From 0ec76cfa98b5bc6b0f0ede76e26c0d0acee56e02 Mon Sep 17 00:00:00 2001 From: "Matthijs S. Berends" Date: Mon, 25 Feb 2019 10:42:57 +0100 Subject: [PATCH] as.mo improvement --- DESCRIPTION | 2 +- R/mo.R | 19 +- R/mo_property.R | 2 +- R/zzz.R | 26 +- docs/articles/AMR.html | 526 +++++++++--------- .../AMR_files/figure-html/plot 1-1.png | Bin 33913 -> 33655 bytes .../AMR_files/figure-html/plot 3-1.png | Bin 21090 -> 21118 bytes .../AMR_files/figure-html/plot 4-1.png | Bin 69624 -> 69626 bytes .../AMR_files/figure-html/plot 5-1.png | Bin 51366 -> 51370 bytes docs/articles/EUCAST.html | 2 +- docs/articles/G_test.html | 2 +- docs/articles/WHONET.html | 2 +- docs/articles/atc_property.html | 2 +- docs/articles/benchmarks.html | 83 +-- .../figure-html/unnamed-chunk-5-1.png | Bin 29256 -> 32596 bytes docs/articles/freq.html | 2 +- docs/articles/mo_property.html | 2 +- docs/articles/resistance_predict.html | 2 +- docs/reference/as.mo.html | 15 +- man/as.mo.Rd | 16 +- 20 files changed, 379 insertions(+), 324 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index 4c3603da..137b5ee2 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,6 +1,6 @@ Package: AMR Version: 0.5.0.9018 -Date: 2019-02-23 +Date: 2019-02-25 Title: Antimicrobial Resistance Analysis Authors@R: c( person( diff --git a/R/mo.R b/R/mo.R index 09be7250..fcce4506 100755 --- a/R/mo.R +++ b/R/mo.R @@ -56,7 +56,7 @@ #' This function uses Artificial Intelligence (AI) to help getting fast and logical results. It tries to find matches in this order: #' \itemize{ #' \item{Taxonomic kingdom: it first searches in Bacteria, then Fungi, then Protozoa} -#' \item{Human pathogenic prevalence: it first searches in more prevalent microorganisms, then less prevalent ones} +#' \item{Human pathogenic prevalence: it first searches in more prevalent microorganisms, then less prevalent ones (see section \emph{Microbial prevalence of pathogens in humans})} #' \item{Valid MO codes and full names: it first searches in already valid MO code and known genus/species combinations} #' \item{Breakdown of input values: from here it starts to breakdown input values to find possible matches} #' } @@ -93,6 +93,17 @@ #' #' Use \code{mo_renamed()} to get a vector with all values that could be coerced based on an old, previously accepted taxonomic name. #' +#' @section Microbial prevalence of pathogens in humans: +#' The artificial intelligence takes into account microbial prevalence of pathogens in humans. It uses three groups and every (sub)species is in the group it matches first. These groups are: +#' \itemize{ +#' \item{1 (most prevalent): class is Gammaproteobacteria \strong{or} genus is one of: \emph{Enterococcus}, \emph{Staphylococcus}, \emph{Streptococcus}.} +#' \item{2: phylum is one of: Proteobacteria, Firmicutes, Actinobacteria, Sarcomastigophora \strong{or} genus is one of: \emph{Aspergillus}, \emph{Bacteroides}, \emph{Candida}, \emph{Capnocytophaga}, \emph{Chryseobacterium}, \emph{Cryptococcus}, \emph{Elisabethkingia}, \emph{Flavobacterium}, \emph{Fusobacterium}, \emph{Giardia}, \emph{Leptotrichia}, \emph{Mycoplasma}, \emph{Prevotella}, \emph{Rhodotorula}, \emph{Treponema}, \emph{Trichophyton}.} +#' \item{3 (least prevalent): all others.} +#' } +#' +#' Group 1 contains all common Gram negatives, like all Enterobacteriaceae and e.g. \emph{Pseudomonas} and \emph{Legionella}. +#' +#' Group 2 probably contains all microbial pathogens ever found in humans. #' @inheritSection catalogue_of_life Catalogue of Life # (source as a section, so it can be inherited by other man pages) #' @section Source: @@ -251,7 +262,7 @@ exec_as.mo <- function(x, Becker = FALSE, Lancefield = FALSE, } } else if (all(x %in% reference_df[, 1]) - & all(reference_df[, "mo"] %in% microorganismsDT[["mo"]])) { + & all(reference_df[, "mo"] %in% microorganismsDT[, "mo"][[1]])) { # all in reference df colnames(reference_df)[1] <- "x" suppressWarnings( @@ -261,7 +272,7 @@ exec_as.mo <- function(x, Becker = FALSE, Lancefield = FALSE, pull(property) ) - } else if (all(x %in% microorganismsDT[["mo"]])) { + } else if (all(x %in% microorganismsDT[, "mo"][[1]])) { # existing mo codes when not looking for property "mo", like mo_genus("B_ESCHR_COL") x <- microorganismsDT[data.table(mo = x), on = "mo", ..property][[1]] @@ -278,7 +289,7 @@ exec_as.mo <- function(x, Becker = FALSE, Lancefield = FALSE, y <- as.data.table(microorganisms.codes)[data.table(code = toupper(x)), on = "code", ] x <- microorganismsDT[data.table(mo = y[["mo"]]), on = "mo", ..property][[1]] - } else if (!all(x %in% microorganismsDT[[property]])) { + } else if (!all(x %in% microorganismsDT[, ..property][[1]])) { x_backup <- x diff --git a/R/mo_property.R b/R/mo_property.R index 49c4624f..2e7f4f51 100755 --- a/R/mo_property.R +++ b/R/mo_property.R @@ -494,7 +494,7 @@ mo_validate <- function(x, property, ...) { # check onLoad() in R/zzz.R: data tables are created there. } - if (!all(x %in% microorganismsDT[[property]]) + if (!all(x %in% microorganismsDT[, ..property][[1]]) | Becker %in% c(TRUE, "all") | Lancefield %in% c(TRUE, "all")) { exec_as.mo(x, property = property, ...) diff --git a/R/zzz.R b/R/zzz.R index 17bdba90..d5156bba 100755 --- a/R/zzz.R +++ b/R/zzz.R @@ -50,18 +50,28 @@ make_DT <- function() { microorganismsDT <- AMR::microorganisms %>% mutate(prevalence = case_when( class == "Gammaproteobacteria" - | order %in% c("Lactobacillales", "Bacillales") + | genus %in% c("Enterococcus", "Staphylococcus", "Streptococcus") ~ 1, phylum %in% c("Proteobacteria", "Firmicutes", "Actinobacteria", - "Bacteroidetes") - | genus %in% c("Candida", - "Aspergillus", - "Trichophyton", + "Sarcomastigophora") + | genus %in% c("Aspergillus", + "Bacteroides", + "Candida", + "Capnocytophaga", + "Chryseobacterium", + "Cryptococcus", + "Elisabethkingia", + "Flavobacterium", + "Fusobacterium", "Giardia", - "Dientamoeba", - "Entamoeba") + "Leptotrichia", + "Mycoplasma", + "Prevotella", + "Rhodotorula", + "Treponema", + "Trichophyton") ~ 2, TRUE ~ 3 )) %>% @@ -74,7 +84,7 @@ make_DT <- function() { } make_trans_tbl <- function() { -# conversion of old MO codes from v0.5.0 (ITIS) to later versions (Catalogue of Life) + # conversion of old MO codes from v0.5.0 (ITIS) to later versions (Catalogue of Life) c(B_ACHRMB = "B_ACHRM", B_ANNMA = "B_ACTNS", B_ACLLS = "B_ALCYC", B_AHNGM = "B_ARCHN", B_ARMTM = "B_ARMTMN", B_ARTHRS = "B_ARTHR", B_APHLS = "B_AZRHZP", B_BRCHA = "B_BRCHY", B_BCTRM = "B_BRVBCT", diff --git a/docs/articles/AMR.html b/docs/articles/AMR.html index 7515f28e..3f2aa1fa 100644 --- a/docs/articles/AMR.html +++ b/docs/articles/AMR.html @@ -192,7 +192,7 @@

How to conduct AMR analysis

Matthijs S. Berends

-

23 February 2019

+

25 February 2019

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

Note: values on this page will change with every website update since they are based on randomly created values and the page was written in RMarkdown. However, the methodology remains unchanged. This page was generated on 23 February 2019.

+

Note: values on this page will change with every website update since they are based on randomly created values and the page was written in RMarkdown. However, the methodology remains unchanged. This page was generated on 25 February 2019.

Introduction

@@ -217,21 +217,21 @@ -2019-02-23 +2019-02-25 abcd Escherichia coli S S -2019-02-23 +2019-02-25 abcd Escherichia coli S R -2019-02-23 +2019-02-25 efgh Escherichia coli R @@ -327,70 +327,70 @@ -2017-04-07 -O7 +2016-10-19 +U5 Hospital B -Staphylococcus aureus +Escherichia coli +S +S R S -S -S F -2017-04-12 -H4 -Hospital B -Staphylococcus aureus -R -S -R -S -M - - -2013-08-17 -C3 -Hospital B -Streptococcus pneumoniae -R -R -S -S -M - - -2015-05-18 -E9 -Hospital B -Klebsiella pneumoniae -R -R -S -S -M - - -2012-12-26 -W4 +2016-05-27 +C10 Hospital A Staphylococcus aureus R S S S +M + + +2014-11-05 +A2 +Hospital A +Staphylococcus aureus +S +S +R +S +M + + +2017-03-21 +N6 +Hospital B +Staphylococcus aureus +S +I +S +S +F + + +2010-03-02 +X6 +Hospital B +Escherichia coli +S +S +S +S F -2016-09-28 -W1 +2015-08-17 +B8 Hospital D Staphylococcus aureus R S S S -F +M @@ -411,8 +411,8 @@ #> #> Item Count Percent Cum. Count Cum. Percent #> --- ----- ------- -------- ----------- ------------- -#> 1 M 10,466 52.3% 10,466 52.3% -#> 2 F 9,534 47.7% 20,000 100.0% +#> 1 M 10,390 52.0% 10,390 52.0% +#> 2 F 9,610 48.1% 20,000 100.0%

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

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

+#> -> changed 4,184 test results (0 to S; 0 to I; 4,184 to R)

@@ -489,8 +489,8 @@ #> NOTE: Using column `bacteria` as input for `col_mo`. #> NOTE: Using column `date` as input for `col_date`. #> NOTE: Using column `patient_id` as input for `col_patient_id`. -#> => Found 5,641 first isolates (28.2% of total)

-

So only 28.2% is suitable for resistance analysis! We can now filter on it with the filter() function, also from the dplyr package:

+#> => Found 5,780 first isolates (28.9% of total) +

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

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

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

@@ -516,32 +516,32 @@ 1 -2010-01-24 -A4 +2010-01-05 +G4 B_ESCHR_COL -R -R +S +S S S TRUE 2 -2010-03-30 -A4 +2010-03-10 +G4 B_ESCHR_COL -I -S R S +S +S FALSE 3 -2010-07-21 -A4 +2010-07-15 +G4 B_ESCHR_COL -S +R S S S @@ -549,8 +549,8 @@ 4 -2010-09-23 -A4 +2010-09-07 +G4 B_ESCHR_COL S S @@ -560,8 +560,8 @@ 5 -2010-10-05 -A4 +2010-11-10 +G4 B_ESCHR_COL R S @@ -571,55 +571,55 @@ 6 -2010-10-26 -A4 +2011-01-23 +G4 B_ESCHR_COL +I R S S -S -FALSE - - -7 -2011-02-03 -A4 -B_ESCHR_COL -S -S -S -S TRUE + +7 +2011-02-21 +G4 +B_ESCHR_COL +S +I +S +S +FALSE + 8 -2011-02-16 -A4 +2011-02-25 +G4 B_ESCHR_COL R S -R +S S FALSE 9 -2011-04-19 -A4 +2011-02-28 +G4 B_ESCHR_COL S -R +S S S FALSE 10 -2011-05-17 -A4 +2011-04-03 +G4 B_ESCHR_COL R -R +S S S FALSE @@ -637,7 +637,7 @@ #> NOTE: Using column `patient_id` as input for `col_patient_id`. #> NOTE: Using column `keyab` as input for `col_keyantibiotics`. Use col_keyantibiotics = FALSE to prevent this. #> [Criterion] Inclusion based on key antibiotics, ignoring I. -#> => Found 15,939 first weighted isolates (79.7% of total) +#> => Found 15,963 first weighted isolates (79.8% of total) @@ -654,11 +654,11 @@ - - + + - - + + @@ -666,20 +666,32 @@ - - + + - - + + - - + + + + + + + + + + + + + + @@ -688,22 +700,10 @@ - - - - - - - - - - - - - - + + @@ -714,47 +714,47 @@ - - + + + - - - + + - - + + + - - - + + - - + + - + - - + + - + @@ -762,11 +762,11 @@ - - + + - + @@ -774,11 +774,11 @@
isolate
12010-01-24A42010-01-05G4 B_ESCHR_COLRRSS S S TRUE
22010-03-30A42010-03-10G4 B_ESCHR_COLIS R SSS FALSE TRUE
32010-07-21A42010-07-15G4B_ESCHR_COLRSSSFALSEFALSE
42010-09-07G4 B_ESCHR_COL S SFALSE TRUE
42010-09-23A4B_ESCHR_COLSSSSFALSEFALSE
52010-10-05A42010-11-10G4 B_ESCHR_COL R S
62010-10-26A42011-01-23G4 B_ESCHR_COLI R S SSFALSEFALSETRUETRUE
72011-02-03A42011-02-21G4 B_ESCHR_COL SI S SSTRUETRUEFALSEFALSE
82011-02-16A42011-02-25G4 B_ESCHR_COL R SRS S FALSE TRUE
92011-04-19A42011-02-28G4 B_ESCHR_COL SRS S S FALSE
102011-05-17A42011-04-03G4 B_ESCHR_COL RRS S S FALSE
-

Instead of 2, now 8 isolates are flagged. In total, 79.7% of all isolates are marked ‘first weighted’ - 51.5% 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, 79.8% of all isolates are marked ‘first weighted’ - 50.9% more than when using the CLSI guideline. In real life, this novel algorithm will yield 5-10% more isolates than the classic CLSI guideline.

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 15,939 isolates for analysis.

+

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

We can remove unneeded columns:

data_1st <- data_1st %>% 
   select(-c(first, keyab))
@@ -803,89 +803,9 @@ -2 -2017-04-12 -H4 -Hospital B -B_STPHY_AUR -R -S -R -S -M -Gram positive -Staphylococcus -aureus -TRUE - - -3 -2013-08-17 -C3 -Hospital B -B_STRPT_PNE -R -R -S -R -M -Gram positive -Streptococcus -pneumoniae -TRUE - - -4 -2015-05-18 -E9 -Hospital B -B_KLBSL_PNE -R -R -S -S -M -Gram negative -Klebsiella -pneumoniae -TRUE - - -5 -2012-12-26 -W4 -Hospital A -B_STPHY_AUR -R -S -S -S -F -Gram positive -Staphylococcus -aureus -TRUE - - -6 -2016-09-28 -W1 -Hospital D -B_STPHY_AUR -R -S -S -S -F -Gram positive -Staphylococcus -aureus -TRUE - - -7 -2016-05-04 -R2 +1 +2016-10-19 +U5 Hospital B B_ESCHR_COL S @@ -898,6 +818,86 @@ coli TRUE + +3 +2014-11-05 +A2 +Hospital A +B_STPHY_AUR +S +S +R +S +M +Gram positive +Staphylococcus +aureus +TRUE + + +5 +2010-03-02 +X6 +Hospital B +B_ESCHR_COL +S +S +S +S +F +Gram negative +Escherichia +coli +TRUE + + +6 +2015-08-17 +B8 +Hospital D +B_STPHY_AUR +R +S +S +S +M +Gram positive +Staphylococcus +aureus +TRUE + + +7 +2013-01-25 +M3 +Hospital A +B_STPHY_AUR +R +R +S +S +M +Gram positive +Staphylococcus +aureus +TRUE + + +8 +2013-07-27 +E2 +Hospital C +B_KLBSL_PNE +R +S +S +S +M +Gram negative +Klebsiella +pneumoniae +TRUE +

Time for the analysis!

@@ -915,9 +915,9 @@
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 (15,939 x 13)

+

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

Columns: 2
-Length: 15,939 (of which NA: 0 = 0.00%)
+Length: 15,963 (of which NA: 0 = 0.00%)
Unique: 4

Shortest: 16
Longest: 24

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

1 Escherichia coli -8,055 -50.5% -8,055 -50.5% +7,910 +49.6% +7,910 +49.6% 2 Staphylococcus aureus -3,886 +3,889 24.4% -11,941 -74.9% +11,799 +73.9% 3 Streptococcus pneumoniae -2,439 -15.3% -14,380 -90.2% +2,480 +15.5% +14,279 +89.5% 4 Klebsiella pneumoniae -1,559 -9.8% -15,939 +1,684 +10.5% +15,963 100.0% @@ -971,7 +971,7 @@ Longest: 24

Resistance percentages

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

data_1st %>% portion_IR(amox)
-#> [1] 0.4705439
+#> [1] 0.4748481

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

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

Hospital A -0.4616191 +0.4765396 Hospital B -0.4714054 +0.4750632 Hospital C -0.4865089 +0.4830405 Hospital D -0.4703324 +0.4657107 @@ -1014,23 +1014,23 @@ Longest: 24

Hospital A -0.4616191 -4768 +0.4765396 +4774 Hospital B -0.4714054 -5543 +0.4750632 +5534 Hospital C -0.4865089 -2409 +0.4830405 +2447 Hospital D -0.4703324 -3219 +0.4657107 +3208 @@ -1050,27 +1050,27 @@ Longest: 24

Escherichia -0.7251397 -0.9020484 -0.9738051 +0.7353982 +0.8972187 +0.9734513 Klebsiella -0.7305965 -0.8941629 -0.9737011 +0.7369359 +0.9014252 +0.9786223 Staphylococcus -0.7174472 -0.9217705 -0.9804426 +0.7413217 +0.9161738 +0.9763435 Streptococcus -0.7437474 +0.7181452 0.0000000 -0.7437474 +0.7181452 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 b6f8a3eb2a0cc734fdc508743ac40a9bb8115c29..f154850a755565be085ab5b6fd22e0eafdba201e 100644 GIT binary patch literal 33655 zcmeFa2{_j6x<0J8x7X7o)f;6@Xiz96G8UB(Qf8q@LK!m84H~2<8KMl8c?`)+NeQ9M zGZ~UOWFDUHy!EbcueJBu`&;Y3-+lb|@g2*tcHUi{=lT8a-+f=#d7bBZT|7=G%B)_& zw1S3)X0`0G!zXEImW9#KEPYM+1%Gq=t1K1YmRlUtw4$M5y+!_SiFfyiAq~xD8rj2# zRP3J&v^Y4c);tv&vRNmv+kMZkNBCCsEnBwXlYqyOg!MLRzdkv*BkjngBifCoX-N~R zy8`IcBy%p9vp!q4%<^?+^o0k99$foI%b|bh^RwH(6>MKFTR!YPX4;w~OF6gsfT%=; zo~UV3?oF##o7>`ZZFjMG)8cZjY?n74Sc3ncsrI|F6yI)(Eg^qT@9+y9zHJ`;l?C4p zb}bjiw<{mkTi_ebgKh2P+ZLtQo*48h*kTN`{_?5nktvL?w?rdOp`SDo> ze~c8d4>zPnX{Vb_Hd`qvG->8Kj#nv31_uPBo7N=`3=Aw;`rF-&d!DJrso5m0!Wwa1 z52q8>b(0*Z9(S#6HKc)c?SN1I$8ZPxcy>7u;AGbv)1~I9Mm31TQ-1 zbFA;mbNqzM?1Xs7ZB8$-(GT7dGZ!WX8U!z$ou3(>Y_Zc5W6Pf#ExomdJtQb7%VF$m z@xyIB-Q5a-0){2NJJJ#tKioUK^}0d*i?jLDW#)-Fqa|0D(!MgTie%vZ_~bz9%aATdcLXs-x{^`}FCOqI3Q6hFjEK*Y)p8Rt1@}|m*pT;AbTYQ1_Qd^$5`+Yw@)oGQE zv?OkB?rghZv(L|tDC`VKH>rtzY@U}ns+yUZnV_AX*w1o-e#ed-9PS#sY7=#`-?Oc( ze*E&~zVv+x2X`^Zv+Of(%^BtA*nD{%wQjA{g_bNEF*ft&H#Gb9C>&_7Pc>4aJk?C) z`T8g%Bt&@ou3g8^F$l(<);)Xn%gxoyJbHdUK0fs^zLXKa&%TBFd+?^R4U#LL8e7OO ztrvD>Jw1I-oFO`{y1KgX;f^Cm zj^Ip~4tzPNV|f1j)&;NDOsgKDHs`APw^y@DN=oGB%HzYr!b=dRu&~=|)>d>J#LoL}mpU7R@;rRUxZ2&J_yfUH=&E}YW-EPTt{k6Q};^J)HNm^;K z1u=d*)o;=}P7G-N+Y^;Jdi4GBZBOW>?0X{uN&>Ky4#hs)9PS*_H>(o`@J9Dlf)rox zahe#g?0ny1+jOaWrHmI#ppVaJx#;l6Ai=osa4z>3Kldi%h7IH2K0nvXcm2!W)DXyb zn=R$f&*_bPysiju(va(9CnqOY>d(8Ln^D*P%l9vDOL-)Je3G{M`mwh$t-m_vRH@MD zXeoc28+9H>2#4%a^tHl&^rC>=DgB4a zK^q_6tt_lRx9`qHffdRRs?C*m@bV^n*Lpb0?Ps?%q4LGqw^_D>GavU>bai**O=Ap- zyq40^<#hSTBkuHREN;$qvbondE92X5)9)0%AQ#^r=8=5u`quX=ytb!YTl(x-@4y=p z6`f80`H&eTI6*^mLBw_BA_Cge#K`zUF zf~Lr{&dfH>lg;nhq;yyHTvBw^ zConM3NB`<7s=6lwFOw66_VB;Gf`1|=#&ul5M)&gu&v)x+T{r!9V)$1UTDe1q4j~#3 zDBnK}d=SS|ZuZTxIz9KJXJiGh!un4C$g}4R4GqtobEki0)}nR#baVaNv-#(YWEQ-C zneu;8i1qoO0xkc0h7tr=GZfJ_P^c&v6kLx@iCB$Zt01JJLFvsO?3;4T@qT zg?bC40fv%_p%U{R+d`sKzK+-FxxL?HRBhdb9enWZv56}NL(Q30kqVwgoxIwwJ{A`v zr*%F#UZy167WYe{!$0Du1c zMANC0ClwEL`<58pTFpH1mVM!c>sE5a_T45R^6SUIh=_>!*-7>Tm(Q7)m{6Vq#^ld+ z^H)_>jg5}_^XutmpYJJq%qaB@?|X}mwa+Sp+#RQE>y_s~_Pv!69PVe|-t^-i{`B}qJnL;Tvn|oH{o17d%NU6pvlQ=%T|t#j+%TPAOO&) zA|yUO{;=H1hC3T}nq~Dy&dtp+@M>8Px4L}$^b{AGbVP<+z;#?e=U9d08jhEjn)dJA zn_3W49xQr`J`cdNva-_GH;7ltVKA*uiXwfB?ow@hU#8ncgOSH|Jcx@x&Tp@b}+Og72fQ)xy9|>r3WYPv|!2-zg|4V7fu^=w=4~9&XKb z>P|HZaX3HCzD9K5#Ykt7U0?MMAt5_JIYu38u;PQOxIZ%dBD*gQKf z;Z!brP+v}cROC#JP>n;flEQeLdF+_UFDSwg-f0vRM$H6*{QViEw)62NI>$ywZ?`=0 zJbxnq+`__SJ{EW~cX*Jh%6Qu1(Coxu=g5@g!ie{LKBih3!E7 zTB&0S3JE#lGJ^hmI(Y82=gWeEokxpj-Bjh|N*>6tWu7bc;m@B-DOmvk|5(i7a`z~Z zIS*|`dadrzEgrUlI}DT4>HgY5Ti^34y#4U;*9Tp2kKc%vzvfCY&dP&nA z;Br54;=~I)uoZ`n>Qg^oUn7xmRP^rF5T#AK&m2^sy374YNx#Jf)UDm^#RfEfKBG zVj)HO5)q)wqnC#rgKgqYe{D!Wt&pSX%&^~=Q7?aJl+m8q!!&{wrjeSuG&zI=PgBv z3UTaf4KbPi_T1YHvEZF2qj}RSUgZ?jphfI%&L~+q+z(y_Q;F`pGBvD0N(ZB+C-D|uKif8bEpv8kbDcmCdB6nd#8D=j)Y zS|{7~7Q5?I@wQOsO4)7i^phPQt)gi&)6Ac31H#E_lo)XnoWSzM`VTCTp*&Sb_3Aj@ zXq1+W8h};wRmrK&B5!s{SLbn3eD*!_{i|3Q3v!M7e;psJ zc9#r|6iEZPpQ-#Fs945uRdwZ1&$(KasIUHsx^LZv z0|TklBDK@xtNC@V&=Q4lN!2jj`fY@j{U4$`|KUw<(wSDL>xpQjaS_<6yEIBEG-Nw< zwvDPgSxa~Sw;`|JHn)?@3;{?1ueEi-!?n>kN)Sxw$RfCX*5jwHJB^ULt|%#gVFtnN zuDy7$mzr@9WI+U3C_B<(jC<`=_YP6c(b?T2QCG*_zTI9Lzt}fKJ zX=W`m8J%9UBi?RvB|DRR{r!h7)UCt&`(rcv7_P|)$Javs zgjF78hg)dei2O6ix=NJy(JgMLaEIFbfYbURlu(mqQf~r(`8Q%jDdb` z$#t3pBt_;D2X|%QE&i(DE2j;+vlv_GKI6)@GAw(HE5p;kTdYDvt2TNL|Z!8$5jQ<09?^DiyIg#m|^-QwaLuwopOcBxe7e z)HM0j`CSv>ahJ#C^eJW*K8@HIiIy=0dJFoS5FQ!Q~|UALwv#h(0FyR;n@*SHs|ke zl%F5vt}VUq4*CxpdlOdD6%Rt1V)VrFJ#PBRcCl{XQ*`1#K8^R+5z4Vn$4*BupyIKR zd4cCGvZnqCo9f$L5z`pk#TaA#+tJ$7Je7PG*)51a75 zC?gmd8TG8n1hLkx4KcY6?N@1aod(ki)2w>Rc}p1;MS8;@aLUka65s+8ECiAswVJm` zUv!rDG$3GBPl%Hg1t{LF+fSWNa_)P|sq3_BNLlIX>N@tdtiN^bcsb$zu6(cutXjEZ zg%rgj_sDuY3lOc+6u>JbvD_3PpqZKZVK+UFQyIXJC~G!J9UJ(h>FFjthJ()W5H> zYoc(ylCP3biS@TnZ?<@KaVC+usY(@xv|m!J%j)cmZw1pN2MtMpNTokkKoe1 zMTauzrE<-A_vjbiMj2Pq?Qw-eS|rEI@tI3Ya@@ zY~tpO0?Isp-j?zO2S|Kjs|}Xtg@jc~n-v_-(ZEbJQp$p?$5nv$ETQf0uf+ z$KWUgj8?60HF4^G-K-+k6po8cuM#9~F&Cf`jomejk`;9{<>}1$Ru1>cHaAJj-S*$x zd3J_JMQ!uBje=ybKKc2C!DQC5JvmtvdBL7YWmhiPBbGwlnsN(O+VQa7 zWS^v@Tltd%PNp0q+vN;B?7XmO)uqCv)~EtYMp4?NnYT%}-wzGdb6IJ)fllOGSZ>XZ zCeL%B34>MYdM^J`|5vRU9t5!38*Kuv}QhVdUJWv(y?eLl-*);yij<1?P`H& zm+13LKOa7ss$^I*k;&NWS{qX|bZq}3&^!DZir*{O`I-5c>Atw6g?>G%$fwQ*cEjP| zgfkT(;@AbtsjmAXnE=y0uJh+j>6_b>C~~Xas6GPFyPg(-D%#-GKCwmmam(gprwh9n zW=r)JQqs36)F$as^{C@|IHk~F(pw!(S)Jl%d2XUu;nE#G`6hcf?{WQhuH;N(K`-%% z`ocHb=DDhdHz1H8Fy5fgLRA{88kaKKxOxH6{}@XSc4hudO_IsyU+x_vPxAf%&aF?q zra}AbtCCZ1)=a1+ynOki)oFMhk<`k{$~?2%Uu5g=WsilFSO!{ivu$}nvaEl&O(}71 ziyyH6Zc7W$D=KYLD6+_L!c!+wS*YubG5%(!3JJmKW-Uxo!u|27eG*eoo;-PTot9rW z#~xKNinOsUeiue=BTgJld5o=d_Uu{8*{%-{YEG|`6S83TOizyBpwZ(`N8P;G?AC^ph{o2zr+?W=3^it*SMQ*B?FS(0@!IOK`)5Mp1 zvxkgU-!qi!&=5J?V@^d8c4>aHt)i5C&0?Jco>qWC}s(?dkWNrvNP*!#NT|rp6&127YVO_9&iFBDV z>WOWNBCa`gvp)L~*sTC5l?bp{R%FD;~c4HyIq7|2wiBESu1e^8f z!2`?sv$u2*_jjr%=746J%nyc|Ee^$)9{}XT15WaW4<3BRDL`P=b<&aBnvTz0^a2c~ zAz3U8rnl+lU-y2epAJ=xq#0!Y9P_q3z;1cS`e`2c`Rw zly@;`XIPwV;g8pmt>Pqkul?XOjvX-ygwAzsgLnufL5tzX|Z~E)fx&@qs^A#b%!g!#!prbmp&&2AHJ&tF6`SN9^uLW9m zj2w&Z3_9Qaml}aw2wzlSmp2w1As^6cQ>QcDw1BLb25J_&o8kB0b7uPD5Xu)5O1kIL zF2tov(z+V`Lt6?LSA=CdxQ$R8fpFP}d>QT6P;J#Z%_6FExRd;W9fu%KPGW!V%4bp} zHXr0l0K0rosFlKTmrdLe!R$+$gNz|9tMv)2Nap2k9B@8>JiOC+L&MdZ1iEU}^%PVz z5O47xEx1lB3s^~lvHX}Dz_H+?XFw65WCU^;@xKU}Idy%7nW4 zPv<#1U`yg*YucUV&vt#^If7smYE^z9Sj0w7Nolw_a}3yW7}PgdGIh5v5~_Kz1AC`& zQjgx<_~7Bghk=0(SZ(T;HE!FX{wjCM{&7pl>@PT$J3LMSL+85l^a-lR7Ky~@~J2Sw9-ucLP8b*Cg<8|B{OgtC3>^d zJ)x7sZB)Qom*Lz=f-gC}g!RY!YV2AajPhOQYZJ5sqQ}~(^KA&T%?Jo)$c8B^?S`5i zAh|Pa*wA8Kr2s(WC|K2yW?Glo6Cw)4#Hi=I$NdvR9!lgRo($w?z<3=BmWavK&atgcK51KeM6f1Y0Gzg zHF2=05QLRAxQz(xhZmQqM~Hs+E7=Z%o#(>@9ODM3KkI*70vbvt!Ztxc)J=vX`Fy1FoJ+* zfE=RkyHWdqVq^(pTf?$wW%@iu(78_beqP>7xOxwt!G+c4LATD38tL6loiV*XFhwAlM5Z?%iCK>kdky9%~loShRGjV#ZbX> zxDUHdW^W6z?~v%x^-cuyyn@?fNxV+>D~?;r{68=3BT7?HGOSV=qa`~_SL_uK-~(Wy zFL=8~@^rVVU)`aut}c~Rc_3B`y^*)hQl0_~`ZbAtePkd-ad2?xUde9Xeia%(4)iFj zZ7#AWnCkS3P29E(8~0uKBw<>c#OW=TB2|2dmi70NGVwoFO*mH zuZk?_HED{s*yu6wiAVK^44@o9Tv`D-KvRuGBUH2;?z;`%-$iLnKv!0OVv`Z0M~@x@ zzwT*0g9V0l!~;jqjo1xm43>^LE(N8E#;#X*af)47b;~5mb@~F7$s<70e*Ag>S{*ho zj6z*(pM^(9f2)+|Z-KW6XO7h2z;uw_=f{)WTmY8ihC4ue-+8CMl3|y9e?oenX?@%N z#YE&&fL&_?xD)K~HL#`{{w0qhrK8?#Ium>~qu7)aIAlU|vwQp<_n@FcZW462XfO;& z&`jN`oPqLWE$2~GM=Wl0BVhUEe_udI(L$I<6dppXqnDZ-YKc+|#zvNOog);N0wbzf zCUHk=xZm2Ztt`oZXb3tH(&Z_=wJp4LIj&tPVuKwIOcHggAJ)Yh{-TTIegqx z^rN?`=lk0=dN}E4Z?Tfnm+MuN{dkQ!IV+J-QIZq&2E1A?kDV6ATY_%@OdAI&uzkml zm`G2^7ORnoaiv)C32ff#d^ale6Ps_JzTjETBI5R&Zc%u&xHpzYz&J&1gZoj_Q1%{I zt>LOo0^y)xoZ|L6Pks02)i!H-HP{;!n)tS!$_@mpn`PaL^kF%WT$G4Mk8%W=IRkVE z;CM^nF#=on7`!j+90A)EhZTTs1j%L%vJuH12n;pWh;E+nT%85+MAD6=

