From f16a152d061171ad4b79cd6c8ddc02d28b2503ae Mon Sep 17 00:00:00 2001 From: "Matthijs S. Berends" Date: Sat, 23 Feb 2019 18:08:28 +0100 Subject: [PATCH] as.mo improvements --- R/mo.R | 16 +- docs/articles/AMR.html | 603 +++++++++--------- .../AMR_files/figure-html/plot 1-1.png | Bin 33758 -> 33902 bytes .../AMR_files/figure-html/plot 3-1.png | Bin 21159 -> 21122 bytes .../AMR_files/figure-html/plot 4-1.png | Bin 69626 -> 69625 bytes .../AMR_files/figure-html/plot 5-1.png | Bin 51371 -> 51370 bytes docs/articles/WHONET.html | 1 + docs/articles/benchmarks.html | 104 +-- .../figure-html/unnamed-chunk-5-1.png | Bin 29186 -> 30005 bytes docs/articles/resistance_predict.html | 8 +- vignettes/benchmarks.Rmd | 2 +- 11 files changed, 388 insertions(+), 346 deletions(-) diff --git a/R/mo.R b/R/mo.R index 2c23109f..3d44c66c 100755 --- a/R/mo.R +++ b/R/mo.R @@ -210,6 +210,7 @@ exec_as.mo <- function(x, Becker = FALSE, Lancefield = FALSE, uncertainties <- character(0) failures <- character(0) x_input <- x + # already strip leading and trailing spaces x <- trimws(x, which = "both") # only check the uniques, which is way faster x <- unique(x) @@ -218,6 +219,7 @@ exec_as.mo <- function(x, Becker = FALSE, Lancefield = FALSE, # conversion of old MO codes from v0.5.0 (ITIS) to later versions (Catalogue of Life) if (any(x %like% "^[BFP]_[A-Z]{3,7}")) { + print("is any") leftpart <- gsub("^([BFP]_[A-Z]{3,7}).*", "\\1", x) if (any(leftpart %in% names(mo_codes_v0.5.0))) { rightpart <- gsub("^[BFP]_[A-Z]{3,7}(.*)", "\\1", x) @@ -241,8 +243,8 @@ exec_as.mo <- function(x, Becker = FALSE, Lancefield = FALSE, ) } + # all empty if (all(identical(trimws(x_input), "") | is.na(x_input))) { - # all empty if (property == "mo") { return(structure(rep(NA_character_, length(x_input)), class = "mo")) } else { @@ -264,6 +266,11 @@ exec_as.mo <- function(x, Becker = FALSE, Lancefield = FALSE, # 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]] + } else if (all(x %in% microorganismsDT[prevalence == 1, "fullname"][[1]])) { + # we need special treatment for prevalent full names, they are likely! + # e.g. as.mo("Staphylococcus aureus") + x <- microorganismsDT[prevalence == 1][data.table(fullname = x), on = "fullname", ..property][[1]] + } else if (all(toupper(x) %in% microorganisms.codes[, "code"])) { # commonly used MO codes y <- as.data.table(microorganisms.codes)[data.table(code = toupper(x)), on = "code", ] @@ -271,7 +278,7 @@ exec_as.mo <- function(x, Becker = FALSE, Lancefield = FALSE, } else if (!all(x %in% microorganismsDT[[property]])) { - x_backup <- x # trimws(x, which = "both") + x_backup <- x # remove spp and species x <- trimws(gsub(" +(spp.?|ssp.?|sp.? |ss ?.?|subsp.?|subspecies|biovar |serovar |species)", " ", x_backup, ignore.case = TRUE), which = "both") @@ -517,11 +524,6 @@ exec_as.mo <- function(x, Becker = FALSE, Lancefield = FALSE, return(found[1L]) } - # found <- data_to_check[mo == toupper(a.x_backup), ..property][[1]] - # # is a valid mo - # if (length(found) > 0) { - # return(found[1L]) - # } found <- data_to_check[tolower(fullname) == tolower(c.x_trimmed_without_group), ..property][[1]] if (length(found) > 0) { return(found[1L]) diff --git a/docs/articles/AMR.html b/docs/articles/AMR.html index d95f132e..b0b78828 100644 --- a/docs/articles/AMR.html +++ b/docs/articles/AMR.html @@ -327,70 +327,70 @@ -2011-09-14 -N3 -Hospital B -Escherichia coli -S -S -S -S -M - - -2011-01-09 -I3 +2017-09-14 +X8 Hospital A Escherichia coli -R -S -S -S -M - - -2015-06-02 -E8 -Hospital A -Streptococcus pneumoniae -R -S -R -S -M - - -2011-02-06 -S1 -Hospital D -Escherichia coli S S S S F + +2011-10-29 +H5 +Hospital D +Streptococcus pneumoniae +S +S +S +S +M + -2010-01-27 -N7 +2013-02-03 +D7 +Hospital D +Streptococcus pneumoniae +S +S +S +S +M + + +2013-01-14 +U1 Hospital C Escherichia coli +S +S +S +R +F + + +2010-02-23 +O7 +Hospital A +Staphylococcus aureus +R +S +S +S +F + + +2010-09-26 +E6 +Hospital D +Klebsiella pneumoniae R I R S -F - - -2017-08-11 -U3 -Hospital B -Escherichia coli -S -S -S -S -F +M @@ -411,8 +411,8 @@ #> #> Item Count Percent Cum. Count Cum. Percent #> --- ----- ------- -------- ----------- ------------- -#> 1 M 10,364 51.8% 10,364 51.8% -#> 2 F 9,636 48.2% 20,000 100.0% +#> 1 M 10,391 52.0% 10,391 52.0% +#> 2 F 9,609 48.0% 20,000 100.0%

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

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

data <- data %>%
@@ -423,48 +423,50 @@
 

Finally, we will apply EUCAST rules on our antimicrobial results. In Europe, most medical microbiological laboratories already apply these rules. Our package features their latest insights on intrinsic resistance and exceptional phenotypes. Moreover, the eucast_rules() function can also apply additional rules, like forcing ampicillin = R when amoxicillin/clavulanic acid = R.

Because the amoxicillin (column amox) and amoxicillin/clavulanic acid (column amcl) in our data were generated randomly, some rows will undoubtedly contain amox = S and amcl = R, which is technically impossible. The eucast_rules() fixes this:

data <- eucast_rules(data, col_mo = "bacteria")
-#> 
-#> Rules by the European Committee on Antimicrobial Susceptibility Testing (EUCAST)
+#> [1] "is any"
+#> [1] "is any"
 #> 
-#> EUCAST Clinical Breakpoints (v9.0, 2019)
-#> Enterobacteriales (Order) (no changes)
-#> Staphylococcus (no changes)
-#> Enterococcus (no changes)
-#> Streptococcus groups A, B, C, G (no changes)
-#> Streptococcus pneumoniae (no changes)
-#> Viridans group streptococci (no changes)
-#> Haemophilus influenzae (no changes)
-#> Moraxella catarrhalis (no changes)
-#> Anaerobic Gram positives (no changes)
-#> Anaerobic Gram negatives (no changes)
-#> Pasteurella multocida (no changes)
-#> Campylobacter jejuni and C. coli (no changes)
-#> Aerococcus sanguinicola and A. urinae (no changes)
-#> Kingella kingae (no changes)
-#> 
-#> EUCAST Expert Rules, Intrinsic Resistance and Exceptional Phenotypes (v3.1, 2016)
-#> Table 1:  Intrinsic resistance in Enterobacteriaceae (1334 changes)
-#> Table 2:  Intrinsic resistance in non-fermentative Gram-negative bacteria (no changes)
-#> Table 3:  Intrinsic resistance in other Gram-negative bacteria (no changes)
-#> Table 4:  Intrinsic resistance in Gram-positive bacteria (2731 changes)
-#> Table 8:  Interpretive rules for B-lactam agents and Gram-positive cocci (no changes)
-#> Table 9:  Interpretive rules for B-lactam agents and Gram-negative rods (no changes)
-#> Table 10: Interpretive rules for B-lactam agents and other Gram-negative bacteria (no changes)
-#> Table 11: Interpretive rules for macrolides, lincosamides, and streptogramins (no changes)
-#> Table 12: Interpretive rules for aminoglycosides (no changes)
-#> Table 13: Interpretive rules for quinolones (no changes)
-#> 
-#> Other rules
-#> Non-EUCAST: ampicillin = R where amoxicillin/clav acid = R (no changes)
-#> Non-EUCAST: piperacillin = R where piperacillin/tazobactam = R (no changes)
-#> Non-EUCAST: trimethoprim = R where trimethoprim/sulfa = R (no changes)
-#> Non-EUCAST: amoxicillin/clav acid = S where ampicillin = S (no changes)
-#> Non-EUCAST: piperacillin/tazobactam = S where piperacillin = S (no changes)
-#> Non-EUCAST: trimethoprim/sulfa = S where trimethoprim = S (no changes)
-#> 
-#> => EUCAST rules affected 7,419 out of 20,000 rows
-#>    -> added 0 test results
-#>    -> changed 4,065 test results (0 to S; 0 to I; 4,065 to R)
+#> Rules by the European Committee on Antimicrobial Susceptibility Testing (EUCAST) +#> +#> EUCAST Clinical Breakpoints (v9.0, 2019) +#> Enterobacteriales (Order) (no changes) +#> Staphylococcus (no changes) +#> Enterococcus (no changes) +#> Streptococcus groups A, B, C, G (no changes) +#> Streptococcus pneumoniae (no changes) +#> Viridans group streptococci (no changes) +#> Haemophilus influenzae (no changes) +#> Moraxella catarrhalis (no changes) +#> Anaerobic Gram positives (no changes) +#> Anaerobic Gram negatives (no changes) +#> Pasteurella multocida (no changes) +#> Campylobacter jejuni and C. coli (no changes) +#> Aerococcus sanguinicola and A. urinae (no changes) +#> Kingella kingae (no changes) +#> +#> EUCAST Expert Rules, Intrinsic Resistance and Exceptional Phenotypes (v3.1, 2016) +#> Table 1: Intrinsic resistance in Enterobacteriaceae (1230 changes) +#> Table 2: Intrinsic resistance in non-fermentative Gram-negative bacteria (no changes) +#> Table 3: Intrinsic resistance in other Gram-negative bacteria (no changes) +#> Table 4: Intrinsic resistance in Gram-positive bacteria (2700 changes) +#> Table 8: Interpretive rules for B-lactam agents and Gram-positive cocci (no changes) +#> Table 9: Interpretive rules for B-lactam agents and Gram-negative rods (no changes) +#> Table 10: Interpretive rules for B-lactam agents and other Gram-negative bacteria (no changes) +#> Table 11: Interpretive rules for macrolides, lincosamides, and streptogramins (no changes) +#> Table 12: Interpretive rules for aminoglycosides (no changes) +#> Table 13: Interpretive rules for quinolones (no changes) +#> +#> Other rules +#> Non-EUCAST: ampicillin = R where amoxicillin/clav acid = R (no changes) +#> Non-EUCAST: piperacillin = R where piperacillin/tazobactam = R (no changes) +#> Non-EUCAST: trimethoprim = R where trimethoprim/sulfa = R (no changes) +#> Non-EUCAST: amoxicillin/clav acid = S where ampicillin = S (no changes) +#> Non-EUCAST: piperacillin/tazobactam = S where piperacillin = S (no changes) +#> Non-EUCAST: trimethoprim/sulfa = S where trimethoprim = S (no changes) +#> +#> => EUCAST rules affected 7,267 out of 20,000 rows +#> -> added 0 test results +#> -> changed 3,930 test results (0 to S; 0 to I; 3,930 to R)

@@ -473,7 +475,11 @@ + species = mo_species(bacteria)) +#> [1] "is any" +#> [1] "is any" +#> [1] "is any" +#> [1] "is any"

First isolates

@@ -489,7 +495,7 @@ #> 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 5,667 first isolates (28.3% of total)
+#> => Found 5,663 first isolates (28.3% of total)

So only 28.3% is suitable for resistance analysis! We can now filter on it with the filter() function, also from the dplyr package:

data_1st <- data %>% 
   filter(first == TRUE)
@@ -516,8 +522,8 @@ 1 -2010-02-08 -H1 +2010-04-19 +S8 B_ESCHR_COL S S @@ -527,41 +533,41 @@ 2 -2010-04-06 -H1 +2010-08-08 +S8 B_ESCHR_COL -R S +I S S FALSE 3 -2010-04-25 -H1 +2010-10-31 +S8 B_ESCHR_COL -S +R +I R S -R FALSE 4 -2010-10-05 -H1 +2010-11-11 +S8 B_ESCHR_COL +S I -S -S +R R FALSE 5 -2010-11-09 -H1 +2011-04-04 +S8 B_ESCHR_COL S S @@ -571,52 +577,8 @@ 6 -2010-11-23 -H1 -B_ESCHR_COL -R -S -R -S -FALSE - - -7 -2010-12-26 -H1 -B_ESCHR_COL -R -I -S -S -FALSE - - -8 -2011-01-01 -H1 -B_ESCHR_COL -S -S -S -S -FALSE - - -9 -2011-01-21 -H1 -B_ESCHR_COL -R -I -S -S -FALSE - - -10 -2011-02-28 -H1 +2011-05-22 +S8 B_ESCHR_COL S S @@ -624,6 +586,50 @@ S TRUE + +7 +2011-08-15 +S8 +B_ESCHR_COL +I +R +S +S +FALSE + + +8 +2011-08-20 +S8 +B_ESCHR_COL +S +S +S +R +FALSE + + +9 +2011-08-25 +S8 +B_ESCHR_COL +S +S +S +S +FALSE + + +10 +2011-12-16 +S8 +B_ESCHR_COL +S +S +R +S +FALSE +

Only 2 isolates are marked as ‘first’ according to CLSI guideline. But when reviewing the antibiogram, it is obvious that some isolates are absolutely different strains and should be included too. This is why we weigh isolates, based on their antibiogram. The key_antibiotics() function adds a vector with 18 key antibiotics: 6 broad spectrum ones, 6 small spectrum for Gram negatives and 6 small spectrum for Gram positives. These can be defined by the user.

@@ -632,12 +638,14 @@ mutate(keyab = key_antibiotics(.)) %>% mutate(first_weighted = first_isolate(.)) #> NOTE: Using column `bacteria` as input for `col_mo`. -#> 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`. -#> 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 15,851 first weighted isolates (79.3% of total) +#> [1] "is any" +#> [1] "is any" +#> 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`. +#> 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 15,865 first weighted isolates (79.3% of total) @@ -654,8 +662,8 @@ - - + + @@ -666,44 +674,44 @@ - - + + - + - + - - + + - + + - - - + + + - - + - - + + @@ -714,23 +722,23 @@ - - + + - - - + + + - - + + - + @@ -738,23 +746,23 @@ - - + + - + - - + + - - + + @@ -762,23 +770,23 @@ - - + + + - - +
isolate
12010-02-08H12010-04-19S8 B_ESCHR_COL S S
22010-04-06H12010-08-08S8 B_ESCHR_COLR SI S S FALSETRUEFALSE
32010-04-25H12010-10-31S8 B_ESCHR_COLSRI R SR FALSE TRUE
42010-10-05H12010-11-11S8 B_ESCHR_COLS ISSR R FALSE TRUE
52010-11-09H12011-04-04S8 B_ESCHR_COL S S
62010-11-23H12011-05-22S8 B_ESCHR_COLR SR SFALSESSTRUE TRUE
72010-12-26H12011-08-15S8 B_ESCHR_COLR IR S S FALSE
82011-01-01H12011-08-20S8 B_ESCHR_COL S S SSR FALSE TRUE
92011-01-21H12011-08-25S8 B_ESCHR_COLRISS S S FALSE
102011-02-28H12011-12-16S8 B_ESCHR_COL S SR SSTRUEFALSE TRUE
-

Instead of 2, now 10 isolates are flagged. In total, 79.3% of all isolates are marked ‘first weighted’ - 50.9% more than when using the CLSI guideline. In real life, this novel algorithm will yield 5-10% more isolates than the classic CLSI guideline.

+

Instead of 2, now 9 isolates are flagged. In total, 79.3% of all isolates are marked ‘first weighted’ - 51% 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 15,851 isolates for analysis.

+

So we end up with 15,865 isolates for analysis.

We can remove unneeded columns:

data_1st <- data_1st %>% 
   select(-c(first, keyab))
@@ -786,6 +794,7 @@
head(data_1st)
+ @@ -802,43 +811,14 @@ - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + - - + + @@ -847,29 +827,31 @@ - - + + + - + - - - - - + + + + + - - + + + - - - + + + @@ -877,18 +859,51 @@ - - - - - + + + + + + + + + + + + + + + + + + + + + + - - + + + + + + + + + + + + + + + + + + @@ -908,9 +923,9 @@
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 (15,851 x 13)

+

Frequency table of genus and species from a data.frame (15,865 x 13)

Columns: 2
-Length: 15,851 (of which NA: 0 = 0.00%)
+Length: 15,865 (of which NA: 0 = 0.00%)
Unique: 4

Shortest: 16
Longest: 24

@@ -927,33 +942,33 @@ Longest: 24

- - - - + + + + - - - - + + + + - - - - + + + + - - - + + + @@ -964,7 +979,7 @@ 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] 0.4828087
+#> [1] 0.4755121

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

data_1st %>% 
   group_by(hospital) %>% 
@@ -977,19 +992,19 @@ Longest: 24

- + - + - + - +
date patient_id hospital
2011-09-14N3Hospital BB_ESCHR_COLSSSSMGram negativeEscherichiacoliTRUE
2011-01-09I3Hospital AB_ESCHR_COLRSSSMGram negativeEscherichiacoliTRUE
2015-06-02E8Hospital A22011-10-29H5Hospital D B_STRPT_PNER SRSS R M Gram positiveTRUE
2011-02-06S132013-02-03D7 Hospital DB_ESCHR_COLB_STRPT_PNE S S SSFGram negativeEscherichiacoliRMGram positiveStreptococcuspneumoniae TRUE
2010-01-27N742013-01-14U1 Hospital C B_ESCHR_COLRIR SSSR F Gram negative EscherichiaTRUE
2017-08-11U3Hospital BB_ESCHR_COLS52010-02-23O7Hospital AB_STPHY_AURR S S S FGram positiveStaphylococcusaureusTRUE
62010-09-26E6Hospital DB_KLBSL_PNERIRSM Gram negativeEscherichiacoliKlebsiellapneumoniaeTRUE
82017-06-19J3Hospital BB_STPHY_AURSSSSMGram positiveStaphylococcusaureus TRUE
1 Escherichia coli7,80049.2%7,80049.2%7,99950.4%7,99950.4%
2 Staphylococcus aureus4,00825.3%11,80874.5%3,90024.6%11,89975.0%
3 Streptococcus pneumoniae2,44515.4%14,25389.9%2,45315.5%14,35290.5%
4 Klebsiella pneumoniae1,59810.1%15,8511,5139.5%15,865 100.0%
Hospital A0.48773780.4644901
Hospital B0.47500000.4754156
Hospital C0.48692400.4927721
Hospital D0.48604060.4793125
@@ -1007,23 +1022,23 @@ Longest: 24

Hospital A -0.4877378 -4730 +0.4644901 +4717 Hospital B -0.4750000 -5560 +0.4754156 +5654 Hospital C -0.4869240 -2409 +0.4927721 +2352 Hospital D -0.4860406 -3152 +0.4793125 +3142 @@ -1043,27 +1058,27 @@ Longest: 24

Escherichia -0.7452564 -0.9002564 -0.9765385 +0.7249656 +0.8993624 +0.9729966 Klebsiella -0.7509387 -0.9030038 -0.9724656 +0.7336418 +0.9035030 +0.9801718 Staphylococcus -0.7262974 -0.9224052 -0.9790419 +0.7261538 +0.9179487 +0.9789744 Streptococcus -0.7325153 +0.7382797 0.0000000 -0.7325153 +0.7382797 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 84012686b5786753aede6399be6d6af6646f7e8d..1fd60fa73b67f73a07eeccbf1265ccf096d323bc 100644 GIT binary patch literal 33902 zcmeFa2|U*8zBjB|MYWT%q`|NxsgMRT58WyuA!Ei=WGF+(JhZw?C`yLNR0)wWlDR}e zQZmm&$Q&|H@AtCyIs5GQoM%7#?6c4Nd7k%kd_H?y%W~iM|9}0j>-YOk*TqZuwCsj; z+t<<1&}@)9dF%`g&FUx`npJP;R^lh8dgPYyZLQVGvo`oDJ7Q^Mv<#DlPd3Wu2Au`1ae_FD&>b{cWu+OdcYwF)!Z!~L2GjeirqB9(6%` z|KpvXVNePKeD-8DVvF0WR~x%YRrjXLBiK00#t>{*>mi*PCTMSm`Z7{y0HAt7fUmElFw zj9;Qx`5w8__;a8xS=NuOgw?*;lif|&ez;lYis9E7#i&w zpR309eEW9l5nh&VDwy;qypI5@qSHp-j(46*JwgRpv;7IQ8@5-!y3({g{ebi2pufNW zidAdwY!}=oA|gWlobNhkFyG1i{P}bIYl22%yfr2&O;n#r)e2cYrY&2Nv{H9c54cSK zNb6=5wcRRgb&k%k)SpW*VfmBxR*1CMzqY<$XlTg0WuPU;K1v5qxh>wGMZKyHhazk44^H1Soo(z(6gD-I@+tt?Kw?YGU=ari94YlTpQSaTq zuQICEnUP#vTs$)~lcR35}nwui4~Nym@KB^^L$P zuQ}YxljG|%1uCS^YrbHhXlrZt9XzJ#vt?;vz2{q@&fhkRt>b!&qS+(ax}bGtnUQ{Y1~+Tgb%91mbiAM9uXTIloP>dujSaq z%^kcr-ov53KLOA5u<^$@Eqz_xT$|ocp?(o-0`A|x9}w`XU&-=PxNyBu9$(^DFyqth zM_S*r(N}AjnVEIoubiKs|NZyhmw$k#wAox}au-(Zrjrm9Tgp2 z#HV;z*-3$!nK|c~=^A2z^w>>4*3{HAHtecAUB|Ov{e3!^RFmE1!JZ7a=vlR2{&`?rR{Cby^!l<(Exu~9 z;L#B_tB#9~j<#=gy!0td#4DC1)3Qy{uD`mlurNZxd2*z!;QjL3$8c`(E7{@vC)%Gg zy^(D$;}u?A3v*Mwy}jIATp6ZccdJ}2@C#i`0#S|)9}q1S`>bao$E*_LBJqG{l|T(!zRd^nl=5JO$b#-egRB&1>a z8OT{4(mr$M%y7nTBZaZ?@r17*essLcxi&QW@o**H^K#Rx#0w?9H`Z*(9!x9WY`HB? zae2XcnN;xz@2ptoOPBiljh>=)^r72$giVZJwBO#zBmCRGP<#d!%A2~NzrP~aJwd^j z9v>aQM9OA{;LsC(e5awQrs6%Kt{xJjxy|4ghj;yVRbN6l>Y!ux4%C6u|E;z5pWAx= zp6dSp#V7J@cP4$+&SeVgm2$=P%gD@owv{x>JR1L;7W?P>)c1MMh6$lkV$W|f$WdL( zybxhI$bmVsbZPZpwQKPw6alTujkqSJ7wzP6|Kr{LA0FaAU;&Eml|hcr>Cw-g2~INf zAGZl-rmfK}nC%her;pEao2anU{}LGRvu!E=VQ6S*SXlGx8!JqVe_@&6l8}(t;v+b@ z$Ap3+w%wU-;z`ygpBrXL2Cjd3k7VO0EbzM$zj*YVc%x!)ZLoe5sT{uwa9~XbGTEDa zx311u_0gxN64kCND8?{4HkLc6X0SQyWn5fbs;5kb?RSQmB_5CDwJT&@y-K=P(wCVf zP09S_6aMuoD?HkmR`iD{o*)JAp9P)%;lcf%7yfr3+5a;~mB3S$=4`uxo{C4o4<5X< zY|BSKyS|Fnmqp}|gv3G=v)fE}aM%002~P^2$41Qh7|cKUSrT&ilH|;{2Z6P@9k+IT z66p<-VHH6k_O>uyU}Vb zTC%HD0gKmjus9EvA?`2(^3lX$h#Y0CVOGB>4CrhC*iI;-j_T#vM=6XpO3QG zO)8bZ?cI5_C4&tw73AdsT@C;@+p3H>?&Z>AHnqKkUH+)f>hHf&hSAx_EKd8Gmn$ zWPR813ZdSfo>v$k=c(a$w>IoJa87!IDB*(JPkr4W{OWSUW{OE&k{(cSd3b+wmJMCU z%SuU}y?f>4MbnS(NzR+prZcQhG33)$lblkLS`e^K0YV`BLO<7`{mu0U+)7EW$M@j< zJ|7ck@whNG+`>V4BMO=Ya@V7>LnhX=VM zU9QHS4%f~w%Wxd;0m#MNFwoC;nE@LlquS%M{gjZ}dy)58Nm;@S% z&%de4ENV6j{f`E6pCtTjtH-;kpE*;tT$@8J-lV!OEh_g^dZfuSs{&B7oVk5ZEB{L# z#-b%hQ`~ttt2bz2^x*~HkOPJkTua)^m(2Th9r~UHU+b%S)~O!pzBt3_Cw?Z?1=pL1 zN4Z#UG8sCs@L9LF_^4oAa{gZmz2;#6?OLEL6N}K{-B0)K-OE9J^5ltkET|+St>;f# z8Efm&w#CUzhQiE(g`s`}yU}81GWpp2mg?LWG$)dmAIh1pdT;ML&~uGO$^R=v*KCe> zx{gQVMSYgdC7&&Pr==Et_8SBS1lTrPm+%?n&yQD1C8tyT*d&ZUK2%A~ef`>@_fvSy z$Zg{hnkkv4TWqp=Hj(aEvYwe5H&+SV(MZ(h+QK=~@G|!G>(`{Qq+i*w+*rI~c3834 zRjY7Nb8~Y6>8~C=aenCwZh!3FwXKTck%z3>-^fo*#8I9Euaejm0xHyJu5s1IhEb_O znqrg39y*XK9M>~jBUI;Ttz0pYV3{=Tom6FD?&IyfPcQyY(s#+^MR5oU4c+cnf;p!% zTpcQCPNBgZl5}9lU%r27yibCxt6%@p} z15_z={CPjmG>i>3W%3*3i&GESe*fH`Ir)Bv<*&?SNb~W~12t}!bOi<#Og5SWT%#_0 zr;r8oMX<$#lS-EAzk&Cce*G(WAEdz20~+WyKiy=JlUNnAWxwuLitzZy!yA99m4ov- z%nfDo>%6**JMi*n6}u)rTEytJAh>2Dn{JA2S9{Mmih{Y8vQxufrQ3|!X0$4Kj$g9pF5s+U_QSlqyy8SdkeIChiq)O| z^|Vj%dAkGK$XK}vOkk`&gH*KUIkTrXzP3i?-l5s|d@Un*?t#bs*QPdFi`l ze!*+DtN%h|n9!&@Z3~eEUk*jg7Xa69=8Al_%YEc62DPI=@>O5IUP#q?H>LCWhhA+4Iv=Ke-ht#$YXzaRJ?g85 zdt+W?ovz^1%Q!LL3TdrHOHWqYW4?hq*@iO835p1%l5`X?~DgI>@e7vs21OB zuDFF)%c|ohGoG;sA77$E@P18Q>taY+<+bi;Jr`2zxq@~5r$_x2_Im{$JYRJCn4_Kk zvCV!Z?5;n*9Ih09sTzBlPv_NOYu=on+s~(WcL-^`aQs}mI9pes4~zxX*A~E*UTiRh z@wBjEXOWkAT@s&WV$zzWQtrrRr-8&9v>QK_mC4J=i43N^I}L2kzVKZ(Id=>{DZSpK zz`2=71;r*et&~4kcEm+^ll+FAq+KtXp=?UK#K$??>T!z;Q`DO(n^hT~bo+fOODOA052#UXD9l&0_q1 z<3?aBrI16o-CjT89E5Peo~7LHFc*$4s|arwk?TW{BW;ezMJ2DuBlDmq2uOgS4qkF zRN!vE9YPkk1}`(fc!-qyDt?P_o9%mYsOMvdYQ^KlvETw1JXe75NzB{ivoDQDJBx){ zY*ppu%b?o{I{o~f+3J)adN&{-K-Xoo7{lg5*U`4L(6%%#wPZ6h)@_+T(*sTr0qmu# z>w+64YT=lUzROok9gOe!@d}1P#}q)pJf=iPrv9KySbkEbf`d|pZoj; z-Yp6NVSvNLXXp;nfnYv?IlP2>dhzZ{l5W;md_t1b&o8nHIXgsczk|iuEY9>YGcoDe zx7dvoEV=bPU**_-omSs@D5EH2{TALm70jo_hSF7@p4h-DDj*~@B~&m|0ZQg8wK(1A zHv_3Q8+HbT4$sQHJ5bXX2&GC@=GLFK30de`SXf{No3(AS`?L;l!{ft4AxnLH(Q%|^ znoxMR>^N+Eip~(|$tzZqJ{tI?U}<5b+-MycYm5$s&WlyFU)k8W=gzjnWpo$?mAr?#htQo=M%m#6h1t7VV?!%3k-q>N|GW} z1LbdO=Ahn=CyU zK8cTiv~=m(kzsl7)~@ABc?+{tIQ5(1&+lK*%#4)mMp_A=ThH+^R4^eW<%cxiPq3b< zFC;ogyaYv=hb52D|8eMf>Blj~svZ zvJ|{h`WHL~@v#q_UR?mS>MG-pJ=wOy&bslZ{@>#3r3LO+v#6P7+!#KtT_I{$&#HKL z88vSD(P*9wuJ~M35T0EPS?LoJ5&e5yM=p!ZO^vjrUXY!xdwNj)!^e-OSX?F>F44xT zI_*o{7kxzZ+TcUs`dmjFzDG|w&Jr_^VTD(V463dH7Vs(w(=;&IrHO(?O*n_wu1zLp zwrZENnHP8)VtsnmIb*M6LmVuj_%LB%tOjg1Ws zs=NGyxDuW1Xg_AvuY!Cxxs;# zu%+KeecDUx3Sn?maGChQ=Mw{UN)h5B)O%rJ&;^!WpI#HGHG?iD>&tSs&)EiFQ$tPm zC$Cf;SZPIh3;#tQlyAY51F?BXV9ID%7e^a z{iv{Xvq9yB=;7S|Jhs(+X#sOj5#(=Sho$s_H5ad4ZI+x*!};Y<{*bQ2YL zsmoPOEA>3QM0;>-QkjaJl`IMtCV>HJO4~`}F|CSbD8$N8677p7#TU2l1`o6i{Zp3B z@f)gPe`ALEgw%@d{>x+}G`$8@L_bfIYSm~OYd74S)n5jq1-~?aCqq;YrAWzzly~$A z)&-@dr3H%<$wV)4hf09nU}rirl|Pji8{rf$%6BT{kkRbVKGM26i+#$2ppsn0jiPNQ zo#sr{8VtDgH(zt@$L4W3hh=|2zn@YkPpPsl& z1_^#B%xR2G5`f%PoBI+9TyoP}^i&Y=AuNEoO1H_Em}RVP(;XNaPu6Q%u(r8RJ^V2{ zkjxInug3E38ped4a!(O8Vv&tC7|#zc3An`CnNNLN(o0S0%3&6mKiN-gh-9s4;yJnP zvLjry)_l&QZ+AJL-l~cTH+uZzM%90knS#K9gqre;FA6EkT9937@qE zCV{_bgl_}M;Ohj7G_VsaP)>RpdU+C!_*@NfsK{c@k&`~^`>W?G=|hG8V=L|Nx9hk` zhxr$8W|PJDmrN08Brf=R4*A>;{)Mv1oxiDq^n!9vgK?P?gd z6=h{+57(PF>rv@QA|#FyaMFN~IZfDwcGQh=O98gr6%#y*5j_U?V2o@3>qC)G7N4ZXHtu4Uv}fAwC_SlIR` zb~$syM6%JFxJj!%8ediU?Z!sQt!S7U8XBnaO2QpfsrinLsO6s34vZY_7=_>bQLyei zh%cgIzPwZ!0lI-o$+x&TRZuWdt3w-KVDjb3+Z(h*ghkE*(E{yk+dljJ@$l8_x8R1I zfabBh<&~6_6crcRZ*0s5+-kFLb2UnC!JP0|vC1NEqIRm)c?8dT_{-B0h=9Yn)Bmd3keZdLBVI8{8K|+=TV}U!VK-;XZ%< z^m)3+_;(~jfN%5gJ5tl_H?&>P&_d8oLxe;etPQnFNkM^dZc;uX=f81JRO{s}lNSa# zl9~ZryvE7HGk|KefmXk06J@$j$=wN@#RW<<5+_h3QPdq(RK8RQwTT0rLm77__EQWvfeZ|ks zXU?*IAZ&Fgqs|S#imQZ*my1U(Lx=c=R)L$V#DtdnA5*pRk!60C;k#P^P+y+Pa?5X) zD+v>^DOc7%F6e`!&?wHV4y%p57?^;e0Cdx z@H2(r-TQT4T|V1+_94i2F6N0>A#8<;a4{ha6`&0fWuN?*?($ngJKsv#ilz!52)`GO zH^d{ytHd!&z58CAeYyL79a#EOPTPV7Ar_feny!I}N;v(DtGJ|o6Q7Qdgak_PXcra% zKtFJS!lhq1mbJns+^J_SK=gc;u!CT1AlaejtZ_8G=Rf_Io1Gt0Oi)BOaNJ=PI|2rs zE{^W>?ST?K2LT!<19mOGa(}<=(ylTER`d>LJzEvin^gA2AD+RwSLHC&U?Jem>^B); z4@6XHeUrv*FjJ;$GxO~LB-m_+?Y^V$@N4>SeFHAH{pwab3MsqNMS~zKXzU!+gyj6} z^aFf+Luuvv*K-hj9H_5u&3X)Lkf|G#Rc?NIs$fZi`WeW@`wE#A98|RGw3{2ne@F-K z*K2i~8v;ag8*y&ifnhv)DWKly!jJa1w25akeZ_`fU*(czu|Brv@D$x9!o?X5DoIRK zBbkC`YX5dMa{wQ^*tN@ah8=}Bm*#t=c=Q7!BJ`7Xp>lYSIfzG09~|BM;B>gC`sKr$ zXaii!<>(%x#9|sMuq?IHO2vJ;gE3{I2;;I7RI}(=ZHG7QT&@%6H&@1f>+VKU>W~Jh zZ8CHyBVG%<{qpC1ynzIAJD+3H25Ib>KoO8!njiOyZYLwf?5@@iWV4u-m$WB`h|WDjF)>Y<}EqQt&HJ_2sCQ_e1{A%%4d7kzAtHUv!T{ zhEO(!LMBb!RA8B79cUycfOU0s=kHp&kO}QoXt2<)iOcSX^#^drNcj#82Mb?@4wYdV zD=Xpq6O{G~@9#jtBK@ktJ`D*08?>QkBQ}rMEiaG$a`fPU8Gc9!=5&TY@Xxs5H(8cz zv|?EihtslE_xKHr{4A<5g${2fq8tvTYB%)<)`%NArrjYQhCOV@XDUb`n4iZ1rTh!lm-kKYw}F=Ft`vqMiF-c6=iR6cB+-o$%IGz(oygei53>pdg z`VPO65#UhtoZ!64#kmnF+&)&C6M~FtUyh@y8$ii{BoppB*>L>$aoqZTUS1YR8F&z? zeLKwd#v(l0-j3=GK#_~ZiX~%YY)sE0Y=w@*)OJzz`M((15!rt>va^Q>ol8UKP+4I1 zCH)kQ(cQo<90=ovq_clSL_W%68kd)SxLW$fQvd!b{K#z}F>`nAW3_;gkSqWyd8G_s zozC&Sffi>&;rSI~{#X|?1-`P0S`Ygzs`6qLO5|?E`13T18mb$GAs!yUGli;*XZ_;E z3oOV_ky7r!YOuGKyV33Qxqo@($lHS`X#h%pE4t}zYmd*7)-%ms zA!}&Z;myQDp?j9xB=;Q?089Ga^~gZ)W6Qt7YL@L6ce(j>D#D9fd?o+|nx9L$&hqN# z3UhPEhAJikVf8$+{8Ujv!T^AJo}i=W-gwLoV6bUS&JmyRvQ!f^V=&qvu^LQ6hC-q~ zA~5ODWK|=%@bhcYTVJ#WJV%GoPQ(*VM~G()etHV|0Ppbm4e^a3F)~n2oH$Xe>J|KI z3+7{QFIs!H_X+3&gu_C?$%4)bPq;DHalD+A58xG;v6xy*rAlsR=7s@9md)$j{xY8A z7fzR1PGW>fJg6`?|5fOK>_vS8rHbis(WPLf;xTpYhQ!|Q!r3eR8)#pZ{ED=bt81)t<_)q*{f`c?p~cKqw^M8 z<@}?z`IzYFZ>S?If@W%2FGn3*(C|rU*tGP?aUV7?yY>9JMEer2w*77N+{w<;`&Yp< z87U`EpH6yhaKdgE7Z)cTm!bDI3)ue9N@mkdEdxI%0;92G9Qe7VWJqRf4L07Y3ynZB15` z=ve02p&(Eh*xctwy)VToKGHbSvS$JSaRHQhv2tm?Ql@_(?y2uO4)j3+{uH)s-tjwu z&w{OEhpi18df7lyP@g`D4!rR01{qzw`fkeAm)qv!zwC+BSta}?cjr>Ck*mAGpJ^xj zAyCd$7Jb|IxK3uJq@+}3yqmyJ7+2EY_Lf;sM|=j3Xslv=EgIuZ6Fp39bD_n9>aJ( z9<$d>c!V`xXli08~|HFvK z0-J>UJApiGx(h}W&t@aXpIAlH`?qwCI`D2u&{`xiT+=H)s`9IbMtjT%WhHHBEH1t5 z+pTFz0~cD>g$7`TkcP-m2%@kr0y8+6LI-WF`^+7n-w_BS8##DkXDHJO{cYR+E(e7U z6o?go=}KmchW1#8Cp!UBU_DJ4=9*6~q6;X&tcU1Jp@Ud5j0STz2h7#v06uQ--S{e@ z)078SO{Tu1T5O>RV{zefP>m^c(DO;3%~I_Rw{ImO4pPWHMPH*LEd214%7vM5sUmb@ z@MR@B+%+^4NS;XEBOJ3|(-9>Kwm(l!`mVq2>YIOEEvVZ)W@U_`HWBbafD$lq7{P@c8@)7>>mC++5R0mC0z%!OdidA zbiAUY&zfuo>r*)$ayH{N%9iwe?bGjt@;6Z&#!9)%_m_ZdIzd6C&_O*0EV@*jusO%l z7VKVwb2VNd>>;yWc(b4L{CMP2F1)tQ{5KIgf=luUw%k{SLO}U_dHYhA;(8^?Ya%n@@5ZSp#KJWs4Hghbi^ zNFa)_U8^_r@<&Vi7$!2_E4AcUT()}kYS3kSI$YK1I9q4Z$UGXw(q+{)FAlXW@`){f zAW3f%# z!3s$!I0GBuAVObWgwz=-W^Vz@Gu+l%nb3UrQj4(bUK(b1Nt;bT}jAH)Z?q!_+)>7IP!Fi^5-dqXuzKfb z5V%^J|04tUI;p4X=K=~sI27oDrMUv3`kR0DAgX<^eB3c3Fm?Cwnbsw>d@CjLG$GrP z6V55Wqm(FXKP67UdtVZvNr!1FeF|3+O=!ETbfb~W#|k+ zK~vpBMD5I;6au@)K#0Cvp8}*6^XwVdtKS@9v7^IWchUuIgGXJ3!9^hAv5aRv1T3$0 zs1vzxRC8?msvrwt0f@tB?ADI6P5$g4E(zv5;x?7zB_S_rKP-;-%^ArjIX!h*aI;tx8#s_JOoc*8RBq5njI>fk z$l=~6KKu7+x`Qqf7ZA@DtW8x}IRzy=a$)cik!irR7?}Xp58^q)rzVs`tZn8r+6H4c zF|9k#jeRR6+7oI6R2P>jIc`8u!PM2IL|VrvLjt@iv0pp=`z5Klvrtb87Mco3U=gu_ zwwX`%#485v4o9AoELOZdhE5W~6_L160@S5?h{$!HQ#KzyH3t>w9hA)i%>!>h7D_vM zz=rK=6D4+^|1u)Rl@Y9z?^VwfDkfb|z7P}!uffE2JIPE`N+O-XBF=<>haLg6YKFT3 zXVpA<^lgo%K^|_?djcWPM%>m;pnOcj)1_<{ys2UJbQ)UkW--ortrc>9p*v!6xL?DR`S3W+vD*YQP`JyFXY z?3Dx)*03d_PaF z1!l5B$!CBCEZ52JU%H}hBrp8j@o?EGGWiX{BPn5>*L{g9C1}1Y)%_S8lB_Yv{Q%x+ zTzHlh<>d-2q{%^oxfEvo9!pkvxR4MLkaXvTiMsMYSlJWZ@~0sUfk$#3X^D$L-k3m&B2xb=o)# z%0r>UfG%AaIo*{IKfExSyz3s-@!qx-M}NJTvU=0!PVwJr*M=QWP1H`P^PbR1zQAe~ zU#p!c+St(Z^E;e6ydk6C-zevrLD(#bMtlFG5Cn&cpw<*?Rb(qG6zq0Bme1|v-SnKn~jvXCs zhwaHmrc=&vP0=bk-Fv&cuhgeJ{+S3Yvw`CUvI=B7@Ix@4BLbBoZA@mB4<1?=420sgU$$nk%}b^~HUO<7DW@=0#HG~<&} z#D8KA1rA{%u2$?nIE=Xl=B{x?#`ziW2rN;Embfa7zV$h%ny_A z+yv!d^tnLixIGHcB=Qvd@@g?Z@-gKIGJ+C`i6s2v%_@W*5LT&8Hejd3ja_E~K5#){ z8G$N}_a&KW=<2~Jrv#<|I3iuFf(0XnV(knO6*51{tQlGgX%6CM&n*c1nw=Pc!@EE{ zXH+qw+yi+cldi6&CIGvBOw-s)RF;U^%6#&^{$z>AwCvrpC+=$RM1RfPI}}9X%wd3G zo||Dm2VVWkvaJ=*&j)S*2_dAOF9!HH;}i(&f$J;)x*{_L))*0KQ2zw5iy2QK;(#F$ zV^uQlLssm>O<`}u8^r9Eh@J_|ww%_$oF_n2sM$&ewFG568wL}^A4jxx&J%ay#`H%5 zaS3?LIbcF!ebEol17O`RAaP@bRziFxms`G~yPwtSw{i7j7fV3E+^bR<`?~oPj674f z+5#;vFBJE6?|5n?Q(#|)D2PTvD7)Nw2?yifdqelj$kl1fXRqrwlc43&^V!?yJ@h;} zK?!nSXYaR5moAM=uDf3&FQ=)Pppnt(#>30|@uAbH&9o^C-0Vj#*B|g&#LqhN%5f6Vz06wqt4GAq;5gjvY7uI;1lxO9pXUkt)&c7-r ztnI+>d3><>1#DBAY#_#00QvQp+JxRY&WzBNAaij;0Q_zf=bbjw{+Par{rqMkvH#%? z(0|aj{_6t+YK#EpNZJei9e@*g{DwG{r(m@PfJd;CPgd_H>lth4k7dLiue7^d~6I#9mCQbzxzyi zzWvGb$g^F*Cj~DTJrlC6fpAUCP9iMz^Z?Hy9g~IEgC-Op>`2r{zXhc*;e$vCW07-E zVM4lto_TGx;~N8(BSAZ)_D)So@04Edk9JvoF^`fEDwClXiAHvcg9?hyh&2dGw}AuG zxcjM}WMj!95yvU7fzanB1~ehnVQCDH-!l(JzY_T-NmN;d9jf_$xy$r`DMJPVy>=WQ4n2@Nam(h$V_rT5Ao$s0sN1IEk$-k z0Og@>lAy|1IC}OF;f{651{kvKf@amIFin;P5@KRG7q7$E+t0;CDkNCgp1e*Nnb>Rz z7OHSW^8z+k*dQYZ*naTv;g@KcWVs?F=n_Vvx*<1F$EHWSl#ms`wIF3FA@WstgdfLb&T&W#}xi0CqA)12(LrwWcyGBL6y$ICTS#bAX46fYD86{nvm$Z?m`10o{4(E4bo6Jj)CJZg%2yh^B<-f@HB;o>EZAfkMQO zVZ-b@RPvI_;0FGId~nz3Dgg>z9V#B8%g7kX4||7lx1+^GIiYOCftix5DaN19@XM3q zM3jWzH2JJ@`u=uYmN|mKx!n-YFSq78o<9AF#LS!2-Db)Sf)+CYumS7nIdq{zW2Cr- zU?(np@pJo?qLu4loy)cOY~gj6uTN$$!AF%abp2O%k{XK>O)P;%ki47$m1Uwh0KO`m zzrTGPkt4q4$RF9HYU_-2Vfo;3Iug5wMhve(7rD2xW?PaAXDCymC15ew6kNw`Gv&5Y z_WfU%J8yg)KqhuZjs@~)qBB&63JyTB3>Pr10xSlmP|Khva18ntLm|OFRS)mqw}vHs zi-AO|2CpSTi3&FLVsA`|o%GMzm%lhWz(7IeEt}dFsj?G{&$bKMmK?~~OMvAcOG`!Y zEQqHiKdk98TUmwusce*K_ob1gK-0FNbMiis`_4#~*I(&^C@w<>b$I@)2myI?9hkFx zFUyY7vZ}>ALnnA#9j-Cn&t?7&4`==}`aSVWVOXNTE{HUa~cTlpZWl65r~Z zBtkO4>I@R*q}O6YXu(Hq%$@yG5$hVU-DbWGGlGEv5?k)KYcWwWU)qa!5r{Ffty^|S z+maEU6+j%zwj5je(0s9Nrt4B|fC+k6v0m|wTmGsi<$2n+7Hs(lIj^@evY@FIG`%d{ zWds+@LSnztcjHlX=Rf+AV1t=NQKeGpr%#_ge&lu4eFw}yp~LeVosnhailBR;lbJNH zh{ds?d*=&vAj2<6O_*9c~orB}is?@a1kQDh;cmwzz- z2WCG@(+%99##Ltjlgr&(k!Q~yI*wnNnA8nha9jy-VX2?NLSJ?N5G4p7BmM}~sQ_jyA$hi)@*NGBNrMDPaB2=LhQ=0Dy3^oUV1V*T*V9Hi>oUT@ z%0f)eL6#aVe;cGbn~r!nQnk&%1SAKG2ud!XHb{yiF{&UI9orD&PqKOph2T~>kZh`k z0QUE?TZKVb1zZ4y8wCx!S8rHU`Jw^o?DIJ-e1FjD^Qc7NEj{q&GC*7$6!i6533foH z4`ezQz{V)4$Qs%@tJRwoND3rIRci5Wky^M|9jB5bAsU6pGP*wez0w7_+hi{*DD6fL zT}Z2=rDB-68ZU%lr~!DA{V=$$;vJS*-9gauKw!F1hM*=6)DB?-C0=A#qYj5lsoG&* z7ornv;toGhgFhi3;QzoJz5!Xo?~{#Gwf`Lz95?wlR50PlooU_ZZvMhEtjie^H6Ik5 ze9Uq}`e3^3KnVlC$83oNAVh6Hj<&^pI;Y#DHOV{RcJ)@fLQJ%Spvgf6{u(k3 zAvz`p6%>x|IxT%JBt#Tx-IQ}jk&}jlG>7aHk;6b=Cs)w2kbrz~Y|}$=$1%boQK#|X zNLp-^N%rn`J3K;&c4QZdx)|3bgZIrS(`ahgljMjk0|W4 zABTU%7sCi7S}7rP_hjhhl$4;SIAdts#~wtItr^I7amh*y22NXVL$}<^=o@ei++4t{ z+62lh5P?%5t-%RTdRB6d6YOsmG(PkMJs6MBh!H7%Mbu77f2=oRm?JTbwl&aJ;NE9P zh8!I46doZ`EMD7{jBH0*UD3u#=mL@p$)_Uwfo6y$%<1+`A!H!s;>C;TvWxJv#PE3# z&Ze;j_G_g?L2V$tnYxy7vS0hav%CK*mbtb*vqes>lS#M#71|G1cm9>J&n!N4s>zsQ5MX#yoB3C$VAPy`C z&mT)G@jvNH8mR}nHzJ@FxJQK8$RSOWTANRix3+n{4_lB zEBLg{B^s>#TsUI}1+?=@Yc5IO6u_9nBK`_N0ImZs&O$)01EC_YDTT@JoBs$q+bNSt zlHC`B+@uv|IB*jIpt77x} z!T$cjtYQ4SDJ8v@jO=U!uQTIQN~MuT(Yd(sv37lOyh>F@&_evm3Ef9EHF~O5ObVS{t*AT~uZULl_p36Uq+20thfZ_4 z?ApK^oo=)>e+jBts^@~4%Ga)w>HTiG0k(WrZb1lTfR-tTb>vqW$aYt+nP zKt9_{JN@?j!Wt=tmA?IFbah#Liv13V-Nw7y*G{@LgG{m&=<9XsUzDQd~zb-dz#^>OIuUEJ6{$EW+6NPLxLWo6~%!0I)C zxP+)-L1`MdAdl#VdIcq44|o{;ce{YeXV|`wGG-B9JguO>^YRCQk7#d0uOi6~T>QAT zPJ+~~c-bo(g~4fmB8CL74w?myB{4>rfN&173kR{)SIA0r+6D9J9Dx%!-3Dv|8h{q| zND8O7&5V4aT!r}#YdQgQ52fI5b# z**sb=lCBbX{YJ^@bHxeR8~H3Ymh4_3VGRyX77_;pOGcOvjcFJx)e$#p`MTrQm^l(| zgWfzzaS^OgfNA27Cq~@p0?$I!flb(|9X2St)YE8yqooOhC1iag0s{r%BztRGLQ^53 z^$Nkd`R}q)-s}NiAacQB*2Tee98~yeI2@+-jXvI#rY3Q64GY3tk*>({S`U_wr&>4|~E zi?bj3KrhTBu$gC?9guvF`#=GU(22(@eFIoZ)Y z2DSwuG_vSN)_6I}3dsHZxw9)n8Pov^9qdf+Db@Fos5{+>oCRo!pj0E~iv=0A!+vD2 zGL8*x5bk8W2(A=8uQ-|z2}q6LmeA#TtK@8w)Pgc3LkG}q0lTR0k#?qq1Slj?Q6NuW z`5g5Y^nVJWKC)pLn;d`-Vo5h@x%S#=qMw-Umh2)|zqR__eU0hFSf(}hBa2%U1i z>oV|N9h1#eJ-?fgZ|{`Oh7<$!r_ttobLy-6vyLPr=H2Lkt%TMHBRNgIf2;=b- z@L{B*cGt9W3U~HC9-Ndy5_-@!N zQ5&&8i|kCKWpjvfaYm-_%zhaiTH|%k6M{!t-nk9+?0RAHe7Hp64=KFb=1L5@A5ag( z!}&`3^OD=1zzVOQp<=F z*Px0)+fn|aHY;YsCgGh7sQ0jQ`rE2;D$h7Y@zcZ&|dcgUmV-2>l|T{4>8 zD<_2fr~^J1-1KttEgTZMtSy?rYtv68v%mUb;|?nzN}MMJUlw|3phX+l0H70v4p?`l z^)$ljC3m)s17pJXSj2B!fqoYegnE;6WeLS)*{=Bx+@yb(oh+w=7!NuQvUM9#8X|CE z!guxVu>dxMmbr(QcMxbcqzKxs$&iu6u_~wZ(pHIK0+xb zfpe&=cOm_yL3h=6T;57fwj^KY?u+3%c3I^6a$BsQA(5|}NQ9%5=4=+o;kZ(5?JV#O@ zM~@`t;<(K0kg(c%$ar?I$N)|Wz*oWiN`yCfXL4W^ zO3gJ?_JI7O<^$D3$ODaIacI9zIEjiZt9q$<8L1(1Dov|=87O~b-WKwF7CM;=ri=OA zRI-im0hR>|*SIpPAlhOrl7#xc<+E`7<25RmfvNJg|Ij`8C!J~hUv0Yo`BRkt=M(=g zKwT655+0&FIGM6R=5{=c&_Bor`-^NR=7wbU7*Us{>KeU-gt@>yg6>PvF^g>@KL0=D zFc*Kt>ir)M^FO5qzVqLAMErlXxc%=rjOxa@d~&{J)UBFHPQpfz&k#aWgifgk2a;@d zBiJ7sJT0&ZM%1Z(s)BGA!DJ0u7RZ$(7Y#oXDH8)|SA?{{0UW@FG4LaHWN@fcDI<>v z8S#ID7mxr3vX1DWB(e&jj)4LlZ3!5h)CQdV0BOr>$goX_4A8FQfXaXuQjoD23ZY5J zXO18s1u1#mP_lp{4b2}}01g~_!o7CzUtXku7ap{b92gcf6--8!4*ycr&IBrDE3v2bEZl z1$*7T)B@e%FhaOxyQ4k#Sz6#tAXf1f)M5m9w(eju0oqOTROTD3+o++J=YwymtoiQ! z{Yf=73-SS>1@1_V6!^7)di>}*%e2QdY9;UxIZ1KP1e>xpVA{MNJg{{XYF_{2vPVEQ z%OKh<5t6E)$>(!Q7ZM~_3l@|fQz%=|ST(3wv!_qH+)e$uQ&I&!1Az>#QR_+wM71%T ziAj>`*Qs%ND`eqr$k2gW>~mMe;q&u;-fdea$t~*g-5;GRA$raxF;io5)e!}}4V-Zk z0k-LT`n+puoap6eJ>%(vZS|f-U(Y6lY?M)^^OA1>IR|O^;P{!DL-EZrfkJiv1~7lI zaDKYQ45B|64DS{nsagh8K)um-_Bgja11RU>M%qb|OXwOYK;nr@N<`WgJJ;U3Yhs5y z4-ti|;sRPC-qZhk=$yt7$v~j<^XE*8{@I!mYK}IDJxd{zRGtaD>v>cZJxkWijn5#J zFeMp&_q-$e8@8ykS>d7bnD%>257^KdVqVLKibj2F?ghYVVG}#Wx2xSFE-p{=e+iUV zI{$gnm!5H6<%{lxon=%8K;68mA=pL{$bi!sB2VzwlMsg)MY_A0nf1d%5=F{;TErW_ z?1n>!FsDf%sla`yYQ56K106(@?D7?hZ+@rGNB&emHQU})E#8I;aUTfJLtYps6<|3D z0i$CCky!=Pbi(_?cA><)Gr`q2TX!7EVdV--_sBybb`{lABe%0yc@4!9#vAu_hK46>>Vz#f>ZC z0vg3iO`5R=kxiM$$(E1~5&@AB(ZbFZawZv%)YnS=i9fG(GyN-4zjJ1@yxqj%+a9&w z`WITeJDkFC7x07QzGSd#Y)D{%M(x)BJ!;V31g13#lQh50U^mnQiC<1W1fK?cpJp#* zTfa*h`w+k_l&h+l5TiwufrIK`xaywtA5Yk07xejh6cgl21aP4LMZeXPu!9qp4NhT1 zeT2ZQjj({g-{QVBJJ?0+zD+!{{8njPGlQeF@|8i@VK+1qKF~#=Y#1G zI&{Jo2SLRAFP0*Da|wC@cew2tP(pvP$jN2($0rbn@#4lyLTZ|7STA?C9o~&UCP5|V^1`z~ zl}DlpMjY8Ni-bry()0>j+~8RuInso4(+tvYKe_#v&keVJzpdN7BIyEj9ra7EDCbcW zkRzOg$0etzm^Yj~K+Yt)=w~vern!r3zd))Hor{*m>Wxvb-Zkunz=lUE0|tSl`Qe?# z#E4b~h*C0E-D6lu?@@HS_&mu&!Wcm2&>p8wuviyuDrMXBX( zjDdW~ejNA=8xcrF4BIwHd>>*?fc|ClUz~|ZPT0ahzvN(8=%iSUV+~wY8^=<>#5CUtW&}Iu;#dmV?yCPFI-Flu!Wz@V89#Aq&dIW5c ziwTlC*bgn5nBka%c;rdzCJ#zUEg`%W0f7!TgfIdcJvsZghmSMKKl%OIksr>?`!bTDu_q0*&(M%XVkk&DB@* zl69iCY__`h3s%G&*>H+RkL@+&z$iQ|G_*x*n!=I94hW#bn&!*b!d8yuGm@m1#HpVl z6k$xezkP$vW(C0-W-rlq`XsR#Dgs_RN+l#x^e!8eJ%S0bkB8(}s(kSGbR_X$p>cXo zH9%1ZG$TheAl6ubLlelp6XQ6N=z+9G{vHhCQ;1lg&yQU5i@y-py@2x&XP^Z_qQSvG zj&D}b;;6Dp>^#RsV4Fxj-ow@M)D!4Iya?|ruse#k2b?LZm{Oux30A3^-_e%8+BX7V!A<40Q^>0yl;aCr0 zX5x^`KIHTOBXAU&<_oP+c>jLe4#(iaxfC?UYJ@vjhih`AjnrncSX9=&n0!5E*|yfb zbfNWrT$89lrZm9KZ)-_JJ5ev^6%t}3fmllWJ0L7BFlfCZ|8DnO5?%m=zY*+r#KtWb)Jd|%I8fKxGGP?EV{q)*gCr~z1P2(% z_WH@WwxvbPLuXj$^1f|J-yWE^(W)NI2xY+GHaLd|ahBJJ&XOr7gFl6H_^?f;0#25| zIScxTE8@YGz{W6GG%szH+!?s{)#gA)MKQPzz0d=3PWGV{vKkt-AR|qvm)bV` z5mvA4yF#@c*{jVs4j;LH4va$lf;|ZX_#2TZ216m9lJ4vfPTUzs+>2+%0ikklSWJ7U zR!I1f-RfK;4R9~!abi#-T$@8p0Ez>ULeE~U?%sAO>32HO066x3_TAP(jKvgBSP4;5wH* zD%edIm88C4yX@iRCB;8p`7RFJ zGYc7@3&Y|gTgHGC0UsIMwbgq{1Mj_c;m7nQhm(MQ11~Nhq(}bb1GZNozyLB1i=t;W zvo84yWo3~gFE#y68hI!FEHu*KUkVKh3c7}Vmx}_2SoHpx$M7oLK`=VzJ}G&*Ul~9i z3)iWTiA_EhpQDbVV3MjqI=OP6W*61|b>_&*K$VQ%tI=F3jWSu8BW6xyEEld<^C>q0 z9;A@-+@1Luok7+Mu<%F?23AAH+x`QG=l@gNbwx#)q)`l`sHhE!NDvMx$N~e(G+~i2 zwj)UfQAv^|sU(qPE71`NI-oW}V?dBbkSvmE0f`PUBPueeBqa_Yjj&3P(0i+Q&pzza zzHC3}Ig0IHe^q^Tzwf*E7MwsAa3m`(op9mF9N-;f;md~5R<2!$+arrAc{*{{;aNSB zH7;NDd1j*PAU`63V!QqDz22VexCfj+(GZ2k?&I`j0qIX2mL5VLPz}CNHd{^Sw8gP5}G_Tes=PwnebJc zlHkX@s6X&uukDRY`ul;Ft>&s#gBCybEc=XYdt|;^V)p@HDMFMb7lhyqCgYUn`32xV z5=Ea6T1pWI*-!%_dsldOYF=u6zwT4Ck{O9}QAs#2n)=?fBGSpVA6s52H)Q_Yw6*oc z3tX&bY;WHSZ#NAHjEM6Hv>EVQ#qeMqgY+_?TXP)~j7<^`5S0-RiJ2XN8!d}sczeHw zol)#7$9BL0(7?_6Jzhcja#px?o-FbLWRXkgpT^(48^m3jZM&;JiG4gyLJ*S2tCqQS zyN=xkvT5!thVLsR{Il?;x`WgOP>Uk3UIi1h>PGF2SuU6U>-{7j9dcJbIy}L?WACew z>Kzu29lB=aCI$=X2>izefU95*LUh|W*Fpitz^yaDdKc7}5Tr$iMaP8gG`uzUJQ-o` z6d>ZdPo*Zf?C8I?+=SVk-Je#6oqsw|OMTG#1b@ z$X#*i=yFhs?K)9{>jFGpr#Ay(&k)i$L^ePQ*z$Swd3mj!35umv0a);1V9{b%=|E3U zlsQmUprsZ(nO-#Yy@i`WLa?d{Jt}BH$yDb>?}W&(ycTo(epTL#c2+gB`)b)E@35qR z4ZCj|>KSIB$NTluJHLi#!Oegz*x!=0Bs_~LZ{;=mwwjK zN$CfKUQKwk!gCo;U85vh3h2Yl3yl)_u&K#pY@n$NKeiGnTz}ZD``n$O6;UXWsBEzOD46A2Xr7ClZ))5F%80*(&PPsa>&iqx zo)u21gBz-Fir#|;G+Bv{UL>V|i$bJPjo6;2^+rmGC_&=gnQ|0{V2!FU-?$Kz()udl zk$YeKSWt6MyTKc;7){%MqcoyBQ4tAkZEn7RO#dMN+8zF;Pah)mU?18lZX<2a!}-D6 zXurWo62y3UzuKGA02o5ty-N_se@ua?`RL{E5vBLzgq;gs4$8q2w+|j`!Ku?wAS5!$ zC213P%N9dy02U#>V!jCmL-b?9D=1S23mj=aDd`^8(F=os4?sjfn%MWsw3_jb7_%Sq zWLppv3A-Mk7X^Ug!D|+H)%dyv&{!fUFxbR*b}@zq9JnnG0%_}cr;IypHx#4Mf!e_B ze+>zKi*ZXA&H#eFB8awMTBps4pLh=vHVWj7VBZl#2fFjW*3eMjcl{0rNQs#-fy{3X z_m~`<&l$9ssF1LW$;MX6V0N$9OY)S(M*pAeFN|3TtDAYCj%WE@Y=CoF9g}d61pbHL*$$Sw-#Act{q#AcQ3%L z`xSYNBl#gxBm|`azj@<$TtqAV`E^pC06GH6!ASN6{7u@4A?fQ@!tBAREde_k9C~oQ zxyfLtApXNVE#u#FgxJxI(a$M25$1tRXC=blS8m=2TBeW31Jc8WcYo>qIsy2zFAs!)h|DrJwNQ- zxa(+HK(+TJYq<#!s*Gp0KiZ`O1_@f_;35fgYLS5L&}9^%Vocxb<=4s&J}`feTe8_pw!~*CEHp*7c*2m7%$>KKF0V7CvTh<8ENUgYRO8 z0@WW}I_bMM$)s+2TH%9l?cybRP1wE3ITcRHm!JchWg`OxZ8{_Wn7=oh;8*ai|6W^w z-@;j~%+7I0(6&iQ>3VxiVJ{=^KH^?-5rB-9oS&aBC@6>mVSRnQTTw+$PODQP{lbMS zQBk_6sG@2Z#?GZcnXzTns#Qo#B&!SqRE&0<-)6|bk_DyqVo*@f#fyLlVQqnqa2Bg=Xo*vkxtlzwOc6$0rl_zJ$y&LA@ z{{H@!mYtv~Yf`CSkgb3!iqEf0`V%{1}QPIi; zFFryW_P)=wol301X$q45$lt&$X?O@z}np#;|2|0*5Za2&6FbOz>FIZPd zOy==1)$*p00xBQhRec`OnU8NP&(|1#A}7g{B9I^AQ901Oqw}h+=xj~#^b;Tz_w%ec z@zagFKHyh;{`W6Bum@sBq4|S8L@vy*{bw1GO^u;m~QyY(4w=mvl|*3P-mml>8n?-#`1z@vMJEQ z+dE&Y)l;o2PkQfOQ${+8JhnBBP5{r4ufl^Ph0SI&nM^%aOmy_y%7C0&$MS2s;Ms(S zttiVZO$=^8pZ_9p6SEEXt8LJ|^M7|MwgS?!~6A>3{FWdAvwh&ZwDQ)sML zB*OxtHqA1F4=qX}#P-e0D>gP(JLFq&K|#R;IabOtGW2pfP-puC6|2*y|H1QfCWFde}O?CX@j}EbUP6vioWTgn#4+Q*x!9(yJ!ebxezlk|xGSz2H z5n9~bG8&!ExrAV{M(WAkysl{T3DLA5Swprl;Qi-I_Ywf>z*AL73@vh0ckgz=&U9|y z2s6@dv?t^uP_b4o|<1Z8^;MzcLTS{W0Ti3h3KIKysIIkf723p3�b)G?aT16TNevO zg3>Lhj1cDt=>`Op$uaY{>-qU_h!dvT=g*HX=b-t$C{E^mtEa#7D@5IQJ17zop5no8 zIy?Jdb;n-_!Q!YIq`*V9c6N59t&vx*ywgs;e*HS7ZfZoIBq`Wd(ha~s=shzN5(1EP zLC3SdToH?U3)!r4Rt^p+-ASmGPBguh9OH1R|8d-w9r#D-@zAY}i7@n{)Nzh~fBtYm zr@p@a25GEN9I>RD8Xg`_%>Ds#Zk@HpgFdq&FJaHA66@z*5$2D32g5z%&zkrfH+;tg>jLVhzUfZ=#3I9!u1Aeperj=Q;Lw#G2D(IV@`(aOhU<4Pefwh0cG!&zeYzz zI|p#7w7Rv8&7Q2sg?i`5Z=_r+RHah=*%i2?8%=lb)2Fv@-~K2oix3C2w6s9)yPcfu zwRgMhLtD&_>rOJvw`hY5>VuBb=Q845067F4Ly?&7L`!^Rb_y1G1qiZe5x zbJU~;=oc?GH8g-Po4{nYYNLX3=h;p?-sE3P34DC3J{$gY!0c8W8j7io?j@Sof&33T z$0xie;C$rNm31tu*gB6=cbYo(^;@&jG1jZ!V&A{F?qaRoBvGEzfqQYzRG_jNreU=m zv+x7)A(yk!(~G2})zs)hPTU%(un6&$GxuxF+&N6xz`IT3!x~Z>9zs zVU41ciSoISkPzBYDu9T90+1FWV55$0#s6`1^!EMx9LJM*>KDB0ust~(4isR~v9Vt6 z?ii_aSuas>q3WBQm?#^Ogmk_<1_2l`j>xP~hX8pVA5Rg0jypGY!VlLE(FCpnK$~$J zW#JJ^B!^n4paq`l=&W#ASxt;^=Fx7M@B{>Sd$CiOG^RHJ*=;3xoF*xB`Ki|2E+pH8q|q3?pDFUdFqu>uebh$|{00{PD{(txS2 zUz2at;rZ@GQaR^b@w*}REkbyQdk8Atq;s03M4mtX3c39FMJ@&uH@#=fp7i(^e>k@m zH;zvk%f=f$^gSn<@?Jc)3GOgO?>qTZUI68Xb_;KPF`{nD`jhi-+ZUpNU&S}&qen$qBy@8;bbZ0yP`J~c=uaR34|9{8> eU;V#9m`PpNxV5&@)p2-0Fk%mx{FF~~{NfP+g0-4WdU6yrgU`M>Ew?b z)^v#&XfgNDs(&E*)p4Wn?js4*O}o}u96q$d;@+#+20uNXBhOa{tLxWkKYQ4k;+dtB z8BDJ<*|*5dGCR$D<{y)&xu+h=93>8d{48GCUz4@ZTobVQD;eGql~m~wQ_$Lc1_ z^sGs7{oCFRdJ>xh%9rD54h3_IjN>aEorS{lW%zO=%7=Xan&h%o_(FC4g&tqFkN(Pv zFNeOZ7Q+{xH;lIULU)JfEBW%f%HQ#eB9`Bm?K_#5mp9^4_(1N(GV{hXLv?j^Nw%7I z@2tLO9#Z1w;mNW3vfo!#S2x#lZt@BneVwM8n_H^(V;M?;(_qt6GZk5eRTjLQoSXsz z0=~Dy!gMq>>)yX?_c?R+?EZ18&vKKM|I{b`%SW|rc)vWUGE_icJI!FG{VKcHH2&c^ z{-L$V9gpQ!BQ?c(Uc$2Bk!xRaqMe zU{KIr$G*B`jYRDNVZ6?JmwkOwVprC0ovbom9KFt$_M4dPAN>uFQ$LhGI{8#VL1A`k zSlXg4>D#w&R2h6I>-^q?y1KfEhzKS=ZOy;EgiqX+HEY*~3FvQ@`ECDs-Or4dS)IJ6=gJ}nW!8oLy7iYbd{Hv7vUwR@1{ar>zQX)oCZE^ka_dwO_B@mNK<1+ zN5}m9{AK|?*7IFY_S>}1*D4BW74{X5RVykfJ?@oK6*9@x?TB$5>s~LhF)1%To)%`n z!^7hqZ~jZT$ecGVJuon^HiPq`-kne1aezWYyOUQY87hf?{Z!y=vvW-Pm}$r{h7~JT z_`U6j;SI~W(D|A+n@&q{sb9ft@E-fr7ZByf>|f?#x{te}qJqslJg}}#vqU^**PX-5 z>+%x{k8p3e&dkK5C8?#WdspnZqGIZ?rCn4ruiPuPQBiTDrAp=JJbN<=hq!p2L;1~1 zDF)iO1&Jr_sb?1E=H}Kmob%PovS9Kr>lktAD7bQ55nFSjc_%OL-wr=FH}}Yt&Edm` zd(&CB=huGx$XKHDrO4g+!i5X63|E({_X<13Y_Ou^hfsI+v6!&o7;^fI%Nn8~YawUrD~cS{ zg&QDh)ud@)5P=J8S{aOcXeY&{*_G1O-MzoNCiF>DmStFQ@TP!rdwct>Zv3hm*mkQg z+3Pv*Jl1W+MGvkn7YT`qiuy$Hz&=jCd$<~B^?2c3At9j}HdeJe_wIduFH1*%oSfzO z`1of3d4WLpD&TSGM&Ty6<_|oF#PX=8t!7e z*W`(_vJ4Lr5~65YvJA`U`uw*1jPv(iEL&eOyb__y;__d<^_O3LdSr!<-syTKWVo_* z|D4?LUrs9jNB&~r+4WK+V;(59w_JTPZK);4Lw-v4Uy{0BbgI~F%OI@+!O_~vwr z(tmmPy_YVX`_XTW1C#Q{za(M)1K1!O&?Ed&JXiY$nj$g;R!ezb{hUcjc%M$2=CJ>Q zMT)VfMp63r>t!Z>myn%s=`$`ZJ7@AMtK&nY%!l3=4^tkH8!6>`;KRTDg3x4Yve$&t zL~*#!jT<+vu>EpKgY#<=pM=xE?MjV?Y^yK4eAb3-ok>=6xkBLw5#Mgeh0lH{bR9#| zqn1`jO8EQxZ*>!6z1{GblP0%p{yx>VE~LnPYK_=VON62S)w{*=Nl8gvP}L-V>Xx2! zfbn05sQ!UN@lV2V|NV~t3S|5*SyiK_SJ<8}K0f)hJ2^3`vZCTMK*HIx-9F2fAG^i+ zIYldV!DzZ($N1(}(X{Jpcp@EYl|)-KXFG3f*~{iVKcZl1tOy=UjtdXrlUoUc-E z9q3ECo)|7-85$n0m$sXm`=Q=Tg3$Y9H8%)^m>A_|QT7xWbZ&8~#8^TUuSi$tf2?R# z`QHI%(?8FQ^<1US0=gD^&NZXrC*7z^d19!=y}k6ZxVU)z zxyhTNtprydJ9g}M?&Nb_l_8?7E~l-nt^GF(+D~vnhSbJY9}O=M5!Q%3R-{-YQCtsZ9xP#sfMU3w`(dJTr}z zCQ@xurkD&fb@?y6$Ewwyrn5NOxxhSqYny}&Wy_W=Oe);18}xyUqN7XFr{Xm&u-vri za_Q284T*U2Q*ZC?;fb)7DZjPtzNk$x9wE%gt@mM=kzT$-@4{3Yt&^RWTf3h&65wrM z|4xLds;4Hp4WD{B`&K0*4Ntbd+2S?UDf7}r6#2P{rFhzYC&ADBXSCn3eMI^hU0v+! zt+oRIb-t>-T-RzVHUXHgVzT8*uyFux)6cPHs)=%JIBDuFIr@f^=fvIj_|yXf1K3># z_Jf7?J=LpPnX$C0HrU%cchycJCXZ;II(4dJyMVyp^R4`Xf{S0;7B|aGPv(?(e$_Fw zeX*kE;M@QTs6`wr9Tr2tqTYa4t`a&Z0*{$!0ap}bzE2MzW6$MWF@Pgxx3$G-mZb>yuH4+BO*Lhy&L#( z(7$9`y$ctS=nB@LpHBfeJbg?2Y;WyDV~>%e51EQ5v(j5U#@;bi0eLcZ`uciGGTfof zJxPlmQ_xO6s-&?H_ncFSvGY!X*O@bCxPG~X`=&E{Uy_Am8E|2zr_#V*@qg;{{j0AQ z&Td6KC8SdU5O z`-iyli#efTVL2W%qqevEHDo9wE*>rUjvT%KtgLmH*K>D@(g1RklD7pdqCO|3?ltqm zy<)YswaStsuc)Q|LdCk-9*7u2~_FUh6VWJT!_Dhzfjv(JIrhsxj0q=== z9mE$_nNN+E@l=N{Sr#snqnxTsQp57wlq^gRe13{wk)`}4MqnqWhFYq)>FvAUZjtty zx5{bJHrE*IsbS!VaB4E2)2koF60{;>D2DQXF7|YfJ%eKtAT{|3AxxHXY32Hq@iIR0 zPN(0ygeCb>^PL7~FR{;mU7Q<^7Ps%-TO;`q2NocMiJ95#>{;dTeaQx0+a#RMw-)Br zZu4nKGn}j7iT34fOnlWjg5dN>H}iK=Q-%fyKSS;ED!KEP#L#SidU{p?;eIUi5%Xjy z{~O$YFzKcY<44h3c*Iw)ABG&5|M4=taI_NT3Jp=GCEH3LpBbkn08v##S-k68kjkyH z@aL(#So4?)ivcXx1MFUr+eDKMsa;8Euhn4OapLaoQ!@2oITrO6(?8l@US&wHrjl)1 zS)VlZ6;DPdM*UCWf&cRzaX20_TS{hXuCU1{4c;C1W^toT^qJM10o`I@(Kll(0@~$u z)&H&vFbh(nOX6`l^DAAF#MytCH2RmM#(xdJ_1};BufRq>SwqzB@(LC{^GO+t1&^!- zzvS3_=crpfr6tAId#uV+>rzkN9?O)R?mKCE3*N&^ISp6WZ7ARTTna7umn@m*YC3Dy ztWlu-lB%NghqAJlmlvrt20Dww8>hr9^bNg@$qR8Bu8-<@{T5%?dM%DCDJdx{)00Xc zH@eP#n60K+1g*_kMO*G>$wHI5P`8lAmX@&No`|qyFJ4&X#ko@u@Gy zn(vY?cuj;cKcCYzQBp^b9-U||kjr=bm6gh*wB3~;qQ#c~XOEBSw)Emz3;xaiWhPJ0 zzT?$Dc>48?BQtG_lR4oz+H!q)5`7m5DZJecDDFeABoS&kd=WV#T{`^0Kv{r>ooKk zOsgE6`PQIsvu)owRc&o;1%*nEtE_gVt9j;sT$T2i=?VkRm~<@Jw|(g&1oImg&$l?Y zt>?J0O=7?A?K^k&cufDGmV*1jJL^qkVU6?q(J3ih_o1H1_r!>wX6iMo=X?upnsNutDn*F!PSB zu00^5&o?|ei5DVZ2{01>XD=A;&H(A+=59_Ab`MFmXi3*mkl0eLqu+8`-TJG9O87x- z0=Kyj7fqE*FOEEVTAi{l=D~}l%MknR#VYo799%p+I9gqPfvIWvyuP=iqiNsc0<=8` zzf}a$=1OSpKfb>3p8Xh&qgo;bwA@)95Kv~~J~gyW)VeuA>Hfz0mFs>ZC3*N^$(e6K zM@`>GNzKt+ogIs&&Cm2ivmbEy9;9+G59}pCbgS*l^}BZMa-SU7BIP!I-=^4g`%M5l z1A+~urVJ?U{l>Ie+I$U--!Ok1_&#@G^2=Uf;p_hX1ffU_<;Fepdbi5^<$BR(xBka? z2&>Oex+WTp@mw`R#>E~Z9c2s$r@sPKF^-v@^F1#Nort<+W@d(L1Eu{fKnGabjh9j3 z^lgx1%{=w;%2hVE?>H8ZJ4S(QRU*Vjrb=j@{F@bnBkZfi4GWx#xY+_2QXBOqd%AwTxXK9s_f-~l zmG2$1GLD;C+_CjrgtRoV5W@OxUeV6U4{bS=Z>RC5J;`YrBw`U zqSgkeXz&V_tsAnc2@ddi;{qLIbaYgP;#YK((IoTJ-94veD8NU@9~pfP!zEk5P6>qV zYQ|a%=x1YtoxUd>y?5{4$3zvO#uf+zQeN}Z)KZkFM(%@I3;XS+T2M>kNRq2;J$VEi zv)9=DHeV{19UrDuZ;QQ&@Nxdl?(-w%RS8=kHs#pZY?SNdT8c|IUMa^Sdx&EPszQxj zyF&a}A6$QYOqPNGmz=x$C>~u!tlgI?^VmjUkKMO7po^||`T21A{=gFIw2)u{F@=%n z9iOlxYMG^`VTKK)k}>Z)1Xi1w1OZArF8Uk-m)h9MWEBFYe9lczcLp$OupJ9viwq6b zp47xOBuh*!eS2>&VD?nK44@jXfK6MmC*>66ohXIRb6P3o)~v-IBuL3)sm;uPilD$Fl$E!V>Lv7VSbJo^F2m*LJlU)i&{hV)YVrFiv6jO8@_>@^YdiGs-mSv-$@9q2d^&QtfWTFRM z?peR9#s5snez?HciwJFi5vS6_KGwnkIfh()R0fUWWteCI2>m^-<+FyMM;hJc4+!aJ8okCk(U*`hTkR8 zHjk&ZYf!USg$XfmkWx}BRr_IA{nmLuo~XNGE~rdwif6hlo*i1gk-*h`PAD~%1|IFf z=Ne59bky`swh-6j?w|&d1!FCoXwq-f*ii6{tLP<)l^opNV@z8el}j%J}`L}?}Fn*j=7#oEnv86Ux0^3bC$ z(J$Iuj0Lw$%S&i>+UmW~Z_MuU^&*uVIAw{!XSh)aP`*@1dF3~@JVmYYBoV(QVO|?g zm4Sp9;58nnx5dMxTTzmYUEJ=>!{K-M(*pYQaF+Z6_2;7a?P5T-xMQsOVBa!%e)D9% zp_T$OQ`5^-gxvkOTR65tkluKBdhod3aFy!g|PktYf} z1W^m6@En4;!*=@q)2S`SdI7MSXY>F>qEt`<+NXuR6>); zu3GTvq!}QKQ`%8R4S{W{4_QUe`UyWo@-B8K0_+wtuKJ)?P*9Nfh`;gtcRA@<1cmh6 zj_b9f{(|}6abU!5Z{DF2C5Z@Q7VYT->c_O|FRmTfkxjiE$!1+Db zk86EJ|D)?A>!ar8=9M$&_j-**Pqdj2Htp%9Y4Q*JsLq>^4s4n*ZR_FPyf|?0?JT?e zV7S|&j$>1?T>gjA<2te$o>7K3s-~#8mg8Gj7ZVdx{Sp}8<*Bsm z{Ts+s*v@~EW#R9@m| zmyT6$gm(5%a8xWkUQ97aM~Th;0(#Gqx|y}p<9j!d8>*@UF6$}5pg6T3o?l#!V|hAL zH~OHbMUFp-W4OJW{oh4N6*%ed&?7Po{+xS)pT7fO)Z^H=hzs5G_Fj+}u{+2i;y8QO zr{NIis6-z;dGh3h{i&=1f9jG&#POkHe*@u)aUrI0J?%d~F$H_9Gnh>ym+Mnz9Abj2 zt1F59U?mu&=YKQ}#@?Fm(tz1^ou0k?6ZJYK9|2F>`O;Y&?* zH9ZI65Mc=s*tKg01_t$hLn_k}W%0W?_>}aLMK=l|BoTI2(<&u+4&in)b0mp`G z`(@imd;M}r|0*jAYLXWCL;gLp&Ci~^oGPwm8fP=zd!*9IBd?% z7fPnfgaBp~_)Z|iEEyUsQNo!D8DyFq#Z3V!F?T-2Uf=~89Hf!QR6*My0KbKW1=wp) zwQj&J!&rd6wNt4bS`VWu=7vk80W+X9kB^T>Nx3f$IhXM5+9jU!dh6MX9Xx`qa*qXn|rcnagsmeM#8pq$$PO^1u;h5%PI__sm8}Xw&438pVFv2Dx-OkJMWZgf-lEl9jne@{+zg9LG3p-<--DjB@d*in zMupQ5<2`5#Q94EH(5`|T#WQI1P9W$SvCbPfSKO66O5vMi za%Z~lkByBfrWXPGHazL*s=bueSnhD9X#Dv~Y;! zy5oRCq~QE+HEon%WV83#v`P~Ga1sHZgPYqF-We2IKp0R!)^c!hb1Owj&b*gpcvn@W zU+8k7qm)}Ql&hgsa`t;1$~2WtqzC9%WWZ z7h6d-p`tj-Qk}Qk8A$xD(PIDE0EuEH+~yI8rCf+1cSW|Me1s3pAZz?Kw z=}$jj&ftK8|8Y)h6O!FgX2X4`Ocq+zOu}v+zO-^M=j`Bt?z^WeLs;FuKX~xANbVZp zNPMoj!t>%Z)chGxhy={@Gl&SX6j0MNT%A5lkkE_jC-bP!TV)%9o<@fka>_SxS?d{DJ zzOru1Mwy+vcF7Nzsp)Uj*Cdq*lM1#i`I$`eDkN>3VMVSLjRy8gdDC&~U=of~9t z=VC?~0=6Lmwmj+TZ%kJyq@M(Qkq-vrW`vs#{KEoXA2*#44mf@&NrgzATyMCJ{h%Z= zo&4?Ey=bbc*)H)jJA{nLYC5)=E);T$}9@o*vvtPg6xJuWe z?CXn5DuBY&QiN9!|4m2QVUB|^deXpP{-%w`=}#G_{7OmvUv`}dx2xo@)$jfNR(cdf zhSh}OVlo`>tG7hr0lD($TEU%j%AvUbO3??4#ytf!4=>$&!x^v@!n7_hIqNydIzIcR zQ!=adxe_wQXDE%xhpFdmU;If}6}6=-HkV@G6{2&6N@Q4&jCGZUzSPChu#)lbA5J4C zfR_*(%I(Chw69Z>6F{y1hBLqer7zj)e|4`Rw-TZuOg9e7pm!K_9vAjB+3PNlm`$2ngeD&U+Dwgb-| z!_{pH2`3&k(Ok-2SgepHk%ktaF{ixvL<<8;hMIl=%7@tEbY~+%DHa#GVkzeojwzdP z86zm*K6H*u8#=et6Q!xK6T@}g+J|ZNQWmP4-kjvs!!E8Ma9_kMtx`e<{>G|I(OT*;UcN1 z54~xN#7{?P>}QsZLkah-6_k|TRaBe=c!@7StfI3}>|8JQS5N0o&lY7Fq{&t5exptn zY4dJuA=o-AX+%)%WQmt2)F=MU{V@CGX&_P><=UQtPQPq_7MR$rHidgcMRTB)BLr_f z;BXE(4Q%7jPtxkcnYnNtHwSLTsz~BWrL<#rg%GU@t#U1*y=Kijh#7S&$fR7`b~qGv zD1~b}^?cA9z<$vsncWoqiW4J80fvj~NPeZL4;>J>9tEM=QBE)fzu}0l=7}HzFv@V7 z=G+n7YNAGm3L3friV)p8&DD7r=kKA!-RfxR65!RjqIY^asx-rf?1b4;mj6sjSnf59 zIB1@f#`!pTF>y`Z^}p)T5X`wb`6FGyE2}y_ztC{fEM#E>w=e=a8wByEPoF~VmInU{ zK-p-rv@4gA7JN>lJcQMefzG;qoi~b?pZ^4F{KJP@ab0T# zbH9QOYk~2UB!XI>xTY3R(A$u|n5w}3g8oX~BN^V;lN~UpkT!gw4xhxcJ~m-?gKIoZ zN~FD}oO59~c~LqVuMV(J(t}@l=TGTjqmb^eEG3uLis41PfvF*JumbJkwD3CbXA2+! zog6*$ia%GZB?*&I;J`l8pLYMAxtlA~Ea|b1h-g-@+)pyUUGta?y36m<@1CTU2n9IAb=^r@Sz~`1+Re%U z2N5D>FQ&WT5QZ#TJiZ0#VSlC2rjMC!5o!Q}wN*doP^&T#)o}2q($sfTJzVghV(Q3NB+I07g}0 z<-2!9_;ifr%wTzmyTfIqqauhW2XLuBX2|cd?biIZH0l71V zg&*p5<70hh8B{B>QVvASsmr>gANypX9&ZT?IpF>$T=OS;j!;e^(Suem8O;8opm-2` zAds*pGCk6TO7QuX{0SiG`v*NyguRbBi~x}8M9%!g4gkG}hqY#3%b(MvAKJ124qTRk z?0lw70}R_)$|?A35X5+$`%oVcFUBPJemu}WBE%2W1-eKUn;=W`Y5P*)IlxJTY!oEs zh!r&iHW%q7G31;iz2H}T9B0Y{#Hg-Hl9&)lsiiT8FYy|MP>!I)OW9M54RHib2W6`o zhN(hV`>XWZR?@S&;7psH8Sri!0=GI38Hv<4(%^NF?U^=j1~i-`&=pP&!tg5Sq}RnG z^!Xe>;%uhcw9e2rY8+>=rOPm0#cUg&m^h5H1dQBO875>LCH5W3p)3`(nk)ryznE;M7ux1H47NnY1KFcKr0A zZQ{97VkDlSq)h|I5Ag>Y)4ZD8wk#|v7+Vy6snbS*)KVhJ2wjuvjSsRgeT848>tbzQ zcMF^el3h7lKTqbWgYoD-C8Bwt95Ev>;FnW1sM(4GMDvs0rjW3xh9&Xa++)o821@ zQn;bOKZx?>&p-dv>oqAEg3v(

