJG4EW&+A%gYZ~lfNQ&>#%FklO?b`I-&eHQJ zDH`$q?W8!a!}swv4mzwqq^}*OH9-Dx_*SOU`-x3%a^*6=tthp@N1;%0ZKSTHVuz!i z4&_P%(dGnYL3*6dB-I3Q&m@==$-zR*c?81 z_ydLi*Ni*JJjpd)9cAR~DThvvi}q{hw`|BKf5mXm zGBLQCS8NXHx$8LkXp&Y}I*^FH{y)mKyCe3L910W)F~-I@cgZ#Q*1}(X2+!?q?hAm% zyC_34ze~5>QS?m5oLDv8;M&G5#kme`SH854EYd7$AcQ+SimA3*_YU}pfcH$7HAb01 zf336`&yV^G|7=A#w(?)KB7{*B05y<-M9h#EUeOD+ScZWgbR(qM-OR$C4TyHrtXryd zWlNJ=YqWO0*A1(_avTHHDr&eOLC6fRO75n-&R?#$1@804d<&?Eb~?gZSmrSPYJRJW z2U{Dwh6Eoq*b&RdflfLnjPhqj@HkVLw-$BfF!Tp z1DfRy>kNDat1}AdE=$6xMbf>t+Rix2NObjSu4rY)Xi`ALRbid8i&pXN81`>9v7^RK zrYwv>x0q3c$VUp^y4mC{DtJ!u_cfEAbfu5tZ8VT~^Sp__GL=I|EVyd!K>BVGqUMpN z#O4&EESmoa%uf^uajmH${ELIct}RN~7jNCQ7AB^qMA!1(PI+066L?t}9{&@0c{(s2=4FC-}_P7|eVk8Z|R z7>k>iUkR;tw4#lX1Z|eBX^VKz1Vm%cGOj9nB4RaMvJgx2*+0RKTm2^}E&GlR zafeQMgBSfdIfYX+cqvIYmZR@KK(LP@GhYaG4+#b0xAbY5CK6-60S5wiXhSi zInsmlCN;!>h%^BO=~1eoDIFvf1wu_CRXR!wNGB8n33sEO^Ul5ZjW@=7KVJK_Gg4OO z+H;j}uK9g)S6`FK9IO1nHySYRCBjvVma&3Yky z=UlOI7);bJN}7;xV$ePD3Em6?BLK2&3PMJ^7UV7QE9Ce&DYpMnZ7`9{vsNIg_eB(T z!PjVx6L$rz-XoOFOg>0g6v)z3F;ocq$JElYQKV;DV*h3}A$QZ6yH5<8A>h8!Z5`BD}5vd8vVXcv&e@$Chl}ZEcH$84_Z7%9L zN`~II)KY*}27JYlu*M%PaDLzQy#~}kdKBT`Bj(gU0Ar|{^*SvP;CvkHHenEAfORpH zym463;CM44-u5XMK*IZjj>JAKcc%l!C!ejOJ1QOxLvUe_)2<~nFZ+SBEP2K~UN7UnB%vk_^LtW-Xpg-_sa;beLka z%`%>giujgu`b9=%oz6gEYTRd)6>BoXFkt@r1w~*k0BWYWU5yvU%C5Js1D^h+B0hj9 z?}&`Uq#>=1qFx|)=qo%39`b4V_GY1^~0+2)#-fP?dI`s<;a zyVPI#ikAHH1OAb`!VmtDx8CaMti?yi2i%9n6`VdGSCoW@%&`aQjw=5W|7>wkg)>N( zTWSqp5C6b7tul>&(2;bz|3XK)XIJc<>}pH)^NS@TG5A5w|sz=TH)u;XWS01S z?%+I8P4BC(Gof`?Y9>DeW9>XVAGEtH*JK@4$|P=rb1v8}{LZ{b$k`I4o!_bcWbtuS zWUmzHKg%D1#1G6@o?9d^RGIIdBnEbHfmcfKj$sSmx_mq2yHq-O?4Lu4&AH_34D4tB zIic|_N3j1d>?F&@pr~8Az@D!*vY_Gw0qx(1&oP{{$lKT4LsFeYy&doBdyIb0!C%BX zvh;)c)dx0GvVrI`{qR3ff2ZTh zkjnMxN_g7sAJ+b_Edlc%7M@92J9Cha>RW&R=@YBUMFU4RVZa}TAd3O5 zSn+>Dqo^fs0-mNiIAZ}+(}aY*FGUdj9t!O;QYZFUfG*Cn_}KpJ-Gx2-d#tRK_9lLQ zFT=CDxWdsisx^GZ+{2ByQs363nqc)mUWPW|G9<-k^!LqJ{>>Z2oYZB=c0PmpMSL1H zQ$nz>w1^{Qu+)!;Wn-NuqRB5`Z9l*dNH+wm<}LB|ISzkI@hy1R%*9AucyV>EyjO3k zL-w($2xE8KM3y+9CONs?hq7(1QcaXxIi~q(Q7e&kL4m3NnAb^Gii!4IlTUk(bW(+T z%u8QKzy6qHGMXuEtb`fTm7?HaM-wzU3DS95ZM=VM{t^u%Lzc1^V1DbB7#D-LXIVZSudy`I5xfCbr*P~>H^9}BAsc(*0y5uKUFG6G z=j#Td6WGc$SX1H}G>uwe3A|TM(hnLhoVaiUIRcVMe<5$x?qdCQB8Z$>c&gM>zq3-~ z<>%KO$l?#GVETowoz|C6>nhGF;T8|2k>jM-#`-Dq775=`G)k9K#%Hdp!ji=Hs{CY> z-Pe^{{eZ6KF;mFz1AQl8Q`k32lAco0G@`)im+2@ohRIde0znd)4YSYoYO=&g$;2qO zMjc`HJpx;O%I(@L8$5!|>)FN2LByMTDi}qEl;>}&Bv)fp#&}HP@dis`XxT`{AoiWe zJ2NojFKFZ2@1FH5%-%p3mF-b5)P>BiY~7rL9WZkn3R)UN+0N$$mcK`|GWT+sAQ?9o zMeT}cN-wsfP=H*<88v`8u!9nGY+<>u=N%@vOFl&79C1CWd#=Ql?cBOVmG8jqLbavl&@ za`fpmReR8&ROyPqg_pNpC^cbLVRH*O-fhIh;;!58+FX*wAEXVbuS~z1@i;`@1j}j| z?F$-#Ksq-RI39K-7k7awv)_?XwT;kHZzADF;i*>`{)0Y38y#W2k$LyvqbY&jcVgbC zyL6PTuu7g@^*_m)ynwE(zQZsq+{+k^S)a&)14Sc_X@UsvC;Ax2S?bBVQ^@`HVO7T0 zWTq*n7a+jGaNcC)iHCzNhp1NtX&KSh3*$9y$GyV+-uFW9cc6xU+16*Y*`V1E6hG!1 z=JC}~Ush!{>V~U#DnVH*f16fqe z&iB7VHC_!o5){cnvhUU@iRAJxc@hg98|<*Xy&FM11y}C~2vl70V!0X^KD{d8SG5lSHCrs^}0}Qi2<7VR5 z=OtpS2w8MTW!FD+WN#R6KVfcL9G`V;ozSK>EUzhhm1Uc7uXXLNc$s^k8Nb(9hHfWM zsRi3PJ6#UW3Kz-nR_?QLvek%f+al(N{A$NF9&%{wS=$oN*oaM?CB-3R>TyQ6od|Ip zk%y3Fkb61uI$WWy!FM)j)>~N5bmTP>^3`wF_HoLCqAn80kRb0dn)2}wn21!`#T#|6 zWYnflC65NwYfOuSrIz;CsAHqmF2Ys#^xX%|GT?^ZLlK~YUG>@wLQ_}7_5F?SD6KgS zf{c_*pG^a|=J^A=B$R*L7d9ES+*TJJsYe|I8@H7j_*BVTO%G*R{C@vp9b1sTO{iZ= zItPBlL)x=KE6kf3J1?BMDZO#|n)PB)*EEMII3;W@4sn?G`q+Q_KL;IVnilegh^ zGk(*2NR9f>52)rIhDDu)qUX+1$CJ0JzK!GCiJ^4JEora3O}4|_uHF4zIxTC^kt5@= z{`Z1OM@A6!Ma8j40~~xZG=n)DrlS$X{NrU0C(}!s<Cq(2AqT@@AV(WhsjbAzD|!Nh7EM{>CjwA2D+T1vUI2sJcPUskJj=rC^v zyTci-!@Nx#z$Gs)wL{(Il54OOXR@5_=CXJXr7ILO8;rV3N5^pf;28lfsFfi3+AoBS;)}&E->S?b855aH zNImu+5?je~&IM|gX?+bOkpy3bE=aY5jp^?#lWPUrRbJ%_O*4brk`e+w+n%SoSxzA? z*B}Phg(Anxx7>L8R+ofS{9{Z!mBomxB47BB3?F6$Niy=daU}^Q_K3oHuJ_o{;k7QW zZ$&Mb!QO$JmNRJ;Q-dQ0TkwJg;ympz7lGMb!m=%U)kp6iYLCZ<8NaG10oEWIMX-GqSK5S;8&mFXG)j z4I?~@cbqWuDq16ga~CVxe|xZr5zRDl*JdkA)Gf$}f{<%%V~cCb8oHb&4DJaVDDK8F zYVi5?l>?k%?+DE&4j9)iMvOh6%t#L!xpLNc_%0sW&5Q}I zaf@zyIrYh$z;h&c)LVZF7FUuM30aOHG0hg?MK}&0+&x|g9&mtn?MSt$M>W;1_l5BO z)A7$D2F^1+$TmYUr}HJ3DF(aU+#&@HRZCufo4&LAG3`!}X*O=85*sXT;H~K6nc8+T z+65J*6fTe3GIwB53_43MM1)n3g0RraHx+6&Z~V3`gqK!M;MpULo0y%E;r$ zI{0{?*0g48QsoUXZROm%4B3Urga#_5g%L8Y5V6wso%NOHgeOVah4bYdk-`;Q z*ehxT_T>7Uaq)s)jHa6Z2-vo+eEG!wtX~{&l4^MT6?N`ZSI*oRwM&P2j~X-1sis0Q zA9B1mwLz`T=!uD4)H3aLe37J^bz}ImMBqU4^l7RUjJN9hRN&fdL|C@zKYRv`CO6_+xfZb^ml`+JMtQ6 zS2rFTCi3tOqtW7@KU{fo+o#+v7kT9_W`FrNk)#5PJ37#2cav;!nof^UOrL7yHGb`Q z=t8~-?