fv+hR<&%D09mXjyHI8qMPhFgcnwpcNn`SH3? z;FIwtRy>k!R?EV*v($pmZB$5uV2$FE9zK4YU16kzq?v|eJId{07p(Hi;!DB&a0G%d zDJu0@4iohI#*B(lw}(-{`9M&dnZ8;+s&sjRBn`FmtU1Z&t3uJOum z{?$v0X2$!6kxcBxP|O6ZVV4jS6tn?ff!eaXwDj?!wer+NYB0k3{P$au7hnA4l};A_ zfTNPLg)GJiJs+X=?L0hMS=Ppsrvo;k%RxwNg!WiJn|kuWH!un`(K7#)06vi#12(i7 zNgwnqHrzMx9Kbyw72Vpi2&iPzfSBkpXoQgRI51H2iwbHjX^Nin$Pv^k9hctL%o5s| z7K_t>ECN;iw^bW=TXqzVih9>(Wh3YT;^keALTOnR#64W}_+wCC&w1T8EroGTfh6;& zt#i}+YGMRy9BKk?Qk{{$IyR3S+$Y%W|6A;X9JhlP|H`}>k??QkO~HHC1ND{wj6gc4 zaj1iY%=560i<)q1d^e|*r1`$z5^-&omclP7$AXO%F@!Z`xNM0kL!2u-qm{P z{AL-W7^*vvg$u;k$zV~Pl}$1cDr&z{d3pJjD<8k+-_LaD)O_=VKvHA#TiJ*hSH1CQ zXfI~Hiwl|&ksr*oFlG!xN5>amaiv2pL7 zB9^_EyFRQif~pSGPpWP|zmK7kRM6@YKupNd9zhG4_w9FcjdUGbhN6^0NL{s7egiiU z%`6UG59IxKO~Xmq->L&-z7^tdCfum`CAD-fx4x)PR+dQr?L~mYk%i&XrSmSCKP$xM zieglUE6sYfKEQbTD+|ho_)&FJ+DF=1`+sGj-yrCuFaWB@2G93+(7u?G90#1X?y7qN zh#$>LuA>iwyaw(|(=F#f1|_sjK}_MzFe2414D8m5D7?{aWO*=~>|eU*pm|RO5IuM{ zE;fu7tmKck-~mGlQ|WOQJ&QNXD#XS`pJyiTory^!19uXGc2Tp`Jep6kk$;ZIlC#0)4@K4(V8P4uG}X+i^K{ zx=xo6@j2W_%W88)5o4ByYo?y(wp)0*miE3@O@6}WnCgqmih=}9r6|O);@k(?cLfI? zk;<_>@; zvIJQs(V{OtwR{E=)dKcet+fTR*X(C+S8MA0WW}RBokVf3iYx={m6wwPxx7vBiN@1W zR3So_8dY44q0s2%0g`l=N>ku;z`YO}tfLy6+3M|Tq3Q@M5Y1+X>Rs*iX{PFwr$|j3 zO6u@Hq1MnBgdMsLJ2vGoY7&z@ByQLYHjd*!7nhbcAvb`u1UqV9%pGvfaL}o32tJRl z*toC3PEYL_Lcw@TC_qM~kz9UFTZ{WBnUr-*!oybGFD?H@aWOcD2h1>niTH*t-xPto^2CXekz{uh0 z?v3bmz;-`Qc?ymXSv}fWRe$mxike#EaQr-tlXB`6&XJ5F0(0XMvv@{M*25WtdaV~E z)k=<4>=HR8aqDKi9f!!t5f;_#nS+bhN;eDM-rJHr2|(pG;;E;Scv?fl9xV;G=)F)u@}&2W zkBiO@5`X6Not-+u4or(L7-+C=6# z#?|t(?7*ndeFQ)(e(sgkac3u38yyV|4St=0Dm+;yC{$E%jV6zV>K}{b z9wAniiLdyFe!!y+VFu5%iw&1SGZWSag4Q&)WJR!OI`VFs8HB(te{HjA*zZo9KFuO^ z473LPa&YmZ9>>@DkB>ehS2Z^`54#LIjqeT2&Bh0U)pn}YG_vWf>^?ZDdJjcgI_Oa3 z@71%)u@DNG?yo-a84xR0%@Vo3 zL=KNf6c7Vl4WJl|z(#k$l!Ob=^YjNX(u%+p6&{Y30aFON-AY7x1(}AzbPN=925@p# z`PFYPe%{G5&|4&}1f0GsOL>Z5X}hEl3p5NEO<#a?sLs){-TcFS4k9<5*yvqkR2F1I zR%f7okGS|eGEgQS8L11NHj*OJ^Bw+s8ng}icD8KWwr%g;F)$YkWH0j znHG{!p%>%Zv5CSC`OS|>?A#g05CCCv7_AelIF3Ks{q!i~5EwNu9H6ByQl0`&Ll0g+ zrGEhRBC4j#KouxPU2n{IGVczfgBuVkJ-|Gu7)k0>r#FFQ(H4bkWx!>9MR7q? zVglB|FgvI1Mde18d|0FQ|I~=cE0=xay+z(!3mdR@q)s52oQI5pRY8} z_;QnMR7hv!nxG%Tq?!i_iWET*)gd-Ezc?%1J@cPaNnAWAytuFdlEr(HK!Y~Bi6WV- z-@pes3F!%|(Cd=SudN{F~qd5E~^2#3o58I>kDhC?_9q2p0-FcG`Vn=?j& z?OI8~09@9F|M^ZrE#BC2^GC`joAIb zzyn6*PY8MAQGoMDLJqliJYH0X>R)^$TxO03i=xo4L`@DPyvou_RiFg)-5DmSaH2Z`3k&Fs<`Gw7h^n~{Axa!3Y zdtsU>SF+n-WLF+v$mvlL5q|tArWL>tcTB}Zh4Aq5ibJ|5nPUZ`F0Px<)i7R+ujnT5 z>xR#IB{54tH4g=$iBnL4kQOFN0C1M z5FucloP&2mH@lme%I;*xq^D{#?Clo(tIuwC*{z3;D&K#@aQNVncgw3quBL8(rD{5^ zmDbv46TkG1nrT99zXhvY(z7i#6Z$)NPX2mlg__}Q%J#62(o&nbu6E6_KhYa2k-WOG zp!h}S?EH33qv5nVi5{oOiUy~_@56zjq+=pdoWT=0fqTRb9et>5<=bX}(QeSg$TLFf ztdDm*=)0QC^LeXWUoWBcH8w`h;}gmi-FyDyMnDZbuF|%bsGUdeb+3s>Zzd5t?HY7P zjv?^VO9>CWc*}F3dUV2d()1^7VG;nftz<_ODTTo@z-LbC8Ncj41VRdtNBOGIt2l#( zPOb%4;CpBsnlrVB?!zWLkl!}o(x$_mA?xz$F;KcGu&NfuI z0xJA~a}@|0o*8VOMjSdqk+}M`TuNTSiBu*}d5WL*+tkN5*gaGyW<}_r6GX;v#Z`fk zqs4aogp8hzKslgb4#W3qj$L|rInM8uuNKyg12yf)V+Ko8|5({i2$TXc9*fgJGWlsl zaV?MuK|xHmRs%;XxwnM-?6r2KECLLb=ZCZQfPBVb`;Hn`>4|o-5K+DlZ(AcdXVG2P zhdf6)3y-!_=J=?sU7|vV38#l}%`Shu<3#|Ipb2Vzp&Rr>tOWgP>UX*y_8n+UsG*4Jo;_)>eQyYT0n$e4%WaX% zbaEYSdf$`A#BsH_CfFk23_);@<*bT%{PV&+uU)&gw_Lch#jb4-WiCQ3wBi#Zqp8yOoT#WyQq~AhrB=X`Wna5Pf#*CSa*Bt+_#SH*hg>l(W!7iL1Pn|2vU5Ahh#N z+hMujeBqZ&H*|ovuA|Tc%6lgfe2K>y0Ru{rc}=XUKF__vxnR736I?lRN#n%%+>p`@ z5|<5rH0(L7J{5)JxFysZ`6M66i=GZ24zh~f_d4Lz_qK;CfPpg<`L5zn6U(|lIG zmUx9#Jbj*XAydAxR7cel+w6e!=SrPza|1Oc1kI=Y&GpBEro`ldpFuS@e{Ch7J#0@% zbFT2B`RQ_ti@V@DL0(Bf5l5@>98?v4;9eXd(qBnLKhS8g_s$XQfSUUC)urkQTH~<0 z8O;3Xg|xLu8!TYCvq2$dTlc0Q$H8sr2#`jCgrJFv-=w4WKC|X2DApmn&laFtl*B(0 zgW;RU0V7P#`n}fGdy_?+TmqsIL=6&}(*xHutBx@%BsTZEY3C)EMMe3W-}N7#Z{umR zf6JU;>dIAYL+zCfG0j@Vtz)#KmnS-DoW<9gH8OnXt8AY{3ACDdSdFHprrJ5&_+Szd z9v5lTFJhSw=_XQ1GK+!s#o+BpCLy!ao=dL`cT)(h^Z)iu{_}G4-_{VOCz?pj(e4C3 zg@Hvpmx1=aPe+|)pU9#sP$wXWd}%d3zapYQAtb}$5Khv;*O!H3h%c>0vHJRNd6Fli zcANk%&q@UM9#9cc(?P=~E~)f7$7%v4=}#}fA=aMX|EB5lzkBh2ZB7l#Led`xW@ZM4 z1wjZ58w9f;a6HNbTa@X=jfLC+r`HjSYCVA8!WRM5r1%W`w`IH(T8qFk9cDi5IUomza8 zm%(7H2>XskcoaI9t*pit;Z7r7kIfwnm5Z>Ir3-ov-F_&3fI!{pBNc;Z5V*Jvs%<`? zqP0X5Pab5aH1YeCKjJ76Q-PA_!miVqV2e{Ykja5`-4^?ez@E5*xtL6$qATVWJ@J?< z%+CU1NP^0967R|))DQyrcSJ=Kr_F0Ox8pg69R=@@hD+jb#~*_VlEh@^JjRaGfXcQY zf6QyNG2NWq^Bt5ODj=gNSQ}&p0DcxkR>aEnD~WN`2nh}D#Q>N<(#_ilcy!)Iae){xgF3gL0_X|OK!iqfm)KT3u1yD3LM}S zR9!Hhx|o@n=|3Sndf*MPgm{2td66_>>O&u4&a8$K79Cw z!UUv=20YU#^;09A2Fdk^;?j$J&_Ek}fq5p4nv3$PU>{PtE@Y%#45DzXO+<#0elY0h zpQP6i5R(70B$k+V3aHtejKi%3n2T! zGk}*S;vq0p&W|j>KPJe3@D>pW15guz#E7hsg&<73YU2yUr9y%HS*T4vp0lI0|4vK< z#dka&TB5KZCSO9>nNQd$@oJ{vTIt{?oesUnEHp9PmJi54q!7Y^AkvSn?CI(8W;rkl zP)(A|E{1+AIb6>K9MiE(!D#BM=L%edXzU1Ig7%{9pLgN&v$nafLZ~Hdihluk%0R&k zTaq*d_1EY-Dm-)fCXISO*A4Vw5+ppBD1>qI(iFnoIF0wE39&8=Qy0uB9F_w|L3GR9 z-MH4)jb4WGMUpxunUvKR3nr3u#2Ohv6qyG7ngbaSq-YMgIS@A<6L=sJ?iRQz+(SUT z6OsX+*2`#UtXQfb6hWjOf(>IF_?`SHDL7^LU~@T226NO1 zKodK+Z_hy2Oo@`&W!SOiZ~(OPU0tAW!+wA=_;)FLqBLP_^D=)?Zj7yi#*T^|5D|5c9bA6y^hECkU29=JGY9fL*}At9)I{65f)E=Z}2iCdAE|~||3}Q_R`?z&r zIAjJ_wg*KRicm$o!2+6c{orz~mMJ7aVvkVj2gnB)2azGO`tTk96tb zEC+UKN>K>bAyr-B5~f9i&IG6<^qO(o9VuH3?I&_c2nRm|hDz{a{q9BTm{k4<=T22d z9mnoHR1}H9gYobuj5kVH)Yznlj8AQ$>ETV$&Z{WAyAFMv5zKJ5^ulv63}=ebPfH9j;HX{B zUsvVkzaL@?eSsTw(k;Nat^16e{1cv&5~cNqoj6YnQaBColu8|NcBCmJGX|=XXDh%9 zer-*}(958@uvhyrjpg+k1?(^cM6};lLi~l(QgW*Oy6WS=4#F*fXx4st!4e47-;5kb zVvz^6H;nqM1%~I6_!{J)(axAK4D8spP*zrkku9*H&K+CV*0+A8?*%|w_V;iqxU>a-w>?}Cd%vqUW{rv zUOL%oELgD!KdYmETg}8(J}?FHA+}b!V~+G8V}n)}39e!l+2;;^^2sB&eVXe$UgIpH zQp9_o;1jU_8fet&*q>0yxUe%RC*}B@@>Q_JLbFt2q~~yla2tPo777N>5YO6!1DC71 znb)su!#*Erfu~fO+wLjDBFc$21`EL94#>n4KZ}a-c&LQ<;^Y|H?w1!nZ*hN7y7GpK zrv7jDu#5ruJ3ed7T;5ICE!6N*6eN+2=uv<+w9qNJ!0B;4CLFcd?z!3KhXN%+TNUkN z+E-+&GI+l8Y3&)J5PTM`jDR}}(w0dIb}qLKYNX*0+8@mRK{|m#=DIMq!C6%-cw$1g zBkL7vjGgOOBa`p4JW%f=AIiYM5Q315_s9lmLYgxWGdRE`5^#j0^ic4ToCv4_X$l_Y z1S!SS!Qdr1zqZ6`z1L4(BQezuD5Eg6d!11&5l}N*hJMlsCVQ~iaaiY(E$VX|te$c6 z^ACd(Ishz|5B?Zt4ZqBFMc^i2_z{6OY{kr7m@ul8P)DVfK3@tChJVH<I<-0W$ObM>%^J&Fo10QGlSxi3fVaAFjIx|HBy21w0Rgn7&2q+6$jeYLlp=xd$d3_ZNpNM>gCi4N}|8|{sMH2_{))M9$wJmVr zlSgI-@Z^*D4fYBJ(G7?m+tgS9=3opCc=*r?2~=&+_et(1E0}|TMalFXu#odGd`Nr? zyUw)#;-idyO!krIpTio3U@dWunGam<0%Kr>hAXtGz5uUJ@Ibe}_PSH|RNgGMW{^Yy zK8^H?tYO|ifL4|IS)C^CMR-u758FHJ*LuW|3GW%KiimBO(77doQBcJAgN6y8=WG+l zIx_BJ5|jUO897lH*|Bce@cuv`X(iYBpQH97k_Diw#<~}l5i$Hv|(rrR9d&!$SkY#a*kL2$NCLu`wCMJDIWx7oU zvI2`wr&=2S;EGcVF-A@cMA&ZR1~??KIN8|vX~M7iK83v^l^+dP8&V!IP(qiBg_Ra) zNDuBMaG~hkhWN^k3aF7yXLK>%g|YR0eqMw_K82Xi3!xOj8?p@YC8}&prqOFb`2VY) zHi5Yax`}qv^XLO#+sViMLqpjzkMBawro-s@4%KGTzbjtr;0D2_sGZmzrnufhB>({( z#a~dHnR1!AK!X;rUXye*!$h2kuXV6te(XWT|BI$!H|CJUBI7zs1?ATV%~caf=m z|M)={m)KuqIohN7jvPrFi_}{gD3>zWoSFLS)(KwQRJ{jobZV2G5#jy2xOJBGW%8Y> zR1FJ{+l=l80WXAntS3`zmQP~PZ>zVs<-b|u-eY3Z0DUhZd^AunzxZ5JmW}D9HBYq$ z&gTo5II9Y{rLQKL`j=XKt(UvsOKK?(l-^b#}_w zqL%q!+dsZ!e`eABk3FP+eIlV){%<$v{%MraAFK;tAno^gFc&`n_Ti21?(T-n>G-|< z4azV@f+$jlpnpmrOB2EwGED=v`SYXqATM36R+d@4=tfKXSU_Y^WUri3*F@BW@ahf^ zhG4yDYMv+3vVe3aj42`v=oW~s**L_cqyQO{1J55aw$4ZvsqqlQA5K9Bhmvg$y$BGH zm^+bIiJGJn$+enk-!XalomD_(Z^IX@Q72gYtY0U?!GV%o3~frFdEp1aEGQD1ASDH$ z2NqQUXw&%(NxCX3#KMF!3wGU65HM)TKo)BPX5V`J(RTzi(!58Ais>}c2T5?Dqb&uu z5zS!ZNauxeDkdYt9*h7Ixmm|uABaoyb#C+OM3Ysk1w!G`%|&VjK=^@15F(6`~b|&55`b)mA!c zdUgu3>hWLMCwgWaJIA$b3kY(z56;LbSAxU(0g0n_nznV#H zjf6>c$-LUq0ri^gy&|Qqs#hHoOZ)m0cl6$=>FCtG@%H}m@yVDKTt`}5&R)V!rkn+5 zkz)h6zI6fCiX`V-s3u`xuEQ!j{rEQWxNR=-;}_;^D=-T$O=@`9yxmaN`L!+1Vtd#( zw3fwV?1ZfYH?bw%Tpa1BRFN!-N(Hw_xDY6dLs-lb_Q?l6K9?b?VNs3j0#5g$MT9Ta z8ymu`{>4)tZP{l!Pb$|7rd`gjxzaMA-XFv!lcM@}5+WF+k@Y$lZOG?V9CuzWi$^Qn zYi|BGNqU<}iWhM6O@eYjm6kU9K610h!%XOU>H^}O+!Dxz&u9!JVnx81qsr!FKcrQ0 zt(D}6?ZGDehKdu139c;kF$F$ew4#&t4a1oovO*%5%7j<|Tbr}@&9&Y|xG^TF3)ntv z31k;nKf-AOld^_Ic(?m*%$2GnGhTxB8YxoFg1>2Nk_9V-$4d+x*kP04XkyOPcDI!2 z&x1jPN14wZuHh@NxJeq)^CFva)TapCAlf^`k0Rn^QOKbuIGzmY;@rFB?Ku*KBz_a0C|%%QzJ1v24o2dQh_(ncZ#R3?%4Pl zel$Qie)s#q!7ik?aF`lonz(7-g%cga(34Y~(TavbAJ?>A2+ic?0dXXo*&Gfgvuyt8 zeAEM-3lxtxPs6|*R8mCBG~Bv^_dq{d!Sm;iV^|iesIBi@3vQD1rXV(JWL`E@R8)kO z^$&3hU~SQLl@kd}M{{ClpCeZB8$3o((emt)!DJ9otU^8=CWbDQ(D7YrLHjR>5N6={ zQB}j+c+tUx*eWZclG3Q$Be5*eG~@^Y`DPQm<^ zkL1;tnlqCBC{Yqj|MS8E7eOzDIvCwfD0bwsO#Tv<|A|WMf7heALl6;ar`9;-A3!h+yIC{NDGU<&a_2pv za^Mpv5FnUH9{@BVSM)QP1EYvI*3Xs^;4GM=NXr716I>Ed?iA=NB0dpk6WrImHF0$~ zjzgf;!Y5x$J|-!|m3@IFm%Tg?~ST{ZxYVEFbNv{?vd z7!J@oK?FjSMjY;-XLfst56pkXTVH8BX}8o102GJ-tSO9ZzL_y#Ryf>|Ot~ihasl$d z#Q3xgQV`{ip#3rMF|=2DDGk_R(7BQFmpe;~7}DLkAMQSPSmZPpA`6dbW1Ju9pT|&k zU$)qsOwf_JP?WptNXOYSgXh11oQxUdP+2)UeqB{>c+2egTNUr&(3vdLahrUfh_Az; zzpY+qD;h>9n;wZ@;k)m|Rp2DT!23F`0guPaJ0b($+A@v;w(%3)WiXXaV98{BQq zgJI@#$|KBg*~YOhah#QIlg9{WQmFJuhtN0`x+j}BqsM%$Uv39ju5+Z5o4FOs7GUiX z5q@!sHjdHE&-q|i$t_D)X=#5PO&2@&iI)iuf432r(*r{{Dg&}(-wVA`lh z5z`i4H2hdj4IwfD+UqvGy_#Et0h*l1dA)G*T8+V8OD8Qv=fdD580MFzLnU#yMPzJw_p>AR$51E(_{J9>@o1nM} zRhW8S0i7M-lZgi%)snyND5P%}5b9)P1?XnAgj?b|8T#0*@tu>r+@$~9$7h{)5ggtc zO$JwU{V?T?w8u!{=25$1v0tPkS*}}u6|)`7ax$xz5+BXVG3d#UuXCcbFvG^6;fWYh z6bQ1wq(q3E)0k0KT2ey(3HYA$0^(SzyGDkJ_njRUA}nWhPL}JhGS&yKaZ0hgIpoqo zq3hcuV{xKF_!{ROP^rqwQ9bSWF`DRAi}dNA{o5t}r0DriOf@71pev05AQqaWuY~X5 z<10tMz??D`oNGJ2cz9OG13)CvMH-*&Xhbx1T6Ln7@EoWJgp4cCfkH?V zXQZMmD;E1Y9L3 zqB;(D2+4!kere(?_1Y*qnjq0F_H3hHJz?+*P4&)24QKP{lf{OM|M&|*wwS{ggUP;) z3vhHJK==TVA;~3A6wcUzwy;mPgppkT2-2K=NFpTNMy7t zGo5IW2!V59$PB*}VxEdoVAWmrVOiWJ3(ykCaFx<#NZ#QfiTK>VV@k^0-M!_}_dY8t zq0^i+krR^w*cL<|7}Rk@Y9LC%-ZBNf%NR4Sihan42UNmJ!e89+t*+zB(~@TzgEmH7 zG{0hS$RCurzd8SWCRZN>(Q4S%QU29kPdLF!BtNt-9$@g)!MHSZ#_L~NW5lSUt^$+B zJyy}5spaP(1akpd9=>C1v|A8~4SrHN23NEw!%4FD%xfCGm$#qYREw4CP9>qC`f z7*DrbS)vg#!zuGuQkUO#j*#gKFu=&60T$*@3~5$t;%pSG*{~cO29#oWRLsDg@WV5M z8$_GQ4SGxsA+z^-tD>U9g)4j=rP7w(|NR%bD_ysXI*AepG7hd93p{Cd+xoL<;#;0w zg0TUn4Gc8M1t$d0m1ZSoB8{QctZA596?^dK8<@zz4+C{~6yqF{&>4YAk*Kx-B1ktM zMxT9#d&%b=X1qcIf}D|?ls997Kn9CSKbl!^>o?c1w<6yOxR6!}v?CEKlCG{UL^kpq zAa{z7tUrO@k}?O{(i#0BFo34u?XmF0>PqGrV=d+Q_e1xCC{3m)qZL%`+m ztzE{jL^6I5CPp%f!*Oy*$3>bq-w#GhIP_=n5g-pQ;TOmNAK<-kxM1-XO`J13`4)+Z z4I@~vNjAeThW&>Q=Yxi|vF8N+(fH^Hrxlqdg(r%`L8cS~3poeM=)j+C=XY!7?_@?aBiGf(!5o)RQ; zeK5C36YK$uSEZpF$H5eP!A#;tT_E#9md!p24W;6O%0aO~Lqo2Bvh>e>aZ2!t}ku0AyO^h%_rq!4!t03q_&5O^U>Hy|802v)emMk_sm z=On(rUW)W8`=bE|1vHc!?Aox0<$Srx43o#{^U(x$Vp*W+HNdU|h_!){arm-#tU+}5 z{4_dFU{io44tA^>aGTf_gwKYz0oN|nY;k?~UK(*Z!lC^dR1(aNu9yc2jwW5ebkJCk zu);769CH>dD=#PA^n`OEmxdlf9?eJ}rNmtJnO)f845G}sL2NCBx#TGCV}^GU3Mca-iD3}Wknlz@Jx?DX@^1@0G0UEKLuc0b zvKI}Tn4Mz?uNf?Yc>L(Shl`iYlDW$&`U(%3TV8FnM!1)C=yUc#LzU@F7G>G^3HMR+ zHd(jg`PK)~O^$l$2U)q=!x)G;S{v8_Q;f|J+I-ghitvE$BEI>~Rx(Et(^U4E)(#NL z3YXi#X|Jo>3jSWMmS+V1>0pb3&!15R z$s|PqV~w-jMB49*}XE&znk$`5+K z`*(yODn=8|qAj%*kkh9#edlynM&=>|hMiGI-X4r5F6E|8imc2ADjg5-5syq+b%N8MZGPnX+KN zSnq=7xCxwZGXDkI2NfUSKcLR7ckf~A7q;A$Do6c7OV|1pnka3jP6Yo5XdY(u$Wqu> z+nKejZ}Z;$56%(4lX3PaB=dk>V=z(Qq{m0=&J6CwupGFfc1+t7#RZ~@q`O5aZ#oN% zw%o%FL}f2la!o;G^KURit^v$TLb8BS!GBjOx}eFp1+@LAH(!?Tc&k9+ z;O6dzY9oS)E9i?@0P6JZCCz~3H$>sou9dp|PCt82Ge+cQmOL4&jcp`Ht<8dTM8#~5 z6&zf@9ZYzH-z0!G8ko;*v7{;zEzwefIM@>yc5%$PnvR29By_749Hb5WTwsYf<=~j0gkJBR)n8=h&Y(_Slw10aJIQq>9D~Q@;AVWkQmfeJM z7FAAm&YYSQgdnioYo(^j%w13UJc1u;h>R1JmBp-3*^bGc6TKuRW<(AD;-{R}bJ?0Z zxp93-j!VziuWCi|X3MHC$r^|!YKPHX{*_kNA73FMx_P-jlt?efat?H{Sb@vVp7l77 zs zG9NQYu(`+>A2Oce(;?dN-YO%Ag#7cG=iuezaK~;{y_}5+7~89Srdqaw{0{F14ME32 zeu)KXL;MGIpU*C?uUj z2}4mr3_=`PO68D_vCmkiBFk7xvZrjJtdWd!WJy{qC6PLKugARe`TTx={{H!$fAq=e z^gZA2^W67!-}iN0kEJiaZxTZLd$QFwJMlWQ?%TxKqHEBNMtu#qY-pL2kU^~#u=-+!P<%~t=faiu(#>{Mh+CBDr6LrFty))_i6ukQ6R|l&9SN`mOm$Qy z96Re8My&`2CfnjP9e+XF>KSQ!2 z>N*xsDEMNinm1#yU<^lE8$=(Tq79E4%nJ8=q}_xk6-v^9X@tm2d=kVHk$?^7V1ayn zRr&iWiJojMPcqI}{_joOU0@Z51V*x$4yHAji~ynyf{3>a&m0}dJBjw&oI|&AH{9mq%mxM(&9~a3mj-`I^8b_RygaMXF zRl&926X%gkakkecBpdSh-uTsC=_7)2VvFnvb7+$72@1sQ_P+njf&%RX#%@!R2SVbP z2e(>Vu06b})P|${dvf8*-g)Pv&C96QgIM)W>&(+Pw-l z6lA23>6<0Ye_Ne2P6$#p54^(ovfVU%s9# zaaS!<2;CjQ1-MHG$Ozgc#68pw%oLGzjv#e^&rBf(*}T6$5%XshXsihlfIJG66LGiFn)41EQi zSb5(@%cS81ZAsg8Wapn*I)U5!4lrnwRfo^-sHl=+RxXACVIKP@rAM48^a5+ql*<5= z1jz{Z36uz`nU@DGt#g6q)N_XEDx%mPtOq1-w33{JB*EKY-Nb2Ij*>e~4Vid{?IUyqg(ZOBQ?d4y-X=O2Qu z4?z|?_NvYk##^+LlO^;^$P@b z7`M-15IEt{qCgu33zZNAV_98|>=7!psB?9l+qLT|~3@h!U zEfNJdKZtA?c%ksg%;K;cAYJO?t@oD_YBw5+OaIa;cC44k=)>Q`@$k%Gbp=?63BSgd zfrv?P6Ynqt<>!y5HwxF`YDm`@PYN!Q6r9_^Y}$XHWS7=jKDqlBbkUNa4%opIhz0B)eKad$=~zl6Y+g0w$oEVW4CV84j1wv0UqDo1H#iFjOBLKp%!H6cFzrF(w-b>c zmyJ7p4`B97@DSuYa92T2tVc;9fv9hqN@o2eE@dTc2I~gk8gI}5ltGT=tTfzpxs?Gfg6J&1Yja6Dhi|>2JBhlb&WD(i<(TP zi({kGkRt&Y&`@CYYa--E@pM4Ty)*M6 zawD0FvozOg>Ct@B=Gn4OiI2FIe0r7C$rFUQJQW{-ztW$^{SqybL& zTERH&%(Ehi^L5lysFt|t!_Zy&GU20};WKEhJD<0seSsYohV*}R z@TS(cS=Xu}R$o!VJ&#S9#C$+(o#=~6Xa#NGqIE77U;5Rik`uh4JDR>$f7!Z{*m>|%qJP+v^ z98P(hc06_bj@4F^BS(n#YjJV0rn(w+j+&B^lCtv1^z`Np8*alVu*P0*>YdO_?Quq6 zU}a_HA6EHoCsXu7f}NaR+ASJR1>I&=aZRPDCfy)uy_}p(i;EleF4;G(nr)R&)C~YK z0)m1z1y)rYX$qwpgrC&ZRIK~xG{%*TCeh$JZHgMM{Pk;>D$ZbE-`3j3*tob)fs5e3 z1ubzG2n2xJo^-&KX=m2XL-}^>z@z3(MpKiDj+{Vl<(l_Ga-5}{)M&{jA9)I>l|5ZE=vBm4q(k?fm2tL9s`7Yep*f{wuJZwU5 z$&eoQd^5^0&r%yz$!KnZF#bX`!fYQt{^cE;0-)Q?6w1VFjG3y@9J06PMnbA=szlnO zN)?6nHLhwYH8nNpKwwO8{pp+R$}JF)hCO!@!{_kud@rpYLFimOJdLtLD?fQ6jfgT5 zFEQ2%GlRTorG*Zv$F7yGD@J+eR>Y~`aeP=&G2l{1HmuM&{tq7%x)nx@fvC8_fx;3Y zQwuC2h%DRN&1D+ER+cjfgr}daIlf(UTbmv18F%k~fQU&vE*lye2u&XwsQn_0$EhZ< za&M4v^&>EgK?fH3)#6kcr3c%*(2!Lbx!Z9&{C)lWghIz40OuojNvE_~9b0(;!o%(D{rjJjL^lZ z;Zzxb^Sb)_b!*q=<>&M9@qxc2XX35tg)9I_4FAgfUShro5kilP3MN~K$*_Yw?dEpC z*jU5om8pY6=0`SQRiBH>+q0Dr*8oHd2?%V`3x*Mp)46jRAb@FU+1%(V|9Bm%5|I{z zHaQc_ZQxQ6GcEdNY6@N7!h(V`o}T{WTwG)N6|9y__jQ647gtvieL@_>p%OQ|E}P$i z>q{hy<-btef;P}+xWV(ufIWuhNKnwySBVi49zEFb0)ti~3q{|=Kv_pXWtWS}Mt%_7 zZX}^FJn!Q28mzMkKL$+bP!Vtf4xz+3bLNb=KA<&T(K_VVkAwv0vH^}JxLu*+jzWSw zp?A=#Rt&0zbyq^KTjsC2$Wy_X1STd<`VyN=+#ArxAf*eTTft8SQg!P-X&z9G_mbOMGCvQwz4G0mez61MY$dPP-_0I+egNN(Z$TXnI zWV@81Co5ZDQBqWNu>CuC?%F8D5%Q-r0Zrzk-xDk|tq9Oi|~p!A!6q4PNQ z(9X`T{Z@2jq<26?Xef_N_}2~=`qob97U@UenC&MZjltO%?N6M0=J)X~o|g1g^0XXq zW!@)H%alou1~s27;Ve*>mcDw9n=c#^J7sTg4{_naQg%UJUS4^*hD>8@XL&I1p<>^4z&Cv*z><_i@V&Qy@y(GLvL*p|xr+i$CgA%k$ zrdgKX$ZWT-K4M`ZykWy38cl^tCtvpj2_a(cC_cSM)zqEO`unrqeY1XjtP~z}9PRm$ z8&$r|9gP}Nl9H9Z?BwKR)EsJRYJ&Xy8>5?$soVPc=D|N*d-0)@vf2I$Tvn?g**C>F zRPJ%~<;!c6RwExvjBnZrXdr{JcE*D&qnx zMfJCD-=?yp0Rju#=P)m7j>f3#X zaFw(SQlhlxHBEQ4;H`UoU=dVa5DbW>B)zNp6T-d^8NZ|S(Kh=>Tx6Ns@uSXh{-D0?-;J%;ZAYO_dE~c=rmgMp(R636xKp$i2T$L zR&RRaaYR&m`_aRUl75Pm)WC}uzzyuKuHP+lvv2Ogzh*(kxP!+&$cI9ro-BfFC2tV+Od{mb6*Ps6X hQ3?5f{|CHTTD{FN*vUtu;1}`>lfCAKh58N`{sYMTPbmNZ literal 33913 zcmeEv2{@K(zprYQcdbeqP%4NM zd5$D==J|Dgx4!S&!`b^gYwxr7x%S!D?mA~%-&)@HectD}@BjZd{qKC$ROHwH!u$&j z4b6Im<8mixXjaG2(5!kzS&4u1+gF7p{P@}C_(?k&8de|j|5pU{jGEBU{7R!BcSO@U zVzABJS*z}$G}Yn2K{(GjI6SIPqljESA=ar@eRoQGNY#y@GWKd+ zWdBhi=Moa!dO=l$?e*8N26AOME{_?X3eq8!vvkiXG+~)2iKX$0T zT7e&OQI}TX#|?=U3O za}`xoq!zxvk)>R_c1_%I&}{JYVFQ!1XEUtY#Jr!oO%E5iO&^-FiAgzd@ZhIUpJXYs zv$IE!9u1IWN#Nq;O-%El(e!8d&$#e^`i=8L-m)FmdTG^`d$FftgETI9gLLb2<2TgB z`8Ic`&fWK zqPEBUl;l+7nIQ4uY+QlOhX_%j3&!1V1ExE?yd>C)y8L*L-Q0RRA|l^mpni|W(=T7Y zszi!8^w-8`rmVyJ2(l`>ZV3GR#%F0PtSG-fA#n{IOXE}J2YMO%EbEi*+_{7A62vUT zBPuHD{Si+odU4Ry+}s@BhF3c&&H;;+CZ^AJ2`q9zM#N|)g^Io)5x5(4O*w~nlaiA_yCr1O1k&XkGRG+f^ot_BxNs9D;`=lzp zo+INz%OOtA$F1?W+-vkw^MfyNF<2wv+WfrI(o5D}^QTJN=O+ik?%vgwKKPm5zx1^4 z)rpCTx2!+c8uVFfC@3gcnTKBv2??oLl_mK8aNkG`uG`o2(TX?$Tu5V%ohgOm;K3JN z@gY`r`@{6I0V5R`HjoT?`G|+Y8(*rCpiT{2BLdYO$HAFk5pc zI9O>F9l1}(jvd?4*;wRNbSnJZuXy{7He0rA(VR1~6g;w$?uOsjg&T@kj>|iaVQIs` zwAgRA<=IZ=R%rzAkSd_8Xh&so%d%>#sj2B2o$0Sjtc=vlw9ukFG_8vIM+@P&s;YEP zh=vSBpkU%e(^&GUEPjJrLGOKM|G3qxwFYk#9`bdw&Aa;tO&4ZHvpPK8nu^sQAH($& zjDHY+VOqt{&rip3zAe|GB4iJ4t)%P3w}w=sWZva#kmq9y5}w*h_iemNx@h+6gUx00 z(<2>O)T;N&tNFQe=U9JyNx5Ld z*Bi~XZRBn+U^Qyne0-<-`pCgEtL3+xe7!=w+I^}Mcaf$r{ZABdL&Y;2u#bJ``d-}j z68=)Vw&?sI2hHJCX;=PEVQ)ISg*kX=!0cRW4ax{3?|*26_@{OD-_Tk9YrZg6aEf%# zf$zh!0g~RibB{*Gv0Z6mRFak-(!alv{u{oolKJ3@!VtHX<{X4q;pSf6ar^1uJeEEWlQ&v(`9AD_E*Y7PoBGiyt znDfE^szr*Chh3zOed+16lFLQBD{IBQzOwRQtL|A`wN8d|q2=X;K@OHp?;Q+TH0>7q z9}MJ+#C@Hs6K-%3T6O>aecbg+Uyr@AjT>yuIY^4cZZnye)*Xf?Z691`llKsRm2XCE ztr0wEWzKvI)e%KZhJr%M!_RLu_*rf5g=RTw*2)<_dK(rVloTc#wR-f&?QRqwIlD+E z+B*HBxvydZbO|}0lemKF(A&3fi|pnhe=J&G(+D0sv~4wR-T#xv{U3zX{>(G`kHv=n z^NIf%z?C3w8yi46m$|-Yc6N5tgH6Gqp+djEx^$aU9td_WhRJibCk((b@lkR7v#7Zj z(ThnFW!ny(lNc@899o}Gog1hE3JVV;S7)|WS+et2?T=S1yfG)MeT38&%K zqyCJ_kzzuC;r*7uckbxDJb$t;UeayKn?6wV>pj0`=)u@l6%0?GKCQQy!J8eH1%51h z8?b$(Xo>19;aSR{b93wd9ipNx1NF%oPk$?a|NaMJ)krMNH^_5*aqfMBZsF-tKR{m2 zJ$w2lKB=ZUJI;Ln+%exi-ET^`)#0mVHEuTV!i5rn*}RshkBrj;07YNuDD?24V`jIu>qDok5br)5?LMZ^^*gHHgF_eevTZ(JTCr-Ea=4~#Z?$)Re*WsUjGBDx zhtBJ|y1E9uJvOdAs$#_!{tva$R_*;{qIJr+UrNcD1`cn)=v9jjTP`)5=N2Unqf&a` zx_|%VsAd;yT4`zN{M3;6N4FC^nYP_;y%xIJKhsn_BM9Z)z5U$L?ib4fSx;q{rI~+v z8fHY6l#yYsec!4L65k)QFUHjzlBUjd=ZzHRot_mgntk7&UwJn*@T;q|V1vtFFQO|Z zd_bo|zqf8(21pOM+{aejjx$TtMGkMpt3x%VTUM`LE%b}Xrb^*l;3{wkKhrAF-iUN* zHjjzw&AWd4)|hriMdbq?tU%6}JHVBiMFM}ltDHhYLf&ecnwq1U;2~Wx$Eq%EVPaaE zO!ZpN;XeMLBZ;cTWME%yS0$MR2w1c@WF5MOB~sj}@bmTUJa@xFLI&Fl^5$5p2U$Bk z&FVgO$5{`Lr}6qmR4|Rzwj2>)=_8mI(iK1+CoCPaewW{|eFZtazPx(w3G%`eW8(o2#C!+qy5N z#zQjU*0-Z2gyJh}e_Ah+>o9Ql?p?;9GOSyJ;o1bPL>UV9Y?7xXuxe$Pzy=|ADK2mN zpt6SKQ%o}7K0cHU;9p+#zhTvLNlGq;XsDb_KU=OOP*9s{R8;d%0DXVf)Z6XWxXoFX z4Jqd}OhEc|`Lxp(G8+tA(oK{opAR#wq;VHAq0UL8l{#eF)ht;KatOvnOFgJ-l#NS_ zXYy=nl%)wzd75{H(|eyqZ5(#BQ@e}l)L;|VBZoKGgUbB_vCp4Bmk(m=+2kW?_w^>b zGjWdCw=Ng|IKZ|tKi&ag1UYp%l1If`By~NetL7Y}J}=8yXe9&$!t8 z=gkR)gy4kfUo7Ve(?9WmgVfA`1ci}hWT(dZ_Y@qa%UN+WMke=*s8s|<4n<5XF}qP9 zNG$waTzLLKb8F-6jX=Svzy2AjV6DF5(weTLIy5vsf&UMbod53`#(z%?wkJUH(m7sH z(VR3NdaXTs-jBZ&OifMtI=AtDgO0{Qs(biAExK60(i<kZHplPj3}weY;2Td^J#D8^um9}p-4s1e&k@25>KvX3 zH5ervE+F6@{oXpn^OT@s>Lib}bP;(e%kPG_mt^PEyo{{+c2({*SUcSN^c{X!_34>G zy8)!27^Cc>AgyoBJC*DBgomDCWuRii8eGQ(G#I+=WrV7hcJjr!(7n<7 z&m4QSkm|K)*>*}?jyYSL`4Ulme|1$ zlmbf;pd-7-gnEI~e!xSyO9$|OU9A_?{3kl&BcY(;w`qi?pq={A>t$ILphq}MQ2*cz zT7V*XzH`6(kfo7ZcYv@Ag*(DVM#C~W-a&p9J<*}%euI{UPR%5<6&i6xC@+(MVMK7S z-TY7%H1$uv2Y-7#S?tGBS%6dIZ7@9GleTS?d5Y-_VH>v; zSJ2t2!i5HK)$Li<9Umga8R=E#WejR>mgoGWG=`-#qRd z=yG$8UGF@|fDgV{gx!aD!I+2D%g^P}mxn%V%c3Uvy1sWTQ*w5BKez5EEMs#^>bK-p zjarai8kfFGyMfxxzBJQNM4i0GWVlt@)18m81s9%e+kMEoJtFQ9p!}mpk80L+f$8w@ zoB@ugW9hH*qK-2eIvWGss7g)}48+K<@BB$wIQHpNd?lxeZ`IZXliCi<(EM_~J@Svj zZKE$PTAD9f8d;)_)Wj-vxR1Xlqy(~ZcJ@pl{t;rO(m;d9ci}esPZzSEsl<|9_$a#}fK5^?&G7oJKbCj>?KJY8*u5mYZKj$`*y&(E)LX_4@*`PgT4UtZI)yMtA1YWVO#I91R{WGLg) zu>fWvXtLlCM%1w|&SN)4uvrGAzCw%aYj+!2&tX5(z8I=w2x@mmQFT3=gfno4i;K%% zy^J_F`C9SiUcaNe?^*PRs;UhfJEs_xZAM8##Y&A+Mhl}BzE+%rjP7Tfu z7%ho;tLf{zcX&+KRo>g|f8=ypBOsUhp|;(1g&uDHBH_D;Lv{G{ z6H`^bP_)hqG0SW{c<#4S<=uK2X0~JH+&=XE9+tjf$6##Qe5yYItD&UD_A`=l0bQ29 z`1|KKL1O)JehewuU4DlyG;2PK@1I#1ufjqGHQZ(zF`Aj`kvzP<=GL+XTm2md57%9Z zn|Riek_ChDSX9xD&E_25P`Mcy8QJ2l85X!|>9rSn%+nV`Kkm27=2%ASWB4~uV`Hz; zCm339l5t*IoZd`}MV^u&gRZl~7pBT07^#JHJ-rMCu=6-egy&qJ!+F2!+{>llx;&c; z>W|OTyt`t2iS}bW9;n`uYHNMv)p->2?Ve<3XB)mfnQ*2oF!b)TCr`kV`Mqz2h3Pn~ zjb#WF>AJD1Zcm&4mzZSMT1e-&MZTeius(S78455uz)Exg>clf?u0UEk7Tu%oeb_yn zzx;7~{eifvai>>R%bl=Oi>;%}Wil5Us6FE(D5Skyx?fqQ7Q6(3?5`!5c4@ZCi>-fD zQ@+p5w6Y01_2q?@;v%+yco}VN?XFHNR&lk+8Vz494u|T8vOXoR0mJ(nx2&)F1q|jA z<@g{Qvwtadrc9dcn?f+aF15^SK^_heSRi(tb{X41p`USIO{{N2UdZ@x-pH;)zbKry z(z}LIw8!>){V8iLy@#lNvtvCR-gqjoFLE>T9j_9HViT=({^;AiS*<7h8O`JfGQRZG z3besDQV1}8rftM?`fwd?0p7I`TU3ynyBF`5d`1Swmw(A?JUNSoVl2b`CKVxm0w-L) zJ@nZ`YZ~q0Shv?6xPPWQ$OwW)r9jaFr~{Zlrv5eTe0LBx4sXIjhp$$B_<(Ko{SKGX z*Q)3u_t}dACwv)$;!xxT9S)j);M={M!f}&XD8bJH-|C&O9^7wO3$C zGRS-BxYr$A96kL)&d?$36Fr zPZT)3A;xaE%6@3LCR%rPQ&5?FAj`=$A`?f{&$g>% zEq`{*lP5djhy-~poN=hXN66f}gH`J|_;jDg7!`RE)gcVN2;>1&ym9P&*RBF?r&e3} zswl|;lkabQHbjfqo~9V1xpGI^*C-3OO~BeInjg+X1+S0Ba^+3UPY2SdTl&fDIGZ~7 zm|2Z>ihd4!T>4`3XOZ>rS`&CTu!uazFR^R?F44%k$OM{*D%pO~Y^;$(v~Ow-;-r*?pu`{ChwpDHyp zG=NYa1P334;y}kL_TLR*imdF>|{% z6};c&c#D&g@JWKPQ>N`~l!T3~`Vv^b-IcQcr_TQm$gOCk@r$7Ca)J53&nWz9sQk}U z5kzXm=6rQz3j_Hh)I|ee2Fa7zmc~Zy$6iUn@^+k8-EK>BG)r}(&BqcKIbsa_TOt&H z=kmAIQC2bgxaldo zix*`mq?AFih1N!{uEC8-?iwK^myQ#JwB0&?BWdT@b!Uo;#sd9F7t`f?32*_RZs&vWLp5APvTBJk131_%Sw!DQ!-a_%Dg zbYWqk=9kUfDmP0{Lu6^rbFyw)tCOUAJ1QzFBt)~>K;%_Q^r*8t?p6nNDhpuj-rc*T zrl5Hd#)2D=G*^5z!C9-%bPTBLCX46+adB}@&Te4-nIUVhQ&7ntzkNVij?~;ncU^?d z?1dXSQvJ9LnkrPoF;WVWv)aYf79sDhV;1}d7-o)JqOM-uRq9_fnQRTE${IrR;{0^9 zsNFfJ>7Qz9q)_+Kv+_tjq{&hmwHUH>4Ntcq?iiCU`Z`k6rdyuow?5*}C=&L+M1kZ@WI!3EK!g>m$U*)D&9>-2LI zeZhC{zH}b#BENHWgH+rnZin9?z4dhzE#W3WF3Uq{K|W>yMrJgM!E4h3>4*FXy_zh9+u@Ss_QH^$k^Bz5Xs%p zP_446{=-%P3|LHG@vDD8(*pzmfZZ%}Ps(GiIn#23dXP`x@>2cgg3E@W8U`GT{DPdq zj=p=6ZjMdAKT5(gS(?~hdLxuk2$x8K2pAPE#D*CvZec?+BmG5&(p?tRf!G6X z2;LAj%`9FO8yl;&KN1U_Yb+cr%yYh_1BJwQ4Cq$hsm%dA>%4(fA`kRZ)8-6w$R@t* zARr>n-#eWp486-cBA67=0-SagkEfik? z5FHM2pQx4xjHGa!H8pigiUDWh@RnZeQ=M!)bDA~)i$qHzbT|5isd+iBj=*I4VkCBG z*KH-`bO043#$acZ7kmK)kAPX;<3HXNaI&O(6bSo5$~!o4XgPSXQpe>JP91agSuzyz zK6tD;FWrIOd>dXzLFxCsgGy7$pLc$GxDCse9dVyCL6Udx-=FQ3UYZ4PPR;dK;?LR1 z=)YG#`#XwaLaMP>9fd?v%r*@d&JUxS%n>Q!k%|PHs)Q%OV>M3kck8e}ux7S@HVR6s z^?!YpHX2}-5lZqyYBl ziL6feHBat0Nbcx6NIxBAGSHlglLgGy?Pl_P7rSRw3_|iH(gtnM-$ONg8RxjPp(D1gSp>R?!1l#RGT4{lnKU03`Rl zO{fW85Kz|b)ZyWTU#Kvgf3<1@i$krtKa)TqM3lsDk4!4>63qk)tV(Pk3Gxj(Iao6t z)C?5!XUBfZMlM# zjhx3&+O2=2;82}3o{?;)g;2{jJW5h0)(rgRmB@G!88;+kVx+?h&<)>?!`pGF8EH;w zB_*ZG_wNnhRXxcAf}-hHf+6_J+O=R}Vq z6?>aKcNiaVX-&QTs=$(|7pN%j|M+9KQvxoW!<$Huz{R64KPPxVfAPJF|BRhw4i2?y z&ANMn<|mpW&G%^4(~q<0WuW}V3QRt>uriPN1!(~UCcP*eT(NgH-d#fr zMO2HH1)xQxi5+$4+s~VK*$+1E=jJx0F3iGoQ-EgN-`EDkK!tXg*F_v>bz~?KwzhDb z`1swRKI_(xx84+<&MZrX5tXB5jG zQ?&49dBAVpL{lCN7S3vxeP2zL^iuwCn*-F1yQi$;bq)3PBeI`g7P=Z57%-M2bZOPQ zL z%ynu&JwvN_vK)jZ>WpxHuGt!|It8MB}nrgZ0 z61CcQ^%?T0iI#K?Lf|mqDVh_w5F6@PNq>-q;*WUkUA~iJHA(`L0}ZJe?!f<`H|sgp zZ9DL!pRsGynU671mkLUMp(&lqTkU02t`m5x%?(KXTRJ9NjcMW^+@VaYtA_7%tUfWu>(X9 z;Nz26`2HpcO1klz>yZ$KL!}B%gpq>gib_grIS|>dweWt3Fb5c$m>Egx0LrACSHKz|Hjtu`?TKmf&dk3d z-u(8#8)y@Gs*wVnF}{gSY%Hwej_Ww`!I63@nD*+0h{V~u1)>;VqvyMV*Whx(SF->Q zA%28JgIrV3R?J=ycu#qV=Ll>T=d5*lIso*p-uwx90j=7LOPr(GWx#4xpxa`jCmQjE z2rGnO_A>|4UXN-LH_ZpR4wL30B4_cEw#=z;JaV&&h%pij&_`XtBS?G<-(r{J24w|> z_!&c(S(uI3EN}y6jmCgU3HhX+TGTVNOpu!9ENga|MxbT_Cg-d|z~k8g%ozk+0BaHW zm!*(KKOmupmt9h<Zg69$x7U1@S0!31{!~?|s;XL7KPtU!@$}glZY-AuG{qz{Y#s4f%D`$w0K9fdT7xQ58k6(H9FdZ8TGaL~R5FxC_$HxPt zZbzvAB7kO2bv5?_uFPt89RLv#Th<&LA;qy`PZ2W~yazd<{#gI3x#UYi!-L@!z5Wv` z?TKf|bl@5rllz{jmJ+>b;f(Sf-`;banao4cBG3WzGatHyITtUw!ld#1GuSFg7Ej}>U&e)iy;lKoqVIzdJTLrOGqKpOQxv}c%v)mE2{&F-4p@$ruxx^}*YVs~ z7JN!csrlsvar2rdpeV2p%T%Rizu=-Fwp_=4SK!(~(oc;yy-0thU*{Q6e$i~M{0NHS<1t_?V!>uPvuhm6( z{^cPeMHM{_X&^J(9e9V3PKq(GuTZWH#F)qOL7vzYvJ?n#o7T zUO!O?CJNu(y{8=eYx_Vsh$M7+?H%H<<1?UV^tkE+)2Mom1(SFvHg5~o&|fsO0$c*> zpTzjPgHD5u)#yR^U*P<-9gD+G5ML5J-+^>Va>@tdGniy4SijgY2!K@L4ainGf*cuq zgZ`j_m`~Og%K`tGBX|(J-XF0inuq3Z=~~*sGN5DV6@Q1 zB)W7F`+R#>S&&2Ql!$|-DqXU>d&_YDCmW2GASr&upWa?0 z$0ie0bF%5bRX-+73nC(S1-Eke7MbjxyQi>(bxPg2f4lb`YX{S4l2H7hD0sqWAnX@D zF|O9c#6+vNJHd5MIbfOZUVnkYg(c7HZG(2LtzWFh>bvt1+NMx$Kb9A{yYNW9eu$ih zg2SnPFCt=LJbGy%Au**Hj~CU=X!s7qv)>*ZO18gWUgEo%b^{wrP??cyU#x|rD@p-; z=j=g2OoL5#Ufpn=p5#FNCK1qIf;E(jK=N{=mDn7pnc&O(yLbOlUal~xb0;K35YYq9 zK#?8N(q4dSwEeE|pMCkswV=A?*{=fw$w3Gs5JPrX=?aHGS^vIl7sXuu(%Vad6TY-! z1Y*>t+%BPRBpXo2P*XDmcFW5rC_YF}`gT8ya!o*d0VYJ7$Repo zz;UMv-DeRNyaO)L9EI%39~?gL6&pD-R${OL2Lt9VgVp1aSE8NAey zx`XF_jh+tqNFKV(M+F^=db>K&3 zvL8V*MEv2nf&v*I!&dh9^W#ZL&)chgX6G_ggu|B0Bij~R(7M=cN=F#FMLo)yiuh0l ziF3wWrE`U}gkF>W|*wD&&r+JaWsqj};DyF4>*JF{ri!=p|04tn@#hWg?D!DoywwN#f?wYWW4*$6Ye z1$_O89fdAd!fo5AgbOP~m5`wjXhBvsPl^L*3&ac$7%IeKXb*bW>MTP6FW=q37R_jn z%4o73aICxGRI)j`g9=1#AxmxLvtpA!)(^9~n%cgLU;Y3zNk!#_f9Y2@%kpCtzkF@-O|TG6lM8&;^K3@Oelk4Oku~ z&e9KC3vJtnKEdPnQaohR$bnQ%@xE|?Rl#Ezbo6Zrf@To~84ikoLWX|RfVdW#B+2Ll zWVz!8b*U>UyWzWFl5z<JSWL>@=Wu6lCrE14^}`WH#^;v$|_Y33`I? zkm8XeM>55&YvZbkGM`#F*AMc)4afs7BzZN80B{pQOXy;!p_@U<*LMts0R&)P1c}cy z(m^|TmohQbOZ}O$%&NN{`SXV#FsUFT1O>N|nwf*4$ciKcTo59f!(6k2&cxx38DGNp zNFEJ<5fp9|pf$q2MghcuS<=-$bJ{fsJLStzR!0_Kt@HVP0gjo{cS>A4 z-~Ci2WDs~KB`d^UNU+wGPBE8Fqb9V)K%pT5)TFGc9NCTb9)=y3A$L-u9EbW#7qxYD z?@5h+6JvQb6TKmN&NZ z+kFR-OJB|w1!{CG2kQFsaPROZmu+>er3{hFe;s2XA#k-024vism>NFQU|M0j(AeT_ zSLMryiPt&-$`-jwCDYMk!5qVL|m zU5$DTbHMn9KI zIK2F($~hQMPR$>yxJoA$2bRv^osp3N+WQ%674ywa={@jG8!M?W*|y4L&-EvgjMa$~ zW3Z4$CT|UdA>=8IEsdfWH*i^QIg)!xuMTAtc-WgB<0XZ{i)T$tN{ePO{Ee!W_IU|z zI9e!fS%%H$VkAjAFdSt8WR9BTvwZ&CQew(R&KKf0>SGpUfOKAd-RHkz_5t}(d%MhYsPiD9CXhZ4 z95?{A%LS2MAkMdCF6gvjr$iY2m7^qP5w|54HezigR|^U4+FGW&r;;W<=tGsoHMGD$ zzj^Z}2%gl$M_II$SbyaRk^Ly5%h@e}Nr}FtRkF(HAbr^llJ?ef zBq)fi4Dz+lA@3NWAR*$2JDUp3mzUQA?&^Y8wS)kv8G1L&bZA*54~lOKqkM@CkpXO5 z^e7C>kOUI?$plKuZusSOi9YMLUBveRF6;%S8G#do*cM1{6j(tr@{Wb?NO(t|K z)F~f&f8;^+EoRx=MZxqN~RFXI5NAgK+fH~hTy4CG+71B zKEiyPI%k^r87)H(RUbji0z|pct3E_adjWW2D37Ekc=-uXD8TKZWwCh$EfSrs=m+gW z&g5ZCOea`PibzhmLxaJzztO^J=qX^b0001HHk8kB8jW)8&D}2}+pLOp=Nb0_X7B#d zr3JLg#D|Lvq>ih-Fhox!f$1+_0PE0n4|spahLy&Ob^AmN%PMT!XHTD!0P*Nu=bHVf zTP)FVvhxqy;mfXM|U7O9Y_ zb6(T6%RE5zH4sQT%+I$EYV1zx4*xsq+Oakmba#{(($bQ04pFDvdx)-rf zTjVivx=+eb2-qPq^vnuo4(|a}yc?W>i2TMn9UWSpNmhFij^zkm4Sf(Zpx5c|@*B(* zuN6R<8d8oPJ} zlF@}Ao6kj!T?9@F$O>yl8GtJJu4Z*t3MwpcJZM56;32gx)stb_^H)4`TW=iM3Q2F9 zX7gv6D3|Bwp`BF>9ilQ9K;6n_4N^pi1L|uFZ>NC z9y&R9XCAK4vlNI->;j?sg#(4R=ydexHZFwSDi29Pk|14;KyuuZ7azn1(kuBByF5#u zE%8~R8gO_oO)pW6a;6OEo+i!2?_hXw)8NoQkg5DD*f>1i-;u)#J=Jq*72WQJ8Z;xd zuPTWi0sR(luyhw1;U{j`cHk_k&MI0ueYi^~nwkao_aMbogvyf)vjP~^wP^|-$`>G2 zPs9O9uF_+=Evr=zMLtm^O0oG&n(jge$woZ&>OR7}MKYaKAN6}56AO=|q9^mM#{AR8wO46yUlrCkcCF>b> zT!nuyh5F;?^|=Uzzp|7)G#i~ReQ60BVvn~C0CAWls;3GrW7Q1n~gggjztn16pP1+TRb=T+}T^`=D@UMzVL!r)7^h!|O}p(@!G&0!B9*^5hg-W#S8PQ4B8~7M>8gvce@FA8nl3uh4`<*6ynAr zmh*kFs+bleV;KaiK;$8<0|BK*EL8H3BpX!wd%`y~;Ga22xCJvEyITrT8~s+4oivRk z)-lqZr1wVKgR946qzFA*-dWf|TZb{}kh`e@D zr|aH6V;Q8hRDhur=a8Hm{iOOfkTtLJ@hZ&C6wO>y>3){Bvjl3VE#_da(euOYpZNld z7fuaPMj<-GLSx;3S}uPS>a)S~-;Y2-Bf>Pj41gUwY7Tud^s-4{r(G5jTDB0`5TGDQ zL$cBO%1N^*=)AJFt08?)BJ}bfS!rYhQKVd(TmeRHGgsNU!fKA|Ja zI4z(Ny#$7ZC^#RMu^=i5b^?~WIJ^gvv&93))O#ifs!3P}Xg>%J$eED>X~GK-6=X=% zsjck*sj;#YAU?&F8(5qH6XqxSULd*!+=ZxrCs8?Jx=MRd7uY0SQMGtS`wk&0K!s4Z zfA8KQkf!rkIqszx>LKkzR8*9h$CE1MO%L`v_1BuiV1rn*9Uz6sn?RMjG4Sl!5c}jw zh`|h*w1IMnrYDV!12D%11)KPXAbEfTR(V4&XEZtM2sx%NMrO^9OuhmGlMoixO7?W# zOQj#Es-*MvRbsOdK1a)HucoKh3>JtMH4d+20!8Y>yLWt&{l-BhL6uwKh2_{hNkWQ0 z5A_frnT%Z}O3qxwMC$^g-z44*-Odnu0p>hBEe`^rpc0SXKHr)>dPj-hxAZjTy0;3N zsWmx}*;hnO2$aXsK)%eXS{NX)e0^m#X=-@ZVC~~5kFc+;zz|0{jVcU$Frn-LHcXsJ ztmQi3H$p-I!BADQG0OAwxBKbx4OjM9V#bH4vG{iI&K5BdgzkEuS10ASSA|20Cs++% z#~R~HYDBhXy=TwQn-UJ!%@L-ioIW#OrIOmXb?^2yg<5H&PlcQ7sK+-ATs~;&C}zTC zV7;f$!Ypo*CB$Cx=@Z_pygMnP5LMw5Z6L`iCI*JOvHDQ^$qY*!f#EEOe@2qg+CHnC z2e0JU$Zook3yv~|{8BhjJ0#fwS3ch_6e1eUr0GJl0trS|l!VQ4*_5sbg7%NF<#HUw#`D)eIRPZ6qJR19e@@&Z8a@)E?FpRi6)QCJm9Z&Mor;M-9CK>Ns$ z^?_<)_+ z9y*i~oV-gDNk)SW504F=E7Gf*64{jelwIJ*6IZL6yniQU4VS@sbQJ~S%Hp6i%y%~Y zc-R&Uv-9gccmBj8gbC5cJv?<9IFw-d8V2MOAGRNz8Yqij(IJhCVD9(iQXJ}#j*Z>` zolH`!u2W?dkMRzD^7#I9j_3QAsQAB|!~f3U8iGp1;agrfHltmaQhU=T7vEnLTJ&=KJ0S5Z zcQ8ZMW7UrsJ_;jvid922AtIqC(^#r=0-i)S^+M%@POzZW`Zy9dC81S>0<@ zAjryc=m{rWsSiH|e)pkAk<>VG;!Z?<8SO)yyaT(FkT~g{B)v=?Y8ixPLOc;d1Rt6p zr(lST@5bAysn&K};*>ga3>VMazNKhR0f7_*n4ttu#ld-RP>GTd^|tvS+6#0WS`ZHz znPg0Gvk-6~X-G1>3PyuIa9wr4t@}k-E~4TPa^&4iswes zdg~|o(~YE6*3VGQ$#SSxfdN~vgaQeO0J)b z|7EA#V&qvtHgmuPt^9aAKB_!OZ=LwNsw%>}kPyJLNF`GyJ#-z7k>oTd^G~}N{XO6# zXmv1>Tl}DZWFyPyxSFF2R|7W6HF^LB9+j#zairOhriR_F0Ns2fcOWH!eHurFx`Xv& z$lcm0Ouw%_xdlu~FRcK_7)X84tEUOHPYRw-W<t$PfChCD=IxF$Sw;$DP}yK3$zBtz{6 z?eM}{svpbioX5a|2G}**h20#?ujB*7ayl$tTTStfjf4p;I`8RoRZ`Ho>Y7poIevGa z1tNO^v?Q{ZC!v{heNSIMz0G0G+71m(LN}nZf;$0uUlc|{WS{p(NVy3U8sSz5F!mrt zW)398wjKjgdyNVuygx#olGMZTB{XqD_!?L!>=MopgfRcHr=<|03I5+T`s*9msaGS( z5G4>TAy*)pL@$L$H)2(ekE@&lf3n8P z26h3Uki`u^2%R!ai3K3_B9K}eeld109GeKZR-kU};P7M&0t+kj`~UcTgzNyg0{T7Wd7lP{GyTs~Wsu%`TtE!@cx+cHybj7MQ zgBKle&tjrT-K7{KH3M>j?b(2$0~P{dWu9c+fJ?RR@6MP=3dUTOfr@+vc3w?Uo_*gK zwv9WAI>NCP<>h<$_;BLqBnq|HI}8jSSbGSmeFMV{WYjLMw||m_2%R)q9G&FHpMs|UrQ7o|Gy5Mz_+JGr z{k_N05SK#x@pqgn@%D6DF5A(a_^0|wdJFHxxoV3zr`wBjwid6ZRb|^Uujd;1o|vD8 zhkIfn2;;b+ROPxo<}sT;%Cw+EpmhxE2x4(WB?%{X%EuLP#yUn4LN4k`bY!2FG^ zTCx6(z&v?ULI@11{l9_0+)>A_`=90d|HE?S?!=?|Z%`rsj|AqrYvcTTG)J1uq(b)B z`=Rnd^K)s>cYy%{8J`@qfd=b|1_oA>w(D=dooYzS0y~-`bbVredQ2^sFnckhrpvp*W9KZN3!t#vR83l-dx>LYfW8=mUm>sl`Y{IaMJviMtcGEpAI7ZC@KXeA zeaLA*n;YM>TN4>6ju(JNx4_kb@(_|Hup5{G0yY#99>qoZ_8X4~lf-gu=$zaA#${3e zFIe5o@^4suQ;lq!6szyPhUzWet;J_e0gEvD6m-a~-)ghb|5 zI)%WD!PGIyTJS6oRb4(tuOyBdBr3XnMi?0wh8oizr}(ULxDHae~J%1@1#UE{C-kjnj;XokJLyU7N2AL**+k4^_UCD=(?(W|yp& zDTat4&r8_G@i8$gSaN0`e}qAd&!)fPb8`(j(4EZ&-v4fM=1VgJc9e&4amN)t(S$_J z>+9-fSDx{S_xXv1o?&vDhX)$05qx+)##68$a~|Lb$`(kE7Z-Ma+(~ygst3n?lFD760Nkr^v57|Lu?{ zsk3U+NXP(_+}ejV2b*G48aMnF4cHh0L`M`pslg)Z>BZ5UUDwthUdgrmh*#C7VWbgZ zv4`*pV4Nfkq`hj#XjNUD`ePXiF_TCbz2VK}f=O5^WI1qn;~XK9YjKcdX*@+{qOfdb zDWKqk7>U5+j5%WKNB;hmKczxenVjYzGXx-4zbPn)!mo$g{yb}Je7p#$G*C!2Bcz@3McDNk^X|&KQap8v+BBq|LM$z z=-V{(Ke6o8w^;sDI+Y%+^vLRuTO3Fwz|=Ka)%c4LnT&A8xntn)DY^X#8Y-f(DLyaO zCh+p00YOJWVr9DwaV;CVKHK?z0jT4qU+pyATT<;R;AI_zOQCf%_tLB96fYW??J+lq%$)3vtDG z!tW|82WsO#A#CIful23hN*-S5JQ$H6GQp42gxm20iLn_RgwYSxps5rF>x0P1MKUX% zo$ZWR2b^?J=^VUc749I8sW^uWC23Y5#&oNBUr`kPKq zd1fAS`{UP|GReD2(9LBiSg}0w9@b&)$ZBAJ@1#x#2)FAtlfx0Pr^E-#IZw>hkT@AT z-^&xBMNgBBim1rZL1Ku)0Z*lyACs)B?`Cc~7Lo55s!2G@j!+(%!oa9bl3{@uqd)$t z8*?nBp7sM>2{RTE-|4(;(x5WHP!{(7j^Rh*jJB1KizI_VWNH{Lq2l($nPW}+c0OqYGk_6UdB}W`+&Q$C zw@kddch8U$n~;^bP7j|6$0bz3o;6QRp2x4VM zp_x+|%w!#-8k81=pEETTz+ocfv_x_y!F!>G5PpqP?uPaaPcK>sada82Ib_v(4*^K< zQ^mWj*j?lxM64*{GJo%UjSsz%HI36rsAW-7JGAz^JRv<3UXO2$R3RdRzeAO0=xz0Y zj*k;RqnuB3iD#n+<1Nl0xrtc;3>_$|s2Cz<10f%SEh3l|!`OQ$|H)FFZf~b-`H_`c z>O;L3<+z?Vck>i_a4&F8)5<@x+V0-Aa`M)tt76~DVJeu;0x-{kN1-H5kMd9zDV{YL zgLaY77aT<&O4Cvu^H^t%lbYsr{3jt@Yp>k#$o8#2I%W622gA!jcmu~@-R za*+VA#2d#{t`X%SVqj#>Ga8G9%sP?NHL-Lm9mNsefc9m8C=5`WUn!aSY3X6BD^cSW zgXcibJS4K8=k}8ryg)4$MA!@JIcya5&?Kez(89>DUT;-&2e2g~cdRfiwDfIN6Gu^W zMNq3T);vZ7lWI=RRf7_UY=R+wCyr8DfaxDD zY;EXrV~Pwq>t!aOZeteFGQSG-k0|tLj<`lz1REdLEGBd%+7^qqK6bjC5I1Ef`e>8x zkS#+;;b!Wc`Kz4jS)*^)=w}_4Jo|Rnrt=75nGRNfQK{v=!`m>)h@duB6nY?;$^wWN z%Px?fo=%Q6qA$j=3}oUlw9r%-K|!4K-vl#X!zvG;po459*V-N&%UBJm7x8^$ENV<} zxauNKnd3yZ;$@4KzgPCpy-{w!iO~P(m8=KIGV$g~yJR&(Gh` zZAUbnVvLd;TdCPo9(wDwrb_ZIIox!w$wVWRC3l1zfo7|4P8^wInuE!+i0*+5)Kpxe zq=#I>iSw}uW8sI;Rp73Wf`QN&Pu}qIVdf;V!7ot65QZ~S;7nboCrA0*-L(s`oqR-& zgM)*~@eWIiqMEaHBA;1@`|=KJX^!Nu82p?xm3`5=1FceM^vPN}wVW3$$F?S;Rwmor4pOBxU5&{f?ou-Y;JU@plg} z`eRo5p!ai(Wha~u4-bxxW-rP$X3%=fOj5ZQ8#a<-N=f1p?Daz9a}H`oLPany$JN;* zs754fglG-<%IIFU7?K0ZLf!aZtzCOK)LYxu?%R7Sr>Q6nu?cB(PR@rNMRKZyw!@6F z+et{uA%~`-6b(B$l_&}^!FBp&Ex~-h0{a`(EGo=X+h>{Gltx z_^sb>t@Yf`^W68n@KBO2Up@x@4GuTU9qgYOe!X%}!U2sc-wKXKO&0FHJc1qioP)TV zmdsBuFTDX(3O{|qu9wk{Q51r8mEb*!aEz@N5|bJ1?}Sa0{=A@J!Kklo_xHIO!LPVG zEZs^Y7ar~2GD+^`%*q_+n>CAke|IA~4=K9Z7pM~vJAP+>9?J zjW9LF;S|%8IlTb@r7m|>1y$DQjva0St9gkD;@V@P8u1eY-ZYFT#5UkJ!hJc=nR!ii za2+;U7z8Nf>NHa76v9f?ia@L+$_T_A4=`r{mNmY47y5DTG+>ICyI9U~>^zFFTG6&z zCnzeW+1`y1C!6{inA|8Bw;lkb1%>JxkR)1dNuV2J4?|ocN?uy(@W9+1w6Fj39&9xS zu<4Pb@4zfsD*QNsxeKsQ1Y8NVe-O@~QiQ8b0BM>bFf=eVCGAgbu?dO{nO?U`h7+>R z+|?u(0@dA|W=kK{){)q3pEJSRA8uXYfeeel8!&;xfJF#72Q)oV1dlnt4;b9^H9e8C z@J26EW+snsx^*@(2}cdQTP&oMfDg=13EmEz%XOmBMKUw4$$D-_Aru|3S4~a&NSn!I zA*YZX{zC-`3xt*^V<1_v@6cP2l$J&$jxpf>VM7G)L-V=QK7sK#cQ&P zg-66f zE6@3+5yf|xHoUllVOb2{L82eTwE|9l!^WTh`Z$QYgdiV55mJ^2x5cTC#p>ho$RQI; z+PtmBOEUl{HmqMiicO{lNo`ZvjNt>L#>PhCV$A$n)lFzym^D=x3Db9c%5yJlyuR?L zO{e08k5)OF{9w1B)TsqA;1sMQ1)z%~M!6t(fmKdp)KFu0$V7YFB5GKWF=APfF#@@s z!bPHrV5~FX6&h{7e2)x+wWRBPT8-G=OC^C*=PIbLxaSYqvcm#Bd8*~(YjfKb4|RU$ z->7n{H4_DK;xmbUIl=Q}1)3xSu+L`kweLCrKLq*y)M42#N~!HKEw6C;#f(L%GL?Mg6@Du81! zZ1|Gk34Xgf{#KK{n}ui&nV`knMB%q?Av~OchQ>=CH5vYEklRqObPrW%jzaV-;VT~O zuf4$F!63J=qmC1_E!Wj6!4j=i2IDwr!edR^vprL*l_Jm(kEGPVWQVW0FcW?uGcb$S zh@jlqxAE@~<8Z797Y(F#ZXsheQOnh@?=t4Q#N6HXzXor)rRQG&y9el3Bk+AWurjJ? z`g2tDC(d}D0T6$qZ9>B8aWfAJa9**KKt%qg{JDaxt=Qtcp!QF!R=!R zX>{=nECc(f{9v-xQ0kE8mSV;MFFGFF(}g%C4=FS}*5Kzpc5!xckg(?CeFBkelM&PCs^y3{pLXso9kr3D{@}1_vA^7(g(P67?9QYk|T4Dk!53zsoPfYTuSdYYY1a}_{-jZE<>xTyGUCy4lf zgNVtXWa2>*ukgGsnRg`D!xI2G#{&*%2oTXi^&;R}JT^)lF=tE-yL&Y~aWjfKP?M05 z1ei4h767sk!Vp4uRtciV7Oc9ytG*N_L+9~e!;puN z%m=#ziist~#dto@9s6S2O)xaS8ASj|HDGSx{>3Lkq zo`N~xYd@0Um7zxW(@?xv>HQbhzUgXgvh1Oa%|AZ?ro_`jNA6wMwJ4=`yG0eLh|$^B;eZ+>jc<{eIop(Ajk5u2IE){hCW5YroN( zUye-ihe}>eg&OsTaXZ*GI{nAZQ6CKpb9Z<5*Gt`*No6#nGf$%tLqY2Do&K#flZO zvY&W7t*chF1RCnX*aM<3U7Bq_c#c98aPsmlC2d|65JJm0=lh)Snd&zZ5RTBsV7!{Alla!Ri zbdr;omzR?}9vCRKa3Q?y!eA+RyTJJO(d(llBO`d%@USM8HPQb{N>Z}s){VvyhF7no zaZ7_m+$0W0(9_d{hr%zNd9TN*@J%788BNsl=g;fu>szZ`DKGyDSqNqr==Fxjc;2U| zwo_-zb-j=xzkmN;?MhBQ^DV|wUl7Iyl9a;W*Qi*zTY+FtW}T@jAAw z>wA&YhwBtTl;~NvG35p1#?=&MHMNiQKT*samLM{S`<5`1se1X+rqpRIQx%{4Q2M|X z^maE?V-Uo^MN_l&^=qYwAmkw{n#Pd+=gs zFVWZ2LoMZTU7dk}0Un+Lw(z#LHX;;7w;(Yb?s}>gaVi7YXiP5T=H_B{0`gW?R!;Nz zB-7MA-r(mD5Kv}t#LexYrvzqKoC=|oU75C4vqKFL89?=e2iH?m?P&>Sw-!iAbpw)k zdylM`9l*F|#dJD{aLWqq9UUF5tgIkP4YEBl_d<;hfk$xQ06qjeH>fd2UGADx_S_3q zGSq;mva%lj8E?HHnSp_wFo@{VaJVg0pe}TJT5__-#F53p)kauiZW}IrO}0|I@~pM1 z>l6}lWNBq(TJ5j!r`@#4gLtl`r-$XeDq9ZV2>a~n4Owm@#q^m-!9B>_#&ocrDkVo z8O?niA1~c>(Z|Op*6>R*r5AGNz)9MgDL%iE1)UXk>(&MiK3gC`?&(6Unj%8#%a;@t z7r!TNM5R*E*IOL{1mGqDm-mW}{T=|%Dk;EZOs z0faS}ecmo$EIy1OD_T0QpupA#30}X0`x>d`tcG^udQctL>T}I^uhG@f5mm}F;`n7F zvY=`iLHQwkKY%^N8+oy@uLuR1IC*HpKwrd7ncRfb%_%Rg1f$igq-`XeJwDNWF*de# zNL5TJ0=q0M2(V`S^*T|x#Zo&*!S$iq4!a+ky88W9_IPHq?sFIAg@UVJ-+G_tp9Ti5 zw)Szks@m_~z01leyx0&p^!ttIB25E>PUy-}etOG* z=aD1XnS{N6ka(r56OXSCW~Qd$oO!@uB^`_0!LatbRb1>h?J1{y4x}<-NfWV zRMbMYa|q~s&H=d`&wK|kbB8`7L2PloZFcLjoWH++qB%}F@HJ-}LSg8Kup}rfBAwR| zG(tpnl}%2bP};_1GD&0`(Ha~aL_aM5C7gM(JK8|U3=6B~K$^4`6p1p&`+nS=Q>zn@ z?i%AJ_on0CjO|qO^zv#Q`t0Dy&drUJ>#JCR&yJwje67U4UU4YHpv(#-D9L9qlh8mo zbLI?!8>)IYZ$4~kv5UKnxZ@gk`yx?UB>?sSKwxCZOhJD%Qc`+^Ek<;|CKWpch?jIn z$8xMw&>`RMOLxkLp9m3mPX>Pj5#oeiDm2GOkB$Q1!(x3gh0@&JeRPAYnoUkY0odOz zMBE!1>fu2wMu0}DDl4&NeprHGUiXD6p?taG@*ZA-|ED%RE4$1xKKhgqnWm6Zkb zzDYqvVhURuFy}c6%3H~r#~^_8ES(02wi34nbo9fAbGW^<1kasO9jKn68-P!JnP#ZJ zF&VY*M=0w|02(=`a+;gn{EsdQ4E$PLylLt!VJbF~^%j-wz?PGf!*S*eq#1AC1WbIi zM)X8f$;(?)>SVZK!%seo>>psr$nTKc|ANPh5X4~IP_a-@P?$Gw9?G!$N`A8r3gXA_ z{lw+k<45qU1Tz^OCLLYf!cv)8`rmLBYW`7W;910jAd`?{5+j`Encg5@uswS_I$|zwGLDgh0}Aj)e6uhzV9P z1iHz&H8&yP?n1c(7;A%)?WPiID`?A!HA6u;6|7r3b5p zcn<(?qs1V*XwevUY<(S_S#&YcO%xL7?oy!~p{}m}Qzw3<@F>9wA->Q-BgE|c0@^X+ z`6^Y_&d*W!v9IIYiXMgZ5v^)=P7W!QPESt*exbRN`Pw7n)-4PJrLMpNF@kIExl0kk u3;`jb(WI&T-@pm-?*A8D@_#>Q)cAwU|D+ffGR~0iTWq)4cGtx1>^}jE!{~$n 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 bc6600513aab9a2e0b7a37ed0628bfb5338b9a98..7c7015b5ccfaef6bfbecd49122abff70c4cc4ab4 100644 GIT binary patch literal 21118 zcmeHPc{r5o-o;uJASETWapT5Kn>I;H zOUuZ}Y~H+i%a$#&va)h=a`N)>TeogiP*6}*R8&$@+6Mf)ee0*6e%ii$`_DiBykp0X zojZ3bD=Y8XwM#`sMNLg@_wL>5>gpOA8k(A#d-m+n($dkixw^W#xw*N!yL)(eczSwz zd3jyFeEG_iE8gDTP$=}*Uw`%S@%iny-+X<2{rvp={rv+10$?y$U|?WSP!Jpr4-O6v z2?;?U5J)5vg+g7udKHaEU%PfKG&J=3_3Jlo+z1N`3l9(f{rBH*-n~dF$4# zsHmvu=;)Z3nA^8+-??+=?%lih?%lh8|Nesq4<0^z7#kb==+UFNxVZTE_=JRn#Kgp; zq@?8J