?fb3l8PQb>9Ve@hBNWsN}7|>TE2B2MtFWz|0d> zI!ff5=u~k5_`o53?9_=91E#ua*lVgFHa36=m7) zopS=kou;2Ngu6)u1j8w<%m0r3aXR&r+NX0gfgcvJh#gQpHN80BvN4T#WDo_A=uz&0 zxV?|GsKiq8El`nA3qYU&TSbQkbK0OEPGPl+u|#-AbiYgi{(r`qFTK3hvfqfM#CV}k z2dRB}wz0&>hI#+~CHsgf55$*A6!JvDcoq)^AZUjYAkJciir45XMiqqJhmghU&&{;D z4@d4bQ&v~6MfgP-sWw?hBve$X=royu3r`QAMrrus_uYh9^*QhX4Gm9vk0md$>Z%3? z21RtgOH0$z3WnBj7$6~b)!ux9I*Sw(c9-FTLYyI_FJc64FCn#{XL_Kkpetn?>cLFi z^Z4JxCA7sicQ|2|1o(lhI8)HJkcNExOwY;5iGMS8%Wx@bW_lCfV{9q#Ea8(ueF+-o z0|szsZ+HFv;A+Rnbg>)g>Mk@ke0m^z71a=j>=kk^{nns#D(Oo}J>WbP5f#-6!4`^P zlEK=LAtsi9axi#fEyG@-nR4>~Ga+?-EyIt=ty`BY;Ym6VX@xatvU%M_id3{9$WTz} zOD3(w`2feh0A13T3Ze8pUY$@kKrtSuanII7d15ugQcKQM1a7s?eUO_wjf={^bEhuS z5n+h~4$htfgz{S>hhq*57Y(eAJ|{y)^^J2bIbLRGZ#SeE3peY#5sUhz97oe4GZ?Gkq#IzJAQ-WL|HgPs}k>t2uia3Y#JtDROkYE zk2HA!_Z>v6?Wzi!Lg|Mb?8opRB6|KCPa`TP9b?ZB2oqsp&K2BYPk=fQ0BRkD#CxDlFF>V7l?+%T`CM5j?^_@g&9I_(P;8`rJYUY?3s?|u zvH)_D)-76Mj;KW;3>|~_v@DDdXd*)(hrGu)7xEu@u#w_?qbv)pSbsz>#I`npZL&K-&k-$&VvEYciD*dlt2c)bFeP-Qq0IfS0 z=0RHn5l7&(q5|i4ZU_B|3VgmRtI>#0$7_jh5=RCL0Q*h_b zYvr9d2^_wVwh~RcNLU;Qz_ByTcQ^^yk9$B9a(8Ai)^Z#U@Q(a7kZyI*i9daQUn6{y zx=f&YxkcpjlbgPzWVt=ovza)cz3FgjmUh2mF8xCtwL2+d2K+~lUO%MvB4yo%Wh;VR z*Ic~)Yv7o-t=Bs~+OH-Qo|m_Vr{c~;7Bw2pMGW6NXf~V$;$N`|;;Red2uaQGAQTkP z4_T%cZI%%O_9Pct$LrZcZqq5tz@>^mJOc+7P}ma%3-OIYuhh(XDOy@$HuMQn?Y&7| z{st`ft2Qhs7MstrA8~NAjBc^V47v2ed^==rBUNRem^-{`n`QzD#|6#fLnn}?U_gWu zV5j#-&@Gjsq0$+#xa!29Y3g3ac~9Egi_(spmh?@v>dRb9`l+SEm||#T)Cx>SJW0qI z2#d`!qp0-Gqnphkpke zeNe}h%%qRlgjXv@vW#9BFe3y%4toQRDw;pwnH(a5rSlMfN##(s?&UkkC)~d8V~_e* zu5%2Vw41Vw5+_YONk)h=1PVz{f4wA2Fa8ZIa|@PXG9d>?`zjS6TKiyU(xHz2S?~ue zZ8t%a4ZlmOM3LK!e@B8GIg0?yAR6E`TVEjV#M!%XgL=i51Jb|#{M>54x7{{Q7L_HFf@u@u$3N4+VmX{vQ&a13ORcv8Q-)LrI;#FoZ=KT52S0lF@C)R|g`t9B zr`}pqAOTqR(p_eN%Lb4TLF3G{Mq%S-5yj!IC5|Mr4c%|=X@G0WHAfMxk#K_a(^fvJ z1sXf*N{pXw-2N)E+nsuHdt#&QC20?Ac;AB2`Z9(_9Z-g20XBJAkxTkJ+&<&_hsshA81dd(YHv_f^Qc`v? zPXqmWyxw9KJYN7PjuR6S{pCraF8_Y;!1~sCT>-c}xF|RVDo~P0&A2Dzn8{)_N&>9i zrH74f1DWL@`iS>z-L?bIP<$YC{(&+w)1(Y#08AbSGfZ$P2;mNdCxO>Rq7dEeztF*4 zk_%CmSkh5jSYUz4-XnYYrj-2pditn zQ3jFz6p$&jiF9woT6#9gX$aZ!Z{Mrcyy_d6FpRYZRhDJfc2>$o<(T_gS~34GOS)okaVaOOua{=PxryV2ml?kJ)+V~JfLPA2r?d}q2fv7<08Z*xl^C=gsWVBT+7e5Mb|9v@> zB#5hk$U336H*?$2Sw;Y|?OV{Ykg!~gifdHS)gM+aAL;q(C zsUpNbP!L#LIO}5(DG+dtGyZsi{`p#nd*En>J!!~5Ft{I|Ux2dWIxNAJ$A)r>)WA#R z`?E;!9K_E7poR+H&fXq?7Twn5_i;%K9X=c-G!#KjMV8LnE>Q8qeG&X3CQz4+L;3b)t}_CJcTC`ACsh6 zGz0;>B2LJ9>|1zMbjWS{|z?#sUuwptNtJf^$DK%pxAp}QA`0%o1i!MO- z@dk5A>RCi3L3mYGu4f?@SY-01mQlRE1YU)7?F|3S-4RGM=82K};WH(RwH&@WaLZ@U zlKOsrW=sg7jwi|`c036h{?1o_+2^2VBhuL0#aX^}O1_ zOQLckK4H)rx5`Y=rvdH}E>#1N<)jW7t*XIX2asZf9YeGQaAOuUn7-dO-wo?7-^my} zTbQBKNw|TR42J~+ZEjOThDvjMOGju2$U&raLeV5fI_Xi`VKH_@;WL%+lD5!BThGCD ztL5CsgmH8wK(qxw;VAr3#2e#60QwNAS_tfDkn#a@fDFIM`_}op zd~Ls2<#hG*ggtUc#ldfon}Ny@OBI2p9fEtH(oYP2nd(n3AqGB1IYBU8CCC@Z4_-** z5Jm3lju3w{So;#Mh1YPNiAw0NAO{BY7GaN(7;2E*09x>}{QUg$#OmSIj#pg7Qj2|$ zxdiSg8+sD3r!}fd2yaMWVEWBxDwNWICJ3AZ9<8db27TuW+lnj&cCcw+w~cGpu}Qih zW%|iFlCma~Hc1j?_@vHKoS1OKVS+mbCPLgkl5(k~P$+0b8B>ZT@&V3jEp(Q(LWR3O z1Rg&Ci<3c5xXBDJM}*O~H5;uuUQxD1=bC zILEC6!%?#&rJ_KFinN+>2bcO4YAFym7F~$wSZ_;7Sc9cF2ySo)QV{eHe7GAP4*N$A zkw-9!#q^dLbY2+S2u|6!>YOjtI=B4_BCIf5Kv*-A$kJSwLlYKgEJSEPm5tQ=l3I!t zCFdA;2+QNgDMB2m5YM>vst@!(LJ;lw_N{Pnw!grj3&`PUuQzc|AQe!FcQzCQKWba? zGO`R(`+PINwjWXKP@IG69(GRX0!+!IsgHXtmw{uw76M8OeiEAB9L@sxc(4n>uYMQl z21%t)X$R`EK@jYn!~qWZ>`yI4rKM+J-~mc-0wM3M60@O$8s)*fLk7{k?}ZYl2W%$s zThS1Lym@Hi0IFqpJ@4b>_4M?BBbqP$=$ zyi8q$(|XwMF+y^vxjbuAM!{rY9xo~OmrRzGQ}^zw{VpL<;LwTHf7<3Xw*VaZwxR-6 zzI_^MWQ8Feli8YD_=8wvriW>Z!@`3FtS8L%r9Z7DcE56(@70v89(TwFzJLX*;t zm@e?N@^97DgStrVF_yZ9EBF-C4_wKC>K5j_efRYSB=FM!*`|R`wKyI zT~n!Wh=a-HYk2~`^(S%q>YfO9I8^ZqI({(^zHJJutrXpnwqh?DEZ|okev*Tq5*BE4 zPpp@eTk@sFvFtl{TkL5kO!vup41Qx8xE2w2?x@Y?URf%fAV@Ke1?*7#eFI1&rJ4KM z=|BhzthDk@4V1sy?55?!dJz@tzDa*-5h(*d;O9e?olLe8P59h{24F?!RF(TF#<)H)nPFgku9EV-4m&8o&tLdG)*r9oR0b0Zt{l1iNcto=;g)k-?hbK4{`IAjK1UR>A=c3n&ek(N zonTV^%1nq^6JY3m^C_DU0}HWStK5k=J4s2_-@z!U3& zqL9~~`_{h|Y{@Y-I3Z#SXV9o!AbH@c&vN?X2H*ExU{O?Og=dh|CX{wWH02YmTVw$9 zK7(a7*3@)B3XcSh;`jQCb%7P~D-NVP8WUtFz!R3o)2b;EJ z3+8F$hYAm)s)9jP!ZSb`Lo|YL_(BUoBShx7Bny}W;KR454-K+TadrPL;JqQV?N9fJoxw0*QrM z?L0~tlQLjAvV~|4N79q8SFZSce@~8OBS~c_*I00ciSrsANY;2MX;{Tl zmLTl`JrHh!z#t$7Qo$kJBQi+ssXxv{EHS>e;OyD3=Y*StCO3!u7+Odh{K@KAd?@jz z5f2SO?FfkQz|c^&G7!TFmIC%ZK65Z( zi{QuMbEv_k#NO9;d`gkM)U?z*ciRIoudoACyg(Y@Qo!a&qy~Vd8|9s_2f4u1Y3c4z z!9!r7k6RL!nn*vyat|^KwY}+?Gvob@Hh3^F$%cT%Rsn)De|ZXwaq5F&mO7|b$7)Xk z_TM+-&0xo7QfQ)mFu*Wa$A9^8`H_Ax$4Eja#-v#i)Np0JrTZq;#MNRcisT&`I8v~n z7Veb#Qm=(S>KhB*crEO%@0?349@6t{Nk5Z3GnaVy5^ZXv06YW4E0Mwpw?p#FnW(m! zVZ^yyX5m#Z@zwK5G28svl9XfejVC8l*VNe?Y8yK%$?H7oW}gbIxe7_FSlckmE^*n? z@1eqTku)0n@_5xfCuL=2D~1Pp17}P0>c_g83fal99p_6xV+3NW_t z)^Ygaa3gR%y^@m_pPHbR`lik1$8wHkq=5dr=HC4sCh~vsq`m)s$A2m{^Y7V>|H|OQ zf9`gqAGTunI!C;ZDBVb@Q&nXNlNt~!5!_J;R6Z(jo9H8YB$CA(6d=q9X-ZOy1AZr3 zGaB0LApYLFY>Zq)P+iyp5jXMe(bgd{*F;sS&+Yjhl+MWM@TZEREeJ6KENm29ZDjf( zT(M}}P3dq1DC#Hm-iR~$5mi*kd=CQpYNBb#qpjdE3r@%rw1@t;1k%bV|9Kl;KjuJP zug_^{CFlb>f+TU!V;TVeet0+;WJ2umXjr)jmK3D`uTfD_(oW=1z;Y>sRM70Vq17X6 zfv0svQY8tTQAP5?MxdzY)w-?w2LQ3wbD+%Rgtu+wB$?unWbG*W zbtmFIOcb&dGKi*k5(XqQkft2ISo4eyHiR{F^cod=Lh|D91>b@A%w?5}Up_RLT#%TA z*3oA_ha*Ckeyao;AROKq$iek)x5_*Hq*+8PG#48PZ$VUi=p-zV4B)IH^FdH=YJH*N zrBwI!SwGK2zN5+j$DjqZvbheV!&28I5VVH+kB%~J|dM%vFNLB zYMkE@guz5-v!r}2PW|V>`&FSGhc6Cu;LGdDg|oAoD*|JOR-iED z=Q_$PQ4M$55U<|+9n`Zk^xzeTaf-3Z4uee-q9rp*_g;!R^`MZm#z~iCBaJY;B?4IL zm>u;k-^4DkRSKqmBf8U)6=SAX+$k|8<`1xmNaL6kGX@6IaHjJhWJ&r1-(x;MH5(oZ zv1v@b9 z?B#v)_U(!JBWOT-T4g+%f&_QnbJA~qVWl(`=b1RyD5r3au;r$I-gq@12Ow<2ZT1_f zKY$BKa~QlSC>x6kA{yg<@q4_9d3aWm=w)DJLT%bIPF)(~O-(3nwVCW+m0H|-bh7_y zGFzMUgkxi0zZbWnK&$kKOLLsYilKcmzc@~93RzAshABJ(Yym>L88L5_@YZWN9AG37 zUI>og3P)!y__rwsqgZ&mU@f4^fYq5gca*H&>$(;nPRvJwroiC~Xb@uEhO!Jd2_s!r zF)X$!!_10qr3qkW;<14wZVfZ>P-wH^Z}W&ssMz=WlBPl_7HM*gPU9MFkjee}=US{Z ze8F)eo#mL|d6~N3y4eLw&5XH|c=Hn-=uGnEL+uVX2(S5PP`hY1A{|!1W;fZS@=+%< zo$tqSV-dIeh7MmKt-y1ii6DYrPs9q$!UEHYT7%1bX++MMqyl?eUn)HcLBb@X-;foz z9L3lN^!mU6hG!s1431sir?zO}1s$qb(?A9)fc&~bMa}F1A41qL4Un0A_aBEkhJkFJ zcwo=~^m0ISMp3wt+{02yB6K_wNhZ&bV1)vcD12c1P&yzlxIusHiF7tH-LXbMyq`;& z{3)6L1@~;{Oaa&z(yN1bUIK?hL_`F15Hfoek(v0D;O)|?u&g9eF)KE06)T4?ykGFd zjJY$