*`M4jb58BVjUo}lk%fA!bZ}Joy9!;6IMevyT#*LBvEPOXK(UFSRJ?k zij2wFtCanUw?>b2sE_-aZg%SC4N)8YCnuX7eH>9PH=*5Wg6eDftV9Y?y48;q#Y;XHeqvA{<8#TycRI*Dh?^@Kiv=VVD*+9XVQ4 z6wggkG4#dZeVhV54|hBE^Tt7DHL=?*&;^xB>KPo9MFM0Y{Yw6twIg^Fn7U^UY(yX- z8)8|0s99)TvCsYFHf=E{J1&xiFgCZ(`EJ9*5Un|j;(`o*eym9k^;?5XL8kY+Y(Wj& zoU+08)!ml(9)_iPPT;fL?8tLhqtw^|$0jwvGP zRx+Q9D*SD6xXNzhO|wRx(S(U?xxMPp6Tgun!z3x%LxYCbrFx^O9!<1zRotDx(tx42 owOMOSTS_sZuK#a#Cn}ra9P54G%o=0hQ8RSc)pga1|7P{*?@)C00{{R3 literal 27313 zcmeFZXH=8j+AR!(CRGLL#YUGVO-dlxP?4gb2uPPEy_Wznpdujf2ny08C@5We??q~Y z^b&dr9RxxNA>SR)y`R0$`J$wP4J|D#9UUD#Jv{>h10y5j>C>mroH=v$>{%uzCT3>lbLY;nu&}VQva+$U zv9q&taBy&Pa&mETadUI?@bK{R@}56`{=$U|7cXACbm`LN%a{51`1twx1q1{H1qFqK zgoK5KMMOldT)84DDk>%>CN3^6At50tDS7qkRVgVcX=!O085vnwSvfhmYuB#H%gZY$ zC@3l_Dk&*}!C+-&Wfc__2n3?4s(StU^&2;C+`M`7)~#E&Z{Jo^Q@eBL&fU9r@7=qn zuC9Ln{(TJ%4NXl=EiEl=ZS4mS9z1;bP)A2cS6BDZqeqV)Ki1RJd-CLozP`SJfq|i+ z;nSy2jf{+pjg3uAOiWEp&CJZq&CM+=ES^1kW@%|@Wo2b;ZEa&?V{2>s{P}Y`J3D)O zdj|&xM@L5|CnslTXBQV2S65dzH#c{8cMlH_Pft%TFE4LzZyz5YUteD+6zb>a=kMK_O$HylmBqSy#CM6{$Cnu+* zq#zK8PoF-erlzK)rG5VV`OB9t>FMbi85v){e*O0CTV`fvR#sMac6LrqPHt{)US3{) ze*X9G-wO%~3JVL1ii(Phi%UvMN=r-2%F4>i%PT4>Dl03is;a81t7~d%YHMrj>gww2 z>l+#x8XFs%nwpxMn_F61T3cIx{P@w<*4EzM-qF#~+1c6E)z#hIjYJ|*C{#~R&(EJf zdwYBP`uh6&`v(RF1_uX+hK7cRhet+6Mn^}-#>UWS^!WJr#Kgqp`oU@Kzf!%KXV3VbzVcP@ zF|+RHi>QmEW%hN;oHD{tDcvDt)jD53-mN`+S;1U{UiIbthBt+5WG)3*o8 z85aM0#(`j97vSTyPT1&yz zLA!I>q4Q%qkx4Za&y~G5wMsjapbIw$M;F?h2f*bUEv-fFcMWz2Rk~|!r&41F^aS+J zJK|?(9bum8(__+9&Fr_VIL~FrTd9!VW%z5-=Gj7Iv1eK*6EHyh7f?w|CaQx<{?|b` zOAjP8b8L8xDPR?K-OY88VJ3fg}p#@%k)bIrgHA@7msgH#81a)xIRX0Pn7 zheg^>Cku#U2zAMm&PN_ql0Am%cYb0may~HZkCg4KK1v$vl2-Uta4xWMI=8yrps>E& z1iGf-r9GWSUHM=$GZkO;9G$%2xWi)C(lN!L{X^~aL8Q!n$>pZw0mDb&Z$ewkap>fY zYa1HYHCy+OZroU?vC0~A2vDx8JUg&AuxH^+uZa2{(hcs4wH;ZxzA*5DcXci|$Yg!@ zY_J=YG_l4fx~Mv(xZ&Ldd+Fnn4X1gfdNY@Sqa4N1`OVhYHH7!=GoEP;kD77ct+39e zzGXg@c31jH+Yfl{emUHI15f|DNv=?`xtKeU)0hNJahir|ruNWcxv^6F3`l?Ol963L zN)#(bg?b<#wA!Y=Us~!NgDb9{YC1yTV~?hkY>_JWxA@u?w?Y)(8k&6Iv*){os2(hP zuW;+0mv$9#6nZl6V%@Slmg%8s>xOa*FBKre1PhHC(NmHrW|`EEl~9wCb-zN}X``+c z6Q3MwS5^3KO+t3%xVra69GQ`zK_gAkdh$#tSdK=eFot%UsZ<`A92pYo9F4vINyvA1vWXw3GUE zI_X>C=TTj}rR!PWVLssLO)o;>L2dS;MRsL`3yT;=s!!R;!34~$*ifUdG<#s^#5LN+ zYtzHwiSYPRdoA;_as*F?dwzyvQA}lSK4H6c&=0#>no_0IwRF86cdGIG9$EFOjoo}X zmVMZ9KBq=28;1=m<*7XQ(ZCEJSS2jSEv#E>AsL~>Wm5j2KC^AtEmt1h?F*IieBraa ztqnvvKzO2Ke;lcX1WMy*ZEW|ejK%w%ox5`SrPtCPN7m;XrY&-3EW-opk@E$)DR$d#-hO#`b37_eUt(n-_w9vEN zye#jZtZk7u{G;>jR#;`pJ|iu8aP#owtIF_O5rvLi+Dyj_$TcnSQS`d?HyM1CPpj~9 z%fxkV#JoN*i{F3Gq7Ik!dj6VXb5(y|jj^4R;nqAXPHx58HO#51)L1e-*q}Ff-4&}{ zDAL8DiC~n?BVlu5oaUKndA$7V1&AC}YHXD9%||ZSZf1A%?uhSu53Q=0dHyiD4CO0W zN~oc@j@$^VcooMI!dvakNh|_ZM$1@d?&y2^$Vp6!D3Ir3NsY?~f7NA~79#@V z_4y7vT-+fcJG`^h5&TK3#zDiAdgVBz!2~&;LdT(X$0VC^!IIL=d^h91{;twZwLqNI zxv{x&i$KN7eM#1F!n?ivAv>7kgkMvIyjY*A&&{efW@0*gt}^jt9U(R#kW$DqkpZNh zEqBB2?MRvaliYLJPrJF>f@wzR@r3}azxfsGTC`K`x>fCx%=ptHt-q2vhTg%#6=&?O z!NrO+&lo}%pSsocDXT=RpkO+u3n z{oDw$>C_Biu%d2}=I92l_ZREuf7&0<#8B&3o3xUygVuQ=(SOba*B3uvb;LJ8Qf$$( zV)p94eqlr{Bnec!YauGpy;XrM*;D&pOY0em{B2)(d}vhw zB^=q~VDr_>30b2!o}P)oV7^{GRA5k4{mJt_M)y>?WMNU=mnlao zUed~8qE+;3Rd$a%sp<%*Bz!>Gy`(R~KX)kcXdSFEzfAAGC0da`MN_|QTFd~Z<#$lIsj0Yeob z&~VP6?8Ohs&2~J6Vr+Mk4RL|PHI?W`o?rAYJwv1vujPxACY-y98fgj2=7ZJT-N39D zuZ=R5H99U%4RFSetH<2neUF$Wu2*xFcsIO@;#Mta#m9_MTNX%vkq>2wiF)^HrGwMc zIX{XPg_)Y>f$gK^q*tZmgO{c%7q5(47i_&NWKt*h@ONu?~UKCbM z{o_uYM*|CZ6`6iN4i{dD(%njqntavK&At-$wzqOZp7$WDdlo^?HvtSQGp+~xsw{Z* z-#Xt262`W2CW;%_D0uAaO$3y!>^6o+mn$6z2?u1pTxSk8$Zlt6>tf(&g z9u5bN7_%BXu$;Vrm-T+KLL2BG#$6?n78KP3EKB~0$SJwCsy#*bf3$j)IIe;yKBU6# z5qNJ~9e01=@#h0&;DoyX!bj{f@z;K@X%^K*6o0@PKE=O9PLPxNBPI#SmU*Iw%9y{X z_|n2dA8STLN1_~o zT{SSCUlR|i=IJkbOO^vRliOrfv0d*{DGtZ|MT-+Zd*oz+E{-*vc)Ub_oqeq!$nKz9 z^*jpy@yH%oi&T`_CT$<#wTpky{tBM%Yl9?!T?Z5Qy;OGB*0wt;GAI027~KNA)>U-; zEuV_|{aVOq(aQAkm(&Q$vox35lee;OV=&z7;+$q?L zg8f#5EQdKBkcO`KXQ<>A?7%vv2Whku$rPK-LrQ=_HA14V64xJP{QG(!(@LN|(*a5S|L|AuuwZsR z#E9nA*BJlj6|KtPRIftQd zRe+0i?P`DJF$ae18O`R$%%Ue?lU zNsrpti|+S7Za_0mhe-`_9S{EpSt`DicqUOv?OrU|g8mj`U~GOSJ2j<(nb!=;QEjhF zk~j|rmJ>1NfifQ^AbH|V^iy)J$8+^T<5s<|oiH0_=5{&%+Kl6vSfspHfwR}hunpD- z^ZT1-h6(2RV0OCgt>ICvjXpPX1c9QHp<15O;QB=M9?E1qbPmeA!wAaBr>JAXK1&91 zFNbc;nlj z6B;<-H3nVNs;itHDMj@kH?ey`oUx1sXH8O<;8RH)vMSGhEpO_Bd-l|z1z31))vq@L z&0P%DlR^vS>|+l`+)(kJk0=QjB~VczT_QIdP2MV6z$V{_Z-GDhzJ|y2Ywv<9SYV~r z&FL&YD`)?Z#(0w4E{QA`cF>&1K# zB?ABc$@8lu>StVd>S9aQo1rlDX5so4IR4-jJm!%}5r?wFc=*f+S#ws7ekrD3aeu_n zDOtAY+j*4QTS$jwZ?