Y38%C`ZOaWhA9D>FMe1?In>&A3uKl z^yyPyUtfQJ|L4!22L=WP2M5VyGKE5+QmJ3Qd>I-V8Xg{|(P$$hBXl}_baZrVY;1gd zd}3mP!C*{IPEJitF`3Ni>FJr785WDhX0vB!XF22@91e%e}mL9x^@^m`KA0Cp!8g=p0d7%?B3>F(0fA$?k;b6sqYL-!IJ( ztu^q=Z9o6qebhx)Bn+dp*6G>6Pa<06JoiFrkJNLjs(1Q?Do>Awt>ter5_$Ifs`ZEN z-R9dSIDT%8g|>$DRwo(mdoIMsclPd+lsS0~ zhY0XpT#H`K_jV({7~gFbL0LW}YmxnYkf)OFd{>WcBl7XZ9mK5S+k4|58y*sbPv-8s zSWviwr6QP@)6%(_BY!QhqQy=I_-${JjY6(Ptf8D}m8570+DY;!ZCz#fPL{vt21N8A zCVxA|?5qi^bCe(J;pF2RT!x|I38^V2 zl5t2ZSl2zqRTUU0qVG+^O?HF}EiM0wcMra@%ve#1&vk!lqm>dU;4=x6Aw%K0Jx%qB zE_+huH7VG+rvl=vKW0kyQpT^w1|h;*G@js-WzE{;{Z0Kz!@{)2V>?JNpF=1^?dTlc zFA-mIS|(zyhkX)a-5jGIp;nA_B+_m`Vkz;dInPGy4ABSHjp?r;&_aej#(T%r&r#>* zx6h>9EBEjtY8x{O!QK0~l^{#+N!>01v__-0nd6C`LOA~wUQYc|-QtI< z`L~8GPF(;kZZc1jwl8Z6(2(%Qi}ZtFDv66LP$HiHG0YF5EegXAPW%5TH@}N8!fFhc zt4!#etv)2kdS0)vq+Q#-q^t!Vk8Utq&_DzW`5#*6f1?iFMuPBSF?Ermsw0*d3)TA6 zi4KFZ2R{+D*EOZay@#NkPA0Z+U&5Vy>OQN*O1s@xT;nJ9V6buKvO*SUQ&W)eNP~cGN^((F~pa zTp}(3rfw@siL#y_==rIb=pz#pzy$_Vp}t?%ZJ=zbx|t-!+*D=f+XIeq1~sHty(N?@ zLjm7kuPyZuGvDVcfgXHmT<@Xa2|fW;KHwv3nSG<*q3fN7F9DuQB1W3KP`MtYP=zv7w&s&d{;gPt9OD>5p5Bj^coF$z61 z4Rjz{IGP^hXOv)8d{VG1Y!!Te>K4j;IHCM0{wV3_bZ%8bwe!Sglos_%Hgu?c?MhZT z663lT2nv$NQmTA@3!1u{YBl8K6XMf2eFf>q5*xD5E|ejtG~~gQi3?L&T)RCnwW?_?pQ+i>5Wy!;kP(GFA$mg(IdYs+iZ+N{khe%LB!$||IghQ z9{Q7B=4lfZHG2yurDL2}+zaAy`J?Zl$B_N&R!(zH1ZEFE*t3jpzh(k9FXPeqs9*2a zGIp6yBWyjqj6Oih;5ZH)&4qh@-HDhHV`ZZD%DzG^F9wHY;gcs~kSDEHh5c7PTAExZUY>Mf#_kITePs8z@OhUoGl9{f}wx*dh$4O}2seUk~3- zTy74}!&Pc^h$h!o>Mm;fbqHwHqBWnhl9h~;ue6DE)@3;VOL=q!O`Ta`+63u%|9iDu z=gARHNECa-CjwP3UEqX~Jnn!CZ3jtlxOyV2%`+j#W&aC?~WdQrc$m zL-zM_hJ(ad5tUBU1#YzB>F{hD5?OD@O4b3Ujz!}}rY+@Ryw~kBbXu8(dHJwj^)^~& z>`0?J*@7;MpD7G4CeW>uajaauHY1Mcy&P>=(rA!kytcw;neL`nw%%fl3#QD&<;jg- z*bW)jzh7$_h?r}U%gV@g<_@0q$QAC2W#Br0^)%Py5^bR~U-HVI%5ckqCu}n~51pps z?$tH3GXylS9D8M2asWFT8_?t!Y(x*ucS4NV;(0W}t+WCt`6e?+rsiQ=27{zgGM3Q~!@QB>)20_PWMEdk_nXRh zI&_h95CRC-&VidZ=lTt{mZdtqqJq<8n5Z0UAl_f*kpaBcBuA+$kKHtYr%e`&zu1rV z(gX3jr^%c35hs|Rt%K7*$4ZI_j>>|pU?``bJltD4f}Za-H?82}Y%40cDHV}2v=K;7 zd~-hMoWVWV`^Q2O9K$=Pr8J2yyV4MsOZcWzO8gi>D}eQGteIeiGWgVK1fzM3-ZPtY zfHB_)ZI1O;8&|kPS2ZDN$amNwv-D`wsnWmDXgjuY2m4R_`D5Kv14tBtjP&S4{U!;^$v*aOZu=r?DGsF`8CX!$IUuV*eV%Z$lRH zZMMDsUF4oo1|z<)q4u7dKo4(+I6qeEn`b`nr&7}|MnF(LUTTWRr~~ug@{R=dx1xTo zz>Vj08PS>6tV7J#wlD!s6_R&Er#$#50lWcF4p&zy2Wvsriz_5g&Wrn8|31z!j55A{ z1XzSOyMkm+t!Q|TN@)@EBZNld>%H*>HP|EzjbX0lD&Qz-<(};|#h@NF#r0TJ+s!19 zXvy49;DiJ#AOeVuvaARgcPvKq3cICqK!sMbaHJ3O z95SwcFP*>&p}op9>?~=dVnXIZhLx2^@l0$8kL_&8w$jtoc?7}l<#a@#*sPm|q%YXX z&Z98eOa)ZFoa_djX(%NmOe*(4m=3xMltw@tn?$`?t!$<_H7nxpcGFt0Y_c&q#g!RD z=w=0!+!!1jkg$-YIxq_~+pP}F|!aVzfz=wdH{4bcsc zz9Xzq*R*B`|m z&j9!Dfa1~%wTWFh!!tgqY7&S~$@sCRs^a3E2snR|*0<YVB%X zre}g|#M$O0MH5|*gf3tK=9NzNT}jGe;5={Ht^s|D_-$WIl683!698@0*@1)yPxss`{p;jF{sHR>`B#Jc1DM2IOneo zE@SAdr2A!PoMAeB-Hg_nh1|qf)pUA83j{nC>`|O*)U(EK=m8ZPKKs``JTW{iT0njK z>7=2CBe{y>7d9-UfEHHw0*yr2edv^>BgEd{fa* ziW~*oyeT^yjZ-m1yp1`!m;w7n*UN60l*wx{!-mpSaA4q>OI}xT=w9`n&M#{i3MR;7 z-_z)#z5r(=53I<6m_xUoY>&r4F{pjnm#>I1$j!LFYcGQKE|g9~gxxK41*QTvSM&th zuBZC{UE5t~?nUz$v2?E}B8W&g*9`JBAd-5u)wlc&B}~>ZW<1(5!kP*X1O2AZl6#9v zr6`&P`i8!fw-xWL6jHk#Tg)+$3}KU6yL}9v1jSxbewK-XW{g>UkOOs$c z)hFF;+EJ-$FK}vhcQh;`JJE>oHw5P)h!-l{XI{Q;6+8{DAMwiVNe`LIEen|bTT(OO zjgiSoO=`#kSueGXCkdfW!7bxfj@)xne{H_*lQu=)If?644ek3VJXN#kg9Eu0j|Uew z^Ny5oVNJD_R69TlR+#AQyXyuVvcLiKcc1P;_l^fsryu)euV<}h@m0># z>)TN@0)nwmu?*(AYkjC5p@t|ybMH=9I3pztncuZ6(9;FG%kO0$C>0a zXXV>`$Hra8j*7~tV}0Jq6>eKZM}V;q@MKzoy1;b};br+~cts7V%4h1SiuZ@G#hv3Y z_|>njVYsnfMkcDBu+>~fG$N8y{9pqSin*w9H$_c7O%FzCqhSvU?!dktPRY%v{s!4# zDa*QdTSl!Z;5e!xP^s^hpeKYt53TVDE~w0(CqCpr*v%Sx?(+?Df&Ac~>2qM_3CVS$ zz{tl4$X`d`jbR<*Py1eRK|c|tzJV!NR3UgMkGYX>8}QnmY7QE;+2AX>2Z#G+xuDKp z&B9wGf`4B|I8>nBWRqw?q)IQQaWJv3-gU}H^Yp;gM?;wX0Aj^3ZdRJCbvQ=D z<``l-zvB{n0OuDQlDlSh{;4g6JNoNvOKN6hU&aHF>Jm-AB2JRW6!X6&m*vR%eClin8$a+`Y5#_@^Yt~@sdX_0{3ghQc(&^yA+q$BJ*=l#vcVDrD zSx?DUlSY)4P#i`Sy$sQub!VS7>koZrLp4rqDfxRrB0)5dQ|oASReAlOE@Xa#+!SD< zmZ4_=7Wa?u`Leof@{iu~9=&-3wS<>J2ypDF`)HXbXVg2%X&1ugEa0IgQ9bM6j^Ie;0&P)Vj zW-2bSdEZ}0am$#}ACk^!i!QQDaEjxymuo*@Cm3RkAnH{cb`_b?DcaBlPH+Be7xX0U zA+rmL(tfy@(H%I_)xPlMd&%G(7ztMh2^l6Frw78#^Lqn%FXt@M64<95f^tF7OT|El zq1Z|kU}TqA>zqJRa^6Q4mD5*EHCevdJB7+PPbSWSp^O!3FjS1OhHyn09t#S={Rxc% zJc1>H-{ao-wONMyTU$VCO7QC|#|@V>`JDb^YD5b^tSAUU^{5#Y72TOLZcE>8!mAJH zLwhrmC>dJ=CLexUW(DT--mJfkoDrvUym$j{v>-)n&V(+h=E_re=xB1Y(+5jNR@-+P zy7B{FGJw&!J-IWavcCX1gon#QAIA)xCEz%jYg>#VC_&FQE@d$x8oY2FD~#%o_7 zypL~4o^3&d(A>>aa=Odao{1^O7WG-8uJ|DD&v07_-iq0o;2}_4NUs7-56mt}kPBKt z{yn-xu))Ag5~vN~dckDQC@+cIWejhOr|R4p*f@$eyd<}Rc}X#HJrl%C+3D5vD=V~q zEt*>yb6{fo-6G?aeUVt9gDbgW9lKl*fDbOM@t@!w04h%zRNB$~%lmjBy|sWYYZfiw z`v*wc#D?%?Ftp}bvxB@;0GNkdPP6~1pfyhPI)(|o3zgf$L{#OaID*q&YOh)X3c=1{ zpn;a=<-8j5)B757HXX7+@Vh_~eGOs^Edj~vY|O)(@#^I8`wI%h6qlfS^b$z!k#fU5 z1!>yC%er*H#6Bg-*)_@nS*~SW$)veuZLw>L4_)z;Ig;!&Gf)#IUHEhfjKUEQk*QG* zu<&T(AwS$03Tr6@qL&4v8j680Uraw|{1FqxJzLEX}PA=~e`4>{4I41|@R zRmjft;IKP|u1n45-k32Fr0fLy>`4?ai_!Tw{mS$lEafZo5m_U|>Q_lOtW$I?CK19P z7JV{VL^86r%1|2REDb--l+$OrcoR}*dAm_dG@bzDcxidc#D8Mye+N>sS(H&N=AG=h z%k}uO^-zWE_?G7X6=bt$rk2T(VCTOG=lqGE^DJ`76#}v6&SDQ?fRpv*?i{nwSj4GM zWC1xEbhGkb?EVKRbxB74!zK{|@Fp{|AKRGc{XUqY>=)`jSLWAZb=N9Pc(T z*w8Ux8k;$sw8E)7hsFV*m&=Wbeb0J%iOgGtfuBF-fqNUNQ{#Pqm{{cGGj}d`AXmb$ zN=KC^jNn~QTQ9^ms6Tv2j+K!))t$85CtkOavZLxOO(K)LsrYjF=$&wVMNKtVa1-|k z#%l>Pzxiik!r&%Qtnx!?#kde!Ze*V_Ek>|x^^zmG9D_Aph*ynZcPYloL|WOExKpF< zL05QT%c9+)V`WoKea{-FYQ|tbiP+lSYbz$Vfubp01GDUQ+$cBvKtkbU)^00@<;bgU zCR*GJ1YZ$lhP=F0?*I(35b0)@j^tHU#ie3p9PDn*Rs@f?a`dx&4VTv&aNIe^3pS6F zFd$r}jz^!VeeWrUR>Pwh<)viEo+Fst><}^5P3y>FBNuN(fDe-SVLK?`On$@sA?~** z154M09$Yu+D4$@dE^Woq46z*Z@m<3^a%LganBD&P{A~zWiz}u&h#)3#pPsqse9t>d z!7*!(%=%?cXc!uIZ?wAswjn2OH0gTwak^TxWBz3KbmUQ6nJTM#Af36)@rR&sZnJJa zi4Muw&y?nBZpb*J?@=$v9>SeZm7>t4?PsRiJIpi@ zJgxBeX9EX8JMlhCc?%%08`P|lB4sZ#^c}NhyAeH7_tAUKJt&f`7iB_ zm+;yM=B)(-usfX%z$5<7)I5p-whi0QJzV4%WR3EjItx1`h{ zuVDJfKspC{>frJeDd0KJ)j_ApZFt1TCm}I+FTi|F^g9bS>Dl!a&fo@0?j})vWpA~? z%g@UScv0rd6Pv&=To<1Z@|zyhyvJXfj6kd^670-G$%?}%G4)4(D50HBB)04NIG@PM zE-N5J%@st?6-6wYbWEA|jyKV>atsD=A%Lgk+!Am_^t!r1pj-HKyttP_?d`@^cZM}k zZjCZZxrG!rzU*135Ci;PWKH6bqxb8NjU!}g#9hDM2%t5EazAhw9Im7QEo?Ofev1kY zr=}cqUQKDd1r(hC-Z@rTs<-d51`U^C}hbu*&rmCrE*o^@9)X* zmv^4s!&3QU^wZ1N4SeXF&>e&$I$4P6@v7PVrSFx9{x3gosWnwB1G@NJqgCbDXtiqR zLCla65yOve5a)LkMz7ukT!Hach=n8I$XIxUMm_=mCz~EgZTJX;z{xZF)rjx z4cDYQXmI^RFLJVor(q#|D@28HRy?6lF}S%Kgc=_cjTji{XoMysKPQ3^?x%xXk4^XP zm>_H5vS_F)jpt3feT5<&FofOWdQ)ks5iUn{YlW%?CdBRb=RWeSvx<3?Pr3c%Ob3o} zb6=zjS3f%0k&AF~73@sKy83ASHrwSY14X`UfsbGBQ>@nLEO~ZDnpF{gG^Mf(b4H8& z5{6ITWn|auVmvlbx*dg}TzYKf`_|y)%SXZEU2gbEx<0zsZ>k-2T}nb_@FDp6MPr`< zV_%uAb{oktNi&~5abN(&v+(c^cB1cB~^_ z4C|`%G(0HTRz9e?J^O$I7vl94m?Oe7Z<=c}6ss()9Mv<03yq)`*(qxDa!(CQDgJ~I zAG+o;Ra5-|sEuGQy zPc$g9c~Z`*hu@+04(x~?zAfq(s~^$ar6|3T?twZ3%Ftoe=EWq)NEa8{Wk&QxUnx%9 zf*#rXU@FPf$BNw~>?Q+>LXig(Vi-E~p!l1PF(sASCcr}8?E=vtU(#iXpL%@Y7L{Ww{h+78^nXX8$x;7Ojl!Vuf zLR@lkKpJ36p0uzoD?2;79>EM1#>!*_c*8Bn#u~!!NvP*U1m@He=`S^Q>1n!UX+}6d zaLfHY(DnFlC-Mq>`>wxws}`|O&kd?!=}~wiSB-#p5fT*&A%{Bv*@_ozt8Kmj>HY9O zSy82j=$)aQb3W$@TU`%hwsu-XSowJe`(%8Gxz#h!{X4l+k^_+U3H#d6ovQ4C4t?0{ zgy%!w8eToUVlUAmvY())Tdwn>kS6-+RbM4d0=W9+13zcq*I_8gNTB1$IVeBX|oq*u<*~ z6}#mPwQ3+qiX4kJ!nVI#pMB-EvucAEN{QI3dWIW9+*UjSTm1B4KQ4)8v-jgHWQy&RH|y(^P2+YL}5Uvcenq)O!%Sn%3CM zl4X<*coCV34j~gsRV3PI25>))_)uCK##YE6@32;`v9kg4w*DiCq6Nm+M4c$JQPB(4 z{#)P1^fK7RG;;deE$iK50tn?g)m*!o4_%QlMG6LK6GatUi~-9Hlu5mVq)`INs@gpq9G*4Jbv4GX9(^Vo&>4_k6{B!fkH(N~e&K*W5Keh<2_o;eo zZ}rGgo^vj9GW3oB-P<|8Ah7M>qYQ%(mOQ}QGK2E)aV=Bw@pb$55+!!;77wXev%Q9g zAfL`r2A|m&p5oUu`y_;%zlH&e=u@W$(c4m!RgWE3CuS=f`7;t{+(?t{r_w#6kQ`{t zqlu?XWY7h#Fu~3Y?3k~z{C=np+s!A-xgFsXP}$g1Y)%l|sn|M2=+o){JxJN9bkfb| zkP+VX3_I_JumXo5XVhux+9O~j!Cx!g=PkuCx_eHsyTLBxJ?xLN`xCS%5stV+xIj&HggW0ll)Iyy)=9#=O{HFDEkF!EqK~F|fxkoGEY000LRQyr0V-WO+FN{w}WdCKba0clJwLrz2Xx(1e z=IqRs&aOo(;H&+=z6ND7kJa!<)Em~b-dV}7qxb0&o6GdC@(aoqB}im2I4E=Ao-BJw z_p8QA#Fss@#_+R4cihq{s|m3*?5lQIjEp=tbZUnF)MxN`h!~vlq-`Xhj6&8~>BEMC zf@T(KIZ7tFl-Rw9Tfw|R)G)RyAIVdb-)+r+!ztD=IE!i*1iw_fe5fxqFjyxQn z{yKiKt~wu&HetK$+;m3Xh|mQZ!V%sAMsUVK1oL3Sc3c{-TxZHk*a6Niw(K;dO(peu z6;&9e^8)^iA{q3bRl(v<`!HK?su)hZse_iD?>J9TBJQ!?MtqrcIV1qy-yYs5lWyy$ zxy1{*tVjceX`UTFY&(3{$*9w}Uil=eS&SwHGXl}zW>r1-_@+quh(iI~Bo)c$BkA65 zX>_lN+@;7nklv*id#jLnDWT3f2E31B%D%vZ@LIPgMMfW|b|!l{#RoXIl=j_IQGZdw z<{ioR_Wot9k|?mD%DENyHY;bd;f5m z?PZn(wTeUMTJVZB_=hWi;f;_7GAD|=ZH8K?r3vq(F3_+Q!B_4~d7vnYl*lp}!$LE7 zWsw)|ZqwZ{D=t~Zu#-8WX02DQwd1M-uvLh}hfPeq45JoAb}Cc7A-~zTOA)|ey&EHp z%`$4ba!U84i`L}o>`gz7pd(M1r+8KiD{TknEMxCvCdsaPdvT@tXwR0z%YP_1L2oj4G3%{efeZp0;X%@OW83ET-G*WG}egoBUeBlBq8u#cLFJBb*pKCY+-n_cbuYtKG1GuM-@2IKep`3%~ GuKfqLa1(|A literal 21090 zcmeHv3pkY9+qY1(%b}xk>?{$LoDVaSY!sD3ge?^!lbkYRW}37qLWLB@Ob)4>l2c|3 zyCg{%bhKA&ok?}*IM_w*L_;Qd)+>6 zX)5-c^lt(J0%B&rA3iA{upBEOAoQ205b%a!ubLnrAjmy_^ppwkxNO-nK|w(wAt7O5 z;pNMhuUN4{L_|bXRCMLamB0P=+p1NoRE-oPgws~>Feto7#J8D8iGI|Fc@rPWOV4zA!B3X!^=(`K79Ddkt3$2 zroaFGyP27pg@wh@qeqV&J7#HVX=P<~{P^(`Cr+F^dD7b2`qZgYr%#`@v9YnWwY9Ue zJ9FlYy}iAIgTvXgXB{0Kot&JUot^*q;|~`XmviUNxw^WZKY#whg$oxiUUYMFb9Z<5 z@bI{F>5`|Xr+9#|=kM;cz$tfj}aW*RNkkp-?w&+z1H?xq0*EpMU-t8X6iF7Iy2_t=qS6hlhtp zL`2-Vb0;z~GAb%6Iy(C9-Mjbh-MfGPeoRbEY;0^?T-<{P58~tFA3l8e=+UEugoMPz z#H6GoG#Z_poQ%O>uvqNl$B$D|Qc_b>)6&w?)6<_kd6JQl@$~7_XV0EJfBrl(GczkI zD?2+oCnqO2H}}Ph7kPPkFJHdQ&(AL?C@3r}EGjB0E-rrc>QzZe2@Z$D`8zI|I+S^4hWyQ-?H_wV0VS66@d@S&!r=HthYwY9Z% zb#?Xi^+Y1Ep`oF%v9YPC>C>lA&CSg%EiJ9Bt!-^>?d|O(5~-u3qqDPFw?9>+7RZsWcj`zrTNAU|?`?aA;^~czAeZWQ0zqfBpJ( zbaZrVY;1gdoWWpBOiVDDOcskZIXO8sHN|GLIULUP^fZ^clgs7ucsxFzU&QSd12(|Q zE5D!d6%ddMoB3N7-8*_gKwyi2*sa5{IDty-LGA@-BCK?ccp4-|Tj zoy0CknaDFN@>JZ>X?8A1aI?Xx2rswCg`WVhgGuA=8GJP)!Z*=vcZSzC#Yq6J%ob@c?H zu^Pg-Rj7?O!EUDD=$E13z^%j^lC&XF+KCoPnyRq9q##;unZXBXLGqvARfn+o+p(r+ zjInr0cOy~10Aa>%PfSTdk>c_FI!NWHK>-Jhc z^y8r2>M^jPMpNY+??1tA%TYEr!F1Wx>uJ3viDsy>OKI9(4N2Wkomm8&m>_zCu>BfA zg73cLSlc9KKOF%*iM6d&H7qVE?2GM=McBf&5YHH4H*6*9i3pXi;HI0Q40E+J;dxLe zA5ToCfg~+!3o%@hh7S3>9NJXc{otyr+33A$TiDj`pH-}4d^mUBwInY^+k33pNz~6q z(%nRqQTO_*Ah+ZM2GCX zGcwm^C7zfXz4g}7atcPaz*IdB7(kHEIk%p&6g$2CONkv!`U`I&RrvbmT6e~>FYltJ zS3;pEUin2`T;EgW=lCbdV3|-U+TgA-S}^%bD^@F){(@w}U|ILj5>j)Xj>vF~UIit)JGpS4dLKu6a|l zLp*U8G-o)sb5U1oXcp0i*>Iow$uLM#=YVgah@fMNXA~|4=Q*&lzy%BDkKNiHrTyxm z0h2z)Y)&Vy)3mv>KCBp2HuBh}JhNj7wH3cHgetXbNVZi%WL!_ycB*_nc@tDV|B(;?WC}z}O1n+*E!&XiWU#!7m=nZ0lcg@ZZk^$u%^wXxJ?t z;*#u~Mk?P5nD%vRXc?MIUh_}Q_yzIWZ{{^q>06gAM3--BH~}hn`PaiQ9{jK6;Jp^H zT(7A??(}E#m6@}qUDR(AE_KgYC6`&tEQAs_4m|az^3JT0c|uXoucY7nW+sJoSCda{ z$ccS1Yl>0eu*Z7O-^8u82|Q+i(v+m_^D{mD>g1b&oM(!}6@qf1BTs*`HMje&HGXyK z{y&4g&+WN5fr*PV}=T?11+#y034WSt|aw?3t6N z<4T`kw?^E0WD3)YPGP8anP3%TIccK~qJ7d&*s zz%KibPUNz)HfQZduLwGx^pHo__cdg%N9DNOm9ISyc#1)lXNDu1$HN^IDJ5yzsiixJ z8mAIWsrf;E$|hLPO=+g;kBkHf9!@?MC3$I+@6+@Y&TU_*qJ{VVtCV=)R=Sc^TispIYXxVUXZjn%}|&9z%lJo~&C`984y zZV`m>wC;82$kBZ5x~}s;6u2|4uVKndo@~B`CcT2zaOdJ(FfvcOEZ-;agx5Y+_MUJ| zKv9l8uV=!FH`G&E6mNvMdNwQ!!;mD`zk7Bty3TF<)N@nQv>-oV7lZmUbo^JWWQ=vc zt$PPI$!qCksr9fTeb4M48z1Sr%n7ukLLUIjXPF-4XPB6A(m;1xZEEI70{cX()1lQ< zinQAC2sNwH3pI)1HTXnfsNn3_lFcV*w+=?vV~&K%dIJJl%}dV7D4zd1i;O6;h`oB2rt z(Zq^4GpZ3tKV!12J%~Z8(<`3|9)4sGHgIinN08#@1T*@M>EiBVJ-I=5${+gGwlwJ$ z9a_rz#?(h2!KgB~>3nTV)m$ei!-K3BrKT!Rp_*n;UX?Z5!>W_IWjX&OFPww;4cjX} z4_oEKo|YE*O=m?ZY^db+;5$#RuQUp~!}Wb`a5@1T_;hvwXg1;C)_upLFYXgU$TQ^J z)b^B%x3v-T6|I%7y24{(D$?2^P49Y zM0UnOFveCaA}%=_=esNt*l&r0eTyXRTasYYB7V(g9dz$3+Bvfs2Du}Px}VJ^h^IE{ z>tbqC9h3wejc3ynVgK9VRBI6%C{~fy--hkz_v4qp-pr(V=K1)G8^5^mYp49$1^<1! zVAnQcbjeIynee3(B%H}+qv&py!C&EC3NDJV}QD#!p zpLa&h8;^)O3t5e&*26@R`2XOWr<-$*_2(N;9uS^4Y9lG@XwpyO@5d=|PpjV}c>@X6 zZ@!IbV8cp3u_lY^^{6ua^qOM5(@k8QLEu^%8a>ahZ(rUKA}~W`uS}JYGt_fmFn~faKmF1E&@8gvmnA(3CS}tf`un5N0`zV zzv=+t2yF%-x#3#%<}ib{vUFB+sI@h8G^`9dXd6w|Abf2llbz8_hpSU=ma4@pE0MDS zRmGMhgJGr|jGh+83?_@X5!ju%2!01{+pI#hEN7zxHT!kT~h{}OxY6|FU^e;0#RUto- zCmXZ;>}xu8;e6cll2e(*-W~@-3N|RBv)FQiIt~NqLmll55M& zV3$XR%IK4n47mT!baiWU@{ zcc|uM&J2PDwGoC-_p?Y+9rh&w@gw!cuEDzLeA*CVZ1R|EM+81mD}#}l}1Ddcq+KYgN9x?jVjE$Be{>3<}c14cg2 zxaSBBfIyrL%DAPYV9N0+V)6=1QX|IsYU}pI8VZy9wzFM~kx|4A?h)2mf;2Gfdi@t^zqHB!;FG0H+@{!Vd0!n)%NcC~_W@_-4p{8eF`#1qEV zaqV@qQRlT?1rzZ%wN4rOb+mF3<``PnZ;zd}+Rlk%x+vbW}>7I7V> zU^U}UCAqKHU_GX=3`bigs72`~{R51xmXk(^=W;&8m2c`WG)O1+IkUNRzfG$dktXDca2U^<8YVFGg$73Xd8o@zp1$=34cqOLa|Wv*>Y+ zXEyxP9#Ik`v)$`6+PO{Y#mVBu#33hyUE}Z6vJCiZL|(PT@Dz?!{wlwuV~QFeME0e& zNLWDqrYr6T=nyWH>!a!(F4eTp0BViS!+6eQRb-AKT`jr1D!H7Sz(RD4bWOc#h;Yhh zCG&gR@D4E}Xa=z>7e7LG;xXJxztk2N6|I1FpbZqXaNR_yktrE9$6!;>#&|{I=0)L0 zMO1ymTUqJ~)O<99rvc%W9A>-V<%KAFMt2TP%C2!=g;M<%J=0Wmfh0i{^%mISdtf%Z zk@XBsg-Ht$<;?8c@?p+E?^%iR7GAJg9_uTfzA}5LnC-=}f)b>?j+$3RK+PAQG zR!}_R4r>wvxt8W+Fy&rjVCeMEziSY!rV*s!r&fW2WatGpek(|EsTA4oJR!yarIT~y z@R`1p&HWR`2+JQQmm*DT%`nN%M)Azq_5bkuOGlI;mb+&pr+zBGoT8oeLc@pxrlWJb zE{id0`}_at3p5JRvdZZN%Px)o^|MP{_A>SgXtAF|rXmrxdg>=WR0phJlU@0SY*cKQ zZrUt){zdx+k~FP810MGCw9kv8ybCv`!9(vCUZly;K$Z%ZfT67E_y32X9Eb%Y52ROx zHWnTMng*uF>uboMc3I?r>`|Yne<++(TGQ6KhJiMCW zqy}xsw}w{Mhi)j^^^~ViE3{SPeA*zPIr@{loEObC$_@5sLpEdHz7}CtJ)S$~4xCn7 z*~+)n4bpb>6b3TsIXVO3Kw4cwJHqu0X`DL4kC}9P?FrjcfydxrZ1FTg7qQ#X^JW>! z@UMMes5`!&s2gq}W?N+#Aot(N(Kti_D^}c{ncv)z5&ISx!h`hRbn(kx!+yuw*`p81 zsw?N-kDrx^+jG4}i~0?wFbYIMiG@d=PW4aPQVqDh#-L+&zte&8QoE4 zk)MYF2$PQU*<<{QjCPHXIdY1`P&U{(fp=|o0q5oboF9A=VY3Tb7Y`3O(RwPuXk>i+ zk)#Yw40)IL#}5Pm390DGni{QCv+DoxlfSPiey)*!R9ZEkZdU9p%A#GJSg%(IX#NHC z!6hNWpi6l|X~pU7l`au|>rIbM)|X^ye+8}?kDYq?t#SYlc37I zz3=XKZ#U4gTJ2Y9d0EtNejxzPElMm8mIR&2n@syN;z8%Z-o?!@PFM`IvG&2TL-9f( z!femVH+AoZE0g5uvkB#cOGpB3m+wRIyqrI}mf8974}T<^G>n@C+V16#vK5ic(UkG~ zM=LD?0<)oW?t7%bi^$l51}j}~PJ&o^TT5(n7N{&4WQvy-=PfR7O$t=ZY`GEuQ~Ao|(R{^g{~^@{EVIvJCbpY(u~@jSKz zRNFKp>IX{Rgrrx0u}-SmWPr0XoUmL1Mgh}z=ogRgdabdpYlk*(ph3fAwCMvHh^7|t z9VG~_pRDpqI_pGW(3;-yxDEYUIgr8@rvn+<85BzZ-ZS4LfF@~1bxr<72K684FPqH} zOFW;+5EtmX^yH-M7S}yLgt69QbUa&vYk9nlSkA`B*FM*;^}eH5r+al|zXe`lJ$WS~ zHJ-qKXxyiwKQ5CB4;%o@-ok+|O@Wq(0W}8^I{;^8v1pbJGLPjSsXN*)L=T?GVq{R0 z^%iRd;N%7{0A}XS-sPEByvCW_i)hf$BCRp|JGiG1Mwd7LXafu<((Oi7LoRyVFiws?Xxpc0Y zM2sB;cDbUK!tVXLNVx*q>jlcP-tI~TgLkEeu|&=6T8`tUjGqBP7=Z0v5VI9Bv~|fH zmJC(MWN-*1azTp&>#>V_|4Ne-?^0_(DhBpu_?Q9USS(s`x=NHt9n2#LK~^>_D!R9H zE%)&3KLmD_+Uhk}=?x|9tv~`U#{#74@mT$t%aaVxnsW2WH%$o59|YkE8y3P!Vx|P7 zxDmX6SfQg_5f{^3z3%?$hPKdoR05#$*HJ|Ht@Jgt@9(BfHdLG%CHu8I(_0XcJ>Pt% z1wfdwKNfkV8&Wt}N_}lB&N(c;WPIC*nV>P#-e*MQ&`D1eU0~fN-s2- zQOy4e&f(O(Z^8O=4HEo`x7_*dWl+W``6xy`h&u429up3Vt(1>q6DyLbZm zk$Kht>Y;2@M`@Uc!6cr<1>0Tl6j=154+`N$VTiOwMsa1ixsd5bVxwj-5KqimP(&2~ zZ6pn&9`DT7S^CzD&3(Kf8vx2KYRZ1YxT9fgVeh+$nNh141bl`qVk+;kNw(6W<|4_J zqqoT?NfSs}{|20ke>M=Ze5YlaEW+i>5v-(pv<$Up9Oh*JjAG7C(*F)z%lo2kYM_{| z9(JNIbYWrGa(o-QhDch*g=w2Z3zL+XREcu1#<{>^T4Vvh#T+C^L6YX2;WxqD^~22A zWr{c%j9GuO%lYihi-uISoSn)kqZid?x3H1dY@owGaf;oelx|QXk>5e58e4RH-TEC! z#FmqyHON>Q{5^%IPj&EFiZ6L8$c6Dy)t+x!=;#{;V8Mg=H~)fwqPkwauC<Lj^#gO^H?w3&f5{j7s|Gy{)t2fc~>XSjNw)AMrSHrJ+>4_lfS5{VAX9*4n zeGB3H7CVqXpsNgA_sZ*B8^Q$o;RxTt-{I87o@yvckZ>trw4^p$BV&CAqjNGQNPz&i z9?Yxh+i3A&uqJ$!vb^OIcW6CrJUpKyl}X)D?2RA27p4~Jg(QV_Qp8+gKH-Iieaa#;g;OP_l`Y z`5pnE>!{hnf@3R4kxQdaL%VkuRYQcomr{6+z`T5X`rPSa@f)^-=-ypL$T0sLx7&+g zy&(JYh>ga)mCzo1c+9S@g5G15z2swp2Fn%-5rB9d_n{Sw(Js6;xcwqMKVlWmA-eOE zORcWN43s8yjuCKB>B{||^0hV5_A1E?=gFk*p1zF;GrM`Gero4qfKxMgsSUpJj3?!L zH@3H?Ii#9O)zlta;?RDJeJ$Srv9DPhiBZx`W(U zRo&YR6lh!?q9|IaMfFeBb5ffiXDOGm3Fj?+qTt#~R-i4TJ$sXqI0TtMHtsD!?& zQ4SA@rV$aWza33Z$ojo+17%q10ywEfLG7lm<5;@(;QNv)mEq(U4J!d4S#~gNXkbww z9AlNVB%Yd#*z?`U{@Xp=UqI~d*x}g%p?M(juZLeUx)A;R&)6lmL>b#v7pFyYC4h3x z!@|%{g|-VNatTmpnVUeE7*1U)Ov$}{#0uU38^SZHd!dj{bNzhvz5OmA8jv;i};?gTKa;mII?!qP*QMTc9NHH|WM z0s`XWGxq|N7V<53E^%8IRZCbjXLAGhEb#_`Q?&18(a#+?LyQO{?M0u@5)WFd;19t? z-n)apCkE}^QC^|jntvDx(ukUyw}Suh&bQwxqE`rLh|bKwxs}y>!53&QUshC+V0z$u zfrd0()aVYko*FY#Z~eq(a1^NV-_}HDO@w54UA#{}BdhnYq2&S1SoGWwpXhbRFm#JN zaCT&(U@YlipV|;cj9&&ln7Vlf(dte)>--y~y1o{kUfe>(II3%=TKd=x&s}9^#7+`2 zLsM8+S+roAFqHZS7EDp+?UzxEw^cJ>7Z?^NEG{*FZCLAF`Mb|GPRM}#p4`2FH@$z< z2Ieob@cCc$A!YMr(RFd7V5?I9#+lma`C|28e#!^&&|lXL{JU;vI8$utf2uXhp;(i> z>4qKN+wlSAj^6dN<&lbyRd zLhRApRS^fzi_cvRaaU*Vz6s;Le{6KM=2-E}MFN8mT)*3lWIs>zwpRf9=nQCL&657d zTQYKbCcDEL!UQV9F8qmJCg>;NINM}Yj0jICd)_E$Or zP1kKD`b)YWM}gf$P&pyskl%p&Fun-FDO8H@CsbHDmDDgsx^b@A3UuYmYdYH~bK>tX z{>72e)_?$MF7weiRVBDyN&!+E3&s~{A$V^?B%p)khMGk|E_v6iIZyBsvQtK%_Di6v zYjl|k=XxKReuQx}I(Yb`;y=DvJT}$wYC#Mg^QBBzSE;Eyh_f{<4`Sc*?P5GW-5a<6 zGps%l6gb*@nLijVUegn`LFFpSFkhS278A86eEh?`v&YZwr(;dV!*z;zj9WSp;!5Eg zh8-~4`MdkdduZ*w_3PBP6Xl0BA|mefP&Dz^#zV4OViec&wF8>onN&6sd*pY)ANU*P z1=qRI5f&$c3p!nmMte)PBYkPTkHd7%%iGy~G?*IBr?4f^V2Cbk2=wN5*m~a@iLGaj zpY4kr zNMYN|5chLjT?e%4mA&2LY^kb2uQb@d5BZ442X3T0wqD|%Ye=%hf^15Aqij5D#=7q| zXBT}fUGDzm9S5YHZ-F%>&b4H`d%u1Y2WrJ0eqqmb?XV)d5h)u6} zSVvuud|}UUoQaPWr$xj~N-Ns&>>1fSc4DQGI`wQAq6UZ6zG%TAxrJ9|j}3H~8b@X8 zjO-S7YAq|p?-t@l+zVpG74zXi{zg7mgN9>Mg3pA3-NJzLHC(?lf3$+CrnIpjSA{nH zc)l*H`a(D=8IXYTbSsk{~)>PJ0o#D{3+=SYDXToGO zb8H}PjcLmcDJctG8O2x=C#R%_5~zibdFI|=c+jwQuP1O?0|KPB>IB*O&yOC?4n%I0 ze!4?eIYeSeBq9PTzfWCom}r?srd)ThysWUAoLU@~U+53g-qe9eb>TVZr2k$7pX4gOlrrGgpP5?yaR? zD*u~w2`R;Q;83g882aaq2$M3nQ+0L9;V~a-^257ZeLtQ;Pknx+} z_E&B|N3Qw+#yENP-fGeOthRw#tOi^r^K?0TtQ%5O<9zhQbBT>otXXoYmytKho@`Qz z3JNw=@bCqOZ3Z&RC5=`!tMn<-#&=DdZXvd(Zlobq46U7OjV zB3eY4SQXeiD~rQ-4?GOB#9VMZ{?P*?0&gm3kX4nL1vot#ZUgDdkR zQWd-k5&N$GO&*3lSWhRd^?hHFQU6kPciBEFF(z6`S8@Nx_h8VA7usLt6z|CLCD67d z$j%!^zifQ5!1L#($=bJZn@(Ro9SsDpBfD4+FbTJAfj#k4+}H z3|DQGzs4x{nsg5|aVSpWXo=M6F^wtSeA|5}Z%0_;>)?&1Ht&~9{~@FP@;x^wa1>25 zzTR()HQIy*Q$Pn`ml^y20zeL1?troM^1j=7NV=mw0w*_gO43~tz-0z*7`KE{y6>GE z#nHB-mTj4B*y=nTHRUU=)881`AR-t7{?FgFp4j43z^4*}H*CS;zGhXx@6=xL8_0U(L1m|O{aZjKUf@1qb z0a}TmqiUW8V|V=8CMRAJekky`oof{BG);mtr*k1w9#j_tH8tm;wpAEr7I$MHPx?G1 zEZT=o;nfoYVJ!-!y#t%a-7YU%4N#4DIBDN_sn*I$hM#EeI!pk{I8Odh#<5NiUh5nf z0A)*k2)lfl?rNg-9-rLs9D2=@F+{Gyb7SNNSG}m%LVQ7xjSqlho7wi}3WHtyTDn@( zZMoyEx!15Q)Y-U%fxYZZjux4GWDpPL;XR&05+ z|B<4T&tRm51Z)K=^wDnsd(ZdeH_23~9&wI!Y9L(5BJ>ZZ4rfcG`B`#aBC$==S2Jdd zFNRB~>y)_dq0Dz5s81Z}S=T0Qf%*_KI?)E={z+nsIKb~}x0CE(&KUh9j^JBk2Xihe z>4Z){>R0QC=L&HhqW!#eHPZ*7BS9V{_-SgC)sup!-JkjDwYYR6rRyrd1kt6c26%2@ zssjieXG!Zk(9$IlKo366CNNF-V6~AhKVNe?DWIO96zNBAV_+I1IH2ixUa_j+P^qMQ zn;}9obKKfHb7Fwed93%H9W0mD<&Xv^NpXeXKCCAh%-gbs^Icd=v9%CVVnH zw$A(L$}Li&2fY+B(iw!hmJD33KO?zYf2K;J0YtQoL`G6GKH-gQM~Th@*Snsy!%%I zSW!S(gC%0pScy<}X8-lo0GAB1$m-nw7G(#79w7~WX#5MS|;~?ok_rr+!#mf?%T`Y+|l9f(R9X zoI-701<1wc=*BE(FFX?+yRm@196E03LBGH+yV|R^OPC$kUmwrsv|1HFCgkC8b2Y-( zJ_rGsJ7TemE8hi$nb!w%!aK@*8}5}h%gnMML?Mkaker#ScC_A(qDCCX6et3R2^!nc z4w#FED*X+k5*DOh#z_35>8~xc&G=Clvwclli7(_z{W}zQ#3dy)DzaDLCeq7Efvjo; zEog%$vunIuwu5^#GTCaaqYrHrYdSJswaj%;Dw*+hKLR?Y!0*d}aT|PEqczh-Bv=0* mUHbN)z8&sgHykTpwkFPKlM3s`D&Vd>0W%ZJ!#RikxbYwKISkbR 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 847dd9de56f557df950f0cbc7f9caccf899c472f..566ac02567e507d9a9ed3272db7ee95f298bf7fc 100644 GIT binary patch delta 45860 zcmagGcRZK<|2`}&C89x@QBewIM<_{UB$7RflD+pjRYZjJ4k474J(7``N?M4>UP-dE z%lsX0UDxOL`QG>Uao^`3*A?F5JYVDaJf6pKJYT=#*3HMQ%egO2yFp~x>s~sg`JnYF z8(j_3W9dU2N@Yq_%bY2?d5hZv7Ua@3r@(^|w52TF*{Fv4`TE z>`67!FKKPk@^OW{#S;e91jTRZ*)hpIY2qs@zprO?jPE%Re^XnZhyP(xVx;rM+y>Q* zj-@oM@Xm~a3?a+1#scGOU!5;f^IvOSpO^pO%@$#u@u+D1jGu5egs;_9OR$}j7Vy~p6Brii? zy@}ASE!vqP0s;bjd{#d`MJC7v*}2T0N>!U3>(t3^X56vk>a}bAKYq-PwC1_bjrsce zGK*OJ`t|Ffh-K8&sqOMflVc_0w6wG$OhKnlpZ@db&!tP3PM$pJxiIVb^NHX5^x$6B zr1K2xXA^hV})zs8HJQnlnq|9~3WaCv+H_$MBA05?GRgG^Ro^dOaOL+0;M|Abw-S!Kk zg@?lA+jE%;UyF-SQ&Ii=nyKUDR8V<2B_m^`6mFoi=`tpP|=? z{i8aTHhM!q=(?!%LPoubgQdYjQcZR$$C=(P>LOqBII5tm(_U{n7Dw`o^IilC_8&`c z9%U@5JovD-@L=N8rz@k@MBtq}L@xU)@8P=sOKOWtOZnQPy7ttI{_96(&X4rG(jThg z9hi8_T+{MN(e&66#uk1{FC{+q{rmP^jrFD8Vzahcik?X?aM6Evbfl?3q^>?!fqtPu z&xU5o@jW#+rak06{h0r*!)7`gp-rX?TPbN*f6m%U8O+5I)RSYdTVUPlZ-iJWgWq1y z*LD<-xx8-U>aUs=K5B6l{JC&ohXJvaUy{E1%bpFds7Umx=SVqMjfjI8>ggrs6jAbC zUghQ*MHLkl>ghXWe$Ke%wRW^P3j05O`ZPN``=fQ{po=^CqUPAL;neBVz9k=D1ZZc{ zZrO5}hbJu~!@-$Xquwlkd3jmJA1k7vLDe~;@4&u&Z%l;3!@^#a+)FRY3HjK3iqzxJE;go}^{uzJcVK|q z=Ll1fTtaq8L0hF+hss)%QI#f-u6!)(iFU)eFPooOrtO_RKXM^^ zcBtxVH}6-{ITbb@DN`w#-$gI(nLYIVW$#R*kv@Lr-0S?rt$VdP+;4F*F*oq?A$ zfuzfJ0VHWvW=z6)Qc^FwS?6&0 z%a<>6a&pExORC?#bsBAJD(?@GUe;7o6S8Q@`TY6w@CD6t=iY}M(oo~Mgw2-VoUWeU zo^Rgl|IcTt3eS1JHW4ac7%N$r9VIRQ92j`oWHv=iP1)Pqe`#nq|41y?q@Gj9D6e&K z@M&C>VzT>q+1&gC?w}n1fB@BW<|#$_&I0r1^GT}0hJ~w-@?5P(yeCIHlUP~k#wW;} zI>mkdk;`1Cv%8zyW)4NJFL$3dk~o*Mk+zrUqkeEOp<&Ok*a*Rs9f z%Tr|pn%h1;TiA}fe0y_;w(jnuWA<`X^sKBg(b3Tl9y}*jmS4Skg}J%%`gW&tx2Jsn zN=@(lKpas%`QZ?r0&y0bkhY3goT!#wn*Nfal3-l>Xz+8Ury%J)@!-*;M^RBxF)@}x zOs`+R-bl+L=C$aOsXpu>L(6vj;r;t|li%OJdL_fppY8AO-_p{8X=(PdP)KlgsWC=i z4Uw8pkxOVTvQ2m$x!7}SYk_sQl;cn%rn#=5-a>?%n|r*gY@y?YJ+?!2HMf{pkwOID z-ZR1bme!DmoML4rv+%)DytBZv-NVC!&FlA-1*@H#eLY`>hK1!{eSd#ype|i4 z?cKYx($W=pILnrt-k!=^fsFhGA^S)j4s3*lt89X^W`uDAUG(f|yF?xDx5XS~Q`5mx z*D2)7#LWru@tdis^PWAcjge?hIP*`K^)AC=d~Ve_|NT9wVr6+j!@yJ6;pgXj_wGe$ z&kla!77-EQ;5bQj)c(h(U%zbpHpECc>p#1C4ufG~keQd4hc%Y+We{6+z3|m{bf%W9`ak#49<6Xosx{#4f1)}{(xUdyzM_mdUwFCl=EbMyJ(p&h zXM5kh@}?lsX2Jf7ksG24~prKF^!IAZw^ z)@)anUWty?i~S-Z1857nMtIYWrD5!K;}^E5^BZuk`%S1a_>!xv@?x;eon1X<~U1p?KGh z9YU6E&u^^V*d`iocSAc?_w%4bbqITf!{GgTljoX;zg2V>j%v8%JDwCU{{s7F^5juVT*FsFmyrdVh7B%t(8obxY2b{ON;7nSv0EZMw299AI)@Z$NRc zWY}KgdlxmutnPBs1Mjsd5kHm}&Rn?g`N6@9$%>J7gAGXt3go^2^2S=XGB5mm<;oSk z5~uw9jB6)J*i2cPxtzSbnQf^rd5-9a?-NcIyaIU{-&Lp)j`;}49| zWFb;rRn^M2DODZ2wc1!NVPdlXBTrb`DL-0T{!0?i_5#^r#6CvwcNaUF3+U?Vc9(my zosA1p!-tQ%&sqTDA}%C_$+Fy5X(`Sh<)cwd zDM-9|lafO=T|F~VnoZJ8jjER}Ld<-ccDQBaQ>37Jx-bvV2iLH0qz&q)HfCQlw6K(Q z3ax71k*~9gio^r9_*^9x^K6Z5{f5P4+R3RYY-cn63~d0YrYx?t6m|n`dMYiRlp=#F zW|7v^6yHBy71+thSW;kJW>xW$=KSCoPN_)k&ZQo9_;kD1E z?fPzmNnK^`8`rNt_xg1(%Q00Il_zREmgFGMfB3K(abQPnp38&q@K`BN?I#yn>~4&V zj7(1285kJouw1_QMRB`mw?`hGjGO$m(YAabHgX}cYi5rlGaVfr3(H~4&@SVA>V9&t z_*P+b%7S-vW1?F69r04*yr@_X9v&XMcMki^^5-izvg_uXHEm?~ICAa71H`+S^K-N9 z*3E>_w$-d{vzKJ>lEde~p+nm>R`!Mu%S zD`c;7d_UYf9H(+`01{vvQo2r1MzE{rmSfZRcu z=u|5x<}lWwm82Sj5LqX^ayKA==@?;`IK}MDwsiFJOA3xRbKQh>;68Z;1r6jt(=S{E zu`&?rUK>t*_Kq?D2iCD=NyLK(7Ol^!mUDyU#&d#e64x*R&liN51hYwsJCEs_mfrPD z&O@{Z*p=TawU3Kr+V?idkCt_EW@fZGJ8sH#Ejd7R^h6ErOSoQ3JbGVKqohc_rZFKi zGrT-J_um>)aonb56}SJPxG;+ii#Yziw$^JTw>myPzR_$3OHIVIVIRkvH+QycWN3y) zMY;X{)r;!6qeJ&r1GqnfOFl;{NH|0^u2%ozT0C;>BNZ>E-o(EQCP@WyQO7i z2Cn@(34$1y+CUz5 zRpV&_p22#Z1D1$A?%H6MKReW<;AZ;9pPna-2NOp~NJs$7f`Y&-4L7EKVKne~f*qkE z12Bt1UoK&{gp)kM_ zKP4qa@Otg^;FqUl#FDMvo++Q?))ypt|Gqno$MnCf&3#lNkt9-|MsIID3WB1dB8-*> zQ=wr(lNlqg_Vnwm(jx%M->L$|WB867$+=z^o12?EiiBE>*p5oqtn%i1M8w#IX8Tp$mdBxBBKuayBh>>*^0Q zeE9;*uA`~xGV$$nn7lBOA13LocYA*Kg-8dpO9Q7gmATKo zCvjug%WM}A)j9FeH@#2AUpP>{JU^WL^AD1M$FItb(ec+;zx48J7E-;+9n`&h%`R$Y zsyjDR2!&x8HD}piwPmUw@>wm)UgQp&(J3n{BPB(2Yk!%TC0`6OySCg82-xf#VZSq9 z8+8dvU+k?x)co;HW=l&;zH~@d0J39z)hcJt`q!HrK6J>QT=SEH{W*zE9N6r-!yH0F z&&PuFq~!4mnI}i0Yuw7Z^4X$-tL?RW(_y%~Gg1GkVd5p3zE$u^RzHSwYH;@!mR{&__6383}m<&}_Rek-j zF_|nzP+m80-t?j4BBd4;wd9{4a$Hz%WpkHQX)U7LIL1d|QttJ$rM`1N#R(&(=*Ypb zZCRFCS{y!fC&#i9xN7o_n4X-X5Yjg z{gTH2e{c==NdMs)zWRDz|MZZaot*$sddvF*1tQw{QcL%)%Gy{3ZIGY(>c^SlCfLy|z zfPl2|@>=Ue4r`iStDnr_)7H7Z<8$q!V|#t5sHp*e@<`>^c5QYzRpK-X^1^c~spr~J zqMaeVso1vfEedjMCaGU9*Ajm|8tmBYJFRMLoJ_~b#r3v-ts}B^udo78IkxL)+dtp4 z`ZXtC_UbnNMIw&c?HhGk&Fbd7A0=o+B>m}Bva(XOPuTqH)vH&h$GcbVaK}<@+44XnJR$-StOO{%fR>j*0RsU}UGKo#-XJk+ zdKt{U>-+orQK;rBNr0y*v+0#ViEiGU#c}Gk&?|%0Cwjb|qsNB%U=PB>@^_N*1NnaB zBZLfdYYRe}6~&tu&-%^T<@0H(e~6Du8`iIvTv?p@lB^_Q({tj|r7-PGhLxCJ8LA1y z*7o={Nvg*{;UKsI-?ALDyZWoAvSIe$3U)WRQ;G1uB`j+|Zk#~E7>1vIfLF#Jym))> z7L2zs(y{s1jQT-`+5ut!`~@{5pF>wU>fB~F(<_pU6ue=)rB<({LV zsz7O?&?k`SS>iDG?Z~f_3H1&`jiy+~>({R@2x_<}NPvt31*SP#)j~!BQ$`~m|UMwmcT(j{4 z|Kf75NW;s3YIfrI!GnY3?Nm1N75_7566?8lFfln<`!EALdmQFhOq36012^qQeH|9++lZTU+QGK&qDcVeOoo7z1+ImwHS4fdLMwXPi|~ zNS{?B6`LLAW7f%3Uzkz%p+oh#9R&G2K0>X%qOh&i>-HDF8b1P9MfO`*a;MY?IzCX5@axPy(9Y_@(GD8HUkNzfEX zxov4?1LNa$YRMGZ`SVX`+uXuLZ5=eFwzeJz z{p2e%(V)Q3tC@2dPs1usIP8*idw!~KwYHn|_NHi8d)&YujBI=|zk7DH|NHk{L2{5Q z77ryo=|nhKBK#mmeOv@(Luv$eg6z_p?w3R8vcTsQg1Q?di{te!QuLEB2o8#o^A9 zIfLa%MvgaWm(mm0(9b4v?3&$b`ye7BaHTdvMZ(k|u*y&*npJ-ur6r;vme6Pff9Qc7 z0RZNT_?D`GouJqXv@=1f6lRxlRJDu`=Tw>Hvxz&Lr8?^I+s4oHqN=J7or;Re79wMH zTZ)m#$aJ0GlE%_THkZqo3FEv!qlMkI@89QIj~u7D4tAOD+ppf&&ByOO&#p2A74>{+ zwxgpXh*^|pM*y%*^Rp7UgwR;NT&0B(7S+bWhuX%wgd-JIFQ{s1nO5{6qI2<%f6Hmv zy!w6HC~4sZY z#0ZFb=|A5|@$sCdMu7Fh*%ekoOzfW1^{B}dm{DE50EdVT+%k(VW)`(N?(h>_wRMHp z(ulBAi5oQ^ZIrspDlv;O0UhKD#E;5sH$6QdI#icww=z0I zWbT6ShH_=8Ki>m(9s(!z6`bMy``b)?-XR5Ia;(i=N$T!<2~R(ogUPePh9IJf466bf z8yi6Z`uX_{{P@AN_&vx2Zbmx=)|fQq>Sn?}mgF3X`_5OC3LQ^{M)dUvY4X;y@k=&@gpf@M{OoScCyV8eZ))>? zEgt@S7ut|bOh}4;M}rlmk)WU!7ekShcH8J`9ZJ#RO{%nPXY~JdhA@$xz*@gwWbMW|sxTwRY{=z<>Y{8=ZO|FFn`Jgmy<4 zkHq}^c_Uf#+O!G$AK>s9-*+DQBmproO)3=xa5c5>V|FYE+km&gbYn6s>yNEp51!pw zLxr2r(5f-cL;3H_5e%W^f&8_p(jkCZy785mH@;i}9#(2D$srHgWRYZvJ zJL}DanltE@$N1v4jX5YGXy+&HbS(4zYH~`pq@cg!(A3SN-t-82t&QP)c73;jlvQARt9^FzU!~B|B^E3_WuONk^ce4v*PR%0K-|Mn$@a$Qh&F#3{`#!^}QtEVMcwI zC*d3Fj!%68fy}&A1i**=fhB{W6V&CJzh%Q~NN_?-N}eH_+5dSz!h*)CXaph-&?4RP zGs?7Nu`D4bP97fl%yQy9VT-_iYXc3`%1fzgGi|y0NyQ#JR=35zbu3x;D1(u>B0%lA zv55)_UL>neo}IzFcJDrhN{!JeLnD=seYNzY*ko^0^lg44%{EibH#5>%)K}Gb$RG1~ z{pEFM%CrtMnDTuBabEmfG`a@me~I(Bl=B#A#+Z&^brW;>by;5i12!f#HFa5ODJLf< z3S6jwT}U9QH-zl=iHnPiii#dQXbQ~$4gxU5uW!=;bu2uPuP*vvAu`^Ue@IwZ7|KIp z;y!GuRf&WHQgC_eMP*6H-dDc+6~ccnED%un{kF369X`w=YSjVOJ}E-B3(6bN#fJ_67OmMzVo!b{ccf|iym-o+t%{(Nox z>A=Gb3gB}wYwGIi$Z1uEkw>oFTzUdt_P>Gj|BjXi;nMfQV06D~L)G67B$i7zO=ehg1-M{no4E{%1RS zo5pA%5e^LBfdfCIf|@h5NTH$i6~qeoJI*6VF0_$eIPM`#-SzdmAjnx#2mW*r&uh)N za6mm_KyhB3Kx=^TH)RcD(>gxSRhLmoRgWCw`an25t# z4M_@&?avchTU(Kz8V4Ov!7&M3J*&4;u)1_bH&6zUQa)X=k4s zY2EAd5NLn2m4?FyK7%FBXAu9O`W`)clq}q>+-GNEg5;&<*QcHN71YjFa93?9s;O@w zs35C#5FNS;0#ZxU7Y}y2An94w-9jDoKSA~L@;jOBs34bSvWYNlGjd(Nx9sW)i_+g` zSk*t%Gn`r2#<})R zl_9+hLTYOPoH>@=<$CE&QZtPgY4h~{8(VMOxUs!BC?LS?d+3=o$#`BjlK|D25JMv2 z%OFS?=rsEi>JN+_i1}mI9D_UfSM( zq5=SE-rdt|KnO?I03jC)NSJZ1UxVOe*W!iU$l>Ezn3_tYG6cf4aJ?o=u2G`l-kkz5B> z7*z+Gxle&10+BF28!R!FGUyL{Zc&V3x*rp>gp!bX%k4G5UqAqe1R!ZL)q#>=!vTW? zLAUbH<1)9I`#&Td?*Yz7L}<8IHcigWUFW$-!F%7_8BqetqN7;AYjFdL&jJq>lfQj4 zY$j$iSM5O9tRd46dRwyIHB#zUe$92^hn{*erF~M{ydXUGHcF?u}o+j zKs}zV6|zIFg&RsUdPWr|~K<9jffG zS<*m_+@>A=S0L~TuZdE<1px?pE!i?)OY=W4_qYFx zxtse(#a3^^WP~hqT>TB9gItzzWT+1VZAS3waE+dRxvHI{FxcBPo-4lV?0H1ZAETp79}Z+74t z=f=jC!>-`%?G4rtEX~M>MPSurm-~3DTh_rl_v9XkS+GkujbN}sSdLACv&x1qfRj_^ z$ptWyuw`+)0f@+I&CGFkt0D@LFo;qg{(l6Ci0azaEoVWtg;=y4;dpbKhM7w#3OJBy zEse}+cwM!hS2_hAYr7f0%Pq=r~3HQ(u==dj~(nRK}86E1LfMa@Y(HV zW^OO{bWc?RB)D?riJ#w@t5*|W)2FlYJt37?u@eQ?E?9Jm*B#LwrDrZ{G-D3gbyOxv z73k^O_3H!u{f^J=zO2zDs+z zoS-Jf#f`V^AC<^erq#P=av!z=9ZE zVs0w5j%9T$J2b)MlC|zJ9wsenmbI%I35C_ae{Rk+sL)5bv?Bo3>Shj@Rv6d`_U>dQ zX48|mfUVe%*}W-W8n0M^G@rPe(}#|H8?S1iIkL<*4?1L*PRgTjk&%&ku5Ib!@*70r zG7=a(UAlP>fwZhfTFAB}m@rYL)LLT2w&j~|+{(tn#x^!MxO@BdsW;n|&mP)W^x3{_ zbJl{Z7~Ba9#5mx?(j02Z*6QjrLsPNtV_HBRQ`3BoBTnFF8p83Q4S#BIyH=f1_wIeh zT!Qkn8zD!|pUf^lU1t8$*aPy-6G#)6PTcEvpF(uA6A<@>aN@5N48s zHv3|NwKCNMt2liw5IkXz*i~kn!*+U3!!Xl6R@OVmTl6Fl7GL%~=|Cj{HTz102v~$tHm+ zRF=3LfE&0vCe5pPw6FkzSdS#$56pJlKjm9BN8Gbm$P|cP2(g?jVPvzF-OH z!4@AqJOFBiGubBF%(Hp*OEszJF&B*&l^v0y2|#IX?g7{!49eUbQRJh%-pY1db5vW< zy8Mr^nHd75UXtNmxjt-u);1Uk2H;?Vmuyb3?zsI_jp*>qJm!83A{A7PXdzQoyafaR zxKB)SpX)ul0QgRVnS_U+51TioT>=kt{^d)tw4TXQO-z4Lu7EGi zY-VL;)(vF^nbe1+=@?chRt{M#5*v?=iV_EgB~P!@qvNj6PDS6^xK(QM-CksZ{GA@n zdd^TWJ@8eC*Pz+OoJJll{qk#bx4K*@yorkHtg>>&U~=?`=-a9)CFqY+KWgAd>?TkS zz(-ULUsds(Rv@^AbAxa7oI9aXi;#U-3*Kwia>2WZkMAEC;0KF_4Bqgpl9p+XDTV(> z&+3v8x{2kqG8MPtaCTiRvFr+Eh{H!n;#4QEZqaA6)kTR_H+$vARZz`jsh7?W=*T#) z)pd>lxXISe|KNJY{mGLj;C4b!Rl;ubNXoOAjx59?>ZiEZL5Sdj;!8VtTM1ri;2U2$ z*cB~1B{DjpzWdNI1sN~R&%h)E*c}1neunCbNVNF}lhvF2YYjfJ_o2YGfT1)3+z!|1({*|{jQgZ|Z2BydSne6pr4=-11{`SO=4Mr6EF240F zGXCIX#AiEx-PGI8%zVfP+e9}1V%FDYkS$-neDS4&A;he^yv+WVAG?>>o;@cTZH#3T z^w;w3`LAKpD3RQ^PnN2;wCfD-?07f9Un5DjH1U|h46-A20;)=kJ78U%aEM(stFu~3 z8Qd`1nd(%wnAz3uHlK@ISsVayUJj8YDNM`4Q+~=*`*1iy@BHi_VxUpO)}@8H?1CHW z>0z8<5P+e;i;0@NF@L%KQ{`%eGFc}a^zZ^tn2f(0AsG=G9j!C>7CXO|Imx;)pL*-o zY^M^qm}zN22BO}~HmalHFX9Rd3xk*IHSHxU-;H}y4fI8-z)W@4M=sFjiH#;UM;%I6gbM$ZW`CN(;;GFc?i!wr?@Q0ce zYN)FZ&A6!)UfFY>i>Jjz2xcr9s-q^K9|P%%UEi!46I503bp*@8%*@FBAWWY0TRRWz z`a2FqU1r3}9AO&2k>gFp%F=jpdav}#ALaaZ)KnH^RjHxzp<}OIWqzC=*(#Nhp-2^a z@7@K=k0@eZe701wDj5|S^aIjTZ-04Jfc3b`1#)QXTl5HMr~ex)vqX_B2K~&q6Jb%k z_v6KJI9L%Uwm0S2_Q`>0DkVH2(===a{g-W|!N;h(;F@EZ;S>;rkv2l)<8#mHvtqL*9)d#_;5*4zZ}?sQO>^n302=UoWFS#9sTtb; zne6xR@rg?AD*7>)`5vFa?*pbCwz$v@AuZqxhLR%mx5+>PgN#$G->J|3&jKszvMT@c zLp@U)Z53X>d;L(m7Ir#CKNm=^s372A@S#Ie@`MwCfjF!QiErbUT}KexprHQzX~H23 zM=YX!A-pXR&{3ztRaukIWCc|a%?-m2#n)q9e;kwr!!Vbao?1GjR>}T$M`&yV%nud^43c($=c_;8aE!5uZ z3zTLGL;&b{3fU7qAR`8sR?`#NBb#l@+2M0WZ8b<+9RVf*xbi|EK~Kt86QQO8*Kfof zZU^yB9qTe-*lgiNgS{Fy5Kz}AZ*8c7oQ=hSx7og+2$IXgYI^hL4gLUv%hkmN1>zNK zY`}axZmGFv@dcaF0S*CyNf3ZYk7ZCzaHH_dAcjLonMTx-CYRT|VU7LM>K~h%osokG zEc8A=br|voVCxwkZpT*Tj`NsA97CqfcGqZ*j8|d!xIXIXf7u}LGnU>3?Q4k}rRizJlOy&l~S z@xfoS4fttxnf>mMFj&Q`cArhOdsx@44pxT=sAy)^YJuDnLCaas5MlCKN8ncYHaIvq zJUl$Pn5tAw^0VP1^g~Vsr=MxRcaIJsQ6wwleVQ$Fo-MSr3^J&67w=G@uLEjimomKQ-@ydC2(?ZCn=()K$tBte=&3sHjDr3v*>daGc5DDeH#@ZbRXSquD>DRLfhER@diR5__?t$yYE-(VkPUO7Bc9*A!B;M{Me}%d>nEFq$xG3 z`n>CPfD{;m)?K1jx)8)+$S-luE-_D40?VSrb&+gmvhErg)4mG4v)hkWfpwb#CSGj+IqGz%1i0dU}wE{iw86SSwKuVd5ba_MKZ@5-og&U ziV47HMj6Ez@tGSN*?!H=diCJ{a9?q}K>%$0@2~QkZoISfNfC+%Du$gh5DzO0CJ+pF z$~?NQgz3~iJ= z$Yvl&vVjg23IsFAy{n#!~CJ;F>ADWiZd4zEdlaxo%QaFQ$z_26RKGEMh zF-@Yd1!yz9flIpXo5NatQ)ui^>E5q;i^ZS>pi**hm?oDQANd?hQ-+#~4xax(<2BKI zvpt)-Xz43sVYj(iC3?(mH$3*B4$VQ+fzYFM-z>ISH>_U^Gr=V$CF!-3; zEYv1@Aa!GD>STWPBiOxMPy@hy{`hfEW?`4Svhqr`^fDfI@%2|bP^9QqBbJ5@*j;+o ztZqnhZCb@>a9I2KyRSb`Ou^vZR~=#v0*tv!(MT}52IL8xN1&vBg3v%~Brh+yp@nRd z3=N&Yw^o2os&x-y5|)p;@|1xPef2)$qbr^64d`4qZ{30vsxUALS8Ej7M`9go91r@aDTf+Uk&Slm-VGzYBX7{Kmr7H*Z9<$P-?FyNf+dwzg=6*TT$J{Av@os_ zHc_j>9s1Hi^l(FQ3Dukpax?s^96r-4=c3ncq@^M_;H~YzrlOg~o(Ay7|&4Ip+Z!DMbkl&X?aw-p0mO4n+c8 zBV_B)d?6F=9HM*=pu|oYEQxAlj;~WRE&}GSc4`I^aIA8W%@Ig&y2DSZ9z9n{kb}K} z{PHq%zOJRDG_%&73ry1wVqUsxM_%FMjxTp=Qd?Ds@J`NBbG&(c^41QgMl;8=XWt>F zB2cN5t$0J9e>3f{IX>}bJLnUJ!2Tf7u3h2|Dbp!kk58_Ilu3jHrp>QxT#hAzu5_=X zr_*|)cQou1FXJ1%`UZi_PmS_<^#rx!C*>`R`<3z^IcgI*`&Zr!>CGYhWtbaS*Mp+Ad2_fiYG=?-siU3@5Xx~jGH z53-O8Ho1dDBD_rlu;DajW68w;%55hbF3As41%!WzXJ<&Y;KMg(WzjuCHcP=tmi6Y# z7m`0*;w=V(!1Rf#2M_JzydygauLC0BT?B9iotdPZtsI zy16+T500SHfft;)(Ur-{SZQo6?j0BnDPKZNEGNY6?XSd3De7CpcE_DKzUX*stdQ&T zQWRCEb*HBM9QAw`xDH^>ykzwE-iP%Df4>~zJ z$B9^K12an=KMtRTfS{l<3Mxb()FvK?CvX|v$TFTPj})%h>Oy&l6dN1+=#gUBmV0kW z>b}~NYQ`Rv6Th0*6nC3FSrBF|?iSB`FvgfB0u>IC2js(n9h+eixA$8+lgze_g+j@| z)%6(trQaJjcN%aIFsM67r1<*yOb<8nA3T^^TG~-pSJ%`O=D%Ze6(Gi6OT7P22zlh{ z^2!yCxVo*hv|hki>3a7++(a@)^8yU<>o#r#&EC+HG8VGwF0cx?br|vi1ejS_m%xaj zbkuf!zPtNVRQJZ?H^QzE(p#vgsCcQUjz|S?XKv1SOZoJB-M8LsUWW?d8)MB5KfQ)O zsTLcgM9C*{a^5)MyQw^#}L>E$`MHot?mP zw;C#w*C_^7k&g*rv1 zO55`Ap+hF#ZIiRJT=A$O`j)aFhkmlP0_nt<{SFVv_Orv9~3s ze)^gQAMR21|E$bS4iz($orE%CO68I4o1xLrsksFmH_56RMga&n|wIyz!9zjrx9Lzxzkiy9q)B_|^ zX`7yxpflj%VtMi8$I~^8yB(dK4e(^J3~b-FO)i8jlThPf9@D01iaPEp5LXux6tsld z7iOZN2h*Dk1}I6D>>>{+90I|9K2sfqo{okgOqD>f_wGH8zV+d2#2^yF>t$M+R|aGV`r z;ZP&Mk>2>ZnKI=SNH8!^%)xylqoXi*BT~cV5FOo)*TD3w)q4=+8nJ*<5)D0Jc=1pK z$QyEB-`Lm~2L}f*D&*)*w6yx=9iI1sGp=|@{~Z`CM^%sNP!wzd*v zZ^+f`k0|UF6#jTfF-I!O@|XU4m3WSX5dQDx5Xp&S3C!trqJllVFxo>bz;6kp7j*SKQ^G28R(j=1K zGNu|J5W5fb*9;@qLoK7bL=U+#1VBqjNYLf8{%QWVBtNlaX1rI-|0hfekV3ZyR)Gyh zLtNU^BbA?+Y-ng>&}7YNc=4}%OhNI<9Qhp!2hvx2&Xrp)jBdDn>Dfe^r240OWjVq> zN9pitSxq6dp7O?J*yUxXk>$=MsoMJyYiC|3{?VRy-?1Ai3At=SDvmJldN1M{D`p!H z*!cIIDaQ)x6|Z%_gSO z#gwO)|9<4-_qhcHY@`QQ-%_|7kKLV38~!SBogaWbn(NBSJUvhU^JXO)b?tS5mm7=# z7ZqjC8P|OOyD%syeu)LAPrc_R&Oh1(9}O@Ilzz>SqyMa%FDlyFX-#G|yS$;5Trg=^ zTbDX*y50X`v)SUv_43igSX*49hv1c9iNth?%p!=pWx;R@>K3T9Z7l8O2- zNX}^N00l+VEr68fQacRM>(i7JztmDM&9&Pcxw-Z*<=0n#O_3B7f!7;$gaKYQYWx-P z@qv!UsyF-coAuMP|4KRd)zFrUe`#bi-h3ksRZ|mni3fS+g_vp(c%S9vA%fuvbqs3$ zS+f*s=|HH;vB%*GnL&jN$f0#-*(s+RYkZ=w8X+0Cc6~no@61q8+>MOtK_sh$NRF~V zP0JVWDWCbOBP#?B9{-MV`Om5{;>xU4Q76A!a!78{C6e-lK*OBz$Ze(i}bEj@lQ z>)$cHu$#1vMIiF-@_Pd{1svUB$NSH7dw;+J!B*TuwkW5iCnYCuQ^5`;-}?#68uU@3 zT?K5zQKKzz0wDiHf^$Qi<+rFqpmTEf+Vsq18^JXcQRU)u;XjSnP$*t+5Xpt#SRis_ zc}ZAe5hnorJ(_C)+GJXM8*uZT6x62Vdq2S~C^!X)Rn)rc(}xc{e0&A@`Id-y$n&7i z265QJ*w5tc~dRYg?&2%@2Q%!Z;61$$SK?J1rxM1g=R zLs$+lw_A4|c?>@iXJ`t&p%}m$PQt?D0Mj$~+99f}!{**4V$o6)EsCVE3;~wPcc&=I zcwz~WI^!8R`0e3@=zyEW@4{-_a0rQ=lau;^9dMuHS``j3mFU&0>@f<58HPVF9@exO{>p2A`jV(|MI^;%Ayc6!B&5@_vN={-2X=@bJC>@J z1_v`Pl$*ehDDuhT&y&662+kdP7N@;fcC9-TvQfrY#un+gkEjkI%S{;R zAXK`XLmfKt(d#LW#H3zS1GO|mCJu0t2oDdLcsA|_>QXp+7U$>u#z_-e?{Q#@udo=! zOIb|x74`)9RRtV=URXK>Z5&;EG}P3A{{BZaT;8Ij^iSD+Rg{8)#{pFb0@&1_Mfh5_ zu!s>CR>)30Y`cZIablpBHC4?li)sx;PpYBn&0GFt1L_OiasUPV83KR6&hv3ndKI;( zt${#TxAU)~P<{b8g7ZRd_`eNiHNV&SIkym6X7`?WRNClSf-Lp|q(jD494&;FKx|oc zo-pWPMZ}7imR2NznhJ{-2U=8Zxb^cV5B!DrtX?p$pnjnbM8XPk?%bvY&A7gVIPoA2T#Qo^6nMd+8H^y{JXYOZ~bS z2@U6YvZM!>aGFv?N=ZCa7wj^;8C|4cXvtRNua)xq?j!8$mN+T#MW7O&C)Z}00kuVi z`^d{YsH$<@MtV55yfE>&aGVQT+~)lNpyyB~Xb`iP)=@nEVbxI-8W*Q5ix?o1n+k`_ zDELYgN!{Hb(4~(aC2Oap$nBv2)p{MF;OYd)^$iV~85zB{B^OH2j4+zDeG{mkT#oBQ z!UTH*gt-j8HRsZKkePCKcafF;`}Z4A^x|j_dX=5*a^?-h53qgq*a;B0u%qBKxfi3U ztqr!&EMJ>!Z5@8bEIUm$O_h7JwzU<5JH*S-I}#E|zDm&lh_yH^{TXLiWohRRp~Xe^ z`?qfmS$YzYicX+#K>1*}HAx8<2l9H0^*RPY0C&GCJcvO2^+dr^rX@%omL~?Sn z*F+T~z%N+?Tr4MtexGfwNLY>|wa+$-u}xA-78XFi$(BNY#FyUc5cq#8FBRvW`lmhrS$IIEd^^npvuT^$HL^gttML2GBSxJEv^3()fCiqj`f@ zTyj#D@*5R8x<;O{Y{IOr8@I9@*xInh^NTLS*-aecMn_YV4s)OiF?t23Xxv zS$V_%x5qNh>(bTJ!;W=Kuibr$Ja7+({!e9Z9+&glwtZ&`Q6xmlaGEP~la#_K8Iqwg zRi+|IibA5FVM(E^BtuDrNGek^k|;_O5-TZ^5JEzsp6{=$`?}xfz2E2gyyqX+wXBu1 z-*6nqzVF+%?c2T*{#r1eG*>-Hdiv*IEBBC4_Ih70){r9b0e>`ZTyc8(q{e(i1hr=m zUF>vFT+AGNwNX@Awbi9Yg9g23!*gTNmIiT->rvPuvjUR8#hHNPgYO$emk-ZO{z@ku z#&T$2pw5wk`1N*ZjXVk{200bSl^wQ1QRIs%{07-g-S)LLy;3k72*=%7Nk(&Gx01^-{fANG4jGbfbnw7|iGq}j6ox}r zFA8+Dp=a#bysusn-ZtU>pKr=3D=Yg-=PdOo3^+kj;xL2snA2cxprb+Wynp`r=ia?Y z=rIz9KD6Sd&2p64=9rX{qBQ&Zd+od9_p7+Ly9Z@gWQ0AEZ_v9pewNkamW6MXR<0>_ zqna&>QTwSdYw3pmf{{@pWa-=?UCC@!nvGF_+(BuPq$9b<)UVJkbwn>`8(lI&*?~?n zI+?Cb_tJ9F(Eb`4*(a>~cK(HE=Y1{t9>Vqr;h_DfIV^cyVL4q=vI7Tw8>3y_CF=Sz zHOYjgbvI+0)}y88$0~Yk-t7EbxaRTT^wbDz6`A8YPQ}-VQ0VKGih2g!v&-1!G-8|M z*_#(T1zTQS@@wkVg>h?YK;79YFKg;xJ2^op@3h(hv0yYsN>GljqF@9jR9X&Up?7br zm63TQS9J*Mnlp1&jDyIcfO-;>x7b+j<^ef=2*}BuuJfKN#6*XG(C6jP0N$*KHRw!4BUwoXeZC4-J!EMW9dkojTxvC^wfCR`L}-4Rs$+ju=1w z`H8=B_Kq6fR_2@)Ny(G^E3jQfzce3zu(+hYGPGy)w=7Oer*^E~`&CGgRWp0$`R;t3 zb-HyXu{E`^!86)w^_n%;u~-rFrLJ93fD9fu@Lt6ib{>J7ejxvH1YCg_D20Tic+{+j z?z8p zwCHxI=ydY~kWmSo+Frp|I@n+qa`FvA zGx|BQMnXMrcg(O&GMkdG3FM+8DWvBNoD7zNxmQ7s@gdUzBDqZZA^Oxg7UR`~6Xo0m z3wr+iOoVVs{y{_fdBX&;2XOP(zTv10&~H_#U`Q5Za!NEO!0%!8PtU?@9LF1J)UN;W zE#{wbwp3kkr#rTzfX{ijiPpVq$W+WTmg^$yuDy8G6z0tE-JD^!&?Vlp~C) zW}Td+YPeZz%$O_jsU2htEKw0d02mVwNxd+9P#-l4(ca}rDt@og>9a7$=-nwT71#~Z zs~|@7y1g4QpkIKgs2>F2eKf2`eAputdL6S?KOd;mT4+jA@154x!w%^PtAgbTFA;ND z9~cxe^Eo0(u*loqSW2|XAp^lwiCjm!;+@Q=t1mupB86#$WWok+ov4}3^k+1i(D_ibZ-1>#|N)5-}0)fP(C>;(e3RV9p6wNgdko7XYPsTwt~Ow^s|^IEV}eq zPoBVeNJ%zq*Z>4gzKyQ^7jdoQa6^=Y1R*#EO@d=#p%6z3$0d;~&{-_53)dti8HeZd z6GRq`So?$Oh@>kF$vQV9OI%C{1nO5(beo@?b!^;5XHk~@?Hie(YNnybm%oNh z)*{DAZZn3A0L>2Ti&P;aC&#a;cpXINvX#xUNyg%7C^!JBTpX4oA1|k?L&C+={slOk zoMeuW3)9u*_E9Ta$yk{5?R-CUoUW$kdolvv%E4)8xM&tL$@quDs3I(1#jJWwf6~SF za&r2x7KBvlPS%8S_wH6NHVo+ISP*^(h^K~CecVVGKW0o|xgL!pVdQ)bqO2+*A-1^M za!ts(q%9@M?y8xXUo4VMuYe}+fr}3Z0rxQ@Y6tl6 z)&TBwIwEyM8xY13utzHSJy$9zAfYh9E`ak15*=u6yK&j;*WLNGfYbW>b}pAyQ2lXl zaG1DN3=Kp5_HFw1bYHG zmsxHr+&uKC#kn0*SG!!C{gBp+bIB@EH)Uszaq=3pXie8YIMq!lAzXjMds8XwN#wE~ z?J@;dit|Ft6;HfuoSmH`tkwQSv;fS~HmHKEzefx~EB-zW3SiOo%BgbX?+@+gPgUx< z=3iXwQ10o;CgjB_>`Wr!`_j}#_M*sv5Za3`+fSDus7m5oX4gI0@r1YQNz=m91q-9U z31|LC;p5eWero-MBtc`;*VV{|R(f|59krR`Vl}-tHh3M!z%SI_` zrzOaKJC4m8hVu8-vQvGel0}OaNz{i8TjRJ^UdmFo!0~=g-Z7EB|LHQf!@j)ADpMw`VNpJIiWoG@aJ4d@Ni>k5wvBfL!`tC=6 zh3S`gTFsrFwO(~_=XU(SsX@Pv-`Sir=*RJaUFAL>w`|+qtS+L3meG;$mVv2RX2Qv& ze~AVM(XN?IfiDqv0OaJ0_x0JcD_vYZ;WY@&`TXK@UuR%U2XgJ3fra)d-&^ofczMueosB&*o|u&@C0T5_w(;jSlYJQn_D!EU zYGb>?agXDplO`b^HSb>VU1z%7u4N>!AZwtF{OXSF+Y=R~2Ll6ZI9GccZ2CJdbB}zE zJhevCC;u5L)@gLB?Yi~wtYD6j`MWG`yN*t(8_+l__Q|WXn`8Cw&w}4|nJpGvS9;}N z`_G;GUAZzwQOp~o(^{Cf8t{i*IFZzI)Uv-!2h33qqChsFaR~#ujne$Gzss7xZ`*62 zA05scysfFzE8@L&)ulgX3SIFpTx1R6W32gnz6 zH*T9127A)1!IcS4!gwB{L4*y!J&-U;@x)HXk$in-8}ZdOU;L(piOI<#Oy+}`=h|n9 zOFz1t_|IZ64-g4cWi+nW0*rr8{I6{vLYWAQWVva`=+OtRQ})>OH)$=e@aIbf83$(? zz=8f!X_DZmqle!LggB9$;OUi>N(C%ErY_{D^nWzwefS?rCdbdXFY*x)%zN=-*`+5X zCD#dXBS!33`+(UbIBrg_eviie=cODq^b~P0G+m#8Q4BYI>N{>+NM5CU2{gJVG+U(>CvlKwilHkTp6`^ z_Pu-9ex?eI4OFpiLE0)g0Kk^&g@`zFx>h%?nv>S_5+Drc|NZ(e2inWjZ`~)sQh?oPA3$#(ayU6+c)F1Rh9S}2l#e+RY_Q9m~~gDpQkv79@|$&qy!EzjsE z!4@7JqK~id)M?Y8Zparul1-7^1B#s#g7Cf{GHR47X(mO4@JskSW!<{V6Hn4rH5t_> zwP>4`6XbXHlVCrCGFC~ce}E~O+3ww$klr9=Skc@6Dz-`WGSt_vhczQ*qliYA0f<<{ zv#rhae&o5c&?+#y0v06Mbif`TpZwn+@8h~buOuCnqd359PGWMnZy)Y^%Y=msgXctE zy>ex}yF1Wk`Q3p20kTcY(m|`6*Ay8C$KXXfCJhQy3|JT)6F&%DTKo3CetyG-52pp; zEQf|hbx~{|@jX#wOHdq_#;ra~A-!QkcV7_zkshP~AQ!@utM~p&BpmPGYX+ENeh8=| z>K+6HjR&;vxLR-CtgkqE%9O>4EnzWzNzC@yNl;$3@9sR=5BXUUK?boh# zOL`!QMUfVpQNpmQV{KBbQd2OzSiH5iP@Exg7qo`V5aNjBYt*Pqn202AkzUuGAL!`h zvxmV66E;lRcvmPbUEG+=5n?`V+A>9IDr#Ii%o@*}p}$-0-;*N0i1h`!OcIuempd@B zs)~x^$m0_iySR+(wSIyWTI2JlPx(f{$B)MpI(is92O@<4(f0UaH+b+_@Ts_k(H83S zq8A1oKmMG|hw=iW={-Jn!sw^y3Orb)5MNvC-=4h?KxuF|C`hq@5}1UwclYjty2_39 zM{JQVHce53;>xkze#Uu)K_f=2r4NicgN^Hfh;hN?zJ`WdfqCHpMI$!?K$as;frz=# zjkT4P6&n)~ZrN2Z;(+2lW&eJ`yp{I+bVpc~0pVo+D!&%dGX`#1|NZMR5GYV4j*PWb z_{sak=>uF7*^~8Cqh|Xn8G}%k$8wTw4hqX5UBL)&V_!n+NHXtSbZ9a3RN1e>)CCwK zN(67l4i0GMCk-o*tHEGg0UHt+a*01 z9GvAZ8exJ5zDINrGTJ_i9%#fvw1wq#QMGJ)#Xh_Hp?&#&Kl(~=qQrQM<9FboK_-Xy zKS|lRmKhAj#y6>4p1wQ34~=Wcf``WPk1sB?7xwN0*j%Nh!nwwBvUvexI9Yt11z~NL zuUVs}qB6~d6Xa~R#@k}rW6-0xdc?UkUM5-ChdylX4Y~c9QKhCZ`Yi)YEfV|#$`dzt zl0DILwR3v~s07$g(H?