tr77{?r{V6bb&93us5?!9~Mf8xN@%BAr$dRmD+U-8RyN$ZwM(tp~Z;eT$v z{d-0m|MxrozYTB|uFR71al^RAqU@_wEyx=`bCFj@U%%m*60f^`BMTbF&X0?Sbe`1B zF9d~$hfkBJb9gy>+0@;@mAqfIvhw$t*P_3-e%@)Vg;!8T=)HRq{}bd+8qicQx{V7E=HJL*)3s ztwt>RP7R9^=A$kn-|N?MkkmF%PYIquNsYP!O%Ny+YN?K0jkjn=pnI z6^1)dPD<7c?j_>*jTmh}iMWi6A837}=OA9MhhGR61!R1MO2`|o$&9J{B(Pa1wyYO} z3tvxH_c#ACj3qkRodDkDG8Keb(5JsXfB=w`E}1Cs0DV=6D5lmHXyT)s0yP8vqT+As z5Ss6P?-Qs9stkm@nfn`=tps>^D{E@dw{k(JsUe($| zD@dUL0Ib?46@%L8*(-L4W=y^m_d3}S(HvMq2qoCn$b#|l;O3k}v->nu$L^oV*2`D8fCcE^(3%5EzlM>4@ zkQ%0fz;c#8UJ8E%Bqu)fz@_m{Wyq~vf`oEdxW>ufct=sSk+Dc4E|O?yMooq~Uyzp< z<$XP-c(wuF*D4anDD1#!xcP`OTsw!;y6iZTJeQ{W-lS1FO z1>d;CiTU(>!uQ*Q4=K!J?lCvD-*fBRRQag^(a zifD$+dpj3EwbYW5i@t^i@&E!5 zihzzdeA%SjU|+`f==zxcQZOhlwPXBWanBu5bf!XjC4(qLvdds~oh1AY%tKLWxpK0P zN41mgPj)X;a=SD9?vKj!RBi8!l-@3#qs!>DKE`CPI<#;BUI#pxjdKp>77W2A;ca0j zsoJtp#2Z?KfzxMGQ|oY4gplFbWu{T=kXb;DufHeppp}A1aTo>h$RO`YOiT>4HPR4^ z`VGc5dWnGy+|V%o8MFhFqa7cljH{+4K>u3`|Mhw!=VQMdqT1eeAhXm^E6q&SMk~fz zgY>}~n4_ge>eHHfq(LJWGzep`7AzN@Q2($`PKO1kHydvJ^NWC+vg~{|V}6 zZbdRt10QKU%f6&D?L-!ZtpkfXcGQ38^>bN`k$32*zp`?*U{Kh}#l``*vk<-}&hl~T zNV0i%-!sFgw#NvtaQL@_h z#jm=0gqecWgQjK2*DPCg$PNY-q7#mOtH6Wg!c0VJ;wH8YANHfq1y}&aHo_W`CpWig zc=Q<(mcCi%-lSjZ=?|$>#FDnbv4Am!eRz>VBreQ?$9ur-j&|lHrUgN{!UT;OkXOL= zv|@F#K(G+g2!=VM(k0X#Gdkbm_zBp3NptVd ziDG;$X1EXt0Wj z9uY?sG}%>V@4`dw+!;ZiBZ;FSCoNS{M*uy^2)&NfUL2?}{*$B7ntP#U7h;B{VrcTW zAj{!Z8hf(BH~9%IM>5A>*Yd8iGUbm7+>$AC-CgcPcmO z`we?4SwaZ~1|`-Vv}29hlU}$24qy1XlKBsN;JngU#v_TwHJ>K)E!*i)m9v|7&uqNsg^TQY<=;-@#lvHrpX7x z#*t=!n0dI_DVT2RNZ z(GJbt13?Gr$^k7s&LAhpO#pz%l!0`wiBynGSIFc)(xOa!Z3|>Z7S@7T{~i`#mj{3s z(r{a_qUD_no$uH7(9Vz4hpRMt`I4B4b6xfs5hjqe@%akThP%;|v?XIV_2Hae&LH^%PPLE$ z9d6^BL9Oj=>n-i`bVlS4Cy9&8)6mw_XVN=6vM@`!@5*wU2aAW{%0_X)Ofly$YKL|u=gHevy zsjF1vGeK|dlv@vmY5`}-w7J@nETRIH%+{x4mgF*3J{*aC$P~ED*rfc?-eXKDnMfN% zWbcS`qO{{7+40v>EzRfPuF~wT2nl|ndE)Voqlhb{$sMj~GTH*%@-ULgE4-G-d-z)uNTYStGX@M=cV|dU$AVVl{v!s={T!qOUkoQ( z02BmH-warpD$j@a1w}_k=jNZ{)_TA~rlJTpZV*FD1DU!CLF18rj^N0%l(#{AyDrTb z;dG-1vKHGzLL@{K{M8aLD+6d%k=zaEF}W$Yv?0=MW&vy@67^oLdStXHA^`a3%c$&v z^hnyvM`fKcCl+__7#5j<@R1G#OGOI`hXA+yr5aK1G>~__CR#0_| zmb;*w-o{j^VE4JSgs|o{NnhBHxBTLG)8`VG1ab3C31<>16IL-Y`v-rs#3M8XlJ$eT z5BKDGZS>JlA!9a~@38K0=X`-?CM@9BW`$U#s8@`#gIWqvh8SW(Pr5+c;_&?+rCoVE z)oJ@KO={F|gz{!-PEoSVc?sjSg)xjJnd~}fEU%J;Ea61+vqeaRN~I#Q9xm*%8R zk|Pd6^^zr~$o^iB`Tc(Xzn}N~yFAZ*U-x}q*Y%)?N;^S2V>b1J)g$x36A0}% zQ_6f^H;OX*uY47@Ke(--XvJgfxeM6}T2GTuu>xC>JRj^`xz3k}%UG`%0=>gFI>aa_ zSbL7SSM3ko#ar3OUv7&&KNx0YmVmAZ%%w1CsX$i(TeHA)U&z7*%WRIZ<&4S%CP<;= z*&WUZ1sP1LZk_>#D<(FZB>c=&U7=u8N~ao$CtXK_ zldavpYM%J@tu*MNWm4KLa2?j1&USPJsqR|p%nqIXO!X-He(YzAU{at>gh-ShZZW7e zFiJEtGGc@9tj#zJ?T~b(*-NbZ0W^LPX9+Y%)r|!dX!E|iSk}^I$i!v74anJZpiXQ0 zwA(GZ(cerrzVcA%`Rlg^Fb&;{DIP)~;p4!Sx0}QuOpryGwvmQeO0Cv+lb9zEYH%#r z92ifC^Kn9EYE(L;m^-Z4>+AUs)JM@L7%e^OVyoCpggP3wQgyK@@gR7aIr1GU&epq|J@(&6>-UW zVC$qduEaNvk%q39Vhd*yppiiC1M8lFWf9Z-V<@OyVN<7PV&;W$1flgxw!RBH@h|)- zS8WRrHl!%KDxoqhI`L9cEA8Vwt-M)oZe3a*H(sB+(tvlVz{5Wl+Y&v6@=9t&iwF-& zICz<)i&q{)NYC3Zo`cv4WOlm;3tPJmyqejTCW@K4#b_HqAExn{3#yMLPap|mt#UCz z1B4;3P~>^GU8KhiC~k2I-)JgvrN%fDadxP*v0bw|N$D!z{VrEKsLh=vU(66qZ_BQG zAL@UhPu?jmE`HKvbyh!*?kPfOQbP;Zp$;&k*S!sSe)wDJ=cxf8YUCQJ>|bR{fUd|` z4HV{<*uR!;aS|9;C73}*`a133L35^n@Z;tHnvn0h7r|gS%cPuh!B&0QMjj zncSJTmB7jnR%t|dztG(zZ4Zf|A2vDa9;B8u`n)_jT9eQ|9@D+E9+D`fZ3>iAzvf=H zaI78U$-|(lD`u?TLb^^(yISK5gyEy1 zqCipi2mH6Z(tSVpJ)6|UL^;QLI0^`BCLW96Fa(JrT=anMaI&B>jW$K7+p@C8raxId zSV98EX@8*q-+`}hAv43UWts&*>FmHp(2I1&?Z*b0y} zF`30yH51?I&<|8gbj?UKQ0CU6MT{C2?LYLwQIpE!lpV+<(YrzGy&6Fa@g8Yw1mdXU=(-q1qg|l}9}+kq6yyIQd=!920KpSX zroo}Mt`A*x3YptwVYU3oXX(sWs#2*5Pk@iD?@tu-ld-uw5)F7`;<6(|wr?pb+&uok zzIimNCbXb~vZPzC$M>yo=ZnbgWvo6<1aA~u;+Xok?d{A##~-d9q)g3S`cuNGtu{53 z_REJ^#?qIb4-D;$KkIxat(?X<(r|b) zIySabP*6}%~UuI|d1q5i|tfIn&0ocsc6{7rDU38CLy~KDL9TlZL%W-j8)Y8-} zv!4LrC?q%-=|MzNvgk;zCoP>-yA$bITtb4&P9>pHXySNp@%s%$qpA9&Wt_;AGFm{J$-%(^K3o%CuaAes2L%TMNG1b_iHVDY`%q>p zj}t(EFX8)k3netCI`HcW&9__n-xlKz4E6OvFimDl)wgaF5(2d<6ue_>Ga8&3Ac&v& zLxVxnh>xjx(>g(GXMg=;`J-`_*Ugohjh_UhmcRUH!L#ms*d?3`TiWw5aLO@gLlfH@ za~xO`k=_>+8p(cq4T5un4(rxkl^Q2z6O)4ZT?^>8Z=pK7xa8D;NIU3B6x$72M2F}f z5Rlj9F)v3&$8|3y9a81`kYOMIi#>RvMergL!l<}b^rY-)-H+u&0d&wVRnZO&~ z*wsZOZP16<7Y5|XfvI73;gA9TA_fgZKH)Othjr$fYf1&o!_KaaPtn(%Uek+{Us|(O z#4ok3eJy^7U2`+V55kuSw-+B7$+c$efAU3Y;UF*z3kw51((fH1xbM!LI|x2_XL=XV z#4%1Pb8h8h32CUSV^20UH`mtI<{V0&h1jC4wUwxZ;onp#LASQvYm_8q1kYY!Jxd## zeS7ylyLRAFb93{+z(Hy0cc9@^l;R6U?EYEWktVs3Ei)P%#*DDG=%OVuHNJS(-l{Cqi8)r#uspt79uwNF;o2>4fFii$Ma zX}nMncSI+^6vng)pZzj2YQdk6dwUmiW32OWD&858^)t2L^#pmY8sn=s_STUjNzF_n z(XCNcRce_XYHuJt1A{UoWDx;UR!*+>%^UH9Tk!lliIhR6_tPhD2IJukFMUHpcuYvE zshvG`>~>yW-tF7p!$U7giX{Y@(k!alZ>h>VpJJEQ9c$z%x98&Z6A&^qR8djE;cyT; z7r%bxJR>OkOK`1q{vi{SbV4+L@dAk-EXnBTXpHvu?B4y#qkIqTu}8TVr?~OBvT@Rt zTes>U@toJb+~42-{{4H#a>zjT_PCT394goYAd=@K-$kK$-n1Jv}{B z(>QMQA*8Zsw8xw_UrtF$$;g;`KU-f<86GD7kQs@I-cYV08Bg?-J_@LDWOk4Gp{mKu zIm!w+rK8h;1}vTpN(W2_B!YfL?mThol!)F4E(5iamav2bPTM|FVk>S3BdUh^;!T^@ z>GU9)M^I4i>7c1vm9A1|Uuc$7s__vSq{P0EN~I!SNTz%Jfk%UriGQZH5b&&|~u0n`>uHAzb`CB+|hnCR+hRLSG2g~&dZu?-8W@4E_! zHPObA92*_2{?mfa3V2#!5h~o8igiF~nzT>|%zyAeNnIUor^-9$&VuD)i_36B!+A$0G4s>Z)b#3qnAejDcj{u@~0VZCoqaiSd;gGOgXblGr(XCk3$qrctnU}@<{rxKp1;o|7 zZSslnzb_iRE8fL_$2GYV&7pZkT-;V_1ltu8QPE1S0V1BR?(bYXRF+r7fUxqI%u0=H zbcCv^IMaMKkW?PLmz0)9Y_bxxERP=5uxHz9xI1U8Tesnuk-n~Fe0)5@{G>-$SC_Ag z@{hRO^OUAjd59eiRCF-06FogV$e{%^sGL$#M6i-dY!Nv?l03&?AX6gkNE_|cAoCz} zr*Ij{*Gy5J6P1&*v$KxQdCFZFTjb`B0{7wG;OY1T=vutMywDnWl$_be8~z*2S=Dd; z@cs9s`y?uRj+;zamr|6Af)qMVPOGSYLo{ zB3@K|y;G7DRxCz+DNvIG7w+EetS1ZTRLEpLfBu}9y(2<^?}5+^0x~gXLtx<~z-FS< zAhYA+7yMC!%n}xB5jh)u0z@Yu6SSFa7!1bVEV6WRsPQ56zhMcz92l4y9(F0W2a9=v zOe*r)@yZ)qf5RDj=MTuyXla>CF*Q3#VqP`v1GX^N%Fh6ku_k9;jxm#SE z=!Y+Fs3y4JMkBCS;5g^E-l@q+M{{#>wB>UGG8(jgCQJPxCT#4^P77xDDi+}K@^W~1 zI7**a$CVWo711>T={J3h2iO1iQE~<3BO^IL4g$dEzkwIz-~ZP*Wl^B0xwO(QWc)n& PI-{S>^o#V4{m;Jvi`H~j 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 f1fcfbaf92a124596939b5cf91ce9937e460ebc0..984c4d91f0ac45ded7b3879419b49bdaefe110a9 100644 GIT binary patch delta 6203 zcmc&&e>~IqA1~y~x1>@D9oJRo@C{dq@;gZsOG?RYt5bfQ;;xOIt?hHGJHAnNh3YU? zT9QnKt<3EDfp1(kg!~vq>@#dD#_Yqk?^+b;zK^@d<9pZV&(G)eem!5m-mll|^US5r zK0%#*bMyR^m-GCJHqVdN00KFEO4sf>cueyXgK$mad=JcS-Qvrok$t+wM7IS02vahr zx2|9@k+y>3734vAaBV%QHf#tCOmu5rz|FZ~WXr{5Is>9xHKszApt&OOd~u5|w(F)RDlrGEMA0@DZ}$gogd>rNtshvc|Hq4V{Jj*j!=r5jYaJ@$QxOE z+t&tBJHr^-i0zALj&HXuuzQ>YV;)-XhRcA+q>F&w5Q9> za!#*P$vGySJ=0TJ-F3$sLnv|R$~zVkcWd;@Pf6!H9AvMwO0P`OJaM9M$y`Sh#u60$ zsUytNrLJX}Yf|@sZ>*sPeAl~39{j=dak#dw#4xGb5ir3RR%oL-uU{UG2aAZVKa%M)1Rmc2qhirp(!KWb?1oba=>cIsyA^)nH*lnV@8ZbE zc%>7e)8WF>m9FBbj#3~Yh8A{86xO{v-HTroXW5vuvfin*kCtZ^BV7IPXW&GK6MJ;< zVKBWc54dxK=}j@;skSa}Hz|4B5O|$=HOtLJWnf8Tp*z5Ec)74h+EO9o75GXq`&dmL zXjhY5wd(h`s8@q}vAF z(K~-Zn@S#_62%z+*^4A98)E+B0};ZSKfg=HETa7)@w*SK=~%BwuNqDA-W%;)5Mnhw z`s%zc262_DaK9MrTkVzI#OfaHy8H@HKtp={!38CT9E;jpAE+51^d_t*c;l|+9g6kL zgzCteN>1OXzkj=Hc@5mte>wU;PhE3c1E{*_1a%HbQB)nYp5}14_PS?$_fA67SrjR# z$@ySNB*hg`7TIq~LO_a;`M(ss{4IKi%Xjf^7v7`*ZRJUcTz122ouT5g&$20X3us_d z?X)(Xo}zuWbG5O?CtIm;XqOBx#xAYW_#aFU>k;SYyel^kH`49+KX5x&a1Tzw*8%;T z7J#;vk8_4voJ!L^Mgf=f?IF3`tbBC_ubK*C+WEa1Aeg%Rz0T0D##MI1!LNIJ*~5hsqXknJcPa;%K3tgK`{U*>egjOKZNCd< z_rT5qAFG3WH}v3W)jlWLbu7#WXxVXvZlb{|nheOBFKaz1HroZag?^1_b`*!Kg$;YN zwB)Ek1k_dCZiOrb042n~M86%tqRR%L@zo3GPHQ@^dN&t6&AE0vY*uTP>gu4qC&Q|X z)@#`QsL9O+CV-mKD#~$X&t94p7XtQY))kfkjZ7&}D;gWGkim-SLV^IvI>6w^(7kN1 zLKmEZ&lpD!vU)EWumKUvENh6#d5X_&9%uIlr-%mP^q|BCh|%IOA!9V5Ah0upyy)#Z zfT>f%dPh?V9m@@>cx>BPIgTkhS8vTs{%+fth>Ank$m*Gu81~4^kzstbFkg8cC2nBb z3J^nFU8M9>4XYJ~EJ*%vw#1u3yGCcdh}QE_JspHn6>W3u2}7sDs1ijY5JJ}YfOidTUTwi<+XR^-hhbKQ8EG9OyYI&I zL|GtHXr=Cx-bT_lO{`Wi3u4oBH*s8?n&_T}rX$W3c8$^U>1EaZat!F|~ov8){B zEx*}sm#2x`U$N)fw0#xjtoRL(7z%5$0u^zs(J0JNVFMz=ktudmNF%D~K>yj=-dh%M z$5$PX^o3)%U(ZTzpO345<;GqwEWeJbF%Q`PM7b~bhqrs!L`l}0fcmk~xIGYWq=Ftu z<59+=!E{_)#B?P&`5o_1cVK*zrCF!5(@Jx8QJ!xV84}FYs0gY z0H`QQj6H;swUuXIbYv10Pv}54r;S+7_#Hhp0a#L8rmp1s&DrhHqN?FEecniny^}L5 zw74kl*kQ^T`=L7pqcLTMTtxU>)sYx7=!5rC5mBaL8qSLC_e~gzb1$Llgs8F7PME-e zXM*JENesv2=e~^vr027cixz?8AKq->lMTQ^1K&tz>}Ok20rIGW0r)7l1&)+)k0PbP z7Ubp@NE*a*lR61TBVxy>&LUy^v4c`TS4UFoKD|9GCMpj4gvCZ1MfOA!7)<#CU;`6& zJg2&5tGaO8$^p^IqIyL}s|ovfP@guoE9E?~{8Or?X>{~>xVX5VEGNbMb4DWy(83P6 zM2LHov3xRnS(}S9mDh_Ll#7Ak0aroUvjZCPYDt)tLfCIUQr3v;XQi074#jjjjQoew zF-S&b+xNptiK4qGCvHw5025FR+a(23aaw)QlB!K}X0$>J4IUKE$!(E$uVZA*XK)7) zgnjkf_~p6ydxTr6iyvEQzpvC|^JwY^BZz9qTR`J8XPDY)aek+qX3yJgv;JGQr z#2!!9DgG&?afKH!o!WS<;}jc{1)e+dS7mG{ZE4^6Tl#yW zve@VLJ!K@xSFhqm#Crvmze=k#vKZ2wHS5z^-do&vr^K(^IClZK_0tK4B?Y%~IdJM2 z#a=mPhl~I>>P{bmmZzd9z%ZS)%Thd++cGynp859YT-|OX(za~iV&r~4Jh#rQdQANI z%O-*Q3fr0xe+`|C+uukvU{%zRX*kzm+^;P;j?P&eLU zpUcKzbFODW0a4)tkv{PKHk{}}kz0yr99aXq&EdvPJNHgEF_{*AR8Qh75PawanMi1w zi?}J>2V7A;dwwvjU^b+UWuPPT&AGUFvKf(h6sryKLX<8LF|}jU6}5h4=>C>gV~~@J zPnhZWAsu2=$ z1VzRx#H*alsd7J<;J&oXiHcU-%uZ3U7=W5dLK~9Znr#ct9RVozJlXkFYoovxV@g+% zLkF3D4C1OKrwc0MxFKcXvYYptwDx3&N=uqWyG-Tzv`-YMMbmEM)jj8g^CSoxY+X?R zwt^GCg#P(8g%en^ca8E%kN$>Nz>K0fq*LhLDeIFU*SVZJsXsuPphqT3?$9#!s;`ue zf)~$K5tvc$9vhQF;#!CJ9)kTVr~d$64D^m)1g>FUNH+6nHog>1(YIBH7nrv9Sw7mS z>SO5EA;SmY{*@9v^jfvhDcZ)qL>0|O(vkEk)BToheXZd*a&7HUW#4$4P28iOUq=W` z&!Jrtr9=OAV_5Hi;ST7)BY#ZKP6kR|2yD!th!a|+Tbh^0c&Z55A;UfMN^FqFLl|;k z!!!hQZama{L1~yB+B~nc_nOrk%C1in?+xXsFHfDF7u;XP6l%5ZGz0tV5$b}v9GP7D zhT6U4!mX)ar>@9JFoST9qZIpb0wjM=0oR_ZPXda1s|;CA)c4Pv>?Z$cgF7^6I>`c) zzik`5T(c)&;E9U-ns61XarBy=gq9%xW^n%Asq3(cip(S7u}RKIg(a zRDPfVsBlcPzZ+=zn!!Rp_TRf3lO>Jt02oE@q!v{B z^`Vfvw{APo_`N+9T`5bg_hY+L9ZOblSC{qz>KGHSL_(jpeXzC;e7;KKB-@KEtKxJy z;2IWB2v5o`{Z$Jp!hcDUeO)Iv_!492$uZ}_?{-!7XOFj3CDm>>#>bZCj^$UCz`p;t zg7D4q32T&FG|#l#GnG>9Km= qy@a!{S+n#FUbp_DA3gN-7ZWa9_MNUjaBY_A@%HrFLfd@c#D4*EU delta 6092 zcmc&&eN>WX|1UMmXDOAI`I1)4%q(pym8l5L%+#eTD^`Zg^@Fm7y8Fg2)Xtw2Y=lst3oi)zkpZog0zh2kpyZqVA z{MolZH)CHi!x)h1kRV`JsY(Zb6t^8lbYCFbaNVL0wnfQ~+aDT2H#PE{zxFH+(xi#8 zZGCKh#E@wAec)AzFBWc7?>1u8j-c1jcYc>~vvC(lbW4ryGbxGq86k~Rj91pX;7gPY zv}M@d=IZLxp9gA|2%J*;G{VYmk&9n( zE`e|=?&}^^f}-h999CJC^DSh%*(t(fv8>PXq4`2;xdj_p?n<$=+~u8(pzONh-@`tI zb@ro2FTLi!@iNhXcMV!VD8_}yHN5bmEQw5~7;%yVhh?YTNwN9!u%_RGM^?1V|()AQ!o^p>2!wRk*yoI(dFy5x@X!rr*y6sk3H%5f%)KKS8WG*iOW7* z=ZkuCS=u|2r#Sd~*1d{(w&!8nH*)VAqgx^mjIT>&d$ghEVFU6{VSTdv%Xb<9oaEWK zO?g(UMCf&?@|b5R3!8_8g7Y0rD$5x;eo{k*t4|j9AG$=dZGHaSaWXe+1$o15-Wh#O z3#05%39XMqR8hgy%?7+&XfZnuz2lafQZqbC=-j{W!gv+;)JyHMmdYFl4((!SlpR&r zePb6Xb=$D)CYO=)xRkO0@YR~&hQ~V^%rR|4jE*}4tBE;?N$Z$9VV)}mc?APka0bVg zt`fEG;Tvnj9Y6a<fzgB$m62r4b|hCaNQQ()Eyh9CphUf27!LM4|hsVdD!nw6U*B zz@@~WCuN0=Iz&u4t@JoFo_71K*FeYx{^mo?r$i8;Q#Iy<9gH*FD7SkzLQ?^fQP1?8 zkOWj5ZuTuul#o&J7tx>1+J#eQ+36$fd;J?>hxaPaTx1coCkG2zcyC;;=F+fJ~5NCTv-ZIXse<)#URH9+|yNOzJE=XSgy{ky*aA5z&2 zx_}Sp>kR7e03R;YGpSDoK3Jw_RF42YRH4nR{v7au>ijR%?*KkboBfsgC}3hH{{wyh z)*#@YRZj)}QSYfj;GYb>KK8)>Gxw`kib$0|Xp@ea-FRzU5 zrm+}1v7e*J?F&~2tGT%TkyiMoGt7@g5mOgAODdvu126rct!%|+dd>Asq{hf$8Q|in zU!6Fo6{773deB?LgXz)#2@fnY#+?dmEiYWB5O>Zwr=t@z+^FnRU77+3PZxhe+T+>? z0daA8Gk7_KQ=*)|O4cQMIwHwbk!L9Th7EhW?qsH?hlDCre!q%c~9v{l?? z!lL=L@R(AS-Af={e@ULM7H3Eh4^p86+Ox$krB4$m=_lF}F8H=5x{C9{8YvRDYIW(k z@*;U?ELwx4;%VBm0m>`qf=4+Jfi-04qu8i6uX1BmaW3~!VPuJ3!%PY^9PlQfQgvZ+ zfD8rhHX%q}V9I2G9T37uW|18?8uz@2%jJ9amxFhN+52PVG_wj&fuWY*+xxu~k^o5m z7zfgb8>vKVwB_)PY0cGCLwWp?`pi})D0QhA%!>4O&Q~IBUs}xI9981eE>R%@drDmK z`%b~cx4<&y1D11Q5XMHTx!t(EOEErl75OSH+{bfJa(_Y1=W=tdw%&8jdle`_0Jrf^3!3F+u4Sdi z`(4B|O#LV}P$y~Ayco=?E3-`W05E~QDD#2-VNo^FXJh}+y?c(!ARy1_A{NsI+Bc`D z?Pm-F;gqs0cU&AE;#?GHUcq3id+PXgzbX900;Xac=0E?&(9Q+V1CcTvJcRvngBPrvP|V6`aNMJCre+md>8uYt zMW$llaLwQuyxO~j`Adl1lX$6kQj{eF`+O7$|1^I$f&A@qi;aZ{;3o4Y6z&8DgLbRd zR1G4~=rK`_F)h29hC1E)aaMy=p}F_0%@kyoX--SbK;9%DP>4Y1G~*w3enGD{SG{PV zKnsgb%gTzl&wG2_@~8r`v!Ph$U}nHG|MHK;SOf0-)Q`@uD9wN{z~jSEbJ-wzk)&dT za;6pOgMHenNeZONB%^(?bpCI0${9Ad92`%(gpeCe@8mBQ$_juo-V@bsC(X-y^_LML zK7s+&gLAQJjx?~hs@(){1k{JHpSt$PVR|w@;_8AB^hC4i4ab-VLP9;+_=c~X zfnlz=-(JgZBXrp84tJldK(QjhK08ApeJmO6YS`%^GN+Zy2j@5~dwmk$=?~zUDETYk zR;d2*IyF+JCd%cNqAX6=x4ChicNcdMaW4A1P9{Cmj*C@^rOSfwn57vIyl)%CPMg4Z$+$YZy2 z5Q)vcc>Vx~PZ)bd8%*<%Hn&^LjwLEiKa)N1MOXA-s<4CotN?TlBJztjZ`8yl6RfG1 zkH2|*wvE2u$PZV11w_>M{D27i{gF0FG8^{5+F;q%cbNXRFM#RaCi?#*8F;kzKI3An zyN3mvvEq;1PNbHV7V{ctICgZ+;qAT?6^3!Sa1}dnXV$FcvjVnk-c?EG%JkquRK^*E zhXK*$#>Dx1-*m1Urxs(uDkILq>0y4f)`Unt{PAjF&0O3tA3dCroJ0N{`d};cei@Ms++_l!oJ7)0xPGFbZe`RVq=85~buAlnnYxjk~t-st3N zqBak_s<*}dr*Mz=YzZt_w@prX%I6O)j*`=Omgt)ejM{tSl9cM$b3Q8eqo zR_m)6I#7nkJ?##r^IyLLA3h=5J1hY#dm+hbrH5s@;JfiV+vQ-o%V}XlXkZUS{h7&I zxM;G^^tGp$i+e=H1oWmwWUywh^-1XzM>#Vgni&Xbb76HUnGolg?O%>Woj~LJUAmh1 zeeKWTjuXW$F=I@tC@@s35 zS`@5v>m)-*f7U|Z9npINk_UtCj_}FBcEPRI#Az?wnv%dz)7j8WCJgXNFLW~?n&nO4 zf`A}zsxuC*Axehuy`xvLtc5CL)vTJCqsa=ScS6$t-LW6MFP6(AZT=JeRrO zqc-^1JS;F}$AlUBdR9W2IqI<_`!@d36N8lkmK)Q82}(Fs74#&g`@5dhAnebSyhU1r zgsjyfP2yV2an>$S8QLkkl2>^BErOWUz1V|d6O=*%pLu^GTI^N2Lgc{dzV58YB6AQn zfUyZkt^Kv`_<=)l`-Osrlv>C2`%Az&r^KVa^dPKY2Xa^9b`5Btc}$Kio4Tm3ZYjf3(-we2%&k5mhkJpk~;bUx)C6%&C z^$HuJM3SOuuNMFs&12}4IocnMt;<6X7#!1O21@zY@4SUpso-MQ^;?r905eP}zulN{ za00u_o65953V)G(-%{hA#T+?19B~PO95)glYREd@pptK)JJP4fn3ghAZAb-m1%Fi) z!?pVpJ+4~ytov05`v)h6)%*(0LCCCG5a`6VAiMZFu+hE{h=pZ9QbuAVZRsriFTgK& KOX25VfA>HBL>6BF 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 1d936084dc74ae1d234b7b021819c6847f6bc1b2..9b07fca273a5f3abb6decd08548b4ebe8526fdfe 100644 GIT binary patch delta 48531 zcma&O2{@H+_cly}M1>NC2!&*5FhwY&OevYiNHR|uGTsVN(ji+?lZMSQWF{3eli8Q)9N7&C!<2j zn5cXI4)H}rp1(dn z%FWG<2Jq|IrwK_UhHE zySS8}O1KKJ`_&Jg#dYS)RZ~-SO-)@Lo!Rj&k5BjZiin8B=`9SWWHf#KDr(cNuBYcQ zJy1JXAA4PlglLUcPKUH>#63 z-dr!e=D9RC_U`)N`DbE}BB}Z1Plu9F$q%{@5gfB zqHXEiz><)V;77~)p!Kq%q+~JfQS!#0=WpIjt<3l2y?GNiE&aE5qs%!20|Q%I0rmqD z5=);Sah_zY|MKNaS=n=}k>A6|k00A~aj`SC8B z_O~x|h^_t~Mn|n>&f)kuIlcAw_s`D0evx!F4t;$UboZ`isy4f-F(v!Eckep#?CPtk zjI+Pj)zvXDFf1%AygDC!_rZgnT$?EKbGOQWjDFAN77(~kYhq(FHZU+Z-c@+--o2Tb znVTE89Gj#Jy~d+@to=*^?#-leyV;|tsHopA#M;UPan01UVP`>p{*%zq{(%9rt5YnXAYT~C&P+jy|oO$6TK*=7&D43g<$7m249nDWm zsm-T(`Eu{?#(3$)-<&w20^!wtlh{WQyY6Sv(Onrvr3=%85@KSsGKxw{t`kIe^y9~l zh%4ujZ;i@^rQQZO*p%-)=Et9%xV~Y-hMCz}f0-Z2mtLKZmDVv0n1No3X}GqITz1Ri$0WJ8L42TPO;I7hbInYi?F|b)CmSC{hX+ zaPn4As0ux-rLV8w{N%+mqROzuQ-N}*Ei1k)D=8(Vx~htO%~Nvl?_}TJy?fa_|GbYo z6ZAAtRYj#1xuDQ_M6<_u^ZLU0geAY*EGD)1J3fGh%~9+b;=d0`z#RDkn~MinSzVe? znq%VO<4b-0`k1irZfc%~Ym#@V{XcBo#f94os1rJJggA2Kh?spZS+K3=bgihnySvk) zoSfM&p@#=+qZk<(EBhv~0$bT5A|jlImKUZgAF!#u(&77dZ|`vq4h||Rs>dNA7Cy2r z#&Z)rs=jo}4`^i0;j~|?d74G6ttKV$aIwVWe3j?g zn?)(&*yGU9iot0c8ykK;zNZnmbxuD%!y@e&{ykT&^wDw3({8Pgk-XA9N!Q^#Ffj0V zn)!fRE*Y5+jq+!0iM$UcS?YQ_$;fOjU%vdj&Ho|~{p+G5WVPBzC}I*4Yg5&NS{a7L z9`m-RPoF+dy6S?NMN`w#@N|QHeVma`3HhThOGZyIzRS<|oT}oEo4$Vix?N9+jk$Tg zY1K}yg43kH(bWwL57$yxZ^+Vpx?CB|%pLi-!o+#BE$jJnpOOolg-5VeTeoh#efu`@ z$}T;*LK%7nhNiWF!NHz<2U%5ByV>EExQi6d*LbcSn<^y>Fs0d1HGheclvxSChg)b^ z@3EXvlaEnH8vpuA_26K(HXoDq1~RhO7U_5M=QfZ9s{Ku*C*R>CZ*hB`?c29+*~mYV z9xmSA-XD;PIhTj4FVvX|8kNvf`6D(T$G<&^^mlHPYnXt+@aQPZ&Yh1RkuDrcIiomZ zsUm{+H5OCt0cCi#*YrT}=q-h-csysJy<}ttui7*o(Q@=ruJi6) zs)}zm&Haqe{jKWAcib){T^^|14h~trmlwrVaFZ>~%}*mE6;ynCN_Wy(8BqCML!tBJ=wws-lAJOl_3t z@7673`~Um!?4FLOvq{0;t5O9G5RDW~QmD>%Ow++`dsp zXqQNo7fQ<1l%x1GstvPDfRk6x)faPXi_TjtF?X-%E~phwbj+t5v~gI z_x5BFHzrLQXHd|Q8&P$s8TjlS92#3&C%$J7&J2CMQ$tpXQp6_d{^aS?d?d!QvQt~O zY+(qRog33zY$&nq66ZQN_I`5cRV=H7i}mXA0-~;^r3Glg@8KiPvv-4~4#yu^U0pqT z^r(V@LW))fO10?Gqi!pU!r|39d3l6Up-b9tEg6(r){{3LhK1#NExDj7k2h+evHlS9)$-QsA}a8nN~_^6 z%??=%bg8Glr9WK1@LDIVEA_mNMf;@Mt1FsjUaFQq68H))yYL-6DqDNsRb}Uy=8LE0 zF8kahr!X6suUw5;2tMv}#HajI>+}QG%xhyg(%D^O4&CX+3}l_X>eGYuuCCjI`|2bn z{(+*m+I;fyjl|_6<~i-3KYz~8&yP5M?LL$6mmfnk32NU9UG0hujV@exh{GEd)q&jw zoML2Pux-nHUtWHt{jEhEjS5fbm%@n>pqVyvA%@+%`v(WLG&DAE-aI?jG5;cfb@=P6 z2To7!-o2|Ty`mo9ShTu05-siwgjitzL*~qxGkLaMM50QRi1+f1fEX)Yd3TH6vYWbT zxzC^X0s-vay&Euaa&od>YAMy`-L5-|2~0xf5A*U|6%_6mX0(pXG6fF|MA@+(H>(-T z>q%GVwW+l1+%eL|w}1b0y*yh~P72=_Xl1Ss*5Oa`CrXySWf&Rh>WTwIb<`}}ym_7@3A1+|Pd+5+s8XC4^rk?>KGfw2CY_u5P&3NO+jU@HgMyb^L9sA7dblDsxPYCv> zx5se$@^vncW@G(wyvD*sN)vCh_-_9cy-u-hY1#Jk z@106i*d--b?1&{jW#xM-v=sV;Kt|k8Vqzkr#d0uGZ|WMqt#<6b z`Zz{4dBXl*OVrD>;XW68?a$NyplsRf>9WQHFX>q34*Rahr%$46*`db2shTP0U+ucr zyZ*CYcZ(C%A4S-x{C|#Ql)AX?UjJ$5sXgyQN*o13GVQ!Wl1#P}RP*!mt(G}5l*NX2 zB2mnR=@gT|*|W3G3u(gp?A9-KzxS7ul9KFQPiS3CX~AM+!*Q0z)BAaK)4uie7*Sr- zM3dp51Ntwg?6 zEYtSZThgwk4ilSoZ!>tXt#>RN$wYUAJa9C?UfB@wFA!f0Y-|LYK^-S*(q^6tdgSV4DL?TO|u2k=XCk^o=Pp98+XJv{v9uz81KkaU2LhZS50XdAO;5q2L=)o5~9T% zOd8|PCUihjiEgYdd-|aCmdq|bZm<}|7rszP#lLDL8^k~Hd%a69}&taY%>0D-< zqr0{`U-~K`0f++)>?A&5Zf1sF=BaYxF7ETAo$rn#`IM}n%BgT&GB-Crb*gMO`N;9( zmniA>?du}wyFPvVC}f+rev03!*NXT4?GHC4%1d!>KYODZ1|Msn0 z_ny4*=i{AS`(pN@Sp)fF_u#>Qy8w3;Hmldn#bEhthd%j$;|uS% zuvzz%cnvov&v&`T+QfgiMzQWjR|8Vvo_zd+2deh=_Q;{~_gNGc*HcesYwE@w#fE}@ zNv~fs7MLj|sGYd+rx%TPC{EmXm&B1H7urMS)K$nELgX|KkcWj>Xt0rYh1}6l+%}OZ zQ2UZy1WW816Vjt`nmi|jU2_+)UEFoN$h7J)h>Ern-D}sbVT~`m`a0I0WA*tVd($U0 z;hO5|lyXW0Vc?x z!0A!$V1K_&chUFUW~F#n?Mkzz&rj~}lMr7X!jVRi4oZprqLXc=A}=qGBM^Jz=TQbjj;(inx;82LkxXImoH$Wo~+(i`Jm^`RV7>7^pzh4PD74ZB^>Rp>-Cbk z!3dKjoPSPEPQ;T<$M0tw_>4;QsW?X~AH22ekz!{zUYP19F?=UE0Lb|H`MJ2vCVy5m z`K3N?XlOupAz~2VY_0kAz@fpq=;KkfNV;e;bAvsQzvyIYaK2X$?NL>&M>9{w&8-^q zRx;ky4sW^R!TuJykybMEWa~!`(kU-fkJ?D3RLLk+#J|l@5__xgc1(GQkGs;S%V>V^_Z|rgpEP7`T5SVOrNP!LqVK?-! z`DJ3F;@K>=uKlQzxocGH-Yc_O+22_h8LxR9c&QuQZM-jPZ}2BH04eIPckB}vD^ef( zd>>GApM(oeh9`(&2L}h_1!u8@^<&*8H1AWM2rdlGIjgW`GdRGtxx7*|{VO=&bL3}L zrX@_TT`OIlswOCWjmvzOPhNsgxf{7|G8?;`xp~q| zN{gkW>$rYSaLPWVovf^^d-i~DyfHWW{d~0eZUzR$!*|5C#b-KObr>)`yY@Bg0|935$5In;ucDTfh(bYWpDW{RR=^ykm#l$D>b z#$~CnSY?3wX~sL6g+n;zTE z$XJ+b_YW-&jc*uELsS7R@08Jh=UCzGp~5M)bJwoz6y<(fcNw}5C3F+T9$PkVRwysW zo~m8E_yX{kJistRkdIHDhrTZR20FzUDKFg@7up-DR;z+%(5e6 z*m(iUK06(-Bytu}81&IQZejC0a`nrTz(C6A^Ye2ZcCA7?w~%(zo-@R#jNOmt@Znur zYn%_>U;bQOja|ZLX4_fh=+f*HKj3HoluMTK(c{M)ewl0+_Iqt)lzCcf7VruA>^j&e zo4hUtdin!4kEWhjzFJPQ;Jd@$`?;nDef;D!F&z@-m8Eql514F+9`E79U}FUQGHcIp zq^)tR%ttb1m5Ymn#B@4%-#aKQ++vb-!_7@YLLyb>#qWj}q*Vm7-1zSLwUicjl*V?N zb+II$T==UGr>JNi7~A%66ngG750kZ|4+s@M+8;lD>c7*k(HcnW|8)Rx*v(N^60-U`@e*0rZ`Xis;bMr zELL-b*U$WGV({MyS(Z5*cvt*3%C=xAx5G9h_nhys*U?sA4cAKqpjRC;(v=ieg2YTL*n|EVeH2bcFDJMEm}qjckZ-Uc9nQ7y}4Tb@+R{fc>uitx}KI4Eymru z6_^2f5IUV8^FiCT#dOgMZ(#u)t4XAQX3MQRF6K1esgs}uyFvg=UjQZRiRW-FH;0T+-@F!2KzrU$i&AKl? zk$J!NB{>t?=-g2A`>c|v`}!6|_q-Cb(Z=OiwJLH-9pDPF==($jBZp4S&W^Qa#7?`d z!;a40$e{!Apy;b=YgNEBC@arkKW1n7d3hgyGNEJ#vnYOjKzV5n@e1{!s;lJas_S67F$0VaUf1bO+v$*DkD|G0tOs?mAW>}Vs}fjP#0X9}gt=FRoYodxIN zI?)ZhS@P!tHBJ-|7^9$JYHI2>8X5x7Zj_PX4kV2{J0o}ZMJP__N1VV~^py6j()eMOpvWO@gWSm{#MpuqKzpfFNnQBl$IvL~voh)uiG zM7I|SXB~*2Q|E0da-05^M(E8C#u70n-B8EohFg@}Ej|X)p)bPDNk~Wt3T6PX^nD5* zX-@viXyo|<5pj{!^Sij@%E#{oR|6P=NV&1P>;|?0>jB)*<2D#Q7jT%5bj|$v6L{~Q zQ_{=CNBbV5k34>@4sh%h)~+r?vm;G0fpG5&7Jd9UCW+quzeLT)F5{gMAt8M~el!9h zpv+*kw3zZt;#(|1tj(0uNRM_GFa4|t5|0)*a)hL!0r>)H+7*yk172QBAUBkruR~51 z6&0dgPG6rMy<&3Z3Y*91Q3vP5=<6@HU3n0poJb?R+;C#==}VvM>s`mF!o%)FTcz9R(w-7< z=XS9-7M%TQwz!Rx$;8^sY}$y+CC1;1#-6)XN|-5qGck^i-!wwIchNj+{t>Z=UO$U} zZwEbc2Z$&Umr?Deb#jS}iIKc=?GY=#MS;&104baS^bvJR<)HM*$b2X)6R+Fr6HSym zmLm2uoxw2!h=yt_Xjqh_mTXoZGX@4ZKY;YNWMrFIWGK;uIg3Y|-=bq7mM1Gg;ujYc z6}TRmkU~%ZM~T|5t^esMTKjYKR28j8L>Ijz)InbwslS&m&1_r$rS((a5T83tA*zm# zcTlCY439JUBtDLfooL@3l5658Ch2$k_P64!b(RAn3h;SGYvDK9ual_jyrH$zufLiL z$pqfIwIQhDC%W~Y$oYMJeN(d`#0Ax@-xSuX=6$-5{U*ZtG3{NO$!c3^_DK{JZXz>R zzHczioSR>|F>vvlv;J>->hbi`f#}9N9rb5_hRvyFzR928z%Q#* z=(YX`KFqWs^^W_{SEmu|+<b;!xLo`La_6sRdR3OqymMIKq-G$C!e{1&uU$ zLj^|l_=3-Aw;jV;RbvLhAe%(I>9UQ_?XoK<>F#>V-xP zIFkSH;h^APuc3r+gt|X%)9>3ZW9`Z6uNPT=gWm!qM(PI9c9B;Q0-})l1z;qriolfh zH(!6)TR!E*FMZ;#RNl|!N6A7U8+lIpw^(}h-rTY}6>`vwmTt>%!wcDRt1zHykl`IU zULo>khfXmom9yw8k-zkckB?{8wvV^>=G^XPwf>%z8+M4k(dKK~7Tv_SgcuUkeft{< z0y{ffw{Wj^vLJ)_( zR{i<&g=BS95bz-Appp6!Vk3?50rd9h;6Pfn-gWTiY$?eJSypEy-e#HYTt5bH_iSRZ z<=n1Exoz7r*hL_(YhC}M!R;O@Lv8q+>$a_6LF;jC`FNS5`>1-T-%lM02-}ib%vm;fD!0pzvnyj z1=10m;PVqcS$#{b`uzEKPwCn&)su94_VC#72@3WUd$@vuwce-87l!BcaCa}baIc)% zp_{`G+cJ&XgZ9oO%0);*!sEvWe>Aord;qsC{G`{n^AxpA*$)x5vWrM%{b_$rRGJB`=sNkpBubZ=Om`>Nyge9= zzli(MQ`GW!kfv?%Ou>n9aU486pBD}nO9trhf;-N&>q&31jCCJAr1yOPR%A&^N**9! z0fDejSI;fE3^i34_xj4m524BdK|zqVW=?oz2B-yoCbK<=$lA;zK!0gz6U)x%^RB>| zIHh}o<%23rB(A7k_*rHy6eH&F!L3l{MN+OLS!ZT?y}=_7L9({%3xWxoSWXrHnWxEn zM4?Ga7mzRTNH<2(@)!j4wZE2;2Pm_z<62lkQgyOFy>rmfiJ<*3mlX7N0#=M@Jw;Xj zwvgMF2Z-M^gZ#i4`dKDtpcCf2l5t=CC*gZ+Vi|`GLQhSN!!N%-Obb|u!vo?Tn2T^jcMBA7uxld#_;6tCV**bU9v;4B)26n>4WX+)|Ds`0U$W^jJb(Uv zqq%xYOC3R6722~6Y@BAYI*5}Xn|R$c??3Oia4SDW|GxuD*0X1+Ux&Iu6;=c>0(^9p z?CDSwbQb)y5G-b=psb8nll(u&uHIcKIeVWaIVtG^Z)odDDpG{>QoJm3*(F5Y@o`s^ zwI%qn)oP&W+25_fqh_p3 z9o*?JLjp6v-l^JIalpWuDYL+JbD^Ry_bhqs%hgW%1_p8~`)wMw@k~2KMW~>>ymxQ@ zI$SsfOaS}UjOmq$35F_gZ@&ye*IhX4YcYqfiOQLzI@rHng*gi4~XB3SaJ#QYO$Q< zj`dViS3h8*tg1?^%(fyp;~z-1mw0(t^uf`Eyn_t1xuawq`2P>w?-c+_z$+;EYOpp9 z4b2dHc}B@1IyXfUWI;PvV*UM?MK1;UdN=x9x90s13Lwy?FR43>S|v}OL~hb*fvpE5 z5NMtR6rso&vY_d*0B~WfSQA9i1Q;zyQOLjaRA(S07-lfafCH%frq(`>oQIIAcx&+$ z_(=;f6imBU(tQS-W5XY!<-tkhO=PlHG?&Pa{@+@P%m2cW8TIjDj4G&@hIFGIlAyxE&uxU%Lr?RLMk3z*V-y7CiWLS_=Di! z^J9?Tnrki}`87CbmDA2Hds|LU&J#Hp-5YNx$#wt)l56((M|r>&3JQ>v1|^;gcsO8q zcxzxXA&M z%d-oq-`#!n>QzRDows*Mi>0$Gzt-d&>0*$f^xxE9Nm zl@)(l&={!C;{ufz&z%cwH0L{f__`~**2R#Af#OyguNuw$XhG^Q1XXnP>sNrItE}XP zg4E?N21N+E&`ue8M#d;*F46}8YSGeO06(Om(LbQ}$zV1L`6V_smi7Y(#o$jPE}i03 z+qd(h&k+=~8?|JTOHjjGzbmBbrT9QnfJBI^CO4T#c(b%HC@D-Q@RV!o1%8V&26pU4 zUHa#QYh?be3qsr~hy8Ms?>9(f$$Gh76y#d9jre3{R#50?6=kJK$u5^|pp^xv+NH3e zQ~%6tP3_Xl1m#{!q95EC?>y1!l6oasfbHLTWA_78{;Vc1|A|_#=z@~(wHP-ua3jIqq-OuHRys%k zG+y!(MY4%gD4@is1@3yQfmsqrzwy$eCM#L-W z{GUI6p7y1Hc=KBQwfmTMhMIxYdTu1!xnYOaIr6jm`khLG#ZHnBq9P&=`32s;Ut)U} z`t&nNk6dbrZz<~G5B@bReka8A9aelP?g;VyTx4tAe2jNJ!!>L;ax1Yxy#8QOh= z_NZD=vcF(eidb`}|Nh;yWsB=j(^VKEc1ZqziXV2TPWd#SVmh&N-@a%V1D`y3 zORTLT*kHDV0@DSQp_p(*|Efro>sWgzoB@D;YHB-SV}gJ4;X~S;J572Kao~QPnPV`RS4Os|~2d&{W{weJk^V61ZpEwwiU5Mt3QA?TMnVuQd)QM^u@D zOxP*&+o=F-5lQ-|ps*B*1o}}DJVZ}Lx#ZgZJ3-Uq$vP57xheEQM|HwNVMG%V~J6oS3S&76js&a}sbhv&IXn{|BPK-#kwLH)-qs74A| zfSrfVWi67Sn`2oW#*gNAF8L-H{Qn<-dgPl)77zVhxFg|%u>AS)4mmkFBx}&hO-dl7 zb88dY=@Z1+&QO9k96YELh8w9688dfrnfu^R?JVAvZcqqiMXgnupA?E^!8d*4yU|2J zWR#L3x))m7+S)|BZU!;b9?yw`E$@Q-q0|%>|lZH_V}Avcy`HvbDeV+T-vy*O)!1{F^=s(BX zIr&ouH#|>xlQ330%|qoM=Wv+ZXW&$PW4_Ckx4LP;hT9r$(b+dg36&=yYs<$wc(;fo zo#v3Nd4tl6sL|-?z)AF8o;;hNwm<+_HoyIyDo3@!ws=-k&vZYWXfl+7f`T1kV86h^ zphmrlasOhR8-$?q@$msKhwRbYds#0JtrmE-b2(?_RH5Cmj8 z;=9!vN<|)eTu`NUT?N7d0_nJOw8lAhf8c(ItR2YD7weebC;aG^53<+^>r#X&?T3;M zIBG#e^z~&!L>u%*4EWLJI?20B%y(XYFfG|?eDFykPs;+2OdvuiT|0||pFfRguS=-3 zSx?cKXUi^1!=VIPH?B@8sU}kR@Udf#Af6Dw-mq!B zby5O1$71NnO71Y)c9h-EFrz2y%GsP^HxCb(kiNTmRPJ+acKQfmO2i3 zz=u3U*@~HHfaIw#9U~6zslK{8rMTB}VQJ}j=pi45s+>Y(1RXhAaby~QLynhlG9(!5tU&)!mYm-E%?Z>}$baWW2`;R5~_>gtzzh2+k z|5iCjp7+uTn7GhyJyGlz?x82G-ak;?_UO}oxwB_mtr&#<_xQL;2{KUb+BX^Z`|<6@ zoN5ZWbhI)=;5yhIlD5>U?r>nWX+$)$R9NP)iaVX7{BguBfR^Ln!84SoUKM5QRm$i1 zhWm>StiBfnnS$lrMLvoIVNBvFZCv}-V`D8sy8tVSJQv=;vjFFUO?>kpqBKM20lj=1 z_l_Nc-`TPbDLRYYtulS=81dzc;*u9ZERBg;NJd&JtruV)pLp+QmHV4bK_HO4VTmnI zz#sr4<9CXdc>i!~U`4-eI+oYQ9iGQd-(`ZS8#B4baE7juA&*OzLF(nY=5u^xJQ0%Zy z231VK(ed3q{m`9<@=wI9LlS_1zo%t-xL4#RU>&5s{9jOTcxBysbXcS1ma=X;!v690 zc4jV>NVs#DwveBdJZIGC4?9j)JH_1b2RqoLPJ+qd=O3HuuLj`{TgpEl1JK<2_wRGf zbkkfKQ(AB6lcVk5lhNeHF4KtWY? zqCF>t)&wSFl4qsMV8?~+{wti@PEm)f6P*J5yChomA0(UJG)r+c30NGDGpyNokN<01 zP0c{5^5{wGaJJs_0-lya7lPIr_C`f~KNfb!X2$0Vm_}$QrL-J}4h@woja%IaIMyOJ z_#?9G*e$3YBr5Q;p|$m>VCgc5n{R1Rg;o|qn^@M@vQr!66~%U@U*o(?I@D}5|AuyK zH~r_=t!YN3hG6FD??UpYV$ZedfK{j`QH9y!v@aMGwiAvYOIFYVL12El7Yr2XHa^rr zI%8RE9dgPjno^9FBD`c|WZvr9+_>=pZye;6?Mi_R3*40Bxjp15vvQ=a)L)ZwhPg*UR;Mz zLK{#+L4oZ)tl5@pdi5#{tUsdcO1=Zxp`0cJQ~ApzsOh9>232s7pe$9zT5OjQM2YzY zm?cT3MXr#l+=H;?plv>JVxf4xy92ly8o$2HQ8OYNO>z}1wwZ$UFI3QlczPDCJWED* zMe?EKfOdtN{hcaZtKL~K|NbC5v_va@`LAw#1EUtM^YIF>L{7~#4J3fS84V94lQ&K(*84%Ml{sa)ZkuUlZFcgdns_} z(0AM-ctT(&zz8NrM($vz{J#4V=#H(cJw2Dk@`Te^r`oMDK#pot(qS)}FR41i?10vf zn|l!3U{vhx3~d0GR~pun+GD!M?MfEREG?1h3=&N4$@d}G?Q5@zAdU}$sslcrKVEV4_un?9%36z zGg`c%U`Enh=EV&+s`&Y=i-8T4SQ8wdceuAhKfIm)OC)L)F};is#YJMB9ULYxJR^b> zQZPSPEm+E@^G1$xa^|aQDd3Ui?AqF#`$X}))St4A@Clv30mZ=~8KT4{V2y^6^d&*s zUKik|H?mQ_TWF-FK64_M=j`@uHE@L(=ZTL(#)bcsM4+ww3267Qz5HHyD<$PQRn^j= z#HdlxPZbp^kkLRb!(P<`#1w}4fy?i270l}d0hucdeKK(E0%0!#TcyPkyx?5tpWVQ_ z!)+_5ok?8&;J3Bu&HEip^Gr#C1HJ2UFLVpXX>B@o&FS2x7-H3pjg5`nPe?+xi(fy# z!E*gj;?&I<-!z40M^Y?lO==^B&9c9{&4XzGa{l6W)&u4njNv_!eb0IJ{xd1B0$P%u z2qRUJNBwrbd@cx=JBDtn5T2gPX#4zWktA)pBvQMeBKy%Y1)Hrb&gMGFl6n!>Znv|P z#v)NxU(DBU@}IHp6eo!_o2IA18-X^Vl~I?teobY@y?Ev-iKk1oXb;2~9yL1*mMPH- zQ$GUO!b;Rzf5KJ_KgIQKfz2#3foSyz@wv`Fw+wbMGavRtoXF)|O8?dhJK)!^U;Sxe zY_RMpDZcI-z~(KsfB&gwdo#Is!;J#_|Hm?E6-pjBAV>M5sQWBGricVS zfj)T>$S~UD_t#hT!Veq)uG9;QVd~IL)1)NLl8`={xMejTyS6+C2YLyZwS-U|YcIuV zFL3Hey^C{0$bnayXjYcyGjeZgri5~Y0`^1h5fe54XjQhk=KXqxGT$T|{1mB2CeU3n zoW#h^e?sKfF(=qH=TOtoWVjUSrtR3VqYlkXeSOB2`t5@GTxd*4GnWL8ucpWG_(tt{ zDJv6?(j4W@?FG(OdRO4~2+(4lWU?pc6k9(OwMrTqp);~3CULX6@S^o~%8q5*oqNVj zo8w@3DR(Z0+0b5vMAskc+H>S`88q8RF)@Z1?a|OU=$vET7-z+x@0xqw^2BiwXN&96 zM@hwpjI3dA5e5Skq|aTF5qk9O*)z*LNRh*{?icfnLmGUUuY4QD0kE{Z;&Dh!ET4|1 zi)YWjC(iG-T$?8>;thjqv`x)VoqssK&xs8nv7xD{ z%9M{DKD=O4jRyH$gN=%9;h4x!08o);M_I^uKURYKWnf_7!-01v;U!1h?`p{egX#Oe zx5x{#Pfavv#51mF2{7s}xn zj}`|%)g!NU`#%D)*WIckH*JPA1oPS^^YZ%*Ljh3UNmFhuxx@nOcQ(d;)Br;K|| z-w&fc644M40sr{dIg4EhHU>iFZtcJB?|*EC}CXD`|po{qr}mpd0j41 zZ;z#vmJ(>`{AfwGR0!k@eA=+0ZUOa+Tm_}z_iuA{Ia}LtWN#7y3r5?a?-MNewK+_- zpe$xbT1T7;Km-jWM%gxv%tCY^<$wwkSh#`cQ(Jvm(|2PLvDkY~IR1jj;{-cd;W$xX z1;+p+^Gj#WRAiK{E&>bU-sVPHGukT^(%syxj-iPKw6*OiS%E@4)>SwUArf#*2Nr+i z-DM=JC*Rz#{@!qs4ttxWgAFAeu(H`iwd8@i=q2Q2qj!$|jc3_%Y~agVhKGrB1=Cf_ zxEDsk$TREhTPNfke4^_(H}s-@CI)E!NE@~=TmCpr1N8{MoX77=_7z33HB9}2TQ0*nE)4YD6QHU-%g)vg$V4Q>?r zE^;yNaC$$|d9U?dG#=(*J-eWNrk#JinOQDamgX2GZWfe z3`vbW8k*}<1YHK7HBL%OdU<&n#7O51LD#`W&AyF777(GZ`rTdRz-`-L(|Dbl>I7;S z;vM{SGJ#O(z*5Jwd8i*IN>s1u%MEXFI+yN2Lj~2uk^O4Iwr1y>megMlW6IjXWF$%5L z)%C>G!|3RJY;1ylBt;qSzus|2pRfmX|9Xy7bCmz;jn8Oum%;jWKi4@dD43_sXUlgg zrR8;tr$>db{hjsS5SCZ6wAE~jTY@*=gAf{gHbDPR;6H-+q2zxI`1?Ina+IwtEr&k^ zGs8!TkyC`vH)u48VpI)sa6di{59js^3<|<8F)lJ?kAOyzrDO-s^zF|dd(wkpQ=rb# z$-K2{9YdU)M8{}^!-(vdW^n)biZ<384A2K)e3029^d*SL523fBn3ZSNLKf$oR z#-~*NeS#9@QIn69OTlnEXMMNE6vgsf2Vn>EIP$(8vLg-=m`{-;we?r|FbVPWg1upo z>2$2-pJT?!@W7OA@+Gz#z2tUw6I)ns^x~Fx$t)u=|1TePPBpr%z6P`O&dBcUAJHya zGXp~#vVYvlAn>mPRgvv_7>(oUw~v<8TU~`&U4}AP{ww(Dj!(#v>~d($W$%Y%-eVZH?rg)s(~iDIH?hg^%%&xr*4KZw!gpS@ zH&pY&1$*%R5EO7>i!g8`fA%aMWhrM=tupAfVQ|z>)9zkIf9m zvn|hdDlu5^kPfonym6oT&29rCjWF_~1ym&ww!)Yb!rXA^b|(G}LY?TGF$m8IUsGQn znDG<>A%g`<1`SZ~fXEAcx$nmv3*30x;&Gmt(2n=C%OV z<@*LHUASqMMziZlc6=&meRwTAXSl|Qjyxd#=k2OiIl5yf!*jrftj)@cML3_J*_nPS zL2YPk%wSAOKK>%*#j(hrqRpYX=%nD8{8sF>Pw=(7uOS z>0;A1iJW}8^JWHhzP(iRGL&>IEX&YJ#qFd~GhyTjRqU6X@9bM1-tL^R@b~Ww`e2fo zTEeyN^XI=9%doQ0pC@fT^NOkCWb3UCJ6ZdsGzr_%)@BYn4C^JGj^~wsz{*cj>RZt7 zMLd2y^*jE-z%Sw#CHu=YZX5Ul_LDp^*JbZ-7HSAL^0vs*UYr|~K>K0QU}tat2Y@EE z#S$$DJkF+8AP5xL<={6;FhZ%`gSm2>C-{O85aX3;x;c<6nr6LrsT@3c(i814DCJ?8 ziDv9D!Xia;@=qCra9+Q*>}&8(6ZUC?%zsS3`5n$=fcz*E2s#&|bNSz7gHBkW*U<$k z#h<&w>`Sp}Q*(FzIHN`}ljvgAub&y4^Lj>n@VZWK8{J=Hj52}18HYvzcpg4{NWPJR zPcJvMsHn56<;A2hPwx%D77zjGzM1WcjynCmFm$mPe^0;``CW7gMPQB1!AJiHmE)ruxA|ravPpizAjy1fzl+&Gtxh1%fde0(Sdl*k zKZ7Y7eY`9dT@%MstNqBr6mXBsnC1i;=?G0VAvgNH|5Ba87MI1L!Q(vE#le3+Y za?i;d_OVi4+lEhW70nizC&#_RxO$kEmxYC;?X2XL8%?|#uL8c@Q{B(Hx_EkCkNLN^ zir;viH($ciW-r*_>QMFDMv!Tcw)l149FUUo{zprR*jYDZDl6L4Uc^!oGBO`9-k+dm zfdKdQ_1(_P@%Wl^1QuF^i*$&ct?9VDF8;f7m_PL#lx6@Y6MzNjx#O zvq()mmi+I>i;IuHV~*ZK#<<^3;s5Y>{;%7xaTt(;tgcQF6WV`JQ#627UIYfVK@7E{2)!9{&+mTG~J8@j%_@5r;KX_j9m55CumC z^=TJL1_U9FZyR|ZRx}`%o|)MIGw@%Pl+7rdr16P6zbhDxgtQYoy1Kle%#muxpFf#d zSyf-Yh?8i;5N=RC%U}|VP?8EF`IpSTtxEN7O;yD7m!cw-#?ezus=C6%Gygf31kG=6 zE5Gqpr{CTqwQ2=MN!{?gfwPE>ib}b_gCUQaeLIAnQk=6V6Cxmg$f*yp@i-CwJc5F) zW6v3wnA*Xuf--@TLRwl{OG}GGjfWoJleCSJl9GmoI}QVt%a}icMaEM~`oMu-AUabV z6nLrQF7Tk$)X>!>nD7-Fj=#?N#urF)9YGm`;d1iNA0#JLjP=7r&;UK6tC7L;xD~LEZduMF%-49UoCt8RUMh`3YIK)&{{}foIfcilk`bDH@2Uk}T zZCrV8?=F063?1EzsAD!mfL)~Wfx$Hj3JOx2oYQ&L3v3y_6@sNQD>!6E@}g*V(~=K& zrWz*60j%YOP(RvZ{kemazsg?y#7#>>L_c2=-dxbrE<0~Ur9_bK75x}DDRMQ0&rtI{ zQ7Ek|5J-9NuI7_iNkOhz@ZC^BVJqF%O}B(C#fK zZ-y2)_TSYPV5IVQb{Bmg^69^qb*^D0lCsNg?8TC>KeE<^L!pYZ;ATmJ623nnFpN*f zWIXWs%?P1eefs-^)f>p1`^UyqHD{QL-SjGIJ?*f2p0+pTcm zF=976kAdJAM#iHX%H8!wpEqkFLzT6~TeidO8-)=8W|#JNx)y3p6xf12r(0_6-l~wrup}P6L0RRP%S!&mS3d1w940e-5Wot~XD{8E3#ea7&Ud z1FjG(pk2fB)2$gsV5`L(W%*S(1&$4mkC%Y*18O?R#f2#x-DGuJgZ^?94?oH?OGrNMC+zOHq1@`*xlV-UoVLACb}gwP4Fx5<)@Xs zOe&y=B89DxI3c5CT^|)qk9|j_%(Ll`mjkDh;w0&kc(AL6 zC?K7G3Uq*^g8KILi+4AgEY<(3u30``O51`b#Dj{HvWgl2pA^2f<-r3QkLFrr#v_Ki z_zEPDvjBEM(AdKK670qAV+rzp3OVG5SRHP-stV&Pdhj^BdxyVC2fH5{;|LBBtu{t} zV8|19ehpE*I=nSir*C|mm5C`bEX)N&9&i+XDq2UW`a__QjlyU-Fuee~+Gs3R-{_60f(CV8PG*$O10>c z%@3;%Y#GF;Gm^88&feJiYn&l>ext&~3Ryh%UJ;j6H}l*u`A2JWm!0IljP?3$^LQRP zz6N1WwwaoIXW^?3y}UV+90KZyU-vD(OV4?+pCpf3WfXHU1YJ^7o5_=;P~tYfl^Uv; zu!tu`??VzkKb0_?5*By*jmba)Z1A(#Si$h>uFg)hi&7Z!c)e=!iR+AnxHu`nZn$}B z?E;bqyutWlF4VLMI5^-0sfCBr(KP~nR3oVQJLl3gQ+Uzrm4bTB`hx6^n#=L%TuRHE zcmxmbEDF>okmtn~X4UG#h}nFa8ylQCI5`R2CHmqiSV`112CF=qpbY?FfAluYP1|4T zP_VX3!g-jUg$4BLd799@v8PThYXIz^YO35E&*SCKS+Y5Wd}h&+C;Hz1^-g?S0flS4 z2wL-yM~{x$_m;t^voeKnBh8vZ>EjKx#0_s}0Ync^#MW|a}tPteF3{st99a@ z>{Pj>F{fCdInX_H+Fd~v5X=5x*z@_3_ccro+jm62eJjLaa_OJ6O-5E@g)rGC?u3$z zPPX{nm75e_e{bCZe@xHXYItC#3g3G3O(wKu!