`y=fn!S0v`)J5fR1=;;Q-!lJ3?A;D| z+nx{FS>+DcAB#&JV ziq}EM&p?@d&bz>#=~%a)l$lxJM+$}9^hLO&?woc1rmTMuB42I@+sBtney6r^N@=fQ z9CFH#@24C}eCBr4v0|)QGRXQOop*1Z+UxyV^vl<$>QbNW@|hyO{JN!D$U9S-+t7DN z{{`3_a~akszc2eT&VB`!Zy|X_{C3;V?tiyVVf?tx#6YrEVBNeuSQg32Gz#Z$lU*Pn z+QDrsoRr8g0ny=z>lD5W&c!xIS|3QQfj!5cNp;}zc6-d=RoXAvsDn4~nBjD}$AI38 z5x>>7Rr!6OZp>(!ZwDgh);)zKGcFQvB46u=t=P`)mrS$Q@wFhm;6YKV*PbG>5=c|_ zfykMKQH*41x3<)-PsX;DM7hC=)r!1D@|7ln+9F4tUo8y8V&0d&>r)1o;et{t zpWm9817b!zX2&r;W&ffL=2wXSC8Pz@(ab5XY*;jnR66T}$nb3#NyRK7;113NcIpQ+U9z7oejF zY^{zD*T(TLcV`4AqL9Z+KGB@dX2x%)6I=t~WLdJ@hDmBHK{(gZ4z6o8EM1CGeAcWRDz6vNhHyMUQqng(QoPS}|g_@iO5Ff_q}ss`bivcNkU#ZzAOCyhI`Q z=!)FUVfcPhdP82R-BCZr&*NqYKFcb{HP`)yc6A)>g4Yd*51sC(O2Q%zPfqK2TW#FVRlaD9L)s)m&K&^^tqKi1E{pGF7`k zhCeSMhgbc6d{`Mgc3Tmr6D@bk;l|8uE~j>^ihrZ!wsFwVvqsZ;D$+)r^0WKaNVt35 zPUr!mSoG4^tAHeTpban`MM{POhw(AIh#6SwNxEmSop?|)Pi}zQPX1oq5yt7s=9l0m zq_YRHd$h~A{Ny2a>u$36ipjTH1=e*%cf^jF=Gt)T*OmND^+b`vAjNyUm@Ymx;Tp9U z$H+xkk;Wm~$R^g179NVCl{z^Qks!u7DBbI7DgHTv{Qteij4MWmDHm zpB%7Qt50;|pRy{Z6X{s2iO8pDgeQ3iQWK1@UAF2v5Dsd#q}g7!nWt1}J12RwxRnSh zm@!EiytCvL-d+dIAy8hsIFh&vzfvFNu2af5>==tiPEJac2Z8}|9T5H zAlk8e=LC7o(rm{H>=fTe{__p#2i!zV@}Glo-QkSFGd112rn=3?xJG_cN$Fnc0`yww zale?vveA2PR5O*i>Ki^a!D)iWu(A7;BC0Ta5yXa3G9yNZNi;=R5><2wlzcs;YkRD^t1#*xm==T>X4JeP%ToMyq5#8}nD+sXJupc8>cTEY@)nnB9-*50$W`YuY zJO$oOl+0hlyI;AyN`}ZaRqpddrk*s|WS?eH-2JB)o_=2gB}t^Z z*pyy6v|`6R1rE(R$e`gdqT^#IvfbdXkC$iMKDa)1I-rowT}%S?5THpp-vpmHX;6T` z-iLdeGn6v@DX{7Q>fE>-2mtb2qo8MRe@+Uwns_yS1(ZZfSH#SQIe2cTLsudY1P>Tb z98!J&BkQKgjn9Dy#Ij*v!xyMu5hGPVSatQn0(=r=xS?Ca!NvzQYrAcbK|R_R0xNCL z-~&aUAhDB~<&5sxA|tExl~;*vy9e?v6v;)XwXv^1AIYUi>MV76U8_F`wM1;q>6* zfePcIpd{8CXs<aDF*^bQm`LZ#81MU`9QJtYRaG#VxZhgF;9zzJ1 z+|fO?0kuo&ePP*sus|1=E3WeFN7sOc7Gk}R0C(1Wxre1nw5s8B^&+J)@o05UbqVBq zoD)uRJHW0pCmG}}Yf`i6sy5?!7R!o4o=GuTsK!OQb`5#=1JP59# z&zEnTpN1c$gPa4sVN^%YG)ycbJ3bDglS}EY4a;jNpV^Dv+~P4!1lzsb!hYt)=rVT6 zkUn|ud4cwLwGG1L#r@o45&6#&+$^Bc4dEW;7L*D|W0KC;cP5}#0mGIzGxzKY(wRS+ zBb9k2CIq-h#w?Mci{k0La{MJAjVOn1hV60sU5`GwL&nV`p8Skbnd?*h(D5{ERpE>N z?gCzrHJeK5dqm$s##AMxVBtMSDuwK! zeyrC7ha;*}E;rF_9!-naY84)_OK7?b@wP@3-_-Y;n#aEKwI+#-V}cd&J~(7n3k{z4 zJuX2{G_D-SXh}UX0TnuunrZw6md^1`R&9X3gVRzumT2`6@5KJqSX{4;2-LhNX z^l7T(5>}?a{?*Pkp6UC$!8oV=oI26?eU6fU0n*73FWAGP7d5pEYvGFnmEoK-diP=P z{_1$>w&vCy@;2ZF{v2<2!b>5Z_~lckWj04>e-MY+vrzg6p4;1$6{oX)fs+q~)edh6 z898$#yE@_Jc(Oa*hsfLh@d9v5p?qBQz6&@HC_ewL&o`e_AenbrY!yHG!==s|JL~Ym z<=i~Sq_$VjT;01C5q^JAH= z%KC^FDjwUvuIXs5EYQN|_mzmy<@-VY?>7t2V&2)WQ+>f{zY#~#jzJVHP+oh5 zb3EAPxw`}X$if%PD-<)lx_1vyPs89+It;=Q$D4VX5-GR4B(6VF8T;~aYIAbMm?S8P zG3bTLXmr*zP@glBs?9t4TsB_oy##@!68v3QJv3eHNk;fbp&ucwS}vW=S}xZt_Lyyi zo-D(1__lLkHpor?grvPs)YsZ@>{Bbfd?7Qs#_8AtA2jt-yF`rhL_Y($!XE1B zrD?s4&p^aLK4Ibv3+y>JvFht&EaJ`<6ewkK=($TpJDRqm=uv4xslb>ShN`Q1w(3Mp zUXgw-zgJE`1Hnqly&9Rkbj%Q1#SJw9w$e@YD4p~MQ|m_57O7L%);)YL8CQNKA4i#Z z4G7MlEUjnF{2G7T=6LjKhpJkzXV~|OJ)z&g{$ti2Rfd!byhH|}a=!X=->L0_cj`G= zDD%Q3W=$dC0_BJC{HPYSYO0R{^2xTCWI=D1kMEzYA3-XiAzQG%%E=E+k~WR-g4S%e zbCt1)vjJJ-n|0^v7T3%@5fqG~rXXkcs3}Sb;t?fq@auJrD5nRvb#mCacW+M)hbKGJ z0VkVXIJ}!`#=|YPgVlJD@uL}41(}VEc}s&&tS2c=j=HayORkbS6Tk;_z#lD~;?4X> zleR4Hsz~21y$s!@I*6LwaTti@D~_vjPT#b=t4Gm-a9FmeYDt!WcK7MDzgS2d-X*1| z>-`{j>B6cp36T#_5AJ~+n4EyN>Tk@@STg<-%`Hsr-(xLb1(V<##k+`0?if@m@PHeRwC?>{G26v`X!sMb z5v*FD?OiPDk&%lgWtbFk%76jNZ6(r{gIAaH9S5@Wu0BZwfUN2fBu}$cssGe(U>nT1 zNnSyr+_vk@{2QvflnS7z&Tl_jdjIHuE2cj6zYfyPs161{RAA}clYb-mG1@%(eV&Nl z7+gSE;gi!?Ugj2<>lV>C@gEnf707Bbx4kX2YJ!>ckH3uY zEcc-9xkuLc<9J@0%tMvloeb+Q!$?Q}PDt&Si6;$^L5^dh&=CpmK6^Y5F}$E8zLOSJ zC>7Lyw?yY2bNt*zhisTD$CSusUlOI?a7>AQSs)5u9y5=*R*3bf|Fs5Zj|%xDQ5g%+ zJHNwo9UUzQRzcDB$V^y-UO9OyJYNaxNXiTV{E6s6S_62tb@77E{zcDNMS&6F+T zg8)bVkYHH#d}$H~kKqI*-2xP}8qsEQyUcMaU;hh^)U{VZqH>f9VQe=qRw_{)|wkmStjCY78R zZ_(wNoBg0hMH%~mAG3oqg}$kqk=SRVWZX#S>95nf*(~V#}{M2BWar(L!?_+Oar0ygDa(RJN%iYehyQ z!B*VoOCe+qjt!+?eLP$^K$fB4wSEH;l;%1r>`m7KfpJ+Ps|Br){-0jSq&<3d9%YDh zm6Pfz6Qyx?J`GnZIy;rs0qM}#fxyNo)ec8L4!KKiAS5?k)Vc7rElqP|uO!Njft9F8yySXTs3){QT;aOfR4Dl=az z{W=Ogc-F;SZ9k8$tRThLN~S0OG~D|i*i5p+YuX}HT}Q*9$a)UUof+TIc#$39gx&Q% zn4)6qwc)ds!`=;i7E~6GE9l zV7iZU6TiFtqwX8A+k9JvM7P&Yo__>FpW=l&a;K?m8P2F96P5QS=t^23gCl>Weu*x( zJfhTpnIOG{wwq5h{TC85gt?*sDr?%?7jxEbuMSpfKEw4v9Cg%cN>|iZPBwSJG+m~` zeBo`p=k@C+WdN@$3eE4PQDr>jx5MTmnf=_)5=l&ZM$UZ7gJ^Gr`28*OG~zs0|X`S-4Z`Gx5qifO?%JRpnZzL`r)#0$S0GT<6 zjGXd;Z%SuJW@Jn?a93FQGvq9#0%a+K{=AB zVppJaurqd2I`GM|?-U79H;iR9j0mfpucCi~AUpwaEs0fdUHiFL-tI#s8J8bBOmTaT z(qID!