=O92z^=&wK`(A9r(gJ&Fq^JGxfTxT0yYD^Tr8KcwY&b(*Cb zG|>{Ica9(svZdQgN=o45U#;^%7FrxNxu`*ePFI6t@Vc-xz0_XYvTfkOgKp&+^0Y-z zBB`h@o74~D|LOiYkzYAbwv2D2R(+H=TFY&x_63v10ebtUxb(;~7tffU-CR^Xiyeva!R+#%9SqXZUv};T^jNF#3rAx@g>9`m<+P~a_crSH+MXWUj9l?L9M@Wj&^$M-TpZIKuuBwql2OgL<#PS z^y}SVJ@rLhc9bVxy{aYIjCD*$1+ak-AG^^{dGzYn&P7K@4|lz}u6u^(!!7|*Nk0js zyW`Fzs8M^rrmDl)>|tV}o9-#!#Toa`&le><&Kjpw*oI zJOr(wurv&8*;s9><7<-e>HG~u-*SzUDJ=P%SGX{doPYjM6`9~O$+dgFR)4?XoieT4 z-jyw6<|7)lB=bmEzq;^uOM{Bw^*bgF#-NE$zkV+;b*Qfhk`EUCHXT3?#oo-ABuixV zb$~(0NblSc^*2)0-uqWxi}0R!a>=-hZ&vnH@8EsM`bA6vr&WJR$)4jE1}*w}RZjlV zlDI}^;@zw;R?{m>jNcX`9vYY|mQW}JM+ z`+Pf-#^idE4MLlbX~M;J#g}&dPFPs`WQlx~n9KU?JA3Kk0wV%s#?ii#m!CHQ?*|St z6P;FwNqYV%p5F!MLgnTxY}?scHB((EcWC95>qO*_ID1wppy9o2q{TETUU3;!zb~eB z&A2l8P1yEM;3XGydOvQ54sJ%WFc($p}&A4{OJ zrPA9}O(;A?dBdM1tubS@&bUsLxu&{4HzA^*KeruzSg3k^;4g3Q+@oWrBp9_5IX;f{ zX#=_-rpK$`)iVK&KH{rYY9fkQwagOX}s7hkKWlB=r%op45mTb64edM=qpItPqx#tQUBP}o;UbcGmPvYHM zLH5WaDdLWj<1X=c-;9=jd_nf2>Gk4y7aMgu7bG6+8h^w>?U7?pivHp=!0nl>T2*Zr zE@S*qYxux6d-t`}Qb4k}li?fQN%NSpJNIuX*j>9k_DaTmH6~d>w zUj$^p7btyFDeg)%{fuBwl174YciDS~pVd09l~!5P7PFXl@6KDOSFH1ZStq4)b!FXs zM>U|Ts(L?Wj+Irs=Xd7-)2lEXlv{jXb7AC;_b^Ecq`Q_w(&Z&jPO=XcE?9ta*~sI| z=?fR`qhQz6bb?+>{xGwLu-$kh83S(-hpMA9P)JK9v$+(6CqL1PeW}}068A14O~s0o z{~eTxR5BD~gv1A_KC9Jm>8-yImrOW0OVm}y#Kc^PASVskO}$TaW7+af7?O|-f9P1W zLHp)o+sIbnAD!Ffu8VrNL0{&GaQJ(7<@LMsrS3;`nb!9BgZ1y|oGAM&%PzWWV~Uex zWX$I7_NbwySAJd=lTtn^mkll2V&bATl$48J=&58CL_%f?Q8klWwDf9xy8NGQaKaf?P-mxIvzzKU>^Ws*RN8h?mEYl4mS5VlxyhM- zrO-vSc7J)|*RO83+Wo0lw`E8u)^a-U&-_W|d|&MkR(Er5>;8ddnJ$4|NwWg?XDSO5 z*SD3)cZ=@sLNSM=ZQS3&CC>MRguLwRa=qMVmwxRfNJU2v!yKy{mF&@R#{@;WT?if4 zB|&dI6Mukzed<(y#h`-+X>3`)d-*vQ-?THAPoKX1Z2PYcVR;+f-3Nw~)+Slox}MSS zQ#ml6WIftyk%fg_ywFbl#mkqH&h752P4)xf00bX>^!~H$J=VFnl-1M)jdy=t{^}Ko zoX?OZm(yT=KS>D6tn8c|?TvlC5uL&p`kcFXan_kRO;_iO>ETS)sAJqe;?>R9+<-7o zLf^E7dXAdEXr+V3k0E~R+kP3*vcvY9r2fxl%NR@^8CaSn6^d`Sv~WD?J;ndELO3YR z%JrGE`o*7$85R(Iv{mFb@4L^Rjk545(bAA;jA=Wk#jpVFfViaekr~b^VVjMVm%KLB z%wZ$0-#zQPy-IJz*?}eVF0GQyXgKRKdVSY!54Apote9fAQUrPWtsA+qW4C3xW-|up zG=o5$pFa9{TK@TmUgcYFOX``^+2X&yDHCCLB;%cWcJF>DIM`9~UxB99bY9@B{s>zL z?K4eH|GsC3pCA%xU;(zONQOO%4D`yOOwOwKf{u%1UVGva?wLwJv0ZCOirVK`D>{** z8S4CrwfWZCwXJv0i6nns?&PHTvw$KiOUPm;jo{6VAKw7VfQqre688a7&=qMxW0v!= zPfyx)5YOR@UMF#f{F zXJhBhoAG$yi?dZRS*ON^mXpW;B#ep>z_N91RUocS7pN#4BW< zG(Ze8KkhVg<*OIzyQQzHtHS~V*P|$-#KG@8F(suF7mI>$OGD%0^jf}CG=z+cGejW| zaNN!d5>0ep(sq0VLD4a|FcxbH34>6XBgjS|Pyh4@y>}T*Of*^e+Ph@blp1~TEtxfI z$@1k7fxYRN_3Lf8P;i<~4ZB7=$r|83cCR!XYlxlWlIVKC=^lL^jpGyMohxvl#73*Z zw6O>a^$+jgqtp=19DMECS-NuNcL2?Iy4mHQzbc9IdZ-z*@80d)t~F7PmIj_7@>?<_#6i(s(=edh zQd>ArMCYhilv!*@*D&9sydWWa_eGIP!b~`Ssh9sJ*MfYVC zT(`0uW!ttz$hA7_;83a7%3M`Oa_y8O`Q;vLc=_&&qv`9yZjrm8DT9!dCD#W~1LFk~ zDSnfA;xy^q|6IOd3Q!gkY(Hn{g#jm6skRKcfB*T4v_6X)PW;}}}%phbT1 z8%BwD?cQDiet_E~fdxC<**a6yixoPaopJQ#n>Xi5ooFR+TC--sRFr+_Yr+gXx^(Fx ze1T`ZY&U_6Vu2y16re+YzcS@IDVUcmDHGrFrR7tsj)#Q&WDQisZ;t#fyL!H#-;7ll z+N7oWPdk%!_wETHFAEhTEjDxT_d-Axojo7xGVCKo(!bmIX0th&PmdfQwD+g*z)#E) z3ff?kD3;%ewBap-{2C$%p}Sw;2_l? z>PdPm%F0e?{1P>W4p@%YUs(dlf@tpET~04icw7F3e|R@~N?dq|ZEG1J|2|>_t%|4~ z=C4}IILMOvl<1rIm%lUYv2DeLse|<>0SN9wQ_?PG2y2|2 zzIFgvazP!>san!Kw2SMx#3SX;8%$e5&3*}1cy zT<}9b4f3vR9Ycky*=92kz6dbL(C0kJCL zFN<@}dtF$nO&$^&I;?X$66cNzmU@@PDV5C>MmF+5AnH;;rk#tQ(p*LqzRN>{rdC zmbaXrbnDUpDpoQ&awgOY=mPl%r@@Llmv&8F;eM9DoO=21FAUQ4JqIuGK2roFMw=e) z5hd>K4}>_?OjOZ5svjJn3EJddB;;xyN=#^DY@PTJitPg(+&W~w1NdeF**;fl1o2b2 z-STch!KGUzcHFH^$>zxqJli_uM_F8Y-d$!}1^F8NhVJ7MtV%}QoSXYa=&r&r6FvjN zLB-x2o~N^8If0(yg(|%srXQ;M?aP<9UY~xJ>>fp6%&V*tyEVk#(aiFmu`elG3DF(~ z$A^#T8(<1n@ZrM;_qQ^kSysWI!mSi9El}s(&~n{V+wox9xwellu>BEdYAj7%v8z{w z02I5wp=Yn~s7Rx}XD0puGA0c;oGrgjA96s%F+`D%sLBY@iAFtw$q<45oYR0mDY-$8 z=7_WjQee`r)ka^KEP{6xJRFPoO%X>q)S=Yw;tW|4*#=A4*7BSDF(29;CsY_U{+b&t zSb^Wa?cR1--9fp-zs@;n`VLQHbYK@XwGU-wH{-V!%v*4U7b-gteG%F@>FGs#|N78) zt6@>}W+!UTC->FLS81X^B0U7IxK+56CqY*@aTIKj2?yi+%b~y))$VG}*UE-Ik}9b} ziZbZy)+9o`;8d#gJ5p{=9S=nIf2LehhSCyS-pp>#=b5A|04)ubxYR% zV$UI#=fq_eotP**NgN63FX{zIsTS9Mofu$x+xf6__P4uWEe;>R zD-|I87Yz!q@hI?PvpZbemxmaFKFqZxZ%LvEI{9IbXIK9>z{K}oz~tIKubGw4l7#iF z&XxVg_kir7+XMvH)AJ|kiApJb9pYzGmUh8p6U-xz1O|$VZEpP^a@*qK?22_d-FN!X z7Fv1#=&8k}m@m_-DharTz=r%EmKGoOpn10a!il$Q5#b}Ng#zMG;Ptb==q2&<_ZM=r zvL58kx~QnS_S)wRpaIlff1nbbJ|a}II`;aC&iyQJlt;RbRYZnGGO{5&?eRs~oOeQT zpHa(hlYpoxD}TpeiU}8787_K=t)Hc*FGm+&-)k?HfFNm@m|j?vAbJ*3!d$&-0pcI` z55g7|&-o*leGVdHM5xHx0C4Wspr{N}}rlU7ma zFJbhfqd$m~Z=MbNQ<5BCXQq{Q2}FWSj=`*FA|i;%uPZ7RELsFRimjaL=%^Z-G=qA_k`!Pj`cFi_PlXvYo+iQ=1yR6rr%BoH*ww~2>R-Jm5@~#nCZZb~; zChK$vx9^ZY$MNvhp{qi4?p5y}7dXXq;wqu#n#2!Pb-VYkTkrgF@Zs{ITWL5*cI!#l zBvV0@dcMHn*zAe!?(R&xw~b{82*Q_IMEas&rqGcI%OsMb8%~OCt{ugG1P)e&@q}r^ zwXRH}HDe2j0{|7X4ohk*W7kGKd~1tHpDrQBub%{z6lg{mIPeT8vp8aF^x8YPFm9rk zpIq@DehZNe$d&1w0BuOG#mVe0Yv<>!;5|}Witx-nljV%pAUJQuh4jqXvql(yt@Db& z`(GUPKm-QD>^*M7jI$4+V!%^Z+S`vU`ZI4ZD5F{keHU_s_uQD;_`MN&e7x$$hP8Qit>sTLeJ-_kjFZyOU_YD8?HUX7qOPC4m-zSnQ&R|!zs41v-75F{ z#xx94y8i4||4VaQ#97xH`|WxgX6alqE-x$X+!$dH_VU^2_G*+&QqUk@d+4UvB6 zOkG^IaAC^!Y~Qq5jc@joymZlHJe1bWj{aCvAy)wDy1+?F&hhcVne2+K&9ztG)~a%T zCN;InMT>QBk3*fx5f>o;Ik)L+Zu)8me*P9MbbZrun?_NH{*+a#B6C)BaO+puUS1v; zQ4>yCPj!1tg+a4kK*9i`sHmt`Hn|?C5UIh?2H~{Z(k9yj4<-hs!Se(Kp|a@UHufVh z34`WC!(+a42c`~1;Z zC!IwIC{J{7Wq|6LLdWc^nA^5zi>fAz1(kC`+vH<4Y;@Z82!L&pJ8#6Mh|U)Ya|E5^ z7K#_f44$+l_)`K;iWg3y$>A&!l}O#EpU8GqMnlKHu(YfwUNuf7BDj&s6mrBhc~5zn z;YZRA&+gPhTexJV=`tbqsn!EY{^U*eO1=ti^0q_Az4PAtSKGwSBb+1w+hfu+Dk9nd z3-IUnl9Q5?+lQwIu6uY@GD;#bjGZa(pzV0T4}L&PAUOHV}-46%>7#j8;5pm z5p!!?anRO>5~-x6wU4q+z&YchvY>SjCrT$a|9NDmfQ!k&t>69JrJiAXV$~Aaz>9CS z51V&taX|c^4#FfeQ8z>p^6Q7IQSR1XpEK!-6eX-4d&j!I{HwGw+3WA=bq-B$xU);^ zImjFUXfd5*evao`x+R%;E~PR?8p;R{>FMzBmvq9llaq6#(27-N;ym((LdQ6-V^u*< zof^Oka?6Z|d_tw8a$0w}K&n>C?_F3jV)W73IZU8l97t+SPb0R?puK&;MlqqHeZDUlxYJ$p5AuUW%!E@@ z3&nMS0U>0%v6XawfEF=RHWg3+LBYln_ac&zlHqn&o^k?UZ@LclWbd6WEM!dLVI&xv zr#Hrj!33gVApM}p-~L(sdw7I@e*!&Xs$wBkXhd*C2D(OP5nvG)SN*H?a^-({O6JXw zPt=!^7Sr`SX2MOyk#PIW1(Q4=v*)a^hp1R_h2NA5tmp6R>$=){?p(1Kh_W)cCHsn! ztcFB{37+g8eSLjI^Gss_-+=5~^;Ecg=E40HS3+?$lj6utX$ln-ll)FSr342+@)L^l z(TZ$M#vn05jmQ zj&gF8b7nJVGV>5!n%J31F2b4OnPk;PR00VyT0MC=r)Dhj@%Mku1EB?HjZQHPH;_+k zQI%n@UVbJaIfsrMIj5zvKb03IzsC#nYts4w#2g*oftOP6&3lEAmlsu-ij45US)#Yt)qjMw--TWnr_*q^AH5#zDCZmu<(IH- z!=qTG&m3aJj!6ut2H6@E+zYbg`lBX8=Cd5Rx-!RZ z^23zRfBn^(iCr8^wze_%vuEXgfN?3l-S)a|DKG+U2Y8n1by7Fac~7ed$c(#kc}Klp zLn1!55%jv6oEn8*2OD?{Rh<*YRUhecFflSFCO12~#sE#s)6LywthIB`-F?zQh9OdZ zLaY8Q+LkG`^xrmnkd^3dhcI6c!8fTsJHzYb_Pk+ppFp&gI5YQ0B;;0>Gj~JLb^N>V zW8)AP=N-zL+b?&pne;U2OO;R*E1*AS?hwkiFf!TrRSz>(SLB-B+P}hY zZr7NyG^dZaZl@ChjXDllIx;=JlUly;@ncYf^U2Bdx!yn{!Wy}r;r^0=1XJ+c&vV5lVyydotG{-muK|eRfn5U1(zpv=h+WX7Z$>4pYe9)m( zj<8wZu)-Ka|2(O(vmfmfj0fo`yL0`}e4t-NOlme>Yq(mC$0QThXpQh_2rO_CbQlpK zJ^Rpx{4#eZYai-Z73pY!1NJ`~aq%c{*un%MKqMwkDiYR-RMU5yA?FLO?quV ze{4U6y1dOj-RI`U6@TD}`fx_Hxzq`X=6H!IK0E~aju~N0rFfkeRvI~X@b2^grfM&& zJJYp%b4;<~?sU$f-ila~x{TY1vRne{asPJn)R@67{cp}%;gZ;Jjt-hn)Mo!U#nZtW z#ofnUsvLccC@aAWTX??L)^u!m}@~?KpJH zun7NdCRp-xIfxQH@pvL`{`Q{A2|3LI-C5)Y-bL4EW0~?4!0O6VgRS*$_G@xGXn!nD zi1pD#*UJUQRCNPijR7$QVRo*hk4C^|@&wMXV>i(gp8EU4T5KZm#}{YWtaCx$gBuw# z=z}%Z%veMi1;9^-BU8?^YvpZPDJ|e?@ z+nC?fcwE+Q8@QAGN~?rEMUy5@w8f$c{Q0B6K*dSdgJEuyTubW%8avaLBos3+RS;_mB_#%fwX~Uh z{aWPuCr}62 zGe`C^#qE7m%bXr#0{cDJ5#oK@41c2?VzRJxa=Tb3Nr6~b*iR{O3HT(V{BoDsfYJHd zo6bDDx&%QSf3_K5F+eNde$yQ1V5?WZqQ7sp4OQ`Rd^DiuO@Z-Y7gq`v$wwh+-rpKm zMpg)NleR^D%H3dJdbM4EPxH5_H-B5_fWMpnJfqWq`#<+?|1EoR&n0CCmFDW_Z?VXj zD9k$A+0irsQhd4sE?(1wSV2oOrZ*!H=TaoqMJ=-Gf$(`(>YwmN?IQ zd~1f8S+uz)IU|T4*&cbmFkkZ!mi@p?z>S@Hj=udt%?lY22|TjawQO9>xTzWq4SzGO zN2^E2X|3#En-V!`eVNBVF;q|tKK%Rdk&sH{V%>dv>J*j3C)1yS(mm5 zbs~EcJR<_m-A`?tmB-sZl|Zi;i@d0=%E|z3Ye?*1dg-2td+J1R;H15VNgoVd)%xP5 zfR-cIVs{?e#5HjX&v-pl;#PDygPuLJ4xNd^=fPvgu#tx}eg2|F*osCMRRR2* zy>`05L9jM@Yd@l}%F>FbNvkMIMBW9;?ki7^g@uX3FGa0AaR6;W!>^pCyA2-RQXy>U zdL?iPxbETqkgMOJ_TV{seYrOnjyq^4TamDq^f9^WpwZ(;kLU#XO)z6Ci=zHZUftC6K8|&@NkI>N5d$Qt+SaCzfLwRg4lV?^C^(^2NWf;My z;P!2)B7r9qRTzHe{8iY7_gfaFl;9jPzW&XraUT=Q>5$az(UC)n+&ybL1w+vKVTIm9 z3TxE=t6V_M@ITZGvr1E&Jfnh>W8{8f_@3C=!M0#64$*XyGPDxCai=Jp}jR3pi#LTlPL_z>ioB8wKEX)`jCTs~m z-HTaUdulwekvM`H)eAWXYK@raXv=T9t~Wl29$j8PmYz9dOU+fAH9aP;Kua2VeBPfz zB7;)l}jlZE&&(H?avycrAJ;t;W+-V#hu=-3;^9zige*bUrs(!rT)BSj?&b$$+M z<@xAnHQcNKo2O0NQ#pBU;tSc>KJoC=d_L~DPOGobX8O^V4hMeq>Na`6`0+OsV_wGR zDa&ZdTSdiz`KPYms^YbMh5xp6-K@D?z$R%*Id6{k^#rU4228gcw8VZa3_u*TME^Jr zqxTQa?Db*e_F1=mLHihnIZVLn5TF)Q{}C2=%H#l$>zj8pzSON?mSR`>*U-FoW&1Uy=(ewVAzUPg|F}t#bf1MP1&PKJHQF<(qQj9en1L#Jm(-^gwC) zOPu#^^tnrVCmk?$>`~utO|jFwwd#$}$99$}UAK)j=mprU)34tIsc2=FYokxOb(t+ONZDv6l1d}Y=61O9Uf}5E3x6r-!H)QEk*nV ztdAl?oO!WM=>DHN;L`*SIS3dZv8xuq=D0i$L3%S`nyT8maR^{*cT+M;Y9$d-vd+*KC(q^aNCG)k$NTmPUl%w)D1H z``?Ht^fet98xO7i{rl5XMd+bwG^EvW=Gp0lTLyk)WdVM<>vRw}uxM+f7@=v2t-k71 zK@T;x5`+pMt5onq*NFO6J0_Xa`n4`4yy$HgDq*O$9HMNZYdMt?F$n<&LmFvxK63o{ z$7iy4>f(=U?Av_(C6RS?`Twy9F#o?*0mfz&0Rv+9-W7|0RoVYr5pdJK`;)buk51Wt z*-SHE?}u*dz)Nqn{tLqHBG`f*%fwi(eJ75h)(IJwzw6jwEiEmU7yQc$7ctZS3s6IZ zkDodrwN)V5#u#9azyEL=Pa-4RyA7+vm)E%?HkI;RP1T@nsN;|*e*p%2J zptZnz7GyGS7Ush2bm`V@Am}5-KR0UO>j+U=_v4=xBMjVINf+6}ePOA|?yp z>-O~Ft7#vcHl)}jt(v!F&AKzswG>B%s#Acyh!B$`)gkFG5=Uny zumz$D)g|Jik4sEh<{2y$I$C;{YJ7^|`x+x<1b^!M(~# zv5wAU41inO`0F>fxVMpv1{9`LH9mYw0gQ1gZ7R}NfI2l$<9*(&dqj04uc|jo%9j1c z>DxA0wGhY0`M|!mvEVPBCss#Jhis0vwOS1$j@@$4Hw!Jw`N>iWSRcEUE9t_OO;$xR zz4keyWClq%9yah7TX6}$suni}GX&8`90DYg8Yi-6?c=_HmENq|7O{Vd zMWAbaPjUUJiY3>zA9NZp1j>hYES&OrJ??kuBF)ZL3V_bIY`)YGev{2@Bc*uebnL}_ zoCK(Ns>lT9FUeIg&|Bv(A-Hd8z)A-~SVr&C+e#b|dyr`ElnmsA$lSOJA7_ z^?|mro!rL0bNTX0=N_#tib+riB&6a^kcUIvNTmy5J_-Kfa|D!vtXEdtndXwCUBu;` zcpGT^b3_wOXHtves{y*Q8tKfi?$gQU7*XklEdg#_$=Vv4noaD+#}W|jkl^5Y2EsEp zt}xo~o}G%3*A{wFAl}auIH*)9X&r>b1G*Ls7f^$;Jjs|ifK$YXIeN64e(0idWC&Z} zUu;X6H7JDT0$UkA_-k#1`S%G0_dSpqG(>nROQ0Ib}v4$pkJBsm@nee0hL*= zr^*iF;y^}zP;pUad=Zdk7-BQ@^a6|(s&ps?a5SGid$MwKkJF?_j+Nr}_GLZubbqCbI8w+@z(=bSYQd0m_0j`EdW;^GMjYH}e=oygld zE5B8oI9@if=&)w@y*{W0(rV5KD+(WC&6A49OnpM^%Clc0T_-)8q2IV`7HFV6F^|ai_3jBha3@ z?+RwGBT8H|)ldd_zB##@DT6DZ5;m6CZ&VLcS^Oka@IB5^4_Aw`|WNG$)kShXl-7i z*2C-fsY5T69gff6*(&E2xW@&nC?c$<&+I0oANr8z_r&AX`KXvK0o3Oe2|ZU_sUwxi znxM$=P0^!hbFJ{soufv_s;-5YjE}f=>z2V{gsP?NT_PX288zP8ln?Px63KC^6m+kQ z|GvHV{N0FOh!g-*LmMB}NX=`q&d%(1v$tvG_fF|+x3Y94-isU0+5c!0Jh-KTRtIie zf+&n;)OX+Ja3W8B#Z?enq6+s2;-Da_W`{h~A85cw-1u?JF;0O=y{mY=)nJO5y*)3u z8ckS2&&>iUW4(h?UcH8K&Qd1MQ;K0yaD(}?;)Lzwz6;hT9<5F4B)(r7s-?`)j6c!0 zy7a)CRkn4HB3nLb_4Zf8(jU>Cyi2FwW;MnM9aD{K#1}ci!+Wf{dREOq`|X}52jS^G-IlCf`x-tFlVtsFP#}uY@)D^ZQu>4Pq!VXst|Y& zUz*o-W>M{jaL}OomfE3@aL#sP(jv^}pkc#ADIVt{7cYpm_&70LL=#QPC}Ljj@lOBf zUTNStZ|Y}q>NBM2y6x>Be7&mw|*0AGN-69`C zNTq_KXrBw7K>=oF27fTk$?1ZR=*&d6OO8(ZEBW&KyHGm9Ci&{MYXIwvBQ8I>@_5pl z0~YEc8jdj%2=8UOq9%EFboDH(%Wgdx8UluYQJkYVMit1<8F|Gar`SGj+RoZIGN+Xr=9?|fR+r(^12{})AT9ea9hf9*Tjq(E~>wxFF9 z^Wc?T+`^y{&kn7Ylb0t}tcHOMT02Z~nM08aID33ENGhaM18op&9?{2$Qy`i21BK7H zK1Z!m$Ye0EFK1DRunXR$RY}?PqFGh1ULX?8L;LV;&Xwe&w$-f+^EE)iW1UJRiFA^JO^yP?^Oxo72;bUIyA)F-`q;IbdlM!ffvO}qX` z+V&OwnByj$F=#G>8jGiAy)+kLpUc+*=WR&&&G|m2M@KjT#Q@Ma5*TnejnakES8V(4 z0SF7@w!d4eWhF$_lFEydDuGssxF2f+3iOA3&v#BJDu@{SY)0Ns<4#|v9qqgIp_y*M z!(V0pUXD_FwSC&BMdrNHiNm1c3=~~XED)_kiFxTS^xWS3T|6DoRq_Byfd0(Im<6ys zXo{oJw4VgxJ+P)|@0=S}{zBB@ny?}yx$vIfYdvP}PG=nPY()URbEg&rrZ&GaijsPK zV((y5ny zT}ETK{J2=t)588t440tuex<`m06u_+XAFKrwaPUf+q=*sC?teI7mujSF*wzjf{3HB zQfR1T1tXg(-G+r_+{jpj~|GMBPEOrgipA(Ofpy?~Gn+4VWvA zN^FB62FCuheju5o=e?1`g0>x4#7x>8R4Ue6d+|q_6})|DnpMx{6D`#=w zp6o#@o7MBvP5Wz#C( z6kUv4y1ed@oY#;}oH}UpY5Z&g0qgyaewpP)?qtho&d`~a^>gU)rdfo3Zz83$P6)lG zS}^IcA;+R_aU@YyXi9)#t%$Gh3Tf6pYpVZj z$Hnc^WBah&+N4+S(kkTbIUgS0w#8OKgg#XKFf83tS8;f|I5c1zGv&7pdciqA`=z%S zcgBAR^ZYpW%x@$jD#<$hfQj+V7Ba?jN8%z`v6ocpYq%eyd)YRV2N)RqV*IDWlPnMj zl{O-nVm3kaCUCDBBoVu_aC$HC!z6^690Md^zrtD`n#w7Bp|{DJh~KL8;@Is=M2_S| z`YS#5sf~-DFdaI@L8~=ZP+E#)>0ywv(pOltU3u!H>?ne<+N&S?m^wPXTa!@ocvCHy zyw(75JaVuP2(rk6NP+$iwo8u^XMTRp?7!bY6msnZAU~$NR(Njs{nSpq0+&&N|KEki^KB72DyU6-sJ9~bMwxo8PT0jv$;hK?JBF_p8)4K67O)Ulqth$?YAq#3Kh86jO{- z5P&GC>UE|S{=}VB;uoh$*8svb+Awf}u^7!Td{ca|i7ujBD>a+QQF#yN*3Wg_e~tkQ zZhDpWpm$=Pb|sC0%HdmHBwst1wuD&>pAZp>f+vdPD?C2|(MnHOgnc1GIpmLK6>SzL>E@r- zoA=noIq0R`rTJ`^K@vIvz!lf`?$n_}3U_q<#v%?6JaBvj3Yu#t)w?SOh>3!#KfCH1 zERTZRy0E4C%?g-V((WT{tuyN*dCX(`iw|4u4|$8U&gVVP7d9+r#IVITtQU;>$|MPk zZ;K-L)6%Rcj)m;yd^8X28e<5byCiAu`k}0V-E^cHu@71Wu~Y>MKXJQ7WYqoeEgqmy z*~cc#-1Q#<;g~!FvBFm`KJ3s?&Q~cbrj!t>9vHU~M@uYd`-(fxx4y|ic`ySsZ_Nqu z=FeZcJA@sVLw7!9zS*FMoPw+&)$6t+B&gKpt(b~X+HlygoVcxKW;sgc1}}s<)4jd+ z-r;L8ynLKW{c72CT^4>l#SN#8BNP_LT>_{?NJxjaWyaNMr`ArT=L2GOB)f#C?$MkMk6;F1}=# z6OZv%(}|>n9Y>78?#n<8KnyfcpvY6C2KOXPTQBO(1{7%x9GlNLrM_H2iZR|s(1(Pt z3kUwIDI_gRU#}={uQpe)F17KeQJ8odmPy4^>ETy~Rr{E(S@VIywt?_Fq^%(@YWS)b z?!JDawh>E_@iw}ImbztBw~$5}u0cnRh`v0EFg*({E!$;&nEOZk!s^sABw&&dO1_9A z*wrH^uyK*)l|8<|fsu9F5A@?14JY(7-; zg9nLW{NUI%jJ&?eRL`(IJdK>TO;33)a&hP~DZ!$D)}$fgQEpY$5Y1o&S0=kiz5tb# z3RITjb`T5IgfqB0MaJ1r^A|>>UAJwDdcuRsvaHkdG)3>9=5RYe##o{q4px3bt zp}7f~p^~XXDe#%;l(^~X^bCG_b87!b9K<-%)*v%uG#x@C2B8K@MJoV2(~?3@c1# hTgKsjom!-K{risD#GJ!RoBR@{PM#@^nYd)f{{jTw+5P|k delta 45951 zcmbTec{rBq`#ns9NQ&kR744KcWhP2ek(7{-IrE$$()Zd25z1|6^7=h>H}ss6koR?B*=d?0gaUBkOC zOH@?5sZPlqRi&gHQA~?Cl0#2;Eg6oqcSpueE(IoM+ZW!5@LOx{5}T*@=z(#&Qn7+! z>hEXC!IzuLe?AO)!6x7+VSKrMDtfEVr`Pnxr79Z_)ec^5_~)D)+ZMT1G~2i9=^1+x zgCkEn#8%R-6ti?cyd<_kJ8iN#ys4r|Y@}X?p32%bZf2}6H}__VU0guY= zyEUrH^uYEvnpQ?eM%vn~U!ER15y0H@Yur~QcCalsQzuzq|Nf7kK7A@LA8JZ7nHp}R zr>7USZ0zjn60~X->htA%sL<2q+`-1mYAM9*fBW|Dv9b8Lxa-%i&rS}_RUX?g(O+{y zLh<IWzFB6xtY@bI)MrvhR*St_-k@3v?@KJcno_rzO&LfHH zT4&GN_IwJuef##SSFfh0r%l2=>NDDI$;GHJFbjQbX~~U_mP>9Jm~ah{zcN-X8o1+7 z?_`V31@54XE5gHGj)Pkn87mXDG6x4OZ@fEu@nTcK@T5#`}%I!anNXTu&F`2rS96B$=mc&Qc|kibprLPli1dO zJTtIo!fjeHJ3hnYQ>A6w{9u}VR8_j+P^L)Xi<{4U+ypA6>ZU|}K5MooKMBDlTZ%N; z#YmY<1V-)72yseV;zi&x>`jnGW)?;Nb;5fJ1 z+Lmu9!fZCnFLv*Dde}`{XYmW?;_I$m zyLSBe@t~lf;iMjJ&BXeS4qe)F>gwv6nm>o_S$({{w+EEGetpn+oBfs;l^v|Cyxy-8 z5_q|}?VZK%u2`{xm)Pq6PS4hv{Vrlnl{<)$LqOnbI+N_NV*~9?J!#(F-upMNO>0VM z7`VjpynlLThAZe(?@VlssgSJS_3JDAi@y!qCw=Sb>FMt7{@sVan4Z4s;zGxM+uvV_ zlal*6`?h=(9WCvCUfzVbID2Ql3!}e&{TdtFB)dHTTmEC%elM%f&6|%NK79E2ac=It z_*bfN5fQuDy~~Wa`T3o!?zy&kUSnZBM6tCKkxb8}rwUHaHum}D?95bmke=zsFmv4A zp;rTZ-kBlvu{ST$>N+=^=UM^8V{p6_O9Y1xo;X~=DHx;qe?^Wi1~ zJp)7jdLNt&?QHwwF)H|>@N5e9{Zg(|fY{&9RJ*c4?2deQ?nptdO^0-Upr@y&W}*lo zBO@a!D$2(k?M3kFT4ZDqK3u$HylmTTW{=uV1y+cC_ zNEW_6K26Q(npS~354(>4=&D?r?ORc;>My@RELxvVjC>Q-t0-eO+xf-05m`TJkJ-kT zEOpJ9HXZMM=&fW*OG_1HHn2&IKQ#$slEo2N!bhG6+?j9NbzLV}G^Cu+*Vp%$oAmhc z+}GX1W60Naw0N6xsDv=FIFGDm)shh^?UD25jS!CXug-Uy_MLIKYWyAPclqL5TU(=} zqZj6;wr$;d)5nK_MP#sGZumU+k_|(H%+mZ=&;^~*$;tK<{Ts5+ZTByB2g)q=zYLcT zU>3g8d)iljDEH}U;>Gvx-)n1YkpiQtw(s02ZQJ>Fw7b+IU9*qg9^Z(_rR-DQx^=6o zi_392xuTMicDIrI$tzmS9&at2c(}P;$E!{VGnbbHu&^b4U$e_S1$PsB{$)G1Awxc` z>DjYqd2Um~SNbY;1jz5&72es|$$u&54y*Ws@ipYy5qilN*RZ(HK4Q*$g2Q-~qI zb#8Kqhl{JfE!SC3FQT@+kRbYfai`@WqVaV<@ev4!8}IIghUS~qy!ha|LEutO?PO59 zdHPQW33fRJg-=PBa_8sgIri+ivivHX|NR+j)feVg;Z%((<-bi}ExWzF{Z>9r!YEZk zGu=F<$`sjsATQrx*P)nw>j#kl(et30twaZxVWh0}LTjY-) z-?DY9@#V{*lFmtpn^mmjqEWe(OLUsHjIa{Ny_daH3 zW>~6VK|^`mdGusnULH27CBxNhoO+;9Dfnr1s^JOWLN-d7!{WS)-Nboui~5AJj~{<@ z6fSL2meN;D`1JX+^GJIes<62X4ME=upH+qN$zdLv4e?$d(PIvj@)bxG-{!9ibWM)ieaoX_g*~&L&H8ks4 zO*<}rT5axPfAnPyn~djtb&Mj4ltHTBl4nOoM^~N5$0JV!4F?0&_HSmBbox?Oc0VjQ zb;NxjF|)av;g(R=R;=V!a!sEF`ms#scG_Tj@ZT75T5xp~oB+l5T;9s5eZjh~jC zb?5Q>Va;N0lL<|hkG|a*DO{4?x9=q)&|`Kyb)^4ZZS;#53MQ%HZM&;Xg))}5$j;9W zBpauR^Yd3so;;b3tS8}gh&ceUryi@yCgEUvHMaRFo1LAVB!aBKeWpH9i|GFL4X}2= z_S7=AN--Oz_Ej3dFEXtUo7cX=`CJ;ZApn18XZpg2R^AP+cm7yW;W^Xun1SYl7xl`U z>vn8pV;k!0d#N6ezuLHQBR4nqV4;m7weJ|sn`$vxzskz9{ekN76Rp`->YS3C_)lHE zdR0$PPhY0_{Hdy;v47~FZwCV2izE!$ni2sfM0Zf#lWZ8i{eD`y5)9L%i z`?qhejZrb97aMo=(AR&C`lVAG_2$j^cz?}WpZAaGjZ91sj&rlK&EKd(g4KhwW_m+> z7^}~7TQm?!d^|iX!sZV@B&;!O^z!oR?9_`r?ix~O{cx@?oVdMI!H_!fCj6dCA}8~& z;5KvDn}C}i*=z2*yXa0=9rF7m}a7NLsF=Ra(tcZk4koSZ{owj9kPB8A8uy%UhrPg&yvOX-cm%; zVG+BH?X=Dv$^Zn6J^tx@+@;@9FS7s1@Y-|e(4oD1i@$zVZk{aGQTp)c@ngw1s_N?2 z9R-(Y^|k!vnwO5xc37AfkvY}XzH~H}mAmti8)X(vtX>6Ld;{^H`|%yofG!rzSCT8LVUe7#W?Oh(euQ~%)8=yYx#9-g5V zVs1#(jIw@iyX@L+3F`5D{rA52^jNiKoqK+^adIn@@YfS5i9%hB>3&NUcf_!ppMrSs zZQsi%p%>oSYUr!dR=psUSVlX1#Rd`Z!}zsmn?sFNW*cYvNy@>vOBOXc%Tc#?@7{_4 zadGi*VlkVMLqZ~FGH6VgIlv)1>FX?5FkUWZFQ`udexgi_f;yfm^ZAZ+2x!=^Ws|?x zJ8P^$5-`ES?NoE#vE&9xcmK&>zwYhSocl?{Cr1|*nWtm*Jepo#t}bGj^E$S68|c~3 zx_EHU=n@>kuc4Be(a}clz3DPcMCHno@?8)bb7btft^QvNP$ z|9nZP39)Ybfg`k|s01w>w@{f7#n#Pl$~rohviri)dRC}>qda{0hHxIyY3afZYGqia z5(!aNYZ44a&92KUDBQN%7aVmWup(6QLa=~gc>f>{Fsg9%oej6jjGD9Tx}P5-QQ+Lf zK%aZt@*;?48RvZb@$`_1{go@5mS6dKdH56ZHnO+N`r!=~&%|pA2=MX{5v$i}X}jEr z!Bi43YkIU;Whw;=ouU=A`&P7tM;)1Mr?k5mn5w8~gWiGDVN&9_$bI`trJvt3ww>=0 zAZ7;BzM@|4+_FVYUHwr|&|dHDB9@JN0;Rs4eg4X&^n9NaI|AkemOW-ATgFYt?e&W- zi+)UdCWqVH#(z|8)49qnCDlrN{ygxl*dLq?;3GNj_w9uej?vLkyh~A8S@*TksUt^@ zXlQ7-xVShuWfU8@jO0%RTO+Nq95njaTOJ~ylP6}?{02Pg!Gi~2{#_q@2PS3#a$A;; zv&wi%iHpyK*c5l8=1)WG%<;GnLf)z-PDDBwBEn6Ic z!GJKvhud0a>dbxBVpVPOM&(sv<*GRU)p}H_5fE4G?XfWu4nG*TZF9zoD2%CFzR?_t zJnm2Yt?9aXSI@nySxrL&+2N3gNCt4WlBgbAF31+2Mv7irj-y0qQdZXVix6w(L&m2q zEe8z)4|66}INaQ@Yv=auPaZvTn)%&x$fN=s6qT~Eu@PLhr8#~%&Kl2aB&s_%RPsi@ zd`VU(|68|G!yPKKz;lURZi9l9vhgn8T@w5Dn690fnMv|^A7f?E7i^)mb=AG7_FHT} z>vZ$8o=TU|Hry%yV!7B-RFU>8c4ccsLE&!ZVus&Z#+JsMEk!FDN*U~wW9j>6Hn%)V zRno^LL*c=i?)|f45q3uw zmoD-gt~B{lZbnMVF9aKRkU5q`M@J{%FUvjhmff3iS+2On`Q+Vb=`I4X)B5>yJje)k zco;Oc`|gJ2dtXKEEBE}Y`@%$nlHl(f8>FW@Z)^}L{O1JZcd3f=fw3gMKf_Y ziQ1I=&k8IoETn5DGRh`5gp~J|B*h<(cv~;sjq>uM@-H?xu)Xz?Ulb}rkiuT?kDotZvGT60tjuwCn&HLU zQR^&4pkFn}n@WIPD8#&W@%$;o9KaYE5%Ja_H7oa7JoE^#lB{_bQweElX)J-P-?wiD z6fV2XqMy|eQy@a#jKF!OLgXbqfBqbY9)iX&|95WgAa2xKTBLvM^CgyOolMd z-@C^<@Q+F%Bl@^fGWElROsuQj=lQ_o*I835_>O(fyS2QcUMy=V2khUG`U7#|E&D#G zdj5fdG5}=sr4>&E_ee`GqQ(bkeSsFIEnUADAoM+P8Aly?+jVBgjvdG(c+uQ=*A)Xm zCj|`x|B0yn^6Aq?S+G@7fk;%(v}i~w*mv*`P~#5bXVv1n@eWeqmH_!p$Zj2mp&ciW zF}E`>Uy>{>q?fGcq2gEMX_*jleSIdBg3H_2Ivx8XH+U#hIxh)bCOK(aO<|EM~1lk#9;)5_g*71cs(8dRwI8zD;2Y;E2D3>WzK`mTF@2;kki z$N!D&%kknx6hY`Dpmf?NPkyvW&aVfc@?EUvUFUo6J>{qaGZEcv=qS;a+2Kj%WaLm0 ztL8gUHH-Y1*6%wQQeIY8mg_ts?L7Rf%5;2mly3d{;p&*rAMfw6+EH{~`LH8M9p0OZ z1?1m$UQyB0bJ3=7!3iIQ<^D0@n%0CvSr2`~cc<&ehK9`HZ9B-jv%P`a3jwhXCQfs* z%az_`TY@^2+3xyT?|?&p^<`A4qeqXf4+Y3Tf`4^(|KNEqkVP=0aA3~oXT5!VklKt* zO!n>DHv)1P>fCNt7Z+4pZYdHjL+H>xujvO{|K8nQ161l?99h$^o}h8=?Ad$w?&-0l zy?NsRvWn`0(>Yp9;NiLpn;sNZAz^R;sQ5>x<`DwwQt4Bl`$p1 zfBy!za~`NK7l|k~Fl)<6ht5S`ESAUAx0PKELf2#7i`6lN;of1KxclwfH)ZJ=xmeXR;nIhtr3)r2CO_W?wtA@&@#|-NGI!8Y zW}6L&BLI*Ls`1J->s8g%V(ZLDJGSt9GeStp;$uF`9d!QX8C;Uh(WCF~?>RxUVJC0; z2+@>wf>!WK?-%5^mTV+N-}P)i&)!*hu)|THWF|l?la_tBV9wf?rxHb&{n*Wfi)r#N zYs7WKk(T+jvnsPaP^OX&SHJhNRHti1|4L&8;n1 zqpN_gKJ?q#T?Z2Jk9r}yx9sOnDk-IF@FG(~2(cU1R#)frPC5LOgH6)@`^mnr>htUw z`;@#H{|`d>hflU-Shbk*WFFthzu8b`?n8DD${vq;!bwHN_(_$MUkk~IrP2%ZqLi4k z^Gj+as?RN`do$u7Zj${mF$+SkDp`=3nF;1Lp7!tr&hv-t7TlUQW5yQB77HFi3ui#r zbLR4mcL(&|dSPSaPMnyVnTf6Y3E}{G19BvkB(d_YMh+pNafxTe`rUj~raS&m4oEB3dd#)?eM^g^l$7@Kvw7pyia0Wj8CF`p z>j^gbz@0;t;*yfNd3jR1cfZZp{AzqdDavs~v(4Nj)H-Z}W}?&LzNmM4Vji<^6k>9E z9%)$yn5WOaTeIug0sZUPE_8+L?O&gH={7f%32C4;-_3c>z)~x}Hh+7c=(pAf|I*C^ zmp^TuGYn)ES2=g?xhi+E%hqM-=`F)ammz-B6&XJJqU&m1r-m0E7tSB2O*OCMHk0)} zY_|61!ZB79&u@hTmut^R)ElHeDL3|g?728&lGfCkX`?$gr1;POMaTZKu^}FtlY*0_ z5^ppT>%rFO*a6FiZ7o3x7&*APZ{H%eEN`I6D%N3kAe^PRrMD|LfN#9D6d`jDsM2I; z=;JO(@S9{=rQN54_dU3aK!QY-Ve_@T9EB-L_W2Vj7kfTm3nAwI{*5iKzgDmx_wbLs z>~oG%_Rs3Q0OXTv7NI{^Px7x1NnHNA-RzyVf#y^49=*g<69WT-bu=HKTgRk}Tl|#L zdrQS$1gLvnMP=}@di}rz_)JrQNA8DIEICD4nv0wJ0dq}FjV`g^7*#b5^$7=0#~dlQ z56U7mMm@=Tql4g%qez(r1qBPU6KT6Dr8{5Q2&NA*4Rm#}A2yn5 zOWgiDXqj%d{bi(G+2{NB@2?z~ko6P4(%a~&P%1t1or1IS1f34#Lj?te=p7s&Vmr}J zOzZhZsce2kH6y)OOR`~l9&*I|Zn(>0)&ZIU zVM_%JNJHaCR~OTc9cBYB)Z@W6!ztI@ckBaMxSz9Q-Oc%V_e6C`qmTCh)**pP0b|6d zOaS{!OSji69i+U|V2p0~jqVjbAJ`Hb{IK78Ztm2V7QjQtgT|Nebk9Jh15U`6V?4<9~2bfMJ;qL%NT5I1Z4uURLm zBOGufMrHNt)!DggJ89mNpjd>kGPuTEF3jUynCt)Q(M7)_WIxXA#3dW{yf*EV!e3;k zb8>H*pW3FxDI?1%n? z&4Z58-6T|&Ot~AAE~%mEJpyvazaY|Esq=2T4=1(=ii~Q&oMa=|O}p zegk7z!@#_mnK@1+_NSv>zJlY-ADVWOR!p0HH7hEZK>m33gp>`G6;k1u%?TAec+eg+ zjh|H`S>=-Sau1JcV|}M>@x%t^f2!a34G=opKE6^V@8Jmj+jVzc(=>RiHJ=Cy3Oe?q zU5ryo3bn(nlnG--LgJ3?|7U-SnwnZ=jalzW2L}ghYim^D#f3TG00_r78CaY;Jf^sU z?%D-4S+=KJTrf8`hsb&A)F~*a%Z(G+lPCSqLJV{LiBzcgh<9{qitO6qz-w!0h*`I0 z;Z!LIT+T;UMt{>PMZF_3 zJ>t_s8XY>nGO8*|@7;>fGY!a?{WUL7$jQ;NL;Z)+a%Fycv@ZU_*QbX{MG}e)&h6if z2xb*FuSEkHym*r%h+zv zA+ocD&dhpNv9oGwdxvZcSe#n3?1+T{-Iy?Bq^PQs0!=a}YBtA6gdeB1n`(2G)NTZu zTLgu;5x;`f#S-ZB3+SODSv!tDm z59d?qeeEG0ZnUMEcwZ>l5^cgU*)Acew`rNzZVjj4uU2EXN&c@k zjr$3u=-qmi5l7b#ZR6Kwlx^G)5*$pJr)s#nyQ4GMEp-NZA>;c;6(?=b5gxWH=#v=q zuKv5oqu+{2sWc`=O)_gdi-8Oas!1H$eWIe!i{)xv=z}h%86TIIw{FW3-n0A?6ifx< zqobqCu>DT9R!9>-t@PbG^Pmjt{;DY74~i9scJIB*CdugyOoBeqD<>heSYdpa(;vy| zz8hSDJ1Tv_gJq(qX|fZ?L71K?H^*NPFl#%%2GtV(eu~4HTzCKiKyvEq}_Y= zETN{q-E(dT+#Bii60IF%k#oKm=|C9)Z3~Ekf{Zq0R)yEf4AF!-`QAEX>WUApZf=ra z;!^TAGcxM^Jy(k83%%2OazOt*dL@H_hrwWuANNs-&Fc+WL9Sb?*TaV46_VAg-q18$ z6R*EGyC3oh{@fc&>@eKgWS$NLrtOMi^nS81{a#r2E2m~ZLiK?a4XR{bp7y-+Oki`} zZ>MJ_T0+NT*PEbEg|*ozE5_T-?tSvqDJEIDb=YjdDq9Q|s7Xovb)%V~Bv}W?Rj?E$bP~69ukn3#|~A|j3?H_)>~z`jzh@6%SplksTzEW?CCwp`84e?poEf`Y{YjZ3tE zKomgJw8JD-vqDlc-n1dI>n-RSFiICZY+|OpLt5_#?dmP^ee^iONWMi_F1aK@1 zv1ZMhmK?M6X4JNYUmrF=pDMUI8hPd={knC7XlbG>lRXFN|3hInNpQ;X)=UhOAw2Ev zeIBho0#h7+_&#bqD_|Eh%ZvIGV~ZkoVp+-NbTSC4NZCpolg|0Y0UNp&(O_ z8}i+zu!oKm8Ji7+*8u0?!}*ZCWc|=BSeolta&i_wBD{Gr@BkIxX;04ri*Q@BkjCs@ zSKht!LRa!PN!I44xe9JLkU^rmkR_4SF<$q1D(AR{5&xUHOrG7O6uzUSNW}GRDtrlZ zBZa!O_a8oV0QwMiKl0Q(a=^A+|LMCw*v?3R5D}Sttn0}n>i~VHEnSFt#royQv*tyi zxIx2U@4O`-p+}hxYl|1(&Oadhts{(zXr-_9A&pM5eu%Q-($Y+`8u{i*z2D!<&^k{Y zS;BYoY+h^TL(5(Sl9Zfs2ynr76e1y7Ce>h&_wF$!66!2){}>eck>v-m)xg^es}_r- zlO^)2FtZY9)s(jz}gNDR|`E6=Ds>}5Mo){ z7?s$w^GkILYTQ8!Pk?(W29gV{4?eZz%g)Y*_=y+7za3b{x?rZ)++Q%H9LiHW0hg4A z%X$ys2YCI48crWZ(Jx$_NKQvcXk}KY+vdwBxxI7DTaS++8~^*I;ad|Gb;i0wxogRD zxiZq8ZzWJS@LN3|hAnn>G)z2G(qa4y2WbR2S(_}X~&r6rqW7zsyKZjd@){N)Ms1Cr^Z z!GCS6D>gQk!l?wL7&`QpfR{>gob;KX-}%~UNK@;bbDLuWtUz*JYE;+Xag@+gFy}M4giSuL&K_h9}`t^uMD$O!eh+uLUXc17f&QO8@^`L&zkkA;5rQIOxxzQoy3G|HhKe=K zuw^blmSJ7H6Y>Z^sShKB=ngot+D=&Oy%Qe&{oDSesO7irZm5I=kM}fK&VaPu5Gog- zim4D%OJ)oUX&b{Kl9Z)QYtlY1Uy~JnZI+{RISUD0he=0FV6?NRr!MNm26nl09_M-( zt`&7}k`9XCM*-WVuBMO_JgYfKfQ+YpMMu7!u0PlTe)^oaIvHjE*|)F3?)%McgG6v+ zqXs*U$-cNt_UQ#kB;jFU{NCGz%~g^6LnTSu9cW$TO`bi>6Nfri{7H{T_WVF6FMSBD zGFjTb1!?nCV#(8N=$2@Q`}uP>aCIj`QT7L=WYJ|va(N^uh&dezpaWBgHrdc z^*NKwN`5_t-E* zT(|T-i;k@lQq3-6e)OyKT*9O^fllGDVSUl0r^Us!ZyX2eGb*5+tWOsCX7YCRm%r;R z07y{1;nuBN^%m&p+!>=yPcC4$(>YRG;-cKte8T$bJ7JfJx(hK5hHt&7b=^mggS`Wj z14jteqLrL<(YCFLCbs8OV{Ob=$C7n_u6%4GfYJi7n~$za4)r_EDmfvcc3>jXy5`6~ zN~$SUrl|Hlj0OPIII*@Bo1-OI{H>CkkZI~_OD9!qZEg32<(xZkV>y@E=GQHDEXDZj z^k!UIoGJ`Sy16vpCsUUJd;uATjy*a?aNvEB0p6U&C{3ns<*b}d~fDghO${DBM zT@rx4V7AA^&${Xj5CxOF&+>26o^wnQR?jUe!BVGMH1Kb`nRp5b5Os{(dm8371lmX| zxDUaAM!KvY+8Fg7jRQCTWMYUJIzc&5>e9aThJM+1D_<1r8yk8A; zj!sJSho4(ONiL=3Am6uG z=PE%T?dT{}3K3cMf)tFFu#iotfeA9n2$`vX@;ErWVdM}MokAuf1zcb&^e|CcdNmo) z=bM|I7yuAB^p%jhQlli=KQW8743wVzXpjm!6bvr)14lPBtW8>wkdu>xZTB}$33jCu z*-ID&66p`<{ab@B;en!xOC#&VQ1?F#d3nO5?*Z~L2>c={FzFG2_JgXLfKd$~fW?`w zgu+}N*1r&;4A1svUc`wq_E~@WUeK64^PU#c_G8W@vV59 zE-xS7r9!x9Ck8@G0dQ@zZvsDhzyXOw>~yvALru*U{1X3*AMxVf>|Q>QV&C%#F2XSJ zE5?vSNXE7vQZ~#*eCWs~i*&yF+>`i7_Bl{|u$0U14Knlh!os8tOV-U@2vX=lO@`7v zVWCYc+Qqai)_bvh2^JmzxY~8t6{sx{C@I||?CLkV&@)r@S~d(jrNlTmWMK=tdKFP) zj01!s)db85AfwF>UT)d^hD%V;4!_XXC-i~)fh(Yflt47V?T$1*;opq#g|$-(U1fZ~ zO?J;#5O5ot5wJ-#?iOU0X1-qedia9kUdQabItWc|kdx4OA^``0n#-lwXCi$&lkf zcJ6J7ncPq2A|d#eTzWg$?q8~MhxENXqsdbEfBPo#eppgG&+d{BTWdb;0mD*PU*A5m zmy2{9t9(KCKfgr4A?-cqVpRdghm%%hUHdoPt#m={g-%vyewjXK>rINS{ki`}UYcBh zOP2k;)4;^g3feB+m2&@$y>S11i_rkE4N1z`S^Rg3$=5K9E~(Rwg8V=e8XM+6v2!gw zJ;*M%H_7Yb)Z*b7vAn|~$`A1_stPk#4Q=VQFCemUQetuX$%uF6dyUw+bBrLnOHk1u z-H~6I2SASC+$773oOocb5wXNqP1U@IIUW}3WP!b;Hex}xx z{yXYJ)$}*{QoVlZ*d*Nu^3uk5?ZX+S2g$#3~XN$ed;IFMeP@kZ8@T zhk9-;CHejOUl{K-$nYb{Hf=hDE;FK9r1&DG<#s)h=mD(` zy^F}9K%{$crZzYfSX8;lFL=vFE4G`S!By@uAkaSLusbj-DT|W1^Y>?g7H3!t$VmPA z)#hV1`R7zr=G75ih8S6qMVCarQ4|7Ksc~9UP0biUH0DOgF^|KC4?`e^-MuM70ry9C z1I;TVy!J>+YSG$#=F7ypko9H#p#4h!db_f{y?uk!ueXM9SS?o(W_$kSZ}JKj+TVFE zOd?hHDP-0GkXKnhz`I6fWJewLB03TNWiJSo(y_LCH$H#*xVy1v$6BH17qMOI07Qi?oVovH01^-AblUum7y-91qSy8n3oLZJ;?W~a{E>Q z?{#F^8K!rC2_}RsU`?3hLZ=6nO$Tx%b&RvU|wsVfunH{s=Cf$_yrr`!Y%e>ik)v8rE zm?oDmPyDDlW)AnWt~Vp}^IzlRZye(Z_?~6=2QdWmtq^KO<6C<6#~zG+!2W@w01+G^ zKh&N-w`*zIcR?;1YV`#jmzanMJzO+wQlNNHnzgcQ_0b0#I-!+rt_G77T9!>KJky_{ z1T~q22YEt)M#_a73Ns9NK}pn2(L0)6mjpx~b>H&Dm&J&&EMB;R6BRulV?J8g_Y$e(k9ZYWWhPv&G*( z=+avkGQ1ng9L`$MIq#o`3C9SU^0@7XUEeSofTh?J%ot-}Cn``nm_pg(eQ#05>`Lcb zYJ#2gv#^kh0;`Ooe{nTn1h|0$#S>|bv?(O2hlGWB!f>rcIyTp`&rXd9EI>!SixjRB z6^(`o#+|I|;_AR(lSV>Jx$$$LCzM`wjB!LSse|Q@p~WsW`va0KR&V<{ng;m-Y5`-V z=~eXv$KJiiX{*qofHng2o!~Yr@LfQws~C48H3hK0X32(yV`|A20iJ?0zZ$N$j5xmC zm$J3h(@OLE&^B2=tTxvmFcch0)GKL_d=ro_+v=W=3h(c{3QG^n<-A)zv)JSbI{Y}> ze=Z+?UtC<=%8RYegxTAp6u$e+ zgyioRT^PHyT(i8qpV8z1=<26cK3Yu(LOLbs@-M%Xyn#J|i z^cYCCva&+|2qvc1m&&_tNGQKAPbl|zi<@gC8XGZ=0FiR?+}G`4ZxrhK|K6Nuk^{(v=41}M<)9<*!`%%G)P+YGfcpyzix4kmBdgqIR@P_t?%9s@D#fZc zBe`Kd;l^4V=)vbM*qhUNTaVRl+^22T37qB?*CIqHo?2cIIX2x731P`qq=Do6qs~X8*N|oKQ<(j8+qwE<+^5vsY3=Qe;tXZ`RvcMX$n#09-%dfOM08^D{ zdC8$0kd4_|bo$cvCX3(Y;pKgknkwj7V@?fM5wzw&1EF&$M0-~Z9;Ff4=dMe3kdVt|xCza_UH#foU_o`av z?2pB@=X7+ET8?7U^bJrF$_#KS>P=Eok{p_+CZMebVhvz`KN{;R; zc-c8Pt{w4Ot)#h~vUSJml+BjeoC|8f4jLo!ay0oN>FJKBiEa}=i`zB*OrcoXXU~HG z^^DCx2PVxyZEbBba6m&FL9Y!HpFdul)*^DS$^c{EfE3_`+~qNTj?ekxE-0_@@jRt= zmfin&DA$%Jj7xXYB|Mam5_g;AWg`2klO|oK41bQFeL6~4^g(yu4^O3Q!wZ9FIUT$TzXumcbMx)jo}R{o;J(m=xA@hRV$887!vcyFTi)gkf(tW zH=Z*xiVg~@gAs?7jqTzdNSL<*1BsupFPVF`nabiMp(C8Ih4xtC<&G~3BP+w+DqMnDnEx@o&wGjdkk0>gscyJb@Bg_};?+Zi7*}Yha1Y$w zd00UX=UT*BuJY|^=67~UcbU0Oy>fm}PI5-Re=pm;kks@|8O|3=mzN4?X+YAJ5EoYp zl?d{KgYKV=r%>0LwCI^&4tVV6&_Z{SKS*H$WVW@yqouSIRUxvPE2>U!>TG@l?x)Y*njWghRu(v7p@mTH5$DtwKH(vR{vaw z{@>VF^rnVeGDl(_>l}18#q}!KzDW*-c%Kvu(9I(xuIc5939ii7ufK^6V<3XY7w7Pp z97=go?>JC|^wnQ_v*Z1QB^`&4?9nA1f!q1UJ&zQpMw{W`!=)yTiHqM=R8rc@;p{wR z9+y5Ha;XAbt?mni?=KG7g69>EPd6uuynBR5e8%7Ac~ot{oP(bn2^ zWM#MTyU5%_#$Ouo3v^V`XK!q5Sn;X^B0AiPT6eo~!J*HdA$en{D{WY5U^Zx<=}n1YA8xR!mF)%mL-f zB9lhaX230gaeB!ZU5AV??Jmvo^t2poQtv^uCI%Y*JzLyJsMKxAT$KyzF)@TwA;Za7 z)siQ|l!No_huhk7(x+OlV1&$>RO5lC>jaj7+DId0ss@~Zk%dEo8WKl086}d>1i{k; zU=OO091)sKr;4kB5erZX{%d&fvbBeMdof%;iC&TV#I{2sT+LNgqX5GjX;;nq0vinU z^*w&}jF?AbcH6dXc#wbt#OFu3pKGxjP|lR)01MQf0@omN?y6;EWH{N{GTxHYOnk)V z=;Sn9pV)%dd^=iYaqU+%+shM5vF)!m?bz`Y%_dkqNX8H+q1;PR*Vc9imY$q@ZM9nb zZp}h?BZw|=$-*od6vT3=S^Fm{);bibnZ>r*tc-&_6Z3L({Hj53r`iu?v81O$_`GxH z4o)GSM$rElPW2%STvn8oK{$z$4=~R<@a{{n!KzZsvmxrxzv;1eG1UFz1EXSAr)PP0 zR1Tyy1U?!KUi7T4Va9Z&51lbl?`L8A1EvfnrV#r-1e!`u2lK)GaF&AE!BY8!jb7-9 zyt3{7piiXkEaz=y@TapHA%~^K6q|dP^ybW@1GONceg0$Zn|RDB>7MK8ta^)7gI>$pO3D z1XA<%k@P>^T`H=|@nC}xjb%vzz9edSO6s$ng!53dBl0u4b!h&>{S{~4+tc&ZQ~d9r zQLTKzDF#r63%H19^z5$s_vf`_It97MO~#w22m8VPge+MVr^X|_t48PVUqzgH`ml2v z0!p2^aA2vwpC8$k3kXm;=JQ9tgC=s;jdQPs1>9 zIm*hF8JB&#O}sVl|c&Kg;e83P_HEC1H1(P{QAfko&$rK&GPMDuowVox3CP=m}?_VMqXTUx~#%jI_+$f2@gArsQ*ocCESbW&7J74I^4;KL}E#&~o;? ztq40j2LcQ+z^XB&3+eM2Feau;LPIa9O@zA*i=XFTWAk^V&T>)YZEGF(YHd2yvyE9m{f1x;=vryi{gyTMUKmr+%bD){O<~x z*HY2l#R5Slw+H%OPWXgmBU)`;aCMwHa|W8b;DYAgE2k;}SZ~GCH1MzpG=CG~WFenp zI)RUaq{aC6(|P}1ftMhq9)n7Rz%D3skSTp+yU-cVhEUZl0Sy%GRUxKODVOSp|Asl0 zYH{?cQc~yWC=}SdRyj-xxw-<4f&6N7BrDFy!llKQ|NgqR9kO+4_b3|QM#D!UZeicV zF#E_<{!IK3o~09Pj#A1QSyV*Golp8V{?2Z}@x!o}oDe*iKjR^8GoFJj1N`;x?Y+8v zif;YW)ACE-1jY`G(d zM?WNCNFHOs$8N53f&CfbUcO!9lCW)-Bl9iCSpD+lR?5mh{tIIWa}l znomHR-@EZvTG|zSS&CSks9Bi}$ zU?QLYa!XE$@dGLgT)Ajh4-F5uuX?`(r3ZIIh6FGVL*VY&JZw3aARgL?y`~u+wTtu%1 zg+D%Z&rHYC;=cPQfin%;SDnarQ*=n9qI!WdA?P*wn|I^X?6DbW(d9rcY~C7D0YHp`A3E~DR$U%K9%nAv{N zBIV)Jr>ErbSfJS^2KvjB*xGVRk`|ieMtG0{KE82{EG&u0ABIHf-AjL->Y#M5)0FdP zn^t7VYN`XFvFBAWe>Mso5wbNG%+1ipjC*j{PMtnYHd+7;G|CYC0m5QbZ{^^?Fy0k~ zc@!z5kBkd=W&l~c=r(K!ymLqB!qpNy0_E1L)kdOJRNRg@nK(A1GxMM-8<>TNlS{}! zZFnjK&ARQjbCXuFs^&?w)Ks0f3{@d97R+*Za*}%}TI}%*`WlRjlGsvo)Ku*HL>@Mj%451S> z7*es0i%T{E3Watd2H?wRZv6Pc4M2*|8pXgeyjUdR#}k&!%(&(>!h?c}?Vi1S*@q|H zkn)_Ho14=xfB;59Ds)KuG+-eM6WyxoumZ+;zGH4_MW+e@i|Nz?0LF#rQ*dcRv=(A6 zhYM=Q#*OdS9y)lig23?K#7|63Yo0x;XJrNZ&>T2uAjzB?{^7XWjpK=@B{`y-hbb_O z4&n(z_|m(~!k_BvGfF~E$ze;t4dIZ&q62~ii`j96+f;MZ<1iy0G1kUd1zRe^YnIs@ z=aHlVQ3tWRl6VhrY*VmYMFmj-W$@X-%jCn?JkvEN4?*XIUxdx=ut^1LTfa^IL_JQ& zEB;H7!?&3OjFEz&Q{veHh(4k_KvZK5&;66I$~xm7vbEbm>L2U4mg#XxbhkgKEXP>w zmh+of<=#L;24Mi%h6Uyfxx_zVb_F&&S4Ui6qVj6a^;~d0dX$<8)BI&cFZgxxve3w8 zVPPSNC6ER*Z1Dh~pQsQdF^_3jfZqlK4e{~u0Rar9b}*2V&I@^Yn!wVrv9a#atC$PG z4*TD|yNL4mL0y~yfJEB;DtZF&!jrvmhkjYPI`{2~N+ATPb>fLW=+tCdHob-=+sOc) zAUxKg&V1stKw-jXYsM;a)U>~PuZ6_`T-Ll4mRPCzti#S3v=mG+BFjb*Nl8@B@Sdy8jJrB1zO;921S7-q`0p5dkvX;W52+5e2z+-m4 zejV`_DEKux%FYq1ngeGM2p$ZyDPN0_j1g!f*m>*^G#$0>(n?GVF}G~KC5NRB6}G5{ zjx#sje~1)qXYtscIT)0opfI0qUr$f(Hk94~A4J?-XBY-z&FkXGMZh$!%*Z@C?b+p*ZM>0~Kt9%I^XBL!lQL`o*@Bbf@lD$BP7P+DY2*kx&np&u~;>iEg+?&VcxQFfDnKD&mO39Rj z%o-#~QieoHMWakfB`J{%mt@EglB7~1ky0U{LSj*(6cSP)NoA%G)&5>(J@`9LIT_o$-d5Zs65$H6%FL>(9^CbUWbKb+}{zpr6>d zE7M2Q_>4KB?4OrC9{morUb{=%E^SSyhD)z-siEC=k+_o&W9divOYZgN}KfEck?hL_M z#09Dgw)W1>Hy)`Uy{xSjWDB+0TvfQ!=HxS{5b{x<%N-?p9S?J}DhlKQW9L`h-w0Uk zgn*Ka(q7>xt$q4Udy5_|_nAEJ-l(}*-VWRM?Ac?WbmrpK`WelkWH8w=cRyjaM!)^b zSFZektsgZ!iNju^p~FxO3B7<9B_+FJr_?DdJvLqXN?KY@g-5wbwWM%#Y5$?|&c4;P zyOI-EYHN{*=lgDIAFG}|*Hke5OpY_G$8K~{`{dP5k<@BxYQi%hN2P}si%aJVWg*g+ z6Z;d6{JLpMgqL4w{w}@=hXNxaR+_R+*y%&+>cw6v6l0TfF7yWGc^{r}9@|d8Zry)} zK3}&>!~T4~z^LYRr!rWfdTilQac5F_2qe7*^F~Qam?&IYX-_W~zBIdP_U0@dSFV3a zPA_1d!_)S;&emfZm93-GF0E&)Q0jmEMdxHX5tYNB&o%({Xw#uSb?<*6ym%KP*R!Ym z#RqeimXU5%Z}YlGRYgi&*IC)h#-@9L*ky`HXPVR;lMiUdwg_&$B%+3eUd(nf6<-G$ z$4g@u##z%|Qc_!6ySfvnT`^5$r16JW9X5&)Ti*CD#;NKOIxF~_cXz0f0f#;9VUwnR z%y!iB=tJVW8&c2S^lRT`Zt4K(b;8-??}R3V?HV{kxvAlkAf4wU{QNwy z;akbnh4}eR=@>4z#8yVaG&*w9h6~4+6GY=0tj-pnakR+uQ7iord}dR~)84FwBSmmA z6ZWY^c5gp2n9`r5?hnEeTy35|_bE7G_~TRA=n*4~0mtUdIef1IIU(pok3F{)voIrq z#HUSQ737uc)U&CAXQhIWg~jD=@OCmC|91os(!PX?a}X$VLb zva@^dCG)s-6}y%XkzJE!;%EGc3s2xX+D?Jg`8iy=TvW8=Mz zyIlQxYt~Pl9$g^z@<@jC({dlMU&u=Ls_CV>v5lVHuG@>Bj6_CwWMqt0ADC>IKZ-$A z9WGD37ZjZ~JEJ->X?DvEkWd#lL$_T^;pgEufN0UiRy{o*-B>_eNw7<=Lkvq^1Y4Y& zm$%l-YZLs;k|j%E067;C$t|}2Eb)2i`Y*QyIhq{*S^a{9rzmORv9PeXaNiMuGw7rF z%td0!bNqfbOGh>w9|!Za`-AQ*1LXZ2Aa_3t_$<)OD#`?}Pc}8MR&n>C#yyL?VFEBs9uWZVIRwW|@3B7saR!Hvy8U5Q` zh>_`;xH%-;8#9n^D3vCyBWvm$g3*C0u)cQACg_It+*Q7-e-~+w8?dPH>aNx{dDye2gJyo8rc` zl*(Ktfg}uMi|$~s9c$|_>x4%32DMWr>jHg{vNk8WyL> zqK$1oww18fd@@q>Z(;vwiwck>Sq4h7Hm37Ng(RQ%AdHeS?`yOom%>Mpt-^jjbM4x- z%a_Mzt=`{%vg0h-+)%aCn=|R+Q`Xd63+@2(w${^=#9Z7Kojb?R`*#(~2MOI2U1xdv zCEN_awAC5IBv6!ew~vpwm#oKyh1Jg_BrIe*wB^jAp2XAfXF#9vC(Tx1na9o|J*2jq z6M*&oy+gmBzM_yS^Do7Q(`44_Bths$LE14%qslu56(@>rJwr~f9j zIq33gerzawddhax!emFP3M!w&neM5G+?AD;$Dx4_?4I4IW!UX!xQn^fOvG14(mL;{3Fp=@q8zW|g<-#4Y zalyYccx20)NP4_WMn7lydl9 z^W)h;ZHdA$E2L#Ko$KjEE}Xxl=hGW2cH}--8Xxd4e02n{W;!>2mlHR#P^!% zJtTU)<6%%_da)n?)nV&oMS#(|HnN55vS+@r59H!ZH6y zBtk*u%}oj5Y-2`dE?TyX1P!H7EOs?W3n=42r5|0fruxMi<+x2Zm5CF72aGQraDp1P zK)me7g_QdD`?h>j^-dhl29Jq%)P}1_yy2!;2$Iv=v}q$s1L)Q;5jKqBG#orjIDEw0 z?qBq>uUITAlf)tcCNacg70s4hj~-nE0hL+N=Vb@|eXF{!fk{afCr=LKM)a6Ur5&4RdLN zkmt{z?>10U!h%Nglk3za_?MGKd8EF0;oH00p4(5JJTW+Fu1e^+-#0I#L)+FAjobB) zLr(O)m(gLnK26+8s$>|$hpVmA+5zQ#PkexGboyaK z*-K7tyz7ip$tfunU%Yd_omukjA(ms+KN5?)|5;2IuUpvZ#5rdZ5^gUZE30wqvSeK( z+2x4>r~CXle*+~O8yh8B6I|R@NgGgVnp<1b;(xzycE;yl8_~cxCw{V$7}=$pV*WuO zKB0coV@|G(y2t#P4&eFQJ9D+-u?JYZ=YE(sLiT+4oz=FU=_}s%zbN16(y49hwU7K` zQ*Tc*c>mkov-92umC50E%D;r!xQZoK*sIxtuDK<>=pvc>>r|_YIzhivY=j;xWLOpL^>dFkQP(>=9iN%Sc(>BI9BgU-F6uu2aJh{;b0Y2Q5B+B-C!ywRCl&9-Er;LIY>7Md&>oT6 zUOA5*&6_WJ7tR+bJh4;JSmK&Lg0$tyCs_rz3Ne6 z?&bFFtKLburGZN#s+|v#9N=eBnG77_q8`Sc{RAES{Nf5& z*#-zFGSzik@^75m^Op>}XiS{@4I}D5l!}z%9e9;22XvBDa>VfA$e2S@+icshP4+KY zk$;nFc}}P>ZW*U1q8w6dl@nke)YqXCM>RjX<~w&I=w@Ld=}oNx-l}U!b3Avp`On4R zz4am->NV3d=5GVqD)j31?}tC6Rrnkg?Zc@wxW5;hv%|(HIjvzmG{5v_dA`Y(B`?Ex zE2Q+w>Z#EM=WcQugEY{izo+^56a*ppP6uhJ^w@uYha#LPO-luBl?z6oX=2y}ROIsM z=r%+(@V99lq-Fl|VL9f8(O|WoJfw+H3*_$)?%sX%?H8CP8I4F@(_e6QAV!0I2dR(w zk9!~U>Weqz0F6r-scn2u`Dp}g$yz3K%Q_I)D5K%0P6$ z4Q|ioToz<@#aB-4wA9ql;m_a7OSN43mKZ1BjxsT3sq7GHz`AG>ir`=i5`T&_ef^t! z03cvY{MiC0EF906oxyE>*(vWPljKe<#H}E4W9!9>ZQEz91`IG}TX}khV*>Fq(~s0( z7dj2J4WG!^Nu=s)@x`T!lWk1fRH(k&smzv(kXUfw@Zp!FjK-8j2?-xq{gk#|6`ZRr zdFIY34H)Dqb?VT;>EY1${IgqIqJYCT{a3>4-DYZ%1G;v+@9lN2$HmS-WI!CXOiv7k4(%%V8j_SrX*)bqGTC`{dPC)1=I)Q-kbPq)EBs6YB zipHS>y#s@TtO{BB3kcSR_>BlgskDI3Xr=hoUjT^**)SbS!qrnjL3_nRWnVqhdk+45 zb5PIQckUP|cZ)HrVsMI6eiRbm1y)w_O=~H0u;ffd?nh<^E6Xv5I~8`)LmSQylrD7$ zD177bi-aF60|wYDV`4IW%^;#&AUUV~d@Md#lhCIJuozD?SN-t*y{(-cfm`f|KIz+h zTf>ZF%48+N!nw5v?k+VrX&LWw_HN}jAQTM90Eej{D&D`ppTmkWF~DdKBTIj*OE^9W zRrFJHY$PR(mPLM*fF@<|;O$xEsp;tiuUX0mY2n~;Z{&Ou5JWl7Uac4s7&yfMXBT** zb(|k{b$O&Xxw#FrWYI=cnHxSo+`)e+VTfJCu!h#YH;RjkGc%{C1_P^n<^VyP`{a{b zk50G6<|D9AB{V%0H=`k@co`X0Bc>nKzu=|xlT!+PPQ0$Eae@5k`&D27NybMi6FMZU zwgFN@WKclSCePB*`!^-{o^rA6PS^~#k7zeV{J_see(&jgIhct%wp|Na^m^a-J1$-7 zlw#d)|7D;TFp@bS^mp&l5~ZJDIXpNAm=;?X&c@{+Y%oOwl|lvMIu7X)GG;14Iu3`q zyy2MTrWvdOX$Ab=zH?{i?fU!5W%}v-qz4Q@ww`3oK|ZM3@9u*K3#m>y26!mYVY3g9 z$j;6dU7sOO(3yM%0K5=Jaz1G@$XJ2xxW)F$xc8q$A+Gw@7wrGHE%T)%9xk+%}@aCvoV@ zg9|00!=y6N{#u-6{C53;vc%!@(b#&@NIYUgZuu81wl>l}hIE0H^?cjuwV5?YEjMcLxL%Rt!Q#8G&rOYu9r=wa%B)RLkGKz2o>q-OMlLtYx8~G>B)7 zwx7kua+?2>iL`xaFw?9gGw^Mk~^~v9v)4)S^h;q zvzr9QD$3mola{>EO3d_Y<&`9F2e1u2sq@Aqy9 z)9EL2uhdGe`m<{@X`3ZUDapxkrhJy%`P39=AjP_9bJapox;UHd!j5#9?H7 z!Q_rI<+6%*zReTQ7+GO1+7Kw=_!U9JMvq=TZ?_a_UHLz~(5akV;bZvynuJ8Xw~l>- z_B7&1^~spQTK?I$Z!Z&l+fUC4Hj2S0`6{IZmJV zj|{k-zl%rVoWf0@jvK2>NBkjD%fQWp1kix-jT;Uv7@KU zC(|h=D@m%MJlD+AS1n}!UI-)qynDBC{@0X$DRxR;5o_A1+V|O5+zNr(S3SRoq2oMw z(s%p>EEn%=JD{t%w%OG9!Y7~XS_%4Xw;YZuJthR#JRYl=Yat;qVg_GwUwQu6){pHw z8@sb5O2;uSR&0C}61`pKQhk5mo6G$-cyv*ka^Piy-#MVrExQE=n zx?B4Z%NJc8KT>w4ayKQ8ulTV?2&5K;Gep*|>WO;5{{2Hv&0Sazb{k<&z?LvqyC0!#k+U@ z!6#Zp8OAM4n$fiRf%DaP^JMQ{5?dyJ+-Lnhr z3!{XNy9~@MEgccm=`0;Edh~vOO}7_LI#QWij8%|bzxm>Q$Hf^#iA!zvY(9KE&SAm* z;Ez6h89Swi3GePYUobR@FW>}OkPtUP%Omw@OpugJ$L%+vHCF(>g6eYs1nl0O!?7en z_J#3&Terq#{FPMctcW}$1owFMMz$fNGkyC&O8hRXN#5LX;cX0+1F}daf(s_!n`*va zL*Ia1`ZAx$d8XNi%4?RiMfbgpUbPnH<_6QJcMo)1BztK|=ijRW6wYN@TW$a-E8hGvi8>tgGCMcdBEB%VAIgb)+1Ue> z8lFj;ojK%>xO{KX??ryY_AcL(Ke?Szvj|G9z{*9KB~bHPx1=CK*di#>%kHh2D( z{_idxZJR|dju&ukMpMK7!JUsBJ$jV7nsfEAKeHr?=}0IUc&Tisv5H#bYr8^^-Ui?C zY8QpjOGWHdf6BPf_rPhcZMSV6)Y{j9(89CndFtfJ5ttFsi@>u<3ms6{{#K&kO}c7l zgeRbD+4TmfThBFXj*edyIcoHchvNb2;3zY^PKO*iBzmpWn*BxL>@p2ay+JA}(=M+w z1{^^*_^g9mL+S*=1-aVjK3_6vQz8zb4k1J%650PZOKS`$TD-QOH3Qt-y7~qL1b~9s zjuMJ;2jj^aK54@xH=(Q2Lnn2xD?$P%1;JSV_!up%pUf>9c!Ki=Wh6NAGw+-JpmeB4 z`C+C3B1a-AsVxP;`&qxmfpNdbGk7BGj6gN1(FZmCX(;DY?d+2crck3oy1=@r1feFcK(t%5vVA&DC3x^Z5vA5>F^!03F7yxO~svQH2h<&JueHPA?g}VY8p_`7>u+$DZ+teWbds_PP%e`p}`S zJ+k-0_z-sXzvKBfi86Ua1E{0B^wSyIYtQogM;7U<*!rN7ADII89@}kpF$^9cmEe9b@`%)eq=~F}#OTr7@fu<`Lp&VvJuEWMO$D5%UjS=yZwN|6 zB>VT9(1^^r?o}KyMriH(Qk<5Mk}`7Gu)w=Z$Auazcf;Rg1@Tc-l>r{u#V_i^qJwB* z{TnGCgsX$~WdmOYOcrY(w6?I(qThdYb&j((wEp^`++lbeb{b@E_JM(Dd}CLyoZrUv zL$FWRJ-7LzQkPF`KHWx7c=WCG&Ek(;N9dhS^$a#z){s|N_WbI!Q?`Rwl;5e3=!|m7 zD{SKY=z_-{F*-}UsyDZabRW6A?et{4V}HUR(YEON^jzkP^Ew4%wzheB*H>0Cg@0fS zyA0Bj2s6HC5h1Ia$T}iGF`K zi(dJZta^>0n>uB&K8g<||6thAn9v050h_AsXxQ!Toc<%f*nw9(PnboL}`R3+F#5Y{H z;IU?n@`;BJ&9>_=`sgl&5uec+bGlT*CLR!|GpWT4%;(M>7;>-a(~V`x+fPz{&TPh+ z!i9-lr&2VLp1+v;7+(o<965vT-tX%_5U5D^SX0vJ#P#kT9)K$b=BB1m$TfkuXuP7u zhMYH)-)7?jhG8seeo};)@jZ->1@u6T*VoK)eSTaG;2FgNI73- zG~&dkc24p^3-1~RMWkv4O}-=*6mVDWzx}(ka70YsXiS6=?N#tsqpG(@S$&;EiU*k_ z9uL?%h8m-CrM{vwhhR$CS3qU8 z+x9NK{)I=jSUW%IxKET8iS3M=*G8MsR6zxlR>Yls??oduQ+@Od*bk6NdubH<`T01g zhm-n8;p0b`i1jV}Mr}Bqp!?Bu=+b}>IU@2CG=UyBMH!>YXu*dkXG(fbqxjSluN|n7 zV0j$~jDkEp{WlpkGTaB1O-&lMl>g~sAFfR?Rn}K;9lw{CR~E0OLZLuJj946H)!j=2LZ3DB>e}Ho9|hd)V=*Q zEQ9Vm5TK%}D$;wDIz}-Mfp-cEQ;1r41?koO zMe@FD)Cg@!C)t=tVdm{x9^_(EFd0t*>3*`q^SqnL3mbNA{4moHt4R;E9v1R}S% z&B-9#lQRQ@gHyo7?%y|N`@>DWe98C>0+=`8B$Y|cY32V{xPYM0XK^{ez|~9sUzYaY zu74hh+nYB_dmSfYp+x~sq99=1{foRxY|7Qnd{tE?8mhA18jub1HbDNkI7j5NEwGQV z0lG+L5sisuP3#1Qq_@%PN1?S+AYdQ)nkaxFK%M;BKRwabE0LaHlB@6RfR zYb5H8qacK(51951otl`Ysj3=RcPF#t@5HB1_)@jR5wXS^bND@d}OBE|`s?QE*xWG7$F7 zV($=-))E&blmcTn_Z^hATDqTdQ81pk=K{uZA&IV2_ zE+Vt?8%{)18%Fr~HZO~J$NISGY>j@H>twFlQAu<*!!$!VOqt1B?xA~Zf5O^U z65lmuC;4BOlhErg?9Yl{nC0KLyjLRoQp|Rnj zWKC37Y@(VH3jBivQ?a#QIMB5rOfpn-9$VY9p+I`?4CRLnA^s4|rwg1=utkM;Gdt7# z)o9wIYejDWvwhXH%&W5Zp{rt8o)1hdieQB?4tf}jNx7ZT1N`=5e8%^SP=DbGB?ODaCml36@PP&H9e} z;-0KKFhf}+JVuS$3{JLFN?sgp#X;Aj6VhAOCKO<8#;RnD93?NF?JJ@VOD20LhD1i% zuc$D}I*5`Ty(>zxQ!z2nBa~7XA`GN<%zYPD7_pg?Do$T@s4#TE2}qgb{&*qm${t|1 z_-rPLcM1(g?uwP=3ghvmbwV$1+13qQTk_R5ej(YhztI1Rw0 zdd!#u{^TwqJkenvB_*A1tgbIe={{1t?Ag;fJjeqvKFO=@v7}k)h~vrey1?92GP>V_WT0WP*|Xak!h+on z2_mjhzueV7@l@lMLq-~A1lD+GnLyi7y9ui9+fti6XOE^ z@>`#kldrOHgAX5mn9-Cy&(`*6NXU>Loe+7QUKmtWG-quT{VV3FG7B*7ymDIG=?Dxc>HYlL6xSIpw8+KTNd6GXaSP%x zvfHJm|3EyJsIA+3`aC0fX#(uiC){ZMPWCyl7~IVZb_YzA*1mMl$~m=if62fhrfRd@ zX>o}wtTyVx{uIt{GWmX56NMl_ zLFf|YdWZ(94BWyXHFjblapbVf%xI@8y~wCU!AHFB)@S_uRXV2ABx(i`{Ps; zvka$C7cjhZeYs=vR=>e=2#yfmzVVna9Oau;+L{$JX9{;|`tXTI%XI<-}+Mu*&cwm?dWDqaLqHgCdD8Wd`m!B>38fE7Dzze$fNo;ch6Rc41> z1pcDpB1hy<;PImmFbN$uSVcuZs9`gCYUVWet8_S$-iv)T`ZEh*3$2YAM*>Rz%K@`m3bjm1;{{>N5HKH4ox}03dkt0_e za}_u^==(wTxy#^0q4Rjxr$WBB$VFgkA(|_Z;pZM1i=ps;!&D5L`oHFp!@knD6b}>l zUqKb5T5)SG(|#wuyl-keYMTX!gK1?Cnn9>xn`i#5LJ(U~fnl;b9XOY=V>zeKxjqvv zu!KsWEJ?H#vzV)ff6!gx1Z2M4ClHYHt~xPMh#PSfPZ znGe^DuIjYiY-qb4hTD$&w?2`b`1C{v)xG074OQAbD90pUcFHrwejEFK-_v>bg`o?l z{5tX3FjQv1#0%Lf1FSDejEq?`GyLGC6++OT#w%*;w<(WY86|yr)1;=)bKUZC8{T;6 z#C(d}kmtcrioM+^2tZR9gUZ3cKCn!*U0?U!D#21r28sW8l-ebRsD*+*4Pz391OgPfIPxN1!r>z)XQEpFxCfrD2b{=7O**fdFW^Kbgm)VPrJqvoVvO?+(Z zJ0ylUeK$3fHGK%(8>Ptr(qB(*1+QFOcJX|TmV0!KPtXrNdHa}1ozU>`n&MQA=cn^4 zCJ$gKK)fD7BwzH=hPs4bm zowr_nvQF$u!KR>~s^plQ3iV%BVM~5GVBEM1=gy&5cu|&OI}r1{xzW><7z^X^>+3Qh zqfw{0FMtom4@S~KZpM8>CAaG%N$;VF~iCwAOd-XcZWBH{2g3=WY zp8t%wa|6j()=ij?EhV47bR78o&-BB?