_CW8j}OYtKoU|&P`e(maeMhoVnKJ& zgMKd*9JKeOdWY7dO2iEo^0-5->pnR$vLwmeMr90)gPk-Yijz%lCSF#%6(5<_zJ1f? z&HUP#Wq_goK7&j>q48A`<)&MB7n1K2n}Bfm&+l#=Lz%dO2+`QLlX4S&1uK*x=|L^~Mzjxcdw&!`a2X%E0 z$FYvJ_I+RbYI20&Z*s#Am;L<*&;2c%lwbVWOxw4h%<7!+D=4a*Qxm>%LLs{M(wn~^ z8@ruHBmaJ%)y=$?Q1dU)w)2{M^jH3kvH~7%8#N?t17U%RnwFVPKBrDuAd5ln^>5XR z$A5pj+7P0#*t4?u;>!~hYvoZ;XwOabbv7VLjb@Rq;-RCDiK zOPM8VP9zI*oqsnlNz^732n7Wzj`(IPNe*R zY->r^v~wy&sG7O=e^HKb`iq$;ixUGXTs@;Ae^Ftr%B=i*QA4dCw((AmUTOc_R>3t{ z-^d8Q{-t+wN$>zs&iO`l(0~Ezmi;A?IY+f7I;VQc^wYd4wHj{z=f`8W3^bZooGJ*@ z{{6cs=B^t!KocS<-|avXMZ|XoKN~f@m9I}yXMs}b?3|DXPp@wuH)zoL3l|*V$K>+= zta^!#mvW!94?G}vPbh+f@Njp(>UAcW^(BKa&`(XNQTP>EVuz27)jMpetv;4U$A%$(5dccppwA9-|hOCz*@CM`x(83 z**)8+De&Ux?UA0v$$|80!TgI5ExK4(3AUMWe;<70a^u~!jh%K+Kh%5aPBFoeX6EFK zt6co|8y1Wnl13F&9rSa$7s})RY;j5W0k)ltjEpq%{{841^mHgIfK+6PJ3B9*%m+cA zel-lkMckbwYR@wRxS#+OCqDP6O9;s;#OT ze-!{_a&2~FHv%eV5Q#N;N)AEA$kRcK0&I$iqyVOjg)+fSb8}dq0KZDSR?EXt; zuV20tAzeyC>Y1he71gK6@&M`fz}@K}26vszVS@tt@?1qf6gVrep=Uzl&NHze!%%3% zfKvM}&=8-U?zsoHn_d@vK*Mu+(K--6t^pbcx}tC2a)BCMA z1Ly-%ziHDZ{?C}Eo49J1AIY!#u;m(dxhQhaQ1oc`I^^D8@h*ECgAGyAWU&5P-OE55 zxnpC-j`bLwF*+HcV_6r@qI;HWkg+g&k}*s%BzU%El^rRnfsVwzZ7pL^V{z z>lL5TInz)bDbUp~o@%g5G{wDamt(ed>v)AY*VnBjI-%mSLv}tXD3wM!5kY#@n-~PO zKs!haxWM6l`q^FjN+jCzM2z8qNOm00A{7<*)l@;3Zy|lGEnGyK1$Dui=ldjOZA~Ez zNsl@{AUeri?x96{KyrBxT{ZL>V5Hy|6j7)A3{Ps}j%fvyNMjj?GcYS0#5du~7f{Ea z;qyX@tUC6zu#Q{Yz-NKvosW%OPf6xG&}iuJ;nuxtL47s7aX`j6rwoDm%602At^Qx<>BVBGPKY5Dofntq(9%i;j!?{`Xw)45_%GogK3W|!i+R+bn zU!d27oIS#1@!YvqYu1Qe_gIW#zxl8%qrcR<0?=j-H6s_yu3(MPiYTgOdQE&>P!OLU zI7=5c$Lr7`)4`qDX*5lrR$HwYwCr{9M z9HDJlulKdgJajJ$jlVF`%dGs!9=!4Wxo2yG2i?CN+e;(~jyMre*5@oqGtw7r>;ZWK zh$R~5azo_LpCW}D2PBfbXArTRM((yiAOkg=X<;WwJSi&r{^LhC>>dUT*a_H9#B6wf zyMyZWw+W>#Q8YwaSgdhy(DcsA$!Vmw7)ARQ?bAU)y$@y3ky*qEZSLuQ^3*9@ zr}=mQF47~h0Tp;wDKF+y5WO(Hpm4~b0k~0HRRH*8^36q_k2iZ5qQl`htJ`sdXo=4( zajYvbV$++&6peIZyIOZYs&6eUUi_H#h|E)=S1-%#98dA3-Br`sy~lkjit}mHtj82{ zUyd6$LR0cVY(r7&*5^$NN$jalixbwqdGlrsZ9Djc;m$&P{VHqg>AGSnO87X`d-5;v z3=X{RCcoGsK~S13E4(2cRp^hpyrb@;K;y#X$*B}mPct(1yORYT=%PxgfH%b5Nu5xZ zid|bU1+$Ed-k|6A>OGCtD?5kz{S}AP(@LgJp-fv-4i&dYbt=LU_5f|bwxhOA7&h!R z>Q>A}qTcS=&gKL3=lN}}|Gc{4+9z`1orv2834_j0_w0&2;qiR-5K_VOzP|Il#%+Y} z8ofin%kjUoR*(4k;9j7e6>jV$Cls`TG8Scb#iMRtfNOeTc6N5K%a;b(9{t6W7)Ei;W3`H-Q-n7ux;7L@Bd@)`MS;_|t0x#O zu7tfib-I07R;1LiXKrX9X3d-#ZXI~z#to2Rc?EGZLaosnILW!@DDKQ? zy5!<7D{DE~!f^iz8X#UOvJ8cJCMHLt(d2qHV9tD&`X;%aBMp`)+-Ss*QKQy#013%` z3y87w$v)TgZn&r@SsY8!FO96Nx=s@Sx!ICMi||y4ecf7&tt9x?@MRbx(Tdml{E25d zd6y0HXw}OCtSerr<1m8h5$J^xh4G3w~-OpDfoi(0E>ONL2w z=G&bR`Dww+D8fY1=WVCcL&&<;#nwIowTxxW;a-Tj2RT^7G?MfDpvAW)&7FjrR8&#N zpnFi~#G-wJuplZ-W`D?w$R-Jal&FMn0v5*jr_WimBc{i@J~+QHs^a-`bnLXv@Om}9 zqr$`coW-8Q;*`Mq?KF>Sh3K>J{0V3ABIZ6M%iO!SrH8I@YU^e4=VPiuNAonMTHYOc~c+l6zDv#gBzbpA zN=~^euZ)@Ub!(n$R8*Ath;hHpt$m*{>+7z|kzKue*cErl<&GIx`x$Vro z5Z0<<&RO+H`#`k6iCaEMgL3fNL_78L(u)04is1X{#X+hd0*5YJk+w|v@mlxm&K8p3 z*=7kReSQ1+>D#C39EpolSGfK$Qw zHT0AC?);#vq4*fy{5}^0_ce=0UCJg*<8kLNV$MX1ZXUWH!8Z!aE(n0}4=0yS{5+t4 zf2E_bTSuo;hpN}$+uvi`CVCGa2mPCT%5Guhg>e-nmi`=TUd>8|xo$l*ar?0f&5H3G za*aWQ6FFL`zVJ=Gc<~~Q?K{XWK%-Dq(uR^`ej2A>TpVbo-td%qhD;7o9v(LTX#5i( zj9Yj5!)95DYoyttMMkHz{M^Z{M6(e8gQDps<8w1)aS z2sa1iByU}5()#k|3i;0a9%#iyEQ|uQUx4=tgb)UHu!)Z!Kh^`^{O6zQpgS7w%R(kQ zsVQe8h_hS&ibU?Cu;m)SWBKiIk~}}NVKyZnDO-z;1L8*8=Jx4zs2fI|9AIu<`<-{v zq5JUTW2dGEK=@)a^!1sE0%p+hEZRAt%^y>R)%1RY@c^-e=>VsKf+o}MMJtA>X(4uw zBQ-SGHStKL=`0Fs)j=}nST{>y%QCQD6_IzgqmaUiFS+|2C{xO!9dF_aMfi0E<{0By zY&b-$YD9M=4ID9v)??)y92~?Kr9gbf4SQyx=+UdLY($9qfdyb;P}J8oZ;LMV8#3f> zMn)B|)c`zNV~{l~JmB=bI9cv=!Lr(#TBEuKm|f{iMO5yvzv+K=rl zp&m~S=Y~a+GLJE&M^p_kw|D@*j*7W~@iz3t>%)2>;NkG(GvsD}`1TEZXf=h4me=c{ zW$W9|B8v0|jihbrOMACBgPd{2-t+PIS`x&gV9aVcZ+sy|XOKmgU-+*&9T7R3B}879 zKuHK-a{0^@2wyOSXS4{QB{EFXl4!4{yr)+V6jraJG8Pr6MoNMKI|9`QY6;RRiiPhxT=3n{3qkvrO)B*H z+tG{HA79i684jlpq zTf8`6@x@=H$K>Vh_ZVPypBfwcp39~Y4afX70^sVhW#t^S6edW$jm+P+lq}XL7%rea zCrpw{5fw9Zr3y>t&L467$|Xn0GHRXpUyIPI%pcsD5MUAS;D7!4b$qllHjwh!7$^Ym zCb*=@_S90-(AdP2Bvsh7aU)@ynhej3sQJf>lybA1OVqjx6z~oP8~0qi<>kf31H?hlm|qlT zJ^}~u;Tao{^@pXcPog5A`GT@#759O`-ykUl;H(Oc=+pS@NPU>Nf@Ih5lvW&pFFoib zAqXa5BQBUoR9O62uX0X^13WNU{QT`(OzEK(k~#9bbVku*@Ik1^2tuV!#bq2}GU7Ns zAPBF>)yaG}voSfj8$0{Vyh_qf-`i>Jtz$?D)zugD=?EQx(nD57GqzVn*$MWeuhIOa1D|75{n4r-v*tyfpbFH)4{Sw3)&HClBjYtIjW(B4`a55XyNt^-L`7 zmCsCN!spSR5&9%Gt&=^uE++z!<<=^F*W@vGE-V-cX7fSXOtR%{Uc`?z+T>w}_Dr#n zwYq2jt@wzRB!ARuIe87cdMrruO;>a&y1CjdJ7;B-*B>NWa^emED-YkpmbH^F+oD`^ ztw5rkoGJSxCW{35Xw-kuIS|7l?-o2Ee+<=VJKV63%PX|p?)63`EOlZt)zt$-F8+bV zZa(zCdPfxBP#{v9z2Uz-*^FSEBFj&7HPWTGl7eFVj_;$EbWGt*h-vHugQ)yon!%hISH?fJH`Bk zFN0Uu@pHP;2VhO;v@xF-JDf1Nl9Ie49-E-C{Lcg@*MYf`w(>m%L0GBw`@$D1T{2Ud zRI>i2%lzjbw%A3SoM2TtfXjR^VpaezCuCo0|~;dWiOT{>3l*2T;n zoM#u8w4$!tnYp&BR?X0*-vQ;~OZkk$At5VB8Mkizq^yux@j<0$PmwP|3b%3p3S<@D z6`JTz-s;GX*VKGpx5K*vrG7w}6Mv)^3Y<&I_u z^FlP=NiFKSO$vHfR;H8vWn%l_$|<{BEFJ@Ik$Pww$XrfUC!d8;Yu5H2sp(zusSb0k zq@4!_NH;yw^tN9+&Z}W+VEMZFeU@~L4b;=k9Ub;VUiPertK_zO;SbDm=AG(r4 z*>%dVob8P|Ex8_ZtLjtWn~CRae&)S;b|qkm@#zZ9T{^jZgL=icVFg+0x4#WLGuQpw zg>AO?$H@g(rgiS(s}Qf@8=KTkXq(;h_sf*%gxtx_F2Sx3_}bUk7p*769W+181iN6& zw$HX;eH&%kU_{*{wwFk3caZ~Vl1GTkP|-t|q5_^0M2;4&dg`0a)MI$joS2}8WM;j@ zWVOHBjO?+YQGFdXHp}`w?5N-~T=2Q*-y&kK+nr}mN1GfdQB#$wj+HTPJKRUzCobvs zsPwhUL3j4KhtJ87T+v%GD?KzUV8Y&jo@+{+e~;eMx`3XXsa;gQl#kjH4P8 zppRR$r4$bh(9XD7->h2kuiG(-mftsOyL$F%ZR8G3qmqR4+@W(NMT!f4ikA2sj!kdv z)pCgH-|s~&?jBCqs4teYE&j_fiF-O1d~@(;A9}q>9~c zd;hX=+CzZVu&UA#mpgBH+-A+(!~c0CgJyCX6t(x$w|+J=cv;`HKMc?CY?2xDovITt zocz}k&CHp${dVj9rT7HNRW(i~^0KAaka2vgDa)xM+kebDq;B`H#Yht2zKxfHveKqM z!Nv8MUZ0LLLm$%1f&3Rb;O$#Wa+#o@9B(|ftU2djdUaG*`LCC9j~tjH12Ik`P|VxX z)F5Bq+f|>gU%R$jbMp542*ky%i|Gz3tK9nPvGX=XyxSktT7W0iit9Erh$ z=ABePnfWKoj9&*qmclx~&~gl+#OCLh&`KSBSudnG&i*(i@i0W2Yv2wo! z)smaLuU>7LL9VK(sK}4;D&M_*8?DNuHZe;EaFDHmc2Jy$5vZ@;qJ1`9{;-<;I=2&! zn;Z=oE!j2GDm`jXsO{>u-k=-`qK%HrrVwLp3Gy_#5P1K!vzb{DouPAd$XewZQAB{VzFJxd;%=y~Uys}a)l=hl zq2dtO2yOgmT_~amRY(FCx1PqGgPRW3&{!z-8SJMIs72aibW-yH$IJKgtjxuT&S2+2 zSpbGPejkBSaI>|CCb{?A*P3#E)WsfY|9XW{A5IS~q!WlcS=u zsH$KF0!PZKRaG@LkHIV1=2E$)gEx2O&<1Zw?o%G^e#3$Nq;ZQaRv4jv0fgz+4Mg){ zl<7z;#unmNk15`5S)j|K@4}Qb8o#aRwKWt zV;33(_q=v{dss+KP5tEzw0)W-CH?&2!;oRaIKuVmXMYeP^LNVy$FM{Rtm5VYfn$e_ z=i98b_uat$M&spfcgh}&SI-D){rXLd%Ky0K8YCez1?|B2fo_mp&@mBVf(P)Je*Hqg z5=B_zQJ9>{~l_|r*G)(>YC?Az-`PvO&olNE_<3hwq) zmjk*aTUV{Kx*jX}j-Iz}$D|1_o#SYg@+}=vC|O=;#v@^X}-7`7}}SK&L^v>ZtSQ&K;iTC?YpszJBEnOq$@~k3i2w{gq2@ zMb%>^s@foU0gCZu+S@FY-29TUn&j%tFST7>mA+f#wb{?EYff{x63{EG!(6HgB7U^m zax3md%l)&NkjU5a<<9{hzGOuytAS?`$vLdN_RE6BD2QE=2lw|?I(&B}6cV9wi;>*E zscD<69^{NM=_2cy^w476J8bU_bd$SGTx1kqy;@y4B277Jfx65LpbDoWX?@Skg^nCK zJ3wtnzkU@EKqUP%XaU$SWunI1xpTk#QAxQD%J#i{L>j1lwsG?r@+mk7eDb3$ChW<4 z9hFEt{ICTT&Y1dDTit6e>ABAgd7z|HPv(gyov?m=?AnMkcDo;>M&F?JprKa!aQLuW zn;e!kUYyrL!z{~=9_Ieiiq*p$3UJ}`+Az@Fy@{zTJvYmjreG#f%6M1670z$i_dA0q zYn$h&s6w`YbM(V$L~E{D_uS-^DMS4fefIC)|6$u?hf(`JI4IPwD!VO^P}v>auYPO8 z$q|pzcy816^vI1%W)H}hso+nIhR<^ogvMWFMsU@mMNxo;MvG8oxo1|xqZq%U)Q!P? z^h3Bt&K&frlZURu+e2%!%>JY@r;hoSX<~CtAZh%T+IVSYGfwa;oHuZ#3iHUqelQ6n zWWqmRfAEshmtKonEWgK{&c#L212pM)csy7-c;-M~81|E1uDR=U`*dVLj|d})*esSb z{CdLxwOQjjovXJh>Ouy4)?gMPlY@d*v~}Lz-moKum95O`Ujn{DDki-BOiKdmh2~r} zOZH!SYg+*}qWY^h9_eJ4-FuXuojk6J%cXE$(QlGclPMa*-JCH*qG0(`)ZR?}u=w8n zX`Wq&Ka`Uq0zUY43{q& z?w9NFRYU?hn1v5i^3wYR5cO|H#+6EKhP8-g#k_f>SR#kjFzldy=;CCj)ytPl6~JPX zQc{ll`Jqm^xDerspjXnaThq&&$QWHhAjj(9&fB(Z;St}d6!GM&m6th+t^oljzp(;W zRU}DY{OSGsxl#GX5lAHR3JSg=cgvR>72yQ}SwFGd!RLXs@`XimR?X_2F04e#mY0}k z5`V&EV%}=Mlx<5zf4Ge1EowK9km!68)JCXx@jTdEO)d>2&E~C=vL5RKJP;s^Fl!t! zY{Uo-hL3R7P&Ev(rDex@)Q>$mRo^g)AL!eqbLW-T)-WF;yT)u1wmO+^XU~5rhty81 zr7`ZaL$B90HIXJmD;>Au1BsK*h7Bb1Imj?ND=G@NqKz#rZ`c=(;55a64M%qH8vt1b z@lotJbGXpQpk|vCX;pNFgpquSUx_V1BJEAMKGJ2yLrZ=$TWOch`==XoiXT75SLx2m zG5&@F6+Ms!sR4n)@C4*k)kf#X$`xD=fFdTl8lX6ftvOwoJ{_Et3hp9huxQc(WQ|xB zaMfC!qM=y(=);Gkf{Urs%FAh;$|YYYNQ{qa7XMX$qWizgcj>HmTe2wiQM2G7Ti0zG zy}3=-kVn_H>W5x-sj6AG#dhRoZ(_cJ;RgVZ)lFkT}#Wr2v=M+uO4dX)O1yxYsi)6(oo+ z#d$nO0H~zfBKT8HntVJ9npFG-NSX0kT8i_SLO%7(sLh&gptzwXL%}Vwd)`R}?h%_- zI9Vvfbajtss~nj`+QFPBb90Bcf{rZ2c$=2ZH_n)+T46jNE)Q01b00TapuX?;)i}{P z+kW{CWEq^r@NF8CSAF7sV`8Vl!}*so!(!O?Zjdsm6o;(C@a)BLXC^#cm*}$47%!%HLK> zS-s<|UBa{4N27yhoxRkb+sW=ZHT&4=ExPJI9kV00wode%M*M+y=?bJ3vx|HW~@z*{2W{PEkjbq8(O zD$4Qyb&Y(UsP#I0*vj5M#id~z>8nK&K97_gT+gz(sjogYcL<-pXOO0uaOE#}Ajvbn zGJCzbsQAJ0>hqNzesIQ~?(VtQp zL^Lqno7C7?u%6oFEqYTXSED(s7LBJPIkrO-)_H>+`H2f$f;>hZ~O1Oxn@o zR^{}<+JYf33&%2mu1`n&Ay}Lw=ruD=`}pu8greeNkuk5&CZlR-Ib-3%0s)L;?AWob zn(sR)!~?iptmXy@SW zMZeI8$I^7)olMA}U?mVO+DqEa>Bj-}>eVY2-hU9n&+4@;_n$vs1-3C#ut@$);<YV#1UgVs`d+YP9rm^UehkJF-E@*KS}I?oHd)bc{^JB; z-MaTraQ8!^^7-AO@ho|x*|UNB8p-*byGMb2vizJ_$PY9A1hCUg#`}NQ;}AMfpS9#< zEW3mICA2|;DRHS4NR8xrX%_|mgNzjUoz+QNoxZ$<>p^QN0r=g?d zh`=Z`)L?yVOsz_W_zl2d7g$T^O-0>0tFZofE#wpj1Nac_nNIugvpI0+&^Hnyq|DK| zn(brptvz-yxA)}dwY3vK#YiU6+thqi5QT4m6m8m=U9pi{a@cRf#*ISY=oNYu>QogA zhBNHubo2vTjvbCPr+vuOx`~TmhS2q3TpZY(Qg@MdL_@pW{03{?;$`@3r$?S3&PqrC zU+(Bq;c-$T8SXl>f8^4PI~&aR$h64aEiSc$gl}vDQ3wGVCU%iFeUU{`b_)#M+XypR z@3+V@IKaO>r3rO0MLCCHR6bIUgfE-7)Od@?c+8Lz8+i9{ma^67Jt}XHtcNd zq8_VPuU7VQ`?6N#X7AsBOJop%RHHqHMzorw9Qak;TCcz2t6v7X>@tShVBMK()HcGT z>CW^+#|#=YqfbZX*LGKlbXu9=+N^5}q#f5$QP7Gfr!*=UD5-UVNsw>s%^||e(`C8h z*j-f0>UJh%B1AA;Vo{RLA$TpQoq!MmwIhS&CgUdo>-*)~H^hY<+wHT9+m?BB2$WlW zX~Lr2x3{!dTp+K&+Px&u8Ht!~b)|mB5e7zSPME;afHgeE&Rx59y?jbn)@@#OK>jHg zhz%ifD$Rd=&LShYA}|7}lh2gof6SV0gafHeq}wyL94EQ%JVt-^b?o$jD@AcJXdvT5 zudM12s2j3GbKz3_5=ig8vY3*`S5$`!##DlSZyA$k^{S>&^~kdcRw0(50bk-Jl3~E- zK*EuwNzOGcLbKEBk0s>lfGSv7^--Y3+${B4q=E{&Xvl~WD5D?F=)E%!h?cZWV^Adm z9&UKYq@~Bp{tIE~(qZ3JrqA7~_~5j)83Me83vD=~4P>fK;vVX9vF`5K#>LFy!i)mV zxUAm9SesKPPr{ijYWqVNty(e|bU)>DPEkh-qXwGo?9PEZFU(hwCYi52{Ak(UspT}W zekVk(1D@tT;?S`>cg#{)Xn6FVGahc*gO-ga?XRQL&+9kb4xB)^!kV8tw_w%&Pp zc_&UN$;imWzwx{g8Ne){v4a^*fw}rXY02XL4vpQumMW`TiS;z~+ng01US6nuG5q(7 zmd~pAKuw74>Qzd9=&Vs}Gp}H^1 z%a_G&VS43q`vr_*tv0{rUE$;}KalR-F=LKoRJ{7y^-N?&zv_hn zqh`kCPVU!_Dxaz=ZNpO-D=*WuQD)1Ix?^os9W+a&o_>%-fqkE^G5v4YWYhG4YYYM-1SXjDR@4(phC&z8=Y_u1Q`bqqC)f>G2 zSbmYji+5TwTMZRD8j2Ma)}MuqTHIAh!n)o)KBNIzBS8h}!lD9?vz+fYev@@KJ4O4C z7*h{Hz_EeV0mmk1O**0_QQf1Y+qr93%r8|M>e-yM6d(mdGy?~q&~6{vBGP~{3ZgkB za9|4E z^1nttCoKgHM8y$B?ggl}_~J2rnC(zNQ_-Z`DWS<-S|ZtUOPv*iXc2Gm&fLkdV*m@s zgM!wrS;Jg3paeVu=EmO%pR`NRi6zA$Nn?=GH#9IR8DHom?WsI^`CgqqplGqW(z{t% z^f@RaV`{X2H@hM*@@vDP#v^K{478?(cGhn;U7>ugZnJqS2M>-Pyu00u@$CjnnE48sMi-xHDuW&>8Dz3zsQM>cFZK?fo8~FQZ}X-UbhVL@p%9V3lfKtRzE6# z6H|#f+v%@JsjW1`iD_lKwrywW>pMohFdjRhGlwt<9Hz$hq%hh`ztqQToqFpv?wJ|w zI23pSf-5Q^cqIgsTXA?A`f1@wFkOC2&(2O42rXs1zq2Cy4l!-ZG5w!DRc_v ztA9R=xUmZ#!aKsx41rm+$+NW*lVMOWPMZ~#U%#~R%hJ<#+tf@&Jtj;vFCO^Sxkrk3 zi=hQ?w!K@lamBF>ug!3~7OLv6&N)+R>fz}bxI9%aD5zEL`@EdZ2M(^tC>q!`y!X!@ z&l?BloYzb^c(FZ^L6oNG>9u~a`n2AFIf&iC|^KeP5!oxGyc z<~1Jet`e;}#k>ni!J^A6J?^e#>es>9=L1JAn+m0xfBkoK?NioKVS}a${!KMjtur8Q zwn2Ddu+39IgK(ChV*0J2Xt(rJ7* zMyNsVU?Ch48QIQhc(=Cl@@pTS^Ki%OWohF2zPXi&)V){ChH;wi8u3EPsB9=&U2*J= zzP_DZa>!|YN9$2auQ#O>I|%YOcmj4<`&a0UJKn={+dR&3IFuT(`Cz*7vn6(v`Nb*khV$)V^z5dGXKFr%s>R!oqD( zW!UQJ=JC&JH|?}@jhyGp+GuWZtMdBVNABjIk8fX-q|tu=+@mVu3*X*1p=cEkVf#OJ>_#dU zDo`o8%qD6;=0Y4BzNCIzU(bIX*@gH|W+YiMX^vtUr)C7xOLM;b>|-i?e9*M1I{F0b zbju9~!Z+7NN&pyUe&`+b4A?mDo8*?VfJvp@6s$K*;~ZixWK1`$4bS)9E=P$nom6f? z#5FKxP67_9UtRij6Ar7^{qBrz(`<&-kY+Q;yid+hkorj#eLOCt{+u52 zVDLz|07G5cwi<5CC86~zyg*Y*z^G-rg{o~X|NWCD7fop44FN-LyoMy5u}2^(V$-nw z3hRJ9!Vp)-wVYZpv1L)WKJ78TJELiD=(N#nerIihs;bk_$wiEaSqqfG9Pxvmg6DSh z&z#=11(yE%%DWn~P^rtv+pvR3VX7aF8^edMq1pqyw9Elq6#FRQ{n_x;5bv<)qfIN( z;*QM~j;A%ho%vXiEMyIhcxX^~VJDl8a2b;^8>D?uG-s{1FqE4Cu!GNq5D#a=J0w?q z;t-F*6dQtxpL3@ft=^BAtB+)s?i6w6U|j0&If#0@UHe&qVZm%pKSwbmsuMZdvu!p~ zfN?`AojO$%Bra7M39()28n8OvxHc^`)!e|QsIM6NunLmP7ogeC-ZG(Zr zQFkS;bjGY;m14fR#CcOniLDwoOsV1Fw%q>xZ`YV{1M3W2N>nELJ33xw4$R%V^#*f54b!vF>Lb(m%s`yHb2IFz^Q~Bkzjfo@8o20GftisRc&*HZku&1Xg2+oOAl~`VHS(`rFZwS1ILcN@-jU-%LgIDdHvw`KwEZk zjR``@I@Byw3z}?r9t=P?)4lJenkIJiAxqQ>X$EwK?iqmsQrI+(#fTE`#z}s@=NZZ{Qio_ZY|WTTBGLfaiwRDlVPpe-fIjv7Pc9CTLg2^G$6(c2yv`cewEmd6Su%q?-%|=r{;O~!5x!BFYMoP`Q zS#@j(vY@+b6K3e@4zs*gbVXzx+%WnXG+?WX6VgN>1`|o9fZ3rBAD!v|`4pbIu8+UA}jby1He) z6I6ewjVj1lAkmrrvxibod6^dd<}ze)mrqd8(uE5LN;$7Ti8l5R4MrlGszwNGWN{OtU4|-Kz;SYy`hH9)MozjIv`c--Fs;V(+y9yw3jHij>;zw zt0_&IB$ukwZ^lgprOZcNp)LW#z%w`=P6Dk=#;F2A68-zmCZg|{W!i`x&Wdi>@q_%`dRWY)VT+j|r&_*~>3!Ggg*PA!GTqB$&9-@JX9a<2}mUn0QK03Qo|ElpAO4ZkQ<##L&2w$G=x693VR4Cv>44?jS+~4xAvP!eL#>Qt~->dmrv2EteJ2drZExWZ> zV1?60@-42=a(*wX4=2Bia4}f~FOy^V9cGHN4Grl?$Nz{-Ryv00&i;KWj;v!-^2pZW zSBTtm%(RtMG*pwpS1Nf!G=JgBzhqBZE;ce`jO=vEIr3d5h22e>ao4Zg{7=0uF_K$& zPao$viV}XOO?CjY6__Lk+IL||!UzThs{ekMH$7bYNsd;{XG%ep`~}Y4ohXc%Q*;?Y zB-P9g`h3JHY7DI!bg_>Qq@RK&Gj&x}djygk%g~}6;-UcI**1H25y+z-!-tb%V}()p z<8yRyyaA6_67rq2EI?l19!_O<{$IIT_f+KHT{ z$f9s{iJsS{=~$YroVqzuCVD62!>=#vtpke+*SsF3B_FPrQ0rgrytR9V_mCw^>(b8e zY}ar@p8WC5YPJQ2!yIx)VX8QHFkF7>2@y6UyD;K}{Dqa9Z6?FxVNGwE1 z(S{8()TL~M6b{Zxa%UKylI%d=h~#9g+&J_8d{L|DifseS+d7SZi*Xt4M8J@Cb|&vi zWry&hz(IB{?PB|n@B5kw!mOAlY7hJ8PTykP$wS^r&T`0v8aL0qGKn2WI!JwXMW?A& zhPCo+DgODj^o;b(t`WC=9Uonlj#%=}Ic1W%PJZ~T^h+ytjVS*}m7+VMKI?kCdEmYw zjq{b7oA28kZ~r4~y1Q=6rcayq`_uNh@BRJfWzuEGceJ1AS~}2V^w;KcEynsjs7>%) z`b0$-I+nBoSfB8m_o)kR5U)x-;)dnFi)vaBeWX)%jnMHUqr(CrR9RUY2$@VGrKS+< zZ~}7F+2;*_=xf%!^(%Im#Gfr=zI{0`$*<|eIQ5t3dly0Js3Lxg8E@DVT^v$|mJiTX7`f7;Am-H{K4V_w3mk{)QBOgqhcQ5x!%~63Nqlw@D2b zq-+twzD8g+RU--T49--)yx`vjf)oSwaVyegQ%asu1ppJF`J#a~rDPINSD^ux9FRbt z=yqgCB>ZEO_ux2U8qo{&6u5T8!+T9BzdM6h&FOALsqW--m7Fg>((mIDPH>^&oauFw z7*o;61#K>}deUxiIO-Jy&f>@g!Y!E5?Ky^w4h z5)|md9WQ)lpv1a?={-j=4*M4@uWPBQW~r-V_s`0uVuCB|G1kVASt;%ehRyMB8gj&s zigSKGt$DL41;Ym(dz!LKNpH5(K02vF!gZtclW z#c~R5<>Z`8bQx+U%8zjAIt9>K+o6ss8=s|?j2ftsb8$h)!FPJCz_Qz)hy0}88bYnpE1cm1$}EB>$g z;lp~dd{|lWf0PfWbADijH#g8}lB+56i%k<0C5c_Dziex4t+)U7hJ3-ZnewRS@0bX!O|c{Fb%&4Q053?u<7=LhH~fzU!ec8Ac8$P`M6df* z6GlvL+nj!pH=BMU{FOehk0(A{e)2{^K~Ml={<8kZEG-*w3)y18WN^U|Bu z>ot{>c0KM__TC61UNWD&ZSDQUQC7?=Ar)tv^M&FOBsTxOP=5PV`5iFo>F3zB>Zylr zm(Pt~%g}n?CkCg-_7VNerKDBR2jA+~lFNgXN3YxdWKDua%>ii`uxjn=t8~<%wtUnfx@yO^CfaegpjlD z|72to-d^zZYh80!w=}yr(BJya(Q|H(%)O(q{=42*eJS%LaZQU`-5aPKV3V{S0E3Dc zr0s5{!7HeqI{E-%Weu&ikCY)~(S^fqep*8r zC6w4K&|FH+a6h9})7Bie`05=84Y6~Dlr6eSoVCuH0FV4Sttn|&?z_)UAgE5t^9he}RySLb<=PZp>M z@)^jeb^lrOL0(}IZmI5w;m2NTI=IR_TyKv%y|LqtvxT*OtEQb?l1|&M`yFVZg`Yf* zFZOt}{L;y$QG{_0#Sgd6-I~KGY8l^az`^xKDo-sPuPKW)&CG3yqZtS;ZS z?Yv%N#ExscIHvzozW#zm%GXnypUt~3NXwcoM@;`GiRi%4p^83Y(<>Oyl_{jTRE^;~ zMBiQnIox`I)hIP8@#N%sKrL`bmL$Fzj%(|D{QWs5?lYK)si|33qsYye1peaXOX?m{9_Vwr5#@#}PiJHB2iv~TCs>}Fi;@KYg)iA6S7S|uO$ zq*W91a<;yfino~CLl`oHMPYPcHUrB<{GNaTwF7g@a@`eODTQVvLMZsaCUL;FOjg+p z!pcx;&;i&A-Kc!%$^$d`X6*VKg=I5t{-5*$X+G#a8F+A1xL<;kd|>uMb90sIsZXgB z=>zuMRuY$HHHw2sfh9*M7B2wNHyv%1X1hlGV?kQTL|1nZI)+A58YnP|Xp|DOZ^>cA z+J!G%joh1>h83$FpCZ{tj4h71yga>++zlf}Uz0gX%#~~}ko=DW%I_hJ9Gu%qQYbbr zL78~Em#ppJH2kfK{QleJZJfH$B4a|b;4!o57i_5dou+VPRl_zg9 zjZ#|M``UjA^MIFOl2oD1nrI4?eW~WXEfUvH33+fweQPNoMBMlrT#MPog$j&x*%ke7 ziTaaAq6TElPs=^yjH2)U8Y$HXe6#qMUI#Vpq2Cka=QdhyDc{$G8p1LM0sT}v<}FKW zYC!Mk!y&|4mPuA|E@GGCj0CCv>r;^EB&u^fM4pleQJeH3J8;gVy8gM9;prr_^uv7K z)&P;-!ot9aDr1>t++xy&8(_XVg=dxLFq2b^ef_}=A&U5++fb0$oo!Uu%A5*ZJi2fR z>5&sBL?~Ch1&*pr?-L}|;;1ryhZpoM z1M3hniX*ym!ik%s={xnrcbyt#g>#;Tw+DszX`}ZI@$=r!dCiN|U+E=&^ z+ak$}5`C71UsZx=J#)#70&`u;oA~{`wu!3Ci;L)S<6w^`MFzn@+`%BG3z$@`U1K=# z5!kPY{K2}@iM})_IGTq^)&hhM#r}e6O_P7oLf)UOaqBdh_Eo?Mv|)Tvrm=wI)|PBT zNUwgUQf>U)_{aTUH1^U7D?vdn1 z+(|q%_I0zIdxNb((Bx-Ds#rAdkF!5-6!`K>iZeL?ojOmZB=l_8<97Ci?45ISTQF4y zAfoU%f!kfwbA1v*_3|HKzn01{ZfH}x6;QexDhukZp6EV ztqMKn<3Xqi!{W^K!}g2fkJF*aqYk zQ|R7B#)57_J44|+w9MDJ}Rm<%snNrj8Y4FA4`pB|Z?`1Mrg`E=6; zn}>DwH{aLxb}NnAS6&z~MIP+-A7w$sb{Nf~s#Jc&1S%Ob|Ia;o^bqsBmNGKT|6PgK z(0yLguM~IeZl=|(AfrX}7^Wh|u$}MIWJC;%a;oOrv^+mbot?m{SoJuFJWy#q!4;Q* z7vh*GA3i@I+othZlESll24`dntSGUh!pHNI8=!6Or*5_#HSP`et(0@p~)fzRl&;+AWN7X2(h$85)z=>yW1> z`{s%6N|yKiJ?wSI53={rm{tZqhjGJk1a{GZh;CtOIT>{5Y={st@lff8jGofv2~RK! ztSX%_?pENdF8mUf)a1sWSKL3NrFl1QwZk~09j{HAz24>YD`51`0`+ZHTunpBvGQ)V zC(ZV>@Df{}F*T>u-R?e5R~*g=YAMc7-ufcBHoB7!u1u8)-EFSakTKv+11Nz4^N!~ zkuz>cW8Np-IiE7m&+c-w*UYMK9d55%!_w{RwzM(anrAdfd`8rrQbppFvU1H=V^E9f zFSv?LDHc)r!U54j2QG}}&s$AQdN`6F9G2vjM(M0>>d16TMo@a$W%3j&hiBIo=@Og# zQeM1dUuJfrVgPRtV?7U@p|sV>eHN`q^p8vG@cE`Px!*$Fw_JK~pLeB4s#jaqRv@Swxxx)QO8(cZIukqU;+&kd?86O$3O0?TYp78~$;r+=KzM z1V#C@f#Kn>^Z7UbKI9g+-&v3TX*u3)X==oO9y0Gk`ut0`&i6~FGTTXO^W0jIk?%DT zP>oSxl&Byc(_j3a8)Rr?BsOsS^cGycFQb{7FZ@EN%vi-wt&g8G_91t;Mxw_lgH%l< ztDZ#NUpjCwAA@lOenVH_JlIid2^V5|e&ez0I-57|T1+Cmh5aq*;@_6(4X!Aw4U#C}R zci1cV3@|{vc~tw;y|MIQfd^u$wTuZs5DSxSbAyq>iKJ)UovV*YK|~{B=mDyaH?*{y zXIT^w@qf{Hu>ba@?cdfW99PcI{=BVs^)5?D6{sC|apBnuLf45#<@3+Cv+8i}(~rI7 z-}FcQEa-Lno!{K1YrI#c6B2CL{4-NkC~)1$wF0WXi$^-OL3fOKIe$k=+3W4)YSRZQm*cmeUa*JcRbJ&#*_N?lfJ z7{k7*&W8*KNdp(AinsW2rFwO{Agu+G?R`$AepPab>3DnH8{T`{rbYXYEIW&AUCOXD zPOYbw#$APE*89=QQ`bl|#q%!BiW#Zr#M}~s7$VfNu0Sdk#a8ZOyQ8y-a9se)!+7c? zTAu(kQ9J9MVh$ZF&`H|ADdoDGhF7`Gwr4Wif=x49zIw7Y#q0D-nZK8FjLT`~R=Svj zR?)7z%dT_}*A`w=(L2Dz_LLU|k0q8`Tiyq|i^sOxBXP700)Dm#=56kG0NGzW{{pip z_*K+Y{;YCFs?Ltyx%2d+^7Uk2hNASt&bFXzU0C4{oerO=P2eQDeb})3YVM<7*?;yy z47)gLcX@(%Er%DoEe+lv<$ZNjRD2j`Z>ms7J!O7K~VurOU%p?Y1zZa zas2rWLrV<|g@L|TjIeuh*L>upewk-Mb%RY_bjsUg1PF9`nnzZKp8jNxa|xY*?)+?} zah1loK&~}dW*Y>0kb}k&2Zz_8TCx)_+Dvkelzi3EYGiZPA1MFUj(64fZ-7aE&h;>2 zj+#p>P}gV#igbXGeR|>(ySQiTZ_BCgh_Z~en&RyI1-$Hywqp10jD15{rcgCDJX7C- z_;BG#&fHZb>U6~?5pTFUu2HjF+{d94CTyoxqm5n_*4rDvkkQ7C-*CzpDFwLrmfS1l zY~K>YrR>k#Y!YkTb8zZt`*bIy@7&CT}E)ybm0pBFY ze~XykDpuxU-AGao(nHhT<=>2zYluREMly3NTPL>;J}pk>Jho&lbt1GB)gehCA!j>Q zZ6m()7+ZO!8iq)mu7-r;ODHKeeI&SYvAQ9FM1KaBx8=C;ru(?}rh_UnD(d1hCuHgn zp86H|il7pswo7>8XG-ZUZaUb#mD(Tv>2%+yq(tr7pSy$Ed`%)h?%9?Knm0z|hi&+( zcBS|lwz!p_hCXShr6OO|=<)xwboN0p=W!g*Q9G_lxA(v#+MA_2bvVS#&YjA7 z>PfirFjDD6N%M1<3bz__awkWfbc(F$LQ;xyooP$|Q$`fGRR z_xnD6KJU-_^L|fjO{^0rmjOPz<=(CNFeBRkZOAxpZ4t9~XX1{xT)ZNub>DAzGFI!2soMrm?4b+z7c*}e?gV=|L5yq4`{Bq~B!yT*8&WprAhy@Ch^y9N!BLczPZDa+xCu+~R^8FTi1p zBBr`|EQoJu_w3O$2y1c>UZhr@Y8+5CD;*95VP(~J!T~{7bSB-EVvO(`t~wX$v>c0I z0c$6X$M4Kpa{jG7@%&Wu!})s%W0J~r8CfbcS^e71-LRwHbSFq<;iq)5bSU#T@JKO; zN6g>x=i4*3Oc3uXw@jBB9hLBNajEQi7_Ib&VjfW8b%*9Vq+?XaI2*W=Lq-_7H_0nZ zxOY$_h={K!lxVL51A)hYV$rgSq*%B!>Cj%0afATv<8G$*eF#)P3nJ@Yg+D*{5*P`# z=|gF7fWU#eJPkl*u2+3BuO3jCqOxXX)OmYCxDr|?N9_CtUT8XPTRH>nZ0dLxBBSZZ zXd%;GPH-Us`Hew8oM{qetaVdzLA9&lyd;PB(Fz9O<|a?2orRj%D|(w-`5LV-6?{O5 z07DgkkOXh|8K+Ijt;xcNMUDhkQ~vZN&57|j9WkX#0k=L;f_Uwa*>7^Px3#T=m3FZ@ z0zr{Eb273dx9I9Bo$E;XKH5D#AF~(z>wic~hrgSYx55W`WihQPG|MCFUISj{Pa4<8 z|CwB|d^|e~uf+tCTAe3ZQe@a9VnW5Dml4HU{B`7g-0sif4_=4SAVQ0)%>!!1)A zGHI(2ZSrHq7LgWeEnBI+uXoqI@gtrnqVj?_7&zhBeVd8GUGM#{#@r3R`8|2%eF4*` zt>He;3zG>-ygsrP)_zVstMz1oc=;2hS0}J_uW?GC#zk$9tjrrG{l#UTO3=)ZRYBZV zg~Xb=ZVtuzyn_c(^}O~9ogRslnaYJTy}{FR)KMh$8s@XF+=ZQsg(<02zaQKQ{H zQk7w^(8bkstYXysq9h-Z`@W+Pk4?9M?$bPu{#^34t8%cvX3%)+EQiuhmUHLFBPkuj z<;6Ok87U9Tg3f6;wx-Qmw_ZBUwwK#kPsZmS$Vq|4Xw;F${J`AU}1re`B1~`3F6RM zY&4(pr)`1lt$fa=ZIwtgMYAYq7{Q<)^)3RTv5XW=dwx;V_$XNnTR&<;J`rKaV*l?tEm_XNq|s*Jt^sTj@eK^`HNtT zx82%yX-G@vN<(=<4do=tNNF>K;|Hgc=o2NH6fO{AB+Imym-iIE&$y?E3vipwXL!tc zdx!PCW?4$}DGwRks80bZ5b?fdTa5uIc5-?E=uS|A^z5V4(!fbY%U5&f_R`%1iXiqU zYz^9s8LVpz1@B4Xqier{MuP!jDmrjPQ#=Zj3=|~DLia0Q0VSe*akR^th0qqH*_>t= pYGo-a>+M(le;>z!)q0E^l$E#zyFOjv8^Z#$3JRRB(#=}F{Xa<9V4DB{ delta 48460 zcmb5Wc|4W<+ciw1QsJr)A}JLi88g;SDnlewhzyzMc|KJ{nW~)>MM9Z}%yWe_nTd>P zGE>IP@7lV4_x*m}_kNz|^PHdSkE?C(bNCL&v5vLYan8lAn~z zTl1atgSIE$RJg|t?iIFP8+(d|^HUW6X`kGj%To$Q$$e^PYTCvgo5}}0yg|EneJnk# za^#7d6^GxO-zOrRzjn|zNC{W+(op?9a)rtD$N9+PhlIDBcDd6{MYV_OtlSB8@(POx zIrF$O{;-!&F=$?|8u|VE_pGd}+}zxzCbg@_FJHNG#muaKaPV`9+jz#Ml3UM89lptX zc+9=M!)0S*Bch=*dU(sH z=BEZfrRzSd@|IZ{XpDDpaWQ@q(x~dO605m$0~HlPInD7v;R32a)q{)63*#3qT)-t{ z=Lh0BPu^f=W!+918XAg`@nK=;gxpPzsK{(Tmn7xx))mj60Q&0|S7 zwF?)Nm6hGbx-87hYCehy3r|f@j(-$azE;zc&IE4T9hG};x*_E?3|CqzX>D{pLF7>EyVx6XeQ!0F%8+8S` zd6$Ugj@QRA960u*6s;FmP*mK+DaD@o>Yk^kC+^Yf*OwDluKZXSudusv(xg8 z+r`DjU0r&lGp?>PceqZwOT|P)L|nak0%Np^bN~MRo%uFi%ZtZ?t6${gR&{iA)Ygu6 zm$>cPwQF#2aP7uzCSMtN>Q!S*a)T9cZ`Ds(KkgM16KfnLmKSfXM6vftUk;SewH zhuYfO_wTV>NPcVoj)j~E)@FSCw;Z#2BV*(GN5_PWs%Wy8cRaEBK)ZIg$rJeTj<;%wS)5KKcX)IAa{>Ykdm`9tQ(qod6B?c9~ll}E>_V#=H@7=#Y z)9|Ki92WH!wU*8}RzV^K*}7d?ci#yqglv z3LEV$IfDH)H(RlCNl#D8x;?92W+7w)Eyh^PuIEuqjPF=i(L*7#rh9t)ZXfRRB_}73 zjg4U;ctrAF8d$u0_b#tiMqy!L(xH>b2y&VC++F&nY~$0}#^<%PBFW^F%X6M}zrWQ8 z9X%@Z=gaj|!Hj|ou~AV`hy|{=%ks+2e+P!|f)lO1H=dG?L*_eH^5X9r1c64x3rsE^ zU}0&tH*!QoRa;wIL*t62B@d(Oo)xbhOq&C?W6KDcZF_8S`7&|&@@4xkFR59&|NM-$ zo0^&$*lT4q9Kowq7cC~h&mUIvZE$#aJL#y9&|uTtWPdn^Y|ObF?X+D&rgCy}J9g~Y zci=!XRp7|$k=}~f4O|b{Is9*9wbx@qtSm2`KYw0HYVW~=2Sr5kP6lqnVvIM?O0>4I z8H^UOe6Lz(GVMc{?BnGPuJ7;c=+M#DJ|Z;UU2>Y{VyS!ffbNkuZ{BdphwS+$M%wF5 z={K(Y;g7Yo`}@VtOjuJ>nX^B*o$YEHP;Hc)zmJNl19N^nn>Jqcpt^@4Ra7y1MnzV)ZpOr-cQHP@^+GpRe*eIylUIC#%Ty_y7Fa zQ|{B*&|v@W?tUfb>y(X?n|oM5ATufHiE-YMxo}pobHe+BtB2aNjZd7Q_KA~sH9UIs z=s*Abvt{en{@UmR`9ZD$2M-@kSgEbAuW8Ya&v{Hr1Xa5kx3rDqz=7!CQMn8=G})6T>kAH9irOI z9fBt;x$Sz(_xm5|6;@VIz>kqTEMK)m#yxtcU+#Tq$7bx!eWxuv5dQAaj2*sI-17PJ zv3>jY;c0OkJQ!3iSLy9eXsBZ_6WJN~BNu+wvVLAqevii+GCxX1ReUZxbuXvf8?$uv z!kr!K|Dk&Fu+On*=gytC(mRtr2pp$vd$g8qiyP&bMdtqc)u?f9+9m4khYzXA$$}yx z5hF)c)znBdb94Q%`%5^34)O8v@$wpHYv1i{`C>2bypFN);7P(KAnwY2iJ?*Q0Tmj~ zk4(}Q3iFK@cD39yy#8*;Yvc3M(nmMQRgBn##Gk%E#G%@{y0GA2L~;C2Pmxo9zD=i; zv~=}R!<^5^ig&vPqQ&eQGU=#}|JUN#zhkq5;X3m*o?8!CFb;g+dfHd-Hr^9)?;c`X z0b$j4?y#WG4mT$!vUgs>vu8IJ$0zAuG%C?>ddnDCH>T?rxJ&6{h|<&3Sr3N{xSnz- z>gp`8+fI5w7u>+0J5aGz&G3dJx7YO0PENTA5ytsX;WuyIG}#wK|Jo>9@6shiPERB* zIy$;I)dzR)?)5tPH+nU!5s9TbeV#ba5MDzr9sqQqq#^po0#@XeO`J0`Gk3pTX{g(A z*Dm<>ii@}V)WG@cKjI$J1dzC!PT=MrNqgO|HWK8Dc*`F`CU2kXRb+d5?veO;J-x2v z3(v7XZrxWNDiCdr!g}E0<=t<_xMK$;LMFu6-#xf??b`V^)TZU;PR&mb=Wg^j=e8DIKuQ6CaQ=yGBWB&Mdhy~hmm&3^%JiQD;&e;B z=Zks&B3pE+|xOpHU^e$U^%NA>6V&&jP} zkpc#cJ9n;MJsv)I@E|%mGBQ$V{B8)dpb_!=YxUDXB=pCR9wF;89@hTy_3P8j%wDA1 z!RF`NA5w=Q70G%|9R%3vE%&*4_3E~5+YU1hk9HPJ#rbp>yC^AiT>sXrA}j4W(!Mx1 ziCveHn(E}_w271Jbl477A5D3~#ib=6TE ztmc%)D6zs};Pk_H;|YeHEfZ=UuMY38Eseevao_02F$0kgFQQuy@hVH|4>^B)pEiD$ zuk_v(rjKEX`%IHQ|IRr3G)RIch-S-?BQIZmTwHGN6{>L9K)=Dh{g3Ce1AC$AXr64& z;~a;c^fE?2)<>4hi*sWcaSmM`{g3b5xf2r;!x&s`E=;g&*^sWu3Y^5mBO5YvW9emcmhO21FS`$i<5nnfUdRl9C2K zr4vAb&2Pdv#*a8ESDz8s$|kOw+KR2BSLB%Z^yyw69v&H)<`LJ zW`_UJp~m59&oce^#xC#4S`-vTOEaAj3W=k7p^}$(m#km6&UyF~pQL2xD9$({#X?MIJKf4x7Mwl~AV+VolO?gz9Z1)>$)k@d*%N9$jk{bSDfUsq}W zs6>AEeL^&Qx_D`gSRtePMvH9;{TGHLQR`8T!W(|^XV0X%)7!89)82>PUU-wmhQOt| zJ*yu)8RWqyGO4X8&4cTN#8*En)YqvK&8`h3#r>Hd&g{Ole)Ur^dQ|2 z!W<%i6qT@@rlzK5R0^)Xe5A01{`83xCwL+hXzoNt_IJ?4#l^Xdk4#*|?{}c2u>LeW zoe|pLj1_rL;mYJUAeMy&b$+hJ~!>}0I6N%TyaZN}yw=|sBx-OkojxsZBdc5ytEmC|}sX$aXy^Jk?0*figM)f zM!pv=qS3XnzVpfNOp0fFyfRfhnzjTdB^}Hw7R*c#wk~lURp-&*+D1#c&*O@%X=}Ho zw$7tUkp}V*7Iywxb2UTk`@Uy}MtK5DUI07T%;UteBr zKXA_3-Sqp%heE6O+||{UkdUynFv|oUBp?9Ma-@7=>;lh<-PShQmBq;jE&bm!Gd)>` z*GX~q2baHv%Pu20%7?OuIQ>)#G#o8?sPqhMOiN44$cS}(BQwFyE`tIINf4W?pVkpq zym#*&&>DCaPY;h%$iZ*k^mvVz%{b|@_`I}o<>le=L{TQfQu`*9b$7=1jU3)tJ_|Dd zB|RAZeEFQus6$E--a!fM3YF*Ji2d^A3;(6!5Vm7?r#4ci?sDeEjckanH0L!mT-a)3 z6cQ;{MPB4RbZ8Jo_2tV?T6!u7Vla?w>%vZE(KtliM3&RoM;$}9(BPo1B;V9f*us&; z-<@zs6lvN`pWLf)f_j?FskxolE#Wp+YVz(bF4$hKV`gS1pjW8+ym_=E&+6@MPPK2< z!Ay7ne|i*~%fkjMEF2t}nyCm9H@32tFHU^eE$P}ttSsTIkrKns5;>pKR1YGlOItK0 z2pYdJ&(q2ITnaS9r<;$$uyf5eq_*9=DHK#l$d*7q<5nU?gE4qNC+Dl)-d^AKpdcEc zf#m(NvP4g*hgOE(E?|I_#rl;qhF8x$*Uh^83ZquOJa4sNZ_@WV015rEgiDm5u{GJvXTGP!6!mbsa@0dg5gk~uoBYmsdC|jR`ob}*PigPoz8&bTSlO;3WvH0; z{sZv=(6<|))>3wrw(?`u%-JT+eeO{qv9gRBs-Ch$>SgWPGP?N+y8dBh?JRM#>pw&V z2qnrA+SAihH+X~o>sZOStGPwb|z zm$B6%DtBxtmR-A!c}|(@#yf4!@}6@%6p|Gy+l0*S@9+QPL*(;k&pIZ8PynL#0I0*n zDbl`Bz#azT?r>iFDO*=LIN_0`Tb;Ei7^nHUxz8-KBgAJe{|CpMo-JKC0tAAZeCN4y zF;W&@^6z>ketg)?ej2B?epGmKRp=xHy)#YvcADwIHQ|6UDGO_X>IQ1T8S?~ zAt8(4%Y0FgU^VuC|NaOy9iX4=@*iVW)dm2H4cpkvdoR9UZ|UK9;(7CKS>Huuc=`B7 zBO*I!#kV)Vx35+7EjWUaaE*gIu%8QZoX?b_O;=nx45`CHLPGEa7I__*iesf*ht?H&&%Kzc!C)>S_$nk$ z1Tg7msqA7Cp7(PZ;a>K7_1KKCS1;KW`p)DZ(g=!}_AJA^kVAqjp$E=AvbWVbxFfXW zx&YPN?&%_4$MN-4Ui>TZ_x#o-MgCkK4+p3^bm19zz#n*&(_w7K+<$$!x_0A~=Mw&1 z`TBLS>!{`M#Sb^QnFRFpvW-sZ=;-7<4+;vhXEvz{VyIhL|E{v~B+XVsFKf9)v75}o z=C@DQlS?k{CB_GDx1jD)Fw2hZ-qUCbeZbG56q7+gX;R#q$n^w)-8GP;F&0P*Y9ud+`6?n zQO$x@e9F_u&@hff#M$dt$D@1$g|Io`^?h0sGc&Beh57l8uT;@dno)&wKcfTan=bHJ zwPm1$XBDx$SDCiaqTSEW@5`6V$)`M{TW#+x^v4pnR_eB9Pv^$oR!iq*`4!b|>3IV% z`z>el9pEk`0{hk!4G!;LukIbXuy^lXXNm4kyNXNAgc2Ji?7s|E@}&->f0~x2q_@Q3 zv1P+aef=1nblbL!$37~lt)2r7oSgoZM|Y8e?%mtL>A&Q^W{|az{?=PfWnuvc^v@hR}OGrp)|NiRwdXEA136X0OuX;Bo;=+EXdmym`R(N z(lk@~25*1=@x!L8kT@Tw+CIa`AX0xiD_yvcJ}+pcE<_yD`96Xdm;3&X{8;Oiy|$q` zP2)3V*5AE>;v-ntWB99Bw{x>iK{t2a8S>GTOIFSLtE&#BL|rIk3NWrk^m`>Fif1Aw zMOZ?ei!$oxS17klB)>wfe`B z1qlfzul+aWn~BNQQlB<8eb#CT+>$=Ic^d>0Y~ud<*cIfN_@__h!`O(y#Wx5|TbPd= zr}>T0-?{fDQW2K1ZAb3A-rkj>{+OH}Yt+7y@7>FF8`tmb!vpH(TW1q#@r@hPjKwUj z$tx(_vN;e1J*4ijq*j!GaqQp-_Ajz}QwZJ7cP1T$4&UNV273GWEKCpgd;hIY#0pJ| z-wuGMCQx5)Up>l7OYt4ba}+U?g7AyFN5`7W2@?~OXi*z5p&VW#*%Z8~F(O$0D@8Evm zQ}cdA#D0HfQR{ZDaH+4VL|l?b&4qqfPOO;I81}@qyYp|jFn?O^Tn=L3ni=c%ni^SlIr^KVHo@jL=F^-nWYoAmfq}zB!eF*s;C&eFgbht_;K*v;0;_|^Q(-}- zY!N+KkD9!N<|CkADsIz}`|H;)kP#??z$Xk(&l5n4ohzrGJ$=#me#mvZE@HBYjpNlv$9JsD?qhVn)vL-bwH&P$ETL-6wNlAO;(N z3&2O<@=QG)8*&Khd|d;W8Ix|t(Jir z$?A5czvZ#O&Dr*N{zrDi(r|Kg#1u(55709)xnXP+CN-^dbw;0_3MT%|<_4wi=btyP z->?CEgOI3bK9H-j7)p9nEqvNpm%;Z)Jcf4h=UKEZi;$_3we^T`xHNZ0o%0Pk4t8ed z2VidICVmK+)g`H?Ap5nqxBvO$-r145y6xI8Xs2tswKW`0c>bJ{kAiRB%#L+#D7+OM zOkimVlHX1B1#(Cn;4($z>cRzYr_^p0d*uF6}eW85V-Y550$=U9+_0QY$Lu@u92_pEgO1d5%{3}$3 z2K#+mITLor4;E3^r3sDrG2oAFy=_>>dES0 z#bzcZEW0kOJ`dHJZJhpDI_VOR&k4WU5(fP9?a%LT`uh5SMX^#I6cvfp&3pB$duYV> zZ4UT4oLOOe>kcIaP|AWs@_%nhH0>4n{LRy3RTW3-?c@R@e@QO?8#g|c<$N&Pv}x1% zgF8%fE@rlsh?1IrPflLoiKv~t@VwF7pB{`JNTlu`det93d_XnzqyA*`Z!){XZt*dl zjIY=s{rw00kFbOSd3FB~-@J7z-=RZ?1O(jNIJLm#pnNCMkl(56>5X*kStT&UDIA07 zB}+FZDq#az=aGRiklunAY-hJkZK7>y^rWCYZf)nuKQBJWjq~t}PECp_@-PtQ;Pmd& zJ0tRu^rxughULRk<5k<*`lN=c`GzW9zyI1po4bW?sOK*uX{$u0wl_g-ZAt__0*A#1 zb_qHuKbs^-Bq$k(o?^CwNHb1z+6!V$w+sFb5OtvB6%&&xJYr1^>y{0Hk^Fjvzku=Z zPl_PO%d1FpUQNyM$NQaNMj(LA$GkNch6->oS-sfaI&aH{N<>p(7G;niKH)CDTw6V? ztXHRnhO=di|H}>6pC5N|%4usq0QB%#0K~q}e@O?V2P^9Wu!Dz}7cFPP=dD->7n0Sd zr5gc+0EZ!Gq4bSc*M|mZ-tYvtsqGenR>hqgr6Q~6UPm41b(Z=x7-SnVgDDrofuV-D zla*HY<>ci-8h7RylTVo*IxeZ$%%-PEonQ=ogjL%<-hTD&{@&c0ZDKF94>xUo+{Co- zAyR-sP9v&wa&l&t&FBE;v&}2!kTXp8P=}N2O_`}5kq1l#2|jF{3KZuEOQ`Lhv<=sq zIw2$?VR3j4a2go&78{sQPXBW2HNQ$5e*IGOqYwS*0m2ti3-@>q^Id<{kf<0*kw4e3 zKjxf~mR9Qi`za|dONE+35DVyg&rewdkQh+^V!y8v$E7Hq+ywf|ZKkEAVMk66G@jfn z4upq1VO1?&amTV(2cZn%yVcUg-rina{obp~h?G4jG!VdnH9E9;Z?2A*&XzUAwt_p) z_||RMunaOGRVx#W3GmBf)I9R>4r6J}gC9+u{(mMu2vD*gE|{v$13ev!4dt74SD^#oJxCO_ zei5rrNR$Lbtd*MwVraH(xyOQS`M2H_>-1v`PK3~ps*8Wew_oy)bp7c81@w`!@Br2y z!c6}^rFiHsrqxF>KS3kjCBIo5F;aH!`}Rb&V~F$EDIJoX0;lIu5h+}KotjymqQ2bg zT7l6eC?zaLW*eAX4UI(2)M`Sjke(!k*pzR6JX!r5N@x)32puS5P;Y0ol$+JFb5?;r z0r_LyKQT4MCgGfPQgBAmw55!>U+inwUjM>{v69^x#{mLvY}xg~w3g-ZxqfdSRE|aV zeWd;wRHG#`XJ{9SsLYcI>pquBsbCum8!Gd&!YrXyV)Ci29Rt-=e9Y8=oo9GMz(a$@ z0Zi@BoSI?NOn&?ReMh-ZiDs(LQ1Wx@tJn4&K74r3o+nrlg@xKtk(|3b6BU^PZ_=@Z zJ_C16VL=Wa%o0&hsr^p{$7D<^u6OX+%zE*C5|76SL|}~QQI=4IM%U_uCskJ)&7~Z^ z`a6}7;*#=Zsk*W<>Mz~#5};~#n&U`Z$9BBz*En6l9d1p^5S=}H7Sy;q%1}mrJ?-Wy z>Odt<5s_A-Y>ar?#hf=qPJjdSuV<2iokyVXJoZvh322WIW*}8nSC2vvo|_<(Etzaa z==$#mGYMp9XYb|XOYczRlwMgwnN2_GHQQ$2*482pGmyF*Kky-+di4b`VK*$#5-YRG z&tn|Ntn+k6XLT7!Y?7`@G;wXiZX@mINB@9(04dm1uf~pzP1kR`3bETYsdkdcvF^L* zL2^`_6wD7)7}5`!WOcA5&$%BUZUJfR7Po&{Bn=`F3U)_|W&ikiz1lM>oqedND79Y0 zusvg7XaUueD@PtGRaaMM?AFcf6tKU}^~IiU(1O;^Zv59T`vB5!gh5LFN6bV0$t>-e zd$NCIWCQ`h&yT88?Mag?n=HHvmKCF&AKtw~MQxeaF-OFPY`ETsqKYSC=)SIPwn)m~ zA_%}36ZP`y+IR2X;eSR8di6`)9gr+XgR^a>)n<(z^#(a9qA+}Q`N0vx*C>`o!lfO* zpE-3ZKrOlS=f%~1A-3m7UdfY9?Tj(EH7^Xq@L;e!!NggWqLG@giD4$;5c3Qj;czc9 zGI%8;^1S4rc5tV1zd_{Eo3x4bx=78n>fb-Pc?zz05> z{S?3h?!+M9`k}DH^}jA1RlZMO?5{&FvM|#O%p3+f%`BfE(nMwlf~{~KY--c@Qug$# z_V`+fO#;7)H>&X2UV`}XJ_1n}HRh8i$1~e#Ie}x1hY#&ufE5Fq$EYLM0!bIN=N;3a z5OBT$oSR z-@)5T9msm7{<*m@OaE?d-8{=_#B-QH;2`ipdWt@JMFF-hkO8PbOiU8eqjl0_WC>qK z$BE2}WzVs$V+eS|!>nv<-V37zHE-S!GjJOWnI2(=1cU7g9uW1s47kIOAC)2$S^*OQ zdv(R$f$W3U+}zZ}Z&2i)ykuVh<#6lrBJz z9AdV5Nbu!!UJ(lrt(Xwgl_8_*}L&jLR>}4; z{_i}m&Wi2GlamdOLZD8mM-9eK?{-M z9tyJi_lqGA0i4LkXQ!oo><-X7m8`yD<3?IeRR1U`yDo*rBUoS`9%1gf6ckS&1w<(P z7~>iGKF*W6Dj1FNSKR>uQ%kmviIoVI=kkYjC`B1E?GVb%B|(|})YZVatQX&DB_SW@dph2|nEQG=&En?c}>-c?&Ojx2=n2+DmlY~2cc1Hg%b*D?$$@9xR7D0?NR%aMz z^`BfZKR>%|bzy8y0~3eJU+5M3l=@%4Mwm zQH%~t^}}m+MXb8l%&8x|I&a4qd`gE_2nrMb5@Iqo8|r3|Cxn?Wi;uVWwd>bQoCl90 z@CPz%W0!(?#1SzQ?i^&YzojKq7qLBijt}jrWxE*`R##gKBTxr~5o}~_ZIHW_AnIij zn*=kCM%O|dgB!N??c0Ng4neI82@Qo?f@agE?D3hF3o4fi?G54gT3%l6^<7{a1GK(1}Q8YrCG(XnO)ThfXmAW^Y9KBhrtO9SyV=+5@ zdHEX(iQqUxZr$QJd>F~(d6^h0B}z*{_s4=zjZ^gx2tc(C z^myRF0hq8>9=r8ew5CL~)S4WHi+B?!NJdaoAP3j1T`R((OrcjIAAu-a58v?pkHw+AYN9&Bdnw;@$rl?hc0ImXV*76cvYClAB?|1(mWl zuOED0PwD6U?4Wbcg`#Vb1p%_j+{&O5LNrrFqH9w%(>q>VQFL^C;bVDOn1$)E_LJs8 z5ZjUfy-rX} zz9OQcGofNVSxXM!ct}BD%Q|AZ33?JV_71zf(GXtl-)G#uJ;(jG(SpDnL~vkK7x7Gr z*7H9}J&_bAhQi<*Aa+YH_I(Er4ginDirREQN=QjbNmx?0t_))p8_Oh?Qd=&>Lk?gW z+`rIo9`#hcKZk~MtbD;XkhYTm#e{nXAeDdKyy?IJl^DH3`#7fsP?(pz5(1X=sB+cw zbIUwpPQ|GT+wP}oV8eOZY%#=njltA9N7jUSk~Nv9r>0uWh3hgqxJAw+1YU$~6Go*h z%hT9&O;AOX)Oift`vRgwA4i-y@iM)j$1-@!KI~YUz8}PoD^~CR->{ucvjp}eS{j;z z$P@hha0umZW!<@R`Yl(ux|h7}RKt!$iP&n~?0-o?=Ot8&CtAlOt%O-r9*OsLWvCv^ z=)7M{wTHH?KjUo~6V*u3Vz}CxZBO+7%$_bgyKr4RaZAveNi++FFt(!