#Gj#Ti~~*Ll~t=j?aqgiGHY$LmCHsqR@$)`5L)cjeX?xd4MS5byPffT?r`wv~*Jkf@rJ5%V)nu;!6-F$ zm7VRKJMu4406XFO;1-FI{7kzI=m|4~k|#~Td%iZuj75n@{CE-iR_tC4k9CIJPk8Qs zv+kFiJ8=`ZJJ69OGLq+nQW=zbbsg3mOtdfK!!j7Q1t3tb2Mf%tln96R3ojYmr@tmb zZ$_$~wwVx$==hm3?R{#qHoSKXBEWDF!=N?PYkHg)RP3G5RwrP zoquJ6f2tPjgiTtdFLFAq3e+lI5Nj10n-DuW(^{CmPJ$Lhe1=JQ5YaDe*PU+Ra;%a5vt6YxQWVDVOj!U)Ls7Zk z(ldh!;5LE*zYa5ELf{NM9D{H6`b7b!lB*6FC9{y~yz+A$W}ukCrw~Wz2w#%YmUbMD zNg1zkQE}hDm=+E!7;U4Mlvo1k?7veOB+s8BM>@xibhxM5T-Dw=Fy#ZpI*392K=lJF zh*!6V^J#u}{GsSs5Vw+aZnq#EE*u4%yt)8*cC)yItKPkU-6@oj;#62~fh7!=06PUG zqBv6JYIXM;Q>o>pSOdLx%~pyZ5+3Th$IHL_JC8X^C0vmZ>OZXn_uQQ^W7U-q&H#>p z^K{$Ypoji_PzhA`(brv?t+erxYm-lA+}`!ev9cJzS?Dej2~B43GI6-~A1;Pe4O4wVT9LnUz?zoK3A3{zVa3? zpic~q$ZSqR0|*r`-H+#oCQ|fW7Yq~~J7xx%V@FLMvMQiP;&ZzzSg%d^ehDYmRkX?= zw72IKj=CqwZxXnoM zpZtciRBN4mw6dzqEV#bZ;d|^UUYneyBQtLG_5kI!tyg%F9la7E%F|+~zz5Bv9Da1u z5IYmC<(|(gD0Y+3+I-l~Y_e!*I|FBJQ+d;VP*{cR$of|b#j#~XP|%&Ca`GEGN>5b& zV8NdXG!9Y~=LOnX$nJLgQv*x!1g;Hi)!o?Vxe>AQo9qCn3m63h;VGJye z>ofcQGjZ+H3STy*bz25n=_qwuo0 zTXLXzfyFvs{@AdzP{;M&@3|&W6VMo?O||~q6G%!0qDlkdU*yrZ*v{kV2hVBPN>VHy= z&^)7otSZ$?)zbBC23hRvMmOKy58k%ZqhaD=3Xq!316h70a$BUT-N+;ML&IjkOQg%V z{XaNt3`+h>hmG$^eZ(I@p*R6}Y^+nI-tejoyNQJki#WQ?Bk&@d^#LkFiN)iFW7?x` ztgKw;^P0j>F{-`+N+iFQ_|1W7$fT+eH=s|EU2k!5fKT@iWE*amB>Ju9$Z2to=$^)0 zx{a9oXuA*#5-mllZVKs$FMku5(qBH3`2s22a*Q9>N|7mRiI?O3xSpM&jH*v^QhqWq zG!=_XlCNND84bcfS?(dLo)@?vd2@D3Fljd19m@+wnNEeziWP@?QInrHYnLjzdt01O zqKm9+c^Q2ECL)U??NRuKmf#zp;{25dvv_VGp zir+B}SZEI(Q++Ef=KHn$EXFh(MlSKo&?42B0ae~^w03jm{{8HclfW2x&gUHm#)f$b z`lJXjhI}7MV4;8VMa*}B+6f;R zozt%f{YI_`=)P#ZpAvS%V1 zPtdW1=uyV&)e5=YzNiZ^c=oBy?3i1M*^i=E69u4 zh#maK_w6A ziZC&%2}w$cu~~Y`Lw6@4wztH-Wu98R|RMIUhRFand%42@Al0nJC99ZciBU!d{1v! zLtQ`QsXzxi*Rxdm^LE9P6;LT8tLR%v6YFv$4$-UNVYOE4F2&q5Vz-Viz9{17=Eha?sqrzT9jOOScJS#6=YaY*fhkr;hGQ1y_${0f) zco2mnb?QxSnwuuh)Gmcr`=3VLf7b<$pF5mb0$>G70Ed3(j!^=DMmoD#7!YnOV` zUo`gjy{WI0`w~k5m1Mxl2doNNV;0YHzbOy=3wBSK@QcTntga+_*|H+?8=fwmT{xRB z4Idbg?pKt@rn9$RJkn78t@gwEpna?jNlt6IPAeNC^Js~5i^GoaMA0%;^njYlQr)S- zh5O(yblzev^6RmDuSSv!%O**DD2NBoiRY-zh!hZbZvafmZN+K#3g9_Hr_6131pL2x zjx2=gyNRA7pIS|>mz=r|3okEveSe(CC$`{V@pZL4jEeCut?83g9{g!?>#`RGagO>y zIXOJ&Z=Y`=zpdLj!j!A6?bm-zzviZ#C}}q4_d^tC;(|S{2;ufGBU!O|eI|aPyWDg| zrVA}>0=xDPbUlam_@GQwXBdmp{gvDxxTxE!R8Kb}!SMQnQ8shvW^)kL4`i+6)P*~L zH!J~3gzMU|V@WOM733D?)v-ItXg8UPr+t@gwq%!NoAI|h$!*emn;HkBebC!j7rLQ- zY;97Y8ox5Dj?vBhr)9}qOi5`O?#HNV_1m&^+~WUn&-O#|gRPnz_<;4_5TlKTq3?E& zx|V+{xQ0>p7=L(`@_#Q zt;{kdM5Lg+wz|*?{m%E)B7k+DonT$dW2`&iZy0)N;QcjJdVNAcX`@k{>bKaxz^G+f zmm7OsSBWM%h2=lEcXD&4HIlPW7Z$O5aKTRTy)4S2J1KEC`Q@dwKQ1F81}Jp+SBp^; zvVDZ-3%$E*2>j?ojwjwQ=q@?7k{3YiMzj&?1K1~wWGAL_K!OLbChhieVX(X7SU$RL z-*9G2SYTI7L~K1^dPgJ+Pn+;5Q(x(;f7)8KESuCg56pSym#X@-x-M9vN~du?_|C0z*Ln(Z} zau)uJ?>x2Wze2^?1=cwfnjUMKJOF`8Vjm?0_Tq=yAW*`U>C9|r!F%pLqZUs z(K8eV&gTy!p}pU+#sN$zv5QZVswo&<&Z9)m)Kn1D;&;gIt*oiudGxhhQSGXcc#kli zPtkeRJM*?T5@^W$o2ZMpq*f1I5p!61L1oJ&OYn{WhUiPb2e(>4OIN43=-&>PaZ;9; z&{y$6O#B?&`!RN8YvcTL&&0zh!=XoR3==zutkgBhZsHnkg{VQZM%Gvak0PB@R742^ zD6{e@dJFiZ=S?^Z7xl!%R2T2aV?9R z1D7b3=;_o;v29;rJOj{h*e_wNJ7_d5iN3FROtZ+?o0Y{}mpLdEzs75&0v zyj&;HKvM^DEq@%90cYPUUtLpc#lzy%v7{1D;Kk66_)A-5B)I=0iDaD z#7X8mO7q||(V`YNZNJFq>(Kn0E1tFFk1O7q%6I)W?yb|gqu^q^+NvUwY)ps#ABLdz zBQJVwtWJUd0h#ECW;;ZY>f)4(im8^9-OC0IgPfM77190+p8qro*^PtHz!k4CZ3$Gu z_z9*y;&K`bEvB4bJ1hQ8?OU9ic@gVID%j_ebKa4K)+N)lLJZyH*_nk(Au*q=fT+__ z*{iH0ye`LXptgDJE$`oMAT^P(3^~;F>Ko9i%ITw4Zi39D^m0mCXDf#aAhDmWJdxO6 z)`|bL&tAKBsZ7}E()ll6Sxyl4{J$b>wZ(ry*q-+Pg0KZp=#-+;^{4dsTh{~cb(JIK z1*i^4=Lfy0cNgi4ycGi>RE)sZ_HuT*Upl_i>6g7({pDIyuE2|_)P1jAdYhN;gk*I~ zvpXJen5hyo@PjKTuXE4_^Xlkx36IRjg*mtGP5&HcwCAGov(g%;+}bbySL6K)9*mB7 z&EB-S)!5eSO1v`G--+*L-j77XM-dli4ja_!NF_ywm8;<_PJmIh9=-uy+pE1w3tuee z$Xd8sIU78*Lnm>0F)2Wa3RnvwDD|C*UhyZtdKmCu#uPWj{C6s&6Fwp<0Ri0#5YW9_ zwx94=9%hsKULM7%hVZs**qclYA!DFJd8z{Xddx_&TsIclwO&q}O;0j73okXYY#ORR zNvY8I-Pa^f0Nj+@To-qD?Oqd*Z2M@o&rc$;v%)5^*xa}YJ=nC-x`~npLWOjsGE5(D1v=WD1xpv-nqrl?~Rcc z39CT4$Qk0E5=H^S`F9vjR*Y616LnPSxBOc=A1XKD@D+9bwpmy~N`t*T?4Jo)x235P zd6JRfvV?nt`{EjP(uX-hhxg4hr?Xbq9@ooUs=u*PF;X3+BuY#wx`@(ancQ87D3dQ( z0y24Q)rm~rmN1~kC4M6lVh8woHcxy#O3t}COsj=0xGwdE)ytF$JMcSIow=qut1TRK z?i;5oZ#U&d0XG2nEd|eEmM%)?i=V?8Zd8Ade_W?Ikthu}CU+lm?D{Ftk>epAVIr0& zXo)Zhg-MJ~R?!fONT^mELnymx4W^V6KE=hjDu%!{{m=XH>c&yh<;*<^0#cCqA8*fb z;9(HT{CVu4ft=NCff*0FW2^2au2b zAAo#l-U*PuAp-#U7S>vMlbG!r7Vhc=yM6HSfmUy{f*CgPTgH1*qA5Bw6VUAtb_=i0M2UV#UZ#I<4@>qy!JKxG4uqfW;zt%+BsJ-Fyo4J_72OdYR z>HbVz=-ZVkRZkh0D)I7hX=Dg;8Z{SZQbrl{;~N!X-sAnE7HDyL2D~#Y0C&>B{oTn! ztJ?iDNTR;-J<##Owzzl%%nW9#7^roYlGu0V8u*jL-He_*?