+qP?mHrC&t$yy6WG>*!$1GcAfN4GP2NYQhd z%iSX8AlA09`6P3rjatx+5>4UKu6C-mhztY%*lnAy88|~IdKr8n+AVfQ?6J;YZmM+q z_(|canVWUgj41KvQQby#d;e*i&am;bhnxL+vcYbZQDVIFW98a6GldX$uT{_0l`I-6 z>YoKz9r-$Wd*%ZR@8#*|S6LsKairzbUbTGMff)x{epZs{_PU~HhA`dq_S4RfyW9_& z^4=&&uXvXbdlww}(Zh#0GJd#~ik+*gwe@pYzrMJ)yq#!^@uJ7Hy-y;y5j^eUi+qM^-3QnAoyRcvcxW!}V6y2jWj4Zjn zrs|-55=KX7t5PHTzp>U;Xr5dpq15f=r`8G=*>1aLP*m`gYQ9i0-AB@T@}%fm;u$ZtLxcSx3hzrKf8Hp>)&{_(C9`1 zT@017J8zxGM3d&kiHiG}5hhNJ6>!SPnT6n?Me>+G?ZG5#|P81hBUl98CrA?=(qs5rKxs3Rk_W93%qOUD&?2N6O ze4+S5PNxWdpZmcv^%kUvrjb&?yF7r@>`Kaf$3<7R_s|R{im#+>%FWImI%?Fuy?crG z^7OY6fr~sjQu%POWOHaxM$d@@pXnEKle_TDl~i0j_fR6=UJOM+gPdDYVhIh65%T{4 ztKj$WgVwrIk9#9^<>uWEL=(ir>!&TOc}L~N?$8V$IciiQb`bcdI(a`0GdlV&UFq#z zyK06;}jr#f19y;2-d zKPMtAFp%LdJRKs$Y?XNs)Z9l3z}U8mmhl>DYL6~2)|u>IwEq&11oQ&Do78iNib`0n z=TnL1HhuLf!v#VVnG%9r8%dQ zi$736S0VKw0#1PB;OL6^LZlzZz(+cQ8maea8dPo1#-ayvGgIre%kteWQ^KojX+7P! z_=T>2rL63V;!7WZ3rNr_ZP%(JF9Cq%HnCzr0#jv#=EQT0&$cbMRvp?B9UJR}0D`G= zkQ3}si}7pi_K9MU`K`A@ecQ!1{8*bYSC~6j)Lw7~AWNQ)&1C_WxYQ3fMT-vp7&u@~%C2y77NDUA<vH=_UgKvS56&56>WY(m9@iw8 zMhdH=A5~q=dwj0=!}U$`U(WZJs2+Z-DZw_{_q)b!knM=D95L?BgG_V~tx zH?nlVe|JSh(@u7EqJ*lFIF1XE9Eb{#9!jNTxX@Mg2MBYGrI>&Q(N)yB6|LZAzN_Aw8#gh6rZtkxfh0!*d0gi2SNG z3Yd z5$yVG7!h!hfnq8jv7Cbm` z;?!;P^EYD)oh`N=1j{Juj%@yn>!;V3p0#MJI<=N*`kXet8WS3{X-t}hR6Ue3VYrLf z%_wUHxs02(UD0reRZ&|(()c2e*6jrXKBtfn9-mo~!tdg;5xwq-R;M5U6)yqN7`Y@) zMyX7-jQ67Z3cXgBE?qu7NeHj$lP0OCG4j;zNsHl?4(*hh&qQ5VJ|%7nDXBOkX54DO z79;eRJzd;?PT{XyP>V0#UxQLqJe;YXS)IZ}Bthd#y{E3aAeHw2T2yDR$*F0wZ+-0+WX-P0wVdkG_+5*7HHVa%9e2BT*9^u4{$ zqkqJ%vdE#uJ!A;!gK4Bm0pV!kIb!Bdlvm*(jdaq{)}x7wEnXhuLLtV9i$`-?w{8s* ze3&Rp>5K}EX*DF?=qVW>04YRKHOfdW`59o3T<_k(Q&@5e9I*)>T#hO1Bw<90JjdPC zmD8t96Zo0fNxvE<>i=go6eL@t5cKkApP()8JCnVJ38al%`V>vno<3!YFN+RKZe-{(UAi#a z)l*BcF|nc(X``4qF4hc3S@Fj%uP3($l_`G7V2}-V_j)2S>Z9STjA!a#{JZMbP54M& zHlo)o)UX+yQ@2{i2khI|D-akMqg$im4~gjqZRMpT(@Wem!y5$8UpZ8fRco|``Ey5p zdZ$S4fJb-P_A7h*{qvnuENZnUkL@kxbIslWk4`pu#=TS~^v%F&)Xgn1qw{JY&R*TR zDJk(G*l<$?O-U;1BPAJh7sk4|N}_&ZP=FHP(Bkty(-qe-)r|#*Uclb|+oN?|+sYPH ztzq47PS?r*jIB4tm%1R@l$%i@Jj^aL^j_9|*Y|bO_QNJt@7TSqKDFy;SEW~tiJ8MI zPPN7ZD{13bDg+8m6{Y@e_ir9* z8YZo2Dn*g-60JRWT|*xK@Q*Diqv;=+E`{NAp5$3AMagJh7* zj{`vtRrt2j&w4WDN2~>I?b1*!tc-8I)F=jLEPT8vKg#r!;o}CcO;IPznm?viLQTv0 zzT4&DE{jx#44HrWTCO9?JG#q$^JN7V6%U@Vj(}B?GK%l&WXQbkaW0BLRM6cX>|RhG zpa`6OG4ze`9p`xxryrVpxn|rMlI|`==mjiWHnq#7lZ9zn7XPPm!6g}<>=*?a%2WF9 ztWyN%Le3e;W8~`70~BJee*aq#q|A@2v|xdwd0*dR;R4q5)b$dRPsrI( ze)TPq+qXpD!M$x2!X2MS-SH5>9q{qqy;2c#LJ$cuqj+2>eghAfH^{7(5mNv3kwEObjN21EvY( z^)r(;oUu>3@P8=|7~J)}VpVgSjj6!M!6W0w4EvPlN?jl0$?{(pQFZ&Gn=r$ z+Byv+4s^=m*Al)8fe)L_=N!RA`%C0>Iq-KcxO72le6O(z0h-~nqYFk@Uwj8KEMO>$ z!f~Z$vG`u@#`o`QiXPuseBSt&Zi$n+*!4#8&Z#TrXJZJtG_v!nPGHq}m#LBP)?h>9YQM80!!`c0v=9Kp9#2@oq=IJ(HI0C?m7B#9%GYg?x4P zoH>zbt!ujc;#9()#v?uP)~nuXj>cpq!G6q444mH23gbk`Cl~o+g3y?H(CsSNQeNd0 z7J~ieUlk}L@U2ZkasI6ApI?_y9BfA6b?7h$W>V4c(W$!A=k3$ zs02n>U0`a$?wx2ACk*N{pQd@Y$FYHxU*f-RENw4Qy|en{x6M~~(>8oPSmH(ibKqJk z3gK@_@%YGvn@&u6v`_l6v2enfDaUp0UqB8>PssXBmm#fM$mcqAd}mxAS#9sumIN$Q zUVbRmfj{k_TKkteI=VeQ2RD}Ib&e7%% z;^bpN^7nsBOb`{({#INJ<{eu>n-tV@;&7@w7L;IE&9t! z2j!O%&fCNX(lDiw(Oamw8{z_Bdc|pMIAP&!SSvECv=UIw+Vz3^zwMX|8hY#3#_7ur z4TwU?>Xt>(KSU{U6uUtY^5fPw&1m?b{48-PBf5 z18f@#X+&YEeg%?$G04#k)?%+u{y^W8K$E8XaxD+68fAeZXBB=bch@?UU_<%-uI^x^ zls|=jb2-h{xq98k$;nB?fr?AlS4ITei4I`R=M<%x{e}-3U=FNl7K12o!Hs;tfT$BE z76a;YQ=xPs<-`fM*ETEBtS23*CkPo7zGnT4!)eZ4p#`u?zk}bjTxz z0Da*g$9{x=!7F7VZTSGBd$LKWP9C)Cn8=ke*aHe6BK_Ev;5T6kuob(rQKWv-==^zO zalVjmdfBRHUI@73x7C@?hZcTQ6|H!~b75@yPVhKcBbp=9B1TKo{07sO!`45zhs(53 zzkCWPh1ork{qWs*yB%%iRQ-KrvZ!4Tg@CdjZA#esRdHw0ia|y*^W?iKnOR$_Hd!@B zJ6mj2eDJInCqc1bp(v9@QfK(j$}cjq&#tVF_E%O>8TWSr<*qH!jyg=B^tVr%A1S@s zO}>vD0-r-#Br~BLhAC zwG{UufV~PLA>>%K%%GG=THqHg3H^kll;Kh^5?Gk8uK8$oX9lSZTgW(eWhNHj`lZoZ z3fHPLv9VWZiQvvVIlUuCj*-XM;3_!cpImeL{l z!ERZ28+Bpc9MH)x;ajC>^22G4!U;7zBPtCTrtVRAxo61f`A4TWpAk8izC!F02M9H7+e6yKVhXqZSm*|2MP2f_k<67#4Ehbo4BAs#pp9UUR$lInu# zrV>^N$Fw1rI;pck*H%9sMp;0yVASV-DkNSczVk{mpd_X}k42AzmdD%s^3esoVa59P z-IUdL9o}79m#3`0o>18-+CIsy&`HVc&nL(r7jB zgU;m6QI=$thX22*2J~eEOE!;c?U%H1|RG5(yDaO)*KMmppEoS7U>;{^>`o`NCQYU&+1l2TSJ)t^e3b zxDUd1OYH6QfBIpqQ1m+QmAjUrj4=O|A$1%AXMgzlpXt5U?Q8nXC9ruZjVgA$U*QqG zRx`aM@x{eH=QLC2t_t%%lIs{S&2!040}pS4bWBDg4%}D`T@RgSW(U z7;~bPrCdp0v>{9YF4$4l=kuw%($AU<|8Yz%$u4{6TR**B)00-!rObQ1DCQQTvluz{ zAG>|pBM6Y}N2PI`t(;W9(-pl$iwfSUti+hRW1=~q5E3oJ+#n!YrH5=;7z@~=*gGV( zsEcZS8c13H*v+y4RdusZu@2X8xdeMF6rE7uo$tltkIg+vTl+b`bPFylgn5BV;(!~# zfCet%PtC%nFg)}8br?55h5`3eeE`t<@L|L`>FY?B+1m^OX!?-cZ@L|w?zJikQ_ zNNwlcrQHJI=q1~=`^9B5H!9x0*B;dYN0y)`DV+6Xztoa!1L=2EALB5_^X`LH=*}#zd$OB6;D$-0Q}RZDp>q zsa2=KscOY909e7yPJIJhQJ*l^Q@mZoL_$nAS-(toGzHw%sK%fvzehJ$&)T)3z2T>( z#!r+BBYVwqb$uVPuJjjb(j7Z@rfb~0d-oU33wXwuLWLbY`sYoM$y)NEgn+wCMRFM? zmE0+zz^S^r`{TptA;cXID0V+ojXD*Iaiq;9afm7tPLdu~y-*O)tI|yQyNw||zjdA|Yy2Gyb z+vqX@w4Eh+awA`xEy*(x>0(rP1R61MuUS_E)Oq8E-eo_xi9Iy8gev-zLxrmr=FYK*zLT-Dpp zf@1spF_1=%gb~Jmik5YRwp*{VF;ZYo9-tLPtE~-Vu`lz#xi@Bw%qHK(xd6~#l9Efq z7I6sT$#!{dQ5>u|^UdG*brE#6T2RYdui%=*3HFE?AecoD>hu(vHLdt$bht_Nd9}YC zEt_<;-uYUHW}&=?2XYjq)aPoex{IO{9?N<<;xr6f~}X93Pao zu-%S@Wn=!>kCw`qQ|rN38t~+$pf~jkYQy3Wbz+%G;LAB#2290N*pXw#h=3puW8I}c zbfp-cMC_E)A6~2kz_%ib`PzRl8h3tiMHE`uU+#b65?!5dk{{@9fQ}RSpg)N!BSyF) zRTak@`omG)a@G7@mnZ$%(Q-$>1>2GT?#>pDHGV&RlA;F3hri-)e70%N*LV2o6&G@AbiRbFd(@P3)(Ko!&p>{)tQLyyK09Za z5(wD3e#{9xFnqZKr@^rHJ(*OvlCkp~Wnh)g>0i?jc+1Mm3svj?P=fc8O)uGu!E0G* zYO7M?B>o6bgBfSX3{P^%>1NEFn!dv9)|`s0elseQ6mG3r8QtE}_f^q&XZg*(J9cSk z^F)?qMWnA0BxJgwQfRQi>pWu`c%Oi?+i(1GJATy67$s29 z&6N@B5S!qoIu7&A%kv{Lj7_28*)@q=Jyi={5#<~fuX? zUK_3(nZ)b=T^AV~$nk!!emo!hr`~uZduPn~?4b&6m!%3SMHXR4nLqe-d$GrC+76iz z02`hBHNnt;q1)CA7W_n{&g?H(yiMrn$+Ekv7-K)55Au!5_tnOw)*mRj*j^u46Dcbm zy`?)n;q9oJE|b2SGCK6utEZP&9V?zCUG3;|t;=`4Bv;L1NCm@_CdYIOC+`s=PsPqX z{dGx~li!Lu-1?N_@H0VoN14m<=Cyky(^qmzXxn#Q$=5^@4Vcy9!I$4WF2+QPbLSWy zI@16)SH5>|V$yeukG>1-ycho#NCfjJ8mF4 zutSj4>=IXDMNaLBLrKBqLUqNTN-royAT#HBozu5oX|4Zy(*K{^w=D|JmX;YO{qXJg z4rW92SuwlS@u9xS@BIp1s*~&Vv;}b!%W+Ts;k;?NC#~8mY>SGDLObW5%^i5@qceH3 zK);ca2ejAxwQlzIr7U+u8}E+ZIkRyzbL@mXO@t3huZPQ(CA-8Y@Yh&<)Fl$|CXXt^7xEmVeKe4AmWFVcZxVSJ8~- zwN9Kk?#-M^m~>VxzT1nEpBc~(E#w^)CRoPTVho%3+NPE;i*l98bQ3BAVQVO@=oOrJ zY>I_tbv4+-hs`^z=h@rqk{46{-_FVs@zvDW;Q5^G$heDfWFS5BI2jf7QfRCcbWyg` zx}6YSRQt4NZI$Db@0^MyuCxIg(1K<6?6IxSbBjVDcHXb^?VDp;4d;pr_wqyYy*#kP za9si5R{4I&;`6s&b?DM%d~Yeb6cCBv`i9Jolc3H=oCHwHastQPi0fTq7Ci7Iu8^Y+ zP!{H2Z1=)JE|hTu5gYf_tl~%bs2+jL=2(`xYP^8qq#4U2I7!T^n``g(?b=}gc<^Ai ziv4UPv@zpVZF(m~mKgUZ^yF8Gr(|v6e8V>cf3rxFy2oQSJg3-&!;Rf&2lk2EQ=xNk z=v@@Sx4JNJ1|PE3d9v?};a5{FR!yHf&lgg+^4(H2cF*`p<{n)Gz{?A42T zJpemDL;&#pc*mTn1;FP%{8=yUh?-fz5SZH|gF*um^33%kXgrz9H8+pMPPl=TU0N9~ z7E}waarbS&6%O6uTqCylTq}hZNTS>>Wk@ulTnx-CPe+8OrJoVTKic_Quge;1NK!(t zTWZBX8)PA#faPkwe4e5>M{YH=rRMVZQ`UDzvrBY1y&e*JGmSSY_^VShFQJ2K~S z5mDDEWK8>3n}o%%pyD9df{o0MYZT`YY=I5k;`54eP3Et6h-s1bhlM^>gJT+4doJmk zyg^&43*W@zk^pNmE=&pSGN^M9oJ5Q6NH6SRwCHw z(t}YLz_Y~eX1LORov*?S0O9Hrx_qkjH1Sg>y*m2OdG9Z;<7~8-ugBFj&T+@;rw=mvU7eDMAYNVrR)&x|J&qp)|!{s2f6quzHWZLUK+QtVDf14Na`*KD@u5(J- zVM+~Njr)Z^BB+@D>uq>V6k^J#Y0WpLKg`0)f)lqx9-{=|WQr(sVn5X@R* zRjKU+r_05LZ#Xh1&xeGplII%DDjXs&`B9GwYfQ10jy6M8i<7>4oBvkah| z`5@5(1rC_%4V#tCNTB#{7%w%U3^FTT##au0Ee?&Y?oxSGiYdkf+4Y)YXbv828zKit zCVm7;5Gttt-YOQcf|K(RA|}H(EJQK4XY>Aq z@S@S|7fRlr)R*iWxvpK^d62}Xbjy3CB!r zr&~*G*|E2IYtUPDh9gYLgB+MsHubuQEib#BKP1vy|JkY-ZIq}6Z@8rRYs+-eR%@;* z9ihZ7dsMZ?zIbSVP?2|J_$lUCMVV>{t>KTV`&5<>aSPHqDy-S0dwT`PpSY>|u6uFZ zb>WF$`x%Wo%i#Um4Rk$>?8(SC`(=F(@bNbDc9AKn2GGQ?V3v6IEtUk%<-@``6+}N? z<5Q6J&WP1SS{W5&!u^9}O`dcq*cGD}-`{uQlW&1SukpS1#2oI#{Gv0P%c)(h#U&i8 zphoXU?5eGPeuTPFN+5K^XbTyfZ@WiwJ4mM1QC;Oniw8epx5`y#)@JUgI<$MHv z{loh!`#-CRJ#pe@N_N~NM(zFmy3ODAICReNg+uRBnJy5p$Mr`f8^E-Klo*~D^XL7^ zY+L{g!1*&+=Yy1#j=C%&kAM8`VP5y(({pri)kyEVYtNo}*G(^-yj{zVl>%Wi^~N?DDxl<>B$)cEt^b)AKLc`9doIN`?(kv9S3>&8l99Qsh8z$XbFIp;3 zX0lq5CQlW>Xl}r6_+{z#&9`G7g(hg1;TsezIa7z4OsYL(S<{#>Syy*60y8C&rHmJw zgdZiq1hwE@3|`Uz^#z*hH*qcfKW-XnZgf3RA{mI^LA0v_;9)TnY2pwyBG(!+VL~dB zr^w~Z`J4Z2|0U8YKpwF&Cj2B*lyWLH5Mc@C^cHTQlO@9C6sP%>MdH|}YEi`{YyxS@ zDdI$4?{xbSJ{LX@CjFpJb*B3&r*8Oe0FtKqq$aZ0+WK=dd!o*2U|IAhJwuI_*yT34 zqZ?9wXs&NQPe7mn&P0bmAV(2F0tbv)-Uq%j+K8}lD^p6`Yzcf>q@Jn^%b1}g0N2}x z4^~!w&pF0GfUAh$z*hCAPUQ|v;#2_3Yhng*?W;7(3hwnc{s`rVC<2$2Eg*@7v1j^V z5(K=((Vt>JUcen>yWc;SOr)!Zwy&W>W4TAyd}=`pbI2EhuQ{+1bXGX8GT9&@A&TX< oq-9D4z51!}SFI8%_oJzmwu*`B#IdDC{BMbwhI0%O^&PhU52pZTaR2}S 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 6847eec7329cbbab48c2b18a715af018e32557db..80319c613f82f5296cb454276b58e7e5c347200c 100644 GIT binary patch literal 51370 zcmd?Rby$_{yDf?d0tzaE0)mJlA%aqZgiaNd?i4VPE-7hHK~X8C1Vlu-rKF@Rl$4gn zpam2OCC_;ATWjxq_FBJv;yQoqb>{WO1ZKSN6ZbvtF~Binn2_;+2<;LodMWc$d@pE;%O{P=sX%LO&9 zSF1lm$SChsZGCf*tZLKMYdtwmJ<66=Z?_gGBi>ZRL^nA` zx4S9A&FXD$iM$H!I;-@36xup;wCelbZ~L=+Ep{kk%l$1+ZNCmL%NWjm>#7-rjn>OqACz_?%97nc2-Go7VZe&ybC+R-%sJ*d) zT-Wt*<&`@dXoKEG7=h#1ZEb+hEyh%6Mkr;cH@aE>`TjVsdt9=C) zTFT1GwSm~ z&B4v+gcym30?$oTmDCeSW`YT^acLRZUGT@A_0< zILr1QyFZg{BqIyjjd`yP4GY_~Yu7;^ifzP$zGAs2O+hL`n?!omQ*7_y;juU~D&RQQ z%IdYGk{0~r$;vw>8)_EuB9q1^U*83E7u%amNKf`xtbRBYyK(d8xzUznt!#sJ>(-5T zWb<)zH){oRd}hKe>gYs%z8S%1=yd)1R8#z&@)IhJ{#V6fCI_l+#l^*K*i3C}Z_jkx zcEEp+K>6=4_rHAka+|^Z>EZ2la(Qt+_UM&&4KXJi#bQ(x>=#SyhZ`Oql-o?h@*RJk znyR?`mNHY*qJ1&!&D*zSKVDHuN=iO?@Dl}AdlZ+8+~%zr7$Rn79N6A``w*h<`D?ynwYNv(l2~4srE{a%yPqP<%E!vG z-R37Vb@GhAf6BoJOSsK3i#z{lO;vmS`t?>Cu}iOpEKb_*Wk^!D9(XTwRYvH-(hVl{ zN4Dk1Tr0G)F8t|VT{cwHWF)KN&qA{dHnDPgF*7k(l1^3{rlVSaP_-)Po%s&e_(z$ zZ#93h%Vgh?Bi3*4?P_alV+=@o_H6&bgIC+qH1_P-W6_@Bvb(qHp)HxPzS_3Rwsfsn zahK+XhAh28YfNN?$Ko7rurXH33l~`*Ey6>0@7=89uc3OgmZaX7E-mlgy{oQH&dr_1 zeiHXsmr^-skYV7g-d~=sK`jXwd!Y$oI}X3_)sI+A*^UGFs9IS>=v^-A758 znl_!eXBYYz44hA8YTohnZOan9SV>l(J25#~Zr+yG+^ia-sAXVKez9tOfvyBLM*r%{ zJO--b`qUG}J~#mO@%)=EE9_3JPJe%`Gh(Hf(4!pH)+m(9qZC z-DObfRNvB~mZ`}qYIla)WqGy(e|&RyCl5C_^<{@7e{rdw1@P=X04T=x8-B2nuSv zyYrB_xp~5?XV0ExmoJQU73GyXI(j-&lYG;r!J#49gB@A= zzvkyVOa;vg7Hqs0yEl+?I3_ol_IWN^ElZ1E`{Hxw&K=#%zCxSWOM}m!^J5t7zP%qA zF-=WKOB)MOl2l1=!&H1|XlU;Uoh$tP`*%{ty@l4klSzeUU!Jra{%W%jXLQ-HnS+9o z5)mS>{5ht%@rlH3rnfWoTFD$N48|H+*?c>%w|3nZd45Vk+;Egycm&JFroX)R$JqL( z$fT9)&&tT8x0!2cX)SkTZy?{6(l%D^vB>Bd8FH?lElDBTSo={##PHZynr8YP8dd`X zgDk%6jEp60=VZ-vc6Ro}ho3%SfHO7Ickb9ht%uxodnR!eqrdRVYjv^Tyr8SQ`^1S8 zi=|WLYUyo=B?~s9uG0PCm|kwjYoA~F-tKq)wNman*J%>aMMFucn%)-cwc_&nb>)@7 z4bSf$q!}f9Y5V!6ZsxWvTaF$UEXyt`I&PL{Y-F^%eW}rFg*}tCWkcY0c4>7DjXmKQ zPq~VPnS)s3h|)3`i;$3z0LBNZ8(vQ`{+7^57SlTGVQ#Z;XSbk7qgnV*k)K4UdwZV& zBQR^FAUi-AE{1t`1=8 zK=Md6!cJ>$VGd*#J%%jPb>GLwXZMN?WXkYdBdm&K_W%?z#{Cvw0AbWe;UPgq+UVZA;I~$(s2>v9?$jA`4AF5N5 zS`Lkk< z>+0{%cUZBfCWh*xj~qEd@;iNJTU%?ZKeK4AQmmx(eWl1_SEu^Qh8to8a!%xFo)vh} zdBH7E=c~<3oRO=cd4Vp)HC)}(r%#%@*kInzew#z(!)_!VZ<@K{v# zpgqTW<9!2U7tLg4Ww)`2bNU1)35VvJwHQx-`_Nrz(+>a=Q<06NX{O#>V9|kug>cq2 zNb*~ppORaR4iD$>`7u46)|-Ub_xbgmfbw~pPtQLm$9k4H|9nRKCDP=H%gUc&*582- zLqdFMXB7;7{BU-5-W_&aRCLR&`E9LtiIEy4^S^snr^xnmre2|Wg#&Ku-R!~44}E2B z9R@u;-tkWC$Rv|J#lLz>uLFN1_6OX(dza)FEn-u?vM??kmN>dQFE3AFw6;g1$=^!2 z_Q{pW-%K8yk$qa{&b<%k)l-ZS6S5ts#9E};E9QVnE-x>?z4NAE$548G#@AG+*5# zyAXYTac&}@CUMHPq<=^yqWqAkm{>c@`540lF{ke%U%#?@6bcMhhtZOvEc>gfszPh( zQ|82ux=x*pIZhURHlC&uiG{(?9We$u)(umFy*W2GhXlN7)26<@KF0=4Q(432s8G*c zOsRR#*EzOdcW`*=HlMYUD%jjO@a>xs7e`8Fe*Vmjy^-bIH*ehv@ce|pQs$(6Q8QYh z-#+T9T9h+JBI5pixie?pybEAbdVHK%8CXtR*aR8t^=!%#gM^~5{%ZU1KMuuMmn|8i zG-6Zp_pSmt3KeyA_2KI+QBhHVAus2;Eb7~0W(L{$__F8ZuukX;%42|1z9QtvCgvt3 z8Gm?qusVpfu&~gkh$@vdVe)=mCO!E@s;&yJ3eEJr*g@p1?iaQDMyTiyG)L7nHfArY z#`tbc$t%y_J{x^{!K}oz>Dl!@m+GFlG2GZO0Re0bYPp))+UQTlE%T4>xo&JG8E@ z4jGP$t;A_!O#8lU;tmqBXYwAmQ0oCDS=qGZhcglBNPDAlS%wuWlciIXY%44C6*SDp z`6VPgMw=69zLQEG3mrL+Uw_go3JCvbxFAi$J@nWks$R16bclTKe&t zCNeVe_TYmD4~8}~8+t7}Iyx3y`k-a#anNU^B{|5`;MVyN4lcTTBO@d4-@hjpHnp(e z@!{m*5#aXPo&IV@7z>kS@b`GjoALys1BVXDEEwhq8>SPnK6ybnWptQ_EPz;fb|VfY z7(Plitn2Zm#k=Y0=@k_fzbCk8>My?!W@DELq$9mt7)wW@iJ-*#FmM?R8yhp1lB&qL zQZ4Ii(UDc={wFs%c{oiY-G|oN+8PjPJL%=Gh7;0KyZvV-x1@a+hC2sHqs18!Nt62YD@wCX@UyHX4T2wYB43E5lwsv{Vd7 z#9e1nJ|}De){AwY{xIL~mCg5H=%KjVT!xAa%@vJDeMzHk4e`ug9`aKbgEe7TMQs2u z4-p700qH1?0>-7j$*AuzM?h~+E#GRs@Q3nb{84fgW7k%e{`mV-|LhO4;Xj6Z#x(f( z`2iEld0jCpQHU0*L)%)-jz6a%krzD>Vme09?vUF0W(X2jRoS5$n*#l%XAics$jw`b}B zqHo{6y&$=oT$h&oVy){~YVvIwR+gPR1?-1Vur_YnD~8HhLqh{Gf3jYr-%_@g)nld! zsfVcAw(T98n9x^Ic@P@fT6%p7iFoo;&g&VcSFc{RXB&DARNlap^cUO9xEc><=;Zm& zJr=TPH!bMGZQ|?2jvp^7Egg3#0r)>Jz@DLrk;o|Y5R^H z$E>>Y@8odTnYX-=7*+|a7@ZoQ9;^lSDOOEIs+$6;*GyMXP{>S6Yc>_Ubm`K9d6G@J zX6>831uw8v`6t{rJ>@!nk4$@;nQPOf*SCv{i`%q@k@n0wvSKvTC9r(#XS;EaukX+R ze$S3~@JUE4FU*c3&Ld1odM*_SKExd!F?dO=#6doc=X75qD#olZE=r)u{*Ln8ynj~R0xMc z7vQJ&x(#;r_Ncd5_wMz;7u?DJAI3Q5dY{hoi&c2lz5Dn1^h-h`BS!}ZXTb_EOL_Km zcIp_`&k#$yD85~@fAcPm$Ju0p4{jze|K*&Dzf%71&oB|p*#AxPOs8;$%)8yfrQliO z9WwC?w_cQpT;>{|-%>qjZl|j&NAtPr`22d_XV+pW>Kpb;T{gNlx#{q&O;1j(k#Ln? zZ~vEM>i(DG*v>2AedpQp=LCy@1zl*}%gx6JTt{Haw)BYD*na$>yTBqjd(ZamDi1NC&fF z?EClI+1YL0%GmlPhcv!t%i8;Mub8cq(b4Hd$VH7-TDpiB2`Y+?(wCOFuI5C!)jy41 zp|X=TYwNqRSzEVqJ1eW#RG$P7PkI=SmeW}4dBe$p0e%$dprrD9KK`B3*O&3Z*4A0H zuR1$B`Fm4ZK7<^STKRotwBM#;`9-<7pr9Z!+=9%hQ&lJ;)6&!DzjuZN2PX1@WQc_=q7XeWl8*SeC??JM>tv{m2$;(TCUEGq3OR;o(q@YXV0ERJt8mfPx}h@USH3PBDpS70A&>w z6%~`Ddy$GvPEHPDVqrmnqrE*3C+9gix$b;3H9NcMSH4sV%pXvbfRTI>8JVigDaaV0 znp*e%{W&EiDHMKVZRs&FF|!_F5fRyXg{a~b8Kdvqk-2o~GjcHsbzuL6xrxPKM!}q@ zQ3S$%_h0poA2ajt@PG(7aiSD?At@o@LYb@M8^7%=EG$F96vRzGw+yGZrDha-UsIFz z@})cYusoB-xnIBX3JNmwj8|8{cTL4UdZewZE9N%$eZkYmrnjW6zkf9`!eH!EPP}3= z&ygc5U+(i=zI?gWeD>Md`!CDNd}+ak_IoZ)h~OfsfX#tgKvW&Iywv@|3Kfv^Xkr91 zD7z0*l0K&U=htcvclQK6W0vC&QBfNk8=DJ89h3_%Dk`F2L*z&4?S?dmd}q^Bq~dk- zy-BPGJp)6sYAQXSfw<9o+SHc`3EyT$TNZl0T@p0CEYz}B!d39lAwVRH&fKdD^dJYH z#mDbuW@c>KN8EH}u8wZy=aG@$H9XnKL!t){4rY5Tr>my6nhF9V&S7WI&x^R9%(#0& zU%%gVoOhI=loa>TyZ}{*O-oWeHW{jIb(vK4&E(`J#>P)1Jr>?SV8<*SwXFK^!3>aT z;e)~*EFq9RL}=*Ds}2=CgacxGV&KZ&9VsT^g=aF~|Cc?E@l`}di|98zfa zBd3FwCHW=FMa+$NDD{&7jGnj*Mc(Ondbh3aVOSWLacXM8IvGnVtLnhL7MdqgQ&TbG z0Zg}ONzTHaDrBaD6up?0UdW&Lwcb@foiMKdR+ltuJ`gWcD8BeT4|j~ZsIIow-oe4rnXK7^6-6>iJ;B4*ot#)C z-JKmA@+E`(0t4wu&Tei@Nz_44Pwh;PJgdu#z2XMuTwzI4KN&meP!MO+($o}AWN#=VJ1noJco+2MMrQBP!~6rZq@v+Y}=ga%m+ z+-O+XY^C>CuqMqX((Empnwpy5ZX@{t4zu}yqhPoG_{Q9L3pKSrpkh#v7nmFJZOost z4W(>sY(R|Xz2aJ1ZC_s>+pw){5}SLf&jWx-HxoQc0a*3U((5+L%E6=aX}cvk&n$&s zHZn3gS21S6!^bDWJ^Cr<%7ppe6HbRAv+(kI43H&=%?drs-si)~#kHM;dQ0ldW`zu6 zdKsDOA3uKJg%^r!+3;F!Zdr=Y-@ei9*m1dCpBr_*SWH&a>*Jjx2iHB-VC27eGCo3R z;iP4ev6|SI9;(V$f`g&&W9P~8w4E#CI#A04^p^j8#{^Oyls+adz(Quhm4O+%htd4Y zeozUsyP~GAs-#_!Wmh$4Kg%DKi^&^pQ)C{ab`@k)(AL%l5(gQJkl^6pfY^42)e}YA ziOX*&b}ps~R3AO<7!tnOyM5?Jqp}S>@}I((pFJO0?X)Ro)Q7f)Tq}oeA^H?>>5T7? z@iPx0%Qr9{Y-~Q#@kbwf$Cp2#-gE2>#kD`v zSIrh^${s&{yv7D3Y&qpi%P#G&%t;4WeE$6Tt^UcKOo+^+I9n$t`hsV{t*z=iH^gJz zQL%xHx*`j$7IEpy+vfFwj~+cj(TBW8K>G#lIK(!9idfHuRN7Y^9fim`3k#~BR2G{K z&0e#&kLJI0llJoK+gl+>h`j9Hf9MbhZwXY>()Yg&4tjuuUHJ9|*#*?nPSQqlawg4m zn*$(yJv}{DgPNC~lKha6vJETBk+q?dfj0=JMBG4NL5gh8&|#P0KD# z4b&wn`osLLpYAxszDF8CDg-r2Q2mG-qndum%@JW?3Q>X|OrOaD+&y5IA=FO5AfPc3 zk;0Ue_f=JwKyFxWc8UKtF96c}%JP(#jn%SO&V$xhV27lGSYo21-GFnxe7TIbK_x)} z7Aq3v5P##rr_Rnz8#khoMi9jH7G4KbU{0a(YN1EcHs>sU8O#zK! zrJ=qfkPv9)k55l6+z@iR#i0pA0jkbOMWqQTHX)3jjxHa%9TA}q9(>!_*jQaHlQ#P0 zOEV%6h5!SBg&r0jj@g8^LvXXuf&==c>Kt?nrytC2%J-X;5;ERzaP@#dNv%fz+xvR1 z6g2OO8BDhaES@oSqW`m<{k}cl#XWQiE`A)0^o)$U%F55pS~$!Y72h{Zn^P_MZKB@V zHP+{sn9*OD-_69z8q(6N`yYSC;UCn5&jM8lB3(TVPK5cfwptWu_yf>LO9wy<=aC~% z_%D$Vfc0!EiSHyEXtHQqC!?y`47i9`P5TOE0*bQ1!9idHJdh^za*ghSNiDZKbLNbq zV#Cu@xBfBcIQQiDdB4qvT!E^?%EQIf)YR7YIqiM{0Rb_w1)y~> zX}~QnUc5jl3MU92%^GaC@6*xIS$5^8=I1*gHGTN-0k_2%VBDN=9#pGHT1Lc!2Y?EJ zV8=p3Lyw<0q4bFVQcWn=LJc$uPt-7>vV$NeQC9eeL#DSuB|{)+l-R;QSZZr(2)72p z<#;=9jN&lNIa5rK0KJ|Q8&YkAxd6^NpuVpv!h=zP5wmLKZtJ>Zf_q{J^FLcetW z`31QNw6A&oZyKqkeLfgW(gvF!xTx9)zQ(#bbxu0Q0O?e92*C--$BxsPsYLmZRaEpF=Ghpd#eumBJb$ zD_esKS;l|&=g*%nS>IY)YPIcHK&NhP*3r=+>S^tq%U~|BG_gV)+cDx^D13MB+zCDg zfJ1+Acm_;~aeY)ZZ-@jYSg@zz_5Vvb;n&J@i3f?W)WxV!Ey8rGpiFLeo?ZFs)N(LAq2wu{}Zc_y) z##Dpj?yF4uRCMi%v2l`gybd;6tFg5;d|MU-VDnsFK(##9-|?T9!^8ig9JVmrv=*{Y zj&D8Aymzl5^bUAgk`oe^aB&*kVKBv@UV#k>Jj`txKaZzf+iyeuK#9MCT^lRrm^PP= zxdqa&e7Tm|PK|MK(?U~rUTW)3os-PUP8N_y;;nUQgu`g1Nm7Mf>{tLS(^1YU#(V%*+Ys8N^uP+zAFrV z8>1P&aLkkwN?hy^7Z;bnz(DD+0D2fryfEcXPA|&e)YNeA+c(f{Qz3zYksN@^b>H8g zj;2KFY{}GXV1KN}+k@B>5CDP#1KWqUqa-C!pxS&L`guFSeB_Z%+losB4Vy6M20#A<*Q>M0H$@vm$T7jY6 z_3OB&@FPyNB$UAvY#_84O()hCa31!DG^EVx>IyjV5KX>!WXD1dPEJl9eL%mKr*fLR z{#A|ral@1b7bmAS=&$qVKY(_G8*2n$GfV$OqH1cJ`DqdfjHU(O{)2P{RQK=QGat?_ z$mR>qTKPEYaN8GLV@Jn4mL@^vK@&|<;N$j`b024V$nWPPCoAhi3z#~T$!iSn1~*T0v)W>>MD z_^(f1V1xF07SVRYIKm;=yEl!EQw1FcK%p@u?tk2p4(hm?Ogdx(8s6d~n%&?CYTPnpj`S|)y5ajW~tQY*4AP?Pu z+!30UOV~HBMak3CRL9@g>=dM6qaF^*m>TlMQrN<_Fh6CZ{^arF3x06$FMq)`B-V;Z2QvSuxC7M zReV?Hz5IYNBP*+k!9gLAN#HWTJX5iu2x_;LAuhzbS{X5F`q!`VXqIVY^JXdP;fi3E zQC$_4OX@nVCqJN|pr%4GSH8NkxKM()`n*Zq907C($yAUre#`MXINsRxV?nJS9nE2< zc`0?4f=waX{m=9u^yaqb;)f0m!$U=)Fe53mfgNS1qdW`p0;nh65@Z6UFBoy1)_WvX zH8m!RXzKG^Z79a%Q>lq-bIt(BVdvm5hC>g9bcN?~iKI0M8c_f)6iM7ZKW1kq+B2ie z%juj@!tzN^fbpVYQ;e15m0;2^H^Ocz;A{CtZ_!?0|+=kghPb+)%r_x)bVT2 zX!q~m{{{O6J{(59*VqpQDq+ ze^R~cwCJ^efc#rqD_7EdY3cV*jw7?lQp;wbbrD2S9osrOB3B_G|Aij_E4Sx|>SCoT zAfQW1dP2`c5&#W#`0!!E7?PU0g@y*i#Nugl%q(nK{{H@T4GpkL+=!3A0uJBPvpjq4 z(G+k9v}(V{d<-cLSc^L>Eg|6mitLgS-6)g%oOD)VXfEdH+Eo5*Ra2V%-YFm~OpvPZ zki3N7Q8o2DbOFdSSWfHLulHx6l(_uHufxD?;>YLLfE~?`x50+GgTxtDvx`TQaJ#@a zA}T71c!2muy=~hh97Z1Ns$mTPqkes&%Mp2QdfJYLCWtUsMD5QXUB6*N$is&j85s#C zsgIrkjP#0U}hwh%(XA}lC`Y)vRBa&o0ut+#HS2G{{S zy7c?Pr#12nbvB?9UR>%h+6=0p)N!01;`Wty{@{6=M|khtz6~SoN=+CKk{B)-xf=l- z3{>>7tM{5H)+$0;5~sOT^OtM?t?qsuJ6LalktcMC=a*i?Ni`Q-a?)PMK!3ij!22b2 z*O;}Y$N0S7RPTM$XCFAkJu==xa@1wBmy(TYcqr-rSAZOReB9_%a?AOkyH;7_r-&&a z^WHb${3eh^A}S_k;`{f*5;bdL4w>Nn_7miH4#H~Lmv0sV-CaqEfwc6Q#!H#|Zur_8 zO@%iy2a(LoMuFHditsPN>ixv|%U$@<*Iq#H>;1I?mn%XOuY+;NyomdU|E=sVZu=`5 zUtIUUT{i-8YyV*_`EN2fWsG7+^Ody`AT!;OHSqV@|I;RozdAF|tCl?I%w+Xu|5Wqg zT09_I$W|&&>GiT+3u>Rz>x#X2bxmYWjFDXX%E~L~HduT1U#lI2xTSwN0UMd8pTio2 z#103Q^kF7OMn+WiPoDHKZdP;aOv+!&&fY%W@ox|7SUe!226JWQ9(fdiYN>IkTCHf;vKun^{;ed$9A~py8dUCco(JbrM+-Wq1Zzuiqbzu z5%M3%Tjatd#h5N6!PExebAe;WR^|#TW&x_3Zke5gl<43v10fC6DHSCp1hd|r9)x2e zB1=;d_d*QgAoL1fXsI$X-CbS8;GyVAIt)Nd=%hP$visQLVQ*jC&>#tk5Aq1eNz`W6 z>Tr!aA(^Raqpv0yRU!QU-@biA1|J)zV_+aU8xS5*%R$0`?+MkE!uj*XpnQ=NFz`_p z{96~10pU>s66%Ka7@vJosK}8ccr-HzbKG4j zPl!%Oj~+EIaBX^a7FrL<53WiG_H)r_78-NoRUm_l0F7WNu0@7!XaFo~X9=R0&$5Mgtu|IJ_il z3Dp|591O&Mc6ONn#;dMsU@PDuoLL~d*a;SxsSE(aDoi$nrCbvpTLXi>k-#(2@AxRm zGL_XD$^fX^+h44ykLv^Jo#3H`(JoB303(An997f`tq;EGK9CHUI&(qBROSCbX}$2~ zAEk9F2^xP4Bv^ve`ra8&a~$=B5ABT`Hx?XDQ(S`b1mHKcSN^rR%m56G2wV4P533r#JxQWKV-F@KkN!{gBxBhDvV2)+GUhY6 z?d?gPCeL$o&HufM#PfF#$moM`k>HT#%I5p@axMcxe*s1yWKOUZ44f@^I4E|KD4lIpc#o{P8FNlFs?P~%vz;{5RnL>2V$~}42U*J<9F~m zkoZiqsssn%^1yllfs|b~7j>z)xWjraPO|WDDBKCWQ{T{F4c8@V8!qU$_->+*$eJ1( zdx2@&K%Kh7I^XY*M z^@{DTW*d~jc;DwS-+SAn#r@0OLv)mH2WulB=9uj4mV$W@9)n9CAg}n)f@q8Kj+azz zw?##3%q+hFf}9U6NKk>p8L6p%V9bo}TWi;>RK*wU$KV(in1>-mUc2@aWiWx>4HY02 zZQ02|!6t0^$#!MQ1rgbc>wi`sAtN`h8Wh=H>M!>o`3($Q^oaSZ6#`G6G5qhv!f4!L zaFUJ$#tE05NR%z$x7y3s|5Xtsh6YUazfVj+q$~q4WfHMIY*_A&h}gV!UqRXbSssK} z#+MfO6kH6+4|3|BwpipL#6W~BAw~t%35tq=wEOq%tF)c__%9^8%IEcarHa1e=qz48DU~HiMD@KjQ^S_KE^NyoXYJ}E8 zCYb!e%#2sUhg{Df(-aB*_bS8}uQw996*gufO|`HHXm6G~;jwmq-qp10{tGqc68H4K zKw@jReR7TtY+hpZ+7DzO4_v5Ps{;NnzV}~L2>+w%RY#~^*SC+)-+jef{VhK~oaNOm zq6P|*b~hJ%aMp9={n}(uiT@?By{otW|8p`ZjvKMVjmXK#39HnDS@in+#mZ;w83Zj- z0w({77vte9-b+Bp-;jl7%f`NcUxKPFRrB-jEUpif&V?HL1{M6}`**@O%B7aXNk<=XPG=TJ$_V zmDeaKr{~0VbG1L&(W#-X;84iAtQdj3rvP!q4CY-17%H@CLlF1{Ix8iG6O<&}-Slv0 znKtd8s9r15PX-UX*8s|rTAopZ*W$*FQ=sHP!XS1c=CMk761~wQBb*v?^71e@eO@Dr z!^6YDoP+od!V7-?hzki(1IyFaJu^Sw4=*K*N2#hr^1uZYT6Rw3+hN;D*HYu8gGV0D z#*nW3!a^^2Mu5{X-p8(ec>|w~g^w%92?$^Z4;|7&Yj{)?{4hz2ckS3)L6Y~n{u)xa za^(u#lmJDTNVxwIw0}VUgG1#&^;$SMcYmYI5i!Rxb=*owNDE3Q^Glc5c5xgy@Oxn) zZ7Q`Gk`Q_#bhWkpL2cI8D=ch4q0!gft>+k4gM6S@V2;kRlV-(lK>a{fZ~%LTHPO}8 zm8SLU*DoHu7a1VDp?K2n7ZRF9!T_$-eql*Cf#pIu_m-4jqCgtOou` z2PqY6pD4|iBn7xPbqdTiG>&|QPJ_HtW;a-aG#f2w_V7aiBVgw-*>=;!{K<&*l_n#w zT8bH3SXsqPPIj3A*??eG91eWswvO)DLS30%anHMV9OSpwQHtzf79%uINLtO|z}|TP zC(Yxquu`(=LN-{bu7LXqb%XjU^_DH7UMnwYFORjRV!G7Ah|Uk-cC+qm<+z&*lzsrn z5X*iqF7}r=%7qCzgVTi32J{@tJKd}cqN&P9BHWyvkp^Ae+|ZA$x+@_83@+@X!8<6A zMb`E7h+B0OZ#OS#PU7cAbu>CEYSx?pb;^XN>Lr?S6VbYaq71;Qg%ie6h43KHZ_+7y z&MPVcK{#E!coEDb3__}@q0@B0om~!FiP-YHIe6fs3JBR;agGJYMwh-*>)_+a4uS;*_e zX3BT;Jpg|LYABK)a-7^j+@wu=MkI(4IB>BTHH5x?{fZvVxcVFHX1LNq^EO$E9HS2p z!Q!V*xooGWp95bE6s>c|*dBon7C&EFV!fhQwV=XbRCTmYpZHd?=C>@&Vz8%)q2H>+ z#tQJiD{DW9Cve%vA~VoKMo&*ql$D0%@aI36+oREj#(g7DFR0|9n`^vuzGh)D4oe+A zIXNi_4N65Yhl%-!AckU{u(HMiqGPR`Pd332z@eZ^aTJG)=u6s9`lQ7{sE6iBSP&sP zXJ%Rf;DUgDf-^S021yYqb9HVl0Q>IPvTZLHIw438CiT*G?F6)b38yVAjZjY*=;<{R z&TU5y!cs+zbRAZAwKfr9VZyu(nt>n>5GGKd$jQ}WEti&-%5@uzJU#bdKSI1^(=&7v zEbXMF{jv1NzW9Q{vom*f3(VWF^3kwXA{5OOXC7QTC}3RoDbFM*C`bu8ATm-XQ?~#_ z56a4Of1&rW{k2PViUV@Oyl2Dv*~mmQ=7jHjH@JK}=*}LhAVsCvq3aYnS0*<}vWhLW zepHKFic{M+Wbo9M(?{ShtwuzKwFx2H#IoftU#mRu;P0;nYV8o>Bjq_lKFm$_M)&7@ z+r4AW9_4))QB}^12Ab^AiYx1yW&T>Vf;+acN*=x{kN-Z#i<2*u&=?L)2-Qvf{eqKE zVDt%u$V&SR1NLXHTp-(D)LR)bn4Vp34oA4B%!Aj?Xa1rsI_Cp_&-W>T#WNzm_cgMs z4{fqiEIdE<*wg_50bu8e4uz?T)wGTZr->+e4)hJC&olyk)wIIZVVchhnE?)66qY*< z%I@B?Ck)ILIt(Foos*ZZJN5`OiS89p`dOG2$PQ-XkWZlR2tso~Nr+GlWPq9++F5(% zpyj5FWe?a+-r^f^_)Q142m_C%ym=m)M34Z{_ub^DR%@Imes&OkdsLk`Awxt+2(6bX z24xFDpe|u+bl@?$PW^2Mi^|#x`$m?iD(X5jf(F49Sy)gCAjlIP5@`8Fr-*8tJcj^8 zSne<=MfGbq?)$7-dkI@2N7YXGDwO#f=-*~&!3~U7EKnN{rwflWk_V)FtT)6nAAr(!U2YRKVOBY zOY~pHH=vgo5q1`2GD2_?{sxqF97-zoqm;)2(Y=YUDlRQGNhfA^&?9)74)#}~Jrd$Q zVBe0NJE7#mE1HdQD0iJrgMAChSFLyBgpExJXctIY#4cew6UMCp$Br_v2{?A31h~Hi z!RDe{$*$NPYkSln>%SkG0j%Ox*k&Vm^^$at5gqT8ySO2&2|@XVH%To?zNuWu#%2oV z!ceh^OGw~##-_h3yvkmHv4(7pMe2@~i1t#=tP7EI)3}Y<$zC^%b{gT#PFEq?T(Oe+ zbFSRs9sn4`IF$e%VVL1Gc@6y48X;xWm-}R$$r~JAg0Ykh;~w)3U=#u+OB{@W8=FR- z0;sI|$D(SB!U8$)x^k5^fu}{D0@zaLULA_IA<{H{g?j_%i9yj5n{)3= z{N2Bzm7Sd~;OZIo+ZKC0685S%y8>WQUu>69A&OR(51qg?}L~FScR)?Dl z+`eFzL+412=-s(c>Xa#62|SHM5>jZtfL4V+y`%i9#D)ex><(#QBdl)_iaSVHK_?eC z3lzHlv12>)VE(D*rm&ktBTF%xc!iS zIPW;?b8FyHb{}WZ;3axl#vLdT!1egjf>O&XEL75q!<$iX?7ww_-Ohn}#Czi!`>~Jw z_=ywAdPo9W*v@qQl01fy+G;j+7lGx&F@9k9)M<=L%Zq`bq42AG0Mkl^FLB@pJTN3b ztYP!c+?91E4e&g-wB%u)n?D>*6HZ)~1XT{ynb&Qsi!~c!AZYoCzn2nkQk6XjwH+;A zR=&*48^kWs{1pYZy*GX9bKwXB$!NUTAHiUP=g@%z3A~{z&l)aZXSMK(2ny!s=E5R> z-_P%3?$zZD4d>u#K+eYEigGDH;+^QO^BenRoV&{ulcye5UsosCS6_AX=?2Ze`AU)x z3$XbZZ*Q9>3z zw21r?UMuchk8jeMD5}H=En-sr$5Q&h?$=ah*>B|eyI@^-e@(3>2C(?hB3jm#?S>-M z%v*uOb4YQtq;q;#%uf${3slequ}HvAA42;KC!UP9zl8F=t={-eTbqXK=kf7q>rK9- zYjA3^`M?IyHLNzh_iuVVX&@jZ6lRc6%I1pRccyE_Dj>EOcbKrmxbR>;5^*?wg zVkk0IbX1hNsVPFzJ4=a?IK9fqesW|DRI(U{X~aY@z(CjT2-k@1s5gqh*JG_iDRW>w z^kI6=*a(gzM9>qcZ*l4mfUN}N0o2}NM~^mvOGPAW7R?4OBdVm8hHrcR!9*{OFJ9!g z>Jr510np{P?&d$K0gyP45GDDn?+wgh99EXIoW!tv$YhR^fB|X%4QE%OfWDp)49Bh5_baZ$0 zkw|$bTr%oExC#OPS8)Kw*i_BnG?9~$xO95_++VSC6CljnogY{O=@aJ4IN;^8_vp?S zHb6Wikx2B1wLiXe!Kn&Ne+yNVe^?L>uqT64K=A1h_1=H>9?*p|lsN39f)_8aTAgfd ziKBp6#GOAvW9{u~WgDoQB7BTkEXfMdn(@+G)zn&G@zl)FCJuIiqCsRmfxBmjE62Gh zNUKj^NkVCZS_9x&7zYB_*)a;4w_@<{}@?erIsKZ*zWV15;ibf1D=wX3_qKnxz!~JJDoME5Fk1T7$I813CXRDf~NFJ$d6F zFiiIU`LAyO*}HZX1NOrjIhQ5p`bI}v+`sSLwCSHP_TOJh@vL7B(fv8mJ-@Q-25F4# z^lkOJjzRggPk3q@!WAYP!-ooZ8WKJz5_flZ_?y%RfhuCq4mK7G>WZ9(1tM&w!GpC% zfaxu6wgbPCJJ`8_0cj{GY#kib8?CX$jNo=3YeNat3aswuN8z#Xx6|dlpTU+u7_$+j z^3CE6ijby4L*bhZK>%@w4+|L>VIFlmbdXjaoJWd>H}y!^0En9c+Go-MjAOnsfy~=U z#L0{RKsc%pHn?tFuMaJ#%+_SSzi;u!TY{g6ap~kHqpg<`*ALpcz>v`5!2{bj#e>PnFNUq>PI#>>fzZs)&K`VPqdC}96iL0}&%Zo& zYgEfkzCwpPqlNEBViQl53Mej60+^3;G;y4C_mFcb*#PsO87Oq6z3%GLjV&jWfT0#g zr$YWkr(7fIpUTR8$Bq%l62Yzx?g%vVgR~(~op4u6p~DWdvxSXO*z!2C17M0hut}O2 zB0r==RiG`b^jI2Jj%1w8hPqS8s%r-RiB!$Zs0R<4uw#H35Z@*%D=SgLETbFLEZZDK zNB(O?j`FoTru9F`=0lw2fLAH#c_Ja<9FzBh(;z<*J?8H-nqe-|0nR~>acgBU!xN2l zV4|wCcq%NjM$}Va&)Srew`9*f^2}4`Og0>#O6W+t2dDvk6=@1GB0=fz=HGYtFaY_o zRH_{qX|^+vm1jq(KDHotVReqTrFW!j@tHMchlRD_#43aapjlKPnQ41yY4`b=#6ldmO31q3Ks^aDvx@jKh$$}R~9zs3Qk)flukd=ha2%H|n#DCG7mJstH zmy{GNZR)G@=U*>yZL&v{?F=XmS+LJ~RK7z=$duMt6*xN;BYp$xbttTWl~~nZMMA1# zwPV+zeeJ|Hgc(%l^g3G|4J0s#B%y2E=H*MrBU;Yhr4B_t|p z0e1KT%T85S^=w=kDjwBrr!Q}|u=(H=2ZV+N1OpthL`x#f0A(-F+}#1Z%|HT`oI;s+ zC#_ZMA|n%%obN+qc9?TrVK%|>oW*-x`uIge2>!Bb8qkP}4YeTz>U6zY!-0Bv26q0P zkR_1zcark))x*-|`OzG?qAAnYHXi#eP(2gfz552SM-@&*dd4+ChXJ6)1NMDvh3aY( z1jwz7f)}ITzmmz8QNPE)=LzhIIZ9VNXZG=F6`CGX4Tb>`0mOHZz+POyiuOQrE)N}L zqdLZmNIyfu=uVHN@s|?E(MRxU&OJC#wvjVq?k+t=a<+KQTc3%BX zM)g0(*Y8;>xwO!>xh4C_BTq*);o3I)&AYi~j!Ht1c23UB3T5u^~tEe18 z6YVP;ABMmH|Me6k4iH{AI6;W}00)Qctt8Bv>)fUh`7VkiupndI{jxRTygWW&6%@?P z)ADx_Z3nRX;G`>K(7pEd#L0X(QWeYo+$`?Rh5pVm}we?QQ% zwIy5lk>~82ne^zJ$CmfA!zEU+G=0CKVwE5PC%R>B#s@cvph^t>U<53Teqha#DI7lg z)0T2NW`;VCs3Hp!wvMT(sv=S*Y<;(P@7`+vJ$WEj@O=stY#|?D;Q!Hky?+ZEs7`0Z z7u3IUdIr#BkfVUG@}=@AZ-5$sc}I={yNxEmssw%NumWgiX6-n$qeDe-Ex&z0w_tl@PJ@aC-hGgK$%@x}aK5$=BNro}ILPr@Q z5jQ$tpc^Ysg%KZ85{?T;2PisM!nePtTlV} z<{R`MgS-Zo=>wz(c19t9F5+a@LfU@$iKz|j{Ory1cRnvpVIr#ax|!+&V-Yr=ci)ZSHu~~KwbaRKROUYI zWt4&_TyQ+a!`eX*52)hHVBW$AVq$C|ErHEQVTn94f;nY%EfMfbD!?))`j4YG~zfu_eFrjM6mc-Ro&!h(t z%gG-3f`NpCh}q+1@|91H&c+IqcAK9Q;0m5kIO{#i@&b6{kPkmU|9kg2fC&>LBSEn2I58%5I|wDzR>U!K#nbDim2r!Z*g)Y~!qtJ-v}sZ5;QrvTf~;9< z*SPx1L!hOM#=p{`x9A$Xm{`}xkNkR43cJl7T5e5qXTCx0IdOD(?Cx5&UEt(w;cHG* z=EQM$u#$Zq96adr2=*>d86W1P4$8p$ouO){HgsMk4%zB;LH-{#umlMcG0kC7 zQ8@2V7eqOPKT3jUF{tpI`1b9Mz zi5O+h;fTB$IfsSZa*#I|XCq3oE0F(N2-3a0P`_Qi0{?51Ap)#5&Xhey5Zim0n6%P0 ztw4st0tt!ZJGPGJo!iVwS~ue_zeDoMOw)W}sgtTaWx8&!Mv8J32$(23#SY^P5TyNGByBxC z6V=R*{dEq+dPOS~=P2z@OWt65|NPYlnWw^n*n_LGw;q4Vh`N z*w|Rw{UKY9p#K9WErL8uGT)OtlXn0od}s^Vgv<63!)(%6etpUS(=*f%vxsia ztLg&r!{PwbOe`!%d{XpFouoVHlcFOt5gO%daegm)?rUlk)hD$7%?rRCzwY(9+6(^# z60dLslKZ1tO7a!1+*m2C0XVz%@1fVLK!8Bl5RUBta{#78n7G~Tu7#*T;ep%%E} z5J`w7B)3$OC=Enq)*y2zQYd1{oCY#AXh5hC8dzphny65wM#)eps`qoD2WF=zP;Y_-QtoJ#3q$#N5}fhZ9u?kX`k=e zx%w-MjGnjTYu%snec!%!->$M-bV2bXi2(|ilFDd}pIGKbMP#E;8`q&Vi-XS@C60bD z$mVPJqKb;}HWmT|qa(nB&ywyKmnw3drmecnB@5`-F?iEE^%k02$KJKXm@~1ic1)i> z^FdZ|&pYqk!Na43$_3N02hHV+0%y^KLqg)Ao98#V?WEZ=XBzqqy-xmAgF)69^c4Ip zMOt*-aHKUfr!@I`FdXb-Op8|O6+>@peQOG ztNWqn6n1snjdjDFF1OvK?Zf(`iJ6ldguAS3X4Nn~OI+v)SHUTRdJMwg$E>bDzmC=- zv-nMaE_z)+Pf|r>+t9pS9kYr@Eg3f}ZrE~71B=Y_3!E<7L!{tJ2qCpB`$C9|Grw6B z8mQT*blgecE}XvWuAB4uEq~XVckeBdzrWC&X(>6N}CIX-m zIH|8wy7E+{-f{=r^=VA^H?882J~0^|q(6};tE1x)6;;kl44HV8t#fvojr{9vr)k>u zQ|7B`NJ5TTobRnh5`Onh*xJ^VSz)l!|B;-(sa95L+O#R@0Rfj>F{La){tZdKlcPFy zXKCCoQsq#_w;z&%#F%$jlrEP}Nwf<-z49ZvNF>^u%@z0TxaHeVZTF7)V&Pr0e=s_K z@h>ip!&G=~$wU-zc^BFeU>nf!7$;LSF3qcFPu!cjcIZyn!70lY&FXHQ`Ua8XjpEyP z=S{pvim+-G>zurW8r@*ylOA&(EvTm&dQU6%$)6cxYs?QA_B#xJ3G0ZYYPHH>`8`R> z`0tn36z^A@5Ay{eoYLl2{kQLRBp(T$I*}U7{)yM+Kdhw}cvLI7T+w}SQLN22x_uRI zJbXBK`<8m9BGuEnd7DwAMoD#$c(kc+vz8oh$u*MGc9boBensQ2A2kd&Em>WIY@8ea znpao54$6{eKDtwVW9#RYwyQlizKbv2yQJ#rm=-PKM|O>0@lpnz4MTbXHdN?)QQ+|E z$T1&;ZK5tySzKQm?rr6ACLa)+9T8P%FYjs6PMF)InUU!e-)e7p zP2l5HdO>3bhIpnYH+6ppu|W2}*v>8v?Muz~`Y+X=lGj*ITU(oriePJaME?8tTGTz{ zZJ01SmG6GuiE8|pe2Tz7=wIXK(CO5n;fI+}cI<%~23XlbYIJmL_|FwC=?aZ-o?PAC zT{3avAD}Gu>>@%nP5NA)oC*x4+1Ubw%m&y)Mz#tuR=DuwlZFX|;W( z@RX`6>X-dq@#VxXnHSLiVI*Y$Lj_}MNRU?U@9bY(i-U+IdHt-ujb*&S#U+d5aZcQ- zi*-+M$os5*?p<~FW&I=@Yu6lA^C7B*z+O(dp+>UeVzu9r z00;F(MZ`)Sqc0V34VQ6Srd%LM* zbP=>V=PIYU^T$_{Fh#@BidqN-SA;sKyc`!UJlITK*yyRKL=d+Y-9LD5>wAghn3TJP z9T1aF;Lu5sf~s#>{XtkGY^sG{Aa{3H6hk-YoF%3nJnBLR`dMgtVfR-!)Y=s@ub)Q`uh5wEjp2NI6#1@pp+i4qS=(U-;*1Ea0aRi19*B{*eVzX{ot@G9c1D@dWsoRC-e8)gxO(5sm73i=&rE@fwcCxk-2 z;9*y@Eeqi1tCUV--`7!=5oKdD?y9kN{WY6ReL$4$3DJVjMMcYb99FQQ5LB*6>#_A1 ztG{Anzdv7mwbsdDuy%|%5fe*56J^vkO@*Y)&8?1-_qg>Rv{hzZSu=3M3Q1}@aV5ki z2+IC>$dt~Nm%yb6kH(?eLw5AWV!a*kKtbAK!rDfXv{(W#e;&BTI;0O~LX9fZA1m?R@ba>iyBn)+u34tj zd!R=V!Y~TIw{F~!#crG!d}&^;7}Ei4EH4*&%m$5`k~IYp(#Rj5Bcl<1j8o03$el$E zoS(Hq?8EunLMp6|(Jyjm7N9MPRq%a;_I=eCmEcFg@Yqd;E6(S{PCI)N-XP^oqs7?; zv_&m;aL7G9YxuzBCs)G0~~QJ0OH z^_8!lpnT*422=9nJ1HZPjIL&w(xpp`y19tH6Du8E4b?(_08DmH&NdGZ1u2wEaLxl~ zaIQ&{vQs){dyqnP$BYzgOkM2Cn&OiIbCEs3V_6^?M3?|n-Uzj+q#AtHVgSqeP3w5` z75buN#LbcV&bhYUc)>+SbROIeOz83P<$)%BU~t7G-BZl18HxBi+>;Jz6{p z=qkjPm$@zgMS7W-p+Iq15Sr$v{Y=6)at`p!z~qaD&Em4&tg0gHLO(JlA%<{b=bH|d zf>YRQ;uY&J0@{(M=%HwL?DdStp~+MKx-@sP*wE(^ik$PuAADm(~vy8!|7fbhE;YUqh6^5nd)|6)j9K zw^hl&@B%c{$gKgatWc3mBnMP-Z~OxLI-ADY6W+Xj{rUa#F;bniy(R+1#6SQDWjH8< zgH#h;aQS3uGO*_&dKmVIZAQwfqbpae;HBPyw|V{QRlum_XDv16KxY?wewlId4PlU+ zfRvqs#T7uyS_V>|W8bm~xO?Q|%vM2kL!Zcxiu7r8&~vi;Z?q1bCAm9%^j-`uMHa-B zql+PU=~5^G&EO`>Z2^Z?1-nZ2CS<6f4 zJJi^jw@8WkF!mBmG%*R^wR?BZkxOR+TX==slPP^%(wii)1k*1_j#(R+YR?(sdx?<> zFd@7K94(CjjnO|e)*!c>b|rcU|XvVxR1PTlz` z-g6ihh@J4d^WDLP{z4fOX;Ds)gXrXbrW_uYy2;?+LzG%D1!6a_k7Xyiu#Q;3*cJFA z*n(r{Wpu)YRzt&y7lRb&Fg}9pgWz5RisuJ3aUUC0uB=kRM50Im@5=LREW`EJHqvf` zpxj%rkDk$HT#EQ32_?RdDXcRg#zaASCN^t2yd#%0d-m*>(uKoj(SpD~c`8EZ?Hkrk z=0y)y9lrX&M7TxDDjV0nj&uGTddQJD>x_m;<^`8UzmYK9BmJZt$e$cYg~sJDkrCI( z8FiLvw{9&0YRZI-U}TG$nwk(dk=U>_BdP%@^y;o!vEuHq^}s83ghArkmQof0|0UE^ zC8S)XLC5)Iy)rMt@S@TPp@Sn)CF^7D?Yq!T&edUoO4~dtbaGLLIVbDJ2E9EPWWt;yiE(@)7N22YQ+g zA>hb)z~Du90O^aOAy4TA=0;&b{;vLWe#f zBVBsyz?qQEK2vi0wCwnNeIZZ+)WdMn+zz-xyu64EX*gvTF2+y(;IlU(TMNaI&j~_ zx)906N5cXREgI%eV_iixL)Vf9_|720X&Jk7|<9*UP_1Ja<$KU4=K7 zZX5|UoLfaT_m6PJ*v;bp{KkzN>$_E*sw__L@7;b}Vb`)#Hw|459{Lnwb$0)vzJ}3~ zy}lI&Bf>VhESe%vrBL@J4VB#0;VL{7kq6^<#=jwjaq;$9*x+@+uR+`vae zfBUtf4~kRQ<~}1)BETs7KA?u@hG`nPsjY`ASt$853x|G5!}zgfoqf_gOSV65=zb{J zt_n~iz}Sy2OP$h=i2)F-;YYXfGi=BITF_L!T*#;CdE#?A;Ye;;nn)Fi=@-tOo8BoW zI~#x+4*_A4PzBaTG&l3ovOq1XM&Hs#*k|ZlzW#8hms?TxK@{d!AnTw}r8=DS!xGJN z%4C&8<1~wN?+%`w8l6mIA>p;9RCMODu~E5jj@!@qb=>DZHDxE>6Z4dQOd605088o2ZDU^@&HTc41U|Ng0eW ziBt>e+V{_x3E{IW5Xlb9W=Xd2;iG<&F@@$H6^}5Jke#=icDIYQ#ZC)C(X3c~l@B)~ zcN)8J^$**NIfe!XBu=IX0tl#ym;}HtAn`84R|(`-(%GQdP5sF6rkpNxP=`Hs!a{4| zFn{c0U;H@P_V`c=CSAw5#3;^(NK7*i$g#!N-mo7w+Dw&Mwfl~;2l-6ufG3*_9=86u zrd9}z8W#YIgq0M&4GFiGJ%!M+V%7yrEPVvvLhO1LFIvPTF=rHi9LW7B>CTGQP0Vkw zaTc>Bg*gz4Wu|<<%<`7?D;uw3j1?P}jB6v5{NP*xE7@?SiH-4?TFj9x^J1{3`U3}? z61d^MW)y-BwV+2}H2yV6KrAetkd`g_y4o(U09gd5w+(uHx$i!i1=_Dc9)1uL)eAnz z>#&&V*=V|&3roB)oboYKEF#R$l)QX-!c+xD{`96KM=~AW1+t5y&r=%a|2_<{6aP$? zKrPBB%1yZGSW_pgFvm%nR9mP+SMH$c3lQL;i0(p*X*<=r?FloKC&w~PZP|7G!z-)5 zeX~92@YiN2yMCVK&H+3vP}8jX-oCS(Wv~%ziT-rR>^;;pj<%03>hqxqUc7iwUC}0g zit>Sbtlv=_^=v?NUIJ*QHN8!QAs3b@z$=jGEy{j`YajYr0e*&|qYK%Zs25D=zKWaEQ&Dj*xg&`Tk02CVp)Ghu(HcKP&~VtN-`2kK zQ#=W{^S5wd$t%7B9Y^e!>l%Qiq0`DG3ECWW2=tgpD=Gk_zx0g3Tq008d|3EQu;p&= z>2++8GD#jTeAbd7Cz1_-!{b z3%T(XvLArhDB=!1+@Sv!o`N$0H$+&*Ml9>qEXnte)YKIe`$g@(qT;k!6isKAnlZDY7QCy-a8k(It?VFpL-VOi*6fPgX*$93H`RSd zQ!)yF%C9AzAa>F$jE(DHczB!9Cmi67^V)!Z5&5=Yb|VDc15| zQRUef_LM|yI{kIo;7r7q@)0hGvpcE0DXf!ortaM*Y-w~X@rYr)h+6WdWxP>+|A^#U z_kYsB)3soo{M+4Ap2u{YrS(NC*F9c&pTwmWvq}L2qXlOq*Vh{gTMtvb{5MIE%}c&ilZl!1AHDM_aRDJ;%K>ZaIX!=9FIT9 zJHx^(13Xc?R6I$K4)GfPYzDiz;yqj$n{@vH<35QWy~H4M$? z(j-iu9pJ5wBY>=)AY(M7Fy-ZqZJmC$GIhM%sk>MvOl&@J;w6bGjM{;2#xGa@(X+eu zwomKYH#;8fV%Gih7>^XwQ>Ui!*VE2sr~PQQ(l%02T)q56g{ZXX01odh+c$&y;9-GkKQnhAcKrrM7#4yJZ-L9orCIi#R zbZ>6%=Gpe}E;%#a;uNPZZQYX<+I8%>hP4YwBrx?wohrviRn2PLHdVAK2AoP_(VP3gsLt1LUK{PV7sikuY@qc~FHR#R=9 zq#_1zlD|SEc_R z)8dD>;^==o<*pb@@jaq>33Nw~C3lHnnk4SZ6?6zWPMFNoCQ;Qxc~zG`FPg&}wI2=r zfBb0E*m?WU=9a&UZ2w6K>c8_}{iXLEm8OOjraXQ7xDtPdGC;G}wPn12^-1^6#3S-|D9Jc;XPCO2mB{iOJd7RFA&K+$iiIH;R@tF`74JMc=+U{%zX- zsRihZfg;{kS@qKcxD3=63hlT~;GNiVZ^!z`_l@?v8BeLZ(VI+UrWVQj#1LhWSsc)`SDx4AW-* zV-3d{O{1uv*Svo=E8G-NMT)k zeD)P52huXL*zU`RKCoxsK|ywub=O>TmvTV-?-0EZV%LPg$feSx6QHRl7=`nSdqsjv z6_~sUGwP|M^u-HH>U{PbwZ!qR#JFDFx;ZRcc64&`utoQw^`2od%R56p#UC<>1LC;E zLc0R{RPjp20z4yQgoXwkgoCZGJxxiOrZCUW&TjegIk_ye6qi?#wIs%cKy8ha) z9|_q9zT9Lf;w+L7vHkvGx3D^Vf@-9l+K?gdaigTeh_=T8HVN0l!(smx&Yhdj`+;Ia z7Z;t|Tio~Y6@!*G-wlTD)};%oz(;=Sq9DQhqoU805%F3|GMO(*u|?3piz@WK{S!9> z_|odCDj(I^S@_A)f3L8Q=4i4+aQt9+Cz2Pa+3CyY0Yagc+5djrs^Tji2TzFU$%fSI zgY_0)*tL*s36m#o{`*^B8@kOs6?tEQPH<9FzcFl3p|h7txcS?u ztAfP+mvhv~orH`K@+>8Ph4m+IrdiXbkNk)04e|9Q zQ-L?54kvW7)eX*Ds&J6t&K8{b6!x5qh`{(a>x12MhEU+*c&hyJMU1e4KgygvfN)QK zV0QR0S&Enn!(yqSyEZnv!%e&hpzGx9gPP$+Shz<$8fZ&{Ql1U+eW3A+U!%J^L>L9pNbvg28<8i0e=*zJ zE^O{Rp!BnD-V6qea^9P%PD{O@QCZE}VDkW~BHnE?KxTjiD(17Nj72%wJ7_lcwwL(> zsi~>_KRyIYdb(FU+fF$I);r??>lX`x^3u}C`+7KUw2;F7WJb4gPCb4o^TMPns!(rs z&n~ajbyyK2s4I*ip1HZn@iZ}zi7+E>h^{U zzMGgWW!O^M{AM4=&p1VX+jCUdqS&Q&bQLgaiZ?9GjYVjr!!tWO4mKy-z(^ij6S{j2 zzkb35Mw~#hk#nCDm5x?7HU^6Tz;U`JTBW3!r&ry*`IyZ23DQ|g$y9eT#esD5L1<_| z=ETkmt+XQ!7%NA#ka^J=D6AW1)nCH-ix>H!kECnp^ft+9@~9S4>OP|Ted)Lm>}pP% zsyMZIU2hx_PJ*Lp6Zx@``saY^HE)7G`$#^_N?T&^rgU8I*)5#6OuY5%*+!-hkaHpG zJ`Qa+&_Ow5?xzdvxA5TP-+~Vp4YWA> zjGP-nZ|jyV2oT*&$+5$OQ>Lf1<5YA`Zzt)f zV7Np3=)NUZA?K!#YqcMiR^{O`qZl$XnHNfdGBx9IA5Wl#<)d6%o<6ASq&{Vhl-jr7 z|3x)?dZt%J#y#TN@IC$Sbj!F9z*Da1nqFXz^fBw~JZ&CLe%cpfo*K+MuaG`GY2-|?g&xyZkpRi6!l)?Pk?z(5!*sby~0t z?l;D;izr4bz}KFbx~TqgLbx2-B&lOxA!uNEU}h=Rs;xV}u5hKX#qV`@Qd*6<+owgJ zyM2}oki`YhFKEBTZu8u zoe8TONVS`oHk~j}qL<~L*XvmMx}MMGt$bS5Dyp#8xNXA=S8FZN3Vd|)@aNIJk||e{ z{;GK>C@8=QY!?RE8Jj95yRz3QW_lg^Op}%QUEzC{Dy;~d< zK|w*DiZBOZv(6+O{Z>`gq-j%wB^l$L$_Z~`T$Xtx2%sDY7%XG7I292_K$E>s*<dJQ7uSe|h~{ zJU~f);=q9DCJUNXV7$8Q>A49mj*MYsUKIGs#H5c84VBCcW3c-B>T0MWsGajdkr+=> zOPK@o&eHE76eArwbz);b%HOPvg2-m$$4LMW#go+3(jq*VMi*fwhNb^ZFwrZenc z-s)_#Yv)e7Um50SDjcZ|6xwy~{)4XWtfdz>AEn;8gnAAfjKzSCT!}%*ut9^SL}r4K z&(fn&;vUR=M_@GCZkYnj`S2gHmR8fJAJ4QWi*44bOK&rWk4?Q#hnh!1!ZI=@Z2ABo zXN;vIBR?3Vg_kvX4K-2?4$|-fPDy$Qf~OBarGuvo?#Y7Cij1TNKECSB0gg_MO|~O$ zHOqWg()ezgS8YPsbI&#^gNH}QUtQs*?phtQuCwI$ulMG^Z(_I=r1c=@YFpKC4q=+! zomQ;^jxqJaK9-Bm!RC`HDA33aA$04WU!>3b3*{-g3i49UJ$~=BE1h0(aIFPX565{2SV`m^~Gg7HZ9Er z)%Bkvu%0pk>nMPg){NPfmb7cVDJWp_B;91IX`ynf`<_QR#9`$8Wy`ddJ^PLL#XEm4 z7WSFhz*E9G{H|S1R_*N0#SSt2{5>!6n(m=l(lNrUAVWWqt$=$ zA_1H6Gv;}edg&Sw?0&zg)wy}K1w}%e{9rFRqTvb+3DrH70a? zVs%9PRf$A(@-Ga&QZjUGqPN{7Pf78vXfgDk-$c)K;YSM{ScReL7qD_lpKFgiM10(h z{*}>kLD};LGlUJ%m-qFOt-yvqTNd5lwfo6%WGm;(ze)0c>Jt6`nJ*GXfAQbzZzgr{ z>Hp$w`CnSs%zbz1R{KdC)-}+cs9W*Xv3$r~!%TmX{FYf3d3PzFW^)`ZfJY z_elQdJj;J!e5jXHuax||`=Va@B#5Hz+ePJnX*7bMmTlYOEMb?uSpKs^=dltuf5(fT z&Ck${EA$I7NSHh+I(jwKC<>nKt-B%ciHz#np~DPIOAhWd)DLUl4VAx6+YLQ5^Yy1r zwIWlRJb8x@Y@Q|}6J{_T;zK!N4&HPqkScr@%%5+nl8Mbn^LmegqNSS4k{D<5g`&If z!Gj2K#XLedGI?FtJW{y%0=)61%1ejL3F3;7%rf0i$s1#aBnXF}mF9NhY zE=-Kv5FWAd@!UI~5HqPp+kq-7Xz`e@{FPFd|Di+X*4FQ_Ktqg230TQA3-fBxf&(GP zT;aoqXHx|N_E-8a&bN{&xLA9@8~vuKsnq>D`M9v*0-{l4T%JGtkdIH<^Q&JW1u5e( zxrz*xa%}*~J;86nRP4Nog^x(Xl5 z-Rg3A?gaxy!=KQvF=3KwXGUjYD`Ig_3P)wnE+Z)qeUOvJN(l#<9>#}G{PiTdV64-M_!yiRs_~raFoW?CH}0$EZ1RX}JE` zL^Hty8|lf0h8<-*@oLNgGfQ~XoXOv-s_5}N?xQr~Lcm9iw1tY!$6(Ro#RYHQE}}P% zZ)g4yKijNHld9_KkryY3hvRNndbzCgsGKnOBHH)0DV zYJ4`Q(CgJb9G=n&+k<0^7A{^4ocsc$2GYX4X@p^D-Kl;1PppfXmXN z?=iZ-wc#(w66nss1QU5zg(_2eZ{4}`#QNtrt2?cK1GX?|BUZRTj2q{QL=wISs}-^r zT8Vp7#Z7K@^Mys3LJ--9$ds^TW`Km{cPqGCwpht1b=RU3+Zh?lQT~OrG_%cbE??iD zu{kaEP~ea!(Zr;Z1hJXWb7SGh$g#;&rbPND;VU%=`xID9 z`h|{O9YqA%+IE;~!`mg78*En;02E&bUK>u!F_vc@K`q_CFAV$%Dgt!(Keq8g!c=wp z$cPALelK-#0g9YGeVUyQN|oCnW}F>M0d1>Z%-D}NJJ6?}f)FqzW!=h^>S0S)e1p!W zW=~H*<*(GTD8!*{_>5+%Qp~M~+&FzXuVx@Kp_#%*xH>!QeL=ybIf$LfjrR(8{CYO=YOMmRgp5Z1U)K5P0!~2ifLBn(L+a!sNm~%dwT~$T~~D5z*6I; z(9cwC@XRO%M~ZP=`2-2UmE^uNt{5^{zcLVPCcH+BFUuQV_~GMsNa3)xx_Q;qvH&3T1m86%A)13sz_m5h`RgJU3LWs;Xre z_)-#Y)1t+&Pjiy3GM?-z8zVX1$o_E1BPzJF;J4j4R6e*`9M}Ku zjxHl}(-f7Ab(61@zDf9gC3ZdQIr_qd{k1(ZADIWc={XG>HR>ykUy$^WrWgh)zCvNy z`k376FSWVTGxs1?W3%!)T4N9Q)$t$Y65xxGDatYQ{3L$AKZGxSQGU@E;SWK-7hmeF%UOpuKlC`cU@ zsG7EDK_4N91Z7pnY(ft>FZA*=1ztFtI?7&k(Q$OF42UQPqOa zEPCD4TQ`~nj&!W06t0LnMb?=Y{|UXwuU*qOchpgUQZieLlz9l zzm6)8$q7g@qT?FP=TLefdLjBGq#Q|=)12%?QroXqO>@W2ooUBLDJ#Fmx;V1t;In_4 z;ODujDar3Jy7=5MjHiQc41sD52sTq4A@=wIby zzcRiYasuWt@a%xOCX$B7cY|KIl%Aoz5WUAWGRA+K-HYX3fInN|BeTd%q6&Hz^na^X zt^~r+17~?=B=fisXr9U7wH_saaHV9<=;@y$$BoRyJ{pl5pDxeV?`PyG9;BW!;vU4% z@yE7se%4l2s%67-G9I)QPiE+>9;5QtzdL`2Bhi%-9%v-*^2#7|W#OipV}yw>Gas8U zX#8DPhx!@MtWJ(ztDN+CNZMoy$hDB-5KtI78g3c^i$FzmA*vGMZ-iQY7o^P;v=Hai z()hv1EA$S?BA7aL@opgjfumPr`0xWqL*}64BWjNbtd3 z_E|9(E?81^7Iual)gT?~xK)hkTL~cIqj9Wd?yJ^HvyvIwH*DB26_pZ56bQOv6x@W+ zqb?=k!aFiw8C8!kKAg!*5ePo`pJULHY z`89v&WURlzwRmn>wyn>-8#mDFCXV@K%g(YpD+Y9s|LW8}n(upd5A8c@)H)bQf*wbb z%q#K7TQ!4UA5+!iqq@yKNc9<2A?|@w8A@T=xXKKOx7@3G@*nW)*l>5<1=9R1+pH%~ z0Mzkk9?SQ-MDg9vW-&v_|2V(-X(!T)VV>kqK$3i;#m{cD4gX@y_rIVzjyi8xCn>tD z6=p8jt!H`lFF0G_uNQ2dW}Vkr{(_VKi@&Sq|Ml-;?{>8FaA1s_9r5xhmXzQcGNs+A z{yBF>p3;!NlfI3+mo28#fW{OtE7~EE^x-T&$469tUF%0O?CtUS%X>*HwjBd4XPlT$ zgZS6;cX~RMzt5P*CWVKigjx1n-T^78?c6}G*~#=`WSU(%bO^#1lYvp*_>aVIFulZ8 z{7G}wdAbJ$G5(Wc)%f)vj>pASF)^lF$Br2<#>w}h_DF@_G(8wqFE9-$J%k@dCQ7h< z>Uy~SBYPJSXW>E+$`j(t(4il~PaXaA<;&UVO$=T{g`S?4Mz%I?+_+OzZdSh1@st@y z8xg;;O@^T){;$yt1oqHqM?tkdpap9}i;&7&qc{U*2R!p{%8>xjJVsd@jyo*uE_U&` zxnq74pQpz!$seM=!f!b?46xy1Hg3E|8bJ&o4_f-r7$i(8LQz|$KtT@R%DF(Msy%%| z+@D$ifxZz*axWvo+z9s&m=jvG1fmTaKAf@?8UM)TFUGnCA`(O@H#@|HY?`?%%sU~L z_Gdr?pR!370B?l!4ncuHJp1ap<;r`YuL_Vv4OUg{tY-bLxOiYE&K2+v?^CE2Ih~oCyf%3vMml8u zk*2lfTQ~P|DLO&j1CZrPiM!hU_0Q~Zy6Y9G2l!SDZ-1~hbY86TF8W>&anv#A2-&S| zP{ZAnS{W?$y0n{1aPjtr+Re~EK6$f1FlLMoHcaMZpcFr{O6Os`#L#ecfi-=9!1E-OG;a^#ZPNX#z6>BIz%$gORUL1TxcuRRZ%0*$RU767o&4F*jgzwR#ovG22 zvK@F|emRQPz7|qYQQgNqZe6Z9eSL2w)tNA1^8{z$Y%2pA#`*00{dd;DkV)PC!zAn2 zwkLf@ofzJFijk2ub}@l^8Y)fO%bsRuYdH9ikof(g>^nE(9?8kw00#7o?%z<-A$=tC zc_$=2eou7L`tjip$3*(-T3M#|8-JQNddTO3;{VZ+~a%dTaA#acQh?}t*H zr0|m6f8Op~_m3h$~7&~`~Qg6p-7xDUHSLY;GET8 zQ&Ev{P~s~_VZ0e`;kshpGgIB{jy-OAUH06$bM;bip-Vw7p;WYb!I*T6*Zqd$HLkf=TV7~)$Upmq)#dTCEWdvnO*c z(w;WzmYLb_SiNn;I36j3tSn=Sz-^WBr3D3FAZsr!a+5E5NdvtO2p0Hc47n5=>-haq z%znCb31`TU1Cr`3IYPbNgLd5b;}0|jx4yieRLXGIq5jeGKX2IWXBAkIy`YI+smj2C zJ9h8ZqQp;8%IMT;xKJmj)~#9{sW0~=1Q?wf0|&TISr0~CDBZeuM*u*ZHXdsBC{R-u zuU-3vLX*%2JhmlLQ753$7okh5h<}NSXQ}q-b22QeOdIsz`d8h{2VU@l8E@vaj6M&wLeYMs_Lt*ZmfWeqX^}gc_i{T z&hK}O@S2om(zkZgpX7L~3PLPB!fl7RS{Z)0&<-NP)2kmsmjSgba zk~^LOm;qi`xP!