#4G)Jq+v-sbtj60( z?M=G|N4uQrrR!$(0w1gXJIE-B3yrF8K~}Te7|C9+8pmF;Q=eXfR(Jp2y&wrY-MFKW z7E!i>hBigbXJWFCn>!!EJ%mlhFg9sVFxAlWI%*((G=1WOHg50!&SOIrJOlppo@KtE z1X{x&p^x_Wo5_yscI!IdybDrJyE8_KeB9~)aTa#E{pnsqd;a3~nQN&({wLh-Q~p2T z_9TwMLz`A{`>*0Dt<+XJn27y1ZAToy8oNs-yR51XW$wSfBHGe&X6O~|9Xi6x32$_1 zX;)iYTmHgL;^f(xc=wB_(0zEfg#9(JQx> zvQbSYCnc%!M6`LYl4E|XwlUBC4D z16Bgu;lR?FA37amj4#|9YWNJ1(DSY2FG@w9lJXBpJN*;1b^+adC5c=A4YiX3!Chaw zwuZCnK&HuZ5eci#}JQ$ z3~kd}Ue@v)oe5c44V9H#M~^o3g|wcFghLIkN|kfxC`Mx7h3CzKP%W-szitQKtG!*j zQ}kfI;bSf4beu!qGVk$e@*%tZgnc(yXSdM~4H^oWPOL2Sj`43yy779MVZ)PvclGsd zqucpywoA6@g(sR^{h8)w6zDmvCGeB_4F%wtPWE!U#sq|OG_bYKYMniqn`Lm)SV&0s zjc9f#yS;Ts?jRg4Or(AL_rv7ovz0^jS=4}po|CreU*i|m=U^fMxaxD9RdD-${q_x>JuVyb zBOVjqVX^ciFjkC{xYf|zk~n2PODOl=y|0VHk?yfWzP!3#Sy?G9Ee+FVjQiJ37J=)S75r;q^F^jYIYWt$6n=r&Ba4`U_bfGc{*mbQF%tyn{^d6H9t}8CJPNK2em)nkq_7r?OCtNr2=JuOMt9rte#OU^ad;QZE(J{rR$pU7V2}gm3@)W55#Fe z3W)EBjiwwWU?i`6xDVJ;1S&5-a>&IaRYON7>h|qlm2|T0Iw&ZRz@UQNB$kE^@MWKG zp<g*Go-)gr_2{ZMXu29-ZuBR$7`hI$H1>xb{=q z-cIurhP9n|e+d2!ao7erZA;R@>B91kwS`4}r}kW8p!!4z~<4*%I@zIWZK;O!@W`|jNd`OH9h@H$yl)! z=owrpBP9j4qBqFTBhO`9WE|JhW>Azw_$Zadx=nhS;myTngWISVyBo}#4onx<*3%Bj znDS|+>+DZtb?bI%!$vACD@&Y#TU_ap`0tF8vG?`$1~4%p`zF{B*LMq#nLR1jzP<{l z8)%B*u&O7Pn>iWWA>X6k@uzPZ+Tv0GR0_frixR8ubKv^BXn&KMc#94V@XHTsP5Ue1 z=_s>o<>_BLias@8Sk1Pr4`(~(2m+fFgp4}go*h5NC6@Ii%H6}`SOTjkmOB(hVke2h zUAS;$xgzOoC!u6UXz6U)O5vZeiFR}Pf40sz6mQX0f82-RZ`fj?7!@8xy8oJ(7;21% zHK8Ly(&}m3aH2pZ2Kch_2l*}RQra}|-0O|LkEE=psl;MNI_W8jg~O?2hdm7^0LQSn zVy_LU6#{hvuMMZ^)6v85s0{m9Dn;ilq=z;T<5e%X8yX>i{SFLbQ z7@R>?cg)C2JVUO`mk&Qw99O-`cRT|ymPF|O=!a8I>KeV{-o8?Q|LvRs{X z`mdCBN4BEA^=)IaD|19WJnB9e0Y%B2_BZ!FE#zt+1_?gByZJMwJ%M9>cHF>bW4b2q zDIV+?zzc`5hM-t#rmPMB-bjnEF)3MnGw0B>p1iHCZMP&S2uU%8-Xtp~c6NQ65}kCw z-a1g4_4S$G-fk5r!axL7*1vZ=o-1 z{!J56k>D=|1FNd!hVxJ|z47qx(CWP{F0jY)Tj_J_Q7*C4FHxoQL#b-Tf|px;L2kItYTP!0m|{6(>~%<7ypTbq`{09Dt5K`4$8u$SrHMpG3Zf)SWvxnLc{0|r z6YQNeMKNk>df?LM_$tpJ5Q0MvOe-|-ys6sMV>XM9SS!PeB03ld%erRgEAlyic7iDZ zf$R3CA}QZRcQ|Law`QTI_4=zXT`1%%2Ln-Zw>cb)q|I28XlF^iWJED$w&z(z(pG*- zKtRKPutiNZt6<@{jiI!^0k)B|iqg0zGvadcZ=fyg>BzU?U9yJ}$Wrn!q@8&~5Glx2 zUU@!ns70z-yQo&rr{nU|Y|ahrr=`j?JOihU05hvBx&NbZPs zy>jnkoSbpb62&q+Jgg=l;nQ*|aW_*I-a9T)eAN@6%by+uH|n~Kwyd^|R)4onMgf*+ z5rSt?Q4s~)C=p5@DNdEqk3-|*y|A%xRsqcRx_=8@Ps=zkJx>W5QNoA7aY;z%(AIwg;V+s5W+qP)Ck7lfQts7MZ>^^0{%3Ik4d(6i{&&NF~ieO04Au3Gm1d8 zf`-C`SbU#@f#LU8B3J-z9U17q#3k##q2HrWuM)-snZ;j~2&|G)1AT*oMffBBYjr!$ zw7LAJi#B>aAQM31&4I$`@4rrWW1h|uNFA7%v{>z1eoSa8#;F2yDaT071#lxGD0Rrd0R*Me3yRMMI(9Y& zhPYNsX(=fz8zE@ANIE0%bk|0S@H0JWG)J9&@4*9c{2?pr2pwHGV8X`-f)vdkkLzZm z#IzZ!7xFHS=8SX;J?`=U9I7&bm171xFG!AwCMQcJ@`vH4s`w7upm|v`k1fDHG=JHT= zRWDz2`^S%^rBZESd84daO#HF?;g9}r$SU|B%nE@)IJ~G&~*8}n^J63}l(d^@)%NZ{aFmgVRjFB?F0&xrv4^PY|E7$zr(ZiyB z58o6up-ZsJTo?u*krO8}E|6>NC0L%H(_yW6^5msaHl;%WS!)h0jim$Df4vN+DPD%( zw*!$n*F4>dUR)k?B!^ zYo;|4zXe4-2qY% z2sT8zuI?XiE3pS+d}c0kRsrxWA_SC_uz7$VqR6E5Pr=cGv_kRoLeRFW5dBD@@;NYR zxwWZ9FE1@bD?P)au?FYWo%a?!FhbjQD?v~?bM73Hg)8NP0PLB%1?On8tv|m&5GcgC z|9}(f|M-y0-+d&zhMib+aEs)kL+OS@P71moOx!S@Ol{Ycr2-Du1 zHAsCrwFO#wYdKaeddF=JGb+AMFDTCTV>ocG@b}1VTK4m+0iNo`>Azu<$|N&6|0Wuw zx>1^fXb04UfGhz*Vuu-Z6hiE2=zRY4U|R6UG5*u+aD_n`-^E!4R)~e2U>_TE{LU#L zFpjU1f?P*C00WgN--Cv4X_-R5_sEef7S`BwH zG4+q>n0!O+;R)xvp#7KQu>Mib%f)pPBp0XW%*ZYlmLYu72bv4b&VlrMxhcmR0&{fo z;>FLHCVzV953rG9I<^`Kvve;9Z7vYkyKsF?81jeoOuMm8x+}^|(7gFG2x5>|g7anJ z;s-W%Ln&pgnz&kix$XJlcUX9UAp!yTk(9?#TtuduVo3ZTP+{Ghj!DL4WMwNj`zeGx z#y{!o-%D)bln-Gx?EQm2!{}O5aOS^v^vnbLufV#NZ;Mv%jLNdv_oWM2KE@K%?T+xRIY*8?SP-46(20rZG>2*3GnC`76p2!WGz zSA(T2qU!)`A3KtA(4r1APKaF34!54PVOwo{StgJb9hhDE7_}%UqElBC!R#H zvcz*v?8|}lCr`d$*1=)pz*fN6gaEdqM6^1V5XO<>>0)~;*yB3!$LiH++xjlw;o#13 zk-RTZm`_@$zGR@Mry#|Mh*n72$%sOPF9Qi)zslz3=1=KBH8gSRqUQND4ffETDX(aN zYZQJG%6@Zn#JQsg~!4IqIQaM-|j3;qLA zs0r<#R!1yD3M!kw7^e!!5d9npiIl^JfE@Vh+WOYzd0Mng*TG#h=}3=>vQH0i_2| z)RH%E-V9$(I-2t-54-ZGM%G%oz@`&PaJCKAJSrc05@>h=Pi5f!yBbN=+9!-%8m|nH zK$8LXV^LqNuqb*pS}iwjWf2B+1d9cM9Z$(0&?7MeM()sv=ovxM+ zTzVgi^)|jbpo-;UZ~rUOz<03Acc38-H5PBgd#|ygnz>fiA@a{}-d}O4=T@Z-L{QlU5EP$6&hTs*3v35QiuF0 z9*8NVTFD!Mfr_Db@oErY$U{M~N-P2_FOEY0pN6Q8%+1tyyp#@#lD19K(w_Q7!VzZV*F@csgJ=VBty<9YB!UXZ9@ia#n48pL>SdQz>(rJ`Q zh|O1juQZ^wt!Sf;eW_!=kY{nH0R13HstH-~nyDvABv5}@i0}x~Zd!qF+Mf7*gGUH} z81g2pns0yw6HiZXAhxpXU}BnGX)l>9OiEcHzKnlno>8W!zH>_NywZLrMOp`~+*~DI zp}eLvJ)PXHqYkMmKWp-i&VGEl_@GGs%Qe$mygauKzc?u5_wvZgEk{0nTv~GQt#x~3 z$Z?t3TY6`W7Xt<#K8NcaxBuG|hrM$K{gnA~W27w@Exf7X5N%VaO^eRJbL7R!L|aE)5AK|?>f zphgLB;-h%8fR3uFJ+Kd;@ziK1(+9bHDQ@NS4tSvhJktgqKX!I+JA^W037C6o7_9`u zP`KoFu&`KC9>if~*(XAw`rGd<+=Bm{FR<+f?-2RmK@#upsi}QWzkfHGX$wKGezN-e z%{R~Ny+g5V0FipZN)^pRc<1zqhm~bzXA8=BA`IdN(3aNO(XnCOI+VJF$YL8@V*H~o zMlbl`-m|l_!Hpo3kHp6aN?AmtG@rck<^Vk%vGimieXDZ?H)&Q^_I}gSwQ|q~pdRx^ zT%gdx*9)GL4ew2X(4rhI`cO>NT$_8pc+f#{LR_4avkzZTOU}jCgsp7DP7q9=Pfmg* zdFamP=V?s)3d21tKzsmBVz>k2xn-X9p)ROFunSpZ@f&5gzj|eemv8VySfYeTTLvw$ zZp{fB?xlPx*gd!?uU&DC+=80Guk7|a6Z8V(Q?H*7&1BHMLoBU-_ur4#*w`p13}z`V zYocJ^|K{;X8Y82l6pjYXNSKyW^74CMHNJij^<~dq_V703C`u9GiFUnpB&M07z7w04 zwzj#kvGL-w)-`C-SV3Hnn}RiI*Wu>Tu`x>j6igzB=&&7|T)Bb{M+)Bneq$b!41dzv zOSSiXgscb-EY1CR3B>;W0V<LJy>~xOlEEOQJ7xqjQA_Y1T@@xnkP%P`7~kIKWsh z>@M(?zyq0+BjhIDaG7P#E9!QkS6Nx7cOFN&Img*H;*D*IY$HZt?c*+wj0tyxE_8IEWO7V&@8h7Pm8J-oo|1 zC2VN=Z*Z(>oa>vCYC@s4IJ~SyL;(6oeaER&ft4sp|pLU zn+R+5!q;E{b}4syX68Q#jIEB5)94Q=DK2(os}VidG%MHrQDJ;-%u59e;V5vC^o{V! zSQ3me!q3jpMeK?_F16@#ZLDp_fUgx@cP4RY^IKD;RyXOp305~#u814k^<>CSY(M;3s8yI-Y0;i-idUq+b z=|S1!+j#^8C@&8H9`Nz;(Mr>fTOgA{|9JaCl|nb9`nRYRK4QUC)046~hJZ00i}Vie z_%ztPPKD*de}=W=Zef#(G@F-Dz9sW%jw+L@K$d)BRly~$h~PO z?mq*X=Ra0(0ugAxbH%f)dt*#fAUg0OpWp6M+1g!zz2oHzb!}~KNT&j2Q+JC_Uf*D< zb}ingRZ5DGa&84bq8<0HaZL-kqM{-qVrPv5Ugaey?hKK2?-1rJ2m;!SEPekYLzG1aBt+_bbq|z z%=VaEqIEFt=(p`bffb?+OQJLwRexfvO^y;TWlqCTvU;FHRTCzNRN#RqF&^_Rh?8n5 z_u)E@jz+<(11FW1RvTVim9Hw~cQL5iC_lO$%WwJvUYvkQm6L0AwuhZbc4_JY92m}( z;-9_F!sV3_ro_#)_mXJ$KNw>;X3%{K$mv9BPvz(5*Jw?%j4^X|cDA+UX8^~Zn&PC} zRGZd}{boJ_J0nWa*4Dg~jT=;SriZ3fAO7A{RcXNGT;URc+sB?WLEIRKmiBVRd%HY6 ziZ+<)cvkqz&<<L=fJ}pf%_@qNGR^KXfU> zs@jT3PJbTJOyi`}?}XN*|E#RmUxhRNg$=+1#1+sR3{#MK5W5wA4t8@vYI#P4b} z+8n*|e#g=TG^KR?vX1U-H?(L1V0;NYBzRE4l|C=HDGB+3ZdLEy(+U#7RVUgTz zw^ofOLeR7}VM~RVRzZR7C>nU3knvzB>O);HO{r9C@ZOC}hZ&zIBn;SjZMlE0VckVu zyww6Q`DcHB1(0N@51*eU99*2p|DbclWn~TcBTI^k&~`$p0yLJYLzHj1Iy+OkZr823 zx*Ug`j)q>;IFu$bxOOQHcOkQ|A7e+S;W&f{#c&6_hX$qG1L`o2z{`7fv$4tTy`!0W z@isUy!NpfKl0n{6t$+?PD96Xw$l$DkfwYat826x z`+t?qZW)ue0f~ktUgIw>ucGXn{{abf0o5LgID}7B8!Y@vM{=Gqzj7cTVxW%#yT3@U zr@d{}?ndQzqxH4CJ$)nEGEg1!Fb2csH2&j9>v6+t4@JJRut^|k%2hpk^q172de8=T z7A;Py`ugRz-4aeUYqmaX+|Gt};EI(c0S3cp?Z1_@`L=ayUICom902_jsgU?{+eQ}R z#@Wfdso8@^pR`&|PEM|1yTHhL%Vt8#@b$V28Gq|`DpfD*_=hP#?W~k8s|(d@lwT#R zJ1wG{#|l$dlq^wx=-)dBF`y8ya-M-^9a`1iLy5&CuwXmP%u2 zIF85QY!RB#t%YJgB?<-mGlRbdL(rdo$(zDpT7id&5rWnk;s2a+`ttw7*qg`YxVCNo zm$k@LNQNfUwK7GSniL9`WJpSdRE9_@4U$wcd1^Lc*n^Y+huTXGG@c^vz(@7uQR+ita~oXyHtjkP<|Pl^~`^+S`7 z|Gve8@JVeuTy&|T;!qpVj8I5iR$yf|v48)_VUnJ^7H7x#M-LsC^}M<|A~e*=)3a>) z-R6I6;^QCIElc`$?cZBBZ|-Dye)fpf|Gw&|o#oZ*KP3oGIU=-1T`QU`&70c%*LT*T zN?np|)C#rVoLJm69ra`DYwD$Jiyx;pzVx4S2o}toHhHq^WiyH7&;Z|RKedjgUK=J{vAgv9 zJI(tzHR9-bQh=>N%{Z(?67_WIWUtF#9=j=YZK9(1O_TKbLBCx9C9_6_j=b1j2-le~ z;jrm3aCj;(EPje%X;ovJwek?`s=6kd%IO@ydGHA?jh2>*gYK4f_yTBdu%`B8Xy|=% z^r@Nu?yC*MW+O4T?=kjJsHcff^`pRU;+0D@i^Ki61k$iE+D-mT-h2BNV7YRRw9 zvi>|WT{IFzT2ypt8p;NeU2_>#`_PJix4pz>*ubm=RCnA}ZMXb`eFv?opJ5#0FFb~^ z3#_7Tci4Y^JBe^w@Nv~;ToA*JI=M)BfM`L@WIPZISK?yqpa%o-rV{S%b^Ff)xXy80 zw{Dao`pvWTuBg#vK@Qo>9;;?|1Zfsap&on$6!@~Cs~RZ`}Pu({(}b9umDBza|>?Y z#$qWUDQPKIG5`>Oiq9)57QL(bwW~>&o*|P`48MDto@UZ}UIm-7Z(pJBt6&95REtT` z_uwMtrmZm748yZ0@cIIM{bV2!2>o+#DAJIVZ5J3&)1mL>y-G__=e?zC$dTk^x0-&)>+sg&(Thn~!e8IZ8h`Zv|sckvaKXP^z59TBbP0t$fRy~)Oy^O zadb@t9}_0-azx@vlbZSNXDy)+Y*)}aC&jQ)&{sC}vGg9oi4^zp8 z=&ab(by}pJdFE}(oHDq7r6DaP7MDnTKmkJn2&PWEOYbBkCl@J{^*+kJKLIxS+^*WT}O*#LnDor>R5m6LnAzQYH5C9C01&3miS2yqi>%_@e_vuvWW1`}^b(hB-LF}Na>-qrT;QPAJZV7T5URgw2 zvAHc|IxyG%Z?vn#1$0SkW2fvtnRe9l7#*YqRAngjSwdJ~g@;*_HTH039Po(J-VeI_1$q7O zSwXiiC2NS=-2D23maP@faK)o*rxs*IL4NADAzNr9SF;xCY+6d9zEEP=PM>Zf1MwW5 za0&tTo5x9c_^6hZL9q44J_r?0D)}LlvGr?TR6s^ZBde=jot&fb@bS=MlQ;8Hq(GS>GM9s6Nrd-%zIH{b+Xj$W$Jccctv}<4<`Z54Xg>| z`-X$FY;7+ttC$RBOAM(wuO_SI0itie`}lDxs4QE52sWHFbL`qBLSgL1I^#S0!@{r} zej%cUFJHX4cVv9)@Tn_UBpUE|!-to~fC!RjmvX5>($287qz^t}X^EhB%9>*2$>T;- z$(7EpQ!Cmk^?UGIMw-p)h<-YG|NiC~HlD9v^W( za)xjhaP@O+dT22%I;)GoBtM#=H|YU75E&U~8^;T=5lc~V%Pr|8+3@y25qc0Lwn~v? zVMXvMoPza0E7E#VDR+97Hwe;+Lu__wL;5Tb z0HFLblQlNH7dSk$YEAUNSwhM#_8W5*`SyAeiizVHJ73lhCg^qL!A!t=Ivov#kt4P2 zFP-CkPG{g;M}~w(&Gm9P986D66Wjm#uQuP|!Il=EuVAgw4ZBc$1)unHL&bv9^R!(# zB*&vK`^;Ad0&ajo`&xC^KR`z{Uu-nyj>6?fJdFU(j594)5>cc!SSjmhJ#=xaKgLpSg1c0!T0kXemDJYNiR4dU6^D_K zj;GE8f(13&{=u^soC_-?qkzY%Z5%8rlb|sE4nXd^T(rM>bC{zKT7ADTIWbX<9_6LW zCZU$)KnsNm31W<$KD|?p_Z!bJ$(>E`U5b_t#_wr{;C`hKMN=x>v`9aI*eZ&MQ0-zR zfJRWy;CiiJ%sz*s(?Cke@2>azGe~xn6rRi&&WRn(4Ls7opp)X^g2P;+adB>wCIxyF zj&u@JoCvF{JDx#;y0}k{-V?C=@Q11J;0FER-O(x~%FYc6t1I(D}>8 zPxQIEa*X_RY31R@!a`rlxX=D3;fzUI-YIWY?p6 zcffr5*=Jc=W_jCBn9xcwn!37L!0Bpd02iw0SZjFw^a$}o>>*P3*U&K2*i*0DMzZf{ ztOt&f$~(4V>1>3f>Dqi}ov&|-?-vvlJiA6KEG@?*E^2%A&5UP6YFjQw+fm<$E%`^h zU(7U+S#}SUr7qiOa;4v8&}Ew>bNSTSk_|DNTeg+xX zf?KzA%)F{%yhgZJ&h#Hg7&g|^+h=n!H1*6c5 z%f|yhel^t63J!2R(85unyv05D3scwv=_M^C+ozi+pRO^ZyPT$rx{lE?F`WfV507_5 z4~5&B0|y=va%x_WNI!gP(f*T8qt5+v{rUuHh_#*LdX1(hwudr}L+~(0byrT}#fvMJ zEdzzTPwIdR-lCyX{6W`4Z^-P^R}ppRI)9^ywlEWH-Z-a!KXCBJMIJ=bFc0~@Bk zO}nNVKWmrSo%}x}I(7wD` z-hE2iM`aHj`o`Z`S4&ywe8$qD1QFV|E$zF1TbDsVKut!vpzzPmz(Bk>1)TqqJ8|NR!vZJ4M8Cb{&fckZ z3w3B(#A&KAaw|9&7Z?4XJ$m%;-2$Hj78AFBfA>87Dbe@#JFZzm0F1F$l^oLHJr`b8 z0lhYN57KftVxhf1(K1*3?O*n`&j~Ww+c27RyT2)L=@`0P5rfGtfM{|1vb7t3ea)0x zER2TG`PK05$Pju^qBiGmAEw<}a?+B3S$rpv67J!z!4KbBCu%NES9$*>mut;kp1p9Z zhPHq89F>AV|9!c~Tjp@JVl#~j(rxKd@sbnMrEcATgmClAtM~*e$f5;ZU$CYNZsnV?Nz`Yi7mUZ=fzkQhRKkOz+u2f26 zi+?MF9SNsa>w7$zcmIa3M(3OG%7G`(4%+eXlzEa}ItB|^-%_&TUZ*|#{I!P<^#GRo z^)qdhT^uW~)^LOjP-G+h#eTZoLQZ+<<<&~PGFn8Py|!Rj%|05pukE{cIv9I$%15#X z(F?+T)ae>5Ji_)B#WXK~B!a`xAy76PBefKJKk`cMb*Kc(Mi<0=56?QR(%l|A%2(t0b$=U;ZY%*p4^u3j+^;OoE7oxp`r}$v!g;u`J>;^aJTt zEkPVwd~W`DWVt^oS;$ArKZ;4>Dv#;Yr}Ll!2S}was0dT#L~`P;izvWBG?x0yKFQOE zjYOTt)sED;ry{scKCET{8hN#bB_G~&3=`b?NYF;;qyX^?dmy@hlY> zqM#?#-_FgAt)Yw5VlU|t-BD(7g?`Zg^iBC%S?vKF+{S%NfrP!?0|~ju|q<6I*H2=2LBaNl=Z+ z%aGeGeROW4f(?15c!Iyt)+7s8>v}K{}E>4Qi3F#bHc}~uB^ zK`vAnb?u#T=48*Y1xOY4MnYWOri zP|z;-IZPIlj-)cywm?pDGRUMigCC}?TJ?=}M2o2%Hkl92yca~DWmJYN{YA_avrTEa zq}ly4=^TX~%~&e|r$>#teDAH9Cc7a{Y_tK+H(L9}9haOO?=fS9G0ebtBkH3(J?CZ~ zj?31oSoWPxJA<8~v{HU+9>R&k~x@6Tdk`#)mT>?#$fQuxlp@=_I z><4#SyJii>(-S^bFs*-?`IUCP5mRv65Jwue79Ucrrnw*{K6Q*NEZnWzf2 z7&DS6OWvWT@{zi4Mvt_ASNX%#;srqs&vlRl*XO5~mzN)2Q$5hg$f&fPa1RL!))<}I zZ6Pq!Wf+jZaiE4iW+J+0KU+)^`4 z=-FntljPXk%$$7>TAbXODje2pe|jzrsG`ZUOBYkZQEIs zMyM?P4QosG-9A3S6yaea=bBWS`7K{Lj6*Je_y-gZ%-&6!o1f3Pl21r(9&LKWlMqN_ zi)SOMYZQJp$ZAP;Bh`)ned{G{J22yhqzc)LL#CfYztFc_65IsYg^2l9|NQ1%x@Rb| zMnH5jJfwKy$BsG+yyx<+Q`3t?S+c8pA4Tb958Z?1JDY4Rnl1is+o$3;bL2q2kZpYIG-{tXsJwbe1%G(M-Ste1*H z(|c~{W;(drHj5GJ=gRgnPDdra!@i?^l$!cgz{x(fY59lGHp%o6p%(-HT{f2vLpS}| zZ22UKo#E(sw$L?Sd4rio=XM|8c6Hq_v1Rju#ByIf40wA>`HGc!iukgB%&-pi%Izx5 zux3U^VJt*zox$CQ4{bF%D_UZ1xq7jhDj?hWgoKd1idP-3?VdH5Tc@8i+G@6?<@|SE zJ^$*|2HgdXUpPgt9J~t`4NUW8)__Lf*6+OJM;aO;5!=6CKVI?3sGbFP?}h|Ca7`L_ zWavtRtwc0~ouvP~uCUwR|Ifn(l?G>dRBg2@-@S9pR3c+pJ?ao1joR8Ck9JR8?Bb~q;uxX zkUk7gx_O))?!R03ITn%HY;i$(Pwva(_ zr>wvH%wT6hrCZYDS6>G13wUH+Zg4iGROd_krCT%2Ny0r;6?K!b5MJNQ!(-#e@9S3F zr}*;O9xT>iBQ7sFUUWv++`TTN-Qfbyi(hv~e4KG&ZGo%Dq}4mik;Cu{4|bF#&KgoA zuUMA2d0d~TiPc9&mg#KR*ShJcn1@ck(dsv^5sYMJB{>%;Ho9GHY|?#vKG)XDw{5$c zyK`c&Y6UpuJIN6euiu+W>khYj_Rb!2L?}iYa^vb%(Op!m?aw;=K=4a$B4SBCIc*f$ zw(YP%Q>*a9$<;B-b!E3-?L1A=q zZ^w@xzj{aT(0wnrVrPzDC ztBSHjcGLX(T6cc;LNJKvf=8(xg9wOEEHBRqW45<2=Qq6%r2M&AZmWa!@3&Y~P5U7V zZWEc<-Q(?zyor=Zd%%EMm_I<6oL`i8t4D7g4Y8aRe>Mo+w1*D$;zHsMoH}h9BA20x zXJ#kH;M4fTd+hjen|?Dihq|0SdzPfH|51)BA0iwg-0a^axuPVtue{kZIeNIK#+`G! zpEbR*Rysh_eJd@t_s^air9ifsyJ6fHF#@R0DVy8 zCFmEMVl96escY&o@6m+cp~y~kqY0iWf5Fa4rPmfDq@}IpG5Pt8F?viENHHFvKhDML z-%n;TMb!8Lf}(DYnsI}471Y98GjPN9~0>OxOrKc;W7*&i^}%l@uj!Mx`0E*U(b z{Zy|3VY#pkH0vh_hVaR=XIE5;!}&7YNzNXqm;R9bftIGd= z0s5nl5^&;#_lHbZV7mZ(FqGZyhl%i)(QXe>~O=8ol#Y$Kd{3@Djy2p)6B!Do7VL`T12I=vK_*Osirc<9ArlzW&HPRzmclm)p97)I)J>`?yZVli)I5DB&;R8Fhp+OVa z;<(jo^h8VsOQrR!;hpJ`>FY4YqIao}w0rmNg3!n_iDEkz*CA{u4}7PqM10(I$*QTw+~=0t0vuZ zbK%_eb%hk`Si^~iBIivp-<{>?I8Bu69%f?2s#TY!4-j4&h$d@*Dxbkf9alYXwQty| zF@ICdf)^vN9Kd8ox`7wo+=N#R9=`NZHBcH6>owy@F+dt==o4jqh$pGw!ozTH5ph|H z(BKF2wBkxLg~I`OK6`#hLm7|HLG8EN10We-1z%C4Kh!=wJ9UQzft9*m)M^#R|Gqp9 zP1VxM8pg-~JS_)x2|_=Iq9Zd@HKT{{!{$IaG*UKITX5GP?oP7{t3NyMD;2S&Z|lYw zK?w{erz7f%!!*v=;*KR{PNLI9dNxN=!+(j$DHof;fHlZ0G2UI+c4xJJ@r5NyQ%tK& z*L4D(d(Y*jzw~hzHMO|BiJ~xtr_sCjJPwDuZ|KF0o;?YL{f<&o)D&!@&hOB^{a=6a z_3u`M)xLe2UK08#W2iCZ6*cNe;nzA+E@$!Q6{<5vA31{=y4>mAkUMz0R&8qJ0MvebGQ+6-0HC}WPNpQ7!M9UN^ScQCDx+Q_3fKCq6U7Q zEj*oKpiJ6e%BAh`^Xq_wSyN>qOD4zfO_3Fh{(9h775A#y$`n{E>>NRGt70}=$7ZRW zUZflSS@)Nw|GzA^Rd{G9c`AEOzJrb7d8aEITJX_CbRFcQwY>5j?sudZwuP5MYwryd zy8Zp^4l-?i)Ztih>!KU$sBK(hea(=DmJ@BJjPp|8f9TLO8PLLxtRs{>okOPf6Fupp zyC)?j7542g>-ImZJnf`=%rs=Uwb(ihCBU7D4S^Gs-aE5|X%-eT9(S1B!&M3o&p&48 zjokV9gHJ3U0vP&wWkKa6`eozS2W4` z0>X~Ah?)>PH{NVl=3?EaHnFouwU=BGb(;Y8^#|vic-Q?|+oC;6>V|;y{9xP1#d2>* zyz8CKGAR}`iAhPiJ%{h!zki~PSgRxS+&a&sUnr2EiZ&0K$R8NW-H?@_Su%R{1BLwzaZaV2@#Ky3ptsD?NDJLZfp+igBuz)9;*e zxt%a=Q#qX&uwnH`4RZFhBI~dG!&Sa{G)(W0ahZx6P0rEW#e;_}e_L|Ah-*Qe{vU;`2W7ceb^wJn8R)+we0zsV19;c%E6Q z`}2H#CSjN7OvhG9ugxOM29>QLbPhxu2pv0p0Qi?*McB*$7w}K=6potSp`jebOzL#D zYNwDhXO;p!P-`&*^T$1LhE8>cA1I~~;~OsJs?UW!6+*~*ne1`P@|(*R|FvP$i$ zt$LaG$1vP1&;&T}=>uv%e8AL=Dp@q5xw#PHQ*1!shFr&f49>*mF>C{K4+%{fzJdsbh_bx4mF z)yKy+ZmcuvE{R&L8W|BZ!L&uh)@OVJ{gv_x$H14KK7IP|;X?$Mr>qgy&6zzL!)U1G zc|=p7Or5_QvMN7|hEAb3>EvQnu-gYWI>kg09syV*oito%$`%pAv(Mkb>R0&s+GvI? zOBsa@6n~scm%zs=fgL-vZ99J^{@rCMJ||cYtb_4l#E*l20*%Ou8)Bjju&aE*-e%|< z(Nu;OLEe(n04ngVyj+P{M(A=&SM=Xu(tFjrluAaivc(n-51-mkDNuG$F!Y6^y9L^l zU-{X$$n}w&+wAq9yO_K{PUb>XP;1 zg^+W-Ow+mf#lI#Z-fOF2>(BD2!CF|~KoVNUE(8baSCEn1LgDrHZ z*H#^!*K%SoFpMPX_57BtO+uH9bo0^~0y8L3f_CxL`7>=X;box-0*M;Ve4s2;H4? zB~wkD%HmL=5OFGGt-cY zmQheUKu1IYr=}Svi{F{ZlYJCFdejL5flOlfN`qZo{zwQp^`zua5=McC8NvRBSn*^5 zjB<8IM$Q4hgp^D9b2S^u%iDXH9E;Mt9OH$ndI=I6yV&O;$5Q-H?%jH$_{lKqptmR8 zrYv+5A&frfIX7Vo^z(ymu2Xzb0ESqP109 zg%E{~A?E9+Eq(K~!}hARE$rl)A5nVlL?K3;90d`LdCvr$-&f%sY1{lBCTE^pUX2Z9 zzhT2H`-LJI<}2)IZs4z7dav= zkP$TfxSWbuyJ`F>YXJ5!j8Ja4&#jr8D`=89z)J#xLrX)_+_PcUgQ%lAWlas{8u8&# zoAwClkDTlCUc>Dopury-qyGDA`flQ|KC2O@1}Ah3qUx@9T~09%9TZ7L@)f;#R6Ea zE^^F}D_iY!R&Dav-Tp5~WTK^8(=vzV_`m@g8ZzTF%Tt5}8j4G6@QMCnIC$_IdW3q5 zgD4RnVb~A#K}Lhfa;32HD~04`G%^r7_2%obiC`B|s{!AB=YPVP$T58YBurOTRl_Cs zH2g>YMP1Ne{Or_pgdK;BbtxEu(KbO3Dk8_q&y9_$XGzUxL%|T%De0&d$9{lSH6jTD zx<(|m^v-ENU0ip&b``p+sSOG-+dDaW+qN8Hqu4bKw6ShHb)YImBtlZUQ`FSB)gCiQ zV=b6Nz0({n8`Zd*6`w>2zeZ;YG1VtGk(HWGoCtlj9zWvLalxiaOyGdEuB~0p9mD+e z>gvY;-Ka}?|M(3N)kpXWqU2Q6<)2OHcetRVfY@%E_4OzyWuJ)C)cj!AJJCfbYNdxI;Y_VBgaLX6a?U+*>mRXp1V#QeuhE2 zU81u&Lu^cXfB5ocg_jo~Ve1a+mtbco((7h0LS7tfk+H0zoni{JL4N$8ipGw#f8V|! zJQn+RxqOgwn;`@%Bz&x^({-G4ZPoc*^t)YjpUtS}?RRo=uy`Aa+-daaboSl9@YIG3 z=Y!8a)Ye`m1!unrH2ealAU?9O8KI$Zod3!+m8L>%?W$GE)~wuB_$FA9(?49bLd?Km zh~Xq}`ba5l>4X%n(tIm5qDh|r#g!$dhH@C3R5yey~ePXJ*zq7)@d9kl*8xb-Zs@U)V; z*!Rpxv~fppO=^Up`B6f0h(3m3@wK`zZ&e!;`mJd-r3$(2(djPul)_}*UG(?|bJbhu zKY#n&PIsxLfoJj@8QD!)gaW9akrA`9BU4+p{*ijy`w4%)O+hWYU8_GtrzDzZS07U9P+lB5!vU75fdr|_~&2%}?3IIy1%6Ii*R~#I*`V&~=0w*Wm?*X89 zU~)LbAo+^Wx{)hJyTfDBKdPQyloZ=-(j*IuA{QNKE`-{t|714)iVP6*SmXBDj~^3& z7%s-)BZtw|E=ymVtnFjnKlSwl6iQkB|G1xb)ojNu3USs|FirzR-Celr+iKTY9rcx z{{9o}db)Amyr`x+yZ-A|wO!9nE+3&9HhF>!IGYH0CdNDl2N;wumktzEI>k9iBuRPIi9ZlK=_Zrp?!Y@nI`(#^l}WuiH&oGyJrCNjAhmXA&c zBiso#y}Bluf6HacW*ej-Xvi{S#>VtR0Oc@2SpMfeX&muht)h7rk8IckqkC#Ff`p+erMPp4;+0gys8ACIDUX_ zhWG7T0m*9_SBM|}e!oq}V(WS!KcN$6`}XaJ*MBLdo0=d-(nFe-WH%b?H$q3l`;x&~ z^Dnp1a@!Wbh4jdH7Ls$z>uS1Adf(%mWxQ4XnmH25K6WR! zUg7&EhQ65+3xhmij!W;M;?M2?3WDQv9Shs+QTZcx ztmmvmvPcrw)0-Rq4)fS6tgXD=qkg4(z}c8z8}?4twer`sjdSe~Vy~@#{LaHaXe3@n1dY@Dy>j8@K&B(+f?VK!{7vsC#I}GN z^TOq&L4kpNqzx@vy-_m&SXcGW6(6&mAo{aC)ar2U)4(w8@0NwLIy-Foiy7mXyO1a^ z{c$ut);TXXSAOz;aE)$lOB(-!Yb1mlW#6AgfJ(AEgLimz+*L3dkf1=N{vO5Wqd9%* zIY>*>>f1NN30IU(hW9g|)MIE(^fmxx;Za8a`Wao1TMbl1Myfpc=`pKQkL<#DM)eiU z9GMrnyy`@sS<5z-8#u)H-^|O~zGKHr);fK{$?A`7Qp5VmTWQt4zYzc^4e;xuu8*3$ z+-9h}t#V)KkRe0rS9ab8@bLv)_ataK8RzNE3c2$}Opm<_vVY!g(j+0!d;W?QVs}{J z4dmeUueV4;0!p<@_a*!;hYa&|vcv>rcA_)--$tkK_UymK5HRGneUFMS&dh_A0ZX6u z3B4(wF+m)tu|y===Bp^}EC&ff3aqB*HQqQYYfpQowsU8obLonB3>U}?$BzpOkzJ&w zs9F1p%Z_jv+)p+B898<9jV8Op!&kFCNTW~WOz0& zz=zFlG23@ASeGn)CG-oh{Y7Lq$;tckD%=OlDN+!D*w4w#V5T-@oJ_hJWy?Bz8^_Iu zV5M($oG7~&?aP^pM&g5w7>}QjLRUa%B_$#B;K4J8kIeha;3=+er1wBB_sM-OT-dvG zj7a}6BO|}}xY#v0Gs>4qJ8!=Z+wex_e`dZyL}BAa<8|LY2*1AfXI>UsXb=xPDpsSX zVO9MbsYq+aIDZ3hSb38 z*%cf^^XitdQVWOk^)OhwWV0+fyhjkiNW%3BFgfV3L-A|Y&p9~lD{XMt3%bHc!#pyW zX)NUq$MX^j!m!nYrhx~8wafx+coAlpGmxqpEzMu z!U+rwIl|A0*z4CE_pgZ~R|mIa=uKnY+{TLV9Z`C?o&0!sHEijEvU3SF22sNuJU<;8 zGCpL*3mLOWJu4r&93FQ#p3OYsx}X0T z3eXG;9XFpc<*(*plh5h}>9cR$EAH-j+}?n1v^OL~5zDU>-N8+V?~K`2x6}MfTucI2>jp33sm%!r#jx8z6 zXdpEqGZWUA^=kUnHZ8V|J9bxO_maANyiLSFqUEym@`$Ft^je@0I_#@^sAq|Z(CS;7 zzAVzE%*yNcl(m_PkGd(`gf!;$WKbMPt1Z13H@$&xU=)=(IsEWak*Q3jy*W<^?N zUdmK6Gcz=RJQ(rU7{}JRvs4NqgmqO}g}rHf5tH&5?>Bq)>-TorN?p2iQB>?BWhfTI ztkTq164}JzlZzH*9I$sQQ!rX?=m2-TG~Gzj@m8o;iJm~0@uj2s?y5^(zL#D;kA5yq zE`Dzh-|-X1HP{Dq*9-9yik^inyZ^_8Kg2(;2$>f$PuTx_Qpys$kO7JzXZ8F3NK)0E zWaRx%Szr57HND^)nZK5K%JiM*=QehcGoJbU;M?qsCG(~8{j{&Ok2Kqy>GolA%963t zvCV%D=xAnUWB#+QVO&?IA=8bA`iI^vjSlTpqY@fl(nUDZ55$DoCB~eVj+JBZzkrfv za#Lo;^#e>V0hXQIw+W%8PlC1#e1(lccDg~H}9G6 zsmp*TFycImjIMv}7sS{8ciRdBTTCQfJUCIkLk?kx2=&U#fJOmaI2#4p7zPZ%-e#N( zf8F&N)9EisDmu-6V3O4)&)=W&zh24skTJTZntwj~+viPe0xe8fxEmhHg9a_vG=79>#C$kO*g8b=tHm)=)VSpj9mBUg z?`HML{USvrSy0~*BN8e3C~?_YG}7Q$<5v4imC9}<1wq3i;)&aFXv7qq3BEBh;3zgTFKw+r*@r4Jq_dS{XuBzePqW!cE899 z(ib)chve*Dk44eTm?`LsH zy=&KshalT8C>wG1&~0^t5kYjn0QsRF#_EPN6qc7(INC;$aooS;EjUGo=Q|tuyxI|< z9Gp$n#}F3XrH>zYB&!8y!*+M?(nVfP@7DK2=z}8|Ed_Kk?Zgxw4J}R=r*%vo#%Ods)i{cgq9u*kS4fKtSzDk~Kt1 zE`#0}nd=9t9xO=Sj7mO#-b%*Mt~lHV4Rv*GPTVhk`$hE2BfVz87T#*Y^5qxq(ROe> zTnG;*I})J2xUs_g2_j%_X>||h9Q1TaE&)JORabvAewatEYo7xGFtS>K{(_hB(Kd=W zcyKhXJjd={;z$6a}@Klut)(wFCDfl||-Qw0qitCprcv7YYPfgAt9 z3O%Oqms?udN#W#4v3&xB4lxUcKk{wb>=xp^`bgnFyiNavDdIi^SsgrJ0JpXY1yoo$ zw?g+2I6+l;xymF$JD5t1?T(r~DuqL`Kl`tu!%H-@d)q;Wdmm_zl!iq-^tBT3=C=Ix zLIML_p)Xhej6HDp4?$9`QZQ+g{sWr>Q{4VES&t?5dNt)99ddk!$eqj)AIf z94QuNUAh=_)MU&dZQgW7*>o?LH&{0yrn;3u7s2${M=mah4mX~$ zKejQ!1DgxY7bRD!ybP3;H&*}k?87cf>pgoqE2g}?SmKdh_mKMHJ4kLX;9_(kqtuMl zI}|ktwz8Mh4N|LFv&5d``1ieNu;iXxcjl!ct!}mMD;Pkk=zUhADMjJ1Zrr$kFq0b2 zB`{({cP+aIBvsb0pJ^Io&wTmEAsb z_d|Ofua@e+j*ME0YwhFXlazu@M}SeIz-qwJ(QNW$RW$8$5Kq3rdInQ$`*u1*hFHi% zC?MYWZCdWln+dZ9!+9NQT&NS7FL2cryVPJ;&4Z}WNHc2TZq z3nyAWZ@)o6h@BeX6+Jb}Ykj~mjJ|&f>5is_dwt%nNMp6uzCPUe^F+RL4ed%bU;4IV zT-DyaIty>?W(&|a`|!D!I<2HhpWFs!*V!lk)nS_xb%2xx;_4OeXt$7Q3>y{_*sKh) z5SQrIGp`0q0cwL1;X<+d`^%q!5q7#c6)Z9+fAK=L5ZR$HGky26v!x!!em^hOd}PO< zUc%3w-kF)+sgCh84{3XQsMM%fJ-G0Ut(%(pmNMyYLx6@I3F?&pZOHKKjAF9uv=hu2n}O3-Vz?AQhvJ@y0i#p=;Yp_F3i>_K#Ym|J_Vh6pw)^<_Npk5FDt17zvIZ@)eB{O60@q-3gSZ9|$ zE9(?G_RXZw!zDVQLtonqEq-ZBE_tV)@xc=FvAdqoeOWlhm$Zx%OSWBoE@tY@?c!4B z#1sZHk;(VNJ8<~$^QiMtNt7ko_rp$^kRzq8So8W`Utxc_HW=1|guVOr)u-*wb4hxP z9$k@PObp}dtXN!8xyN2bUM{WFLoc#Ha0p1_FPLWeUNg30>A|bciKvb0(>kpreYHFD zWp4UAQ|2@B)B-3N9=%;5);ahT!n^=13*BF6lchoY${Vr$!+~|A1QJ&I*DWF8n zQ|K`F!TLK<(_NO+#*IgS5`0+!+g)l* zyzoetaTa;@rGuy^C2otYm!UUtkL?U-$7n_rH`JTa8;AQGCyQ;i$H7x$*Ug1&6~ysn z@WLkxQ*&(eB1OkHS|@Mby2Yfdz#TgnTdP77-_)r)+!7%o@URjS#$Z)lyA)wr1+{{C zzxxojc#E96T#NIpI5;_JW^AR+zxBZXSPqCKKuVKs)&{vP8;)f+mjKag?kmA;=-__F zsMdqi_OrRkw1q!)BqjEG{txHm#tk!a zKv2YrzQLwKdHtmLwWl28&!Y%|p=sT+CB7*1jT3W87QpCMa32DaD9Fp#R(LkGTTB-e zy&n8MT)z)>7<%p4VASac!o!Op{ZKyXA?+S1I&;vEj4Ol9cPG9I0hbXn_eeY!A6gwl zN|*Z)9+3AFjP$!PNk}i!{Mg;W_Ln~3N5A&j#@28gOZ7@f3^28Rykm!a(F4r;r$*}K zyXf#AeCfi+vsFyb4AA8QH8P0a3o-lcX%JFaewsB4_CpvQBU}4l_wSmV`kh77J=FCqs+iWMSUgB2&^RDV46Q74a!y^v!Y5m ze$OhtsHSdBMc<-I7uRFf1#tm4Z~`n};S`DFpK=cdTP@i1qgQQ}<>H0q;uXyP{xr(Z z=1{>8iAlrsgUg@pnu*zCQF3R=CB>?`HDz+9+pc;GrQ2In5Bp=M>I_?DT(2M2)E$a9 z?5{gu@3z_S_@y{;#lI)n{f=hYF|JTFAes4ix$TjbEx@_FOy%08m1;{7yx#tcqLV|| zQC?nM-{U|@$7%ozIe&a08M018!sG83MQti>*+qj4k8OKApzyQiG_lAK{;e`{19K04 zO?~f9y7(z7SndB(W1JkeNZ6hEvtkG}Or~o&T$B5gOCNDynVan4K>Z+Y8Rke8$)PE{ zSnLiW>NTd!yYJ*qcj9IaNiK)m?y6XnT*?5wQjd;8`}T8ihN%3(;Y=+tMZ~f2megjQd`Pgxm80Uwbarsa_Rm zoYSgeWQX|srhE4s7|~mHT&yk9e@-ln{bq0|QHx`gEW{b8?}T{@3@CZgLwcTcToL1} zg$tT-ZKW0y^H<#-dr~poF@BWVizmZHvoV<;=v1u5<$IG4FzXO_1K}fQ;a?b3weYcG&(X&i1zyDE>H(LL+*1TaS<)buu2Xyi!WQbdf^MT?dn}|qpwz= zlIapcjly`fW8&11sI7$t9wPgi+b|$&)q@ zKX&ac3c1JJx;)vT0*)kvHw~bqV|U32$y$SM&_EGifAPhq+Mv&7OZQf<4x>G3IYEd! zy_o6CkYMm$`Ocq#C@@Ce9U5Bx`H70SH%uB#uUP(>yQ@k{>*!@YFNf7S|CfB70dOk> zz4r3*2S96)_ON+q=pKoKi;7Ay#R3Q`sHo=BsUjZ(Dn6N>yR@T4uRBvG!$&jf`4N6X z+!jzLJg()-YZ(s~vS-hWCvw-nUpzEu$C~sPzC#M#%K5G}%SA^jP6ItINuFhXM0Gmt zW?!^)567oAcwE!Y_PY1&@{G}5<#`1KU(akCRB|n2zEhF6NsrX0*J{tY0(FloUXs^Z z_wk84m2ogaQxiV_9K4~XU{~2dlGAySv!Xmcc((bCVQY|GMhfW?p}XYCCGdVq%%ysf zne9`idU=Us?EU;Qu0H>;Qfq%(1@Wh=Vq&p98s7KIw3UDdRa9mJ98uDW^@6hUqm!0@ zDI&B^U;cVeW}bIKw@lclY9~)n^-E8dGjinx6SB~5-+Woa} zkNM2!m3`i^m+>@`Ar5|o9a-9eJgzSPta-!35hXP^~cQO)ORP^e#e9 zoj(00Nb6_Ej|az{xX%ap{`?=4@z>>HV=S91Bt`svPhGfREfc8@H}6U>19eE4xDQ7` z(T*M+Cu@53?M6A7-zi<7(0PqzX>&f5cb0A0yUArnq=D&Jx_oVdP=zPI7N%QJ^g;n=oZhg}z zU65Gp@zS%_q~X{mp+@5S9y75gko*DbXnbcGerZqaA)ZAbOT}>9U`Qe|^DMVP(2F{G z>8BIM4a^5~{IqgpHA{l2!XPOpwjNV~28W%lm<AS^G&C-HJ zD*|9B{ODrKnX2c~p1{$E>+dFhQx-j}$1pfC&-6N5-a{3G#lb^{fHkaq;tfT1Di?%Y zy~9LQ=?IH{I&61k6f(@eO!n);He)u1__-F}9)AEQ2gQ&`kJN!obmjApA3HXS!fC>B zzBtXJ?6GRD6u%G8#wrd|mPa<1n3>n2+W3#=X5y$dqmKR&+UK>jX{Vf=A$BZ^LpAAQ zy|o|#D=CH<9^5tRlNn8La}oiEL184(}v%eXJmW%0>lxJA%lBGxi$4a{=Sjv2d@ zzb_`r(3lG>>R@F>aU(LZ;4(%{h3V_!i>6$idd?Z?-8MoT%l)E>)A5F(Q^gY z>7$pD_e|M0_>|ud*A=m`OKL%bGOZn%JP;dTqO=Oe1P`PvF+ za&O%dP502m3JpMBc#{~Z?ZPD%PwkgzV|)u%7+@Y ztz|V^o)?{R?2u{l=QUMz!DRq^$)L2-r`+bEp<;NgT8|zLJa=@p;`BCf&fEK-Zz2O2 zV(IYRiB*f#S#ngJSZpnR2N4xx!dLZ|@elTaq^)BFiMUtELc+=lp_FK7{>GG;P9ek- z#z~buO=A&v#V3`&=^D!&dtH1m@HX@|g4R7gd)Y(AkEyA!re`DI^#JLLG;zjyM!L_Rm%|Z-O7yuQDBYAG6UF?f}{FjO!Gcw2{`hA!N6Tde$FUR8l4}f z>Z@t|#l$evQ`s-h|M^$dVL$6lwK#u675QvflXVM$<)@V_c|S==KdH#Nl)R8nqLW0NreFUQ5M+pPPf|H@6E>L ze!YhNbnJTdeUj6+x^TO#bED=D50M zZQ^B?pemtl0utmd02W+2Z67|Bal~)i#xZyPjF)|Hm@jsmEjwQsS9?M8!O0ol6I$Q< z?iTbs*-+UpzQ@)0g62)TeaF$U)AtE(%N(L_-Xvd`dr7OPi@N#~ib1N;L1lI_f=OR; z60uhngE>el;sauSeQf8r3&d^>_Rj5zF@;QjeuLGpAx=shUvY$)>$~&67=}ZK0fCL% zJ2m}5lt)a_50j3yxz34XrIW;cH=`j@s9F;Ad+!RttZRGrhSRt7ZmueR8@C3ki2GvF z21or8nhX>b!4B)xGl`n(al(OMzr^%V*~05VU6CP)o*55LhJ5OW?7W=IPi&|i)GMk3 zC7MV+bHTbXcHxA1|%|EB_bXj1@}Fnm|?{=L@^N8n^M`2EYUQjbQy zy}aC27%DNXG@uzl1f-I?DW=q%O_RN(6XQ&Dea((S!F4?XJaG^h$u`%^+Vu-Bw96fR zq2#U2g(YqD?|&9QmQ_D9kqfKU>Gkj9j0=4JHI;j|AD`;TzUSRt{%&J%r?*&=4;^|3 zvWnKxx6zcS+s%MHV-40b{1bv)>_?`1KL8`5N!oLVO#W^+QaI~)TW|z45HH%80v~QP znp^|SkPLLquWrb%UDK;-;~}QS64VFl9_X!AdqIe^Jn_k?`M@44i$}D;m<)D^lAAFizuv%8hw4~kKx#l3S?+NwK=P0x?*8netm9V}SRUu3786Y&Ar2)Qxzwr90`CU?=my#=?X0eTdhl1_?JLRw z43^_Q)d9rn5yUHMsN>Jr&cWyCX98+7aRO~vx9qsZ`uDeSfR~FIwK%^_@jJug!zx2Z z>)txF0&76@Z3E`cw6<=ZSg^?Xe88yMJLAW1mG@pc_xC9xtC}lDPfq!uQ}J9+cZ4d2 z5LCZc-C)SHjS@m0>L&Ox{F(TUpgdn`8O^xod28>sqiVXYwe)FLEjKLMAAu1rrE_>V z`1Ld(DV+UTjMb$t?Yk1Zl9{@sc{)eT!Sx{SoHF2fT2eEtBDWUbzvcXy$u409aqfd4`42Sq zf68=rtmD$$e*AuVjbTH7)^B+J)s8PWX?+i3*H)EgyDgKtS)%Og|10U-gQ6<9pxly*%&pXrTt)gKZHT@k|;BCX=&JnQt0H$1|?(1?9bC7E)ALJ3bB% z4GZ(j?mA(qW?E)%%y`I)V*S3L!NY%CE(m-We@ndk6^2iYDDUr;F1pO7>N~Ad+*RYa ztJ{r8?|gT~k#h$!ORf+-rd7gBognnuG-Mu0?tm%6@E zBTDD*(7EEfZ8gz9L>wMPBKD*sth(dxa-1e2)C+NQca@iy8zjRc?VRQ15J&Mz$G;$; zvEqEzMga{sXZ*(G_{dPp1tOvr(p2#op`0X%48{!tcF=#6kjsyQ(`1yYyDqCsLmP+t>dcW`h2pfp1K@h|yv zO4V)=Uy-!B7Kxq6wk}5y0vl&S+sXx_OjW4B#{kjb`GkgNvO?@34fls*j;Oyg)W%pQ~T&L%6 z9RwLB;M@_Pg3C%cT8Su#XMjkQJ9krM!C&Xs6K{|hbqqBKJDeB>EC1)33%fgMs>_PR zNa3>*J3Zaj(`$=$ulvl4Kh(Hsy)nnczyfc5D~`Hdh}7&bwhemsXQbpWM9t@B7$wwCu#4ZeR!I_+Ih~!^RNaSaE&gjyGq7uFb*ACBG|P-ZOv4 zD^9WZkyD&Q`i~AO2RIwzrj3vnX(3HXIQt5`b%&*H-##^bDiu=U>9drN%<)==z6QN0 zST{SKt63=3hirE9_FjOjmW-K+WdPqZv}B4`mB%X@XRETiXHCA_0mCFGr@+QxF2G?$ zF$s#|nTFNrFY8qcDGby^Bz7aCYB~^rMI4a{hu}hgCdwWfInDbG=?VzYh)Mqbsf-cU zC=~A3u;&OtWkfB;7fCNzbWjd|uzakM99>!ZWrb4s^zt$};{Ouurh=a#xl9C0I+( z2%a<>J>ID)m|WvP!kWo7aNBdzO_KwlR+-l&6hIp6wD;{czHG^2Tfto%@#vvc7@Qcl zm9v00;g#y8#HohuUMS7xG1{{E38^3HXw{PjFRbIoe#2G#L2GC+rw0-f*KJF0Jj4T& z+E&({nM+-S%hTfVyQy;=%TcLTtI<4~Bq!rf@(ta@Xumo6`G#ToheWC4i^$jQQXwG_ zj-SG89VxmvzR3>3o^`W|1vOrNe!<8+$pmR9HTfX=)6fT1Ll8tC65>l*e(AT4mRXll z3`uxqR4}8=jv!I)147e7mkN9!f$=aq;v7H2X=nZZFsqs_be3|n(jH0m4nyfTD~*eN zllz{c5iZ;lQ6c@D!jr>#Iyr5@qXWT=57h>J7MF)}?g5j<69&?Sv4zbbaA0djgYl`Y zm_@h)9dQz|KCpfv*z1v!^WgU7mD8I{u24*Br*FkqW=*9s&OEw(=w7ze6CD-RZ$Wf= z6&W>jnU~3tL3_IbB_n}kTD!+$MiSJX@6y6h@k`d4$iPB2f-9jM#Lm9~=#STgP3%bf zB_Yj}`hi$RUYCXDNFmYZxU)4^wNTs#wRN!TRcy5_a!Gc!#o0ma<dM 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 188517e58b9cd6b7b71cb3bd2ad9dcc9b0e8dbb4..82246e78514202e0329770a6179d937dcac71e3b 100644 GIT binary patch literal 51370 zcmd>mc{rARyYADhK}aD}Au@zAM41X@2nkVUl_5i9o~bAel7!5WSt#>NbILqsCL&~> z=Y2kU-*2sN?{BYTuVeqU*1C`5eUo_Z`~D5rb)M&SUcdXwN;0H7Xm=0@1X4L!X%zxt z%L@WwQyIxdd`F>QZVi8Ix01bVLm)8RBmTF+@8^UefpCx@Cw*GYG5mLj(IyRx~(N7C%BD}$mhS8_B*_$(IevmSoCBvX5%DoaTuJLjdJ zi^a!|0)-3Y8zR(ClfTYjKbYusP^53}^NQekwj*qw?|jFa54im<&mRbH=PtkJQho8) zjPnLO5AJUKwTW^4E5a!o3adX~wXk&m`65H6?9Y!~^Yh%a{;e;J8@8=~@kDIn?)5JY zx@@Lj|KijviSYUtp1=RgeNb!oc1pIq{QL+BkCKI*$5S^uKD$ZK99o&{aXD7CS%IVUIQMDo&C(KxZPFcC%x%Q67iBjzG~BkE{>f^w%|O+Y zCr_Ff{1(_0L;Hq@+lpQ0?q%u+6mFt@yJ7xC;hnb{dTxOsAt&6I=Oe{ja%L}uN{;q= zkTdq*tgR>+;;GuYMUw&(lwvpD{r2h8J%REUwY8V)&rAIL`7^(uAZPYP#pHm*+JXVk z_r6ijvsMK0U!w%B*`t0Bjb=YG?aJb4kJ(seI?|ebj%4DV#PZwf>hzo(`|3!sR59jm zigz1G2n0qx%zG2Z;lqd7*v^tr&=N0B_oe)c!3I2UVq;?$rUsUlmga_=Ef=Q;C03>b z)R_4Br)HY<4xF?#8S5-QtnmEx)z6O$eA^2h#_(jMyLXQ^r|U(DyWPHhyD3#mLtEQC z@u1>6A-v+`q;>BWUY&xz!NHak4PGgSm|Oe5O*^mL+O+N6`}f;OY5RJ5jyaBZU(Pgg zTlg8w%F61?>!{~jkscHpy7=QE@7B$mr$;+n+VgI%&3~3KH8bNjrT1goeQHX~XVXz` z?h)KRLeQ*fyyv}`m>6b2*sSRlgNQvgM?h%MtliS=NZh&L-3%ui>g)NB9<^GS{CP5> zDrSyLPFB`&G=E@udAX>#ILh(I{gJlZW`;0w$@J#2u2P93M=H9yy57IP`sE4Jxu7G* zA{TEqr|I0daU&!oMA9coHKAao-_m0#EH34pD^+&Od}RIYUdz?!YwmguW1Tw1&NK59 zy~V|t`cX04Up0gE2{LET(jKsV_o%YjC+H+kMN<10f3vE`rbY8^LWxIvT@5GQdG$(` zOV^f4`(FtVZfmI#E~Ru7It%w zN|IV~<4|~b`276*K%~oPm}SXLd;3Tchcu;xsqt}k4h}g*MYmpGAx z+1AFKxp?s+Z^`_R=f|$nI*DM(6aR9b@~{^<9(8VNitEUcM}B@14x{Zg(Ngzz?XSDS zRV6Da`EK&(H#1XH0a``;il%1k*Fdh!j12X3-Iap{cLaL~<|X~~o+;|7CvX1nx^qX$ zk5O#vZhFVzrc}IOgowjvLy~IPaSIjpy^6!bpM2@~jVkhP_TG(%h=_{PyLhn?`^j#o zA<5wV-OJNWj}J(cxUVc?#xWdw_wLm$upO)v>MFA8k-T;-_Gb2j2M@e=QZtGw0}(d4M;0WMpKfakaSXyp^0>xz~2e0=r>0ZV~-5&-m0G zHqX2I-R8on4tUt?X60Y1GtE9PHlt=_6rY-EQR==z&%iJ>HMKSswf5oj=kpyAupXDrao=MKl z&DBiBo4!_?Y&AxfmGb0QuJpu4QwfRE-p_u`O-=IN zA3uK7^H`ZlFI{c@a$Awhzex^ZA(%%exqdMA9TtUTs(N95zTvfN0y#q)c9-=B3ak;@ zb1n5;U5gA7or_n4_1yRK8$H6i=2}MGRD8G?Drgp@nYw%X_VViLVEHuNVpk%REOr>v?fptYL4jeI{#E5`}glxUfxHVRCuexvc5tr;moJ5WvTLtl2}FZJ$tN|W-X)) zFwLVKg}y=$7Q)hXD@A#ZB)2Q;8I2~|QCnWS6Y5k_M`uxkWz$(;mom|~rOeZFljpt% zzP=Yz8b?P*@22Z5&5dcKG$LIHt@0iAFOjNve(ZhT>lZJ|Iy!Vx)&1yCWW>b0Q`WtB zai*|qMJZKXMn>iw>%;^GSTj}qFe~f+T&tBuyTNm76TP2Fz46AS4W`-Y>6SNcjLvm= zq^qYOmXLN??@}n?*2%X%GxTG5Vam63B51{JX1e}-Sk{3(dt%g6O6Pw({B-Y@4E;8J z{&S2q8yr`cow79LRQdHQU)sW$$C{R=ME^GWmuG#G)6$Of_&s{` z%zb9Re40*SQ;J4;IiN!_!%_HT#z z$aXSq+_dQ)*?}7^4@@ElqC7fdug#D55QnAX<0&a&f|fKtSy^&&G9G6Q8J6S7k!L&? zl3u;qE2&-Lnt$C*F2(uBhx@d?pYr+<0FfF4A|r29CGP5I`Tm_IczMFlWBJ!hKdfEn z-cLjT!Svznoo!}jW-@+^9qD=!0Ur|-!*YzPiJ>L5CE`p<%$7FuB(cvi6G98he5F{> z++M2AiEX#3_kkL)53Dk>?F4$ygnWm7l)`t zE-9-@C*PWFCWI(x(UvpPo}by-rGeaYoMR9(iO`ggVBBHN^a0j~^PjKM2WusrjL9D)4A%(I(Fj;MPlFceasr z7CM}dQ&9{RD9>}nDr(EI5V7f3K;i}hQVdF7GG-sNWCK7D;0P{xKj;xAqq7*<_xrcD z!=V{>{~-)rR8-V-M^*R%4M~#g8E(KxHk`RH3Wh)Q6>pmPK`^IK6esN5u_MxB)hR+r z2rq|4=j7rda`I&B_wRf6?ORw}Y!cCmKH(;3rm}d^Jf`#A*#@nymX-x%vbza&vJ!Vx zRaN7jzevl-$XK$!wwg>rN-DTuP>P8wFt~Nb;-!5&ec{3dy5r`;08&^> zWQ?NhUNt5HmL&`EOikwgl^VSNJQRtR?>Csx13a2#+6*W$N#DGAv$#tUOAw%B1wlMZ z&7m&X4h#|_TWxxo}$H}6o!+w z&-n}=m_%1L53Mix!G#^CD6P&@6H=Z=M7WK%pJ0-n8|{b~R!&lr^udzL)%U9-UFP86 zu+w|GYTcM{{(w|D)?BB{m>AQCuGQIG44Sc#5sy~R?-Cu^;7qndhq4-;-`eK8>GeLj z;J1D>$KJ(?9y|8tM5Vl$N@(E+uQPKA4Q*eDn4>+Pmk}^g}9cpbE{``nSlhV7=9y%MdXgGOT*6nSS?p;+X+1 zf}&K}hO*?}faK}Tg@uJ{3E~I|7uoj$Q9ktZvrJ;VbNjXz`LSci>bO5|1;CVfOiv+6 z!?r6WIaxEyH+pLGrwzU%Fv3mL|{VDZyBE& z`~K!?l-q0w`H!E$ddC}(r5B>s77j3d`0?=}GWiwJ>yk!B{XiLu@5v-+RfnIr zT337L(!Ty&q{peFpS#GXmNeg7`3Qbzdom)rZ+4^&A&p9M7p;IS=Npr$?90R)X=-vO z)T3l$&9#cR8_Jx+MI3mzxXvxl_0lO+gzz86G;ng7HYQ)J>$((b+55@YroSTJd1i>1 zdgjK`)i^PK>!7+aUNJ0od#C&2U;>cWyQ->Dr1!!*ckX2Ao0$9pob#CPxyO1g=yyk9 zbKgzdPff2b+hCCd96m2T*KUJNiZGLF*;V2+Wu&O6sHUdYF*tEc{lkXu1(Bddh`gUZ zeyofXYinyOR83IAW@~J0L|i8_iqQJW&j&n2uYP*u<>l4${@&8!qPn_zd~EFWNSgyO z`sP{+l}7mZ_}C3MjdYck;x4#TP-M#q<0|?9G2@w`#*+~|c+J)21@IfdZeYXy%CNc$ zl5fGhLJi@^u6_cM5MSsEz{Jn}s+EdX_VV_we15F=^s5~YTLo;Yot}etEdk`$QR}%z zt8sz_7TOKR*ALd!*QcbU2+}G_OM69!0@qdY*~p|~sd83`=xs3B{g|21Bo(S_`@x5T zk&%(K(P=0t;iT=a7xjZgwy3f)`>VDW*%9z^)7D*IDk_TXM?!OR=Tg#3oPU2mcKr}B z^v^VE%s8(ga~gYic=Q@#KequrA-VcVtmgUi(9_eGEcAz!u8de>h?3IMN?aGL4Gn+# zP_U?{X}6SmtOYr@n+>e-#nBWAy z3MLX19xp<!XC6|K(h4NT#`a-1w6wH{i;IHYRIId+&%fi1wum-R~+l(8=E+@?