*+?ikFA~RZzTTl`T#R* zfN+}>EYk4&#Lf5p^c~l=8z&bP^mmmuv};;VOF|hTggF2uoA#X@I$PhwGQW%tK3`k+9{6FKWB6!A={wZ+Deu(f z5!RD;&~0??1<25|mh8uFk^k)F%{FTU?jt-oz7!vAegbe0b}Vq%Rp{7A)oKd!Zxnu0 z{=^>hp8@{#AkpIZQsK7c)gfgrjT2YPi2Yv^NjPU|cH+fVgXc^+!o|z#=@DhVyb=7z z!=m2Bu>ICA@&?NmK$&PjqB4{tk#PQEz+-QLzymvn_CNmCx77(Yf+Yg~lS-jPY~TM_ zRTuqc5sybmqC$RB9f&E#Z!4cXjjo#CmyJ zMN@C*^nU-W_cDTgB6@uN1r+OZNp+ps+=XZu`~As}fA{Kio~24`g=8$qzkYpu69I6} z0KY|bhEhS`*r*c<@AgFuvQEF=0DLzm-%tD)8n`p?UO>!HZ8#pJHXQAB=L|-2K~vLJ z>oHl9-`3P+pft(ZRYO}1n0t<+?0%J_Avu(M|83YOxhm@ieAMo)`lq&Q?kT+{>f*+L zH;5S|+5lN-I8nyOy+T?gj-_##H%jn5V21?Ouv>WKZ-|lO^ESi8P3UJ5|m9l`hJVuphq16`%&WuCa0MoZ7z*$38wGFDlh)AE#Qe zP7-$n*=rV0KoC7hUu2d65?>o0Vp-SL9b%5p+ek^As~|8x*9~0z;`>%pm7;@s{IYul z5XpfmrnuE$Z4eHrC6UJ0mFC>1TKY(Gl*KOPIX(KXKh$|GVo(&GE!_ zqqg+NbpzZSG)!X zbQ9SyW_4ExC0Dt>-XIiT-`m~GXn&DQSCptQ$$P+yjH4?;`Xv%_WzIoIk2n*Zp@}r` z@$DAi=L>1@bICsZ(gPeHE7hz1pW?1O9LoOP%UIr2rbR+gFNMgc5MvldNg8X4>?Fo6 z`@U96nUrmkZL%{MF%n}bWs6~6CSow5Y=aTTKAcB-f9G81{B^E#-gEw$Yp%JT`8@aY zeeUObfA9PI`P@&A)oX{&sZOi+PnW-=-`B0jsiGs$omp}b$kfSzYFw%pEtR9Hpn^G74 zty{quxwNu^jIHMm13$MhBI}UVq}J{;~2cxa6FB3{bqjwwePf5 zSYFCe_l7R@#1mmuu?{D%sCT1FHrylbBKJiB!(`Th0p&OSp46QPEyWXM4=4 zNqs{{lQ>pf)x2Gm$x>7r@q;acW3g&TeuzG9c4wqhHwwy3hxN$Spoc!Q0aJ)f?`H z^L{!{nzia~nN;hUF>kKc@}Y2mR?ovHX4NgA`thr^1a*8K&K@xd^Dt&SorvL7>QI3f!BtyD8!i zK@n<7biXRuik|g97N(Ofk()W4j1KpGK1Dv+)D^W&x%ejdLyN$E0x>o;ZXQ4m3n^-! z(F0pJU;sY_6a=M!f?y{i7{bY4G#zcMi@&D+3-OKd7B;Ej zD|IT$_xX21O{{xi^g&TFb$yZwyVp1aHPSx|%0OB`h6>=6?Mg@J-1I(}-L|$d5Q8st zLJDjI0S-{MxX5ZbS2O0!Q2h7y_!@dDbn};R*)jaR3Q~-ZLY1p z@nwE1{*a-`)oE# z>HKGjbIQ7h#Y>1mo~K7FT{@BG#yhy4WWb#?s~k~U+P*`hrp->kH^Red8D zytJK>xOv!WcR?!zn#I7$g}c0Wih!dU*DFe+IuaeZ4A3!T0E*^6{L_rO^=<7upaOpu z2(JT8ry5+AM;tHihzkgmWRW3E?Rv@ZqwKa{6#RcGY58ZH>^O)%P6XQZ5H<@XX2M27Dg(l(qaa--8^{tRFj;#CTPOmklJ|qsO?JTd`=r}q z7XhtwP();@+j&YI;k|?RJKw|WOdwsl}JzxT*g4Dx%QXk*zn))Wl|X@dn>gUGrGE5$nMkQmdbh`;2bsl8zDLAi`Rn39WY0Q(}nphZr;LK<_%7;qv-7)<1TIxJDRPrp+GkT z`N3Q@!y3KX(bKG!v%wmJu=ZB1IHTy3W>|fljy8zf%4;m51Z4R%w6oXasK_OsR$Cc> z5f$sd#yA}M2qa;3p~xaL(9g{;B`8x-(9pH_{mDs6cJX~nhY?u=eqd(UOMepS;=B}N zPl`;vJP5z6hBxPwVPKssOO=C*SJIGg;tEts9ua`R}~OgZ=-MXUJ} z*kt;V->u%2z?Qa#Kv&BdHfyXA-tZW4aHT=LA80plIt>(CmL~!-bJY*`co-bClt29b zxy4NPMS%@QfiG5$mcPY7{H5kni659-Fk&VBkXRmKMYvSd>pxW^+xE83K~`9@2A2Rk zIjP6lJ^Fi8BbrhMajJXeyZRvv?yb@j100=O^A7g zXF=&}aBD8TUU+S>`51p4Wc$1#aqt$`Ac{0VWVn?;+65s6C$L)KV;i+z?S z8r0yQ*Fd)J+I;z;Zs5%OYQP}Y`y*zvAl5dOxbaPL8WcMQ7O#DP;Q-xa?`1c3eSwi0 zFq1Zr;ws@YG?2nN9>ujjC1*A7u{QWi>W}odmqQEfaBqbx>pPU3zbsrd!)dg5I)_db z+>~i75Hr}zam{OpG&?*rJS1KfOq^gS)4J69sTi7F=2<|Qw6Cr7)Dt<(CWB7Yh?qeN-RZm+r;$7Aj{=*U2XPkI8=_?=rjs6#(zDeRQ6HlQNGN+0nvfh#4?z{X-UV#`yXe5#Vojy;nD$4i+7zSCvszI zku?==SHDK_W0vn0+@3WWox;iiI?YJ=EWyj!*H_ z?V9yRD96x6q>#XREhUMv7 z+;FOal@@u#AA8M!EXi%#g-|qaumUyKX-EcqzvAm3mVor2lu5s{Hyd%5E_ z%P_oKUsL>z3))fkKD;%Lg(VO3$$v()5|wy2$?MD@;*}R*q;xtom-y5!(wCBEHga$3 z=c?H8oQHF@COJjl@JOjlqSBN8-MeD(!t*#?*~!2bxsvI`V#?2q=znYd^11x{p_}s_ zi_bcuL=KOpANnBHa=pQGLcx?aPK?10bp3rt2uCY-FMZXn`Mymb62(U#v?;r;drkH{ ziWC!*ocu-`rD4lh$rkX1DDJFhfIYE70${;uNL7;^Z}sqodRliSX(g!|57{t=0s&t-i%_9|Jpb zEAK_&VSi7)asW(|q5cAkHRR9JHi|duePclCWKW(G@nGrtA+^PfG#W^dfN|gMYZI4X zIH-xJ@c4AD^{tQmE8&+N3Oelr#Zw|$xvCI zEr(4vf5H8*MStPE99HWXA~6-*84AMWTKA+9eV!>yJSaSCjy$*ndHHTB!&&&R&e~CS zT!F8-w&-klSk7q9LuB5{8*%Z6K_qix$_5o^)QYs5#doc`AM&`%0W;tLoH^#poZ4B% zrci3oRrGgA`dppOio;&fp2lN7k2_F<;eVDnyTyo_+{z6rJ;n{68uA>s>dG86qsfe- zWAAWFiEyI5e&VICE|m&}bS4xErYOW$$j8(0HZPns`2YkTwj#WC8e5olgnqL2|wy8CAL8h{|sSTR?NGTI$`R%6P7FHri0<{#{D>JF`LXw^H zz^C>qY+On)TrN4yM4H*}n=PepCBH3+>)lGUV92@DP^XY49WaaOg*(eHQ#e(1Rl7E) z2E|Hr!;>m|rEs<_)}b3ENWG~Mf_=TA+8agHpb_2nPUy{JZ%O?WqiKc3Xxy_ZeoECU zx7(!XftL*n(}vSbv3#tznBjh4G%+5ClR2i_m3eSMh%R1fG_&_^J3CG)fv%gJ7vicf zPm>gWE9;`uC20h&RJ3$W%3aCPptJc}VbWY{!f}iO3GGKJm_eJdx@AnA)-{QcyZWk* z3iC4c2=x8j3V$kf$ob@XJn3Z29Rsp@ZOA^ev3RZgF4F{6np>)?@|E=})i-)VjNaL% zZdFq|hi6`!k#E}^aK_g2#RN;`FGSON!_4PFwNs{a_d<6quLa(zZ&w>mxr{t!wJ{-{ zJj#lPHD6;R1J;f$HGeNo&gf=G{S3T8^=)*zFlWO>96j+yyfi*+#MBArljUC# zlAR%LNw;*-3BnrVVz<8?yIZpIT+SufzIuwaT=y*m3j)`DUnO5@90i|FKNK^%bL$)VmbOH? z>9etdSgf0L3BNl@&Dq; z<9MajG(%;&?oVdH%FDM2C&2!s018Z^;HNY+E@&d=%7q=65uTt4#p2H67g1~Ir+THy zA|#;-Y*d)>G_2b8$CJSOIrlS|!pwx%%kA+HYfn;aBwtH3>(0Jl-EKGCXfP{g4$Xc1Y-d m6rui!Sn@xOnt)AAwRAhd+@jWxX25%Q*t9kEu9RxnMEx7h2WxKt diff --git a/docs/articles/freq.html b/docs/articles/freq.html index e235c3d2..fe9e6433 100644 --- a/docs/articles/freq.html +++ b/docs/articles/freq.html @@ -40,7 +40,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 @@ -199,7 +199,7 @@