#Nbf&raFF4$;o|cRX6;&mrw`-KuXz}*lwE2nc2ntl`y+SbI&I1aw z(DWbt%4CqMbT@NUkB7R)hCm|{`v(ekkmY%TqdSplkD*KR{^r)KYk|K9*;PA$!9J0yD-qm^AfYKby{f>FXb#~uj_vl&V^Z__4yx0=hz>u5n zFp0cGPw&YPw*vnqi&KuO#tT|ru@BDn1!{FzZemH0TIc8E<3vxC^d^)xLgFwrHi9db zNDi0sz_kH`db9Lt$EPYmI#CgRoo9|K!9tv9)_3`ncEK5t?eCCi#7cXWdu3fpZos992 zqS&GFz+vZ}J=mCj|NdlGE2W{L+_E1Qni-^YV3$l0UN`B*u&fou+g@Adp+P!lVilH;|1+kjJ}sOQjyP#qKL~TDNZ0fR(FOwU?0&6i>m)LdD~5N=n_G z@wM}&SFyBYUR$;_+)54h*!QDXG_F{lVwaM!XT7H#Bsloy-RLP)DN1suHI`^fdA|L6 z(T;1ka4OZZf+Gqd?+Dci+0TF}Z|$VVJ1MR7QC7a>n7bDJGCg#3c$+9NDp(U^ry462 zW|)dHMQ7#Q)A8+f0xIp_kC29RA+0p&Ydjlaz=X+V&5mbeDOsJtv(J_^0?dU%8YRsq z*x1-u1g0=$qIK)+*^!^#wO_F1@U{`}mr7C}7k|C9%#8O2Gy(Xhr~QQgIn4DS)tPB# z=0nm<6`I>Tbm$AREGz;k$TpW!f4NmRslDnXgF*Eu`|+0Ki@FvLV>bP`tQ*w4RV!f+ zm;CAW+2``myGCWOvwch6C-gSOl|8$5wQAY2gA5tabQe7OW-F`&RsS+JFs8*2Rn;?1 zayy<$&&}vWq_;=QG~yb`R==(@Qa=U|LqE_OX`nm?}thsBHy{&F~NX z9O0_Ofi#66((QB7zMOwA*n98%55Zop$Ku(<2yE_KN=3IN)lk>(pj)4#adMY1?ZBs7 zgLWWx zW|3srJCOyNN77G6Reni_D_=_@qqsiOjXhe`Vc=>M3o@_23F>BOtu9@YnS|5>e-cyy zA_ITK$$EbRy-MQ|jFmb* z{QGgs$1kiTsS3)~pSve~{~Pc4%aa5f#d_Yce$0bJ`^*0hO5EdKuV(?P)Hko}9oO)` z#*zNN{Y9ss^va&s-;Dd>c|Ut{{;$8SeEhbXXva<`v z4eZjTube_0Bf@e)1@a9dHu}+868g?cN|w<#J=7Klo!uIIU{4YP9$#yh@XakmrIa)D zRNeUwyJJwP^ZmVw|T87yx*qs z2Og(vL{_TZpBm?N%8sRLs6UOdu&`j3Jn{ziKQ+P_{;t|SBqT&=FK7ytO`M1=t1u;^ z>l!gVvFXWDM-;gbfCxseG~XCYKWk<3sJw&Lq|J28fgm}?_y{!)5!q?eY-%s)L6tf( z%QNH0`QdX67o6Sd(GEh<(b2JVHnJsoM3j)*Wgl`f>Dptsg7TW$cwIb{8y zm;_il859)KYxuBXpc*mQDOw0ZnB{j7UTS2iTcp9XX>KLqr@(DradANTTDs;6_W-bk zJKXN+i6hRbrj>P-QEs@k zwWtAvpjS(46Ll>*Ua&$9i@NY}YlN}S>>u-oee0G~kvqaLQPs29BBd{HrNjKTZPxrE z#*o;@GLOvs<=-l6$e&$yomT0^SeI_lEq<&4Lp%;p#9>t?}$^ttjvk$RgNIb={5MXZ6yh?%jQK zACE4>7V5(Y2V`xzHzx)z5itLQAMc`Je~|e;fB1O!GWCvl_Nw!N>v@vUypc%?OC?yI zPc}-_?yr-y+33W{ldtGylX>w+p9}^8=K|tA6VM78X@298$75nDc(O7t0P@JVeUH{Y z)=_R|HU{Hvw?F(g&F-dru7P3VRApaQ#F3|48wK8g4}@X@fL@=vOXh|A`VNY^(9n`8 z7z_;b(4RKVw>H3-0iuTw59-uH3N)xnpEjN&W?V(;M90jUwLy@potcdhn^%L%N)(ZK zC%HK}XwG(1qNX;|)JgM?TO$fIhc@i?;aJ^|Qx`6zy?9|=Z4;l<#m>n-j@U}MtL?AhI}y`@m^aW^?R(>@j-dbu$Dfm-55 z99aNT2tU~DjJUsrP9?aSd45CDXTSBa$obMCX3x{7Go?C+$U-6)3f-KG@ywa)dEbzg zWSI%VX=7C1(pH_*{YrUHNtn3x^T37aNSyO?o5{OkG&Ss}#|j_rQLWRX)QJu|iZ9u{ z8CKIUutS4pnoWv(E=DYvvwU*53<86%kI&?8yBJM`)+8TwSrrx&o{B9zUlDtbFmQ7bgB z-+>1eE!P+|?q1YUWzZl`MW@=$vN{Vd=;WFX89iMqurt@A^T@*7oHoec#*Aqx6_ZJ@ zaOHNkZQtHf`lUQixCWq4$7deGjg+n~VYbP=yAXi%JULU+<=>9~@^nGd@{&5g-jqB1 z$E;h1;SfWF5n$~jJbW$5oKknTxsBoLs7A`?w9@k0GQ^pWL*fH{2koGy^^0|ZdX3W7 z;!9OLZNnkyYN?~o-y5LW#O`Wnz||4OW~Qe4YOO9hTtIK5pwNYSSVd+ZkEd6hA}!Ad zD|1F;b0^|4b?)qo4fI&VZYYbaW9@xv581_$sm#XQ0=+BTX`XXo59MPQw3vXwljWM)bfvKGB#f+gki&Jz-WV-%T^G zZ#J4>*?4B*A77AFdMZ+}X&v=ZNL?`&`|xzZo=U8_6tK95zkGmtjslv#x2VIA>7nPG z8@bVaq^Y&F&?%yK*sx&(5oJzYf6wnUDnO`C(bvCRezY#sRlW3Dn_WqofumRJo-yZ? z;PPI43&Me2w{^r?;lTb{U2LPMk6hry`bW2=QQ(&C+qWx1euSMq{V-qE?(->>Uk15j zGABo7BENV+^{`JLnS$}0IUAXoFn;{_;z+bS_89}DH@Vc=;dPFoCr{E4)(ISoJai6C zVu6=-jnuxf&GO8}&6eF|oWr;Xa`Ll&{$Ly-)nb@!efI;52`Q(U%O z_+v0tGB43#hbttn0E5}q8_nD}QbAEs@m~TGf`RKO&=6HsZeVNPelr-PVeswQ4je&`zcXy#ELg} z+evQ*?a{K#OPiyc{$z$N&EmPM$b{267H;`DPQ>CCi+NKObNP0#1 zz}A5RW9eA9uazty^i}WJ6E@LfrP7ytJt89KipP3n8UcIv4yAR5#c=Unp{+9|W3Kua zVU9l~*R|XF&&i|oc6E`)vwZ|q33)=)hpVD_C2bEnPx8;R%NLC8aMf?>axwKmhjJ~6V=yWsWMX9XWWsQV#67Club3ZWm1pxX`0z={$`?cw=9mR6 zr;qW$ojVk$$7yLL&;!ck8Shaq!ahq2FNgsV@31Lwo*OB5_1ZXH%r3_sDQ(4D z3@4zHq&H_w8}~LpKlPUy@vV#G->Oj4XE$8xh&eM7@4pW5wYJY3LW4+5SCN<+-efCM zru9&)tA3Km`A`~p==r9q88N z$Hym$wY1smd%`7APkf73KRe21JgEg|1O2AB*Utm1qh9kaxlPxHnxl;+9ji+`LF>r> z@CbQQwG7se|HK6E4*=)M&lwz$#;C*@*48h=mZ8{xbo*NT7_P(eAxI-e4lBr&L{!r( z)gN_^b_}83GPwsKfOF6qO{-*k@GN;m7GIzE?bYunr{PRu%r*?!v1=FBev=WuBrijv zkHl_b-M2gA*OtE+2Xj5L2$z<<%JOG(2Z?|DwQCURkbQW6JjdN?YYSii;YsGjlc)23 zG8IyD1$6|EU|$;6Q8XO#^`#}JjQkD+f&JzBS3CMsFlK__SM#zTP_E;vi%8K8d{~7OLVRVG_%l2e znqGi*1uQ;wEbCFrfF~kF#rke%!D95Alo-9O)_9-`gdoxinF2CG60Z``I9^S|;1UPa zMkF~hFH)wglJkl(FY-i+7qlI0`gp5zLBX~`hW!z#B952d91qLW^vg6#HGy5_-%c+= zA#Ew0WFny@Nsg*AU$Z7AWi-aRgzkf#4f2-0l~|o(urxjTt=}E~|!T3y~?WjT6ibBKz|2 zs*@VE%{WcdWECV@Rzk=vcikYnkT%%VJot8>$b2RPx2WC@qA@NhgXlm0>$BB@_1z*y zaI6sKc3bB4u5Q0Tj*A+CweTzEQFf4!lPn1 z8NE=O)OL{?>jql79bfZgvLgw9(_b+VNNZW#?jm+%=r{FMb8j5VJ0aI@0J8I?2BEMU>r!O3~VM} zRpF36=vO<*(1q!bIzhZ~GgfJxSdH;t&kgU?r8HMz#nLqQC_HvyRJk}f`Y`7iyRc=zjsg?6Ks`>2hsnuhAdWc1 z%{)CmWtwOLy-V=GDHkX=d1~~`^Bj{+7 z0@fyKs;gJOQzWd*tNZT8=17a4%gx)*hch`673*`al08@sh)-7YEEV S?&dDOZSo`|owKsJTmBa=BSXgk literal 51366 zcmd?R2UJw;wk?PmQ4|$L0nrjgM1lem1+)xEl#GCYN(KQ16v?O{s3avvB}o!dNs>`f z6bX_gqa?{7IrrS@X^Za_t~pGxZNX_Y$> zLv41Kl+}N&jQdm3JnCG3?U-xly|+Rmmqabtv$B3YXtsP~6IJc3m3lig%TcuXlflba zV?iU$ghe7O&Ul!Ug*gak4Q}$C|TEo6S(QUtI_e|;1iHmHUY_1=?M;rG!4Smh& zi)iKg>funO`g_WL6|M*0ZdBI5Livg6l=Ze7e}8IX?fm=0Tgl?TZ`1d6T|@cR7nW5U zC_ng#t=>ZUVZXy#X37tzrm2M}Ke!J4FZV&s5gT`~z01pcCgD;zw@Dy%?VW&|RGI@z zGaa_Jwz_$@hn>upM{J9%ZEY{g$vIKSnjTSmeYZO?G^H&@EY(7{;xhB8qX#;vu2i(& z>7vD-*xJr4EzD$3Uvib)vSB}qPg>!;>Bk4OIXOA0Vt#B-7iO>Cqov6>&_b;JNp=GR zgAH4l{gw-?`zpVG|K70IcaBXith=wTvA|)*BmIhh-WtaDt7f0)-G8sH>l9yY{MmP3 zN4il}1B;CE7pKLoA3mPs4r@|x`_%OO?`33eVL5q8N$FR2x60+qi?tUedU|^B-I>$R z%m4IAtjt~I{?R?+dj1BL`0o*_qtnNH9~(}8B5lq%(i*e6*mSr#Q-*rnLt^oLM@Las z*6pe&u~e}Go!dUFqNbu^;l*=rICA*#VF3X(>TSD-7n}1!j%x5#?l;}t-E$Lt8`iF! z9Bj0lpX`@dn)FvW9b28hJU@8GW6N+`-i+JE9k+*mC}ux#m>F@J?@u6+NK5lmgS814 zZ`>Hmy*2pg@nhPZaZZgWvM}$MiyV(j;zlo;rKBN3 zu(z{Yw{9JmZsFyGT8&BPLk}N5tP-1vC@L!Q^{v`*@#Gt)h3Q>f#vX`rD4mUS2PnEb%tFI@|%2$<~*Lx zIkgoy*iH@9ca{3ijF0zYvA##2Nx1loW#>)<$L|~Y1aw(72i_e^uws>bB`lge{%fY~ z`3J9wz^@Ahj&pxjmPc2@(rc)wEfiN>NxePVp4vF*GLzRaH#;jND!S6cQ4S+HmW6YlKYcP7Y0VLdtgNj~kBd9V#Wn0L z*q-?ErI)AYG0yO3&m?R|S|=xM+{x8xx)Sk9cDUfWx;m`D@Q*hiYipIM-&}8c`{T!t zfPjFR4wsIxmv`|r&OP3xs;XKr`|GjZXD^fP;efzE;{P0$kDw#ljJCHS&|bejMk4)e z&9O$H?B&(J@Hkb76$||>m?teMNin59Ffg#czyGNEtMalk%>w(W`@gp|xUG3T7iLZM zN;7kyGtj0 z%gf8SB3-Ac`XuFq2eeFv)moy?i?awtQJdeLgM(TM3OD*|;srY#CqB4uQdCs@T+hM5 zv5Wiioyp&dq_f!;ZH`V(X}U$rZMGeIg>GD_eIe(6_~I_|9Xq>Sc*creDK8Vr?(@};P!y?XUZz-*X`j{JL7 zF{3x*2|P{n_I!=`j=m@d`FN#s=g&8!3LAglA1ICOpJ~-o_Vz7rfsU@C;v3`Y1A)>f zELz`ntSrxLV&Kkqn0cj>hIQ7+G!2xF|1&kk#ls_*L5HoaTKVORpEN(C+=UCC(((4c z9v(I|HI4g#ub-ctO;kz#=&@DiP+Gxsm~?#DNjob8gZObj?AS&*AskP?=!v`zueQ9k(j2DZkVK!jJ&zH=$O4hjgUi%_lh%VqkqC{WRAt*O6QAwfL3=C#q$(b<+A0`z#x zP9XP+C|zIV;?l)qy}e(w#A^?q*QQN0G$&7ugZm9`8svgH(`Ani?mdUcIL;a$}Qijw5ZiFLn;4x33vE%MLB{!)A(z{pf zb?vKqrkd2?z*qmYFFg+yfF#R&LO(TOt^L0f~vo$B9i~rU` z6AK6hvgiE`TOT}la2q$(emuLgm+xxz&Fb>|Un2I_AJ`R{c5tG%LYX6!Z`*4s05~&c zO-=jG;#DL!{>}gB#sNv8lTBDshJn+kl`THaBDAKle72wzRaw zmDJa(?k=!>uEXrg6(hXiilgJ=uTPIHk*sFo^K3^2Qh7||riWXyM}7sZXTHVMk63Da zr9Il3`%tjr)Bu=@~knnIbdEKB_k9J*8KR3-RQ`*se=IdhN zhmRle932rI@9%H$-79(i_fUCySI0GsHs*zDc9w}(`Cb&H+qu(R{f$8 z%h`5y@uO1Q+}yV$l|~touyhLx3o;$U<#RU=x%siR*xtS^kYKebIZs};T~vW*OYyGi z?lrHUKkuCDd)C-*1E?1%Xc^_}>l+&z>+LP4sQBdBGu?vponf`X8Eo;opV$VtuAeQK z(!P8dWlZl5hxa6(5Eqx+qm2U`M~~)NO7^BbLdo>sH{FtDp2D>2Qk~(%OvJ9H0LuRA z85v>OySL!##|Hot`%c~&>wJHoOr5E@)EjQec&%brljGFe-|vij6G8wa&T)$AKAaa| zcKu9Q3e-({GCc!B<3d{oLJ->uNnBdy)?uePc6Ro}g&L%?vyqmETe2;Y)ZZy3y-ZEj z&b8@(qgTqjcQ4Z@Iay(5kJYL0Ppf`B!b44{?MI4T`suNcF<5Z!-nxewY@0T18Z1`7T7I^~7e+qUSbN*)sp9Ps3_o;%Vi`$X>E>kuLBCe8G2#elT{> z$Y^G=Z%&y@IUp{+{MjXCMtt?-X8si}ewW3HMz=!T;e#!EbB(KGe*gZxZqqJm61E>( z!NI)P7dpK|iBqP=_cd(_SAXXRxq4alN;_}TzQDty)MdaL@WY*a6Bymi%`Ir)xRB5# z>TOI+N87BfKd(0SVHQ5%c1(7+nyP9hJ{!o(=$X@PBoCLBg^s;@_s$G8O@P!0wtw=! zD4wLijvBqMBv|wLr<+t+ukf%QcP#I}uArzLR8V8YVC8AE+)hN8G?Ju0` z4IgYw%dT@+rMY&)l|e>ft2nxAAUtp0yis~6pP-e0=Vk$eZiwZN*H-~6>g($tGw=v3 zZZ5Q+GS%0QOHDP%KG}i9ROPaq{ukAji=~(V%Ol{g2c*%1ljY`V}^ag zRwZ|8)_R|x=uddIJoa(xgY72VUy)!!Y$o@sxzCx074@Ag9~UfHEL3}W>5WkpOQgIJ zdk#QOZ$-E}-Tn2nPo+7V9nFJ;MNJDBo1gbSLxAtGM($!k#C{m;KCnz904f zb$a^3LdVKTXXk#d-Me<(MjGAcJbM)khCoYp%#m-f!mWi)3*BG+3HpPt$;(?n)+X|} zvht3-d$n!t9iQ(cLg{eSoon4+o?wrHrcQ&*)FmkcH{QB6h1A}0r^~xH15vfFD&#op z@#8mFL42!8&P0b`vl7`9A#V`9^!fs66B*O5sKEIsKL8CC~x|c6y*0KEv`m zbSWQV2r$ReI~%@I$gQ0_`H4Z7Jy05@&Y~^1-zL|~%L~XRQ*-a0Jtm2UK;Y@+t%`%# zku(#P>QrI(W2s%I{9Z8ZJ$}tCA;IX(ttk6}q%C_ze%s`Nx@4*p;oF34ekzX6WNQ_QYo`Wvxt-@Iu;>HtS^m>PgI@HRcY)Msy=Wrw)Q zbZM_bO1-2Hv)xEeAEkv}mmt{asfDY>w)Fs*2L9y_MBwRLlSc?Uu}RMb=( z;P2|^Ihs>^NA5K5`>QmGzUrj>K=uC{If}U5FHz=ZTd9om+EW!Xrs-Tg^uO%lc|6eK zd`g^KMwyRK%Yk~PG>5@BoO3D8n0Ii&^U0?ihSysfZqNT+E8qS9mGn8vg8ZkX$EK`l zDi-QgHHXgPyAXuJ1ufN7RD^_uZz05iyYJq;O9)Zlqwhx>+Su4gNqq(0%e5VCf3(Iz znUx}Tp1S?=Smy;fIc;Q6`Gg&0Xc>@!;$vbC@DZ%sU=;-K7^i^%$yjg{vo=jZV_^(eyF_u1L+e3N#74w%| zofo8~bHTyAy(=E=JPIszjUDij1v?4ZThr2*^2W~7Z?arjB_wpIfA;noMp)DhLi2d$ z_~+r|Xm-2(HwBh$+aSlWEyX4#8bjnbapDA^wY4+qd8X@$vDhDk_Qf0{~P6Im*o_iFiUyD*N_rX0&4; z6O+S4uUvu7Xm9T>dU}2k9-qCUVfj1-I>bNyDtS0LIr;SIcEGGa>7DfS^xL=p>g>Fd z*zk+CJzLYxZVt7`jSgZ_`kOb$M}85^2Uz{%$B!stX6$wSHmEg_8opFjH4aYU;-PWi zkxgycPAtKgXL^?FnfZRLOP3OB`$cXI)Lnqq;vgS#jKt0T>g7v-gsb=)r5u!lo0+=K za|YjnxKOikQ@3v1NCYE&rlfCgxyo-`m?8CGIpo)Rg|@$rDfo{(g26=_(NQ z^z?L8RMfe1=R!k6p&QA{$N&nw38f_OywSq&$jDR$_Bzu{r6kBvHOBmq>4=IO9v&W@ zhHpU1XJccN)|;4~#`3Gbx-2CxKRq=y+)=c$#`Jr+Y46b^N9?-11^@i{bN%{tP<>`* zX25*^s3>QE7sc4~b`B0&&HIU)F3#1^Dn73Ng^r0S9G{Fr0PRlj*s<^J?S<`OYakp$ zeUg@z*3f7|{$-lqR*1WP{`@(E&Yfsf8vBAm z$jlz7@=Zq1koha#xdYqFhw=BjGw7fKMA99=YGC7_qD;)p1Y3mWj9w79{=*MigzWQJrY)ondx7dBKhuinDIfVysP0&NY_pUd1g z-2mx$&D4>W?6jgH7X<~s@io^fx_|y02dj}T`mvM7T|Pnd_RuAi(;zOb7iuZ-BGU1^ zoSdAZq6_$L6uKx-uA7?>R1m%RWi3P;XU9VMj7EOE(F4utE#LSwEX=;Y<`AhQ+_Lb9 z`!=#Ci(sT;}HP4?vf9={Y2z%~yjNZKfL1a&?H0|zV#ox)0ED02_q49ZWJ?B$@ ze^xi@jT?_wN)8PVgMV2nih}QFW@gGU-KQhZ@;fO~8Q%vYYwk7>J9(0EKK$;(M~`T{ z&)0VQ2+gd1&08T%=r)MUjLs`mgNEj-Jm{_gjiF=$3Q4#u=c}dE8}s8LO82<{YrFJ@ z8Ufo~eRuMGd4tzr>F3V_Q}eE_RA+Lp9>ed!?Fqib)`RVQ+|K43+5rUsB48l*?ybfO zf8MaaZDt!C-FMLbE-OL7Y-|Lmzxwv{OkYRjlYx!vH zR9RJ3T5_`KywL1Z+Tz^Se7p3o-w3W;zQYO}&06GF>!#u|{=NWXGc%duRUuV0YqpSp znEIX`l5wMh!Uj081Tx&!)pbjx4G#>w_L*Jpo{4bY(5GFEx-L7($R7kCVmmR~mUq~V zos*OQ$Y^~^u+&3;;-w6*AunI)w8jTJ^ulOj`Kp^Yw zNV&H7oNip}(UZWyLrckNDKRl0;^MHqZl&D9zJ2%Z-OHClg=_o<`0G5Q@6p9%WT;U8 z{QY~@kBL||@S>QQm@LZ<=jFvYl#?GnE|J_)Qq1n$d3Vk>X?AX|e`=m>Yu8!-;I*y- zCf}c*meXnIUh`%=tfJr3nuqFWZG`dxm-aQB*LqfYoKBFB?5%o6=%?yxYLH3SuU*TZ zy0?E&`_iRLXV1EYKBnKf^Ms0VW$?KqA7SqcN#6ADPnNH*cxk90cr#J(HIQ)h8-68L67X7R1jKoWtevr?6HQP`&*2QFvxG z9hrSp_mk#si}gv+pXoKj9@^izLrntJEY~f$QR;CTA9?fUo7vGkbwoz66~`Oa#e2j_W_en=%~BgOSgY(~NbKR*nCX6;V07c}!|1)zku7cT^Oqjp&$ zGt;<#sHl*udr0Qx!rn{C+^dbKua?5pXTOf4FGNCenXwkpSbcuo$6KmtWbx^#>bLA2{>z@;0RDS{fM{{dx6Q8Iv-(z4f75 zir9@#SGpL>jzXe2P35{`Xl{LjJ+KUb0ntoI80e5xR#xuZxf8Oyy=tl&p!(qFsZwty z1_p*~ydfkc1k8z@{?S+e!%*6?o^TTlH!K7gt>f7H4M0XUsvFTY(@a&PeskshYX5mC zkS)2l%%ERurlKg?+1Zgj0S)}W@-prD`fPbJ!M5G*FsgEO%sCbo7Bn+rt5KzLb90e+ z89Q3u-uOvQRSORY$N&SvGt7JU&N#Cfk%47NOiTn0kglhM79fErim#xcEj|hQ9P+Na zyZb82i%l>}Utix5!Z?jPIbI1OLSRr(Z+ACzpbHaT0$G21+bmK7XggUBAJ2#*7JLsc zvD2mF-^Rp{Q|cS)>TE_@?TTGj;Z`qa7(e;?Q9N$pEV_k}NR{E?4p@1RWa(`35b9KZ zzGGRy5w;zw%|Cv4v54iOw}9LTTmgw5*$Qinws5$pEp84OBcE5p4?#3v4~4ETF=# zNT3A>&(GdJnwtU98rs?lkfR8d)uPQ5wLLp~Cc~um!R9^Jc3*ldh?4B!umFh#&$pw% zL0!`XY47nau6cxKZEY=Z;?mMmeAvjyNTkTEu=h36eDfQ@kIS*$x0#1e( zx?K7l;QZ;#;3i{ju@${0ul%yzY`22rmm$$LpLr)yS#YXFzyI(#e~k`FFV4yW*INqw zeWWns%V*D?RaC4-YcAeIh$K4NaH*y5=yyMoRz7F4<-*;}wx6?}Az`6S|KrbiomKny z!QEN=A2<)Hnpt+Vyl`9?&Q29uON2cY%f`#^DZ85Lzo5S%;rrlJs@QtUjk+5Cr1_t7 zYy5jMx=TR+aqzh*bBX;MvN`?@8QmG=d@93JvRnE5u0EY&k(1l|=qcZSrR{%RYY1@z z|Ib}7)iz*d*h-AvFAT!9p(Yv|8w0F=6WBz2uItWp^Wjyk9+ZT9N=d1vB3uydzKDp3 zTqr`|6mT#=*+x_6y#k+zNN!x5K8gvdhvlbL6hDruN1EIQX2@nKYN<8-He_m$1mtBE z6%~Cz14BcUB7(a@x_nSpU0scwd*;DrQYZ1${fu()Dy$c{3>ZI9PTchO~ChlYpsv~C#{0!8C<{&zO!2tn~ z571!-r}Fco+pxi7Lu02?N?>qsRVbe%^&2Q{OiWB&+{@#>F6i1FJ9*L(HS_^FQa&59 z0z`TsP0(dnV+IBockjM5y8kbbc$dX=;Z z7mv>6>=_g{qA7_w2;zh41N9BENM%)(%lIdTcpCf?y+fjr0w)A|lNN7heI=IJ-9q?H zlvpjtP-;gD7c6ey<%cP6VMkdQ>L1Is$7|pR9_K^B@c`0hc8wD@#wI)ea73nawb2 z96Wq@VSavkv}0w}34-zk1_b1fe`Z1u3J3_G#6whsMMLW1#UfO6V9)%50xokpBG#_7 zHCz1WIq%?d1R<3`S%AiG`GuF4k5BOWj~hVqKq>GFgw%CF{e;e=bLXc!_SHrb{1pwa zv>k?i9EaqYoBi1lrUHL9xksL!ey@~&6uGPrElub|VoQ^?D0xbeetv#njLc}UA0(uq zimzXxXxE}S&!n-FN#OdI%1Tf&s6v6w<^LTUUYK8;sM@h(M`T0`q{IdyI{-^7*bTa0gX@_g00~@vNphp6r4_U8m4!O5r1X^3xf>mj z^mJ?BKeX|0E?X_m-XxVkg#ukL-l?A zr_xeEI}H~X7rs$C^kv(LE_&;>J{>Bx7s7oyNOD&{3URIOHO>3aQRC|Gal3D+s;le1 zyFn5Y(@v>Je+--}Ihli00^MRjEsEFR(N|W@D0D*5Hr6*XVxXtT69`ce&~Sv1hy+VG zLbl_Jk({s{M$mD3;2I0foQ>^#>*z9lf1xjsKh$)l;Jln1Z)Ra$ZthAyN$ll~BxE-) z11VPHI#=zu@T<8$~DlW@$N4D%ERUEC9B+G$~r$MaAB&uoB4t+pSneKQ0f_klz7w>F{kG}xPVD~-qR)iO}dXLpW3j{W;P zYvN_lx2N5*Wmm5p4~MgiBNOA(V~^ZW9Ng)^NB)Wdcp`^5I832H!s3GbkJnD}yWHFd z9v)gY!DSG4!}+{+ObzX&+OM~@k2Hus{D*~4+yDo5qbplbH_?Ok$nUc3NIHw>hHUFJ z_)Od>HzR}p*s-xdb)Ei>q9Szl=}*-;3_pkiIf*8BZHU$6IC${vqQEFpvmp8~&DoZ^ zw(IG3DEanomMXKyrktUu1$U(;SsCA5znH2fdHy`1OrZnjGW&5Ka+?dN1$-hGa#{bv zI=w%egi0)T@Kck#`h2hd?sZ36ry+r|8Y@Kw1vMxvJaFLOjAw?|IVan+kkL1#EQ27} z($ZzPhPZEnXv{lx994+3J9UClt}Qr@{L$|(P5(n&iY68*-dsgc>q(Yk!F6+UCnqQ9 z$9o_z+!|0Jm4GZTje@j5m!-x=ltkC|Ozjz+{5y*C9^;D)HLTj`Sjln7Y-P`Zw0-lc zx%u!`iN)^oe%HtfeOWa_s4~rOw*zNAZnFMN5oQXdVT61VJGY0qd z^uWz0Pfe1e=5X76!Zd&!eE~TGPTUaMFb%nAg?BkQ4@DF&fGDzF^*??jKKI`c_5jq` zlG0Kh5Gm-ou$AzY&?5apH=P|yuX3XUFGR!cSY7Z3A1KD3;`T~NNRUcU3ge7orM)33 zM~@gVt_PFFj>{n(6?R!(#5Q*)n$#7J$`sEZLZ9GF@k&y9W)W#=mRGJkr@IESBj1ziSlS>eEInCOp=Nz ze^_&~rn-9LmoFE(9IWA@OsqGBdjcM-rW|V{aL!aUi29ebw3v48tVe>}P={n`SQWK* z#}5DS@I3exAyk6sgYF~ELfiCbx(I=$aAn!Sos5JA#4If%V{K(cm=o>Jhv&{yK$cp{ z@OtKpC&$l@wioQ!z8(6L6*?nOIUujXQvqKuY?Bu-*%({zvD zN5}PR+g!lk_M>l!aQrY*a*f_KtpWSL-?g7wh~+JMD{xZf=Hy8E^8TgVTrtCy@2|>P zSz80Up`8Ogo9@?Em)ZMDQW+F_e(Eu)^Um(FvNGJtbv-=<9$HmXKlFSvr#&fg|C(bh z^GZ*PWswtIg}sBrD4Hv$Gd5HHX)TNql-JQy|K%nalwmV(V4=`Is#EDV*8R`TV^n2j zZlKE0t`-+3R1ssTf7twtg?CJ*2i2*~O~0nbL^GF)MOJ1x9$WKV+52+hAVoB!Vmb0( zVDN(olKPu9*+kPUc|-mUv2XA^!)x^0o|Kj>y>SrdNU}s+11T8ww_Zvm!F@1 z61}9Pg&Gw2Gn7}+%JPDT#4$>E>X#DBuZ$YemT4ADj=lt^Fa`>$n?EL%!eRzS6d4(* z<*=Xf=0%sa%;ugtX)74v*t2(UstSj$!*J%!uFu#I0}R`?RX3lZysxu}?ncH=`+{Y7 zF-7es(f1sN{rLn8yA3ScDDQZCy11GRv=B1kVWz_9;V>doBgH{DfR6-IB+tYg1YjG2`G{=_DW7oF zxvxWx`*(fZXn8dLnJn|4AU*2obs>FrcHTe|NADWE6>WjCmX^Hu^|kL{Q4u+QoS5%G z4|(d(AB+Gy0WTwR9l6>30aKtT8J-|sMw;k+~-n$sDq>%3(%`i~l~g0j;$aYJAmy1E@m%%y}dz{$ho z`}nb$qqL&ThFTD`&lRD32`($k4>(!*_^hES0}FdUe7J|t&}&W(YQ^A`{lwrJ*INK( zW`Ev723F^&u%Fd5H#f)X_=|2I4l87*$~aB*9_eYI1@B_sOvrYcO%R|^RZ(HpQZ)%{ zFkf)4-9#^VB&=N7*PD1VHMw@8o}wlK#i7}_SKRSVd%oT0$3WHGm*0IKYy0=ylXjJ) zyu1(HfrAH2{4A(Re_Ny-Z||F2ZlnGP_Z|#qD>E)Dwtu>%9x z95zt*H6jcc4&xzmBNrA6`ya19#Z(tzorXy7@|9@6cYoDOrd5*RXez_wSDprELQ3P{ zn$@c}-@W%9ihz8i$P}PWNWjHV-cQ{;mZ-RdiviXth(Ku8xzW|QKt*4e?eY!Zw^Q)y zu^CluZKt0f+%fk8prWc8-#8c_@eB7KB(RQ%fIIZqac>Vpc8BUNCoc~xKs{_|@e86O zga59P$ph`~BDLbBOU6p=De64_giqq|;e=nme!=g0q!~@)hdw@tEqi#(iOHrb#Z-W! z`}RHioKRr=;R<7LL_|IW1pDB(?CZA^VoPIP-KC5#F1H%H53PDGH-KI2ADo$aVn*~n zJjK=`t0~RH82r4+XYFhIwalq636y~pgv(P_QX;H|*FHU3wPt;*?U5rwP}J~B&L+2o zqggd_Ia?E(0_=e{dtL6kcW2L?Gw&!|TAZ5zgu#nU4MaCKHgbKWAdy?J0I+3!ZZY13oOBBckTr}}^Zrw^c3l(He`@#-S#-sRLZth)EZ3WlN%mxPs zMPaoBwF6P0A%VCw-@9*80{PaR4y{1`BbG_ie-Y?I*Vt4T5kEq9L?VRme!ksd^n`eL zFQyS*D6kXu!-*=1@TO&Ao0*w;%V2bm-3>xp&01#KCvP9XUYXr_h4HG9(P6iD|CUEB zex`gu!z0&N+WsGJy2=8N78Df7NK3an&9uSODyV|K&A;tE%BM9l>A=O)f+;gJ;l3XD z%W3Q|vNKr(GTf18n??s=wp_sotvc{;PA;w!0qC*ehNwyNz`(dgH~xwN+%hivU?5EX z76d)o$xg|FyN_*Qe3gb3< zdW=gFy8{Uc!o6QfGQ3jWdqXX`OnvJrO_%J5Ivx-Ohb+9?&%R05y2A| z;^cgZ>hTv)xjta`vSg>a!r5G!01QUOWnyY*Xtwp|@?R?;l_%O_EY1m8`!4kjPrQX= zq~X2D#RHUQ(D{V?Uk>lGc2aKbKX!k*>!hJy`}d9fo7De7|Nqm2%!HfJHEXbq@toP# zRmR89WZenXZJJ*5%W{za1Ydfl#|@VVhr101)qUqC#Au!g{e2ko7yoXE;(`C58~I;) zp!$peT0G=4XD~oET*tIlx1_)U)$ZMYg&e+xq3dA>!2M48)^$y~WyT9D~WfzGp6lnUdpI&YeAb zNsfmS1%scN|23BW?q1h>G{^pj&O#u@(I0POqr-I4AO?y-!LYZtm!cSqq~mGu+PLxN zjT^^I_<))qhhgiYj@+`g4(B(iLHnGZ#$D<}fsP9_Q`9_I3tIDRtD2gG0ec%>YCtyq zT#uFbr;nwqoQ`Yg?$%FL6NQR|>jsT5GBCiL;)-vp$=1lAJ7H3);?ovt95gR4Twa6G7Ct`{Va#4Gs6I2%i z47gZYcErG^&7~Q)6hc`<>g~*S9NgR^3D2BqHf`cNc8p!OFh42D1UCv!fYGA1wl++a z#G3+%5o4t2rO|yrcCM~IE+R5N-c^c$IvXpiWX;TE`*2L$h6|WW%gJ%6CaXXIh3E^@ z7rtH8arVX(j5pU1D3}9K3Wxa;GX**5NMT};O+JE9!MqjVkI6=h3+o36tE^lL{$eAc zsN)va0N)|rZvrQ!fk97aC*97SQ?Tj5?$-{#38a+nzvmK|Jn8&$25lGI3Y4OG^whXG zIpaRKxvkaJ)twSM(U_`b3vVmn1+q0ERk##mb`o95lvhek?{4a$$4c0NxPpc3Cx0WU z%SQ-RV;oFNOKZv$*NvJt1%P<__AWB~L@X!o+(0i84M?rL+vX3qAF2z-gdKryg6!TAda2?%9t8ZITueg zw#R;H{+3T#W>%KGt?h8e)2C0NNCtQLggC6C=gloIu*zxu{F#m6{wf;5?I>JmV4#G@ zagCzExU#$y--!A{PtLGt(_Hd(fxu>15tg*PXZv=mcW~K;}1RQ2#n3P5Z+r4LxT%<@Qgf*q;%iJ?#V`wK$O;3y4{fXna zAT{@=2Q!=d57F!MhUVnhHNToTP-hb_cU9%(rRu-n1h}J0?OqpVFCpkQH#U~=G*Qt6 z1AKJPYFb-cbM0V8Xyw|Jv~GItS8X5-I(_i{Dr4WZl3Uy< zL_B!VK+gbL6Yg|q{0p02EL$0`BW%UOP39c8&_|Pd~I}J#n-m<0P1*H{U9Q*(m0Q>QgZ_v52Erxq~ zAjhQwq7)JwDOnZmvsahi#MpEE#11D@1LAWnaA{?|JTHY1cc%kKPJRk{wvmMAmVNCL zjdvNQcj?LbE-N~*t?%EHzEKuR4Eq9sU~-?HT=My|X;WTFd%I4sq)KJatTfduXHu3+ z*>q;&(a`RP7SD%&L%0vh~_BM`4UK@PdXH1CP#yBM&pS@7Qrdx`xH|sT#HzJoI%iN5ZO! zE_%}oIVLTw7Nm-@o{U~~6fVFnd*Md6VE@G#PfzOpXSfdD z&>^%q5H&gV=YabRc$+Xb1BD}8%luLP#uHp7kC&0&5*aWJ#{x6+s0f7$(%T#q`tu#T z9&^?_=Gr9iIq};=A#^e5aVrrUBK(Be3l$C^MZ!m~S}{92i^^ea-FZP1SDLDsxt+|3 zSx9ip0S6s7clRX_Ayl2p)9H5GOf?bHWNJ&xQCvt$vu>_Ul1(o+B~$lb+v>xN4xI>E zxw)3+t?v|@UtwnXH}W8F=u4c)fMYtablCYArhPKKN3|XUY5F!clh7To|5cHYz-lmy z2#lr8kxCD6{PdL|M4t>=(*K%#1j8gaM?f+5{-;(!XRRgU9luRUl%;+8g| zpz-k`)dk_e4meRZQVde3&g+LhYuf1e^+o)b$-S%n%uFq--*(nSH3dzgOq^4fe$y#KAvQRP2)%{$fwp)xK;0Dzofk|NLsqKp6Ae zvTXie^??KGZ8>uu{C&&*O^C9Zj*pPZ>TEer&HwZMKP@O?@m^o?-&1=Zi}zGJ&GK5N zMHf=Sm5ORE89GLLdpp?^6lPE~=<=C+lz(yM`G!+s>N8A~og|-pyK|NjmQ?h24*soz z!r5kx+$MP*sMpja`Dfy7ATyY9Wn^M%X=<7pZo#1)E2?QO!_6l`Wg9SU-~SBKS76fk z*w}YtiGv4;*?X8iu)4>1c{%V@kTr>s09Y*yjzO{*!eU28YCkz}4&}I}L6IYnXl_6c zLMDSl1QWs-V%x^d9FZQBzVr3;43QxrM>wD{2kGtd%S*?TDiDxdkWSHBXO-s)ulPeB z2w7>WzqS;2i>m+OLkv=x1bXPPlD;*m5pBo)B>%ZhzfA$sJ?P;!zSM~2AdV&>8qR18 zAlV|oWZZc}%ZrOoC8=P~(vZ5Xa%9<*wXdOF*WQb%G?%3*b##+BHg4T20dfzj3VDPW zPE1BUWWv!Y(rCJ2f;N^V>U<=0DfHU*iQbk~{e#Sit~;9Adf3*pbbn#^o(*z)>*J{cw=%1e**F)zRj$oBTCW8XfPzRJDcA{ZgaL8;5`a2Ca60shSy-wuL|<3N_7ZXi2iqjrysM5Pi> zH)!T`nKFPfal!zScD!_;w5;rA2*l{>LNb|0+=8gLLlV2SBcrIGAJ}lXCjJ{>iaQ-J zV(77}WOxK%oxzSS0wzMOft>lJ=MOqr@eVovZfW4qU79Ic(ayRaYWnpQfD4C8;xUwH z#3doEhVq_UXaHLW-r#W?o1DCi_eK9)S)L*sWbjts8u~GgNJJM+GsnuH`5SJd4t+v^ zo@8#q$9p~!g=K2A!v&Zw*%b}5R#=MAD}={s1wB1Xk0|Rd``LXHSs$?th6Ai6hiY;n zg8)Q#n6}WOBW{csMoZN^ffPO5QeJ{*95-|x{YdnMwKI$rlNQk^=toV$uUHQpFszK| z|M^o96(J+IZ)Eou?&*J`U^NkUE)Ud)>592BTYU0EQvL|+KgoKOELeQ_PKp?2DsM&fy3?I|MBju~1xFs~rj?Z@W}@g0;KO5?`EXh;t1tE`X!RX+gkz6Ec~` zv=Wpmn{Q@Nt@QN|Qbe{Ou0fU?z3}Z2J&%Ueqmkt?rpnEue3+>N*vd11aci_)te-#y zwW(L|NAW86?%(hF^{Ynh%ctXhYli-{40}>T{J!D%jO${-7?*wJ)B~SPhI@@}UFcC{ z&fFdx*rBGT1}6cuBg)_Hn5ZE?ZHBz6O-1ib1G_j)vYY`)=ek5~nEDD4d)&0lU7hjw^ilVF-qinr&F=$R?ah6EF#Cbs zUlzL?f+YhCTUm}kE;Wy_qGnAhK5Hr$#S>|2+pcvjFD?AVReO%;7CJ((ccUW?g&F^K zu9*f10k~}!Im5g~ZNYGY_8)BEj7f8Uos)Kd4z|&N`vmA)=$_Q@~npjXsQaWV9^%>TKxO0a%kQj!cKb+UH)VFis zq|g9aL}FPjO$H*kfFnct$V?Ni6ag`Gl;{m$nG>`PYCvq_6aK^X77Nqi0ReJYl&Lf zBe*OwnGArWj7*K)%8Zl3kR@P#L!2Vzl{egHq1?t5J-u2q*5G{s!A=3?!tP8{ikHTC z9C9d95`rB7I%=frphkPU7baG0P&u)^;VHgGj1&6qTlwo~McbYSrZ$njTliXZ)tWm( z9shwbejS@PZ$^&n?eCvM?M90tk(f^@#Cb{mQ#d3EwTn$QWDFt$stZ2!sJUoRP>`_C zRop1bkvJNkpYOAPQs7^$Y;CJ7?h8{3eOq{q%Y{*R?S>6Fw;>j(H<<=^2bwN(;lc&M z_t6!@a>24}I0H-pmt2sazqqvIGW&DGlx>gI90VWdrKv_v3%95-PYT{UwUw|?p*Kg^ zMldgX;mLvihCRoxoy7?2y>*+A42i%dNZk+~R+dIx z_#U1OZwcq-<4Xr7iW0gR12q}CnjoCE=muI@F{1qo$0v$*w3G6jY|v4Up4IL(839!z zSB&`lGcTIBJF1+zDH*i<#&F|hMX5; z{|KGWzq9@`M?rH^V9z>U{ub8_?-V@s&8)|nN6v2PUfrv6s_M_2B$dQXs%{pw{~jO< zo%ccJ@pE?dG=sl@y;B ze@l^60jPquPzb^#3Jo7aLNPkQd=&B0^@AKJp0(pRo`46AmcvO9U0r%tuSRo#vi0Kx zM3oi(6DP#(j1i8sTaPF+63-70y}w)aOx`yUTl3`p{l(SQieh==aD7Snvn8o709^qo zLQJ&j|Er(wXB9al1ZxbZn{n+6Z~LFXBM{YOWo0oCOza9&Iba{6X9qHvaN)12%KKdT zUKi8=vL^x}kpaB*EcJ01nt*_Ia%pA&<8ii3X`8A zssN~EsX@!5IRGpQ=zig=awq>jKEG{|@``hl{r+^YiYH1_R2bleo3^&G zm;YrafUfwRvF8}##SkX?y^tqxp5;aGF>h0RG%f>2ValVj#m07FSQ9N-{sG(xY_&D* z?ZglzZzyMx_-P$*xQX#`*b7H6KZp7&3jjGhOlY$Z{-EA?ml3G}M$6n`V)zQkb>NWu ztfAqc_=Uo;ZL=r=s1`;_(Ll`uc|uNiS-E(5|A7CXQHYo0^pFOY)SYH0w%Cj;ceRy* zL5h`5YdMeOn9;p{!3`nK>5uybW!&$~uPbE7(?G)vzzsr+YPz9ZQb|jT7PTUN0)SP` zgltK2yZoxwblWLg6gZu{+o?)PoY=(BV}QYNme~-z+c3IKxnIB#7jmnQm)CU+{^jJ% zfr$`jh8a~dLl2*75HN2J@bfzcXh|N6?EzZGG;g5JH+^1M8DLsQMgf8t11Uj`lATG& zg!qom*7>X8WOXZZhgxOLNAA0AV-NlYsW)sy3tX7&X;VeN5_7&86Ck!jKcbzSxHhO} zarAwv&>u5$>sM!xEo#=AuTZ)g>3o;RTYjStT6}Y}v&;w|d+Kx13YdFPpstRS+A(EX zqqY~i6C&a_JIEq{HRk3p^ai^><{5Drn|5)I&CKX#;B=yMk5x|KwwCZ1PTyaTha*Q_ z{rc)h1k?(q&H(6D>xoAT5`qI7bTEu7<`~k7Lrkve>(?O_6CQN($K&mq=M#i$fh_Vh7|k_a!k;48;@z+ zPRI>F=YhcO5E3D8BMu^^42CHSF;6VSz5jh7q9d>ne)1_CA~wJGyZyk`z#s#>EO@2Z zl{m=KZE_{9jM5E;g540$b4n67g0qTJv4Nn(#hohx?jxjK#2XY<*j1AaPo2U@Ca7JF z1g_*#u8m2O!c$B;Vr!zbPK~sQx=5VWIf8yMstBr%HX^G(FAUv#teiQ<5y_q)&=3lH zU-s~f85+863wek&+(^Q+QjIzLFd|dI*aFmZ7{o#tmkG`0lBTAij>f|2z|^uFXTCj) zp;zWBHh2}w9$QMLFY9L@d*YkQ>UJ|S2C*yt0y)vZGa!@i6~>+!sXg-k__Y#Z+z5mm zrwF71dDO((gL9bIB|fpwgr-GJf+Gjp{W~}{{3#FUV(>r)D7uVp5oUu*OC?p=#Z=-8 zSJz@7nj>Hc{yn57==P{um4jaO#ZATi_mr2USA@$70UU z&U)>WC`8a*-=Q)4d(u-HUxP>_2CM2f9>F;^vxuPj!PX)QB_?~~2&TarhUbqlnB-0- z`G4hSxkgWhC$kHb2+~dRQ(l8IYSQX8YvL{WuIcG@=(_9n+` zY64SF$CqyV(pk0Vg|7Lrr2)@=K_i;7$xXN5T-AJi_ZPSqEl)Ft3jJgl!4iDp1#T3yVUB84DZ$3mrIV8TW=p34?}@eB=Zf))AK=x7l_8ol!;o$UHHa=0sfUJWp0gm~ac z9?0Cuh}8xDQC9^71urfHWt?_`W`lsuc>fNC1jZi-Rb%+Rjl`dUBw&t1lvD!93f)2! z)!5{l8M-p)g_)X$O?#-3aQ^8u>^mDt==Vgwk;}%MI$9|>*9Bcm6QD3`=18ys)M%hE z)UbWEq76PSmC;?l!jqPWKs-CY{2jA{=;;mTd1c7zn<@0) zT+2I)(x=WOTa=5s@a7)x(gABsR8wEQa;5kIo4c2MxYz1+?it$t^W1VAHA8G}-$U8} zO;E@&dd#(Cyp0UCj8#O$9-GK2XAzbnEMIn377I?h!h?CGTSQd5de+)?+GO$v!QYJP5fin|CEvfw#X~ZoNFt$8C}DAOdB0$%sSDLQCr9hDZ5RcUZ>>{ z^EtKNB@4R+$=d-}%Z_xwYfB6@orU$A*Z%CLbpi4#!s&Ub5BU98&t2498!~d$0R@;$ zy=Kk*^2S*)JYNWBSg%y2_(yctzzR@tP+2oxzxHD!dPmr62$IOd`}XfU#Ku+$-xyXJ zT0Y*R;uP<9DCe>cBqfku&Y4A?RzbeDg<@)1Vy-48HkOu_Hhrqr?Frl0f5OAew_jb7 zQf=$coep(=!tG9mSelO>5f2X!r8zgXcbiqH{81rpLuHF~wEDrI4RiKVJGeRl4vU;_!3L1;BY~i?C zXhPoE=mP9_yJ2Nj)@_AZRLofco5^U=IW5jAE_N)%#5F3}y+`Y+xuM}UDp-?KlyZ`a zxYN7}H6}|Ur83Dbe6g;A>l1Z40 z5V}b&IEmI)Rnen?l+hcqf$^j{UqcuY(j{}gaQs@E8PJ&Xy4ykN8=uY%o@6wxC~b% zPPKt@AI)(bd=dx8&CIBa-RBtQ0qTC5{fty~@X#S7p;2HkP)^*Vs<~<4D@Yd*Y|(H% zfo#MvhiU*l9+Q_x-Ehe5MO%s6Qde_BoAA_5(Ly=jLFTt?KN%aJ(MF~W{`%)?Z5!##14NYpE*Y4rZ18_8@6F?K-rGIiuq2s6 zrlMp>GGr){p@dK&l_*2TGzyielA)F?WlAVAmS&NXL}8gL8dOAON&_-gi0Zt*ch-9L ze(imp{hYJU>zvo#=l1B64G4MQ87kyHy zX-_>Jx{qDwNIf;QfO3;SX{t$Y<_$fBah+ZlzH3)H7Gq>#_qe@989kr1GB|Oca2~Lt zxA(lHRUy?LYptx`OmhbU5W1BGIC-%DwaE*tf(Cn+7bZqikJ?oKm+dmZ2X2uBo;?P} z?yY(16OMMNh+>GleXu6%rc%q4p~7~=%6tgGmW+$4H?P%Vi=HCA0- zDAAUg`emj4oOk`j`}aj`K0FWVomZ+P>Ga;WvbnPDRc;c)V=-+V9TDUbh|M$Kj&+B2 zxUY^FC(>S(@oSsd{hKM2p`U-hiT6U$?ylCxW6yo}>>*Js@saD~UZ0g<9h>4RC)z| z{?YRLMC_;P)I^8X5>>dPLp__)`Q`l{D$gE1Y*;ze7+$PA8!SoNQ;l_EpNkG|1Lq#y zyQ7y(creN?hxEYU(4t?7{UPN$Hzj{hHeuTa>F0ui?bw zNBR#K&_)G1tOdoEPW=t}i0OrY#1Et|j|aWz^D zvTm({bZ#A>_G{B|O@H*s88C`M%>=%gEHCK*dhYV5qQcB`ht%?k;q@Z`q`l>kL-_Sg zDZQEH2cEBXap|o8o3!*B)23bwsWB(bwk-q8)A!{>{^P4EX6k{L7wD31V@f48rugMM zw{D%d%15%)-#mI2E||FI>iS-vjrUwVeIm;)Ae-7M%H6Mka7pF9;Thl!mD7+1+uE;k zv{Rw^p6K!p?A-cM<%^&de*zc zLpt@Ou=6mssh%sf)^Do0XlQST&2|n9qkQU zFl{y6f~#owf?rHIV4vZmJ==>&89?YkG1$Me?$%9z&#of)xr~gAEmdw%LXiS)K0p!hLE+uIYRXF=WASLB!Rx0V7#Prj zU7Iio$co&_4c7|^17UiDnq4Ws10sk44W=uEF;bZfhXccf42RnI8WG*`A-MLK0ZRHV z6!(Ce=~Xx$cAv0s?YecesE4MWx{6j4a5~5t;V{zKr_^DFsjY5hR8eo!{M$I#LW37v zS`E}llaRhIqz`Zz#BYCtk>0XpFQo5@lejsy$X_m+N^SZL`U{W(Dn?)5_v*=hyRK5M z;Z0W+nI?R01%4D?w2DIh>=$?t_@XnWPakLz^O!RtPKCD|UPuQTjahoFUY+tq8< z?Axs3hjIv;LAXN&>;u&E4y|`ToV}w} z(mDD(%Gr>|0QF=glIQQ$t!S_{p0N0!Qv;L-{u+lW;Ipbaxcd6ls}ZG6ajn=NMKrRS zcL$+~qnR4fD+*tt8pNI?D4WT^sz-&4=?>ROrwd^a5myk{5efM1+Lil8h~%|Zp71O$ zFOeD;t5tMv$t0SZRFBK+y@0wx%K}Oe91G2O#Y$KSWx(6B={10?QOJ}V`jgod@+lNU z>wf%jFwb3k>`9XI@z_`=rlQE50&$7DdXy-7$egUrhUPT__8=q$i!}$`#VJL#9t9Z6 zX@-yxX>wAZiX@DI=xqJV?miH#uvRqdcKK`b z=WWVfz3Qx_G*n`Ech9H?p+d}apjAQyDw`}tRY{uek{jOGa}65piZ*krj~qR^Aj&)v zh;U%weQbJdW!@m7I@N$Vk)~6I9@5?T`6lO)JHk>0t{W4JIpc|yK#8Ex7zV0i@{MHn z)sC6a#i{TpR+b~G3}FuhWypd{CYOgzn6MdJMf?h8=bRI|GwM1=oyH-Yb^?F`KQ4GL zqB!SJ0QW*Dn2j&!OMxJl1wzFXNk_~0<(#QvG5+MXKLM(i%+Qq8j+h5=LCI7Lc+GORR^o6h>nzYc$W^X5%-D-mqdVoO3Su9J`oIiQYfJL^t{S7IAj&jH!Ou|m&he0WZ^b4>mT5v92 ztm1JT9b+IJfMV$BT_au&HBrN{AHG+%BDm!ikAOC<+pA1wYefP9XN$wfU=s2b2*L%C zX2^1?&Mj;uRbdnh-O3`uWa6DO=<`4r7ra~yb{iFpC0yu_Bow*yPEiF>2xJ$Z^0BA@ zSk0f0bUP6%5OGUsX^TkH6%-8#qu`BFRz><2tAbO$3HngFcB7ziC)l268%V(!^`o6` zJ&FGcS#bpTf`vv2fjKEDT$g;xj}l~I`}XZjo6uA$uA=J&w2ZTQy6%>M=P~k-7$391 zj}BckJ~r+S9n7&rzu0-{YfJ@((Xq;_aM(Bs~)EZaU zjL&POS{~9I^7P4*6<@za@zX*&gImdAM*4EApp&fN#E_?TN3C7lgw0zs)*cf{Di#-H z2%T5};Y$evTf7gSd=IlmtyD1ojxdfz{twE#q5%;$3~&(a-k{OWi-=au%mnv|HrvZ& z$X_e-jOw=TABwHMJNoj3Q>Us>skO&g33hbgAInEey*`D(lTle)DnD=R*c5&xdUFqi zR!Y(7@sZ21a%e{)Bs!aT$?2;G;I;VI9GUabA_jI=@rEYY`(0l=G@p6Bz8oSsuI{p=iMgt9D3|6Ndm0l#aW)vz_!*$m3MK)gaYfJS(J4 zfnTA>Us;jfbzq8$HwG0N6grZ=yLLSVCb-@I^23olguq-8q zDo}$JT*b8v+wr2A{L&sX(g`~h?%BdG&udT+?OroxP_>witI{0$laLX{pjYYrF8-ev z1g%U6>NE#rB)s7vvbBcp9>n#3qGB;;m94GX_>Z3fT>N(LT*CeTIeA+Pz3aU_H`aW5 zHMQsnMWlFxouHI~fpe(;BgJ5_ZBmU)(rZqYKl=n$ z|A>%=Hq3g|w0qxQ!Fr})nu+187~8v_oR21n6F>IfbL3{Me)sVgZ_~lE$ zqT@Pl_ILNHRDLkD^kY3LG#V2?0z+q?dNuBJ{ei>N_vDzSCZx}a_xtrgJEikx#W}*y z$e>FySE;+SR8Yj+I0n5C;}L`Bt~s79c+W!)JZNq*{`Jw06-o0W!6qE7BXJ^)p8j;@B z)sbfU4aCR#zPueV(IBD_th&P7=?||=^Ky>>96V^SvwA@Wm*axsNGVPGN7Jn2k|2Y= zkGr2@H{iWpT&MTpH?LgNY*Svqm4jRhtEIY^%;%k?;@Dls!i0f{oZP%AXu)7%bmY_g zxOMARa3!KfQQ>4vq+B)WF;E)`}vFirA_idJS3=}FnJX~%mevUZ2BA*P> z5+ieP2A#&R7N=YlLbm$8gpjt5*Y;W9)x706KY>bp=K`9IajQHa*C%DHpG|Zogj}`) zZp~LX%3i60PC*2#0sS zGczEMX+BUXC-mtf;zGE6xJ4SlP)k?GA!E95xvp)Lt{qyzP$p2Mx$1!=C&6$QxUA;0 zdhhV|78VgdhS<`*cp)q^1NLf-kx(j^V5i^M`wLg{sp9a!rZhY)j{FE3*Vn)gRirg; zZj5TPT&H`e)`=DbJlYRp1ZH*|l)C|U0&*`Z(1ycZKil}UCENvdSxA^ zAsN~?19qmLe#;6@ojjSNv6+|>js&R=04xL45Tp3?`Lm(>aw(~ZX}O<8x=rHFvXbp6 z_UO@t0)SoNIEBAp!UBV+Dlbjx&ClAb-k85U^Ff1vvC352B2QH@$5UQK4+IzAwdzikz`q zH1-1KK)54-e2l~1N|J0TyL5M==l(#-+KXs}hn zv}IqCjSsMdd>m*2f@A?UfM_xM3Y*&fO-2u#|54AggP+pp-E-`^81$Ub<3o3#E)gUx zffSJ20Ad*0iJBaXvIiaztwsnep{_zUGTya(uco5IFfFYjP-W5-7(n}v9{u_JdJ7-@ z*|KKTWpr$xzY9W|x4v~n&xY-V&d;I zXEN=>!NE`p%egv)wS0y~4g~9Y=)yFXO_0;M*8K5Wavd?+X3^D7PmXr_(mZ#t)N93{ zp;L`#dAM zRS#Ivo12X3jk@2-ZsfQM+h0A>y($ho-#h9$WlAMYTN8@djaz-9y0d;xHp^|_>+kX}|KLc%( z!CvaDdFc)DvHBs$*ZE2O6q(_$Q+gh6LO1V@ zb{z4?!{cW~YK84&Z?P|m^75gdEO3?vI72ptz`6Xf1lrWIp0@h=mqTP?ft=o=G%sD@ z8kf)(`tqge$!!xFn??$~mhIH@+s{&)UvR0OhO5pm2I6xUy}vQkUkx*QTUSPWXj+To zDRu)#jIW*Wbj#Jg`?UTOBIEyg^Ur_M5A?5o>7hwU6UMrC04*hRW3Ak9wv^UjtU%(lw0u8)zEJ zxh4G)x~IilA`=YV+L4CkihCj?zbbnKN&@Qs%!@&WozmSX&InhI=uKc*GzW2CUaxKF zIn?nNNAj-z*7?`Z6SWHsdiKe}lE%C>74So{3ip)F0!?-S?X zq0XSxgd9JWpSPu@BJ%c}>OJlk3~uuHfQI#E9vOl!2eh1WG@>!l(Qipfh_aQCQ2J25 zcfhYblRe2Clo!;0$WsSWAq4p3Ik9CrWLhMFz%Xl`8@%{a^|V-#JQn$~GXoS1 zHqFMxdHBg}{Kbwxac<1o*8+zHB3ws|b>M(}w_Yb%#jk=y^`wYHgwIi=to8)|SRl zKn@NKPT7rt7GMr_yZIY`?cBb5%gOwNxFV2#!;)Xcj{i@%zBY<#H8lFQ{7-JPY*}A* z0$CndRMBw?M2WPFQ%xcsMb6oZQaX`Els!U%i1}m7qNp%$YWwZNAHPWsN%L?yRc$I0 z*rHy{XcS5JH){X1)^h7`Lb=fY8)?sgab_~7_VZ^t)1w!rTrAF&JwB_Scn2wYZJ#06 z_rdn$sLX$!iIHoX5rFe2`xhYN<;yTHR3_8PNxKexn`(!?m^amqd}b^$S}ppNfaf4z zvYS8oe-sjGrpZ#!E=v$I-LWh*Cj z2sv)*i0~i}NzqTl75Fk%hwD}vGx-5WhE5Iz2Zu@6f~n0#cKx9ErloDzsStIPyy1dHgDhb(PMf0O^iFmrW*{t&!! zb(l&+>6YU)itvtoflwD^pIp57U>>s0038FpaYcK{K{j<0xIS~Ixt+Xom^z?6gD!KlKs+Hz=}=ts-vJuqMHBg*|>mU7&Uf?5ulX-Z5Ku(30mmd zR;^mq*b|^(cjlA0lH}9sWN#mZf*UPSDBntC5Q>W%NUQ)bXo0;?^ux2oWoPr}na=LS zopp9rMyh~g0GibDx8I;BTcuCy)3+}nXIJQR0rv<)2OLVbzOsSnc`Zo>K;hHJk0a`6 zqa!XBZGT~p>8PYhU33n9d@%`Jfo%QF?Cn+-xr-Jocm_y`7_iOa#U_{z7;9*{v4ZRm zl{+fJHc1o3bL+jZc-*Nck>RLe!=@P1g#iE(n>~0r;J=5Ev*_%t(eF}Rz+ZBbU^K7@eNQ%s!m$a z*dYI?++;b#RCUY^;o`JC8OwXzgZW53EIn}0SBkuhuaH#{DiPcO!b;3Ay`kob-37N8 zkPaFaWQ-UFZ<#A8D}Q+ZKKA~R*Hgsv7n4cAtUh}5C`}u4=d|IB5t)e|5nDO&)Fzj@ zT>NbZoIYeli1U=Ych|<=0shjT&cYW^g`-?j+3Kc!B%vXUh`kL<58Yc%qC{dwUwbeh z1lBfG2e}1Cm1=4}diqq%#>8vPbv_C5Pp)I`w8{z>0u}}B_$&BFzRfH-FXq2}{m@25 zFhctG^_HVTa10tD9|J-JQm>YxSSmV5$QXR&NS^@agQI+~H1z7Jd{B6Vhq&VL-BczU zmV3=l(M3loJwERN841aWOILQAJKi zDby~EcjDdgh3~uEply&87YRW#nNOhbbaTO}C_veE)Tnh_RM<>ZiwZ}F4L>O%a|lF= z)Y$eBVL2r$woRcF;6=O$v79MNk z!A&0l(Oilm8^~yhpVK5)b*_&b!A2$jzIe=Z&AN2}Fk{-kTCh9rw=EA%an&v!v9~+i z%y6j8**8n_#r;Fg`dEKx_QdpV=bq{?jarTahJ}8UF7G^st($RFdpNUo&>tZ8e4OhS?I(Lr<>pC!OuqNIZOwuuix=$L+iuN61u&yj7D_h)ZF+Nc}v z-c05#VHKzVLe4IN|F4+5K`RoS=ehSF&Grj{me-A(Yv*zie20b>fg{ zv_XuH4|iHsO3vG3;R?iNnDRr)g1KsHYQ_C#jFsdi9$RJSZ+pf5_i$3*NSkxT6u4w_ zd~&j5p|qyg;zZN}?onRzLik{a2J;iWZ%i(3~qOzJ;) z@H>p1zKq=@6BR*`FjjS^J&)laWCVVUUv2czgSL%kp4jnlnnV_kjZfC385CFCNH z*?gQoQ56OQ#(|TRRP}*)%YzJnC@r>ztNTVn^XK4UOSUm@xoMnL{T)`@i>zjlmhEz_PhQ#6!H65K zp!mYzqabpe>*2+aRXAK>MdQ)`+XNsbDPOmiT)BoLr^d`5woXqZ*c4Gi3%Jg7Niy>T z_|J4FU@W|SmiBBMC{!b8S{oHuE#xv$CTi5nHAN>Td=W8`NU+BN&a)_S2B&L$)B`z=3{(1-o|58b-BISh9*0dZs`|rilzF zyKB$WQYdB(m{f)dj?QBY=WoCLb}1!=YNt@0BF;NtKh!Fr95>3(Ad_+Z`oz=O&;zbs zzFe4>SHtM<3M|&E9R_9|CYfhvZgKQ0|M0YU;ohz1GBRqbZq(l*Bq?4fwdG*HUCG^s zwX*@=cK9$MAyjNvFP%rIk4BmwJai~J4|1M8AqVn82uV=?w;sLW@ebGHcM0ykFxtSy z#kuHm9tHFY3txO*31az}!Qqc1AZ5No4O`qPz6NLvqQJ~JNct3p@vh(R_T6*%NaKh6 zSkpErF<^@pELv1dfP%<3B8OD6pqzLWFV6Ls-bBAe=bk+s?d<5)+JEH8e4-wl7C4P) zi=;Sq_K7boR5YM4Wm6z(R3ZT`ED>U?t3yD;jayc?J8{Ey1B(k6FN)SnaHlqH+Jx=u zs-z_7gU7*g$B!RR`58RabOse|&??D%XisXrpmY%I#mG!&uOCNfP0qbDwQsN7Am!dA-@Sn|GI1wKU!y`Tkemp^nNw8RZ+4w7!+`6SnhdN)x%uRhIXYy#5!COEzQ3 zc5PKt(xP|a+%Kr+|FVGduk~43T--}a=WK_lF7Jz4N_`!ED$Ut_{lu9!MvP=JzurM} z%0IDo?#{t)7G2Z)@BXc+|KoKTgNM?6$|V{!D0;<_5X$NsHf;DeqpVtwbpFu(*$%7N zV)`wC>PSw~)6;2ZJ{l6jol_*dCgg_;;h71643RjZOYURRvK<>&bJbTIJg-vIy zm(iVe+Q=$-%i)Z)a{YA}TPud?9$1w2qbjBDGuqz}+#w3AT?+~YrG?4Ea~ZzHtc&;W zd3IidV`U>ZGL=cV67jsi$*9_59g(bVny{RGB7V`jb+wSHgicGgElDP=LuY1&M8$a! zTFzaxaZ02)l;&Gx+s_|k{5E2c3DHD5UW?=BnR^V$fM}P(!I_!iRJ9eUy5b&b<7sQp zC{xJiN(fYqACH{wBV1BZktfw|xTC+Zh>GJ>+R?LLC zpOGQxqgGahJfQvY@mgALRPdM~37acEe#C$QD}e#|SaGR!QRaLsH!8#Y?eP#+ScJCi z8=<;Mh<@!nuF>Emrc)A|;u%R4BF$}Rsa>(6m+oc{G7mPnE|@R@P1otL7UgcR;sphB zV=YjK;CG%7l;MbDAD!5j=QkG*0$~jpfwpCub7+O+-5D4rewK+E1qDgx+esG3cs_@S z(~63##iB*2knMRq02vrP1(q(LV?Z5-)29o5Aq(u#s52fFpq0lq+VHpPBx>GNwh(0Z zMIC@tcVa!V!(1ND1p_xtW!8{7&tkk9JT4~hob`0bSYP7V4J@Q%N0nH!$HY14#8BRD zyxDmcS9Y2ky;LlZ`?rrvwr}Z6j!qeaIsnrI;*ZxLi$|j5GTlmjCF?NZ>k3aAu7>D)>$@pAtRb!p5>*p4(wrY=FHlB=spnkt**{+B8judB1Me z(HgzLtu2KW}=LW zl4IRTsjOy%om$@?6DBEqFOAN&r62Oy>(0Z!HXk-TGsqnaq~x*JuH!HZj)}J%mB`OX z46|)8MNlTDd~9Kn4_<6T@sEi$>~uhl(;u^uAs5V2M4tH}G@NIKN5{m-OGFUYm10=B zk2_VmbHK63sh;jUKhyY#YbLJP{%5Op3I~FNgO41E)}WQAP5bsDmJ%iM4%%pc6HVQ! zubQ>5>IWGYZ3XKy|C$JW=g!+NzTduWQ1K>{$vkip%rf5U^t5i@0k#P8Bb`fk4;Q5C z`d!jejPDr`H`@Qx#`6}@P7iiUUAw8d(ol2shpe=?X1!)iZR~LS=~D#azU%v9>vS0z z1&s!HhGl}$9T^d^ff1+vcKw)0!^tNGPArLXxr{W@p^3~pNA5`E6d73({_2HLF;zy(9K7PXA|S`n29iA^>aNS8vxtx%61Z8r4zVYX?1xG zh(C4)Tf{K;?`%4nQ7BF8(l=JJKG_kAk1Im~m-QJiBNz_%5(fvY1%wya84otJM@FKhk_CY#@gqg08amdj^fgQHWeYT3X>+QPBp>e&vvuri>eQ^{C zYY15#Ycu;`aJ6bvg^#jYi#(MCR|w4Wa$Nsctiz%Rl;Ag4y|;>dFp6E znp-c)Y;}5+1z9!uG=~R2=fOfyULZOs9J{6a-UqhEheBh@@OVzoFqhSBPbtstYZ`eE z%L0(e6he|Y7jx$skJpg{zFRhDTS>x`JlD)O;4s8c>U} zF!GJ2FmfSq%0F-1@Rk#Vmv57W8QU^5;+1qyPG*f$hmF)|E2d=DYlKd{%-VD}Kd5A4 zieBplMBJ;MTnJA!LlwxH!NG%BU2DlOHEG4wntzbORm&a3WE<}3mHeT8puR80w2cZ7 z{ss_%;8OKKs5)j%Fv4V(=C7ewPU)B)q~p0dlVjET_3e9l>$ynPrlD8Eo2FEU7-CBB z0CSr7temY3mo*qJdUt+i$H}tuFk*jaZW?i z%q!2jig2q~F|iUBdw}fKD_4L!Pvll0+$d&VoyxX_Wf$iaWyI{^|B&KazGvoDVL}DF zms6$GDbeaGQ#Ms5gX34ZXG`2j$c#Hzm5n3K$?V09G$6;nbNo90k;rz5V_Xm;^z?Y) zHtBq#7B%Oji7`|gnAnu4>4KcatOfvki2@|`%z~)s=#mYu{6#47zziojmd08N0YnP1 z7TjGGuH)*{7n5Qb1$79NKOtuc-PQ(5HTmH{By$@q(q9z}3 z(+SzJ;|`ljfrGef?u9dffq9@5jbDy8q9xLA5z^aH-xoZVKpuRBH3BA} zf|-Ia4E!2QXw4(DS)O=oY2`6}`n=?-P`$nnEF(D-;J_3(4+Bt5>>#n(jIFoV%{eua z(GhCQ86=?0v`(L&Pl1H~i+sT>qH`s1=GKFsC%P4lEofe@ZBYHy>BG>w)92aPxUYZF zfFM%B`TPd;eYc*qIsE(XlvX>YBPtH#0hzEz{}^>uDBL{A2lHq{rv^#R>XxqAYrZ}o z)*pL9IFGZqcmIAT{hy^8UbEGA9+dou?Qll>yr8LvXJCBk7p8nyMuwyEQB*u$5<^}K zm0SJu5cuUqg9`wvzz$CS2PF@-W$~}->Eh=9`-UvbhRiG|_LMA3H(2#S~5xN$#^H~w7tJ_#G!1@@qlk~pFl zKQzVs@yh^Owwxqw0R*KN7a7wDwU3v*FACA|>puKOK|w)w_W7$#VEnblKF`bbTy=^t zT6Dz0I4x9YUQm%k6oA>URI6ao9lP0l;$K_<(M!j(NY^l3?Cd^hE8yyib@9HKu z_-dFesGIo!_I*1D_B?S1Xgb|DAB0dR{!Ik<0F>hY2-??U18x3k3Y+g-D>^&_4NJ?) zl9u1=#8O3`Ysw;D44I<%H0XDKW!(k_-u7V1?1c2Y-~(XyMA;-S1Og5oW`viw=bmk0 zDJzwmbJQ{$_~@>$Wq2+VfJc9yj10N4@yNzKkDeX1ej>H(leN*Bl5`}ps&QX}Qn zK<*1=Iw~kc&0>Zwj8AIFwoe{t#;o%e8kZCS)4mqF!+UTtzXrv_#M08v!*kLe&3Y55 z@-2*n3ifyh36}X-{*fCgsFISZ9`{Y|wq>W?gJ%wOfFS1A^csT0~RKz-J#YBY+G$Kcgx4Y0-T5x>5LZbbXL;XEf7Vs%1I#y}r8D z2zmLD>Ot4iZFJHelPYDhPFl)-bLY3*Yfp;O) za48Fl9ExR>c~M!Z!%dd1GPToRsbIo*E0oOr4MxIwhA+Hv!v?4c3_b%#gkP#PDs}_N zlH#0_YpdcrN}X8&HNt6iS6Ut49BtaPBWzvo=jAd01q^=sldAujurNAZ93i_wytMr$ zM-!OJO|mp_R=;sZ++j~2Q-@CAgi!C9SdBa_BzMrw@USpXa#KzeWcwj`LDEPDE;yY{ zFZtpQQ*71s z2b$N&B*aj(zf-2~{t`oD+@;ynR!di|6eAK~;$zD?Fg%LdYE52sZEgG3tvgCm4p>-3 zVs%O8>UnTWFaqt`-+TD5gci>!Q+%q$YzYW5K5~SxSp^6ni?X4Xf`97dSc?x&lV-_e zQ#SAV&bURWlLbAb>kxpAoP0VPAnanTtVEhos`~Nv)638=PscitmU{q7@Ie-nrRB8i zop_bGt7OQGNnz#~6WDgaMUm^Ht7{!=(ME*~Y?+A{-B;`;6;fa>`$VfS)7B~o20K(K z1@GH;UZSP-f~5cX^Ap*&G`KBVxNyk(k%f9mm^x`OjIg9c7bt`-HvB4?JH^)Mvu8KI z@*kaAS2^g_Q^~z_Wf*F&-4w?TtPzuU>8s@9@#hkwQM$oH4Aa&YZK)*N{5pyTuxC(y zy-P!z!-u?aDE9+#@bo_cgYZ;@nA`$-ZelG5{IlR1rS}$|s~lGTDf49H$yc1q%u~ zs*;a3EsXU%_)p^Af`-GArIBgA+hWdt8JEtDqG-}^Z@}?>s;aUoupOa}<=NNZaX?Y( zfBuwi+uh_sCRjeKF>EVsLLk2UbttYFGGUyxqUV^K!(mtL*Ke8=iqmCp-jERd1ec|| z1l%EX;#`ddm(GEDFlm%>5N?<$pJfB={m^8PiF zC$VP^*%ZnHCXwa{MbT8r%&@((>G$tb6m+PHOr~Xn)`#|=)9_My^O2W(Vgw!ns|}SNtfCl0Y=u!9>h(=RO5k_LCAs46t(m9XxEz= zJ~A~`rRXi7oD6uyYZ-M>W!>oxdWYCv-g?uQ(EXV*KW*za{gVs~jq|L`FSif*4@Dz` zmOXKKz`C~!MpsYE?a*>dd$loRlJDJtcNFu$c}F3KCD^48!;@6cj4?X}Q-o%9t6xvo zhe-|s&n_j>sw)uDvM;HZfYEI>&JeP>GC0lPeG^;2?OSRx0y;9s@Y%Bkp7+4v-E{83z&t*|h5)_EuMk5>_y1K48R2;kyv|3CFu(EJ z9o@F-bQ8^$nQdaS*re*!E0+?pB!jtcDZ5@FV=oMm*C%4`zH!~o9XqCa{@5v{H-OQU zd9Rm2G=){`ry7iHWjnQh6^->24txiWLk`~7V(9q@Zney`T42~^aYP>pk@9mIwQaU>I4f(NbTa@JhcruHveue*5 zM@ZF4b;zVeKdh-KcP}?5C-vLQHgHe@QB}O*j($sC5elV zoN~Kt^^^?SM-KdQgqriGromFf`h)GwsLQLTog-%t5j$cQq9CZ17&epsNL%I_5Zb}r zO){6f#SyStxf{>FZ?lSB2Lv6v-c<5wo^@QEa0;W=Yy2kj!pr)nETW0H2Y8nk#2q*1 zGH4-<88R~o{wJ2kbB4bGz4M!wL0vnNl(b%`l)R*LNV}?e=6H?21LY%Gj@XD%US3|3 z*$l+%5zb8hNz56!UJ_JBbauxv85?JC9V51nfV5 zdITD-Sh57gxA9AF`a%dVeDb8??R-m1IONs34ADV=0lbwgmcg~6U6gZT_jH#kEozKn zUxLozi$8a8iul7Qy3++RirdHU2U<9B9Cx!Ne34=RME zRpmU{ODSz-%rCYbbzs~6?`u3&BxJi^vqS!Wi#z^5i}?Oe$Q=Z4O3JAcN-7AM3*{4o z(-p;6e~_6S-}okoN^f^_(S8Js2ft|UoH?a$-~PDKMgz`g_eaoU7~*mk0zLwRF(zt- zm7Np11{#vgucy3@uMa$U5NS$k-a;OU76qWN6Kfgf2an>dqd+UEm}?mse_J}LQfHdZ zcbUOzY8xuT4k<)@1Sb&iRGsqJ7t<)ZJb(wXk9_jjG0{Gcdm%ct>Z(f>z z>2Qe0$I)9Vl3E|$thlSMA`#CYAFn=S z2ou+NHNf+M%C)F03C;XuO!CB&K0Z@2mB;>hOY@D+wC-CefYEjRAc??N?iBqdn!0a$)a=0dua=JZ_V&-}r#+3+ZZE65s$quY{miMYT-y`!9--rdUO_EI}ecl6U4}$kxH=LR=<5`4^#ap4(fad_|vAfWa6ou+a__0m) z1a2^ErUEg~3?GD>-Mt&}qD{O#!&dE08m$}a=JF5bxVV=bobh9+f>$qBziZMs4%~wn zxrwQ=**Ku59jzo{s)Qi)zIsKki9*+|7Z+dOR;RA08=){K`Id(2_OxckX)|~x)5Du< zjMuU&Dz(q`R-X6#v5rZ!*hT0_hPyU{Uo&!jJc1uYF@T$u4&YO*RVYFYsecS!NoUA3 zpZ)ASoqG@r#DH0+A1YQxRO3V!IK_fiN*na*=KF_)6anK|Z+OvCMQ|VB2nOe`9dPAv z&63|nJ?B{K`vMKP0t4F(Ih-*CUBAzqeSX{rIRnOFk6Q5L+r+$x`$IMl@A0$U;yR}m zJU0r?L9eUZxa$Abvs|8{EDFGVy$_GuxHj`MbaDnmn986BAFdG-71gQnYV%x#vDFX! z2YOW31y!FA(@!DAf1uS~%6tgb6Kf9^s-5vTh zjnrJ=)KGXK`o0WJ_$EBn2Jbe8gaA zu140Fj;l|Y?X6mJk>I^vXtle!xmj8Uq1DdQqcS4q7NIafFR)Ip#>F{r z*lk;+M zLpmSvJ7u=_qC-@&QNSXBiQZV8qDoLquP%X|q4f}n;%QV~C8^cINOLZFHOsVa%^J&d zi?5?|u$kzW7R3tZpo1wC8fcm#6@z^DHDrD9@XrI^0zNSDHow9Z^%iMox2Ro~WnxJq zFJETB;VXS#6iQz0SsFTBK`WwANXIMsR3wc#yxIQ_X13`zb>UWrPTAr%!7(l&0Yz^c zoBWRoY4}5-t+8i(?K~FGM-F}^)L9q}$-o+q?vhjqg_GyoJ6ycq%61ajKIs#Uaq+lA zEJ}@+=_QRY(jugS#ZV(=c>i^(c{Jb&Fk_Nm%EI$ zTq6aRZcNkC4dR|dDwI)Sh&Q&cZSnq5UX`$V60Vwskc>l|U;s8czTR?l0Ap-ufec8s zk_b+A(ia~!u&%@ggN1q)Vg3}rd{#1VW4djNP=|;-d&P*{9z$*3i%%7hptnhsBokC^ z|N1nYa-DZAuG8ZGT<)&GZV$kl%0d@IF6dE(E5%4@XF#XvGB3)?3a-7NEeds=jks?@ zWp6p?q+J@XS|6ykQa_|o-?+$q!-g0d)Xsl(ffJmOVXWd!2G=6bxM6Aj#$MgGiZl#c zwbNke-mZQLjkysM^LC>%?%eiFN!RPu4*kxQ*z8Zo0?!l{7(fh0?@*yl=9T%GeL;&u zMn#McD>)CS-+;$c-tfFx{fL?aH()7Yha*O7~wcc z69a;SqtaT76@u znow8X7xLd!WzT9>5%wfq-a>!ph{x`OhxYD0$EQ~D#`Y%^C2bY3(@o!wId8c>ger44 zIbo*E)tRV1puW4D+&Ov;>qgxkd4AUuZ%*Q)AE;fGK#EnlDY~bA1US4s+7}}J2OQM? zMRP4I4h9CIFJZSLUhXBhoM;!$tov(MYL?VFHOFEuu8Z9hIWtXfy&7PILKGR0|A!S)Za3`Jh1Tk^%ugTFqQW^G_k8lvgG9E64gMNgb-g0 zF-u2z?a(%)n|p*)G6$P_)E}yKdb&}Rqmz@9v$Hcpw({)5)-&5w8dX4K0UK-Lyz+D( z6>X_ln4!7=E%stUUkYFdH)_KmuB&u?u+PHOv{SEMLp&E%oZp5^ZnS>M&?z)v9rB%j z-Nd*Kxz3%3)sJeG>+EUl#!XcGn~U-feD?n}lzhe~L~jPl)162RS6e%_#kN6GQZjPW zCr>n&sF{njQ*{Xmfa$Z35c#{CHS)g)D!qQZPl_!efE7Fe=#dqByPhx(f|?yvqFyA`}B?mA?QV`-%|Ffe`^h1ZGJc;L~uI< z9~vAKkINj;ciE@!FkcOsEYSxRvFZvk1v#~0Q>ILDvnWUApYe(?{X;(3tXOfCZ*gVl zF+1|epL(w6m(0<)5dTV=Fv}eURY*$e#H}kt8j`TWvG~e&tXkZK-L5Tm!ER5tZs-$; zxB^V#so}YKG3$tD$s=ea_$g3)(i(D@`H5xwflE;KBe;6>?l#_*2D<7!UO$)N?nTje zyQtKT=_A(075FPVJ$(?0aJ2lAWRM|@jF2M?2o6^FmTBEu5TMQR89s6_5Ewkekg5~W z(GGC*A&8^nR9jW#4ha|J_$4?PJVEEY2ebx%qb%7;2x_N(x~&MhOOpc~n;=UBC&+l& z11^G=IjrY-@5(2k{IXc5`t1nprD%pL?1C0mzpD|+S0fPMBWAOM=Q6f77Fz$Ad#ylk zHY(op$P;IVD>6*Ho3#fDn3rz20wa>bbk+X}wa{^KBhn^WK~3+DRZ;S+hSAS)U&9>< zcAheIs?pfrAwA6BRQ$(qOrEMYlZ@8Bb^1c-6zSwODmS5ZJJG$dvRB0)R$4ir~d`2Na#Y?_0!E z(4I0LoGSD_yBGV2G4{P397o7XZHXkxy9_Y__Bd-R*P{pEtBUufO*K&ohGO7)hjAbE zGV8#zp{UxwpKsL`Rsx_0XZvQXiQ^#ek*j|{%S9(?D#0Mrj_CPkVho^_9jqV`dr#Wct^WNMGxPnG#S#(l(O$ z^g3V`Aa$ZmCKxpZgVrj?+^fb^d>SMT@LUvO#tauD4J7Io{wSj7r0|ICv>%6MRk%L| z5iX#Z<&r%LZm26rlU0G-0!k>3beH^8-6?5dQ$prDF1WH`xDawItEs68Tm-+OVDsFP zfMAZY$bG#pA(E6vGpRuci>jwDY@A*2c=wAS402*B+CI}3l6f_Yx7%Zl1G}!GKc0fq zBM(sS56NZ69Ny(Ca$y6jOc4jtl$ilR0cOggve|W?5eWZI_026G4P`OzK{2lfYq3#I zT!UcPTcf~hRj6G3?%Mgjb;IXwVL2b8OENRxpTDEjSsx7qf2ty|dANQ4d-hn21NAeF5+yIWvaFlvN!0U@Zp4xN$}`fbX?rJd6UcXXyYTaTv%+{ za6&Mf1{mupQ}WKfDldN=ag0m$V7r(~d^jd6%Y@GAiW=-Ycepa<&5IXnAXW$_2A#R| zvQab;9Yc&ULViiG233z1+`3iD0+T?sk&z(_JWr3q^R2CjE*#kBv{yx4`pB zNlk3DPU@T010Jutq+#`OXF+YacI>(MX01dL>D&PPoz#}`*9GkUPBQv*@hnckf9F@) ZJnMK-&8br#L-97#r_7vuR)6uf{{w;YHh2I4 diff --git a/docs/articles/EUCAST.html b/docs/articles/EUCAST.html index dbdfb913..00358ab3 100644 --- a/docs/articles/EUCAST.html +++ b/docs/articles/EUCAST.html @@ -192,7 +192,7 @@