*NNCRKS#7s_3-i2N<^hUC6 z|MvCY&$w!_LB`2x0SO5)JRxBKlxx$*jeB=^lS`&F>J~XpbgixCs+8-TSpV@$bY?q+ zq0E2>n_az{dFA5+q%oSW5#ixbEU=gIn&@cPf6!6+6?gZS>S}7qyn+JS1iBd_eK{QE z%Dl3an%l|u>>jSWcjedEIXPSNZeCSXti*c-Jbjv_If5sUl9Ysa2I)X4T-ZM{(tWH` z?C{|PPft(iXHJfeG!6zP(XU>aBN8PgCGFd{kJi@+S)KB*(lZ|JW5$Oheej|P8=pUX zXfJY71so|T*t&JAQj~Zx1U+5@ynyAd}W)!8NqB`y{sx1|*l+ae_VCm}W>h4~mo34?h#>2z2 zVZ(-*-Ft{5Fz%C?<0-W`sCDU5V*TJrkQP~_7Z;`HN12Wv&%wige{H}SD9<@JJuQ$n z`;E8Myd@*9pr8Ob2k|RAJ3BBi(BI!5phuDf@SKdyuf4q;Ya&X_eS>UWFCz)Z8>@Q$%%=kdp-4{5%ig3yx;o%a(@-l~D9hX?owf8T)lb~Yd*B*-`=|C_wVJpbG(4B9MEfdJr*9S zBsG`_fCtP>P3_#ZOThiqs}KwxP@Li*b)jT*&7dtF71Q03Vfame)>lm?N$u|4yGF*w zQCKZt_f!3q{5Rfy{Ak$o&iih;A~K&iz!6B@@6O`3@Dr!8>#_L`c{xs13dJ3jB&mHV zG;OGTl0Fz|QktV>HIks+;J!)QnqP!89(fuNz~V)+ zd-w4wncpKLpZyM4UJw}^9K`xlq`N~d=_urOfnah6Y`?Y7u%n}cZZYiEeavh{MFpF~ zhkR@fqHbj6 zbUP$| z!Pxt*u2OKlPe0Sr(l9rVe0>G`D3Hu0N%ZvedY|<$378lOK9o)Q`MV{Ph*3hi5{3i+ zsHoF7$64t-?eYNw1A<3dG7~}$_dyKlxBcs7IBJ`kf;=}JjoP=BUXld64v>gwWC75x1|hJ37_0S-95*xA|V=X?DWO^M{3rpx@NSRX3GBc04j~`br_PG5%FD^6r_V67LEnwsk8R}JdI!oq^Z%ISp^YtqZGUVLOc-9%-z7x_UTsSn&M z&I59?RP^+(rmtV+`P)2xzxlj($4AHy?yC#N{M09Ge?2L`BZ`!=E_ZyQv=R__3VDA! z6LDKBt{FTD4hH-_!Q>^tlt_N1A@Kre>xmO5SXtxzC$b#x7^$nW@5K&?QQG?y5}lF0 zfK~S?rVps_R3`0OUn#Mdw8|)`sdE9MA-n)oRFZQ&3kqTsw(17erj(pV`RiBhdu6>H zB17Vfu}okH0c?tUBwy*3t|C5va?nE98|f@2%0AcpA*f(Ywm;Dhm+(MFE+%qct87(+Kui7qT$LY)W{0vtC^CXS|a6>JAv>VPud zfwJ_>VXfR7g41DI21!}LJ*P9bdd!hKoQN09CNUb_)>&rA+xYMQb}qc z0}g)*Cs~=9*jmYni3q86DYU-*VEaO85zL zD7gh8$e*z3ze6T&Wo!E^O&;5~#xz^fXUk5i=M7PSV#p9LU%nKi^;J)){PvAfa`Tog zAqqh)Uu0LO6C{d}2@sSZidZ{1XmFy^8G@Jz1OO)WX)fo8cAj!dBT7qY+W8sSbhtEA zbD$;V1HRXE5L>9&~pd<)DfsvmXY11g!cLnMfO0TN%3dcec>pp!lf)2K_I0J2llaupn zbu}*!kG-`uEfVULCs%|1_5xs$c&sgTwY9FUeU~*gczb&b@Kt4XHI!^;Il23gHL%W> zerHyPDiqXykp)x4B7$C;P(O(I$Ic^aJbeM@OI8<$u{;HDd}wO2#|(k1BSsPFy4|ok zuy9dP5%}G40E_o!nnkDiQ(D^EP(Lfk%bN#mtdrllef#AslUgj#@Sq?na`Nthfy0fq zHa5eksVORA0FwMoNsaGadKP90U?y9lBQhGF_ zd96`H%Y|g_b3V0+YUpy30mbmDkN?Mf>ess;^ovSU`tBqn<6VcXF9k>sUmNJ4HCui4 zk;Uu_RdqbK$dVC&`|%{R;fIRs^U{&b$#baA6}Z1d32_8?I;a- zd;R(sE{5t>M#{E$*QJr%RI$zLKg76Q`|W>Qi$g-q@Jy=M*7X8ymc=tc(W1CeTPE?3h+v?jb3rKxkuxTS z*~P^L=}chf?-z9($8*y<`5`c)^a`j9 z*cz{!?qFv}x@%XsxEm1}E1C|?EIxn!9OO4PE-vudvqUwN#TjU5Xz1yGcXy9>(-v7~ zW84t`NtmF}8iTsDf0S6A@I$5LE>y+{k!EEu)Y;JvI@koFqSBj(FLDMxe0c8EsZ+&w z*0+S{kJcMyOe;RzM~*ZM+D4qTGmSL@`h-CSL{Cdy9a-UMpge1!i?g%*+Wg{hI^~`{ zt%%;)W*V5Nn3x#2ZEyifLL@DCbH>$mImeeg0GYU*GB z^WVRJSB41<3=9yfzA9VrO+aG3JgXi=cCcZg%gc~v_ev^+3MBapIRXzjbh!zMpfsgy zB0w9b5&{+-65@m^=EW3s_=;#v)z#Eq=@cGkVmeLI)7J-l6W3^(uATq%*|Wah-g;1$ zZ4H3I6&flklb`4;@$V>m<`ou-2n!?G9R{_7tpoLBjA%yIY2pgFQ z!j8M7bi2le!Erzxp+TYSJ%lHVovf>?!|(66j@njB92o~l50GE6RvbE=KG#TMo8rwo zQuNoilS$!*dzqP2=Xi_ZGKtU1$|_y{$qWATvKC@_GjPPwqc!sz-ppMTdN)2htDAAH zd~Ky`Eke{OV>AWm2_-TCg)1jf3x)VIiV_71VRoAy1MAW8G?7a}e-A%l!-khScC41% z>Jj~ky7F=kKt@5qMqv+l&GN{vV07*6?MX?+Sy_KV`jYfP5vaaKA8>)F?4l0C0r8xP z$p8g8Ngwc7;LIINLEKu$^~(rSJ5ii-ghbA$4QQGv3(i5#EG+z8_`sXo+yfHsMQ271 zv9YOZXb4&Ck|a6yYVhI4Q*?W&shj%@SC*G6iloNzq`|y;H?05WLM|5O=66YZvq+w& zjDS)4pir?iKmQxr3S=(L)Z_fbYYJ;PD>v7pKg8Im;(2XNEREeo4GpYvCb*YU8r3ge z9GqDM5@Y%R;bKTV64k?U7R^Z1LZAj*Gd8B)yH{95Buwr2Wml{<1X#HD?(RW!MQ|D` zSsDfUzU%oClXmi?X8YLc-oX+w505qCpaw%3drW_V@A&biCo&&CecHj~>gMLFdiP!p zkqa`X_7M$2tMk32I{8--eXXxcZ6bJ)V<{`@=H%owRfIyaIl-`jCMbC0Wn@f-7)KsU@JC3191p(K~DHU}ZIq4NlF#P^|xU;~@1CRteM?z*)2B zT(P={?2s%R9UI)r;e-3%`1SSJ?DYkFWDj8IzI}nupU*E(RioJKSmwE*q@)BYTEC3u z`i_>7*8+KUMrjAHkBv8ETY$8q4VaCnhx|BKtPzKDFRE7H&Ir8WSiWIlS`b#A$;T-r z?A*CC1tMIb&oku)?jt-rX8O(%O)>cAf_WmK;s_ zwI&K|-LHLM$+LB9h1?eR`EmQ)>Ru3Zi%BA_UzyS9odj1woZrqAyZy8`IWh$deRv0K zO0rB47mmF zAqX`STDBSBXi}wMs<0TQFFk8VzK#-gQVH#lifJ?@qZdBt^{Xv+%uQpxFhIm{hxY?u zV3<4dF;EdABfo!#hle9|?xHj{5eS7?)RDIegm&fXRV32=3=AD{=cv6UkHIQ~B?cXT zad8nT02&;uHK|y1@b#o8B{{)Y3m0#_b7ADaChwO8iVcgQz`D7*#&R*RDTSN#t9UHd zM|C<4L;z->=9gbs2#W}E!XNnI<3rNxVnfBF4H<`$k`l^z3nCG&RCTEOm$bC#_U|V~ zh;_sOK*Yen5D^wuXj03JeG8+>yLXZ(nBoecJC8bT>DsD`w`8<>%0+L_qc`cbKNF7B+X9C`DZG3*cM^fk+| z>{>0J>s%U4h$7Z#P^cJb6$H|NR`Zxv@aug3Ywk{@5KJsH3k$%7Gk`PvCQubvu=P-! z*K?Z*EZ5piMn?3}0u{q;gh$3a0B@gtL~{(-IDlfkI(X1axxp>=na^|NGUwvB@2EK!vwOWc|D%)x9ZDxc~}Fq4*O*z0E_+brf7&kD4t@kfd`4GGU} zOij5SMO$h7F-jx@e`|VcTFqh+pqm~HrmfO^hd2iW!s)V!Ck!X74+#l1H#S~$e)fl| zn^0Id?A~qm6tjD?_iThxa7YM;*Zlhft1r~{aIcf{nkyv2jCbL7!VI*1|BiKxQk587 zeDI^MfAFgv8$Nq1%(ht`kj})w1J8SqbN}g7cuW7MEun13e;^3_7j0|U3xJUQd3^*3 zHAnt`6%1m%lwhIpEZ4z|Yy&~FuHn(6CdPLw#ab^x>IvkMKA3r}IK4KqS0m?N|C!`g zr9XxFZVKuDAsr&b!Tu)=!0A$v<4yQ25h^HyNXf{^;6JXYFyDD6snFa;bA1h-k}Rt= zMUjkl&z?#6$Q#_Q19$`J;Og>NTX}!rPZH0#+Sa6Gua$Pl2ElgGjFc7n6n$F9~5o0HQ_skiTKtuQpzrsU{a_CKl2&G))Ah=kTmtBi> z(^ZmC+(C-r9msq&3{AKM}6_(g9j)=h>40q z(8Q&1b|>*cJ-s|%&H%cj4dTcd`E*4C5b<6kN( z#oQLBkv~|Nna@6^zpf&I`X$^kDwmYi)SmhKzq#4_2{HoF!!`8m*|VaFPjsMKsPDsz zjS4ZMrrf!6g(y=bUI4T&(lkBlyYwGZZxX(BS?!e0X8P1u85!09=BP6P{2^wIHK#{~ z>~u#CMa3CT^YW*xz{HY1NMl3>(FSMQIE-M>a&L4L>~HRZLnl@)K-aOy8`{ryrXRh% zNE$A%3`s~xyuWq;J|39o056bR9n?4j)h_AkGSbnt%|D9?+8vKK^9@6BALNzv@>z@( zsApBA7##zHm{A4IR2U~OZ}ad>fAcoNFpO4BeTHyYrK^R`jA!F z>tZ}v;Id3k{<^$K(C>&nHxg=u`Um6^z62vAd`U^k0FgbVmWwfjnyrEZ?J%q^pcdrI@b%8en_oKv*;cYHC@q z9fAfyo>PhxZ2^?T(gFEQsQ32vz8tFl{KQo=sUZ&u!a*%mIh{$0g@uI$5?+caR>y64 z!R;(Opi8*z`I7rJc>5ZZ9wu25$1I^a3P;e3|1Sl@{v!LM2OF!`p2n+~$=SbrzAfK9NiY!pjlrBRWQosMn}4h~Gxrl!dYIcW)LewgSWrBy|Eix@ zyfQn)+G!Aruohwg4^3*m=l(8U)@`OI_0PDAeTwBwYhY}A*eegp>rDd-ixD!3<(lPB z>o;h6;Q5kt@cWxyh-k${Me_3Uoo;g-;0;1*^=Nc}TrBAWiz}v62~=4Z)E<3>4)F4p zGhjT&HS)2088)-)&^!zXbVO%~kTg3nB{Tk%39Op6dY@rqsol|y)CVmUPsbt$m>|Y#bYo@2Cv1WCnl|dWO z)`$j;fB?8ySt|Kkzr5yVP+&oShMSukHXc-`{{H?Zuo?_Ob3;SX^5i!dZj%;9)}N7) zV>7*l5{k^Rk65_4h9ew0FXQ>nzD&}ptg7N+X2$(~LE3@TfVF@cB+Tw~(2T$Mvp|V3 zRq=qZh!~Eofet8Q{tFIn4mdBqpPt@a`>?3!GGrAW&->{Rl1r$gePN%?>p_{L^P!L+(96x`puQjFU_5EIHu?>t7X? zu0p{FO^h1}OkOk@A2Tm5X0MdB-iQfaFQYZtFRs5J!SCRIr`BBJJN*;zT7SuZ)pg7< z?d)dex4tC^FD~cZ{=)kvA8sHi;zdiJdTomfdLx8 z3>5g)3u@w0@U&y;Hi<#oG`g}%vSlXpz3<)AQsiAmR37Ezhl)uUEFJcFDDJ?N& zJv4M>Wi>Q5+99&m$1B1w!q)g78Y?yaQQQ6(mP{&M-Q~6Kh1H&kk8>=$n@3gRZe8NI z^|u#b>z2WTm)LKge)Hm!zSPG(JMCFJgDx>Un>}KcW|>WULsxi3;L~F8rbD2 zHg7m{%GubUW$wKbl&zLH^E-AuYfD*GRU!Ga*Z9h^ZH!=VLtUx6uTRY*`oY}O&`?@N z##MmwM~@yM5^-~LL*Itffk>~heD#lwm_WXVeg-~}UvQ1V0ykhK+|<+r$cQ|P{ss&f zH~~Ps01#4c2ME5y)d4SB#8r$hb9bW^3Ao^EW-{;auqle`m z-7jEFZ(hG9PotusFhI{Gs%pP~D@dc;8GW_F@aLi^hcaMWk&{i2kspHy(IScdRT^5_ z$pw@=WB$BA6&iG5)Pp!l*~f<(LM}94Xp&-Ru7%}3TbqknOsqKmny<9xS9cCV88tg< z82x5&(57_gXlb80^AXwGaFoP`mmt75Sy60$yse=@?bcg@zztceFTe0E_;+gF189E+ z!Fb+$K-~2pGa6xgBv!MtvYh8ex#x{RprDc6|AOB2+S&`sov$uuA}u}4?MlAL)w7Qr z#~17*CB+@xW`BnqG_pPnYXf#%k zy!G)4gv|R6ItQZF&xv{)0L%^ynbumF?{8 zyoXH~VCCoFU$3QbABYq=^y&t+}^Go`=O@hi4U;#W>z^lIq7Lk34)Ff(cjD# z15cs9wU$=f$-*>0<&+tSgIFaGw#i8YHSd|Ndi~~&{{Tgxen|Re!aVc#9FM1`v#+n1 zVhq02Q}pW+Os@5X>}fF%ciw(*%OT+*|2J(RZ3Y^)yB$-=7e=0-WUi?UK+aSmClSe zZdE2k5FL+3?Vr^Fbxw&MdN-V{8b9~v$O5s>|1bMMG!>b+9HUMlBQS6Q+|u(2dcbi$vQ6$ zYl74A{G0JeYHSrE_d(OKp-GOoDZ<(@PX4zz{T+ zny_0#MmYEE*#l_);mRB6_%kyzxD}XpS?|Pix3gPjV3EVY2Wu$7fynR2(H(Sjh*!pj zhIk)~&Z3rz3WdAlMpfaLRaExS(iYt4I0;il|Mc(bC<*)=W$pA}z2QQ|3}vzp1d9_Q zBBf4KpAavg$;-$Lpf^C2aST;gVBm!1kw5V3)Jw0;_a5bG^8|lOo#lS}V7s1P7Yxy0 z28-Bacvp1P{b{dQ7%d#LwYA+mBPb{cQaS;fZg+P#G5{+Z8#?;IbkU@6v`zQRDIFa* zzzJlj736#n=gv}(YNJf#nNi?=6myj#PL?;BWBuN)Gy-v)#8XE{N8?`T1b_(+eMhh< zB9N?KrxY(`N40FPdB#2P<{86A&yBXCMqDGTro-cetGxo#9U_MJl!Ypa313;?pC>&b zxOm_s=drns0=s=(|3Y{K&v?T2Kh`P&LD}i=&n0+%mHG>U5?)+KQD*nUk5}GYGOh~0 zV1H!Coy~tGqy{uD1TDBY!eaRK@s=0PfB*U^sY2VqJpsq^Z3mxbT)hzQTtKEcHJi*K z^5>}u1QTUwAP8Sf%xGjV{2X)i@82W{a1+Y_2?+@qFO`pq#{8AV37lkqKjjl0ef@)( z9q-Z8?eh!y2%()H(tJY$oCV=W4c5Fa3ICR>C>lgKShxPej{9<+DCAj3wjPx1~s>TJ|%Yg?^U!{ zAMgM`6j^$$+G7>aGYt3vHE(EZc{tPq=a`_HtFL~N*gX$F0OqNJ^A2_ydK`*cx2~+L zG^c9G5CvB>^u9!sXHwF2XXix(H~auS9o_KHpEHOIRNR_AdWB%{P@hmV=X*=kNgXF7 zW2-RNs1MDKo-x**FC|U1Rik$q(H!X?krPds zO>oMic9+re8;`5ulJ9l(MdZQ1oSTFl$Efa9_ahqwmULvQO@< zHzk__dD0X{MJ|9XLina6xfRR`5Lvd8F=}7Fya4eQGJw3}g4782xBXU%yLRnDffbLz zrTrav1cyp#=UW@X6oXYrTt%l&dG=W}{Q!1Quz!hQjBsw+^lHEAD#`&s(0c8uMj^!+TEVad%r_V_#2#j;_pdp8gg5-Wp+kl$9iJ5yjFO#f%uZo~6t10`IU5D}`6<F?#P7X$*-{}Hii-flnNH6O>F*<&Sd$-7Reomy6CY1Imn=njSE#j9Z7i}Rco zpe@3kh)OWda0-cUf-TLs>?x&y%C`uLC$UPK-v4C_Cd_Bh(9!YpKIdi{lEaK-|3onx z8~jiUANg6aEyT8A#8l?V>1m?-(^2Wxeboz_jVs+3r<3AO-p&Pq-1|LSQh&=|c}*az zwRFw+xbwjnl*ya)c7fG329-Ka-2V1+4@IV6{Gn^R^JbUG85ndlHRYvoj6`}4u{q(I zNe&yjFDf45Bq>uatNeEC2nx7FBj%?#!e?Lh>Aq09#Re<_;AQ3--+LvyerIM^zzf1aRMlL1f$3tvFSs z8i5?)kQm58vf(Pecrh?Ev=vY?&bdZv{T0ydfSgo>4+WP7!^*enc?V7#6dc@D>fr&i zER4;N02;-WR0c*;%K^5CJyh63sK%q*a}$kr#F&rhFDv^6;_P!9U6?)wq2n(^T>l4Z zIVII=C5)08P6As(+yQUd@)JIvlMbWwQ_jd2cnY+IaPsi%MvUFHYp>3Hy8H&aX;21Gx=5;$Zx4*2lOG;cy ziVMaCIgKbPz*_^frJ>RM_N_rx_zAqUX1;Y?pQ7N=Aj#d|wwOE%nkvb=6S3i1&BXK6 ztl-2{sl~#Zw2Pw=8B&RKU}!&|_9Wa5r(Gdq2z>4m7K*Vox*#Ph>qA75?>Bf~@5}t- z*&q-Ew)_KVdVYP+_L3l|S^0L8b`ATN*Qt4rMEp0g6YzPgX7dL&%tvn`?6|$}j}L=D zcrp2;dwm%3zrcH{YJYuw>ZifqL4%Medg#v?k_5u3pG|1SWWpvJi8U*G2M zknx}WXjN7Fzn*VAZf8cW#+5Otu42_IV=p*g|DEps`KCj|6oEiY;qV`FaS=~<0h*na z*Qr|fdgG&f=^j=Od~=-uuQRTA4nBgj6S0GN*@;zOG!boHLyf)!dkZ1x=Yzd}ZvJeu zi&a_h`7{|dtaB=AYOvJ9;T?|9=Wtw(S4v<|5OTaYyvLCxe?2Y1lv(3;FQS~Z04j$) z@4%8K93kwbVogy~Q^WG83vrW|cMSB(`pjSJnxMQXe-AyXsnQKtb3N~{4=HO=#sxNN z0a(X59#zkeAw9R}F`d`@`$mHPTyNis+SSFJ*}0CiQF`(D^7*rj@~@E*MQP}Qlhf<1 zmH2sO%6z2@=-_2#<_YFv-%dt$m>Ki{o{7`ZNl6?OaN?KOQ+rCn$_|S)v6CAnRyfCi zFd1;t8}fl{HvD4%R3(lRF&Pr|=@Pr8sO zpb~x?n8NWI2=#Eb;o!@?;NaKm*?PQX@fHC3mF49V=qInQFT}K>oCrfk@9*D7+FK#2 zLRmsNsh-3=>kunzWt2peQ{|O60)m3@RQypw!%(wA3R7FE*F?jol$2DgGRXaWlwyyO zy!8PZnp@__3t_KnEWwcolG2Tl9G$UeTY(MFhYK?~xozJTs1`WfYjkD2d2@ZbC|+|n z@im9>nhkhObo=chB`tPc;F}`f5&W&#s%Ikwl%sQbw3!$0A*_nJZTP~0Fxge&<|^(1 z00)3ezZ=Ze7=aW2jx!puUjknAV;n$*;uS*ptovk{hdPUwaIn}KJjLMkJBErdr^ro6 z3>i5&>hJDd5McC6h>q?V99#f`23s*TF@bZOxTUasF*1)L)hCv46Z5!F#7kZYMO;Am7HxpKY&fYvy|l_=F>_{GInQF=^^%jml! zpZs-4X$Z}7cG)x+nL_E)_tRPlXHTqb6gX|2noJ|=c$5NGccO(EG!1A59kz#=``6@d zefc8GY+4`hOB{wl*dQRc;6RD}BKAize>H#kVgh3b#2AbNgcj-sH0ra&paqYA4gPiD zeOA>k@Rt&gOt^o)95jn|R;nQwnUoRt0=LC2^-EH~h4(`RL*l%Tr7HvBFeAHtv!#*Z z(T!#l^z;hSP(Dzc4o>wxYf}#>y_cN)D9oQk;|UE-gYM-?EM!CPE`?pIn)-_t1e#mK zcdTJg&^ySCKH(s8Bu*%79%zdPGv?*uQnj~z;b_e&jPzt^YO0Cj31MeJnc2@tt-8KG z6XNx|Mu=QW(s0%w5*#Gs30^|=o0-T5t%x8Um_}Y2aqzZee>7*$J|MYJ1*TpkSi~WI z<0{nsUyXgCyNiQ;@I#J7llc8a*!5Xhq;i77x+`B%oz*9voy92Ou0Vu90r~#%_Vuz~ zPse?r@Oi5zqEI?R%JQ1(xx3*@&U#*wdOXt~C6tfvYkB#0Qc@ipm;?UxTJc&hOEU{6 zBuo4aeN5rqUe7QpD_Az~>_D&qX3k0@xBDmX5}eSeV4bf`^^kRvoP{DAc1=WDOxx`} zfCJ1A{QQhdD&c}&o*txBm6gVe00yB1{0na-<()3zDjww&4U)Aw3dN%ku^x64VtQ|B zaRY+Gil9iU-+Lqe(A)+*IlLd3^_u$ntL}}I_x#nllePx#kvX`v)Et`+p(gz3%Ga|O z}2_GZe1x4>^{g0YygBx3}nDU890*F&Te0l zvaW8`E?Ug*iKUHC_GeN&!cdRT=I+8l$IL{p!o`dGGWQXE>O{6bKW>1)fjR`dGdJ_w z!7`7|%#E~t?y)-L^edObaekbMBHN_)cK$hL6m~+W0V>hmfvyt+xR^Z9o!vuP{%8B? zZ*KYl2r4}d*qWSlagAj=ORA;{DJSdWQ@h+-^cMp+$LpOiSPb+{Rwz}b)Y0kCb6)@j zoWA2@RxwH~3jr=^cjeXAs1sjUtWq$aF(uro~U%EW@1*Q(e$Bg&Zm>eZtb{dQyv zL_jd!dECy&=i?PpM$!4gu@aUTAk$Nf?-RDk%?xpujhTq6GA4a|;XKM~{3G(Wnc_1bPl)C`$~G;2PE}EFGx+ zU_5Yma}{@zn(WP+6L2O&k;C^e2<($--QPCfO-&tvszFqpQBZ@Cf{yJlXDDa+hAnR!tCFoc<$V{k00Y;t*Y>&V#awj(vZf{ZuH%J7P)0^tjp5e zTokoBM0E+L$!jPA+?I*IsB`&p3-lN)BVr>Tyx-f;Uq;O;&)=USs@izB(w?T+8%Ej0 zZK4Uu8TB&h1{Chf)8ENnl@&~UCcN?3eBA9p4aVp0toQIoGT(~i2oTg+X|SyHK?-i= z3)U+G&+N5Gjo7xBI94#1nUb|(V40bB-&0+pEhS2SsMn$G2V8+Q2D}G(1-bLr@G!qG z+NFqTXgIwzEtssv6A~4q0R~D+kZekF@`Lm8(Mrgq5dJ}V?M4^6@+|*)Qb2fgaciim z1`H)^KT9i>{3lfLo=_;YemBj9KPHs}2dR@k{2O2nMMLrdltXxT@Cz{(&y!JdvX2K-(paB73$y{$XgG;Y5yF@iC0 zuNs79;~hUAQ=K{s%v4uX(>=9-OvP+j?7k98ERLDxi{gxcW5;e1HzAcYT9l?e<{n_4Y2%Zpwlj7+%ZSI{Q_p&9 zP=g6U5|16OX1KV;0KE;^!MG6Q737e6&>^4Hp7=r>$VE2sGSm*36kwMGA;ZQ(N_}tM zuXtL!YW`n3_!jEv)IcXIAUJbT>vgMB}AfvhU1Epn0(MW&)3yPbz zvZUJo6$DpLBKl#cok;%C<@dK20N)BgKs;!U7Al-G?y$P96wf6nT`abJ<>h8X;&vl*Gc^=1c9w)Sp+MKh3 z5#w$GZ3O_+6hVWWc&>@*a#0Zb?M0ga3HJ+V;02slA z|FM`44x_J`wme<@5fv2_+ga3)_{XHLvyjA-4Bf7&{#ogqM3Jy*)0hn#bbasGr5wM- z!(?GjC3e@)SVcM}q_OG?H#@A?*S|?_$R;8e+2`k{ASd_wIr9qY+zP`Q=F2C<{x2as@lDeEa zGvth6^7ghN=_8tLP1@M&#%%5~LZk%^oqQpW2h=TG7*P=shj#Do=KNt$xUONN#nBhd zKSDl(k&Qr)SoKjRSdm3pr$ z8=hh{X-JIP@5?1tI?SR2fu>nlZh&THvB{ZNA75mtcb*;j@>ivXxsZP3=jRIw0_XXQ zSEzyT5jPn>zUjdS72m!YPv05r-15w3)$ZLx2(_H~%F4=$mvtf`pd0f=W~2-(UwK6Z zl38{K7>$WOzf*Cs*|yOTo^peHkJQt-lHSiSKBXX;HGh5*5aE(L4V%yUB)x0z-o0X_ zy&Mes*H^*L(vU~V$)n_i$257>Os??ut4753a2~(MtG>}1Ad|Fv@V4RbPm}+a>D}*i z(wwzVsBlThR)m`dD-(*s--WN0A_TNpiS^shmNdKwYw^OU7h$`SPh*f{TlSFgs zs^~n^vx_H9T>)&!a~U@5G8WQ@0s`)*{pN@zqf3?E_?yQt&qi6>O6dg?p zHe=!M2O*hg7}NL;jEt8xQ3LDO9h=|$`A@q8%%xjdr9EYz_Um2WN+J0n-_qr~VV1Ha zeN0TX2B5UpL{z3@uKoGAclBZ#Z=>;C4wtvTza){&VfFn%Zscf{F#3m|-h8XD>|KH@ zh?*!Qg*WPw2a2t>od`c&|Au)FR(^5l*W=qrOS8T58=K8mCIcewb%ckbO5zItf_n6*_S?U|Wd{xY8IS&O z!s(M5NbjQNIKR$o3J0HVeFL-(j-W-6%mHA00JKp9Gn9 z3yT36*kkGIbMO5V{3PEA*tYv|x-MeA*^-!aKmOsvvh`Je)*;-ReaIbNb@bP`K<;De z^xr!sU7rmT6x2m7^yJBB^9S_lp?NfB7;aVN0l=>)-}?4{pBwLPF_8whgbP zG7}#F4Gp-eDQHJ0PQ;XA^PxjoaOO}Cb8`1|8tIG@MD$AEpXzXT_*~0?CX(Gpd3rEE zI2%<{RA6`Tf@vh&ZV?X1_=sU;PQ&RU!G>@qj^h`a&Mv4=2!;ivvI5j1oBGw|= zYBHkt?IVUrMjNu)OI&>@Xuea~dFCQxI)uesZ0sj;Y`?Za7cqQOv2C2yQsQnaI%@cR zs0uoMcp!?dQ|NxC?ViW%1bGdwbylUZ#J%UZn5pBvtzjRreiWi8e{3|u9I*Dp9bR^^ z4*m@nM8|)YoJ4aa5=?oT(85L`Wsj5|C_%?QyZe>s+u&OyD17nB z`fwtP*0zm5e?I12qs*)Vx}vNWE=+-p>bXKimSP36&c>!P?^>fV3u)m6IKZYZgQj6F z3Yuf--xV<4uSN3IhRK92XfXm96$w^c<9(FGEF`RDCM~xzH-7>42Ix6A-u7K_@p_&# zceL5aJ`&AVL@NL(mE(P8g?TO3@o+3o<%XCLvinJ)1q?oy7-%yE1lfBzeQG{FZ6kWV z9=@6_DI>EZKcB2lcTM;LwL-Sv;I`e5$~PGyJh90j_%*(|P-raJJk`)}{^D49&xA8-hRRN0*H$?!Q>k(R;PgkKDL^ z9p#=I8wTh@qul{NKi2ak(i4zpsvddGivp6z>%aNKm~F$DDH4lC1Y`ecccvaNTI};P^ox-WGT1_=gWm+ z09bFNOO=#yOUxZK)OcPU(4%1A+V=1xZ5^Fj&K}nZcdj#jFN+qvg=$w+RIDG;K!r*_ z{511{4ClFU;K>dfMM?0r-rdM8!3YU4)2M#?}AwlF$gcp>VoG@|~A(<&EDk4|Tth5vG33I3 zO3I&Wp4=)bG!#&yU4K&tevr7<#rGKxoiC5L5$y(lM4*>IV_m`8%Nm86)t$7RSA4^z zewIYWqFH0o+RZ2`X%v9a;YdFW-!kw%hAbs4(KG+piprBn!dE=pa-YcZRi^?nY{&2c8W=JYQIgq#YzB_Z z^%WR$c|WSjHCHc_Swd!v`qm>7^QRW=)${mj&?Ex7@7pCJ`-rAZD%TzyAOuENQ(Ur9g^Flmvq|FwQJjj%a$FXVfV_h5o7Zo zOe$zMxxl-voJQ^KKK6%!)Oh4eYnp~@U;YA<#-mC)ecFM02EQ%(FL8W$=P-mcl){#~ zXmh~BLM?Um-P%^003f~n)MZXbj)-X@QEF4LFrS`x7>Vm{>(vx2j`$Z{;_GHL=ull zyNn!WLcm}55}sHa8y|2|Uajb!r(77Ip8Qf{|2Xw+SMGk6^*LuB#BD$$=b`_}GMgM4dV*B>NcE=R~F9z_e%AEoV@RjV`rN54J-H&9|161Vex4g4>!F7&&&S9fpgP#MZ>&DSET-Db>VnL*8~NA$SE#;UHs-OmuuzFI9ivb1 zT+4JyL&I<1zqd=+zP`Y-GH2{_VvYV}|3XXbLPC8yNP@Zk9&Wyf1YwHn?CPn*-keO- z`15h!p>6AO^hxgNgGaDhK1)-{X8yQ z(AjZ|s?zPp=VRC3Dx)dT*t6>1$(vQ~f6fLiU>%`XAu9+lQp7y|?5 z3T8GI*)SLL2&d1%V5U@Nq#=9MoFvv}VTOSvrKOJ$BR@P8N2^Owk@dAUcd6QVP#?46 z3fW-qmlYBvsWRI9l6U4teVX_fUv2d2oyEt?Af=j;IcsSy#-Cso+;q6 zNZ6+76F6~y4f{M^p06aDVVx__F1x0FcqQRryWf>Ec z@+&{wnAM{fDVYL_Oiz8v7G{4eeH0)>S!g5HZ)oNow)K`JtFwX>m&YYtC-+*ctv-;V zxKAHt6$)c=^zWH`Vup5nD*h$?b_XW z`-MdF+oxPL=dh^!?lxr;ne)WOcLQ zTb^w)*z%^AVEMS|P|%^L@3G@n04-)n=R*R12c4#>&zkQd1(Hv}Jkd6`KxlFJVL87R zU55L60bu4Aca{WnV-=B8)2fAh4SsGMnjlm}z_~a%VK@v8Ocfm!w}+qvwUET)#?%7U zDi06FbWT<5i}pvpVUIv zpK-ybq^5o)Q^s?D!Q>&G9@9)NBs?}Yhj^2KfGSv8Mr72rdYf-vD{q(+IUVt}3glzU72q-^!=x-sewv zxOO^!sO4m!8TeOX8RjhUM(mk)l*rL1PN)uX8>Fm!jHH0{i-@4{y_KX}v>0^5h9cj2 z7_&k^OWls`*!E8MwxOYF*z25?;fJaH{AZ_WbzU^^s?h>P!@>TAgWnDPt7#iOI;L^6 zvbIGWY}+|auNRh)TMP()xIp{HqFsuAP`BOt1RmPv1HG`E5DX@^n?SAk4_~jbx<&h0 zhpzc~9l7)e@aonPMOGzWnafS7ZCghQT>6NxeOd$Je)Fb>7g|&9C1EfnsI65iR{{~V zT1`C2;Bk3P+6@l;Z1G*%YgeM&>ttB;wXcNr8E2k2Gncu@+ zpiJU5ddsz*CqBR1Cpdgoh=_=}{|cr>+?~t92T=%7u+R(q?hj7v*F?J2kFR~YT~po- zXM@e4xDH9T*ig}CeadQof0XG`-G}5oIC=N4=FffRUB~TzG;UW9{yS|t|0wmF`*=~G zGv6~hedsLh_*WVI|C#9UZ^MwpC@A3UpXVCh4vv?YCdA6zyr@d3@u3%ST|@d>T3Sj* z5&Jt*D%ghC)Yf-}4&EJzSsDA^nQJDph8PrGS%bZe!f{a2FiI6a|l zCoW@v?{fhGW~s_zWnu;B;Vm-=U8ez#Kf~>(FS%$ zaoUm6zPk$9;)Jy)imwLz2D+`6p(*q3t);a;YfGbmhJU1?!Dl+qibz8OlUJ!>8Gy&< z-QQU*eb~SJ1V^7hegWi}nvU@!Rtpy7m6Q;B)46g{diNWq8{Y1Zkae_bxoG4d+avG- zmJIKL6L|?Z2-x76bLU>1vuV@ng|+kPd-X0C5=}$G;3%Q>?$NzFWNJRuJ9=Fv7S4f- zLAro6&#!a0-txwOddyUxQK--jLW5v;KYo^=j}Vn zvDPEpYRt1HYuy&KX8D4^UH!{T5B!9jwMzNOPAPllXTp zDIKQ5yI`APONdgNe9vUZyXF7WwJRJ%SznF5sfUjLxR#!<=nOLPx%ixDFW#2poO#^pLTV zDGWAPyEAyfzx>h-%QK?GoA#k4%^J3B_NUF|A3Nv%nUnfQ{qWyI{@<<{J{k6*ei`6i zE(F{#St})Ry!xk0;-6!I-4WmL{K7&qr3&z8P9`uS#3P|e+#sZDRB$X|V=b{sw{Hhs z&!xER(e&52ala#R@G7N+n^m>7*OIA_`3flw7QvAyRqIyf`$t5G6eLqX-QVmk_W7d) zXuO|yLPB1vXq-aGRt`f5qo0w zHsbdgbH5#SrpFMj$ODHDKX~mx69Ip|-GqxI(%%R<8Many}`i|||nJ{~rChXEuG5XfZ#=H9-*%_QF5*E6^h+H%~(YnTp zY;D~&h8y>5!VhOxyd!B%B0kQTv4@Y6kg%Q~;Ioj}HOWwTwIDD9VFL-`SbZ{| z=Lr*Ok_aySPGF9~!1$jjTZBsI?pV5+c!v;esEW#FFOpjDX^PG@ zY=4R}F=di0Q>C+TFJsR@*#I_EH1nTx=o({)%`OY=2~h!KA2^ zxIfuI&^()y5F`OCwg&~d$=IWVM~`-G(*{(uW3y)4K(I1qZIL(LXFg*_3i&ID)Z^C< zWI{;V81_MjC$tn+kz}wT_OkVdK^Y>Xngt*YlnS@N5Kt=fG5YLA65?qF2E^zzPD+y0jQ9-m6O$~y*nSdV**ymj9&~WkpE4zq@G&#KjL(ly zBg?Xz%Grp^%_Z*5Ct+kzX$Dn~lyj0TO+0SDe#|J?C6Op~SYI$-`|yCXS35~;Q#k2$ z4Fqf&q|w}Q-Dyf9f8Yaf*|9x^`Vk?^g7up{qNSg;mXUc|R!KUx`NP)HkjZ>xaL^tz z$xa5WTJwNX1jv6MxqW3BR{3wU8!ZU>>9BI84Hu6?0%sZQ2|s`)m0q7eJE*K$yH@eB zhURFoQJb%x3mlRTjuDWVH}MUZHwoj}JDZ69nggLXH7x9wE$hEA0I-#a>6Ze(wdnqE8h z?A<$amdg1nSL(bYre6s-c8rUA47W^R19eARTm9*qyfFI`3Wp1uI{KXsFhbXa#@CsX z17gmwQ(kg=*mA&{p&KUO%E~%K3reT)ryrU?O7FqGq+40M$|za8*gn%H9MiCnmV6$! zcj@Gt&o)YC+T=^OYJk=kzj<(X_XqEipoA$D&#(2j_(YV&(Y(i%?xY=IdXrq|EH0Ut zDzz_u;Y{_GS-~C|jc*QamC1a_El{X zWNy+(;%rkgeC#~sA)O3wtZ6I>mRIl5P_zBom$Q`sySfS3P|s%daRf;EsQY_W_SoEO zWaH*_ucF$Ki8E()e>gH2AmYu6L7tn(`=2zlw6wJKo$$KlWYek0Eh~4vN!Skr6cB@; z^k2J0oJv&v{cJWX&E1SCSY+7L9u`-eu3b^r(P^ikG2sG|Z|NLSF~CsB!#uT=hxhFHf~V;m$QS1ls%)Xy$;K7iI1(*- zFAp62j@CWRyyQLsaZMIAD@Uk{N8OkW0`Dp+!ZLF{O}6`;Hf$JZkwhyiS2l#GaAuUf z{_7P#v4}R^XH1nMs_9 z%mB)aF^ivE;vRD4iZdBET}E{SD(TpYH=BpBBf}Qs5T@33n{D@{sZUgxaU`7Abf#cV z?+q%8RUUzX=5mIDfog%LXWT{AW(@QFEn;X-Uo zjB#WJ0r$$fPeBZM#aW55@ySD(7vSQonL6m@SM6c#+Kdi zvZ%X~IBdavv=rH|=GATf;90z1-9POf@xRW0E=ccWTKu|t18PZt=kNZ~(ck`G4wx$Y z_EGY5rOWha>rVqE)|cd}U2-nVbT%}#vf8-rbq#y}+@bT8VY_d=knwN&r=b5gW{dp~ zwG#h-xM&m7#^I5$Z5x(B@yp^UE3mf14%#LQ0Shnng$1QAH~nO;9=R6QLzfW25F;Q# znZgGV&jAu(jGbL%Y=<^&D08sJ7Od~u59)Qh)p}!R-MooYr_Muj!>Bvi>y%eSWX?Sh z7%xtrIhqm7nalT6su=anAQVa0w+t68(_MabhOzNCP)$s7k&FoEPwLp_o_bOY2q3@u zPO9B+{|k%yiq@m(Zi5LJ;xQT!g&8eVfETCKFh=bJm4#*{C)Td+Lj^A?zSv*_7?|vJ zdX20u%{Yl^h%=_nsqYz^Vq(!nPL5ggEtK^^g3%|zyHLH8Cs0@61IBmf6*^m4t2N}i z8KsfS{k%|ywn$Dt~soGK_4-Ip3bW!w3&j*rVG6f zt_Me%6-1-d$+V%oOWg?Q%&bXbp+@(5wz5&H;)BoO`0yCR)VZlGtqNr+6T0HLm`p)} zu7+zUWL4L$U5jra^nkpisKTlZw2=j4Dw=rh-HT}6blCYJ$l0;E?e?x4-LE`++76J9 zP`=GCjYEG5kuam~=0x(qevAEm`B=hShDwWkp4QTUYp;{5za5rUK^nfP zwNRwB9{HnNuU-?5O(ze)2aayyQtJhkEUA0UAgiLTUV+j1u;2>vi?*?2}@1K z>d(qbM*arxSJFHi@CD3*;lTF$C!=&Kc=v9}qD4?8ftc0uv(1_`0YuO~KSnH$yUqKH z4eqd8x%H^f@ubn_>%pmU-{{)4qAT)g@E8gjxQ@d^S6h`@oJ2e$#`>a^7=3ifVk;{E zyKf}&$hByu(h7(DYb!7Rm3?7K-@dCjHNTHF3di?aIB@}@hw|!U@$8W}laB|3v#ijHl=Se_j98(Bd{t0DLpMq5NFdx#0cj9R0@ojf_U zStqtVzG4sW-NV{F@=!7gQd6lxH1I*yRp}lL2!P}mr+jnRrzl(yC#Y^h8bvZ~3>T1t;-&^+v{f>%P%u%WACi9lOgYYb?3 zyX0bnZL%T(g<1OEr*`%q1Y-!!n-S}k|Q+9OrkOkS+lY;bZYG&s{ex2DH1{4be@^De<6B{MjP5behxf1fQXL|2Qw0&X~_@4)({~QEubzi zRw((k(T{Of1L^-vB8MEazOa6{*?Cer+00AXhxD}yfhp-Y=>y?;vUeG;-G*JX_XAzzg0&kAy)O#(DoAD zAg(ISO4BXP7HD04{5WQ4FY?d@mH~r%G_+R8YTRi9uK$2*B5nRoL5FRW3-s-JHIE21T-YxaU^9xCm@viJ{=eX0nY^JNOju^{aS6 z!tK+Ma2YhFT-8>;uNDe^jN(q$b#sehdf>*)0L1y1NxrR`H`n-T{%BtMvz?{GB*Ber z4~IT(?sUs-p1tgMTd-1zi7t42fy0Ho>&T_@*~KJy;!k&w+zi(#ebd)Xy7WFj>F1?* zC-yS~D)!cN&UkDb;x@q%i4K-Dhe40P;7m>ZW#1r$XnC}5gvL{8#~1Fxe=(_4ne3uh zVt7KWXZgfu45{35Kef?hU?w|7+xTp@Ncy@Gidnn(?0_Du?he`OR1*st?HZ4B?Cvht zS0P#{KBM|Qanv}eK?GCfn+&J`Ml*{u51ol(V6v35y;NThspid@d&MOI{%fB_=uv3y zNy9;STTeclrmS{G_xib4VRdt_f@g`eMNjWK-L{lj0>>+Q+tg=#9JLQ+po}tDKVrCJ zv1*>3adA_(zLT44A+?fe6UABKGgV2uq7x0qsxi%w_Ts9je2P0dH}$+QuhlFYi>_~y zlpHynscF&2j{_^B7ZR^Xw)DI>wg%b1XI6tTQw0ObuEREc<}tj|iH>V@Um|;DX7xl0 zQm&+mX^u9csO?#!rt7_Zd+Jdgcy~q|M^^j2_%{puTo<*vu~)%y#TUPC>9hYn*eh5& zk~0L#*KzLzGD}{$m6A+sf++a z0nO-c>$u{|7ty-8zJyD10%m`=Z_|0jd@m+)dT<<xO}R^#iP<(|N371|gpm z@(fAAOF*~C47?EOKjzi`g%f_sVupsN9&ztuUS4pDH9iaT=gk{XIygK1L2D75)aP{8 z$#Y^fI#;3#r8L<{?!}cSsAwaM=taV)m$}=Fr|S42vyFnnIYybYJGpx2Wv4BKDAtn- zotZ$rPe7rPjxag}iqHb9G3XN^#8As?kDfg_xt6Ys8Z^s{FvQgpSp}{u=kFF05V(4A zFWVOsYT1I~8=bB*%nq0&mds&>Cxt0K@+Po!@-ExVb7#+@E-Mx-LR{5kI`b1&-AYMW zNkYU+>!?i5o0dv*9;KuVqR9ke77&FwEyXD(?hrzQHk3qgW53E%ouIFO1cDd6FpLv9 zodD!>HVW?Xq@h-kvRD?0p47O~31(}okn@mJl2Arg+O2;;xIRkptc$#c=XWl(&(oPB z!(%oUnn}*8A5UJfaow>S()FN7*VSt7+G*Ok3U!#s)0N-z)FeJ@@7<>EPd`=B{n({b7=C!`5Y`j)xRUg|>IQlCNRhAmkpaw;9DoTI zT|HB{m1+K*HliXO;4SC!gt{N_S7^AamdS9Lnbx#$3W6{?rS7atWZ~KCe#Ai1;D1}; zKkZmrarWi9eJznZy8d4sW4(UkI!V#Rk>SSY0AkwP>AU5A`?$G<#}cda>)L(vO=vf| zpH1wF=5rn0*huxr^_H{Jil8r^x& zsz~gKDyaVG&t$ywkMvp7)^FVSY|bbxEk`Q3dP<*@h=73{?zrBu@Hv8Vr6i>F1%g&L z@G;qQMh2Q@2iQT(IA#W-TwbztX)MVXA#CbLgGNMpxK&aF*f|phbJHJFT1q9%YuVGe zb<5Meai`K)5+Xj#$dRvbPN$!NLP)zHoJ{NP-Mbzhjg>tB(=S|DM}x_ijs0grT6B|4 z(jQ~=_6`!cWtTbm2Zl{Frd;HD`3!K znw)j#A4^D z{V^BzOkhwz86`Wgvd9n0%l(?~pZsoThrv8guD)+D3v{_(E>H#m7dLy~+V9t{wjNRb zlvGI|%y!QPx?EjZUFE2(Z*3hu@};aE<1J~HKel98+Uab$@oCv$8rK07C)bg{8gS&u6_5ew>Pg?%y?6$9<0;Dp zT>InBs1~m-Q9H^W4-UQ>d<8v3(;h4?FLDa@z`^4_)XcOaQWv+ga9#U(d7Th)p2W8xUEoiN6m0Yas=V0L^Q;E{c>xF=sMt#9LQA%Yz zKlkQZv#!gGTpC@zH(ug@0IQ1lYjY_14zI4S^zEtlH@lxurO>INRr27#c>xCw2x_Hm zKVy)d;MZc{xrZRk80xP6wLfRLqV449NyA5sAV)XFofB9BaE(FX2M&CLZDL1(GsPP% zRT8tw85!KZ{YBEbfOkIgF4u*?A|t==v70lY-Q!pZ(rvUNpOCvTxyt%t5&=n8g*K8O zvnF=*$~2-XBZwG4|a-1v+)ihx%+nIMab&BC3OQCQ^+0k++5FB*P>vCubPS z4k^J0iYn=3T5&F8u1Vn;_nf@qhej<%v)X?KkB;aM} z=oo+QiFKow%L#Sr*n_&c)pB0>U>lvBo@ZqV9t`EWkIt(f{OO%5>XN>v5wZ?zhET%K zyp3mWB5enJyp0<+WX8}?D{csko)9rmB=hT2BaGI*&$Q>*k#$EUnv{{n(&H&i3qVg$ zhWxCm5}rOxIkpO9HkZ&{Q9@1J^crC*#8 z9jUu+7i9mjg1+0O-w-ns@~t&%%1M{NAJ*sw5;7tq?GQNE7u4k$04x;aVzN?D(0ns9 zIf`mwCmH>RA_7xeRAxV=IPEQ?rwoK6vop_HBxTVF+lrQGf%#R#fai zwI8M0*L%I_LeZ1Lxtnq!-pmClB)#{*ws;<-FB?qCj%vd!8qajtEDf}h1bY5-Y*Ll& zBhib&T}FH6%)@*NL;}D&l#Yse2vB&8fieQ^rWJV z>-axdL1;iw8y84LTWzdq4$#Mv2qi>PqZ=55;_30UbftOG_OO{xhL=6W8lrs8c!(+r zG)e}{90X|AbeGn26eelKJ7ZVeO(@>haC9?2Xq)^++@rS3m#5cigR`P{)vnZM42prl z>Vo;6dMU61iXU1m;7bSerUh76_tM(R!B2({hKwk#pd9m*1wq$xtGsajd=SoCHFx0G z=%8w@j3R6};D`$cp%hkW{^e@)7|+Zb$knOC4x%;p^9z~QQdl<9fg{`lx$-t_n9O|H zRp3u7Je=N797!qy{hZdXPh?E_%;4bZy=ktrJ9Ys0S7r`+DQP(D*k*$eG8YoMzOdIaBh&l6TIXhpG zy`Gz!Y_<5QJ3Tk;{aPq#(yyR}vy{cEzghS+oqx{412l`1F1Vf>Z}J|4O-Ja1^71vv zeCEuFNGlFG@`eQS_K~{M`e~M|gXRoV)8{T-+jPVrwoMy6%gPB5u$zlHco1Q6{TTO82=%7Jfj*I~x|XY?laR2CWNkQ zFU4i&*)=&ddTA+5C5motB4c|%XKiUy5ubu*Exb2tE;_(}O#-COC5-5K0j*xhD-N0M z08}vGd6;!zOy=5u$dP}&tqXGo(hVle-RJ5^YyA20MYuES9h*oPr*kc0)=p^6W79=W ziTr#(M%`PGuPJ+|J0%4hN4|_(I_-U6ogsL)b&T(|uFqcgpO4uco>2n%DXk0v*=s+C zVXD9Sn3HMI^AmLk4Vqyw>qH9Hq`CghcBRt>*jZj)#pB0^xF@tA&R+dQX8&X|*cf2u zo|-wth)2J{|1(s&B{>#km*o%ZwL~R1yKphJX|oz&SU0x{S~;Xtz!Ymgy^8)<%Cb zqenR!nPIDZ6UHLo>!G)k}|HFi}s){<1G`*TZI;$bQxp>%qF#Ry`G|f%S{&rlNhEs$H?K^eC z!uB=0h(8S1fM^a6t;PHfwS}EoTy)CpMuaBB7&zPz9%e-t@pbr#y8s2)p^Up)SB8cA z9)G=bZNtE3! zv%u?rf&lJe&gDj<4_~4}hb*B9_Ed^Btx+SP+<~~l*r-i2*m&_EivnnxJsV+3(&y_k z(DO|l0SL*L-j|k&7S?_W+s{`ujvf~}lRPev9tiGwWRB<~iB>RRv{t~(3=Z$qwk@st zk9Bhnp{K!A=#hMzB!8bvt@av@Y{*fazo9s^Y2V>Af}^_#s<~r0Bo(NzjNxu5hiVlC{^1S7a&KE!C91Uva@}O;>E0;tF1l1epV+iw zP#oF{XZOt@y~J5_ByKwV(|a+@Ac>A4s2$9?<1dH?yQdH#7}gR2EaKwHiBLHuLap`u zoWZ@8p_A)8YXc#O%mNusopflQ@Fqf7@vPF`o(i0hJl%TX!Wm_E9y<*3NoXZMK6qvX z4MEXm1ANA-dI-Ol(hIs76NkZrB2x80kf`^c+2>42cZ9?~Yx&4!8obAVtAxbH*cG zlmQdC$gxGrj;f9BJ7Pq2#K|C`1`|S&`SWAaiun%Uy8snk6cxY0NGYY)K1;44@e%{K zUR_v{mgIliqFHCv(_^?ez)7gb2QW%$&MWB&*}ys!9>NTT3lD5{tEVTb{othgw_BeY zKYRI?9ryB9NYYlMsaKy@2(uWm?+8!DYs8SJbC%^M&5O*~MIjGMn0nj-w(k3@jZbg{ zVSqaNsj2|hP|u5=zA2-=0gC~f%sduy_UtNxAE+l>@3I_Mugp|ZJDv~jL7z4?>$1DX zc+t|OI;1A;<~xm%BFFZo@jNX4g|wQLOZ!bNG57P5wFGz&4pU|_Jy)mngc@Y;^WzJl zWGOmYnrORD*E+RohlN2?w?_W1ITF>=4GfYu^u%mGP_{ucT~BsBqBJRGe$_ng3eYkr zhJqd!O0f*0n44~~SK$@+Ht#Wt{Y4j=xGSjOGC!`*LAtwc)v8nT$nx4Ndl*MPdho!` z>_OmX%S>;%=kBC?tgN(hPs1b6^T+GvjBDf5$*6Ql!w$b%E~>J(-+8qu8^gyu%p!QT zW$RXJnu7*0!D)JLg{C@#nkzFGj7e&TIlyYgS#c+28QVIq%5FSQ3^vfHx5q_JFr+vs zSUJj~_}Slcd<;+So6j|z?)n|?2dDSZ!m-G{e##vZH(IjWrx&+qm*)Tes?@Tpf?xsV zrPaFFt-^LuNJhkrEvGt9=(Z)<#^2TFT6vCvLGo19gT?KNjz|r8+ULcU^|Pe7f?*u& zKOZ19lvN=$t<$9|>(jm`q#juJ(67XZ8R6YVk%Vo_-jWs1PhX=!WxvUMo1AG+M>5pR zQx^F7V9ef4xa1X&Lrc%|=3i4f38h))i``L!%?%dCG~zkcY3(eL#1s@by7d^8T9O_< zCS#ZC?rXW42FbUH4n4zi!}dHVmsw-jxKoir$VPwY5WD0a_R}p;rW+ggv{(Q5{{3ZO zOvYCgfK@8!^;XzU>~RKd((}TCwVF&xEwOy>xp(n~C-DZs|01F~bV)-5p#bw9vMlkr zYuYbqNTOnGJ^b@%+S~zFSOiFG6(oD*T2p^oD!FxTzp3ILCEne;vK9Sz zTZL!^|5;gSLcosV3zhz^hYbd%sXZMk=MX$AJSs{-FTJu^^J)uaGTDl0(>IdHa6AI3 zx#!F&rfZDJ93EnN>Gxc>Pw(G%?9yeRhp- zQB~2?SOYKC;YwufqRq&YmJ)X%%bx>i!|$MXdlhM-R(-jr^B|w(Ry(g&O>`TDqb;xK z>Vc}!4Sba9H>=OBa=R8`xdrT5jRb?_(S{3m3$XddO+s0Q>S~2#XZ&J-NL6Ir;H~ow)v}mA0rB^jK>>Wb0Wf(3{iV+1}3Io^e zbiQ8&_<)epQFk7)z-w~@ODr?jv!srvVq%1`n=Ho9&wrd~Z?kuN%TsGRZE8_7eqoh; zt1yeVgQ~T+)t{y&&2*dC$SnxOihaO=19pEy2fgdh2T$GD%4*JbPthjUPUD>WR-P?VilEdqEq&e<)bbSt+{ZBfCb1; znxDd~XI9ejl}5ItSP6Yl(~>n?cg*=IK2`StyRq!*t{N@<_tV@g&r#uQ^FN(d9dh0D z*qhr_59*&)V6|zrzc!cHFRw>)jh2HG1Gnju<@)Y{bHDOU&g?C>Pwjdn9=QK*N^SBp zz6Ca%wjZjG=mrjCKAqI-H*Zo$Ywb(+cbwmB`~p#i5vz{xkqK#{T3V}VJ3aob)Z)(_ zw-jF(r(Uh(U3}qCz6KGv4H38r;S|xAj53xg7IDIsku#;|MOBr)?gR7^H{P9QU7SWI z@0?XN5b1O3vp)U%E9e!atr<$9Zpv==lxZjCiIF5D%E>f|OZqun+~34%#U?Oj|LS|Jhf!i&XMPFBQ|o zLuamsyx`Z2OiW~yIYXk8oksvtr1^PvHCHP3aEaft?W*>2adK;-fi3woX8+m}9QUkW zK6z@31?i}&q7&?{%Lxh8RA$K$vjdT+BHdk!zz%U)Li zR*PaAsXo2RY4wnW4X}2ZvbuxK_l!R=P!g8gvpxnE>=Q9iuetWiafKo-xni^mZbP=m z4cK@8DY}9PA9U7Z<{e$OoAF3&py5BM;Skh3`pO^z-u~{bTklXjj3-X2|Y& z^u#;738MJaQVZ?v2iSkN&l9i{9h>F4NbN{f_RlBkQ_t`hCXH&^xN(14kdu7A7<{nQ ze$7s-5QOczSL-K8omqIJX>m<{wr=4>u(^#~P$AC{nKD9Pa_CI6L;XFRz~vZeH6zaT z_fv6mAym2-Ul_{3i$$l1m|6Y^*P{}DO3v+JQXef~D9NFH=0+P6_gqL1087`pxDDF3 zeEV7l2PYy5^_XoEM#Mxf2F(|J?q!EoE5Y-AYu3MPL@cd6oeLld@eEZCxG&3%1-x5{t)mA zI?fF3xt%UX_k>mnwYuGRT)Kl>$~s6S3!2X-f3Fkcf0~#F`;#;8}Rc(zp+TYj?SZn)zH$ zQMeiC(;Iwp>fxRqNY`e1%s5GQJNe5Ui`ps^Pd(+fbhx_#KTjK3xtQZaX~8h^jpapy za0w$XD^cHhdIyofvpnQesAT%KrWF)OWn) zE0q2q$2ceJ!E4WrF9Xu4DLUa>x4h^Yx7PbqPY%tdt(xQn2|U;$uxonuOTMqhtpV78 z__wOQL?`2Rxb$OdJ&|EfQnOvIR)W(LUEH+Muy8-o#B{)fm;~(?!2(B1SlbcJJxMWz z#4S3zjL+l3dg*yV07E(^R%Ffy#R9wZ%A=1x9-U5PEt_E8|ByH}a02l(KQOS!h}@GVLF* z;{Jy_#;6D4C`k$9DO>xia8$?Vqp-JGV^#m|M3o6$U5unCnB9(WMhfOa#H8*z#y2<+ zbir~byuGwC{h=>5D1Q9aHG@32ezwwOQq`4UQKrl zDIb-2Wz;xwjfFM8Dv^ThF8?8atG1HN+Edmn`Wu&Iboy)R7PQAvrf2kK_>wh5teQW6 zem_U3qPt3mcQ%wPuqDg;n4fQCWK_=DVsr%fDy1xDO-Ju-&*C*|J$!ncEBc(s*d()` z2NWAA`GoD)b$*{Y;BCKyY=fCP9NVZfVou?#MfUd9FIGR1R_3VE6&-S&NIbFi=IBJ{ zMX*&fFMYYI>idiI4oNXzifF1ENc0oe-6^Zjow5|c{%6PSYq{}_cQ3ODu}?GW_URZZ zhqL8+lLx{zjjFAjrtE<$gJ2`#!p5JdJX%}XRrw|@RAP{QVbI3qXmntus}j{IjXOHp zR&Pq3*DIcaU&#-~e4<*&gy)1T%?2WP_OwPSoa)k>QAM11($Giu@5}2AM;Ih1?>U1p zH-|9L^Wtp{H~iYZi5gy~B%OCp-9eYbGglqxpl>~uQb&gAd6AxKm6)@qH`G0&u;iMG zSUoY90hCZ|Y0vmi(^6L0%qUdsh$#r&^Y-cMU0hs3+tCpmpPTVLq$flkwXcjaIYPOx z|DSP^McrK&IRolV%ldfypu0CD{VKixI;q0;4w+Z@=? z%SKo+w$$54!6#sf^?pge-W{|U3Hui4h+ahiAmbfDp4W7#|HObkQ^9McV6K#3dJu1Z zjf>FyRkCjN>W!#-J!DDNK(VuuTz+!;>YXaet~P3oq=tM%tKCqjp7j-jQ$cLKuw7N4TcKHdKw6MPzL8 zSqzjg$ef~<2q-$RI9~7A?&W3?rRcr{qeT8mHie-9w5eX1ANN?Dy0vu8j0)fl0$ zVFbSQoMGL_^-fMlkk@Z%J+l39r_&h8K(7i})x$&kcJKatA-OtQy3ldu%ApuPQ9z-1 zrwXJr=<1ZWiR=P;x`J@mlr{c6+&N^wQpFE95}m*e<oP%#3KUb-8VF4#)LN;O|Q0R-e^~`ws}uO?7BE89j@OE+bn7BDPts*T?+Kvu=cHwtm`(feepnI z{g$;a_PCJkTKht3hFoOr3(w*I>prOMDaEz}dHMN~k{-qLR6=QFj*qVrgqjw|O2!5T za&C;YEjBH6jJbaw7zhapnxvC$R7*A9P@&4NZ7)DKsoX-@bjzo{ zv!5fyPDxAa-V_gs5U>bJPq&>N?O^+SOKEhAIbn0R*XR~mBe&^b&6M4e?yfaa5_&FN zO6;=}lH{~gdFEzD#2uHt)~`KAqp0J!@ztxD@^MFw99bAlh_=6W&A`Aw&qalCekyu( ziFb#!{Y|M2A_TVUH$53#!akhlU+ksZ)VBSK>N;a0UU$Fu+&i|F?(g5V)YY>t*F-h3 z(vOq(5XcAw+MQScLysdPcW>La*PEP%bTO1Hw_aTsnlat?Iye>{5Dk`eTd7AIW!JkhutBiSfiP-HC7kB;g>?A8ItJh}Q zC_$^HP$PF8ef{?FTeFR&OO{DVNj$}K7p0`6#yX2W1hC8odMw4n$H%J%^wpNFGtb|A zl@K2n=Z2BVGOK1j;hL9_@V)e}4VSCKi6$Smc)c;!%*u4@D0XuhtcyG4yJh;K8kFB4{+jgfI+Y;3Hj=h&r> z5B4jBgefoQSv4OO78Xv^lfTcZ*(M_%-|0Dkl7>dl$_SE)kS{#V5eHt10{c~hW^N@tN_+5X0b#?VF$G(8Ockhmm z+x5M2a&o%%{j-vSg8HHDm^Sqz!FXV$vu9g#ZM*L8784g2_ok~1;r73C=d7}_`|9#+ zKn?Su!-sXU%~efJ`~7)}Ma-(gHgzgnSPbHSIQEuNu*=|4mzS0(DJgsV`f4J@gs=bj z!hY&@cFSG zsz6qWBi=un(jo!_Yo>>qOBP29Hf-Kv-Ii@J`K>~l{M@;k)~w5HSX6m=j#%wj(~m-S z^BPOlYx?ZxvYje+QT7ikIqn^V$<_IDuC7au z539Snxp8;7Dt$@pd+{XtBI9Uc{Aj^R?&C&JM6V50{cKE0Nlxa{6(e}lZ6ajI#>fV! zr8Gte+lH*nVk*^B8tLijiB?;f1iYa3}g`=oh?~i z#yerLS@AL@r=)15>BecMxVgH1`t<1@xA*Pa^1=1>^>JI%G+B1-O4Uq>cI>@_=|~#K z?XmbRi3{UB@6;-+(u?9XQx2Ys(pOczAR0T-_aUY6XI`F&Nd;$m;S0?a%iT zu41=|iHY*(%+$Ay+~-ZJ!j4%Io$<|hL6*kmRGq8_ONTRO&KMd-Y1mKyY%DF63XqM_ zOj%uMF6q2!tag(*U?45GlkZ9yqKb=?Q&Qtk+%sJBzMr2;N+Xuc{eXaA`Q+qe1SEB$ zZb!ON$6&9!Br^7r?@ zIo4_OT9vEI)xmP$YHi}D>1orR`?@X@n}ia5zH@q2Y%<8R>q*ngWi~V*+(VMoe%{ie zjn^CUpkh9TY3W5>=#{nwsk9=xDT@{`hcjWo2bRe{gVc$zsPC zUiA9)Y>lmKZ0VXQjg}5-YC#rM&FMy=#lP4j-P^V2(mj?H(li$r76!h3bH)C%B({D1 z`gM-`!^h#Tb-|oku}42gOLmR3*tT|Qos(S7)>&j{XU8;RH<~*#IhG;qWqn(>+w*%( zv{p*vg$ozreL`k~A3WG&(^OTZSRcN+GFuWiZQ@jV%(5XdIr&Ka+DstG;TB4P;zic7Oa-$&HqSW&sNVmQ#&M zPd=QEInvx5x?jvP(!V+PB#T3FP&u#DFTC}BX;2`)|Ixv7 zAyET%bK^aO^$E>}`?$EOet8t!96Q<}E9NpYj10E3(#FOnj_M}na%HYBkcvIlDv-@( zI1|w!Jf|DM*=h0{LVKjh)r-Alchq_cou-tdPq^U|cNjXdb8{<^XWIA6BMjf}`rPx* z*N5(}zy5mXOKaPH*F5Tbv`1&^CHyJ{1w~!Qdnq>&f}RXNZ7KFleZslb?~<#B4;^}N zR5d9vkxrVFHZ0uEra0p^%mL-u17XKZ5Yrz;MO~>#yw}m%(h?T3G=T*5BPQ^rVUcrR zISo<;d)XVW%~qC{vVp8vj*?mL6O+OEyg}Fq^NW50Xoi|@4@H5YR;N+!