How to create frequency tables

Matthijs S. Berends

-

28 May 2019

+

29 May 2019

@@ -211,13 +211,23 @@

Introduction

-

Frequency tables (or frequency distributions) are summaries of the distribution of values in a sample. With the freq function, you can create univariate frequency tables. Multiple variables will be pasted into one variable, so it forces a univariate distribution. We take the septic_patients dataset (included in this AMR package) as example.

+

Frequency tables (or frequency distributions) are summaries of the distribution of values in a sample. With the freq() function, you can create univariate frequency tables. Multiple variables will be pasted into one variable, so it forces a univariate distribution. We take the septic_patients dataset (included in this AMR package) as example.

Frequencies of one variable

To only show and quickly review the content of one variable, you can just select this variable in various ways. Let’s say we want to get the frequencies of the gender variable of the septic_patients dataset:

- +

Frequency table of gender from a data.frame (2,000 x 49)

Class: character
Length: 2,000 (of which NA: 0 = 0.00%)
@@ -489,8 +499,10 @@ Outliers: 15 (unique count: 12)

  • Mean

  • Standard deviation

  • Coefficient of variation (CV), the standard deviation divided by the mean

  • -
  • Five numbers of Tukey (min, Q1, median, Q3, max)

  • -
  • Coefficient of quartile variation (CQV, sometimes called coefficient of dispersion), calculated as (Q3 - Q1) / (Q3 + Q1) using quantile with type = 6 as quantile algorithm to comply with SPSS standards

  • +
  • Mean absolute deviation (MAD), the median of the absolute deviations from the median - a more robust statistic than the standard deviation

  • +
  • Five numbers of Tukey, namely: the minimum, Q1, median, Q3 and maximum

  • +
  • Interquartile range (IQR), the distance between Q1 and Q3

  • +
  • Coefficient of quartile variation (CQV, sometimes called coefficient of dispersion), calculated as (Q3 - Q1) / (Q3 + Q1) using quantile() with type = 6 as quantile algorithm to comply with SPSS standards

  • Outliers (total count and unique count)

  • So for example, the above frequency table quickly shows the median age of patients being 74.

    @@ -498,7 +510,7 @@ Outliers: 15 (unique count: 12)

    Frequencies of factors

    -

    To sort frequencies of factors on factor level instead of item count, use the sort.count parameter.