How to apply EUCAST rules

Matthijs S. Berends

-

23 February 2019

+

25 February 2019

diff --git a/docs/articles/G_test.html b/docs/articles/G_test.html index a9e944e4..fab4163e 100644 --- a/docs/articles/G_test.html +++ b/docs/articles/G_test.html @@ -192,7 +192,7 @@

How to use the G-test

Matthijs S. Berends

-

23 February 2019

+

25 February 2019

diff --git a/docs/articles/WHONET.html b/docs/articles/WHONET.html index dea88275..f2fbb6dc 100644 --- a/docs/articles/WHONET.html +++ b/docs/articles/WHONET.html @@ -192,7 +192,7 @@

How to work with WHONET data

Matthijs S. Berends

-

23 February 2019

+

25 February 2019

diff --git a/docs/articles/atc_property.html b/docs/articles/atc_property.html index 83d221a5..10c2d65a 100644 --- a/docs/articles/atc_property.html +++ b/docs/articles/atc_property.html @@ -192,7 +192,7 @@

How to get properties of an antibiotic

Matthijs S. Berends

-

23 February 2019

+

25 February 2019

diff --git a/docs/articles/benchmarks.html b/docs/articles/benchmarks.html index 9564482c..71f64d91 100644 --- a/docs/articles/benchmarks.html +++ b/docs/articles/benchmarks.html @@ -192,7 +192,7 @@

Benchmarks

Matthijs S. Berends

-

23 February 2019

+

25 February 2019

@@ -217,14 +217,14 @@ times = 10) print(S.aureus, unit = "ms", signif = 3) #> Unit: milliseconds -#> expr min lq mean median uq max neval -#> as.mo("sau") 15.0 15.0 21.8 15.2 15.5 80.5 10 -#> as.mo("stau") 90.4 90.6 106.0 91.0 92.7 180.0 10 -#> as.mo("staaur") 15.0 15.1 19.2 15.2 15.7 54.5 10 -#> as.mo("S. aureus") 26.5 26.6 34.7 26.9 28.1 65.9 10 -#> as.mo("S. aureus") 26.6 26.7 31.8 26.8 26.9 76.8 10 -#> as.mo("STAAUR") 15.0 15.1 19.2 15.2 15.5 54.2 10 -#> as.mo("Staphylococcus aureus") 13.4 13.5 17.7 13.6 14.7 52.1 10
+#> expr min lq mean median uq max neval +#> as.mo("sau") 16.4 16.5 28.4 16.8 54.9 55.8 10 +#> as.mo("stau") 86.0 86.5 97.3 88.9 100.0 132.0 10 +#> as.mo("staaur") 16.3 16.6 23.0 16.8 21.0 56.8 10 +#> as.mo("S. aureus") 25.3 25.9 39.4 27.2 64.0 74.5 10 +#> as.mo("S. aureus") 25.2 25.3 29.7 25.6 27.0 64.3 10 +#> as.mo("STAAUR") 16.3 16.7 21.1 17.0 18.0 56.8 10 +#> as.mo("Staphylococcus aureus") 13.5 13.9 20.5 14.4 17.5 51.2 10

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

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

-

That takes 8 times as much time on average! A value of 100 milliseconds means it can only determine ~10 different input values per second. We can conclude that looking up arbitrary codes of less prevalent microorganisms is the worst way to go, in terms of calculation performance.

+#> expr min lq mean median uq max +#> as.mo("myle") 135.0 135.0 147.0 135.0 174.0 176.0 +#> as.mo("mycleo") 211.0 213.0 233.0 232.0 251.0 262.0 +#> as.mo("M. leonicaptivi") 59.2 59.2 63.6 59.4 59.6 98.7 +#> as.mo("M. leonicaptivi") 59.0 59.1 59.3 59.3 59.3 59.7 +#> as.mo("MYCLEO") 211.0 211.0 220.0 211.0 222.0 250.0 +#> as.mo("Mycoplasma leonicaptivi") 22.5 22.5 26.5 22.6 22.7 61.0 +#> neval +#> 10 +#> 10 +#> 10 +#> 10 +#> 10 +#> 10 +

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

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

par(mar = c(5, 16, 4, 2)) # set more space for left margin text (16)
 
@@ -283,8 +290,8 @@
 print(run_it, unit = "ms", signif = 3)
 #> Unit: milliseconds
 #>            expr min  lq mean median  uq max neval
-#>  mo_fullname(x) 615 647  698    649 801 851    10
-

So transforming 500,000 values (!) of 95 unique values only takes 0.65 seconds (649 ms). You only lose time on your unique input values.

+#> mo_fullname(x) 610 641 644 644 657 665 10 +

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

-

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

+#> A 7.500 7.540 7.720 7.610 7.710 8.750 10 +#> B 25.800 26.200 27.100 27.800 27.800 27.900 10 +#> C 0.604 0.628 0.704 0.729 0.755 0.791 10 +