>`)!8;M2*f4R7WIe@LlHkLJq)|ikMx2vGAs= zYq%YR@lrw<{F-AUc5^g!YW6(hLACtrn`18`4*F5Ak=-llu|;X}fW zh!ZDHAWrfvc9tN0uP%L;+;LQ&PFj4rLA~b0;;>tnDi#6Vi{c6@)?GY2JXu?J?AUQ( zvhy#|tArfCfnA zb$#%riM{=c2@q zJC1i}BAFu)fBX1wWo0FP+pX+|fs`~=fE~&AT&=1sahcyaFYq~SCQt#dW(aMjWi7lp z79}4S4(w$yKiry?YxDKSK-H6{PoG9fxP)_`U#wB7>rxcGF>J1R)XkTFNht93FNuoQ z*8G_>KbJTf^RHc&l$0DSh}WE@7ytQ#CNx3iLFZ#38#hPe0+oY-SYGEfu(F( zGJ57F`tWYzj^oehq+@Ce=LaInwX;qO8AUQX=nG7#R|V}RsxrG2Z*{N{A`jQ=QI4@Jcax>WH5|;%{`aijHJ2nj#g5D+jepz)m957#_ii1+><`P z-PE9C)aF-S&Au#P@aj^Lx4*na6zAB81;YVR62dXchX#*zV@d)pG{-StXKH4q=BdvaxlkNo?A< zk%Il=#f!0e_XDzZM;`8#^QJ4Ocz1-8a|gGshML;sa8`|SgwV*C$7(@LOdr;A@#@Or z?E=Tiih~T4rvaP2=G3UNMYfbSH3IWad}Z?v02C-$nyefU5WDb}jJ+&SawRM{*i@Hw z_wJ4s&%OxT;-r@^g}CPzhSGiLfCKqITk)EH+U_Gw&%(m8d$(KHrjd~mA39T0Q?q{B zi|4gFE7Ty~A_};gH0r}OhiPg51nnva!xDlCjRBcSy~zzK_+UCr9L(U2@9^~q3JHy zscPUjy`Mz{?pqr&90GP7S0m3vtPKleN|H%$<}obH`|QudC2ZZ2QCeCGnDE|z2aCrh zqatTP4vx1?IahPVyYjB~)p)FAO?>Y{&_Mv?XD`D7wNCBp>zk5XosyLH!ymC7w=cV1 zM~3u_l5A!C9c}qmi=!3%mp_L&{Mw`G({H0&{9U|iqWQyQv1Y0^9)Y#U(3UITZE*%M z&4;UA1LC`u9j1sA_v5`5ztUg|;j?7jPrPvN5R{-N#K*EkUZ%*p+ z3JCoAR`E!3Y5ZN#eg)KSRx=`^>Q+suqz9^abTHaw^!Vk=mxYCMfrGjVow6_w2pKcK z=A<}#3DyRr!U*W4ueaB%CJM`;BS}5s@#DuBKTKZnL^(^f#e83&WYjSeS!wCFfRS!) zZk$JssHv$f%#4t-I3kB$r?QMp8PGhbn#NslCxx2fr~H@iw?<_-Pg@olvN13SdaSq} zJb3WjxpQ7`?4|~kEX=(7D??eVK8GFa`||u$wCiNW%JQPiuOH7<4!wQ*76r(}9?jD+ zZP|7;PGNnvD~qoYy72PPHI5+J6*vsVHxB{y0$mF*E6K=sXNLDjq*uSPlS@l0M!_Y9 zLEmzpgV1y;-0*stA3ciD=|-oYNeQCYe>`g*Le18owmkErmUM4G@C}=&zgQBH&k*R{ zryI2bcZ(ee_=fpH%u0S^JcoLGcx=q}^)T?0%k)nMHn!D?4{X9;e7wBg31e;MmMq&~ z*3O?lAIf9&GBJ_q*u}C>!JLb;V_j;tWajj{Jku)6%gqovsCFD3ZcGW)OsW3#i5W$9 zvD;#7D_g{=nA%;(?Z2TW7-~w>v$waudUfK~Mk>;XwmhNtx^)XvE9N>kZq@vEjV{2SM zJ&x)S(a%31pa?5&gDyjWW&K-;?-%Zu%#RI?4mBidkXQSADaUagiY*5 z71pA5^&}}GQ0e6&=-j|sTL8EdX8}8j}Vtu=Ob#!B!-vN(T0>0KZCy3c~OI^I!TOA>c8tVL!^Vo%pzXrF_(eZ*~*s@!c$x8P0X@(s; z&V>skxy+8HiF6AIZe1I?OCKmV+()!JpQ1T9?ab~S5TF!#)Bs?FpO17Q1CxRV3Qd## z#Kc4pek8`iIrYm8SrXk#@Eq3GD^=Ch%mKYrWH>fBc-&)U$XPs z*)$D%t>3G57^y4{LOWO8!S zo9^Yym+^zLk>EWhDh@`US#=*u%e~j%)6?_(`SUtSN-8ShEA83_1}Jn#V`KM4DhuNY z9z38!h$Q8QgUYc930(y@Ybq)ZBY8HZ>L8588!+h|;^yukT4`BYS~@x9%f>w6GyPO{ zXIq?t0@uzvbT3jCiu(3slhF<1n0z>8RuK*@5(hKY(fgs+S%H93IeE|US$Mk}7q^O_@iJ;teK+!KC zfSa3pw~%$1d|c2cL~^B+<;hAOy&UVLDQ%Xuo0L7OsUDDToO82&+qT=1V zy$26||20^T&j|4IV>)ght0M=h0pT<&H+Ob?{18gZj~`p|u9{d{{_K74&%LVx@UGKs zwj(u_%SZZot@&elQ!_KL9}*xuK}6{r7zDTlhlZvb6bP}ipJa{*4GmRJC;%QotsWS7 z4&%qB;>D<$rH?qwVq5qyBErhVq;GU|w7c65(K9x1 zZR$)^2|PST#jf*Uw>GR_KRhxrlzQB*8{FmQ0|yU=hJ+xmi$k4IJ z2X!F@J6JjF8<*jhW2EXP*p9y zA)%&=j~yM$)xuqm z-7`72Qx+L|47X(B$+`7%6k}@7IADIv&CNA6n{aQGgW|TG;`NOB`udDV_06BQUq=}a z1lA7NhBAly$+ms__xFQymi9yPRj1tRO()^}%W-ie*T{J=?$@thC;~tSP_YAO0|WVx z$W9hsW6w+Zup1jUZ_pOTruU`;=`k}g z(OTlMIzRQ@K{S#?01+iu=3cO7{DAu)o6Mgu!B3506!F&JiI6uV3Hab({}# z5hhnwUQWpl9#TpDw(pl`K8?($b-A%s+?FOja4(%ONWjE{^@tDj;%OzMRwB?w6j}qn zbBnWUX=(~3?EPFsNL9S1d?zO-hisQ;e=2V`owTE)BbUxA8S;mZ9$mu-M0>0pKYCO- zz1g<)Rosggy-zMjWfmUJI(*!Hd0LBI#@&781Dl7n<`kYy+V9q_^;wf(NuC5JA~MLI z*U*3z;nw9zijs9=$=9s0Me5#fk@f>w#qN!zb?OS1TENy_yLK@!1c!yqElt&sYT;7P zb;ZTSU@!wH6V?K2;Fck3k$cWFDElwhU@`ohULdXLVpk`;4rrB-u9S-l&*&!f?mh(0 zUQSL=D=chJjRnU{OhIj#k1UX#{i}GxgP#q}ewnxEUc|=AkoWxfG53HaJ3}`{L`+Oh zR`yC)@iGJw1W8=dCP62iEZVZ$R{u1H zOHQ=r+c{}P?qN0s5Y3y7Jc?et;MlwOT~}9$#mE_>G3isM-o1OrtsjezEtXa&=8|{d zvXGIti6tMnAY^_)FsAL!smPOovN3o3{6OBx12QWsgZxBTTn7Dwa3UALY^n)^q;C<`;;_019K7H*)Gq-AL;L zj1o2?GzzTNWV&9IdNeoJLcSxJ4w9*gib_{(5HjcEmFJo%0X}sxdZ-q-tXDHXutJPL zc3wcl;nx2K*lk8TDe{Nz2vaUq?K*RthUI{F-u1yCfn{ISD_2IL4S=EXekSdw8Y6pn z`&|fgNcNk`>w9T*wUwT$1 z7a%YH_+g%P8ae~`plc@fS67zik*z7&F^ftmjl$q~qX8L`YV;f zjUBEYWv?B)zIn?oI_X~{U$xfO|9Drb&6X{3YEDSLB>tj3zaF6%!MLzcKfPHY-BKVN z>#ZYu1(oha6BGQxPH+Kn3OjtHNmMF!jL?_&Ad#T~+5=$Fo|r4GtyO(}gk4h7D50K$ zosmo1Skt4k&9=pcB&1`uVefo>^vbW#Vq=I(+`8F_=>{bH z&=wxfjD6zgM_%uuhmf6EKe%<c1ge5_>E@VQE2qa}g}5_4oE^il3={Cj8F7eqa@x*VJT$O4#4ez`$_)_;D!1Mmt!}|Lp~^ z#^6Ji8MCoj^|0PY%rJg)3&V@wHYjl~%FAnc_pYz?GSYSH<>~_+=EnQBY}s=1OpOk>PVubYW=lC3iwq#EUJGNzDs^rjk!A! z-AMr;kkvp#QS`2k35P1qCW{^6{yuN0zVi^P#DMbkR+y??Ba`ovjg5 zs~9CdPi!{4W^Zq~uu^*_ftr(5*GP(gdgqsb7ts91F!LXkrkMK z6n8vzQvEFBcf(TAL*Y|&N&;Ns;)NL*c8KJ40#6@A-b_gw-^%DS`PxEuY@qwEZ45PStlPfEyCR*Z zNvy>d0xO07oBy#MhXh_G>NJVpm4l~Q&;Mo#9c5!hOE53!Ow-Jsq4Q+qz2twno-upb zldiq(pXS9ua9%y8B6X!tc5QC8=Uaadv^eGez4j2&!ur?h_5aNIQhOa$86bpiT8?Ri zL80SSNR^;rDut*>pX*Jm49PE;nAFE9 zgrZ19F2x0X6P&03FYg!aKo01*D5!r-92Ze@0yfKI1*3*NOfNP%t!^PKUE?npVv{O(}xH-}m93HM~X!x?$ z96UeY)n1vbPqI&*JV87wahmwR_htR(-G8G)*Af z%b$0#mw{-rwzgI*nEN2Pa&^4>4bT_T12fgM^D;myi2|OSq~7Eu9|!7;S1chK9ueLf+nF?B0(aJ^DXU^6Fu5Zd32X zP^ja>;R3;sZXzRV`TDh4=h|AuyG2o1`6xFx(8`sO=z1)`2>#2;D6a!_WMyT`0r@^h zNkEK{Fsow9S^(^b6tJkH;wk*{(m;$|1`Z1lt{`Kf$7wA#g+WxXuZum4om%HW338RB z;yOW|Nr-lDtFBf`-nMI(YtLIBAg+jwyPz4hwzfhsWj=0yX+z4zf3AnsBEW)@SaOU9 zDrtxo#;!)Fah#;3Z^_3wg8|089taM7{1}7%DQr>PZxeT_S^i$R`;bKz=H?2gK8uwz zqNu`~TN!O!v)xHyES^S2l1fme2qB1n%l$kasz-vE1L6TN;6nln6Hn_`l-@>v8>|KB z`W3i=#=zbajU29C)ycDaesya->ed?Il@IrKgJycU+wRwB$5+S9+jJcJ_I;~*!jG52 z&Mx;ffnJIYjRGGULHv9r%p5*+7~QO_tQ6aE{1&$SR_QevaT7@Oi5ZA?zv>hQ2L~aC zLn7ZHZBA@MtxCxr!mTG{TuLyZf+p<f% z!nDtyZ_GYM&R&)g&qGPDQ9*_ND0F&iDr+@YyMJub#s= zDTl?5oc+MLsNuf8ERWTdsqZyI*G1DvrLo7-gq(}Z;^inOGuVEnmF}wQ;TAqrJAi?% ziyD}k#=S94OikS`4ca2@Mn4IoNxbNXGSiu9B8R>0?hfTOOUE?pJ&*%z2XwB;f%YbAl(`3&fd<%BF?}ZS8tvUV((Ygbcpw_(KGO9zV{$@b31l zTesSH@S`>#l5>s|lIM}&LcF%8Ymhl;ML)R5H&i1+s~Z& z=r(p961YCm@;rDVaE@>j4G#=7JwLTMPA#c<=-u155GAd6IQDNRQu*J#YxzB$n9lRy z)NGD z-%x$lL`$-5BVBvF?GTx%sH_?cjv!rL`OK@_ka?5fc~9c0Z>ks+?cYR3)w|=f>*=Hq zjTyxS3^pXyqm=id1BBnXbLVWD2jV6ciKnNhmZ4J|mLhJbMo|4uWC?=kv_PrEcCSqv zG-z+G6PVe&hfkljBX6|vdxkx9&c1X;t?3#}7ryO4;rFUuu&LIVx-bVE;NZB3?TTEs z2s`E%Fh2-mZog{f>UJL^jVU24$f%UvJ>uC(@(ZFKm)wMT+6$f3$&Z2d&YEm!Xjo_y z?u@yBwSjBj&(|*R?E@udv=fvgv6gMy^VkiFkD(x0H2jOBdIQ`zRwerwn0@zkIKX5V zy!I$S4Pvjcu!va%ZL>*I&@?BmCe;L<4B!GgEh$&sGJQ%(gT3KqVf5v-G7 zN$VsPzn45<9n^&#OjE~MsseJm5*7R`B&KoU^@;009<*v$VwG%{HWy&dq7Y$z|M|1> z>k}iW`s+;OMqNDa(n*I4&0|7g6icyi`Y&sC-&Ty+c1oX=l$1mUACTI@bV5&p)RKV; z^wf5eo^AY$MZtfp*W3S#dVQ`x)TpX$VtSfE8qrzaStz;TBNBeO465(4mar4(7M5Y)y1fRbKFmI)0}9Gdk?xOe2!bR6(w3`7YbEK)6MSkqyK5? zK3mMW2Dio&EeampI}-c}fgQyo$@qBV#tj7V{{H^*JNyF7)kEneS9Cqv^R6O*Vdvkw ze}A+t&R_a@n7GqqOQs2c4b<01K|u)F1K4z^H;0A>S=$*{DK0`VEHsn zy*2c)m7e~Bv+ZYiHXK9^pv^$a#PdMOPpu!s`oSQ9&_alq_e5A}10ITri9uP($gTTr zcvv59R27wOxND)9-sn3EZezB~BVFYX{7>*YA3j|1`7<<$kb#{xKYy3 zPxfOuk-{SAYKWgOTAey|3S#Yfqtav6ExblXT>v3qC5hk!D=UYf$2^WFw<(6V`SIiJ zkm3h*j)eSZBM$kpxzE7`1EB}|6j2_IbBUQ2lRpBAMKxkl$!wt* zF#O=Do}Ac`v$i}QJyJ&i104k1?1;H$m2mckdJ--;l#*V|=TZp}gYOmq6ayOIks~7` z;e_y`-%EnVLeiv70n_N+w!m!1$3DKkI~W-ekZONjcB*Ux`3X5d>|&YUP0ZjrhrdE5 zuQ+t@H?N=M`%~^c8|f_fi+^JIrv8KOZq(ub&w4L5?HChvoykSLpU!k^_u4})!upB? zaK3#*H6S0z_q*Wcelha-%>^Z7GodT(kbQ`{X>`4`9&=u5XS3I8Mk#;xZbv401qDbR z)+Qz~wdQ8k;nOW9fy5cVwGYlXLbhwQANa$KuG-njX{4)U^<*~n+K_4-H;)bWw-HvuOp)-hq#%LZJ^rON#aDz&#LqD>AH~5&R!wDAo>!X8J@~< zJmGC54^mP*<}u)XiwCzH~c>0bCycf&JVV;Bv+{F5u+*)N@C&zM;muY3b#skvz;owirhAuV;>uC}%USlig z&ivkSb3A0bY<%D@f%OYn+S1Buu}RN1fLSn^D7Ut?Jgw>MvMJ!YAh}~u$bBVRk>aRCL24kg6K!mGk5D2QmM59$vRF{)%rpSRif z4bveh+rm5#C-xg-l_ZU$M~|*sx9(4T)3}T=L%|L^i4h=m%eOZIdpJ2cg@k5+7*I6% z`1s7s%s__*n~BRTW+Q2pNlBO1F2FQ|v;aU2A5j72n2{|F*GAz-sDB*(RPDX}o=i26bCba&(rlzWDCJfMJ zWioPdAK*Zmg{A-P#(!0J9kPXViVBpca9kRh$(s%;G%Pt1H-^Kaqoc3B3jB8!BDAj~ zT%4S++SoYC*OqUIzwqDIzm*Yi1M)Lbhcu&kM^jg~?VBkwTDperuW@2{csRJC12^}z z3A(8g%)L-vojeNKME<{1S$*W=_yhz5 zI5~$JlGJ@^*`kDPqXs!J{U8+t+=WRtO_Z27@i#8BS4>JDMn-ablW*A~6pz{hMH*_% z++ky8O|iG*Gc$%Tg03!itwxGFy;5B#hjB)&)<3JLu}Tbha938)_^b z+`a49>2=R&EI;QrH#N<`J!Sjm4WTK(Ge!yZ4M_2j=D<65kdxp7E|+>^4mTAb@B#_y zeM(S#a&aa!7gfG9fHtb0`T2S19@6B4C4bADfp;T#!xpguU)%La>*|IpC#0mN!u+77 zd=;E~xzO4wb=;2q^a=#mBvcY5d3jxU?2Ke^qagiY#sipmjvQ*1 zv1VtA7L3s#mei8q0EOE%&U~+khzK~kW5*@{HQ8X<^<1|B>T6L^5lhs}3koj_Qi~M; z=}-M+)ngAx4h9hMuT}k*v~K=Z4oOU(la8LALJ5CMOUu7iku5FR-De0Xa;3GOfaziX z979eO$F6yQmw{6=m5JB5)GajVmKSpQ3mO#p!|-rRryX@R8#1LseRE;^^#>^!9A$u7F!|G3Z$!?@Oc%J9zHs{1JWL$iI7r_aHT_GSIO-=kf zfDEKZWQb*m(u_GCV4EOz)d!(^reqgj4iH!;=N6mV15n5<61J(OwUvS$z|~4uTU~vM zc*)B zKYo1a@@14K3RCxlc!v@G)`0)AFT&3?MD=`P%WN5eVY1g2kE&y9rkvczW}6094jWuO&9|N z>nZV&enc25-}QHAdfu(RH+4hP0N?@e1i{70L=Cp&{rmm!K7y3N<`mGx_u$I;uiT5N z)yRuLfiU0Y$Hta5Hj=O!)N@!*%o?dTy?X-f;i<^Os3`ZbP6;4(@PIm5X4wB>npCv3 zJX~A==_U>ifKLUWS+0wAfILL6HzSYXQ-mS3LrTt!^6yEG8DW__Sl)N*Z!Z9`KqKko zNl|jfyT&S9iN{)0GRtlm+{xV^;@8P+LQ(5iWHns=k|`k5B+zf;$?bx7)yPgt(Ldx4<*#^JBV26L+?(z33Zy_9%DZ8!4t2@Qy$=^e?AJmB|{M?oTh(1TW2Usv}k zGjkBY5Y+E`$pdSHNFcDkQB6nQgJmoMy;xg(O>At^($XRyJ=z9zy=_}xPY=2VK4@_A z@SqFAm^gEfDkgZ@X`%qSfL{k3d&2zX7-r9gXW<_^ea`LCLvRF8m1O-X$jbKmV z``P}oyx$(K(p~iQZ?fT(m_kv4>4N#r990AUoPlB*UB3WnB=m)L+@_|Nz+^Mq8s!pu zQQ|P~+=`!a9URO=g<(SVPyZv`3=P|&!V=o3ob>FhAuQVG*rnIid_2%CY+Z>B_}R@ zq@$vu>aj%X0CNVy1@MuCMI4|O!Ded>Cn>3$E<$+6l^HN?0QnKeOm07a&K_OELu!{; zdjW9?i4XU7)1iug?wTXxdy7R~-_aj292?)QD(G55X9S@4hg)(Nk77>hQzr z@}y9Ln$)cr)}1UY_=tHRUbHwt)xfovW81bzDCjAp)F9xobHMCG@pZcq#oH=p*Aqr6 zZ!aCg(}q3v&V#?{;ns-_DrKZ?g(aeyZfJm#16{OmI{|JBST)_NHUncw3U(j*&bElX ztE*E>UU(5ZL__FSxNKw7K`1geH~-j3KVV2O*Jm~x-AItW6;q7TiW`kouU_$iHNhx> zGC6wm3gm2EU0sy?G7YIZ{0q^KyU}JgG691{mVve+55=-R@1hM zinFo$J#4=zGXnFreIm@vQwc6NZU{}Cqot)~^k=~GXJJW6Jc{<$&lfXaym$fiIVn*n z$z7V^gLQ2*K&d{oN(Yd_3q#v~$4HIcTX#+WKrF*rHqCiyjA9SnVZnaDeeWJ?>*)bl zN7Q^LIl}q))Ks!!W4{5O2kjE!_>58oQjttHnhbIJ0M(ciGRO)zZAsTTmD^@Rdo`|- z!pZinTemVW>^JuS0bli`;7?#~e9O9v51jdH_|Ay7yTu(Jw7%qEXYYY%!o^q#WNBnn zf?FYoh_eQ^Ue-|Yfbxd=mUMCm(J~lSRA%N?Y(;3D5JnL&k>W0q+X9sW*W;(SS$$)p zsd5dBi8$=y1ie!934@RteaYu{Nyi_cEfpaa@q(L+>-zQUoh2SMeG~4ealwUu>N@fJ zAqC{m*nRY??6=Qvx9r-Q8a6&XO;SF9tr3%+Mn!?Gzw+C!0(*usJbNle>gv}}l)|J7 ze!v~V@5PHR0Pf)`@b%rCHR40v(AWqUXgk7>$IAS{qen;4&}J=E06zn)=tvYJ4M~rz ztDEE!Ia;h|ATMC!?`CEW$GsrSB1HG~nOIodA^Woe8obXhK8YkKwc4{Pw6YTp$$l`& zQESxF^WDtElJI=2^RSrrYwWQ(zO#!lGOPi^A0Eh86%hhX#e|FfnTBT;(tp4vfuO;< z^*7`o5S~pw=>GE?=DH{g-d)Vp=4t{=c)Z*H?VdlLGlB!U7ED)IS>eHZWwI{uAAkPk z3o7}tON#jK*kSF*Nl~Mx>I;i3KmBeO!RIn-fWv?x#P1_kbZh1z>VMo=sS<|!{=vbd z;X~W00~7x|gXgDHe?R4=9ZXCgt!M23R5+kZHDz3QS5;k&orLy@gNk9}D7`70J(lK< z`M+mAc9CqV2A!@M-g9$ve%aAapB7#pRJ(bTlwYmP&9kjr?O~+`n|BDMCw~~&9%}Tz zAtb;e+0dX-xFxzq5>6d-*6X4VBQDMq4TCU8AfC4Bh8!`j7&|2|{|Prd0mT8mWn^tTH89#B!%nT2Emn<5L=aVN+zyKulm~S74Ch1$bv9F67j~qS9ip~HP zl?Tsafj|zBt^t(Vq{Cd$lwtW=^X)N}bN^UH8@171VP|KDV6uv)!EB5A_{78?*zBO& z&=-hr*#iCIUcu&PllYG1v59-a63D`=h(t*wPZ4!X0r8 zzW~kz0t)gNNwMo~Mg{*9cn1=;A}@jgAR=8-mUZhZ5+?@pB-++NO&UOyg`MKYSf_!m zt|%lV=(+GZpJ{xhu};B}Elm7$x?#~K8s=|s2wl9W22S|tQ<7;N1ZzKhH0Wn>n*JHw zec+6{OA01L5Iu;PDmqmlCIE*9;435`#DA3FL>NP%Nm~oK;BgxbkM=Mn9z63$;PG4! z@4+gmYZdM%D;;Bl{svMDFJ5u0 z;fjh&rTr%TZLo&{X}}atxdRQLCOG{CM&+I0KCue1iWunV_BcflMXvv#d(`m*Rxgkp z=vXd)>@ig>jAbzb+cI=pDJjpuz(DApbNzRBZ>U3*|GkHw5s(Ye*+XAJ&ZV6pB`4?W z7uKRq!G?TvK#Ai8#(2t6e4-Lz9nC5G+@EJaMIDB6y{{Yn zLOAUr($5gb-5|tP=!Niihnrhj`Ck$y1HC8&36w+BW2NvLO%o|c%f!BXN$SJ?c!d`P zoRDp&qKr6edi<_{iyu6*|80RHxHEM1p48JTK)EKPG4eT5u%f!!bcG25<#na6ve<>b zen?o!9rO0sE>&!eL?(W-dn9mp{89Iw7pOcGT3#)!tBeOfBeQ+mHuaH^lsb8&|A2t~ zFVGZ$!!rD|!bGkjA*^e(yL{%kiPWZlTL$Q{(9#18xW=(nax8`sao=<%N}FiOkg^HX zkYfM6d(;z*kgA7<#TTMf&S_F{=FH-@_|c?CnKudqp>XE zsIJR7Jc`<*${)p>mfp!zr@YQ4?K^M)C)wQ5Qt4)Tux_UNPn6x5Xz`vbqWSp44ayNiMj-yk0q`;Q9Oqh;=PEtK* zCZwM>?*K#xsz)7jkeyb*En-aqrGEM(AD@KQ>!zI<-^c@Sn;OR6u;_&X~UbD=z| zqB2wPa}J7%GPH4mkNnD&qi1udy;aYxgIx`>imx9E6+|-5D0SmrjqPuAvJlvllkRtO z@7=q1r?Z5LHP1?-Z>XQIgzaMD8pWbl_{4B8_VWitWU#84D;4sCL4KJ5ZKqx`a z+SXc}P?3^0|E*%%&hRw2I60>{;014^)IU0l9U%h};NXhu-8%Mve7KUHUWAkC$nEW@ z0jf@f0-Y8+PF$3DZwG+$_O0~9BqAC=4~T+&*75_MRwcBz-dg6i_}#thJU9NFy1JO5p;1pS6-Va zd=R%Tc~ir`3cR%UmCJincxe5Wk-;9Vdh>E?5O;Um*eRs3CqyQ|m#Puxbb1?gOCTN$WK#p*TK#t=HkXYc5i;IuHG2VSLiS^e5(kpl+B@H4c!7Vg_1%OKD zsD56C&DR__OVELi(+=d&{OIc|M+|(_;N)V(hbBmP2s)92(Q^-8MIT2Wkz&4~A?wzy zuS_c$2c9;A%@-9BIpcnr`5&m|%NLPdpFxY_peR!H1y9Y%`9#$iG+lfsG(^(GQ@l9s z56uov6VGaQrrwGbr&zpgay*XLAdSjhi+(BLjVXM!l}tiERt3cneZA>=uZ> zr1Pg#PAVzk*==wxMdJaHefdR=0A&D^PkAp$ql?7adYD#nY0uKph-#AKG`(a+_d|fn zR`C~WO_&6NJTKZ_5G{aBThL#I=Grz<93UsJtlXJ#;S{!lqLPvzR4_q7RD5Va4dvEj zWM+282`NuDsK84DffdFYY@vXF0KhFAP~-tS6liidPvmoiOv&?R7L6}lm_W`3AqIeJ zh)@a^2^BMNOrW3N9FFkNQ`i^O-f21b^C!loA2|()gP4;8;~;>sgPmO%$P~P^=1cv< zPUha zvImE`M1-TS(oFT#nKOQnL0-LE=VPI9?GIcg2q^u%IS8Jg-W`Y`2s(o%)= zr^qY0^iLNBf$;BcnvyQ30iA#pfq>=2#0n58S~(q#Z~K!O1g>zMh~}AkPs?`VDfpk; zw`I-E6Ooplk(}x{17_=zx}M%5Y*9E%?lC7$4<%hHTZiAQGdhvastPx;E_#;XxO*K36^+VqTtfe4fgzP`RIco|`L7|Gup3WBrc5KVIpZ=;^rZ?8kn2`Y)gD z6BmE#hqWppE>7ly04{^Z*MsMb2$b~j+k-SiwgMglRJlIVMmnzq0w+f!{HCNMgkTgv z8pG&9oGQr6^J}QU@jwzTIROFH*a4+m$XgIH|RLF~^?@~+}-4JspuoRv(cpID4o}&@!ZGnj3n};Ef z9!;S_DgQva4({I%vMSrM@h8c6*1wfvbFfD6P@kF5#2X_j#S*^KU!2^EB@UKl^*mCK zIJ9oPD=pn4CbkGD1`o8cJgHzy1ULfeamx}%x}gZEB7k4bWJl30X%jL zy~2nVYUbuYVA=BC!2y#gH9w)tKDqd54FJ2Q* zjpJf4frx^9Y9|63|0%#GdW^4t zDFK;&D;(nhHY^;c4gi_oNdyCok`fR`66FSG;uLOxB7@W%-`1u}!6sYlC?18qgyTEW zt=;$IN8ix(F`%A-Jp&BLmN zR@De_lEil*&))d)<*)gd5KS*bq(ljN;02a010&<7Ci`uLPXynPr=GU6Zixy^vo*W zYs&8#+L)m->ka1>sCq2%mm5VASe0vxc_Oag{w86(y_hcHNh$GTsc~i;*oB16& zaUyD7C?+Fg951TKPLCHsMfv&NyBNF`4MTC=_`K_Y4?3Oa3P=VF>=A6<2tg|d&!j^b zZVc9)j#XCAdlJ;X8Bb0+ukFPP>2v1-=g*(pC96w}W!8}2^%v99t2e(mDHKcW-~Qrc zIse4{WD9ya&}C9uc=X7Tw)|@eB_*rCDDc%6g6C1qA6%Zs6Y`?ZS?bkLn2cnOq0RhlR(XNpk0qJ0E`183pl z(2e)~_M54hN*lUzZP|R^J^c2(OST(7muYx$nrh(aoij>GriN%|L2{bFw?RlO!_VR) zyw7TF`+3r9`;#jDT3Ag};x(58_ub33JS&*^SY-XNIa9Aet*v41{oaFGLdkr~(n{AI z96aXxLy;D+xB);JDelY4c9LzT2cL$M64BIZ+2wHa=7)EOpIxuwufl@qwLQktFy&YX zvf0e*DzXK*!QCQu-MHOe4n}`L^g4lUyze&(zbGOK;ys_9;ne(6VWBuM*#w(zfE1j? z=(sv9178PYYdq3NOLKEB0ykPM8k(9`P_RJcK=}aGCldrNZa`rvG#YVu-mR28^(-u{ z($ec2Go+aJrZK9~9NB+girRgr@j}|Rc%%6X3&BsYBvlH~8x}3@gv^$em!}Qtv$e`0t{{4HvLG(#sjMzl%o_#F1#j}kGs}L|9y>b0Oq_@1h z#TZlYyfLO8;a3*@X%G#voY;Utm=TJLy04dA~|+>~@QC;GZv zPedOVIjjBX^^?XM8#!V3@4`QcpMFsh zK@2m~6CrKJ%VkTQu9%KiZ?h2$d$Rpm&oO^Oii9-=*3VC5m-2|!QYTKqL(T+A0xBoO z4{c;A&!5xN(LGB~uMq$hKZ!+y;^4L638@W7a2^ZJRZ~>Fhcgnu+;nsLh-S79gUdw8 z+mQd=qp$eSlj3|B0W`xynM;m7z+^$4v}r9=m3-q}{zOrqPWtE6`FNv5#?VS7MMWG) zBB!E4M?b%~$SKC5!ke#Y*B%=5;?|}IAwE7E=}~^&iN0BFy#kuC+uFvZ-#Ew`a#&vFUD3#C7+BdqxXBm!>(9Di8+_Xu6&L;C;ysvb+7+>lulqXKoNrd z&B)9=j#B{8y%D^d`B0cX#g@fzqIIj9N_Bht)5DL&bO}3Qh?56%Qu7@v-M?^pVcLoV zCyFKZPdDhiCZxkzO!ccBJa?U{AEz9BlirLjd9cL~XPlHzM6cqQG7g+d@-j|0 zretkQrLMv?TE*V0#{J;Hz3kP0Og&k=kq;0G9@}0mcyNdJ;Ls3h2e-5!$n)(d<(}58 z1pAm<3wyL~?R{>B&NVQ!Ffx5eb;IZ!68IH?6iLG&Chqi$nyLD zBVbTV83FND1~?IP0-?N~MNS7;M2DC2%2Ix4=nnf+0p}#H@L5`07hb9e0_H<*a&~b6 zdDCEIL~y{Na9k19?l`6zvF&}|gdZ~DWl#nBM{^OPiA#wqIFAoN66c`rKLmRgkw`?P z${_CbX_$x9I9d|@yc3;7sd~Ais80diL8JYz_TD@$$F^<%z04V+%*s@zWXRAYBuU7W z%1|MSG~OA?R1|W{kPJnGhziN9kTjS>X;M*C##CkvG-!Q~;(qS;eV+Gy*ZQsXS?jZ& zwXQ$zfvc^btOh|!w&Py4^XW(P+mzw4&c!#c@7}qy zn&T@Vhvg2@L>=?v1Qc>Yg8Ov&S85l72Hqm*cN7Q?k;==4NR<5T{>#9(lOHA}&BHtV z+cikU)2HE0M-JM*-3H4*$mN^m;lIvvHO})U^*Ocq{<~VW%5(M@Rd(-M^)a~3TpI46 z)!gsz6EZuQq3znVIfN$m_;G7`Nk3n>7gC}ry(jwR${6>$+BK_JSD>&hjaBh5BbUC* z)5Dw(Zy(M9ZU_QEVLEA7b$8b~B{K^PcU&vFx1IET2z|!p=6O6o2} zV^W)*+HRBeC{v!5fa}9!j`WMhJ4{9|20$*V79`QSvUZ1p74C4YW%O;p-F+o zRnjd(B5!{xQ+1LVt=xzV15zJ$ACy$|ty$fG%l0{sNJFm1|2kX}`g5vy6wmGHztKKp z-U*94>tk0fyX9k5zB~{sIz7d8>a7qU^WdKkKf5&B)}5HAHBv zmwNilHBJHE_z~Nnu9HY)6r47{0vKdFp>Z;qtor-1N9-ANLjYOSdhpBb_wL?3gDRC0 z;*s^M3%`K@8^e|TG&w5q^Sy6*0Ta4Qi*7U~1)I3FUR2Fz^&S<|zB_nZ?_)4;b=bMJ z+VLBS(y`-*{ijb5^jFBDhTmH_RkiH-=%w2vhAm<$9u6Z*5>kg|4PDgY<684^80YA9 z#6bP`4@o3T6y|QWVqNJum%W?y_jh+bl6tVH3ctGd6p{&evd|x=*?sr1n+ zx6b%JsrIs+V(`9)$yPET;+_*=K8eP27VNmXnpZ%)w6}$Z8XIq*m4Dr}-}mn1f%$_p z5yzO6znMSeH^jK9Q}@qr_S?7njcj?SY@#}0+Z)aLC1OGlIqhuIdpI3*?DYFycqD)J zYS7?H{v%p;zuarbu%13$dh`f}cfha!xza?n2KgQM(tu`tHK{qTvuc1Sx`^m~^WF_a zS^~BwprT1QnDEz9TJg2NCP`;i<)88)k9}V8 z%xcJuBr)0N#nyaN{QEwH^k*q?h8Mek?c(zC%UbI6hV>*d?7)Jdq|oz)6LF1345nz8 ze?3OPV3Q+B%1KZt^k-SNA$vwjfdYZm-nlLZVA{8v<%-HQ_a7lBEpwlIKm>HyP@(?k?mgwem~q#+$|5U zwPVC=4S@BeG3Cc2BA$}ELoEsYU{Vq#I)GXwMToVs;0AcqoIDS9R8Z)^H6SD-wc3qh zE9BX|dz0R@Jz!Lo($qtxgU>w@%2#CDq#oNR^PQ8D5K0Y3Cxn=VD%slF8uudj(q$Va zt)vP7N8%F)Y1~lw=CIwivqWbjPY;jbI0{vYiXl)AoW-1OVK+H%h+&UjeF4!qKJ&;> zU`C0a>as_ND2Xo4JI&A^+Ly2g*?z}Tb{18ep2Ts0IGk2PxF-9jp0+0<#5B$BWD zD`owlX2jGAAS_{fQPs14bHRdePI1Zkoo88~fjEFzp?`=lOS_2MEZ4%O*+EZm)=W24vAbojPse zMft`^EjGWAH+lZ2BMD>l)~yqc{r0r7yvajwv<) zI9*>+qVjnt3!_78yk$WNwG~19 zDrm-l>)UlGR#2OUhra=^Zn~A8D1d|RYIY{HGjLD@A3CJ(E$1R&JfA6gZrXK(E$$Xr zD;3F#RjcIH>>k6_V;9gjCIA<9us7fY$E;I+K!!YN&S<+IVUjdWq7{JDPA}mgzwfzB zHpXUP*?V=hkGP{d;1IiZ^(qg{`Tdjh)KnF9^*LdIp5KyLl8B#3O19g8#chr|#PUlq z+2dx=vFtmTE0AW))vHl>#PO^)w^XOy=Emk`*oL4rm8M@J~TP*{dNo=~V zJX5#`QOS*m5A9K33hX+-k=qo{yFr>B6ttG8u0WPWt)hnvZ}6y~Dz@5Xho>1x=Mcdm zS;c_?>$G>QdUF4>mkWqOJc&Sme{?knV;~?ok^r(V%{xtH%hG{kqC}vJ_zSsX^3W4h zbA;iIbg{5u$du{e@tRySO1sgN+_K8bcCB0Q+`aoJ3xr1|tBjbJOG4Mx>O^TO1$ zLT*0>IfOW53dMNpA#DaK;S|~C>G{4O;mEqP+h##p004+Wz>Xx8oqFlw#lvK5yb)wc z)JGLTBz2Hm20eY2EnN!MgoO@HGk&Nvph51}?UZ;Zx005|N^zv@lX!pFwjq3;7*XI*EJPu0T{V|t2#S5!Iv9BTx$ zi5oYaUUit?$qBdMFxd~J3%TJJ-%YQL75kvt=a?k7x^&qByEE*g{UsyWr_vmpJU7|Bx-&LW z^IG=G)4vvncZSrXIZcQG!Z`$_8==D4PTn3}*KUSN`J7-YoD^V<3^<2BI?&pT- z_iir|%V#oNvxnWH`0EJx4kScSzj*m}C1Q2!_U83#ngzW2YBu#*K9U?|k{;fSFH;aZ zu%2*{9iO{4%yAWuSrmTQh-|lEqmYBhBn-ppg_E9K?WL2j)>w$MkL)ZYo?+gmI&Pby zwr_7a@LfVjiQ9da00)TG@>_l7qY;*S{G6WPhWZgA>nI zTCX@{~kUT#e` zm2BR2$o^){>W3zsZ*>2vcx!@c#^rUK28fBbrC86MJzJQDvx+;ntcGo-rIovaq%UZB z%=a#S$y;x3OK&Wh>=keTh4!9(`;4lGKe_2YE(hHT6^WV8jh5o-+WA{IlF03&8l)S5 zS8J6bb%O4dE1Xf$g7i;=fFUIY9KElBagZ$qBXN8G344i+9gaLVPOkuj8TZ;@$J1-N z^QaDH%xEhsf?0)q!1JL^+wE^{74LoeQnOKc)22tnl1hhxix2PIzH67Sy0yfEWPVudmzZD={xQ2;u*0`9BaRSvBG4V zEfp|vJ!|`3{$#3m&~AG56}3o~5!gh#p#DQXIDeTjIYH5vwKx0mll_j7jO=hoR5(k~ ztcQEu-7)$@_Z&LpMjE2HZ}qlW5xJ+)x592?3`NBvsyJ$mcO@lJz^v4szZXQ}`!Wg`r05cfjMK)YiR7sI4 zsB;q&(vV5FkU9 zoxs)UMWGpZajy{E*+7qNU^U}Nzhi7hD()RB3v6@F2K)H5`ve2;1W*q-MC4Ui9=T`U*2`x#xb%f1Wq>SP5CJl zqQV~#M&x3%TMl=-$;l}j4gKLeuh+1Y#uC-OF%^Yu9`iYK4kRRu`?f#SjJqe=kwDc@ zSKk;cz0$=c7}kdsfHvZFaSutLT<4vFrr{46Thf>D0VutmCSE02g@t)~Q5ch>8!a2n z73KqUl4g)%><m{EaB<)M zuoMauniYDLl$4MrrDtbb4=wxhB?dByLz?Z3U?#P@I};=lVMFxw^mbu(m7jljRLF&k z7gxfZ3>T{1inIsUqb7$O4^oWFiQ=zwZTkYn&W)oxKZtNP0`&Vob~w zhpX@Y{kPs1*g81W;Lg;_Ld;#|VL^vbH;5Lx+}y7}YKZaHTf+F34>~8){3uvHPCB6@ zr=lC&*&ZEjAN^f>?0yHGU0_P&y#{*7t0Uq9g%$_B^+ZDq9v3MBVD3AyMq;y>yNE!n zTl@ASC?v@K&;+3(0?tL*->h|K<~|CU-y?loj9uyeU{f>b>iCHhEZdDlWyPS>EKyMs zAuO)1y$~A8e72SJX|Np02)Xf&R#tuTicVchLE%9)0=LS$sfDC0INLiCHE+TMD+&Wh&Ye`iH3f=1k9V-W4M;-ejtovgmNCZ_!_xHc2B;sN}gJtmRWnyGb2MEr@fy z5;9`T(>6Y%%o=QDkjBlZ$3xH4RVsD}tz!$1hJ-AF?MWWKXxh@|#)>OTeq)3l4k)tT z@Ri5VUx{}a1uig-{;sa+h@UaUQ)I|0cy=+WP@3ttC*8TTlwviRcrcsCrKs4gt#N~^ zF9`5}oc^H#9{c#=LoFw!SqVwyf`pB%5EVIB6rDKZ*7J)fSTGzpc=06mkYC|3dO47LEV4itz7JzduI#gx}7eyXyR!zK^8`{l4D+ zyF`b7*E9a3)hA>j9PdZm!-$!jyr@d3@rR8ZxoXWC;Wo*OjN)RGrV}l{{BT=(@7LG0 zhTKzmnHalE>rU%vpX2A6D`h-U;*s zW>+rT$<6kBixxWGzN5D{@rb$>6^-1~;@YpKs%B5~290JBO*Gmbb7dBhNl}sGXNg8& z+tc?O=n9X!chl1Lco`WR2aMGW8L0DHsV)~pMSn6f5?ZrOcgE-4gwyr0BdS6n&S2!+ZnEO8yS^&dQN=i!Ly@c* zfZn|e`StC6<-2xW3+=Ify|T)0O7EnK_mCTmA|I~@^MCWHw;du!QO72if;E^LeuU*8~-nmh%`+5RI(#yRE+Pg<0pw2)(p$oWXyGctbe5Wa?V^+>HzusI5~ zO#V!jfw+ZWLy`__ZFS(lhcIp_DQ?0gQ zVpeO8=sK1?8bj?PnAbYtPgzo8=D4Tf=BC|NyNu-dgcBFXy@e1Oq6W^#F^TibLNl|H zj~{vXslIu+xvl2Xw=W25C=KsjyP~3_fgVsmk~8;FRP;(>j^y3DZ@~+B$apBHb8d3B zD`%whM>B)9i1ACUtgz7*Yk3t-1MVY7=A$ z3=V>^#)~z#dBXw;Sz+(cayR;|m70f$G9;q>cQ&j&#sRs3^`+?ydSSR?mg1RWpU?aY zpx+V8WpZ3M?F0}f%A@}s?g$E0$ZU|2*2%1r-p9xg(bs(eOQJSf)-xbt=>-JaK7~ZtohZxYB zxh@z!A>mTC5mTqejClqm@#o*aaa%@m(RqQR?ic~8Oa;q1=B#LG*u7D z0h#9J&ctVR#Eez;d@-XRpIrP> z(hnN*>{!X$n06cz96T)#ioMJX9XQ@SKKM)zP{i@&#o!4|R9UDI!>+smu%p^PZ7aRI zulB~8d6-qXb|*8|c}16i;42QRC~t`@}$ zT|Gzwj)7cb#R1I8gW0FiZ^TgycxBT;uc%2CjF4mcd!aqjdjMQL(SV`Myjr(vMIWc( zvdvq5w4b)5+GxB39aYJeEvk-0Wa4kKN#6H-pb32yq|s3p+bWki zM}#i&1T5K?*l+t${)jM(isq)!zS$}JzCJkd`0l>m!%XG-H_O~3Z7^@T&X`w*j>qmj zcwmS53Za|ao*2OmBe+v>${eIN@#gy`frkza z{@K}B$;NYC3C)?uE7o?*5An>R87m-F>9F|};#ILS0_K0Ri#U@z`q#7RfAT^ULp%~tbQygiv!P@&gwTW%NUKOfRkj0ixiL;FR)+~f!kpcF--BOg zO_=KCrjrn)v2ZyMm|Uhbd62Jf4K6`rhL+fUsrw$VxP__S_@<_}r6(#KG)bPXJ8Vc= z^2LmI`4=ad+ErejH%@KUke#Q^wc~RwOUjM@NS{4?)&20+JCtmO_HKI8<3VqwHib!A z->P4It9`U(^x(FmkGv?a3B9-ct=prbsRid3Z_$p?B==^txr`-;fm&o% zPKSn(eZ{+~PJBdqUkZSd$4|pGwcW>UPF>E?`#uWzp7S9@31bkq9AEoYG?tJoGu!OZ^89oFXN34liFGn-fXs zi86BpX{4ho%#J}#d$ahq>`GFWPOY{gMVu2kL`g|XN{aE|<2Vn{;|NASYd-UK;l*%A zkByCmm(>rAfhu%yiN**6tI7<{)4T1wkADvdTo5c7)h)f?N?dGO`qrh^m)CUpsDfUi z;$ve;RA1BNI1k%lFuJC$l}G!Pf5=+{GRnzs5PlJVo-=ds;Tz2mD?AWLg@i8p#x3oz zYCTjG!3+Wk3KC`x#J4F|bZe>$>W0#z6C`hL`iv|BE(`&o+%EEGM_ga%LSSK!37 zxu=tQuDkuL#{J44erBSn5se7%V3E=GRsz-_x`I&RHV^tkHH~@KK`_b`Ya9wJ8K4=W z@C>F>iJ|8>SElIG(|~HDh#15XN)TcO)T;#J>*s=}>+h8n&9#VL(*;Mr`<5S@P1_Q2rtqC%iFuR8G1St%RZbUP zRWYsUw3mj+X}bo$U6`oqpZlx(Kcs_VVMA!RI4Q9qHCy7-;1(!JI=s$xO`7^UWz3qw45OCTPu@Dp4%jioBI z0+H9#4TOw}CS>|nO4ZgD*wJ&7I_BFhnU@81Kd*4#Q;a#aG=zP1!+8>+GMEWLyLS_s zr{U!?%jz*=NfM|A1D?oWRkz%7ul}H+ zpvUC3CcQpGXY_LWJRU|{_vq)cGDhPt&50zAQb-UhU$INb5!u&wyj!yEiZR;*iyfWGP7Ak ztk%GQ0H#BWvDAD$4iuClF4^5xMPK9=&~36z4bHyYgc*>7KbeKwjX^rv!c2rQMIXTF zNwE-T*c*Zl87{&xRNZH8B*QEuB8$bEahrU1b>T}YElJ0j?Wc)5$P zW*oCHdiLyT6iks#2N(+fC%p^l*NfX&dky*q-L3r9j`Ve;+`s>&tc(m|?_+CjtI)S2 zgu_UeuI%Wl)M)S=N=cGw8gEyD!x%9vd=y^g+LgB6&Am@sUq@cVh+Z;2FwuABKvFwt zUW;p0zx6zJ%P+rr_3HJCTzk$|7lbjen7#(sH!q_Sq8ALY{K>$EfmZqm<=&*@hl3!LyJ*wW2>PNc=3PuGSVWU~KHU_!>I+K~e7KKp>)Bp+$`a{B-w(ct?Z5jDD{;nTv;nCW2jfg4)MR2D8ND)NUSbZ@0ic2fYMK3b7b zZ5&pujiw4DVZo(mDJhP$7ZX&g#wcoQFBC&=Ek-W2*}}8VR?3*D4T|PJ+^WPp#%dRF z$e`|6BMBzz_e-Z+xh*`MWf!zcQ8H|JN~$t(rq^xxQc-buoO`^CqJ~B# zx!f4K)ca!#k9@yaoy$RM>C$USfhfa#+M=mEv{@8k%|7#QwCrny5Q@VFWY^5 z4t8dq6{PJ}8Gr)msBAfDIny(E{OIwF!_0kGHYkf2})|D1*%FvmIG-bPYAG|AXp^212@P+uH#e<}T zJ-Cd}w>Und8ju4Y?1vLMx+ZFWZP-rEfvqxZ6kvHfW?D%*{jt(wQsAm#66Y~icX!!- zz0kZ}qMZjrZ&%H@%~a>xs>=+TrYT))saeJdSmBs0dL1~z(3(>EN#`)7?W%q#Bjx9x zUo<}DYx4s;_{*%h^S<3U>D>v76UuxR59b^fu#BR-15{Sgws-Tek#d>+29`pq{~@nI zxE#CX-K57}CU#$mELWE=hE0S~;=VC40-}&vgo_;=doU09bxdIF$#dQE)<|?(JXW6? z+^N;XOZ68TwLGY0nze7`xr{IGoZ3g6I+f8Sd(F3-93@+2wltR>p)`{+|J;V!v2yFV zC%lfGjh(wo1Co;=1E?kG1DpI%qbF0Ss?X}|t!R|Oh1MQ0Ir(WHqp3Gky4Zgav1{ql zezl`d1)rH*x4UEs-Z(`?8ra&Pa0lj6xQ)U@URzcyfshU*R~t=YWp2oufD~oM`dO>$ zS{Ls<%e`st7v91bDNFWXMia3_B0fE)Q7y+VT5T$Kw~K-&&MG&WW1zKovBFr-H-zlp zW3Ma;rn+8`QDUBub&NqcngL%K-CP+HF)BICP>DkVN-Xapp@(^l^gquU)argxl1*=i zQ&S8gsJa}dEfrU%b3&voVC|d?&|B?@3F-Hw<-DyyNRcgc(Pc;#(DMWfi&mpy`xm9{ z2Dy}Z2{4v%X;!#CrbFhg0e>!p-k{^I%v4MXK~lO^27uP)?KUdpeKLyVa6pOJM= zB3_{p*($?i;((}eCuLru&0};_#GFV0nIfDC)5STB==je08sOkmAA`L%s(~CyrAJCK zUb5+?*H}1Xa~VF)iSdni7tg647z6&Kg|ll^>^8kKbC8|RluF0#sd`~ODWS70bH%3? z#>#$3S?Cbp%3%SvqDEM^E@tDaHk9~c8LO3Yl9F+3B1f0%z3k=fa=-z|w%prmAjDxKBI(R(fG#4YA)Y!y?l z(DD*c`0d6KCJU}PcO#+N)omp4S4_QvG)6j%a=(VoNNxiZG$3(XX=%s3sRRU$UOT#7 z$4B zY?n4c+?HQcuihmqDk}0!S)g;j<$OI*4iH80?1ET?=Vu#k91`wkxS;Y;v_$K)Z0&}; z*w#JF=2=_2u6gm(-?dTHh3uan_uP5b+W*hpu`RYu$tZRPu;{EC_4ps-u5zD{CeToX zem-ncK>e@w=$yWyvar587CdASv&wM&)vc)?%G{Wm zi4gU9{@D8RDltrEdCfs!o6Gu_xZ@NOj@}3A!2pj%zdFViHU9S-v)n3pMoxbHG!2Qw zrt@z@si%Dk>+hQ6|6nmLDpZ|&<>RA|0hSd0)Gw=a{4_L4|8Ea?Uqw}X{R3|PfA)9% zzy4Wl8VKwkG20k=t=`^ajSOi#ME5V>NCXHt;nXf zZKLLk{V=*A=YQ{iWlf7kShm=~eYM&u4# z0~Acr!hGX!qaRliY8}bhKRgem%R?^;3{AYmoU0zdLD1c`oXhA9gvlMeK*h)U6Iya{ zd}6wS$=tcZL4@+|3d(*!Q9_*eD1#H3BnU`CiKnlqk6_d&$7YT#_XXV!E=P<^w^l$s zr~k3Ic+}DdzEoez9d`t}kg=fWWR@-r?TO4{EHPo&0UAyqAHl0ID?r0(Awd>)4)@c? zuOF!j;U^$73=jMqzKYa*B%riY@M<1c-)ktwT>YdS39BHwU1)hC256z#v)bJ-=4#sH z$uhdkR-v7r(IPz$UfKv<)1U<)Iip_-pCt5>VdHCoO2u(+G|v!$Xh1*=hy#2ek+--M z?&yE2RwEv%Isn=*2^bKY*v-Mo1#_nHqJZJI^nF!->mTbUravM}hj$LfUx2WS#IKyT zzoaG!2y__*jg}DYUv+hLYlSE?;cj>xAf11aw3icYBTfI?61F^O1BkK?kN(FGI@fM< z(A7`8^6_z6J2n08Y9?OY^KpM0u#ASckkkbabubnW-{X;oM`-YL;B|DFEQ~??)n$hOXZL#> z7R0TupXyWR<6d*C@C>zJD+N-GHV+U){HMZgU@o(UXoQ_&V6gtnoi6zBj=+DDw1Q?Z z)$9FZS_a$BL)(B*sdP-kxGSc6nm!C`lo-`DrfDd48rJ&RfHx_lWF`LomjhfINj2WR zn&?#iVp}hC)r0%>TZ$};Ivd}c!VNx*x2iX^d9O7Hnnm7MC^yd{iZf}bzKSP-8Ia_I zzy)&!qK2AzxTBa~|0qx`a#O5HU|K+PP^vTYV~iMkcSv&ufImnBRyr^tVPQ*>BNS-Scb&W7D|5{l&6DS0^HRmcO-h4~uVT%!l{OSka8>U+Y zw`w$Lo0XH3%F^zn)+Dp0Tpp;}2RpznVb0#REh>iP6x;kbxf2J7~$ zpunAALB76>8tU9RF+!eExAxiF|GVUR*|Hp+Bl39x&6WHfa0sx0hA?v>+(>xbCGAn5 zV0@Pq*`iYi%&C=kc(A)L@+RXQ_Y&3vO%wu$9 zHJen*gvEc!!yHm~M4}rU&xp#=fPjdN85@Mun^8yDp3~$&Wo}3RYMM3KDIGUrxJ0@Q zR1v5vMe->_r8cLEo#}MH%B)dp?PqbW!j5#YQ??! z4gxXn@e~ITT_5J*Mq*OJx^)ObNtFjM^N-UTc#TrmC>rh`(7W&O;j^S((9T|33XlS- z0q6D}e2#w7Ku5%Z$kK@D0Pke49PJLdQ3F*}K4s0dIAeN-iBpW!rVG<9ldAx8hUCN4 zAB(0J&>qs))^ot(??>JUBZXm@O?0l-xLNkj(U<>ws%p=!CgLF($~T%cNNahahe0?8 zkNL$V+mT$D%)<_ZaW<=FrXWH=mqah_Z)( z`hQUrDPkDc?{8;{S+A*S*3c`MY$vQu?biY?u=j>`DHw=yY zmVJLCR*;{-$H1VFa_3Vnz(uZpakJT$uMh#xE38&SEbZ#BiE9k*Hu?w1Rz& z=f|wP<8NHQrnKZ6@9vMxC-#$-CFk&e!APiudeXh6;K`iey+znOYACIs&svvGgyO06 zf+>qUr0(9hpNkEDQ0MA;;ViRdWv^aGst;dNyJjYQdC3N{KZeO1qk2fXG?j9{ByVO@ ziIxKQw|_5tGR-B^@qT!FNJ@}Z$MwSZomkk|TPHDn2QnEd)+<g-wdukYJiZ4UZV^`nC%Exow%${(|NZYf%#l*`Oe=bzO2 zxtN)D87c-e`JnH&7YmvvS~P3cQh_e|J9QJ=BkUYxo$QY;Iel}=W&OGK zqyHntarbP)fLLec!Rzc=LzF=dAvuS& z-XBRP_{o;g?fAxEd1z8(4!{x|wSXykcUenFEB=$TEGqS6yZ}0~>|Agmz*&y~%_4bh z=R&i~oJhp*RLsjdT&paJJjeBM*7#^woupvEI!V{7rp7JWY>21m^)=RBRqC9T_&*`^ zb{nfj@RjV>OH9{;c;V#|A8s+62fG4c7at5nA8DeDUeL+u6Nm1!V680l?G^(l*5gl5_aJOcLBB#J*L}V zR=Z}W!=!Tvec*EBsmgw*_^mL80mH5IaijQ^b(POjtx28{GP1fsXtc;zwsu|PBeQOf z7zw^ydGA^45VfdR8e8jCU%y*n{-#p;H`EgSPICYGs||G4THspQkot$1{vImw?_30= zUXL3siHe{?7v`db1v&5I!29H3ZXBxAla_`bIOGufnoAb($Wk;!nQm>riviy^rc{s zL2S6Q2M>R-^XbXb-o>x`oDT^p3_rNgF61Uk$Qpzf#qRGt`!LRDG#)3D>f3^JcxBySy`z(oEY<#9R*WrxgsS zC|n=IjqofO&GV|!O8?Q= zVhH_G8;~c3=Rku&;-VyDP|v7QKSUlG@3t`dNt zPVjH@v-z-Eb?Ho}sf(+!M&9SCcs|+EB=`>fHPL1tV9A7Hcu1AY>eU;;Bk8gN|Avo@ zJO={a-?J;qn=&i3Hqdqooea>J0IU?2lvKUHlzREYHk%>BBm)fuB|y)$g^h}x)M!28 zxO9K9wTq_=Nw(6!fwpE3gFjnlZ> zg*qq1T(TWIT5Z)`yu3rGj2Hp{b;|~348>U2Rth}m@C0j~7 zTV`nPlJNYUvsUp|M0g+82I=76-XZhD%a`qCWxpggX@}6^7TP?nNr3jy>VbRqe8xRic&%DwMyVYClCw#6-Vp$F z61-WdjcxVKn*4QVJqQ8*8-sj`uiSq5wt|W)=moonq}6pgh77*0Y4oIC z8$cD)5&v;J;Z2Bhx?a>ac*a)pbx;K9dXbNbrwq;t!;aE}Cbfi52TVq+gwUtA4kfu0 ze+n<=er@^W6%ub5ud0`Nja7f9`Jk4NU*=zCG&eJX7fH}l}I>v736*zks+6M z^4DUWH!a~VL0Fquy#HZYYv&mbBX-OfpL;gq?a=A#$&xZ!Z}||&jNT@V8~@4pkPXpN z3YY(QerisnP~?RhiGgI?rd&GzQ3o(F@H_esOxVH`mYRLUF9iX^-u?SCiGCDd_mWPW zo*AT`f{OA)X21UZ<*sK%47CmxxAX*J3W%E4q7A}(+>X8dZ6Al&-IGl!bn1A#;O(L+ zwVs68hTSxWUA?DsqwF8&;}{@Wul>DcUn2&Xp(Pws@x+Ro*G2a|)PF|CO0sUem5lmO zKaY0*SpyRLM7dXpG}20Dc?g4cjzc0!PTiCj@c^A9$QZYOj4evAwMf=F*QC$+8Ccf= z6>v&$c^W^J^aI0YZ8_CrQtvGVYwNd>{TMEAPyMYs%|0)D@j}59_LA5)a_!XInh0E6 zGAd@cWY|Shfv<6P2CxUe?$U*x*GxuuRoThvGN{C$zCf5$;vN)n^5i@~exPIgsJN4} zi-v?s?>UQB+A(Ctva9~l^;ebAxES1KL`Go9@2iaD0QsbkGIDnOjr2aaM+X#QgZOI@b>`UR=O; z?QVW5r74`*R+*tghf14_{IS!t$c3RFbKnfIOOlJxF&mcgb7pAs*`s&sG*1}rztOyD z=DEG>f+<6Zz@tP2K7a9|oVMFl8B01i)E?3oxPQ-{-kwbKo3`N|7W&mfGg`Q*McG5m z@K5{LqZ@)zS}S;JPd^xn_=45G@apoT+(k_Aus5*ZpjH~2`i=9OSbjjpk{*-t9`*)Z zF3l3lC=W^xxEpktk}`w$7cQK;ebZ z!sX+lPrr-IOL7-l*?9zAk?uCJ$l^$KWM+x|xwzvh9GqxVnO%MAXHOH`6KApO%&u*7 z<~aR6NSDPJ#Gs%&h_3P=v#fz*$8JCvL!mnu^DhHRb86qqbk!*6!NLSrUzj?r*iyZM zC@9Tt)sy-H8<2fP_2Ays7QbVlG`q5KLk!dwF>pZGqRa)(Jw;ri)8tHMv0x7vWn&b< z7bbkfGvAT^Agy*&>b;)s&~sJIp2!(IbMoZxd_2`v&kbei+{ONV`?l$&?Z)?U{5r~P zA?5^J^;Q{Tf5z&9=K09EsedM)WBZV*EGUj9Oc_O7U-Rj3nH5q)aGBD)uBo?&T6Z|x zq>tez!PFK7ukn<@m2c0-nP<CHWRm>b(pM;=2vi$#kTA@YRwp-3d|ksf@n$aBi6>@u?W zxDAqG5mE3@d}~gmL!*gioxv9>0|(M7x9*jW5uB~3rcL(!H|&NDk>@w z7jd416G8+wC(K^-WGn>IyFi30oSO zIcky_>^9A6W$VK4wJLGes&(H^|Em<@cGHAkJ263fTEg_ivb^ro63T~Xu@fEsQJIWw z@Cx}~ZbJFz8t8xOW>LMvz@6iUN*!B07}WQPL?YE`ir#n=k}o zLZfXpt(JcppAwU0FRw1(4Y?A*$Q&;ue?PF$A^-Z1c)vl)${We>6+H0`V43Az8w(0$ z)1m&OHn%`Cf1^dOj=HeabWNzvABFlaBt%E*%VXo2qck<6Cf4z(X5GZ6_Sa4DvVzr= z&Ut+9>)PV*gJ#iF`Af$?MaNQy;ebQrW(v0xewLr(e5g8wcw#27Fvo^+-B4Ejy%>XM6cprd&!AeN)IsF6O<$_@mLC$^H&u2*GZg>H2O~uEMvYA z+_1(esMC;3!<{}+qk44yMy64pR$QP~BC1_~q?I8(7?@WDS2~lGOdQ86Hh9L|OS$B; z)DbRxyh{9cOVlsaFpgP=r-G3kWM%<1*ClzJ!|>Nm8~5{z57rlA^1SplO5N99;@)Hq zXIe5q4n#G*;uIOe#UMnNG=T6VqsX17@G;`d=%l*~tcKhdz89e{6$D#Sh#-j=D4Y+k zeYqXJ&zVb@JzBUvfU-;$x3~JPywmp|KhPFNn4Chq>_&1zwu*Y4^?&BMG@=sYXZV14 z6sMhgNRG{b!d`ZBpJ1_7cI<7%F+?)FI|1JZO0{ulVrc0Q<|*v48qxRs{%NS85-BFV z8ab!Nj^lc`UxPjU$GLBWbToI0Q{!jof|wC7;!P04Dp`Cm&3MtwJv}e|lz`m6PNcof zV@mp`(?{J+b{y6Z#W4JY%uQ@BDZHvylIUSzk@M6{OeC1+FQcfXbuD^5SeYetqE_%9 z$m<0w9uxDTRVFwq?w#gRUsBzFUfNV^+(@FcOuzoqMRQPD`lPKg6twr)Blhu(eIN3n zs}@rWiq{Rg+m(h?nU`b{XRf3yV{QT6KwD*Keu$zkCfFsc9kul#x}FTg1z)WH$cXfU zjh5%VCe&G_R2!F(Ylxl&q##p#RA$v25t+4s?Kvbf4SLW)vn#4y65v?Jaym@+C>OnX z6K#a4v&ZQR_m$X_)?|4k?FetUw-c5u2_vG(yd;=sC~xQHX@5>^qE?EVVtiFeWVDm* z@Q`#Hvxr+Py%F&YoHZTf!b(b#6OD1h)QJA6V=E8I93w{d@2{`??Bdd$Wxb!|KGeVs zvTwM&&zP@Cq<8)}x^t2+|1-1LS?f8!E8MPm>R!k3#8-TUO zmBUn(u-CdLGHaPe-BEX*sp(j-3pIf{*8MnANA?5jK*N>$$Cx5CI*Xi~&K0y~I@bAF zC$f7fJ$ErOx3!HJ4`aTwOn1HK5H@@V8Cb4Gn<+i|Ki{^pFtL%J0hB?y@B+V0Z_86q z>OeK)`W~49o@@EouzTmaiYDXG8IEw?aaS3D{9(J<5haE&vWSN*eN?SalNe_U9BgdOFOesB(*?dxTsY^oP*m}$pS zmZ$cWc?qpo_p>rV-bIT?-m*S&+Opa~7<9c@$NC1+qWOQz7U@$o$j&vpD%+{kY_|J1 zF>A5tu)2NS;oC68ef0K z7@X$e7`Igh6-LH%CHEf>Eqo1bo!dxv*u9>v)1>w?><<{5vlMxOdV^I(yD^`2kf@Q5 zggz2PB(+d$1-QPB9Xkpc80ju-O=`f%0h*djwaR(^Jg#CE4QRfHC*gAZJ*kh+_0Kn3 z3vv&0Nd^%mxC>WpV(N!apUxGG>_kkK_-t<`Nn8?FmNAw0?OQmgW2@rhe!0S!kvvVz zB}H?b@oH{gvTMY@>sXV)8bPYUTISmF7rKmm$DP?OzvHW-qAs|NwQp}!G>g-Mc6(Pc z4ko(F*8{n;V|OF^4P6iPt<_FQF&AB=EraYiJcs!H`OBAxOM%n^@;` zukB><)~2=Y&v)xAlaff@*ALuSG_#)3b*(qGdQxv$mUy^OytAU-AnE)7kx_VztrtN2 cum6b3y5X0VVy{gq6Q4X~;tajBx{EgdZ>${TOaK4? diff --git a/docs/articles/WHONET.html b/docs/articles/WHONET.html index dea88275..a8905be0 100644 --- a/docs/articles/WHONET.html +++ b/docs/articles/WHONET.html @@ -231,6 +231,7 @@