    +

    To sort frequencies of factors on their levels instead of item count, use the sort.count parameter.

    sort.count is TRUE by default. Compare this default behaviour…

    @@ -551,7 +563,7 @@ Unique: 4

    -

    … with this, where items are now sorted on count:

    +

    … to this, where items are now sorted on factor levels:

    septic_patients %>%
       freq(hospital_id, sort.count = FALSE)

    Frequency table of hospital_id from a data.frame (2,000 x 49)

    @@ -603,7 +615,7 @@ Unique: 4

    -

    All classes will be printed into the header (default is FALSE when using markdown like this document). Variables with the new rsi class of this AMR package are actually ordered factors and have three classes (look at Class in the header):

    +

    All classes will be printed into the header. Variables with the new rsi class of this AMR package are actually ordered factors and have three classes (look at Class in the header):

    septic_patients %>%
       freq(AMX, header = TRUE)

    Frequency table of AMX from a data.frame (2,000 x 49)

    @@ -791,68 +803,14 @@ Group: Beta-lactams/penicillins
    -
    septic_patients %>%
    -  freq(AMX, na.rm = FALSE)
    -

    Frequency table of AMX from a data.frame (2,000 x 49)

    -

    Class: factor > ordered > rsi (numeric)
    -Length: 2,000 (of which NA: 771 = 38.55%)
    -Levels: 3: S < I < R
    -Unique: 4

    -

    Drug: Amoxicillin (AMX, J01CA04)
    -Group: Beta-lactams/penicillins
    -%SI: 44.43%

    - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
    ItemCountPercentCum. CountCum. Percent
    1(NA)77138.6%77138.6%
    2R68334.2%1,45472.7%
    3S54327.2%1,99799.8%
    4I30.2%2,000100.0%

    Parameter row.names

    A frequency table shows row indices. To remove them, use row.names = FALSE:

    -
    septic_patients %>%
    -  freq(hospital_id, row.names = FALSE)
    +
    septic_patients %>%
    +  freq(hospital_id, row.names = FALSE)

    Frequency table of hospital_id from a data.frame (2,000 x 49)

    Class: factor (numeric)
    Length: 2,000 (of which NA: 0 = 0.00%)
    @@ -902,58 +860,22 @@ Unique: 4

    Parameter markdown

    -

    The markdown parameter is TRUE at default in non-interactive sessions, like in reports created with R Markdown. This will always print all rows, unless nmax is set.

    -
    septic_patients %>%
    -  freq(hospital_id, markdown = TRUE)
    -

    Frequency table of hospital_id from a data.frame (2,000 x 49)

    -

    Class: factor (numeric)
    -Length: 2,000 (of which NA: 0 = 0.00%)
    -Levels: 4: A, B, C, D
    -Unique: 4

    - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
    ItemCountPercentCum. CountCum. Percent
    1D76238.1%76238.1%
    2B66333.2%1,42571.2%
    3A32116.0%1,74687.3%
    4C25412.7%2,000100.0%
    +

    The markdown parameter is TRUE at default in non-interactive sessions, like in reports created with R Markdown. This will always print all rows, unless nmax is set. Without markdown (like in regular R), a frequency table would print like:

    +
    diff --git a/docs/articles/mo_property.html b/docs/articles/mo_property.html index 7cb6f9b7..b8d982e0 100644 --- a/docs/articles/mo_property.html +++ b/docs/articles/mo_property.html @@ -40,7 +40,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/articles/resistance_predict.html b/docs/articles/resistance_predict.html index 164d05a1..554ed231 100644 --- a/docs/articles/resistance_predict.html +++ b/docs/articles/resistance_predict.html @@ -40,7 +40,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/AMR-deprecated.html b/docs/reference/AMR-deprecated.html index ab097097..8b571995 100644 --- a/docs/reference/AMR-deprecated.html +++ b/docs/reference/AMR-deprecated.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/AMR.html b/docs/reference/AMR.html index e7bf6967..5d05a7bc 100644 --- a/docs/reference/AMR.html +++ b/docs/reference/AMR.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/WHOCC.html b/docs/reference/WHOCC.html index a245fc5a..5b7e0c27 100644 --- a/docs/reference/WHOCC.html +++ b/docs/reference/WHOCC.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/WHONET.html b/docs/reference/WHONET.html index 836e1651..2446f2a4 100644 --- a/docs/reference/WHONET.html +++ b/docs/reference/WHONET.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/ab_property.html b/docs/reference/ab_property.html index 422e208b..b937ae9c 100644 --- a/docs/reference/ab_property.html +++ b/docs/reference/ab_property.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/age.html b/docs/reference/age.html index 22ecb8c4..83e513bd 100644 --- a/docs/reference/age.html +++ b/docs/reference/age.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/age_groups.html b/docs/reference/age_groups.html index da33dcd1..0b522293 100644 --- a/docs/reference/age_groups.html +++ b/docs/reference/age_groups.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/antibiotics.html b/docs/reference/antibiotics.html index c1bcb191..bf763a4a 100644 --- a/docs/reference/antibiotics.html +++ b/docs/reference/antibiotics.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/as.ab.html b/docs/reference/as.ab.html index f9b5006c..876cb266 100644 --- a/docs/reference/as.ab.html +++ b/docs/reference/as.ab.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/as.atc.html b/docs/reference/as.atc.html index e01375e6..920e5100 100644 --- a/docs/reference/as.atc.html +++ b/docs/reference/as.atc.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/as.disk.html b/docs/reference/as.disk.html index 8d8d8ce1..e4f03dc4 100644 --- a/docs/reference/as.disk.html +++ b/docs/reference/as.disk.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/as.mic.html b/docs/reference/as.mic.html index 9dff64e2..c4d48b19 100644 --- a/docs/reference/as.mic.html +++ b/docs/reference/as.mic.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/as.mo.html b/docs/reference/as.mo.html index e1cfadae..3946b10f 100644 --- a/docs/reference/as.mo.html +++ b/docs/reference/as.mo.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/as.rsi.html b/docs/reference/as.rsi.html index fb78156b..84180295 100644 --- a/docs/reference/as.rsi.html +++ b/docs/reference/as.rsi.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/atc_online.html b/docs/reference/atc_online.html index 941c1813..85f572c1 100644 --- a/docs/reference/atc_online.html +++ b/docs/reference/atc_online.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/availability.html b/docs/reference/availability.html index c6f19be3..2e559fa1 100644 --- a/docs/reference/availability.html +++ b/docs/reference/availability.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/catalogue_of_life.html b/docs/reference/catalogue_of_life.html index c24c0dc9..690a4796 100644 --- a/docs/reference/catalogue_of_life.html +++ b/docs/reference/catalogue_of_life.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/catalogue_of_life_version.html b/docs/reference/catalogue_of_life_version.html index 8c7a614f..7c298f73 100644 --- a/docs/reference/catalogue_of_life_version.html +++ b/docs/reference/catalogue_of_life_version.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/count.html b/docs/reference/count.html index 251c2833..3c1eae5f 100644 --- a/docs/reference/count.html +++ b/docs/reference/count.html @@ -81,7 +81,7 @@ count_R and count_IR can be used to count resistant isolates, count_S and count_ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/eucast_rules.html b/docs/reference/eucast_rules.html index f33e1baf..ebde0736 100644 --- a/docs/reference/eucast_rules.html +++ b/docs/reference/eucast_rules.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/filter_ab_class.html b/docs/reference/filter_ab_class.html index 523ca1c3..2ef180d2 100644 --- a/docs/reference/filter_ab_class.html +++ b/docs/reference/filter_ab_class.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/first_isolate.html b/docs/reference/first_isolate.html index d80d98bb..28233ee9 100644 --- a/docs/reference/first_isolate.html +++ b/docs/reference/first_isolate.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/freq.html b/docs/reference/freq.html index 18f28f9c..ad7e1256 100644 --- a/docs/reference/freq.html +++ b/docs/reference/freq.html @@ -81,7 +81,7 @@ top_freq can be used to get the top/bottom n items of a frequency table, with co AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/g.test.html b/docs/reference/g.test.html index 58170288..1c5c12b3 100644 --- a/docs/reference/g.test.html +++ b/docs/reference/g.test.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/ggplot_rsi.html b/docs/reference/ggplot_rsi.html index 7885783e..bc8fe9cc 100644 --- a/docs/reference/ggplot_rsi.html +++ b/docs/reference/ggplot_rsi.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/guess_ab_col.html b/docs/reference/guess_ab_col.html index 0d7bdfe7..47596e9e 100644 --- a/docs/reference/guess_ab_col.html +++ b/docs/reference/guess_ab_col.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/join.html b/docs/reference/join.html index e58f4fd1..1fb1f396 100644 --- a/docs/reference/join.html +++ b/docs/reference/join.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/key_antibiotics.html b/docs/reference/key_antibiotics.html index c6ab9213..af9f67cb 100644 --- a/docs/reference/key_antibiotics.html +++ b/docs/reference/key_antibiotics.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/kurtosis.html b/docs/reference/kurtosis.html index 693ed9a7..e35983c5 100644 --- a/docs/reference/kurtosis.html +++ b/docs/reference/kurtosis.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/like.html b/docs/reference/like.html index 08012d4c..f3772fab 100644 --- a/docs/reference/like.html +++ b/docs/reference/like.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/mdro.html b/docs/reference/mdro.html index a1259a37..ee4b59d6 100644 --- a/docs/reference/mdro.html +++ b/docs/reference/mdro.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/microorganisms.codes.html b/docs/reference/microorganisms.codes.html index 9b5d5608..93c1a8f8 100644 --- a/docs/reference/microorganisms.codes.html +++ b/docs/reference/microorganisms.codes.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/microorganisms.html b/docs/reference/microorganisms.html index 13040cec..3c19f843 100644 --- a/docs/reference/microorganisms.html +++ b/docs/reference/microorganisms.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/microorganisms.old.html b/docs/reference/microorganisms.old.html index 8a7a0c19..e3fb049e 100644 --- a/docs/reference/microorganisms.old.html +++ b/docs/reference/microorganisms.old.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/mo_property.html b/docs/reference/mo_property.html index b0f23e4e..ca4a0c75 100644 --- a/docs/reference/mo_property.html +++ b/docs/reference/mo_property.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/mo_source.html b/docs/reference/mo_source.html index 0964e0b7..0172d1cc 100644 --- a/docs/reference/mo_source.html +++ b/docs/reference/mo_source.html @@ -81,7 +81,7 @@ This is the fastest way to have your organisation (or analysis) specific codes p AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/p.symbol.html b/docs/reference/p.symbol.html index 1aa8091b..3af3c71d 100644 --- a/docs/reference/p.symbol.html +++ b/docs/reference/p.symbol.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/portion.html b/docs/reference/portion.html index e885ebd7..d763e4ec 100644 --- a/docs/reference/portion.html +++ b/docs/reference/portion.html @@ -81,7 +81,7 @@ portion_R and portion_IR can be used to calculate resistance, portion_S and port AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/read.4D.html b/docs/reference/read.4D.html index 2dd2cc1e..243d6c6d 100644 --- a/docs/reference/read.4D.html +++ b/docs/reference/read.4D.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/resistance_predict.html b/docs/reference/resistance_predict.html index e39c9fc2..2b9926da 100644 --- a/docs/reference/resistance_predict.html +++ b/docs/reference/resistance_predict.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/rsi_translation.html b/docs/reference/rsi_translation.html index 0af8760c..26a0ac8c 100644 --- a/docs/reference/rsi_translation.html +++ b/docs/reference/rsi_translation.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/septic_patients.html b/docs/reference/septic_patients.html index 20a9d4e6..16c29f1f 100644 --- a/docs/reference/septic_patients.html +++ b/docs/reference/septic_patients.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/skewness.html b/docs/reference/skewness.html index 59408ecf..ee6ee896 100644 --- a/docs/reference/skewness.html +++ b/docs/reference/skewness.html @@ -81,7 +81,7 @@ When negative: the left tail is longer; the mass of the distribution is concentr AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/docs/reference/translate.html b/docs/reference/translate.html index 46c3e605..fd288fe0 100644 --- a/docs/reference/translate.html +++ b/docs/reference/translate.html @@ -80,7 +80,7 @@ AMR (for R) - 0.6.1.9037 + 0.6.1.9040 diff --git a/man/age_groups.Rd b/man/age_groups.Rd index d4ef3322..cd0e5101 100644 --- a/man/age_groups.Rd +++ b/man/age_groups.Rd @@ -24,7 +24,7 @@ To split ages, the input can be: The default is to split on young children (0-11), youth (12-24), young adults (25-54), middle-aged adults (55-74) and elderly (75+).} \item{A character:} \itemize{ - \item{\code{"children"}, equivalent of: \code{c(0, 1, 2, 4, 6, 13, 18)}. This will split on 0, 1, 2-3, 4-5, 6-12, 13-17 and 18+.} + \item{\code{"children"} or \code{"kids"}, equivalent of: \code{c(0, 1, 2, 4, 6, 13, 18)}. This will split on 0, 1, 2-3, 4-5, 6-12, 13-17 and 18+.} \item{\code{"elderly"} or \code{"seniors"}, equivalent of: \code{c(65, 75, 85)}. This will split on 0-64, 65-74, 75-84, 85+.} \item{\code{"fives"}, equivalent of: \code{1:20 * 5}. This will split on 0-4, 5-9, 10-14, ..., 90-94, 95-99, 100+.} \item{\code{"tens"}, equivalent of: \code{1:10 * 10}. This will split on 0-9, 10-19, 20-29, ... 80-89, 90-99, 100+.} @@ -61,12 +61,10 @@ age_groups(ages, c(1, 2, 4, 6, 13, 17)) # resistance of ciprofloxacine per age group library(dplyr) septic_patients \%>\% - mutate(first_isolate = first_isolate(.)) \%>\% - filter(first_isolate == TRUE, - mo == as.mo("E. coli")) \%>\% + filter_first_isolate) \%>\% + filter(mo == as.mo("E. coli")) \%>\% group_by(age_group = age_groups(age)) \%>\% - select(age_group, - CIP) \%>\% + select(age_group, CIP) \%>\% ggplot_rsi(x = "age_group") } \seealso{ diff --git a/vignettes/freq.Rmd b/vignettes/freq.Rmd index 81028383..e450dc2d 100644 --- a/vignettes/freq.Rmd +++ b/vignettes/freq.Rmd @@ -28,13 +28,23 @@ library(AMR) ## Introduction -Frequency tables (or frequency distributions) are summaries of the distribution of values in a sample. With the `freq` function, you can create univariate frequency tables. Multiple variables will be pasted into one variable, so it forces a univariate distribution. We take the `septic_patients` dataset (included in this AMR package) as example. +Frequency tables (or frequency distributions) are summaries of the distribution of values in a sample. With the `freq()` function, you can create univariate frequency tables. Multiple variables will be pasted into one variable, so it forces a univariate distribution. We take the `septic_patients` dataset (included in this AMR package) as example. ## Frequencies of one variable To only show and quickly review the content of one variable, you can just select this variable in various ways. Let's say we want to get the frequencies of the `gender` variable of the `septic_patients` dataset: ```{r, echo = TRUE} -septic_patients %>% freq(gender) +# Any of these will work: +# freq(septic_patients$gender) +# freq(septic_patients[, "gender"]) + +# Using tidyverse: +# septic_patients$gender %>% freq() +# septic_patients[, "gender"] %>% freq() +# septic_patients %>% freq("gender") + +# Probably the fastest and easiest: +septic_patients %>% freq(gender) ``` This immediately shows the class of the variable, its length and availability (i.e. the amount of `NA`), the amount of unique values and (most importantly) that among septic patients men are more prevalent than women. @@ -84,9 +94,13 @@ So the following properties are determined, where `NA` values are always ignored * **Coefficient of variation** (CV), the standard deviation divided by the mean -* **Five numbers of Tukey** (min, Q1, median, Q3, max) +* **Mean absolute deviation** (MAD), the median of the absolute deviations from the median - a more robust statistic than the standard deviation -* **Coefficient of quartile variation** (CQV, sometimes called coefficient of dispersion), calculated as (Q3 - Q1) / (Q3 + Q1) using quantile with `type = 6` as quantile algorithm to comply with SPSS standards +* **Five numbers of Tukey**, namely: the minimum, Q1, median, Q3 and maximum + +* **Interquartile range** (IQR), the distance between Q1 and Q3 + +* **Coefficient of quartile variation** (CQV, sometimes called *coefficient of dispersion*), calculated as (Q3 - Q1) / (Q3 + Q1) using `quantile()` with `type = 6` as quantile algorithm to comply with SPSS standards * **Outliers** (total count and unique count) @@ -94,7 +108,7 @@ So for example, the above frequency table quickly shows the median age of patien ## Frequencies of factors -To sort frequencies of factors on factor level instead of item count, use the `sort.count` parameter. +To sort frequencies of factors on their levels instead of item count, use the `sort.count` parameter. `sort.count` is `TRUE` by default. Compare this default behaviour... @@ -103,14 +117,14 @@ septic_patients %>% freq(hospital_id) ``` -... with this, where items are now sorted on count: +... to this, where items are now sorted on factor levels: ```{r, echo = TRUE} septic_patients %>% freq(hospital_id, sort.count = FALSE) ``` -All classes will be printed into the header (default is `FALSE` when using markdown like this document). Variables with the new `rsi` class of this AMR package are actually ordered factors and have three classes (look at `Class` in the header): +All classes will be printed into the header. Variables with the new `rsi` class of this AMR package are actually ordered factors and have three classes (look at `Class` in the header): ```{r, echo = TRUE} septic_patients %>% @@ -147,8 +161,6 @@ dim(my_df) With the `na.rm` parameter you can remove `NA` values from the frequency table (defaults to `TRUE`, but the number of `NA` values will always be shown into the header): ```{r, echo = TRUE} -septic_patients %>% - freq(AMX, na.rm = FALSE) septic_patients %>% freq(AMX, na.rm = FALSE) ``` @@ -162,9 +174,9 @@ septic_patients %>% ``` ### Parameter `markdown` -The `markdown` parameter is `TRUE` at default in non-interactive sessions, like in reports created with R Markdown. This will always print all rows, unless `nmax` is set. +The `markdown` parameter is `TRUE` at default in non-interactive sessions, like in reports created with R Markdown. This will always print all rows, unless `nmax` is set. Without markdown (like in regular R), a frequency table would print like: -```{r, echo = TRUE} +```{r, echo = TRUE, results = 'markup'} septic_patients %>% - freq(hospital_id, markdown = TRUE) + freq(hospital_id, markdown = FALSE) ```