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

+#> A 0.704 0.806 0.897 0.867 1.040 1.130 10 +#> B 0.671 0.722 0.841 0.807 0.903 1.110 10 +#> C 0.702 0.768 0.856 0.816 0.967 1.160 10 +#> D 0.641 0.695 0.746 0.746 0.755 0.976 10 +#> E 0.627 0.702 0.781 0.762 0.789 1.100 10 +#> F 0.651 0.694 0.779 0.733 0.761 1.220 10 +#> G 0.552 0.745 0.801 0.764 0.815 1.090 10 +#> H 0.637 0.661 0.722 0.724 0.766 0.803 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 18.95 18.99 19.59 19.04 19.49 23.47 10 +#> de 27.13 27.26 27.69 27.63 27.88 29.05 10 +#> nl 26.95 27.62 34.90 27.99 32.35 61.05 10 +#> es 27.42 27.55 38.05 27.75 60.86 61.40 10 +#> it 26.99 27.30 34.13 27.48 27.70 61.28 10 +#> fr 27.35 27.52 30.95 27.58 27.72 61.11 10 +#> pt 27.26 27.33 27.67 27.53 27.91 28.44 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 9a89bdc9d3b085c753f7f3ec59376deb8bc28dbf..05045eea5fcb8fad5d771fdf4e18bdcf593088b9 100644 GIT binary patch literal 32596 zcmeFZbx>T-7VnE|a0?E>9fA{V2u^VK5Q4iq1b25I++BkQ4-zI=aDop`2s+pu^85YH zIrZ+XSM}<>d#Ya5{bQ3JNMJDjFIZIy(A` z7cVd{FfcJOv9PePv9WP*aBy*P@$m5Q@$m@=2nY!YiHL|^zI;hcOiV&TLP|C}R#sLvHa2#4 zb`A~>PEJlPF0R+FUvqPF^YHNS^78WW@$vKX3kV1Z3JMAd3B7sqMp#%_L_|bXR8&k% zOk7+X002lxNW6XfR#H+@N=iyvT3SX%MpjlKYmvnwpwgT3XuL+B!Nqy1Kf0dV2c$`UVCDhK7blMn=ZQ#_!+1H!(5! z@Zp20sp-d$AI;3n%+1X$EG#T7Ev>AqtgWqWY;0_8ZSCyr?CtFx92^`S9i5z~85I>39UUDL6B8R78y6QBA0MBPkdT;|n3R;1oSdAJl9HO5 znwFN9o}QkOk&&61nU$55ot>SNlarg9o0pfDpPvr|0t*TX3JVL1ii(Phi%UvMN=r-2 z%F4>i%PT4>Dl03is;a81t7~d%YHMrj>gww2>l+#x8XFs%nwpxMn_F61T3cJ&+S=ON z+dqH)+|kj|+1c6E)z#hI-P6<4+uPgM*Z1Yim;V0#fq{X+!NH-Sq2b}-k&%(n(b2D8 zzmAQKjgOB{OiWBpPJa9LZE9)?1Ok2k{(X9SdS+&3c6N4dZf<^l{>P6W3kwU2i;GK3 zOUuj4D=RCjtE+2kYwPRlKY#w**x1UXJ==>e*HQ>KmYyv_r=A<<>lqo)z$U&_07%A?d>fD0=c`pyT8AG zczAexe0+L(+N?M9gU$g|M_FAL7#Q;K=MQZB&Mz|<7%CV!Nq~lD&QUIM&aB4fNC0EdVM<-c&((Iyx*` zD#98FfXWoZh1~lY25vd?#>145`yPMMlkssIFYeoKkV!s6wzmU?3`@ zP_u^y(T8BCO91dBA`}XMsMLccDxeVTO*KYK2^1$Ld>-nMc6_ufYzYIj|5N?{xn~wY zu(-#V3lIa0H*dp&=#94M!6DWJlzu18(~j26g+OkUzwQrES*8{lDauLVyCRubjH-YJ zZ88usR`Q~v7{M?4za`(BHUw1ovf%7?p0D~}1?4$WvzfqtRz!L=VJ`H$Pm zdN|RPJ;&cOe9{8^&(DjRN)-d%8(C#4x`_H8v{opD-YB63-1R@St-n6Zf4VK0F2#TA zrM&j|^U%lC6z?K(KBAJqI*}J3LT?KhDdbN2U7=N%ni&LbI*mN2U)~L+8?fH{RIw#d z*>dNH|Fty#SDjnR+X4kXVl<3ifA1bX!|BJ}5W%I&&Z{S5L&0(4!;+{nCU{7&F(}&a zcg}92SH{sJhd$3U<7VBZa-B9fM2;aQISFw}II#zF~srwsh=W@ptih(sr zKU}Mj8Ht)Ey}94UbepQ(v(YJA3n$e9WE6p0%5y!e{LrCahrI-BD>nPYlK^1#KHHe!l`Xb zfc~zf&DzXLyHllJ1uIZ|1EA=}v_dgQb__?Bjv~$QP*;NMlbmxQ&#QP$c-gf5sT)}I zc~m!FlDFTgfKd1NU@?WwVL}C6XmWtJD0wK0`Ebc06%jb!FN+V!aWoUzt&Dp$5gXX8CPk#OI)&x@yISI1Z`PZ3##$ge zk?_M9xwXG9xLNsCtfNl3l-8a1x3q!d)Yng(2STb(%?gk*lCr-Bg-HWu$4S7fpEBdJ z$PO>LPkai0oSM5;*}3L)&t0k`ve%UQL0;qmTqK7#?N|Y-&`r+EM_tl~%T*SXjhWQ5 z-|`(J7*hg9B}ckAhMqNx(|&DJ#(1xkAh+)Yu{~8L8A)pbjg)SEtL6x;y}lq$59g1t z=o1MY;k~6HBeYJO>&g3(Dq=iF+O*?1FD>&h!@i$yozu92f~eRPrVC>0ow;&TpDnfL z&~Wc%aVRf4k39eArt`ULGVwa6@`#vFKhY0U5j2+2RMx0^*4g|ktI;X?^XfXI&q)lk z@Lli%Wa*(WCgZJg<@Z#875AyOdZ1P;dF4ETMwZ4#xpK@u&SB2}xUG4xAevoblgH$%uVdkwV1 zGz6WFlNP1MqHo8#jSaW#x}R!X8Q^K&yj1s7BoNzU1#P8z<%DTZJe;0hbx(g;c%>M8 zGpm{()4Lw=4ZCe~mfQ;Pd<<(Texp`rxHq z(a3e6oa%jU&f%5s%#7^86lwr0zNbm5XsUR%OqK;~O1+(y8_Nsdjy)b57HgJpXMZ`@ zEtQ)itH8lU7&oPO$+X=|5&5J~+hNoucdC0Wk8B!^upvbEAk5&0JBMNss`oKgdrCPf zwIq~uW=BQ+;d9{)v}07iYCdRerS3>GT5j^jR0+5TxW_iu!#<_)t$!jITV>kOurDQi zZLruPnDn(7WkEEY9!xlvXEm0`za3jM7Us>}aKGEXFn>R(@2jSA!;z`rn{}7#cgO-Im!q9dYTlGHYT5x$WIt!VXwg5Wf}V1 zqdJ}}E`De-4%|ncRQQI2FTTWdQ0Xk^6cy*}7Ax!N;->>uqN{%$;N&IpAEcq@j|cYY zebI$Z7!7AlvAOmdSL)}E;0j`|E3j3-O3;muw;taw%=djsESQQH17vfSq_|8|MXXt2 zkH)?5tU+zb;;~yAR1*JwSwYr2Q@>Z_57_Fdp4&C5*hE>XRIXGhmzwvyL@|>(pO5Yr zxUK7WH*E4m`&&JBS)S-m$fmIb=%&ysJEm#vX((|bKM)}p)(RJrcRA%Yx6C|0msg$W zz&+Nx&+a$3sZZN1@-#m>J?o>4Nv)5vmU(+c{Jw}f2 zoEta6Gsl?9#*PI&wA)RU7jgt>e|idVBe9m*Ci|$a?B|d>@F=%iM$(&l68yX%N`p9< zvlH^^G_*cb5M1^vyA2q%9YpD7^Q+z?0;;NP_n5w(xHDRAkeXS+LQe4BF*a3?WO|gd zYogM5ho0FAdhu{QdmeKhKv3-R&}^e`QQC4yjlh?qEyu9-p8| z{q#^#E#ktbYnXIqS0^b*h6bUd^Udwr3b@Qg)4P%NiymCO+qtpgkeQc%k?L`Q{Z3Nk zqD{dMd|JqSDX00|s4|Mga2%6VlD+1Dq}z&Nhmu1ebl7orMHg+O98dBe98^DqGwbg? zX_NRp-ad+mG^qkVHi@NPw(*e({yt8PKHbMdp&Q#!0U5Jwd`9pqZ|7H*CI#MN zXSn+Zoo!?jwd;kotyJEbpS26qK9w72w1`%yJ+EDdi7zYDvAx`S|8c7Qvr`A;L5L1k zK192jS4?jA^hmK%`miEP&t4 z$vZv#D_|HWLD0H1>y)GkIMoCxgPoi3nF1xZ+?GW7sg+2uH7(7Vf}6n0?s0bvUisER zS{*OYvOF=0fWf@c@!jArV4_V8;dR4+mbWKz{Hc}Sos`X}@AW7jjO*SwtM!v9A+mK9 zc7bro*YPXqEgz`kvO}=!g$2(YDz~qEW*W6GCgNLD-nP_o*A}_YGH5c-3RNkJyyl+0 zAsCh&c}Q+n<^`}AA|WbbieL3y&vv)1aNU*ERi2+t9^W~x`L#`W9@&itbagI;^yauM z8!89n3z*!i&9mqE{Akuc&Ae_{?VZBs(!3d9u=n}NJHyy1VZlvywl7{Tzk|Enth zhiv{|KwO2zVU7&SFVs5v-?Ifkxr5J0Ava;CNuCEPAlgfVu-bH-P4t5zp2#vxL`AhJ zGf&zXMJig66lg3pg?{*-W9t9k%0YsQ`RQr5eH%3D3MeES(Zm7yQ~8h^*OV=6P~`rs zc1{Q)q_`F(O}rt+*v~T#E$as9zfi^w2G!~$f4jm?di@+eaM2;stcn)FC~^ePOK>Ej zA6MSHe_cXvVLaddQ@WBcI>b_cWwC=-QM)vt=BbhQy82obXq2H?VT{C8hc=}8r?afy zlQ_?h1$u+2QSJiKQ*PeAAFRN^LI8}o4yxdvx*CxoD*D1B=6dtZ4WiIV0`$?n-LU!J zaKr`C_XGwhiJ0Q()Pzg~iT)zX9Va8y76D)p^K>xpEHcy~b);XanF>h=V6{9t8vOkj z=T-t>ItdRtB(*XfTDh!Fn0t4_vl_ULR4T+?+YyA>EBrXkl>ess*gpN89IYv8$u+yZ>y=Q$QRA4G2AK7`qk|4s=bR(B{!PR;)nAyg){1To8#!We455})Q-k*(KNi7bEoG#kg+TMJA zoOG$D*Gs}2i>7Tm0G3}#6PPa|qV53^H#(T_wKNq#RcL|le^E*ZKtxw5xayh2Yq}QFzN^260cXiY6i4vx7w;L|xx(tTjAs#p4YK za`l`SuhzzD`>_yBlCsW8*Z})qtcUyPvg)*8%WOLF(3c9&?e-41(yd|_+~P=FtaK*Z z4Wj{D*RNt%rxoJ#?09O6&M&qJ$v@Jza*ne*Qh|5+LJ5cT)yM%)N#UTDyTLw)df*jm zDLVzSw0#QPlL!*V(_XXg{_by9gdw9I_q!~mO%!5*k5z(`yIKNAY)tiT2G}z*s}kow zesuyBRC=G<_tnGraC^5{Qp(>9Irv?Zo_3fTq9L)j0b6u-NA_@tj zEN$?DjwD0S77+^`>JEPdQKU2D3c}(+mHXIZi>OcwxRHuICGE&wR85##qNbNHIMq~A z=4?!|73~ZE}xcDh5c~6T&8ZjN22$Au6y1t@;vtsg?JI&*tZ>*OX(LWgd!S7 z@I0zZVlXe;<b8Vmnljf$DG4OjN;HaCV8NMfUeJ2w^hUII*yq0B+ z0wH)G*yBX+?2hX6GDhL@ERNojNoo4UISiFi)jL%_A(}VHuroZrkr`Kj4l5xiRyJgE zg#JXXA-`d~LK?nv(&0pdU%RR!c`FRQpQPM*pDECh!V$6u6FZl=B=f0b?4#q`_f3jU z-^Y(0O?7Xp#J{waO1o;Elxs!^-Phskpt=4it>%D#tSGT5Qf{+;cKV! zimp5{O=|F*Vr+^uav?#4;WhcJ`dyw40zZ>2R0l9V>0j%W;TvixWHZ@ebrm3$!C*xP zTHM0S;)1KHD77K}TGH`d z*GoDz>y7M)L53NT0PaPTctF)nxcs|q6QChe6!36%VDD$ zSpaN`syp1KS@L81UV#9GC22PJ{k`P^NubQkG*6NwG`8I}y)ZgtkO^hj8`TeeyB4iz z=UcipI12t{|GxCbg3hrx?}GfN&i-lV61gOLb=u;Ph7nqG^h^X%VAY^l{t${#ap~d9 zzwARw)pJdV`}`c!Xu*i$4xN5nWcIzUrtC30bW>&ytxu&Jwpn<%Syw!NIEvR6!Z5%x zl#}|nfCe_#~;t)iz z1eWcMU(8`&$Zj9c^Ap0eY^AQ_I!N<{Z6H0*1o(vf=%3nS!={@Iu)^5cyX+USw!Van ztP0v&vW;h-fj$yqsq3-lQ;(_K@`LJrA6(CGf*x@!s~P5MPk+G19$B~f%r2{ZzD$v< zR`~&U`L09(dbD zA40ZTS-MOdO^3`PzBIPgkr463ecdTBYZ)z~wETqkxBN~tkA$uQ$QUi-i;MJ66Sxm} z4=ED900oaxKI={ggxZ8ht&cSIQ>75k(@hnYI>zRX3L=(SKg2%m2D(4Cc%R>pe`KF% zgw8&Qx8IzrL?yN5zG@uxSfH)oOW2teO?b z$IYU!fWzqWmV3mOCco=NowyzeFE9u0-(n>P^tS|p)87vhH8&5x>l}O0_I*CXt=X|m zUKn7Lns3s=`i*whKan>eZU5DCfJzhgN7luMc8L;#2vs8^Jq~nDxcLY?ximh~@%AU= zWC0+Gk%xHCXdN#$Zue7t^VlK5jBKO{gi-MURRC_wNA&1A431)d@TdCmSD_xf@k^w1 z!hw253T5$N?r411=Y8s?+15#U20~CCJkM%@WaO7ubf>ag*4vhwsCrfR7*)s$?`R*e@OXu zWzU?`>ne{FS9vTzBJ}!!$ z_qWegzM;KT+Pxo)QDPb^R#`2h$9!Oi4rXS@n`N3NC62N1MQaQO(%FQ}RBeU+EI4#+ zU@Dr@e%8*uK;RG9k;S9es%!xC{v~d-U=-fZW8ZTd>C(w^jIT2y4|7_XxT_D;72I9j zf6HYbP21+U8w9Tq1{*u=vq;JM`m$SE=`5UA>hilG(U(8!zL=%tG?~9((S!Rk{5{?~|96wwPWEy{D7oL|MRqt(Y}bk`3xMe0 zD(*vNu*|z$zN==5pF<0-!|8N_%*qP(-vQF^LUr8(;Q?ZpE7ncplDvqD5!cYk6KZv! z`Qe*imBv#S-e+4@HDk3s9Z>(6mfo5PMBFZ7zovxbyE3kP1uHXAD<){`5oa02u)O~S zhgwAU0n2oTcokeOEb{qtaA5@7^Y}&SpoEKCKa>ODt^f1@ptB(Hk5|mtAMppBiFp9Jt5aUqU)y+ih7Cuex_M_I%SG<*p>tqJ)opp#TE4UydJ;WR*$?0!8xl|8O`WKHx zBIbUZ$4-)X{u}f|`rjxwQM>_iD)<-WuB~AS_DtleE#M{QNYuq5e9I7%BnIJ8}FIc_VF%O&&5E_Zdukeg9y+g zf9UxN6uJKQm(m@G5Aljtm2n9=&pk8E23{K4;F*(=eet(hhK<0tjLPbMA%o&j)1hZ> z>;EqAvd-sUCPDNhEJ^SpcE_o9H46m(F!9olcW=Mx394X;Aee|b2I2;w#OUa?pk*ME ztFQhCQ65|TA<7h8Kpp0$`QG0&>Tk{pSCyKe3u4GCa#=L4mcBku02HxR;eC5sBSuCf z^T&j{3_C<{3DRVcKb_ZQMp>RI;sYP&oRiZD-o-BeZqJ#Q>ufrQ=r6r4WCLbV-;)Zu z&PQwbHiOdp!yNt}fCTq@tAj~$2U;br7 zpA|urmzZ*2^;W7FmaoNG1Wl(1_;g#>b&TZ`__xD9@@bcye;p{F1TE5^bzlFJ3$V}U zelojduLws!^KEqx%=pkVaGWl*L~g* zp3zFT?fToSya@ujoM6I`!^*ShpX`8e2UM!Mk@}`A*xXs_!?17SGl2u%+ti$2Ee zvf#rpI?7#8Zk5Y`i_6~d7)UP;)$v|-PdU{hHzxR<5A9LBAnTFFo_E6!aQ>St)j*P) z*l0^N7vE36&v_}vqQzr?6RQf<6@u2*^cOX63aH+xsT&p1F^cF+zHFDAnPmRyYUkmG z*nMo!EtS5gwJi=B-&pB5!M&J7S#3AGC-py8X-*7K@E{A+;!yao=H)_2uk-P?7E>u9 zpvRv$s?SBv!A+M4|4APLyUxu*nJzHtCI)B9rx56|RJ0G7tZ`h>pPrw00<5H6(Bqb= zfb2^UF7M*AMa?W}e!W)jR_jr3Hu|41vK^(o&6K23iPXpJ&3AV6)CZQK?;17e_QV`< z#~_7Vvm97(aFI2dw~Ky5S5aMu+w@QKm-hOJ@PKrvR#Ecvg*K|UF4dtKZ~M;67io`1 zF-3e;st)GJgxQT6?tP1Tk=&|h3g=5zoS19@TEUcagS|Oskk>3{#Uv|pVc?<0q%d)kAIpR2Vh2w=d-M!)7u%gHzkvEkAY zlx{BT@^P>MjytGX`eQnFCY5p2Ym5i@pZ@v)S?fMk;mbwqKn7VxPPgy4*s;7u7b+D> z+zRB#nPqH$2QqYwrZCc`Im@K-C795!l9?2bWE$^vJhS&RO=tyiSyfM=OP9vxOGZZt zSkdG}a(UmxLpIG8koS4ftG2s1UK7Ix~k5*YD zCF}vSza@%oE2I1?@66oeno{k+Acvw4tSs^uv;~7G@8ec`UaruBTgsal8r^t@QTruh zq6SlV`#c)FAe#-N!`8D-qKZcmcTVmfiyGO|1iv=(zF9sqY$te0xwxc@ZQ$??Fb#)z z>@SHiMl*TYC+BWO3*gWWO64tx4`WB#z6&u7yqhbp7Z~=FMmvJBULYWP0FK#qeth`! z^*fgqfgtV$&rk2F8<7%vy%Jr}7lEL>a2E`H1*agYoFM)eszg}<9@bkP1M@ht=dU9H z88! zv%_o?ag}-pOF{T_G!B2EFpt`|GreB->Fp7-J3Tl`uTNQ(EA82kEfso4Q(_eKX}7O_ z>3YVQc2Sw_-|8>%^w9cEIE^&ky=FUGBY)^zz^Z$^3?tbmRL(L{7Ggo4GVB~TdK0W|>GX_Yh5)h2v^JOE* zkw=tQ(lA<=OP5)KdJB0$#F>Ul@FJ4ri_BBd!a3PDep@>ve;!*S>zrh2t5E2WzP2C^ zi+R{CKieiVBVSFp{-8d72-H-HiLp6FGLH(-f|EIrTZfHHee9`P1vK|%0u=(?zyIYE zIH1QSiP;Jd@&if7%hp{v%GpKLWRkLv^qSPkZ2c-w^|1ZBYkV+tN#2^~bt*7|N8jsSm^19x zmH!wxw)S8J(-fJqvN+R%y*SsFqoT7Bx;v%M4o9^-zJ|qb4a!a&RIiXXc(IQVB*r2( z^g0D(YJcZD-?`~F?@N4QiT-8(@z59O@bPd)+^#2vR$T?eUcvyZQSjq`WtsTEVv!Ot zpYbwRxCa=3KyoP8k{RwMPSd$m^=8OKH<1Rgjvn*QpeQCAfh`8W??*5!JiE@062RBL zrT0!s`F zeR!!kgX)wD(g*b+rwYfz=^NM+Xd@&)^k|WLuu?tRAAp_C~e-R5P z@>Q)h`BOwxFt2qckX?cAo%*M7HqjP(>g#9-Y`uJKw^M|iN=!{yFmqw*x z2X>XC{}9#2YXJHN5i;+T-NG&3K#`}uxvN!*3&;!I)|lgb;0Dv}9ERK((*{Do76?4Y%o}eRvigHsFlZcIX8ouUT?62$`|=h|=|aj&(Y?L$ju*D}G-)0e zb2APU(;7ayNm5dn(DSE4!tkLXyC8a6Gw70RmIdht<=kmi1o<;GvUkY($>o|t2}s|{ zD|~-y2!pG;MS}(+Cqb8*3Jk4*zmR;YuYtDr?#rSxC+c5&$d>AtE39Qooek?KS-{Z$ z;H86yD`u4c;3adq^nr7?AqfHmHa-{EPN9PSqA-qW_OeL=y8omhc*J81p#s$;;}R`J zbJ*Q$`sKfNvv--=*q6IaF%7*^vv@P8P;DDZK7NyO0xSEyrb+U7K}~IhEPtt4J-ahN z(lF3YP2pNe8p>a0t_$-nB0419`!}{;&ExD7HNT-hh{SqM%#h6oo~9xC#jI`#hZK`Q zg`!wjbjShEoOA@Vh5tSE=mHh8UnD7pY+h2qC-LqXc#4%l5<3Y=NjB4(#MJbE_We*P z^)>o`gEz(yx*Ie;s#}lI7YqHdMHbYlHJfBKwO;?4AQVrH?b#ePT5x-L-n@z;3yr%YD% zvU%~YFBx?z5)*Na$L(F%XV*tV0BX$(bmCPj5vTH`x%}T))7xcV>c#$o1Bb zt>k_AkMN3eh5_H%H?-si(LQbODjYIg#t*J56vG~xc0PapS@EQ3^CmK89pT~E?AqjS zmuR1f1;R)c^3?*)s&d7)$Z?iJyz#=yoF7e2M%k)|#St7~ZIc`apBa-1?;9Q`ooy(& zAX~B;Z?;d>g0F)7rS69vG{&&Re)M`_&dWAX8ZGuPcDC<{bY5NN{H3>vPR|H zyR!I7$rJ$kZj!T3r`ay@PA34OE{B+^5BfAML+(!1z|g~2e#r?M=#bp4Pv#aFhl$~R zPoe6n>PV>TxZ-OSZ>NM%MtQ-+yiGVA1FuI;8Q>I=Fb^~1`)os>$4-CG*r*fTB-|b1+{`Bz*}pcL3-mYiS3oGnpKl4L-YWSaF@eUJy4C~XjM{% z$GeICVvX4p06mTCmisS<8&oecaP1t{ql3CsNK+Wsx%JhO(|Uf;bV$!0bXQnuH)qZ5(I5xfxh+3+ z^-Z$|Y*`+M?bs{^dZ?*t4(m{idh23_bW(j1cYK7&sedr}1w?m*LKoCA7&pEbHmq+2835*Xh>0mgw#q{S?Ga8AD;NS!K~20RK@<{-nX zmie_|xCHsALj7K!gpC#~Gm;{ta5eeO4B8~K%I;J#(;|zMZt?SIjDA*ex5vY{r7kXn zeOg_8iU0=Kz~xk@teeNaG`4n;T0Y*RG$Slc6;7>=1)wZct(KrhofqT#@Djy4L^URo^GB|X|t0u*;bAT*?*K1T;JxXqe^PKY&b zk`qp1rD1J*)a|O}TKX+Zn{Ewp0{Fda%>K$1ky=cI&A-Ao9Wt_`I$jUwP$BQ?Va zc?=>?r+MD0p_7L|A4K z_4bLZ2$X0+bz z{eyuQTs|t~ku_K+<&EyfSHW|wjb~OQrCboexsk(I!!rz#Mp>Nyc5D-nP3YA@J5BHFrcb}- ztgB2ibNz@8Sz)}FPh#ljTtL#Ox%h68r*1|gsMcUc+3`cjRUe!a&C0v`RT+;B%P#V4 zQ*3k6R`30(_lZ0k8~_d+`6K*rXJhHEi$l9rn^A^6P)7J7E}BpwmugyWac@cA zhI38f**OuS1jh{N>yJ*b(4xq62F9Ea-Vx{@kDQ3KxghpQf^3*y~RXE znt7V={`JBKSXp9FK#MQ!M9qEY57sxM;K6t zc%b|7R$PvH_g-nOwR(op^3eHRQ0p;DjbS2F94Z7~hG3b5d&_QhNC+zY*|`rTox6eb zexTfSZbfNmq;l2vf4$r8Q~o?1=&ol>iXNI9PJ=ITe3?5(cPj19pLp6fs*xAhTUJ*g zIjkLoxd$xZqsXv3Px542r-FQ4y9r9OU)bls=*AhVFi4E;6U{!@LiIL=Jxi6!o1dP& zzJrv1Yg8%%){I9IxZcOrcgpDuwdz$9b9pp;yM)M}hZGxtyvA0QOs+p$HZl=tn#D{` zI<`8?IW~Fb=z{t25S8;-ks7(G#Psxpubx<)^Hd~!I3(d`UJECE@TCKjhuwx#&~t>^ zz<)pOis7)d`nn9Sx5l?L`4l&Qo)p1gSz!E;I6sl8FLru6u(kDD~z+@jEOKb zCtA?yZp}ipJNb|co2dCZQnm#c9xZZye!5e2DuUuBDxWi@o-!}hEp|_WzUrZ0Syp_D!KkI%^P~A@| zz;sQnZ?2Dcsnjet_fz~^G?K_nBo$%OM9}_x<%KuA=0hSY2Ig|_|XrP?eM0+ zMCtc$V*${b83T^LlgjTEq}(zG!g)p8WETIfz#|ewLAJ1k-gl0N18?mXN=M= zEJXE|XDN(9%Wvej=5f@^Vnu4OJyoOqY0a%_HFFEENeuk1AFjn5w4w8nkQ`^VHjbfa z1FV}|oK9z`ecW34$M%sxeY=iHgeNJ2P11WhOOq_f+W0fc8hJA~$7&b%6n|>~hNjju zcMXg+hrE5~z&01bVQF$5k+7BmfgEzR$`KX1jlKHHda&Y@f$P*|D7fne+Kr2_`VqF3 ziV#>eFlS$-mn}t<4Tf$bZQV1U0pctZ7)lVFy)$dYe?pl#5?IHh=YR828wHAUCv27x*=`@5(zF+HZh!~jpZ&Q&FoUT zi9}b~V-223pcNdhW9ERHZE3+tq+W~XZEefagdy4ZE}2>BGR`wR_~W^ffJ3C+(T^iA znqaa&W1&My2Z}1iztJ$u`GF~Vg}GfM56 z%IFaKyDA~)FFg@fS&^^1HF0p`?rU;Djl?-VDuh@Ov`(v}AnX0iO|pr=rz$kayBU^M zl&|>DY7-Og#YiO(?_rrEq!{bJK*+HvXhKjii|9F#JnMYcw4>T-W2gjr|sE10DyrKZ3+55=X3Jy*Kp_o)U#LdUC#@EhS0Y;p_*bY z^e`;_S%Um8RFz}6k9`H^zLl^{|J%4+p91H%rTP+u&xa#GVDdKsMG(=)4m#TBvk?q5 zp?&DF(R1c4w58AkUHt+emcf|5scg$@dl>no@1L-(NP>&yK8=w~CUCJSq3e*$lt|0M=EyR+?_>W8f6h~3 zc7?(1eKNS%Jd%V|AEkg61uDsaa zOEG#3QodYWcK)hUQi=FG@s|#1`galE!|H7RP1ej=76m(yt4YBUfomZ88vk%;{^7bX zvQ6N4@TR`qd@!a1Hyxu0`T~j$PJbHwBkkE z!~_SO`0u8$ysYS-H5&)`XNIJ}K6hm}zf>2XV?Ndc~#zFW&Q-{!DV_wI*=vXk9h}t!J{RA1*^l zc@s*?Y~9<8P8ux_WHlABJ0{_r#4pSCdhy$3AXTVKzLrpcuIrEXhQ>ZTHZZT0z~ft{ z`o~k0`!`K&+zlnXdcEwCUdtiar5Z(_@}s{yRSUon1q3(OnSCiEQuu;hyShvqo1ch; z<72*S>Y0>nM9v6~Q3--Pj40;6ZpKMyk%;V2PciwUP3GKe*%4lF!K*lowns;Q@_tiF zec0Tf-HO+%`YcY`z_qZqoB3LBRce>u^228o?6eVGSbT`%EuD|NbQ31Vke3)l2k18|@o( z?kS}JSrj;d?^d0#&Y#l1hGhz3jo51jbC@BnRe8fQY&EA+Z|_F$$wczR!jnZ6F|WOV z<8^lA(|af^y#vzcDQOi|VIk(?40C9)UyeJ##3jAmpdU4=JYv230Rhhzk_ES`=rMKu z!RX5$AL^Z7I5z*^tC$!;J<9iiAbN?y19*side9#_c6iHg6+~x1{Q?HbKIsEXX=Hl# zIna>Ikwdjf4C^8pz7oiW$yO@$YJ_x8cJnQOA(sEYLWIvDyg?X$V=nH+GJ12X)y zQOrzqMiSMQi|RV!)laWFhPWv!R7RJFdx9PRD2X7Ef54P4K0eXA5+C%9a}V}>Zd-aF zMUpj%vy*9SobE&YZoG5-J2LTxQbTE(VsFu9^{N@pErGX8-ChDxl5nf_5U{iAw`+_h;Xmier zS}D4?+BViB`TKS+0%ER-5#qMVw)a9j60IQn{|c#Ro{@SJG276o5_nzbQ(U2Qb~t}2 z@;5EV&Xm$jA!=D#1^f%H%QoU|@tNth5y?+Mu7d?Pms-DkfyuG#miwzPmnH_L z^8jM;_RuX8U&tkyhF4S0!ykjArwW&fmg8AdE39XZzTfv&HO4$)bh`WbW_GW~OrBFP4aLp!i ze~>yJzI3H5R*l6ns)QHSNV~uXDx(RVCRR(>t&CftiE3-u&x}5}FX=>RLAawxqHrCA zAHoIlzDd0`u$A?uti3tJc#Kv7Wo|(8V%=7AXhtSd(kydarsSioI8@_gEH~Ku_^r>_ ze<}ee1_=LCVnqV9d3|FJ)G_`;&23I^KMq|?adlKPjr5c&esm4v8~tvNJ1oePYZ3UU z^$ROCV|1WT05Q?pG4M(^@6}`8F2Wc_r}sup4DWc*z*&un4G#s>R=0XPQBGV#!~!-r zfH;}*brR;SvnnXoDUy2s#bIoM_IU}&W}aD+xeERTbHoB?t?IKyPV=nFO{JykSi3Q zN9;5Zpi7}7D#SV_=EzGftJ)0*3uy7tRI~oQvL<>)1Ud^T)hUWFgD|pHsv!<1%oFw_ zO5~3U>gGs;T{~8k`)=22+kY;j8_UQzPMKP)}e@XXSkcmSDF z0eY}HnI7pp+$F2CAFvo(;Yler(mOl%vS5D&y@+sA;!h9?$j_}25o5M}gOByG-q5_2 zKuU|@^f0PHll{G+k>gjMUqX0nPuOUI)l1?tIUwfmA+XId1+DKiyG}^AJx3EHpg#hE z{SEN;Sajlu5uh*u73{_ONsK|$iV_b_$D{=-3+1EI@ADNel@RRQl2vR5dfgwthHoqs5Vr2o=;~p0Qstuy9v%AzHA-Apc@ z@{(2UJTBxIS5+oxoAgpbk9@@mfE+fJnmi#vr(qGriAfK*^F0V8fUJUYh$4a;YFm8vvQc} z{iEA>TNM#Tt+&;iVL=RNuYmq_MtD}>+C|Vo4!z?rcEKxH0 z>Sb0j>bpigYIP@nstV-3`1rh{O%4kE6v*C%%CyOG`+guBha(;Sr-Y69CtAJIMV@Y# z=bTwW%|kQ)`QfKvoklDIrxId9!*w^BY7C|#Q#{h@0`vPm%3YvET@V39fobwoQSOL_`q`xdKO zRH!e{j5VBC@Li=dN_)VZdp(+!!1YK2D}oA+3Kv#O6EhaJQ_hDW)VI|}w9H$QAUe`G zZL}8#{3MG$f zbk4r$(D%tM{J$czzSuAu^!-|u$Fr}o&RH1#Q!g!khRYd}?rrm)cwZidb>8nqmEA;) zmhvIni8kx-?J;t%#z8v(6Y*FJ`i5zmlI3eLk2G||yG%f|LqzCq@-3i~01eW&GXs=)){hK2-o@;6P1LepdZTUFI{l?gATGVPK7fmT=tS7s)r{R_R)Y`};A zSup)aIQ{>=l+6V8a=nx=&Hz{{zv6Y2Ae`KkXKNxR5kgj-w6Y# zkjN*TmV%)9f4`+R@t_?K<1>3+QknFBNx^mf3#X+`Ai}c#J_G-$miC~tOWTnn0!Z1@ z_G}Ur*;qzB_x~@{&K?gQ7enTpYo4&Bln~5wHOLj4TF11$-(|-KLL2rNACc-rRQzTI zKzi~i^KpI{=Y#l2Mx4ZA@O$k6lb=L38?!jS$)Epx>knc^f2pI^go~{SA(6(6zlmj$ z!4on0U8meXxSw>WeCF=^tlNJ!oe%C;jFXsfxoAQL=?x$WQGej_1lRVW%UFQ7>`oVI zd-?M#yMXkOfJ-EhfaC_A#%6MpuZSOSJ+Y_Ob}lP$guMPv$|Ej$T6^fCg&oZ8x7$p} zar25QWq3L^*Vjw>6IHSVwC%cw{_+uc~!Y|YZcW*y;*9P4LfKu}hW@M%@c)U`S4t^PZ^^d>#S)Y{Jxq+@4g!iz` zI}jjQrqev0he_(ARgI(YX%%%okw?g4x>XB{9mDm$#!(4mhingNM|Sd0z}@Xy_wRuF z0%!SNDt6kjzu>3?pMB1w!`@$w7qa3MvYM%q&`y147}M)u>S+7OYh!x|=XRPgL>)=X zb1xV2V39m3+h=O~`FI`%R1oVarb-7q7VrR%F&M`pWN+ z7r2+*9P<=b6lZNVKG`?P4x}dA)0`!5Z!;=zqs1*fV4Kn==s9cn8_`G_%4x3m9F2K* zxy1LfTuMLI<6h1Nh9y*Sz}VRbrEEVH7MN6po0Z^U(c$nL5c3$%_5xrX-Io;iZQwB( zkceL+_t#IU1;0FnTr@pf=b$5)EMuT^u43LLpvd9L#o+3!cukrzLRWIH*M?w^rSaei z1^(`v-aK@WKQi)^>p?`iK8t(__-fn6{r7IU9x_sl7YU~SZ1yjB{~13dd^~h24y42% zUWKMQ?QMw4A|^WlDG zZtM`>VrFVxC)+OaO^YXIYbW_=T}zB&$-j|gdCDh2y*aCPOUS;~gU8b)f4zeAKLoTh ztZ|d~Q=ED$OGE7}svX&avdEuZ=|UgL-T%XqE!T|B0uA6;GHgrYJqIkEbA_#hux_ge zmzE=aoyO$wFJe3NsWpCXmpkY1fBpDj@{>eOG>zKpP>niPMTb|;>M;tTLnj%?B z%#*Ul82zKs?3YN~Lv|0H8APJx^dF|J+?km&!=`j&>0;nOz>*)H?NLGxTf|Y&z09(_ z81=i2ez_^D-$4k6LDJ;cQnv>0=EM11L(X$%d?e;{hY2Gj5_BVm>Ac+DKdE>eAwA?o zD)Eld3DVN?c%pn^wHLHM-5?_R)4czJRvM<(n>=s%;@tTjkQ~D`>U>XK@LsO(6;KgX;DA2=W55Qb&uO7@;h6C0w^x(vh&anIa7A^@knG%&cr z`cgiYH*Q-S|1O|`MmF(obHia7GVgNfMiXl`g1U@SjWKj& z!CuUTt4xBBYIF}Y!X@=>4f0pBT8^8@x7W)qkgOT?`sXsc{4jJZxwbdLjQAvmYy zVZFrR_&MC?G@b%tTP>_$?M#x3708ZU{GC;xDJ8T)0gQfJaZyOkNh;@YL^CG5I@NX= zAM~KKT)AEFf#CcjHavs2q;xjod2l=t@rn7ijWG_r8gbjRAeYYg?=ISTlRcql?8(!1 zk>+k&qc^Uk)Tj>iy1pzOZLtAwedt|qpM#6dhKZ4^!;a8*y{L<%O8X`eO9!d3e*{qs zo7@iU6Yg!!z+xGIAxoxVF1=EV@!z3F*{u7e#LD#@^a~FoG!SUnW*NV%tjtY{BRL1l zeu?i=joP+<#PK7Q3-29Mz5Fs{kD>a_A^;bnJ@>+}{jXtazBoE3Sv=+rqeK32p=Yn6 zr<^_vV;iJ`#Jmj%vn?}TYkqTQ(R*rAnW$076T!Q`jk{3&I^3{a`sZ&#v85DVyo4rBR>=|^i?|sUNRyvdqnz#3Nxs+F4P;3v#S45H?)1OouFTg_Ea;p$+fmS zkksuxgm|RrXTR<3mvd2na`)oOQ}!}*ls~5Y;4LQ!Upn8yy{}W|Mm!8<;B-M2D6OwFzUtqZ?)k$H*w08iV(ONZh)?+an0;|x?cs-z ze{yhsQs`fbqApE3`99|#hh3bmgME+STCa?}#qGs|+7 zofNj}#oBgUaEvf@Br%C&!#Ctvi+d(`4lR9gY`@drL!1#KSrec3qE2teaGM2bFyv!$ zWah#9DOOd(V)NryZVN62JY-?tu-Yo4M+$1zyW>K8{JhJnfBZ~rD>seY=Zh>Eb$)p3 zz2(wxt?xuJ{J?q@Y(U!YYfm}eA-ugfLT*^1lDn!hkFE`6AXK%GSL2p`;+8`~bwMcb zZqrnu=4ehT?%w7f%FD=r6-jkV&o%TMtaIuS*J0mhS8XznVo+P$xz38kUDOnWED+3} zpwuI;8yo(gsMEpW7O88Fy6*h7Q>AC9Y@qZxLfw}_>a5o^iEQj!9-hyg$-g;soyd1r zf1wwPJT9O4**dAFzJeE<^$2PdeHEtj{p7p(iBT9|FGvB<;#R}+A#J5KjLl*CJ@1>c zBeZ)w?k1BM-Q5LQ$|%knDxIIRU_k&^Z8W(FH?oZ)%O9QbjVIgd*FHWR69XI|rqd!g zz%S~`7`d5ADGPb!GP!iDW(G2QRL`$`l}Mk%^!?vWF;Dh~G=ARwMHzE_vK|vvY2< z$NiAhzW|WwcX1z|EhZBlbvd4p=w?fnmE;()>f8;zH$0-JH2w;;XWV6vZ}SABU8c>G zy3uxI6xYsKt!bpX$xByfm@wWig)<+_R6v9=sc^}mxarzDr!5sra5Jq?$`eoVFeHfP zG4st12KydRDc=8mO$E<)9X^W(ux(dT?75bQG!4&coFY3c%=EJneWael42Do=uK{l! zr6`G<`t&fZFIe9x6~_mcnnn-5prc{5I5#~Cp;{{v zzo(b5nOyRwkz$3zBZVKgh3!PR$*0hmOQALBH%me3{5MNMTPlNW#Z_Ac zQ%YA*?tpw{i$3$&d&12<;Lv43)frolvfE3Mg$E&xT+&jN_FU>b-WkRLP8d!vdf(pp zu6dkG^kR{ktxi4|pBqmF_b*O`LNJ|N>`0aa$DW&#hqP%rO(G5sUS?w7Wy+6gTr|2F z)_v!f>w6lS8v<6h079VFu^PYobsu!;abr8{uF@MGLNvM5Gl zAJ7%jCGJ*qr0Tv>7y8TRDlBhn4bw`7D3^R7Xjvj3pNeWN@bt$`@RrWXve7HIz#))r@a-z zc#kt?g+&+6u_!y^O3B!1H!e`5_K{A(*9s2Jzuy zRx(x_3!>Mqx*e<%>8Rhj!7%-b%cD>RiU}#Gpsf`$+>b354pCjk&VgpII0+B=-k$d4 zQIj=Te7RIjtKfjqouunkweu8zoG>l1?cmZlo^}(tU-|1M|9P_L4~!u4u#&xUnBA@4 zr>qnL6NfU|0|vOkf!Z2%Jv;c@(X^L_3M|l6#5LMKT1eZY|ATsIHMKlF>Y#(os-q+? zsj48aHloK?Z(6x+QM+25%(=>QEymF%fSSvNV_u{NeCDzsFMxnu$d4aK7&Rh)uPPRO zkf5%TG^OHN*%Ho}36lV+EJD<3a!C5%LHCh%VOVeMR{2}KWe1*ZujD3dR^}0S=ndSe z(%})gP}S8fY|$_K(MHa@!)5A+)5FgRw(dzm-eF}#d?i797WI6l#Nlf%B0K!H7m$frn@#ID{+sQu!of4+eVUy*@wBZsxn-Z5 zKIOqB-xzBfpL%zTO}sHSo~YmR9iv#7Fv;=vj~zD=YBQepPfH9ex6tSfFDI~hVJ3ab z!?UM3c|hgkck6-m$wHFq$LCU6jgIwn92D5<0Gkc<|1FFgV(qon}_QN$s z-^d`bqJq-3-o%z`W|zMJR6N}+qXt1r!O0lVv#Te`f`#OqrhEW|hs}H1T#>!lkupnV*uE4n{RyIN@*8WD#i#w@JV4uCpKL$ZG)ZAtMo1i?8je^8<1z05TI z^1brCia3_R{P;)*eCqH^f{#(dq>dc8!SDn&tgP2!qZMd7-2xkXygKSJ;^$ZQX6*Fz z$aT*@Y1E0iY-cfl5aUp#Y1U}o7j`9r4htNxL*ybD;F62kZq7#tey3`;r{}eqbO8q- z+PA@TOXz6v*+0N}%nSTg9vb>%!Y&Sn@H1FB>j@W+f{h$GnFqFZI!JCDl^dCU3n}e z(v(bJ<1d$w20{q@)0;qIxYHp*dE%XZ( zWuYsMJlOp1ubHmi>&^*}OLR-#Somp^+!R&FMSmM2zAwJM!RR1Xtqe})dtwL<=F$%m z^DJXFru;^V27AB8Hgpf}Kx(@l*GF#a1kO$#!7xRnDb{SMna^U^tK~+Sst)4aX}*ny zl)TVy56jKktfTc}gxr+wr~gP>xchJ+UOl2`b$E1k8s#sS#9tNp$}Kv4qKDl0`W&u~ z@#=|h1L$ImzmTZ|*6=(x58{9pH=M_!B-`o_9&OL>103E@+&EEySBSUu!1IJ7KOfs> z<2KlvJri4hhlYG526^`ko4+6ez+^*YD}xVuJxULWdV-Qj3QR2U;E8Z3fXN;u1SaV9 zB$4gyWHMRf+iAFi0&oV%wGT)(90zHE|gOGh%n6*yy z9H{C@wZQi`{@WxV+6J^W31m3pUF{&E?lkfw3gQrEaZ#F4`zrKXnNU~h3d73FjR;;p zhJCgLs^5xAJx2$+&2-z+7vk^}Jw&5}I{kpog zHSWwp6k}W=Io@|6cc}JuB!i7_1|5X>{icw=QgKo$DdxR1@V|VpLR&1!9>wuG$7~wP5GsO%~U>!-_hy0zf06Q7Txxt zu5$Snc?!DmJYsc7llH6k$JD?TzhIQs59UPC76)KXPrEA=Y`~FGZEvezihA>H1Ex*g z!Qu+|CwVgIz8!pjtK)tabG?x1iFs+4+zjoqaN1~tZ^?tpTNNVLOyJ63pd7fJ36k&c zHTa8rB+L7;yH8h^mtn~%7Z)eo?WQYUdyoVEXs0B{_oyqzTKrRxi>qLOtI5 zK@UZ|S)xo^B_Wo73_$ZKcD3Q@Ri!|=zp6>#Ce@$=Rr8$Cf{|8>{sg(c!yHdYLuHAc z&+t|5l-Sz9QPX~}9U3xf=GN=A{Ge1dXh{f4`?h!J;7Twe0Ag~SxjPxZ-_C#YvgE5c zWgn|IuzT*{w2wLiz(f9#f^J)Yk&qcSM7$lp+TQZd?+1-rueVuAewZ;Sa(yqnCm}8y z>e6wW>qpU`OuAhip8{RmGS=oE_rKMAN-bhzt%kh4;2GI4jFDBWY6AuZ1EF6?H``ie z4;tZltPm`N@1-;GV|bP+n=c>%CqTig(Jm{#6Rt;2?u$(t(@Mp@!}t@b6E-(5t(aQl zKiZ77Sp4`pdYNmC!Y`yYIc!cP+@`kK=I-w$wtihoMtK^!_;S4sn3oaJPt+4NU=0se zo6BH=q>U8ExBDAo*Tb>veIAG?A5VXfd-2SLWQR1X?0{Vb`VlWtqJhZ|mec1)P8#>d z*XN9+xd41+c)1?EcQV>bPPfC&`_sc>ca|}^b@ z_Hyr4++g0iLeM_D+~vgnNye;0rT$oSocxmRcl7C;EMNH|?>~00j2My;q%!qkp-z#v zTHg&k4qr9^)}DvXtZN|2w&ePHm>9{RKjyJyRe1>sn@DG2wat3qQ&R+7!1*MJHnSg4 zO-kuVN0Y~R^kKduegz@499zEYd?M+_)Jbf2A=D&3d)F6Bs0D47%*6S2(AyO)3j`ce zk&U)oaC=p9zaC^V>mN^IE3o}7roCgHffwRL!=y_!GDzCXIIUk-O%mO%_EO%mSfJd1 za5eZb>6NU(S0`?ATUfdKCkbTjK#mDI@bds`z>;9H(gMQi;dIcc#IlLAi)Gk=`Sd>o zAT;DV6L=rE)*EyQfIm$!Kb9M(P$@cb9k1m-$+!{vlojk-E-i!xYYH8|Zfz#t-kq+z zRde}R*S3@k082OSHQ+lyD}I>z^dJ~{^i>(V{OhXFkC?FPu)NBh4XZ|_1i4N$*C@${N+l2|amN<*wM#*zqWYBL_a z%>*(_Qq}6vTjwCy z`Y6VPmf@Z_CwPdO{2N9p&2(X;k)>tJh2+i_M6t?e9=Fy*{b+v60BpMBf((9Q+aZJS zZv}SkD12jr4C;`xrj7>Ml>57B?Cb2DXS|tSvddX^IJX|*fRJszUFTwKUoEeqIF?=r zZd{g9?tWM=Xkj-A6I`V5X&{t#I!ul_6p>&7VKCrG2|nFD>zp*@x~*PhR=L_A z{l;Z}3uOBgI9E9enC?+dTo>-s6%Vud3R}cI;gQLG!tNCJ{)HHZ!Sa~yG~3M2Mz{#t zqLNbj!Js_uNqYmPL6&_kvQ2NDyq`CcO}6i=DP3~o^f=ESI9p6FrvEbo{?ejQ5Z!BXTjQ@G9#lGA-k#TC8~H2_>7(*$ z-R~8O9e&=SBaqx?!QI+~Ryp##L)+X2BLMfLCY{mc6Q^P;d=AZ6JM)tD?Hn6Zs1S}o zWviRs4G(naEY<3>b6g&~3EQ6;lwj;8Y>iNw8dT-Xk`kyfJcsU-y^C-`00Z<&TI_6u z9qjASk(o2|r{0;1QJH+#tK+cNMu5Yzs`v;u?0vF(rg83}^v|#!RcZywRC3X*4eK>P z|9Ac&&G<55)Um36TP(K>&CVQYmw5X~4y;yBES$<;k^qoo9JlKfR?6cPf|m=O*<~!w zgP_hIC6G;s@3d&ht4u;)s)S}(D-_U~dMTAwul9NsOM5fg=usAXGRYR$bN+aJy|A)) z@BsBSujIgL-7wZa#v|HEqoKGeI@vXERoHu7Eui+L+{FA0))IntEa^@I5|nTjXZHrL zTzooQ{u%s~cghNW24o7TRF!vz;omRwK8 zfN9)%GGt@O+LLV1l+@6n1*oV;1A;czPYwyMATatimiJ>>Xl%I`jS(h>;F1zye6FQd zpbaIDBO8yth>h)MpgipCZOSr0j9pLg`0_kn?+h`1P+HG>Q`rpD-;t<1V(YeP80!M{-0&8qSD)x@@R zKw?r`q7k_;k?k_EEgajkR4{(eNDJyQI&aXXFt4k!ZD=x6zxIVJpu(#S%b+~aR;Hw2 ze4>Qa=u2?nO$a}-qmHotlanETX+f!eFL<^yHjim_#s_69y6gH}D~w_wYo){i!m>wD z<6`1?j>3yp_qaI+sf3kE@d>BiEsf}ka9t#wWzN`=W)uqx~c#c77UVYAJn>*Gjs~49!{X}0)*JcY+fEqo&*7y zNbk2Rd>}@Hbq)%V*e04Z|KyUC)5JoHS0>u-ive&%{{vKD*Qfl(L|CBz)U9Dau!n>5 z*LMK)Z}bqUuPW|Cv2P_;mVV;`g02#ZlOY!A8(IYE0SemvpCh>cW9avPTks{&>@I8Gbn29sBa4eO zJb&C0LjyV@zhm>K9u-=fKe;N-D0aAtuC!I~ibAi!CtF6(>6OpjHIw8J@1`EeR7E^L zs`~5*1}!+i-P_OdIpP4)EF7oseCIdTrr=;o|KaZO-aesQN@+R7_X)O7VK0e>LQ|%D zwg5ISQdll4uO%q(;cqr=z7(PXdoy*jsGxA>6-4_rI6uh; zPu5u^U#-G{#XT{yIQBR~ym|V=`8)ub1()omirQHt`8c< zd-{MdoQf1{bNBXTu=5Adwd=3bu{J}XyC&G7Gjbf8|B-w10K3O7WpXXji^rH$@~hw1 z>VaRsFwLK^nqG{f1eG8`mdJdg3#686M4zp?bw36*eC-?v!4-j%I&f}TEwxIrS;lhz7Y8zf22($Tj`BjY@QO?GqUrih;0SH6Ms5VY5|g+7uPe~wQGPM223t?2q@`)>k$`U4)QCer~r$c zNZ9Sv8pwM^6?IUpn+ZB-bgWkEE_L`f+x+N#iPz{xJ{`6$0Ux)lwu+xPFY0mbF?jw`t?lcI)L<)Un0P)x} zZD}hZ$b_8z81yiM97-7VB~i-s6PAC5Ky_Jol$u;HAKgF+i~G1_gc#Ijj{ZNKhi)r6@)zwS%z_1-U-wE)X>akzH!ri3wfbluB$t_vSr zyLLsAtCrGfshGwGr-$sVC6dTe%+og$hx1afNYQ~YE)?v8f%IF^V)kRAWs)p(wjHIw ze>2$Oaadv?60lC9rj)qLlhm=gcDPl6Numel3sy9lIO~|mw4q-8wZm02jOE@qV1W>0 zg3t-}{F|LDf;C1&U)scotyt}>yk#^F^mj`~0&bqasQNh2#Ht!-a4bizrZAl;T}36E zNlV~BFHIVxj70qqDL>+I6w8GHwaM=>5pML1cP@L}^t66%>+R0BZ zXI#iTlkQmLSeFPLiRR;5=F2w&HIix=w*-d)%7eOf$L@DsnteUzRWe2&S)yQS@A6D@ z75Jz5bTJlYboNmV8v5rIkGp;i!cBhhIy}LML-PwuJ?OFS+XD(wgs1PPsOy04hdrs( z+XlDolPJfNf^`C4f72mp zrn=$`Xrslt%$)*fO%P1YZup%Slbj32`*KmHj^%E8eBL?yD32g~S~!VG;g&(Cd5MV; zHTI8|;@gKZeW=b_&*OTqU#4SHY(K=(>^{3IjU>!A{ZVu($#p5V4%%;X(Cgn+nL~8m zj9^m9Ujn9&;KhPy`1fKMA@{&2C-nct1wi^)lInNIUOAtb3fzE)@x&lZw3;{BRm_k9 zY}BO`SOaw=A9l}DO}Y-_mfm~G$$C_%^Z4!B4XVfkk;kZKI;P2N-L%p_u|1z-^AmBR z#a9s9((4U^8WU;%7oo@;*ZvW{fDEA>*A?{0?0Mz67(_X7PV8KK;ER!tCe=Md1HGlS z>u{=a`}tjHv#Eoj-uT|G4M!zq8e!u8LjBao36q9t*V!MVS)-2nP@5lHI3U$JCChl! zQqrC9q+?|>AhI}1z)2%lSbW;VZCUTCvNtA!W?p&WyHr50L)jZ>S?+s^;NTz#y|`Oc7Jo zz|U&10~U8#sk5e&LDK1+&-~L=EWDR=eKJ#;$=qpAQ6~Jp%@fx;I%V-OP(8n;kYC?M zl@@3pxu+8uRd4FB^mc8nFN0}O7BkRUS-hO$oO_yvW|!6dLTWAO>@m*=-Qs1I-OxMp z;n!!obch(2tC0s2Wr@w1tTS1d=M0#MHocLdRhqS4)w!fgRMFYd2eQ}|8#68|b{Mu) z-n=f_SWbcZ%M_Vc3txZ-6e1VAi+J{d!$xoe4#=o+fyrIJI0Lxw+vKp5H;)mp2#FF6MhkHI)$jH*@Fcg6%Rwnrql%dH{#k7~#2xA2Ml<}=$&*CmicY)|uu zc~obuTPm*=Eme;U&Ysvr#R1J?jiH`~NcAG8qxO>wD9x%+E-B?^ZJ`rRT|Ffn3>vbroGz?KVrR%0&vs33GE>GwQk_1{f5&62OPMY+F|y3<6Iv20=3dlkiaAm4 zm?lp)Ii%W??Kr4q0=7#Xo;ug5)hW%g>_(y*=Q}IJ|GJ|^;#)+jlRsYlC!qJ%Px2Zw zRk4HGsmf^KgdfwpG@bcam(&?FEExW7*P+h_|41?Wz`s>~Z?17i0MfE%cyLg%<(@yJ zlN0$;g6MP9vi!@Qd*^I&cLQ{rNG`gp%9mArG8a2%efBjx zGIK2C&~r*=g?*y^86bc!wYVqn_mV$>oK{(sn3pnC$hNmO}4W5QHtmEG< zOV1+C<=U}&3Eah&`Bw^;5@={dW)C&s{H-#;yVjV+@L$&VKUV$NX1SA{U(Co;}`M8VD0f;P#nV_I6^tL0TnnJclH`9J+E*W5jJd@<*Sk?o2o6OFx1bw zE%a*s;n^x9ekYMWrolub*Ap#`$qIAG{&F#G2*UTF|5X_da0oBUo4V0lZDiQfaFM^# zMqkPfbv7OBO$GxUv}3aNIRcsl=J;hZQ)=<{Tlq9f~=}c)hn}*{{iRp>u>-7 literal 29256 zcmeFZbyQs6wk{Y51PgA#-7UCF;SwykC&As_3j)Dif)?%&oZ!Ji(83*p7arW<70K`X z&bjyX>%QG%+|%7-ygxGbsA6ZYxz?O}uJ4=kTNS3FB!h}fi2Ur?GgLWQ$+yp*!GoSX zd;Sjb`Lk!w4x~k0pdX&8yiu2eeuRO6frW*A{`@%{92`76{EHVa5D*X$5fPD)kdTp) zQBY7`zI=&_ii(DYhK`Pofq{XEiHU`Ug^i7kgM)*Mi;IVchmVi{>eVX(0s=xpLLwp} zVq#(v5)x8UQZh0!a&mGC3JOX}N-8QUYHDg48X8(!S~@y9dU|>W1_nk(MkXdEW@cs< z78X`kRyH=a*RNl*v$Jz>aBy;Ra&d8Sb93|X@bL2T^6~NU^YaS`2nY%a3JD1b3k!>g zh=_`ciiwE<0041uaR~_tNl8g5DJf}bX&D(ASy@>*IXQWGc?AW9H*el3Dk>@|DJd%} ztEi}`s;a(y`&La&OS%y}g5jgQKIP zlarIPv$Knfi>s@vo12@vySs;nho`5fmzS5fx3`avkFT$oD;^X5J5)u*< z6O)pXl9Q8DQc_Y=Q$K(HoR*fBo}QkOk&&61nU$55ot+H=fpT(ka&vR@^78WY^9u?J z3JVL1ii(Phi%UvMN=r-2%F4>i%PT4>Dl03is;a(x`BGh7T~kw2TU%RKS65$O-_X#| z*x1bJ zcW-ZRe}Dhr;NbA^@aX91*RNm4$HylpC#R>UXJ=>U=jRs}7nhfpS65fp*Vi{UH@CO9 zcXxO9_xBGE508(JYhMg}q3-~agRGA8vu7lsPyb+IHjho8JtKc6CkasZ$k@+B^1zXL zcv$%%1uNGXOa!M2Lj$sCg;xat13u-}5FL-vbeDqbmbh&(^EX%PpakTB}0$u%f4TFU1H_EQA&jT^UKhXhd z1jP_3dPtGeFvNwB;S~`nNIwE;gE3;n0odZ7WO6`A6g_z=;9!h3ReB3?#AA9KE{b3e zod13M|NWJ5{OKW!Q()tr6%s@t0l@BXL~$8EP0Mol5n1Cf%q0n+!$b>t39on;0su39 zZ!@4mRRzlh|GD)&E|-Ir;=kUL36dDJ22mgjggLx6p|@D$RR`ch^I|qwlG9~{(BczN ziIVsw0dm?Ess^}wBZ~VwgPtp6q?DWAuZ@hBtgBnnP(&lowkitXPDi6PqvJm&4%sHA!96g-qF@5$;OuX|z zFq@6ERMlONsuQFCxMBCQhcVVp@B-*U<6!=}DE>H=^xSEa&#j4wEJfz$je%?Qrqt6y z4gr^o{GR!bxuuZ6Kc^a~_c_ngcT8%p$~2VGc8{-q>$ON&3UbdXIj}tb`lX=E(5?aR z(ku1r&&%RNb;HUFwbz0>x6@YbE?uqV?fe7!>8h$sM@K~|R*$vqoFl2P1Xp>AZ8dJ) zqT?EyEdiHXKNeD22(x$nwK9!8F`xXkzzGqUZ|zcW9U{B7o3GN|%<~x%>uxvH?Z0$Z zbRA!xR)Je;H#Zq&7gUb1$-h@)!Dk_NVc>NwvdB$)e1uC#;1X4iMcdnMEhZlU+WF_? zXzLBTIrjBTA~gaIN(JgT^_CIui(mMv&V5~+x>A2^*(Dx~PyzSY&yE0$N)PpuD*W~d ztrB2U%Dkgv+yX!Cj*Sjwo794At?L>OEln5sv~1P!ROlan;WgtNa=6Oe!bCH{=Oy^@ ziT`MmV)csBE%e(9A#m!_0h_V9^U@Y7HKAImO_gM_d_L)8=7zwZXbNhrtEt}~l{z!C zL9|sK+}|Q{{x`s^8)!s-1Imz(fo5 z-s(CG9sS?sDbW3n&p^ObAR4OYLq*HfjrOM78_G-vg2}>CXF>eI9VPjpmB{93UJI4*qp5e`8v(h#lfhOh@mnnHID?oKV?vzfD51mQNOwh@BHU8D29+ zxZ^lrRHJ8`)2HAqH9zZGTEjiLnfgj#m7`cuW7}<6%D5|D6-*VOx|YK z9Y@zVw$!f}F?b)c!;ju+xp+&7GMEqTj26!&S&o}sj3x)TWs(#&Bo(@pbWJ@4>>nc- z^#*p*H%JUNT>RbF)o|#X){d+qwGD%Tw0_-NF9mLSHn}X7lUqI0be&Q@B#I6a?aExE znrg9`D(KF($nZZO`SJ=}9l{EU*@&th=)>?d&Z}{3t6%Y__paoGC$qP#`na}Tu65>P zN?LT>RP=Z)x~5BH>!!_;_)HA&pFwy0J4n!e~j6Zle9{sFJVC9QzsJJds*N!R0+16iS) zQ6vL>kCuQ357Qz33L+CJFRuc2z6WDVWs2=3*@tY(xsOYQ6<^4b)}w^6f{7AOP!=P@ zO0W-s^XgGkBbVVx1s{nxH`P(@+jD23Yr^J~dt_Dq*P1ki8;_dLFrX0q%BZ_0-B+np zVj$a0wu;3ZsH}*SPnPN&;pPG~YF-SfT(r{J+o9W5oG2<3v?Nvx1xPL{*bX@e9|6wgk2dg6U}H0I4bEyM&q? zM6Z>(>E)MPFYJwNl~;ogLP-4OctcZZv{muptkX}E;yD*1<%rT99Dh$f`WLX(QTyvJ zGJec?@+P9}T#qB=>IV0I7pEEd=9OATzcTktkE3fCz zht$7lsNkAor!|3Ur)QL^?G)@s>09=WVwt!uf?baMcSIp}d3f%{f2qk@ho_m?yi(t8 zA#6!m4uZxtl{`3UmwAhly-n}yth$xf@Nr(b!O>%{D{3Rquq3}qGrYnXOGVvVwAj7f zrBO)muyea0Ja5!pK*;yo$D7#LQ7nQ4xIfE9ULNOe#+GP=JheUjl{kCXN6Ywf-22a3 z-ME@!pR@%JFwU&MLBCVy&2TNNOm+3Z>ZL%`H85=vV{pq>0H7E#D4>9E1Kt5Xn+o?f zOSqOa@6R-&&G)8KV@(!XMY>5QZsRd9y{Hd+-}rlh_6@zzp7xUj5IVDpA8lUN9r>Gc zj_J&}@s82MV(JXhfq7x`g5CJw$BRg#dBmqi>eXed zZ^2z>vSf5e;S}W7(>C?Xu9^TNt4rnQrAe0tAbjgfHQ>{87fO{5UiA(6%#EC1sjsvU z7NwB>wv--Hw^&GL@DO_)$cM|8ohLeSqHnBosv_cCRb*+_-6x;Onb)!O=s^-2MgZ z6VMSC{xKp$e>?7|h{NsD>GBn2oWK2HXDK}TvdG@C|Lnv1k_PSF^_}36??d_(ys^yO z7s!sc`J&?^FedZCxA0R*S6No`Dch0uNKF|Btz*!9>^niENM+adGL7&gI4J*k8|XpT zy^JJ}6#%5A#sz`Yu#nSY)dPS^a!-GRK^CBa!g4uydPpL4Tl$}F_}}d1|2eOd8?Lo| z$P0!GZY(>^lK>>7Z3|#vy=t%Qi$Q}|w8~P22!zLqfiX;{uEugea>Ja+F|;ix!INmc zI9$gBI9y0Cp;w~+zg?^0e1C~1)z4y!TfKTprRIP~bsn6&0iGEvd&H98n`{QWFecXJ z^xvQ9EwElaZNC4XxI%P6tt>CJjOrA{9M|f{$0*}GMtaKvNQWqPw=K0}#rTlZ;9ej% zjQ4G>?0xl2-?!<+v#v>nFQCSjbQHd8kic+9 z)5Wlp{n;`g2j-R9I<0MYCW^#h!*&5&j*Cv9F00mdVM};z={j5fFcp+fG`KEKJU&Q)@aNSj?URDG^l>$r4#7@f8>#%-j?2W_X@aOd z#w^1{vw%oRgjy0)?@dkkYBD5^~rmazTLIO_Kx#io&3Dsld8jX zK5`+wHAnR@xkVI2wA4EhvG6h$M&b1Wg#!iTgqW+m&NsAt7R9UOYS^v8EA9&cc*OLz zc*Mx$mI}!l+`~L>om}8_sv0G z=lcN@2jh2T5`3o|EgcIy4?HSI9mz@=h5D*x7_L{!4ApRaGU+v>@Ioa?){RTqqYM4bqfnpsN(s|CbUzO%0zT+uUIr4$4l!OY7{1409Dlvps= z$mlJO>&_EQBk)+Tl&>~)CLO4LM*CjSNTqCAau#F;TuyG-c2cbk2HLz!&~!m|s6V@b zcSuz0)&%GgR`ow`Z*-y564dh}Or_OelJv_L^CiwnR)|;>t7slGXr)g|L!j5(wh8S_ z0%bpYF}Hacii)p0Sdr*N#ao(B)m=g(ekbu0{(iH+?`GRCAcIry%_e%2zw5{PFOV8E z-J6#`nYcaK9Ae0`n|Y=p+Fx#7;HVO3X3RHym3_5zbt#tjD$@fsmA?J%70nm@`bEq* z-BM^^a+XdChzU$X-`k(^U^ZCagA+2=hS;cwX{VKE!Y_enIning!B?Rm6fe7wZ`QsW zeamNaxE?qJR_`O@vQ(4-}UkL0)Rc z-IFq!3zu1$yhmJ80G+8&ki6{++3$oyZixCwH@Ki4sDHoDSM-;`5lX_bkWQ?!=3%bA zhh>HIip~G}xc7*mtSuUIwY@DkTEgT%87j53gr^0LOE4W%qEo2K?TL1^TDp+NbzV1> zUe^)KLDsOjh7`O=mP+A7o|kIfC%UIL+-r<-BMACzsDA6)foZWe**sCP9MX4CM4kJw8HT=2 zvKqIp#RD@*04>({>7}NDAOwsl-R6G5KXW<8@d7eJOvUzoiK3l)7PxGg>JPCyR&Ek`*KW+$04m@%^B>!7 zn3zs=ZE!4-X9ieD8NF*{9-*8RiR1Qf*rc>`!B=J?^$xHB&Y=Yo0WKq$!^1*@K>iA9 z<^y}59y3=t@F=oqXMvTnGKI}p2a0>#Uj{-tN!65y0iy`I`|344CV_9=>m0djK5GM~ z3H?V8`>-NZR%YyfCG%q#u&zl%&Bi`VeQtscb@3u%Gw%4Jh)6d8+;!n|Z?%QXDuKCX z3uLkQQ4_Rrn~T3?^`JBEUtQD3B4ofhb9HvM>_iz2D!9#P8R+%BK~U|#I){=sNU#WD&C-0@4YZ$Tg#xgLQ*xX&{U!$n zI#k+htK4QUg;4e^!0Cg>EmtwIw-%iUUrU{jQi9%hFgTk<3&P6kQKvNP>cQg4fV+0R za_K^sMK)a|vvBH|5Nt_wc~^FYf66TMH8x-eWjY)T=^-?J5?Yjv0HL_bm{(86Q5B7* zdSrQ!UVFLluXo4m_fCXE6aMd93QhQQ0fNMCIu3YTk5ahtAD}jLy*%H^(m}7(xUc1^ z*>4o{mCdvUpp-3GxP~6hAfq)1)vI^=(B-HP6gs}w6BRys%oWT*(U|4rFkqW@&~V|; zBQk()DS8O~k}iL?6cNPxpI-)H;T2&e!0;^P#FHFlfU%w`xFu1dEmYxl@;s%}tV>(9 z!6y7Vl?Ux?Je}+Bk?cZW{J(mfSgtfYEv6oO@g=>9a}a@4hu!P$Bip^sk( zl6waNS!Xo{6eTPn*gJo5rQBQl1DbR}DABIBRUhFJ%mYmi71VxXp!&`tOQDa^Ql3Qm z$zqOwFc^TUT?yikf~vNbl&>-_SM#o(0i9zILx4$b+ z(63@P{4F*k({@lPxDlb&y@1BY^MB)28W(=)tC^RCEb3EHTU83+Ui`Op|8ac+3!$id z#)oOg0yF9LsV5;GHAXa$7TT3XwvZFUh0tHieEU?Pf!)anDc%an*&#dp z3qu3Uo{)IS2C|m{p`9z)U;mc_8&kI^zZ@vy957NWVIzHc@-xubHXZw4(Kn2lxA2*I zf+nCt!}mbDC@T;C9{pYOo`VLCO9c8Qo#t@A{gLqfuKDWlW#s2yv!ssB-w{Sz^)+?Q z9fF&JfM~C41M#O!;{Soj%W^@1t&g|d)!~F?qoc9AgO3uBME6^BxiB-%OLZ1v3cDPT z@Zk3e1>Ma_%X#1F3t7Xt+4WQCUgetJ+}fq@fvv)<{$GLVHM>C8e}eSGS(Qb83qTV^ zpnY&Kys#FY^*y#Y-~Lh9R3g&K=MaHyG{Lu#ac)NA|fjKIiKT0=GJ(hUvM z$6ftn{D;^Dx@=mrb9FjpbC}w?8x5SZ>5C7o*tCo6wkisd4mSNCL4(d<@Ii(h5V*Vq zJ1^DsD>!)il;Mt(<=%CyPpmO$LHS$2D5p4T>{qF1A2cs&!l+nD5U6cnLu!Co`dYEm z(TQ=9__IP{=ItY)>n<&_0ICGdwao$I%QyD71*zr4Z1ZZ%ZB;A|Awn>>@mJXQtOZK; z@4_@6YvO-=xQ>r+Nm6VC9-?vSl)KnnPeh~Yz>`d6^p|uJ^0FW!q1>?I?3D2_wop5; zzb!~_h5N!ncz_>lbmD;5_n4ToynL!B!7R^3Oo1c@@Xl5U)EM70>rRy9$_0%n^1~Z2 z(>iw~B;58+9FgVs_<%kOB;C_Hq&hj4v45GO$ngA}x!!ZIAlCMn=43+@?oOA}Bm1r$ zigvJYT<8{wbj%vz4zNp@PSoh_8_8|pHrPN!amimbnqbcptJ|M7PMrfpwlL|KbsS3rw6vnsh}rZ&x+VQmYmbE8+iMNudSI zf?2dk>1Z4hPY;G`!#+=zfioC;riWF`d_u{J^Y}vGis$_i%K0`f8l-RL0ULO;FLqHQHA;qKvH_p^40+VIUVgrgeewbcwM@z1X7kLDLI z#vrXd7L^&9t)*d^=&AK?$<9B z&8c)5fSOx8(S6Nuj40!8qUwY;MN9_t)?f^25%&W82h;V&URPTLQ^Ua@Xl$9iQX;tR z*I6BBHYHhlg4LU@U`BK45$mJpW)W=A1n)Ig&?z^*7dnqCNwkR6{F0tydzNQI9$fW| z=2$OL&Iav9Olf{0jv;!5b9Y}6RMWrWSabDwne*x1UQ7?*@nTo<$1NYtU*oCbJ-6(} zuY8mc(tFUyt|Pzm+2(gOU3eMMe8gG_qM{qj<)zt_^%9;gah(AkTKt(F{xkgV_Nuhs zB7*N<^H4%=!Ax<@l((ni)^P8QLO6!ifj&O;I63t-ryPsP@A$;A0)ZFw!U5)!8=;th z2x5KVGVRG>b?4(*-~*aPA^wyZDG#h-hHlj^PUvr!J$o(S7r}vq?8WZn3h*}yaEHdJ zqwokbe(*P0rUWGrdJ91&naYtm<}%9EW+r1kZ4RhSjt?cO+sZ3T4vgh2$r+-^Uk%S< z(6Uf|&`$7*u1(W~(xo%U(;ZmZ-`FB+VF`7S{iK%ScbYLlB(^Dg_3J_d@rfDaj>fK! zEx{{$6yCi|uE+g{7l=7+LN`a7GKXgr`Lxiq@I$HlPQpC`)O`+fy3TKmqN{siJY^Z4B3n+HeMQ7_UX;SfWAO&so&D z!+yXP99sP3hYo~%BiuryQI7f*(}gMjt1qQX7rKIOu7S1Ut-prX!(wC6XRYhak}B7u z+-$jFaez0@7!+KGqOuH4!L{W-elQI*@MtbvKi=7C+ms{*D7e3KPueCmEXfoT-YfIT_^wJ}AqJTs>bdctT#}Fy*y?&_e+1&|Vxl-E`h*CP3;la+? zS6jwk?r2qXTa_yi)nfm%uZ6oT`}73!H-4hCS5pVD!4h7ibC_>6QAsY)j|Md9>Sg=^ z*J2Ogg`$k;e$Gg@O<9FL8}{GeT21doLj(5uU+5Z4nrt!=ivkdZS;X{L!MS29jqQY{ z#Uz5==MuG~`en#omK!o|fj6-NGeA7e#<5+rnaB5W-;#@xtx}Ju)#c}qbZ4iP+0Oi* z_9+*#V82h?gwlU1kfSwDDud-Oq_8`%xBw{sSNPb?Zl%E*5V7<(I<8Nen+{n+@v_#0 z-AiD2s%=8ZojKC@SnA3Qw#Wmw-QNC2et<2ObBeSdTkothR@=FL11}Pb=AYVZcMFrF zR?4By@PBYK@43B3h``>|poAAzJR;F!a5KAnd%FEE)n7h9;1g_1V^7uz7dJ)Mh^lr3xvg-IBp!h$+ z&i_7m{$CqsO4(EIrIH)jP=212Iwfs-z?zjU4_bE7djRbFKcTg2{-TDbKTO;OKRBop zgXWQ5hoGN+U&u?0gwQFNuVVrC-%2;b11rn+grQV z4rC7M`&fqfXU$xTyCTfLqt4*qjig0pd<}B*_9slLkn>`?w7iK*D{FA=Q>nVVJF7Sj z^AAY=6Uzkwt8AY1!2b=}#`L~qq zH6%GMnRR}34FqYR%ge&5fTxCSeoArgP+I^X@WiUNEQJA}Zd>qV{TUV}7lwed#MDjG zX>;>Ur22g4f&5m;pmY8~7g3`I3q1uACfEOIXBrcd+x^vm?M!rc;D zvUq*UgJ)U9AV_a&!gARZ>n;B*c2jFdMWi$FQhK){nZu|uqE0RJq2xI@S3s0Em=ELi zQ|;T~Uu)lT^8dN^J#RUmv}rZ1`_sp^u@=;kOq8(pxU7cuMM-Fr2;`bKhx}EA;kDe+ zpho9?gRL%{ZJ05gMS9?CvdgWBDb3254Vrna3hq4&J-9aFN~H)>eI&0>-St@M~4`nVhkX%RScNJ?ML70}oSQ#g_j<<>l%pW>2Vm z1o-f#yxK5&h3K<+%#~WYeX#9^pZh39BgAxggYmZ)6&_iI(zqAAVttP`3yUph&q3F3 z!<6%3r}^A~4Frf2j_x8TQGG+7z2avF6mPVt|1m9tte}u2px`3njqCX>sGZ!#E?7X% zAY{5^zkISo=gkV8o6(zw(kpIs_u^ahmy(!txpGn1uK~)2`FB069Y}otshnPr2rZ{0 z|5Z*eNGKdQ?nF8{^tBD-^hc1z1 zy`Z61g{6fcuA$HTgAc?PH#2OzM)aB-x;r^_cuZdhC8n}HbZVJ9kiny=nHdv3S1Pi` z1U$|Y^C^U_C>fZ3d8)F*lEH6wi=w|OG&@&g6P~ZP#HusMNX1905Bwx>NHyiR1d3M1 zy(z87v;O2N4STwd_ZC{X;_k$52KAzCh8pxuH;M5FK2)_ysyK0 z9!pQ>5#w>Tn!6z^L=AOCoL^%h`J=wnZHFnPf0bG~EnuNHjKRW|JU9B*k-LqG$TIyS zV)Sf=JBQ&&lfo+0r)0e zuY1bAc;5BQ;MCk6Wi@+8G<-_Yw>9m}h)0w^J^7Dg=k*qNqJRxC#%va+P!9{9aDp07 zToXNvsMLtrL$qatR!K}!R>*iVi0D#ZV|s=VY4n`#;2vA0&Y{b?V`t{t8CuNP!T2dN zLz5adG^z2|R6nqjk#7&-sa-!mG%|S4!Yp4Blq~Z6N?vgpWs$0XJ6iEPm#yqH={N5n zf?GPYxAL*&K8sOB9!PRFnxREddcN`9eYU|8r_Ps{2%v}1<+3<@9`$2DW3=ZfTlHb= zwIZI?5BfLFiu2rjN2GRUszC)Bew2J1VB*|husEm?QWhSch%$9@K)me4SPKt8f)@J$ z%mYc~4wlKSNusk($)>IE*Wdi~=Jq6et>>eI>M|L@3a=DzC^}h5K2MH(b2pYJVHsBv-jpZPmC7|*A^42^hxay5jJ zCw5PBWJkD%{gwR*bRZVVl{m5V5hu3lF;ky8RxwEPS(W*yae|`ux7;C~fJEDl3geMV! zwT0#wf-2_4*zKzVew&iZl_5d?}6YO+|O&Nxyp{zvopm6_O}$% zp3hz#d|@Kw9o)a6G{8T5L%!;b^q9_y!1pFCe8nx8nDOj-!lGV^>6e__y#F5))J0n za5SC;Dvq>DcXD(0M`i=F*l+XTXt zFcrY!+5H?MRE=`HwNYW^6}8s2<5wFr3w&e1Xkm=8!F}=cvT3a{P=!SK1Y36b(B(s`a2BqJTon7c%N%rAfwU5aQ`Hc2Zq!JNW8c4W{ zNvT5ba-AVjnGNDT`(_X3nGdK}iALcK9=)qfH=n8{Wg%!KW-*l|$M=Re80_Uw!BLN` zyTEfAOV<;L%>tQy{=Qk&6boDy?pu#MFVG`U5xb?CcbH{%nd66fT9?WCJiRzI-mVo( zKtD@prBFDC`t-#zMA0fx3`w_UpZr?r?r4KP@v?W@)zQr{irAdY$bMQqVV(^;r_gheF+hb4+-C}dGqT8$5myp?5E zD&kla+Q4Kb{Fv0&+sP9F45cY}FsQeRpE;c~uGIK!5#ru$(#ldofnNmYt!fRYT zkVyVWJ?P_-H@Ag_67ysH(ax13}zEsBgTo5YME== zGth)aS!$H7q_O?33RUZ`adObbMfvt?#Grr|3a(I?5bB4lRJe|rpg1eUQzC|~zj&f` z+jm|xe$@~xer@clYqCkk+4rmSVROKCkq7D%av#A8>)P^tGlMGM83&kMELBdbr~;e$ zMgH|jU}XRETNX!~L+Uy-N%f8aGX63-%|QTDq$kpahV`&O&zQ~dTeD^Zz|-hlfEif2 zJS4VXbp6Dg?+?3Q{Apgyd!l#<%=!KzK+s!%d0Frmm@j&2eZ&M|d^SJdX8IcVyTV=R zC!)B{;3A&b_{|gvr|3`PB*0vOEXL>)1lszzafa>v2L=2?VE_G68Yqv_ID7rIiJ zu7dvCVb{N&r7>rSEV*z4f20PZ=E3c0QTDM>24CHLYe}?u`89 z=yRCFEh-U*Q`fn&kG@XzNiY24tj5I&C)s{+&VyIt0h!RLla6VP_bMAbMBVgB(By(u zM}7ty{YA6F7ZADt+5t2sCD1@Vm}(YJM7*~Sb5}-@yA98(Jsm|iFCZ{Wa@v)DOo=cz zIFpLHT;lZcdtc}>G;DS#=carI2cJnSl4Ur~Sfn&@Slb|TGSEkwovjM4T$tR%-Ri1& z&4hnuk-TI#B+Xzv{ON)pUKmeWK2dbJ(KPdhqz~FSViF&*}Wt7+bhcvL=`=6?PeeP#rcI{WL|H@B9xc&b1&B~kHDxX1zw zXXB#f|A8q+|7WK7q>_4KipO+c8y0lHMtVeQ3kyEYgvU3s%SXbS%*Ua3(J;DN=@qf= zDXD``stjX$Lrmt4x=~fLKBGQWS>g! zG-b}M50iThxlRS9P1VIj4N3jTi1B6lhH%+RU$)t>4sZv zwXu&ATHgL>mbrsu{ZHDePeu0s6jxdJe6$b5o3FaPM~yue zWynFA_p-nPq-=w77Uq7KAT>vL#r;~?YFeuE7C8}BO(4>hu9BHcj`CV-q4m0s3vYj$ z%B4Dk+T;A|bN{V|2V>&3DGRaKxK0A5m!{&O0MRy0JzF~vsDzw=&mej}Xb&5mpticz zub;cW_&8%URKP2@tuIlqGNLC4`+Q5wHt?1fKo}ihoKe9P0gWax zk@4ps&u@Wqy{Mf^9iypvfsRYzv z=!RD><6P=TRs$WlSxc`U=(7D%K}G)7#g8Si9x7nDt+(%z&YI_5(_ltX57`Y|Z$8Pk zgf5^o^5z~&Bhk6kifVqd$d5$N^+>v;;O?!Re=^@*L@$=*+pFBtY}TutCO_M@nApe* zpeva1?0n5#mhI;G7T2X*VuAo^C`M0~Vh4!lwZ_oBj1Kf4VZvSzZQne7ldRI+t5Xmrc+l8wE zq&n^eMK_TA*E3CAnqPDAScl^qPY|j;vD&seZu};o*-r9wS$VGiD*}1}&qHt^f{>s>`e&AWJ%qpI_Bl zV1XBqp3Rir`D@9?687>OfdpBA;OtqJY66)w9E+2~IrC1)TFKU0HT-?%RnAO=l^QWo zAgxkG3#N-nxN*2hZ_fGq=PDLzdq(m|>^C!3(L0uI7f?4sTXAMZl+*@bH3y(vY1>QA z^2Xc*PugvopR&OxfoT4SMuiHECB$eZer$+(daH8p-RTxp*OxAzO^oSubl)ziv>AO! zqIp3Np~iq}-fZ7b3nhSPww^@|DSJb4{tji1U(3aCC*MvzC3X%(Z=P!rasH4pXFBxx z`Lh;t*}9~{@1k#&S814Ii0VnxMxt(z51XhJz_vJm(4&{8X+>7;L%sC_Y(c;FRr=mK zFZ~J|7yd+$`*~D1gXx-I@6PA~p-Z`!uXgRy+0llaRI$2+#LGr4{%C9caQ34d9I^n? zKG%?_OCzFyKG|zgZ%!ylHg$WF%BiKyA!Q!WFs{mjLrmRrhE;tb*gCuB8$3VFEORCF zPR()a&cQA>Qkq3QRGy=2uNtfGwzrj~Zj4oLSBisj>3EVKPu6y1YZsf_Dn6Uy$}>du(8IaC;CmDE{j37mZ>$G!=s=Nj~q!*Ym!|bTO6a^wGqX z0iOoq2_`YK>wqRnNOT&AqnH5Jyrpkoy`(NzeGgvP!ymlyl|Zbx#HUmfy>38+?s-oX z^&$-X1Ixugql#s@8b^Chb7|&I(fYu^fH`D(=fRo9Wd-}rrNOJ;)qHI9Fb9+nXfX#k zK^;eN<_56sbZCEWd8s_3&L<*lpkqfQ10JtfHrSMl*4l+&!&ku?6YKJ#=-Sf&uQiXr z;Sdo--@v==q?oyfkLG*IQ`k~26*XCJ0JwF-IXbh&%Rg2_pj$5-9nYxM^gTsORqAu) zbIZ7?{l%}-w_7yHt|et6tc;1S8?)@+r>YhTn|$B9r89{X&-r;rT(a6H7xhUqSeP(bq*xv9ubreWMWQ?`Qn^U4WlfwwpSCm~0pE6O)B;`NL$FD^2mv zrl!wr2fE`4V=_4vy|l+slSL2(1r)Yte@pcYMSe9W-xuE%H$cg4DaaOWxC`6CznXam z9|@_1q0NK2N&2IgaqBZna=!2m1monuOArZmc$;LcDp7jsyT#K$ zpk=?R2S(4swbqlz*qt>;R>CPcsyo{cqcp{&0<^cXP=x=~u$}L* znyYk;K#v=-h~1~6(EM{e20I+2EHL?cfx+VUA#ea79eSMW_YW2z&qJxrz@MfnEtEHf z{3f$J06-DP?~&6H z;UhNZ1@9q`?c)7YO*p`V(LH>+c2CJBF>c23N?}v!;D>?G>&N{mq?)D-=}x5jeRzzgJ*8)hO8DZQCrBzLTzl9y!!WYoJ%RP_?E5Dng%yQGPgnS zt1o`Cq*K*>{4?Ep28iJe-Pdn|R+=6kWJmR_Sy@Wn$%NG~`6rRTQB$y@`zHR^As+FW zr$aopaKdCB26MYXtxIX3-r7S)uQG`Mna!RHg|p}=CoARMHE8p4Xm1L!Ie3xSt~IDG z>^=F~G|BTir(sRLn3&0VyNV5sRS0>qM1v*NJTxFHJnari8*@^aCNyErw$WY zprAw%fS>n%MUK;+Xd13xyToLP%5P}&>-BOA-Fc}w6$JY>$Kh8#6LLV;-|b7$-X|XF z9N0?Hs4Sv5w5wCHF$`;Fd2S2WRz`aBgQ%m>I2eTFrGSUFP^CE^7t}0R(4%?WN=Wyn z$#@=={6RJJqKDP(Ppgu#0_m$9QjS9Z@M@o+Z2GGgXN3)68Z~Sg0?rv8i8@Rq-(_m{ zX!_f(LaN8dgmG|ty!v@6^w2$z#?b?|6lg@)dv5V8a@v`?9$xfcWtXr-JjobUm`Kt8 z1mk2Oh>q>88T-Kh0TJC}4v`-;ZghitQP_C@_KjvVJ_+T~@(do|x)#IvTRex9w?({P zB+LADewbAI$o*IvD5SP{|B8c0fyf>9aT1}HPlkwylN&C`&9vq4pTj4rONmfudq?51jBJOeOcdJ++sk!G6Jm&JQ zPCMrSe_zy`Os9f!S9xllKW>s6k?Q)Vt}!0DnSoB@?>;8akjd8K3t9|^?$dIlpWQ94qj1qfcurQm4977fe0!7i&MG{VGu zVne72RMZ_~=$sng!)KrNW&mbUWFr}dof*9Z;+a|55mtE>Q=(rjt1mSO|IoZ4@V3_| zrA6u$T%1L)#P9wzuik`l9XE8tM=9;^T+ew>6lmE;J}uE;yL1>!a!B2Z=wYZNl7Ha;8!_u-^GtQpeAa*)??s-DqE9@&_hMK^??%+K)`H{zJdB6!fqCPP*`? zey7A&VN)9Lj}lucuxP>ix-WuSSy)ksUTQCN71Eg5Bny4m_q;)IUz=^cKj5eDeNLD{ zNyJ3@%J*b6QFp-nWQ^*~K-8E~Tm4Kx*gx%syKm;naVGr2Y?YmaAK318jgGI^|ALHy zY*lp1?L}r~^pTLKx3Z||o_3wcBshN;`sQt$y<*PQ=SEIpT$#8I(vnPB&acc&;^TC3 zbI<08Y9)je;~SJd`1%za>DT5W>e2)5+mvCe5TyYMMV9{fMh}IV!ig|aTe}Shwj6#G zLol=oRlnb;{h+$2_hPoYwe*0Z?~tnHwBk{ue=*eHiL}0elGgc}{LwBbUxi9}`4DV_ zoxu!>EKsRrERWCXjcCur_fe{b>+2Ec-2wmi-MNR<5loOz^pY@{%x&TE{7@CA1~@n9 zaULGE;3L`#KnKc893wB-0k0K~yk!%c1!g4GNuKnVvf{I7FCce}wPsg&uMOfudA?o6(H$D>Cg4Y?2;S_CLBi?`XLC zuJ0#GBoRck=utunM)Yn(uM^RGkI{o52r?uQ-KZILqDB~k(OU}9fww@03)Fjf0M;P z^(c$@r9Cqh_sNz3ry<*k^X6z^5N<))D4(ck`392OzAfHU)iVsFvY}raaLfE~o3p$o zE6hB(Y*aXZ8}GLUR0s1}WWLD2)Yah`b+gmQpq}IJppejKHDNCjaF!PVoqkaBrNPjAVxPy=U7S7FKU>kBVx}ISNY)VG{+It_3|ELMlF*c z`+Yq4*eb%AXaZ}1dSLCmlAe?&smM}na$+WdWF=Z+V!_xOXqnOakIsnH?7DY?wk%V8 z;$Fe@`!}qbc~Q~y%ynIF8zKYCnM$01Ex`Da_k@ymF2SzDDnOoAg&p%csY+9zb5zJHH{~MN#>-81g4Rp2lK2?#G-|BBeM)i0|eY7Zd-k;(3fnGQVK>d z;jH~As^5P6?K9 z$dwa1^O05zFNNitgm953{ceQ_5%*i`kj9B$0y?vKo;8K;?hzOA##h2GB zHTB@5jkYI^0Aqr}yUlC?vo-LljFpw5eJ!Dhxi!J_vFsyZ`TjS@a0z){p5Mp6Jh0j< z6xH6ix7&TB+}fzW2px23OF>LUp6j7*%`WUuFlsV_l~<=hv)@)g;7q6-NiI7*(qS<) zlOl$yqltHqKbFA4LELr!g@f&wSmjIH2X+VFw%DLEcyz;%sHm&oFC-Q2lo@X1&DeKV zw4HDCoZh6R=xQHG8?+rCzkV`wCcw~f`Hu=zB?o zrGbof-&il3<(iWk9>wweUb?6;<;p)Oy4kh=Z$4A(cfJ)u?l|fGTzTE2dsbJ-mdtq4 zmWC=AA((NtJy-j?&D4TQUDD2t_nlzn*^*UZGf^ph?D;b{4i%DLzc6NS9tlE!~>5YHxGy-x~JX^5DW9>J*csx1v!fEK|t`_ph{sv_gRiY1c9i+3FMg6v`jv^$t1z zZe8eMtlsBV=p-7$BgCvX;WBco_W1+ZU1y6T@BJ?4A$oa}*QYi@jPJ|nQTzqA zC%Z$eeIPX;wXHbj3x+f9wj8o`t57}>Tq`&dxhZ_MgaIr$v@?v?cw1CjHNeJm^2$DT zA@Syel;5xQoY0A(p5`eUzO~j71Hb1ZW|N8Gfq{ig^|!eXMPZYaXm}AoM>cTrE#>7{ zpFoWi@tKBSxz~!6WH^DRth6f%K#}C(PsTHNGQg;Js+yB(Hxrk?x2b*HLWvIP6TAzJ z(f+@uv;Swn_x577><~*yTp*713?)N~=#V}lTtkZY0V~ysK=zTTSYD-JrRWgRUsq1D z7W@;^S!K)Zw^Htgv$6QCQq&D+?o!T>7<->z=$1Ka<}kC9#Cd?fK#p8Y`_Qh}uH+3Q zx>qq1QWDh!I%}bF#ziyjI=4a~I?ip+>GCl5X&;}&0I`Y8r?@Jn`~Xu%cFN1C?6>BI zPfQp=ff_*6%<>uFa$dSzjXOi@SOP+m{omyRlfm!w>CLgr$PApip(+25iiNF{2y)E1 zkfLn!NY1J!P{={$vB*eAa*`Ii{AT!6g3jg|LH48&A$OQsc|KxcSDu)zY0!W-oj|98xoE( z>gQ9{>W&rI$uNsOlBr=e#2lZ?sVP*G;XHr2`m6r&Pc4_jA7}u;Js#nM-Ye%L)A0+n zyqKUbN)?FYFcU&hAB>X?VBG~$X~^z0O-;i@ce(cuDW6a>LqK-%TDf-H2Cu?AY^qt%Ou)9Td=Ax95s^A7&h^)pIX?U**M3De02CdFBJP z>7~QI62+nPp68Ab`~1-hL&D2vRxTH9*&+HWSLr=v+6u*sH5E*oCqVJyB(E4I|7eEY zI(_C+>|b*-wbMzi@KssNp2X>$f4oCncK@`43WI&jx0b|fy`*>@8%)k$9##X53jNIi ztoJVm@I&!S)NPU4cV881r*d|1r57!i12U%{9ya-8>z*}Kn}FY!EE)CK*=S+qH#%cM z-BIpwz2-_RLg|HH>rC5RuRb}^5zhfS;+%3WAZx~Ue>O7q9H9vX!xHQ>XLfqz{_M|* zo)7AmfTrA|!=(yrlv}7j506*rm&^$5{7nq)wF<*3D~Qwf*LuB8qH73(_7&XoW9 z+5ZnOf4yxMp9(l^ZCy@rIrtAQFP-5sFv_aW-O)p9njd2|oK#08)vKuWx^>qZ?zNnR z35u0volMh~I+dR!3oSq@5++`?j)hzk>IhdIcOdD;t`cBL1a_Lj^J!nbU!g2(+IcC_ z6d50;H)_nD^Jv(xn{eyJ#7{E+_?u%^o~8cAO;0?J)XxC8M=B8AtHZ18MIk}wb?v>! z@n}TLxIOg5ebWn;2LdxS!8x}nvJtQ~9uCMyO<5kGv zZ$~W&u=B?K_*BA{uZKy$>oWW9$K|~{hx~WeY`xofFJB&R`-_8D<7_QYIM~tOSLtUT0$7iS%e5bp_U6R*k~$ITpJw`5fxXBq(y`!p;!3ppBUM#_3nLBHpAGfD>kx7K zUHBEBR7+E-7!7%pydZD(%FVY;1sSV_4Mhg1e1Tec6+Vjr{8G{i^LGdGoUFXe@Hyy$ zo{8 zmw8sNdkRq;kKnguKW+W6^?DQxobEsbqFSz6+)LHcY1F}|gpFYJg+0>{el}a=_U+!5 zvjD^g&XY$EY677_tkAUq>odaTAv`pQL-wW)3wi2&pCz!0=0mnLnLG0NHvo`J92v+1 z0#^&*moPz{40>!QfHWV#j0*pp$)g%$ALNb^{1~x5s|e)t_SPc+%;A2~4*RL# z_x34}5sDowGeB^cPnQ2Uz}JhJS>BKH@d3RM!A15@zpmf+#!yTf=wKAX3%&_!}&wRs;Bk5UIP>mzWbrhgjBZ3;bb}4NfJ5Fbxl`nXTaVQoK=p zju?MUwS922hKKLB%GGm++7)wELxO_WVMmaAxWy%b8dr7Ootp?oEDxsJfe%v3@5jrh zQF{0FAp|Ki$r)*Vg(@Pw!ws_ZGE#?Qkxv~ec8P-qZy6tNIkb$t3Od^C;Ts^L7TTZe z1V(E0DQ2OLAif92C3vG4oh+f{1P0hqz0yo^qx!I=_hh}Hdw`|uQ#MR@QCHewXmN26 z`1t)i{@6WERHPIATm*ty`<@@~L+N)V;OX}}_e0{W$+CyEZumi-z{`o$`)wB3oKj55 zlfe7W!8KFyDu?PjrT$jcY2e)MJK~~8%JU?t;T%qgN>SH9lc{T&F79mb;j= z>N`jGziceW1Ox@hSm!i#$HFx1FF#p-b33Mv9`vx9XH74gf}RI!?%{|9E9T4lEHH14 z;o_Qt;A@(zfsNkWG@$|}D3IXiOu3(7##Yrlqo(i%w0``{)23wMd=vF3x9Ik*Q+Mt0 zQaNzi#pAUzW)1q*Z^yFKSxq>(jO!gWq~SuzlSUmv8kgG1=jI|K4MlUu8hAZ-g{Lf) z(>Izj=t*F%M}C zdTYj&w_h+5W=W%3&F>0XJ~kfxS)^ZP?>Bsuu||fVc`b0**CB?1gi4qf-yw$K&ckp- zFpUcB26Je)S3r@lokMTl$C*9(1qLFq>dXe$aiiGTUbWV0`@FY9u*iOmDE8c?>d}Qk z94wM4EqbKciJDB|8O=UOWyF}*EP!lnP&9;|M`hehz(>w^ohLQ9lf8s=Q{?uC1I3$s z6>m=rBg1#dZ}5Q!O9JTkV?oEPQS;u$=y z&Pp+g&Dn)TDtLk3zrST~rYU&bH!aF)(A-H5U6%ImkM4x`O!Nw+l=$#Y*1YpQh+&ei z;}rIDo*nFg&%ES-MVj1f+#zx+?avm|&uU0nCivZD+}O*WFAH+wGucA*RNOQ}(@(8V zr!N`aa-G?0iJ9#y9Wxq8$W}bOvw{O7bpvyB10!|)W>Ct}BFlSMP7H(-lso;WuulPH zmzK1kdUz%SX3i~E?tc{(oJ&*GQ3sDPzO-4`6eityawn*`q&pit&Z%lBf}IZsvoZ73 zDZc^MPEfiov)gTqILP6XP7cJEfNu8&hUKRQ(jpkl2EB-eTtshQ6bO6;-hTo1jrvC} zy=rk6PezF_&5buE>Rp58o>g!C4xO~-e_TO82vfjZg{BusG?W?tDi}ZJmXSe{3lPw~ z{o9XEMfw-dog-~K`Hq0U-}ztniJ#yi30{Qxu1w>qH2-tGJJNPd(qaU3V>_`|Hho`6 zd`oCPVER<$6S5p79<#!B%qrB|L?j) zByPO2ebM{r15=zY!7QEc))vsEf<(mwCKfUs#;6^iXLux0&khjd6w_}fBpWzenm@_< zL!zU$=?>FwkfpC|Z0``zouiaTo(F6GW4}y<9@qQs&@y(WloX3PNZJZ_9y=TRI5CqC zEv%{aFXfDutyhuEPhk42luBkEMcU^8@!D3PBfM`E1E{fK;GWF}_Q9zUJgwtKr?#ipu9bV@N8@2M)bu*-0D<>*G3w-?mJcGCr?TCD`R=};MBl_*tTcJa>LmyzHbP7LlFd}~yW^&w*=|Y~ zVfzO45MZoEO(k*WfIWIcqO(7 zSnZn0@6DF>yGMT2jr9gq7fv0j_PS2%jMILV>MOURH>9(Iq;#El>r_3)T`9F>_(LYb;Ho z->0)%q>W&BK4@D*94-uW)^NpcwFe@x@{0{Z#2@Q0NTy1$%5u_mFg!74{K-}CyHRCn z?gEi~FwdPIjM9+lRSCLQg%!Ik@c3RxB2bUuQv5?|>ATUuDDO3nEeWNtth;y@Y^7wn z#$7^}5*7Iewmk2uJ*~*>jnMMX{F<eC5^1>IoS+K8FAk5nLSpR!bd;u zneZNN*28s!vw@r&=}oKE$a)wu+qHY}E`9UZlA-)dVf2*^iKI|)W}js8I-XzeT%ClJ;XLi1RA5_#* zu=)c|OnI-r?oGF!rpK?^Eyb4^12)3Crig>VqoP!N6&(Ovo1*PtmEbVGGR1K!h` z+*psVZd5N#=6T>)(hn*Bl9ocL#pR~FwCHf8ZucSCv%1`QIxEXhDl)G$*)vUP0(qCi zR8ZvFK8?;n{V-Huzy$>Zv+d|!Kd#2gO?{rtYgia^@UszKqOo%!LE)UfatQT~y*X0o zuQ?(?So1G`j?)Bb{xGX;+cL^$!-$a7ZkJi4if^VL*ss4rn{5@89hK1P)`78V`R2%F zCTvBbnfN<_hsLh+smCk5j}c1&4ipy!&fQP}_F98~Y_I(%_x1m#E|7fILqr`qgGgR? zU-HZRYcPJ{AZW;$71KftyI?GX>~~y45L`2R_mo-ElFph9j#yg zW$@P=`xL4vbo|jWzXzx}g5l(Wq`>L@*oKO+MfhT@QHRn<$%fkDeqh5utdl>| z%u{0o;}J^^jg`$H1Ukdh4i4}Re1a(X@zV{?)106(@g@ly3^nj&DIT?OsyftLH4&QS zf@cWxZzJgD7PEUjfKI#{-SVY1lFXp;+?0%xLjQOl31m~n`S5xUZ2Xk`0CjUgP&e2p za>8ShR~q&$o#Z`&wqWH{A)D2HyOL~K)6AP-Tjp!rGRX5@1{bO$)DE?c#6+~GzqSko ze5a=WX`iR&C@f<=c?{Sx5<@rh+6QfiO*xoCN4H416Xrp81aL9sM%ThP{cF42iW0*% z2U9A)EJB*DsmVsTSI^}*2bUo<$%Yt+e};8?m@fr*spfi#1Re8(tT7uN4Rg756V7zkrG z8yMtvbNVW!wVfet6*0zLa>pstk2SOBq*Pbdu-=OI_QRT))Klq(j7nJNI{#kSXE|gk zSqL=?=6MYlzDW;qTu9A2vwlY%-dqNXFv&vCOWE{*tkQ4$&Ra{|^jERg99D=Jm1Ejr z-MSE4*PrRE;pBS5spfN6#4=B}*<_0ZyWy+TG1xSpDu=VK&V@yV zN@V!$@=ozjrt;zJ$`fhi?RzSGM1Zl#iWd(rNm|~*hda-2_oNwatNE9jW(`k*YqXq0 zJG;l(zx`F3D4F5*fI7rd@3lmM->!**3LEXd0JdF~b)%=k-q<)!B*H~yGES_tZiSLI z#=nS>RW^3qk*ezBBzV|Ur*(OSU!$~LpEFW&33)4NzRWPFn-=3*J;kIYNEB=8tZjq@L8?wT&D zc8sx0m_KumYGDY&M*tk=~%wU9?k{9Rz-CscW5gNq8KWbd_^RCyBUnYCNRFchp` z_@&;(_$i?;o)ljIR%{N7D^#sjcx?H_CXc47bXZjvS)n$PB7#M^h7==)On;jT5)R&Z z=^V&M&SJBleHUK@m-&@SEjYO;p$SgPsRc7j>N$)ddK0-&v|4x8AAXf$B=m_@8n{H9 z2ukjSWOZ<~*D*0%t+xB^Se?13#tzv1;W#sW<$h!`hDNnE0agu+P zX6e}uQ~2nD7~N>yyZ0II{N(!%^!UvJJ$L9f)B3a&<7mnkb?PP`_eMPO^>hCVyszi- z44`QB477bZzl9UyY#E{Bfig|mvNZm2wdM`;EZvU(pB-SwWNxuHw5#rLXaiq|cTQPe LL$2_?dEkEm;pLSy diff --git a/docs/articles/freq.html b/docs/articles/freq.html index 3d5d055a..5e013356 100644 --- a/docs/articles/freq.html +++ b/docs/articles/freq.html @@ -192,7 +192,7 @@

How to create frequency tables

Matthijs S. Berends

-

23 February 2019

+

25 February 2019

diff --git a/docs/articles/mo_property.html b/docs/articles/mo_property.html index 22ba4aa4..974b617e 100644 --- a/docs/articles/mo_property.html +++ b/docs/articles/mo_property.html @@ -192,7 +192,7 @@

How to get properties of a microorganism

Matthijs S. Berends

-

23 February 2019

+

25 February 2019

diff --git a/docs/articles/resistance_predict.html b/docs/articles/resistance_predict.html index 2ef2ffe9..3a394d4d 100644 --- a/docs/articles/resistance_predict.html +++ b/docs/articles/resistance_predict.html @@ -192,7 +192,7 @@

How to predict antimicrobial resistance

Matthijs S. Berends

-

23 February 2019

+

25 February 2019

diff --git a/docs/reference/as.mo.html b/docs/reference/as.mo.html index be279295..b3818aa3 100644 --- a/docs/reference/as.mo.html +++ b/docs/reference/as.mo.html @@ -302,7 +302,7 @@

Use the mo_property functions to get properties based on the returned code, see Examples.

This function uses Artificial Intelligence (AI) to help getting fast and logical results. It tries to find matches in this order:

  • Taxonomic kingdom: it first searches in Bacteria, then Fungi, then Protozoa

  • -
  • Human pathogenic prevalence: it first searches in more prevalent microorganisms, then less prevalent ones

  • +
  • Human pathogenic prevalence: it first searches in more prevalent microorganisms, then less prevalent ones (see section Microbial prevalence of pathogens in humans)

  • Valid MO codes and full names: it first searches in already valid MO code and known genus/species combinations

  • Breakdown of input values: from here it starts to breakdown input values to find possible matches

@@ -329,6 +329,17 @@ When using allow_uncertain = TRUE (which is the default setting), i

Use mo_uncertainties() to get a vector with all values that were coerced to a valid value, but with uncertainty.

Use mo_renamed() to get a vector with all values that could be coerced based on an old, previously accepted taxonomic name.

+

Microbial prevalence of pathogens in humans

+ + +

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

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

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

  • +
  • 3 (least prevalent): all others.

  • +
+

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

+

Group 2 probably contains all microbial pathogens ever found in humans.

+

Source

@@ -421,6 +432,8 @@ The mo_property functions (like Details +
  • Microbial prevalence of pathogens in humans
  • +
  • Source
  • Catalogue of Life
  • diff --git a/man/as.mo.Rd b/man/as.mo.Rd index dcf74582..a2ed36a4 100644 --- a/man/as.mo.Rd +++ b/man/as.mo.Rd @@ -63,7 +63,7 @@ Use the \code{\link{mo_property}} functions to get properties based on the retur This function uses Artificial Intelligence (AI) to help getting fast and logical results. It tries to find matches in this order: \itemize{ \item{Taxonomic kingdom: it first searches in Bacteria, then Fungi, then Protozoa} - \item{Human pathogenic prevalence: it first searches in more prevalent microorganisms, then less prevalent ones} + \item{Human pathogenic prevalence: it first searches in more prevalent microorganisms, then less prevalent ones (see section \emph{Microbial prevalence of pathogens in humans})} \item{Valid MO codes and full names: it first searches in already valid MO code and known genus/species combinations} \item{Breakdown of input values: from here it starts to breakdown input values to find possible matches} } @@ -100,6 +100,20 @@ Use \code{mo_uncertainties()} to get a vector with all values that were coerced Use \code{mo_renamed()} to get a vector with all values that could be coerced based on an old, previously accepted taxonomic name. } +\section{Microbial prevalence of pathogens in humans}{ + +The artificial intelligence takes into account microbial prevalence of pathogens in humans. It uses three groups and every (sub)species is in the group it matches first. These groups are: +\itemize{ + \item{1 (most prevalent): class is Gammaproteobacteria \strong{or} genus is one of: \emph{Enterococcus}, \emph{Staphylococcus}, \emph{Streptococcus}.} + \item{2: phylum is one of: Proteobacteria, Firmicutes, Actinobacteria, Sarcomastigophora \strong{or} genus is one of: \emph{Aspergillus}, \emph{Bacteroides}, \emph{Candida}, \emph{Capnocytophaga}, \emph{Chryseobacterium}, \emph{Cryptococcus}, \emph{Elisabethkingia}, \emph{Flavobacterium}, \emph{Fusobacterium}, \emph{Giardia}, \emph{Leptotrichia}, \emph{Mycoplasma}, \emph{Prevotella}, \emph{Rhodotorula}, \emph{Treponema}, \emph{Trichophyton}.} + \item{3 (least prevalent): all others.} +} + +Group 1 contains all common Gram negatives, like all Enterobacteriaceae and e.g. \emph{Pseudomonas} and \emph{Legionella}. + +Group 2 probably contains all microbial pathogens ever found in humans. +} + \section{Source}{ [1] Becker K \emph{et al.} \strong{Coagulase-Negative Staphylococci}. 2014. Clin Microbiol Rev. 27(4): 870–926. \url{https://dx.doi.org/10.1128/CMR.00109-13}