No errors or warnings, so all values are transformed succesfully. Let’s check it though, with a couple of frequency tables:

+

[1] “is any” [1] “is any” [1] “is any”

Frequency table of mo from a data.frame (500 x 54)

Class: mo (character)
Length: 500 (of which NA: 0 = 0.00%)
diff --git a/docs/articles/benchmarks.html b/docs/articles/benchmarks.html index 19c332af..8f718c6f 100644 --- a/docs/articles/benchmarks.html +++ b/docs/articles/benchmarks.html @@ -217,15 +217,15 @@ times = 10) print(S.aureus, unit = "ms", signif = 3) #> Unit: milliseconds -#> expr min lq mean median uq max neval -#> as.mo("sau") 10.4 10.5 10.7 10.6 10.7 11.2 10 -#> as.mo("stau") 84.4 84.7 95.6 85.2 101.0 136.0 10 -#> as.mo("staaur") 10.5 10.6 10.8 10.6 11.1 11.2 10 -#> as.mo("S. aureus") 21.3 21.4 31.4 21.9 41.6 60.3 10 -#> as.mo("S. aureus") 21.3 21.4 21.8 21.4 21.5 24.9 10 -#> as.mo("STAAUR") 10.5 10.6 23.5 10.6 43.8 65.0 10 -#> as.mo("Staphylococcus aureus") 16.1 16.2 20.7 16.4 17.5 57.7 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 more an input value resembles a full name, the faster the result will be found.

+#> expr min lq mean median uq max neval +#> as.mo("sau") 12.7 12.7 22.7 13.2 13.5 71.1 10 +#> as.mo("stau") 87.6 87.8 90.2 87.9 90.6 104.0 10 +#> as.mo("staaur") 12.6 12.6 12.8 12.7 12.8 13.6 10 +#> as.mo("S. aureus") 24.0 24.2 32.0 24.5 25.4 63.2 10 +#> as.mo("S. aureus") 24.1 24.1 29.3 24.2 24.6 74.0 10 +#> as.mo("STAAUR") 12.6 12.7 16.6 12.7 12.8 51.5 10 +#> as.mo("Staphylococcus aureus") 13.5 13.5 17.9 13.6 14.5 54.5 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 9.2 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.

+#> as.mo("myle") 134 135 144 135 138 184 10 +#> as.mo("mycleo") 445 458 479 487 493 500 10 +#> as.mo("M. leonicaptivi") 204 207 224 214 245 248 10 +#> as.mo("M. leonicaptivi") 205 206 223 208 246 250 10 +#> as.mo("MYCLEO") 446 448 480 486 492 529 10 +#> as.mo("Mycoplasma leonicaptivi") 146 149 170 169 191 193 10 +

That takes 9.1 times as much time on average! A value of 100 milliseconds means it can only determine ~10 different input values per second. We can conclude that looking up arbitrary codes of less prevalent microorganisms is the worst way to go, in terms of calculation performance.

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)
 
@@ -280,11 +280,21 @@
 # now let's see:
 run_it <- microbenchmark(mo_fullname(x),
                          times = 10)
-print(run_it, unit = "ms", signif = 3)
-#> Unit: milliseconds
-#>            expr min  lq mean median  uq max neval
-#>  mo_fullname(x) 618 653  729    695 813 846    10
-

So transforming 500,000 values (!) of 95 unique values only takes 0.69 seconds (694 ms). You only lose time on your unique input values.

+#> [1] "is any" +#> [1] "is any" +#> [1] "is any" +#> [1] "is any" +#> [1] "is any" +#> [1] "is any" +#> [1] "is any" +#> [1] "is any" +#> [1] "is any" +#> [1] "is any" +print(run_it, unit = "ms", signif = 3) +#> Unit: milliseconds +#> expr min lq mean median uq max neval +#> mo_fullname(x) 623 641 708 648 822 864 10 +

So transforming 500,000 values (!) of 95 unique values only takes 0.65 seconds (647 ms). You only lose time on your unique input values.

+#> [1] "is any" +#> [1] "is any" +#> [1] "is any" +#> [1] "is any" +#> [1] "is any" +#> [1] "is any" +#> [1] "is any" +#> [1] "is any" +#> [1] "is any" +#> [1] "is any" +print(run_it, unit = "ms", signif = 3) +#> Unit: milliseconds +#> expr min lq mean median uq max neval +#> A 6.500 6.590 6.710 6.680 6.870 6.900 10 +#> B 24.900 25.000 25.300 25.300 25.500 25.800 10 +#> C 0.259 0.383 0.387 0.395 0.411 0.564 10

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

+#> A 0.304 0.337 0.393 0.396 0.440 0.513 10 +#> B 0.297 0.304 0.348 0.349 0.380 0.409 10 +#> C 0.312 0.361 0.428 0.427 0.513 0.527 10 +#> D 0.242 0.254 0.302 0.298 0.328 0.414 10 +#> E 0.243 0.296 0.325 0.328 0.348 0.431 10 +#> F 0.237 0.257 0.302 0.322 0.329 0.343 10 +#> G 0.242 0.260 0.306 0.325 0.341 0.345 10 +#> H 0.244 0.283 0.322 0.335 0.360 0.375 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 14.72 14.90 15.64 15.22 15.27 20.60 10 +#> de 23.41 23.59 27.01 23.69 23.77 57.27 10 +#> nl 23.40 23.58 23.80 23.72 23.83 24.46 10 +#> es 23.18 24.35 37.51 24.80 57.35 58.29 10 +#> it 23.26 23.47 27.11 23.68 24.14 57.07 10 +#> fr 23.37 23.65 27.05 23.76 23.80 57.26 10 +#> pt 23.34 23.47 24.02 23.70 23.86 26.79 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 daad2819bea776d59c47f68c4efc8f5f7152176d..cd0b6c3fa1bd80d9c36842186fcdbaaef1df9eac 100644 GIT binary patch literal 30005 zcmeFZWmH^Ex9^KU1rHv)vEUHgA%9`|dmLICtE!-}~i!V2oz5dR5h|xn|8@{bv!bsw|I#MTUidfPka$QbrvC0TqmZ zfNX++jDUc!D<|Ow{{=zywWcimS42caBqStcWMmW+6jW4HG&D4HbaV_13`|T+EG#T+ zZ0tvm9^v5N;Ns%q;o;%q;}Z}NJbwI`kdTmwh=`b&_{ozeBqStHpFSleB_$&xBPS=P zprD|nq@<#vqNb*P_UsuA4Gk?VEgc;lJv}`G0|O%?BNG!7Gcz*_3kxeND;padJ3BiE z2L~r7Cl?nNH#hh5=g)a~czAhvU%Yt1$H&Ld&o3Y#ASfs(BqSs(EG!}-A}T5>CMG5> zE-oPoVU zc5!iWb#--fb8~lh_wexW^z`)d^78if_VMxY_4W1h^8*5b{{H>}0RivdzYh!y1c5+7 zK|#U6!66|bp`oE+VPPLWdi%PT4>Dl03$eECvURaISGT~kw2TU%RKS65$O z-_X#|*x1~A3uNo?Ck99>gww5 z?(XU7>Fw?9>+9?9?;jW#7#tiN8X6iN9)>_5BO@cDqoZSEW8>rF6B84Ylao_ZQ`6Ja zGcz-@v$Jz^bMy1_3kwU2i;GK3OTT{oT3%lM{rmUI%F62M>e|}c`uh6D#s(A$-Q3*V z+S=OQ-rm{S+1=gU+uPgU-#<7wI6OQ&IyyQ&K0Y})IXyi+J3Bi+Kfk!RxV*fC!C+Tc zSJ&6qH#ax8x3_n9cfY?F0^#of=DU}=t_TQ}VfR0Xv1^AG2nf#*6l4IJUKu-?-X=t{ zw`bYCIP{28jd2OK@)sIgq4Ob<%fl;gh3-7 z@_%mse{UHBL0l|KJA2>u(4ZW+rAHbO8B(SLRFst_a^w5{O*ID`ZY_u@Tq}(Fk1yq5Hv<$DdJm&FMM#fRjM_# znEyglQ6$Id3PgG~NW(#Q%sqo_>;WChJ$q$ZOSF=YHgbmd`3GIj+6!F+CjebI^Ov1_x<4M)qSCb@Y#{K1)y zF1NxX6(5NLYbM~_t6?4GPdXFPG1Xt+YM%66p`{kYT#U@8n!GN{JRlpdDsdH&FVPo^ z0{dc(?@D-+WtZF)H+LV=!Ht8{%?mX!Gg_XRhgSOGt*~leu~K`-Sr|*ut)^e9x$_WC zLQsG***#fwp0_mBafcN~oZ6Ct<)S4bluVnKcTBQEy$8oheQ$5x;1m8dgve)@u}m(0 zF$6si-wK`rD{C3frj|Mew@(F$m+ujmvjUEA-5kdf=&xlc0g-|bYxN*s5uGs+zYMuM`+9o-LJh*OsSyWz4@!8GVn z)hxBm73-|s98e-DztYEc)2hyJUFWiB+cLYHsk_*hRb(q&epvVLR^L^n0drQHjusl& z@Y=zV6}&J$vrw1l-0X!Dlh(BESr8p?mt9|Yc>C#B(L}LpkTt-`K5uu#qQEdtMOBLG z;v_Cd))|$O>~@u{Vf(adX#10l@bdE_X{~dQA&s$a>*oPgTf!q3Ze>T=wi$2ygW)gb z@)z9Z+ocmAp50vA1RtfZNHKZ0ZA(<;QBq$!svbz-KPDF>;3fn~%9&Wx_lb8^!y2e0NlKH_2 zoxI~aJB5sYcH)}w=*V+~8n0E%eySfD`U^qR?P!S4oxo! zu+lz+j^!;jzFE-v>=1QlSQywmBfn4xOyc#h0fgEy1cYmDncDT#h0;Ln9opSO>o<(t z&BE#rt>}83hGX|b*0gZvn)T+GWVE3EIWd+f-}&ho{`X zOATOLt(Cgta!U(~|xq(y;GP3Qx zvtnkIMBi@z)K?xg*iu&=aLB`0XGpE=hO?#0XC$J|=;&6u6_nFV!JChrJex1s9brV`w?Faf14-Yu&Vbm7U9Mw2Q_7^e}olu>!|&u9Vwy zMk#W7r+>|Zv+t%fvo$T*a}Z}`xdR*CN1<%$39WuviA!$IBQ523XuGO(M@0=0oYuP@ zx{2UIGDBwT$yRS(0Yuq`Lf1a0WU)Jnk8c-JP78pV@uEQS(;ib>`EtQWEiKo7 ztKVESMn&sZbLDI_>^^dtqHx$mj*epvRR>+NGJOgXM**bR#ade#bg0e129+d7cIzM{ zTON@oHGt zr5uvBtJJuz#|7ryODjLQdlPojVCWfJw8*e|q{sslv+WeIApsrc(&-jrGwsrz#qB#& z?YOf)KG747=h$X=nAe^^v0+1t4u4y@qLCyqanW`{`De-9H_kO=%!`51zP{m~ERP%Q z7~0KenD6N8;#GJ+^A2&}DnBzA&O# zO>hcX;=IY}kYM0r?7cT!A!X_n{xYH1@b-n~nhKvk7ZCkEC>?Re#OFl|EI~_aa49Mr z3@<8N&MvQfkA1E3VzdWuO6}Y0a>nL6DviZEjG1}WaAHBXuN5~$4QO_aOO}w2X{~KS zZci?_wK#zz_Vc5aiK|=&HY)l3Qq2UI z^6sB*c`;nCGDomcN^uT^gwa9^CW{1`v3s&k!A1%~I(y{4G9H71+=*O!QpKYvD)3?J3`!?%B5}h3{Zo`WfZN56&DEp@jnnlW~;C znUAiRm=%z)(mtjkpc>M_nWY$06~g!Uf9Jyg!I=LKfEVvm&(WU!@%@3VmcKi*b-Ygn z8cpDGht|bJ4p?D}G}6%w6BDJAx%7J_E~=9H@SAz#1;c0bVu|n=$IWd0`02ef61~8D zbpQHbrJwxwuzA`C%z4xap zmp}feZw9&k8G#H6!FdmcAN$I_YK@Ie22P=;L7lPrmms}MPrqev zm#rtVD?at<#-uUpDn8^jx{`j`htUdN%ARSkD4%C+Tepv0O;Qr9;4Uqaj@>L}%f&9` zEHxNyu`voeBu|Qpm7`WGEoxYcG;X&xiJWhiSMidFpCG97*i_&Gd04mZY!Q-K61$O| z+BeN$ZiXOoxRBxa^{P8B5O)(<2yBW4G}P5BTcOnteA5|;Kf&ixpSO9R3nM2UaK?B% z1W+7ZrT5oic>LnyRJ}z7`oxOS09kZGq*J~;ma7`r+9 z(!K0FEsHqIJWF;t0XiDd?{PBWL0plLPwLZK8jWP(a2k=L_{bQDlwq->%x)dl)sXG9 z9>phIW%nV=wU{Q3QVut*BHZn4O5AobMSI03!s?0V(`Rf|-zdVq27z^u=_tO7#9utp zOAYdG#m^yG9ge6`4H)qkQuBABLDT8NzHSmdqgh>~y3Hm2h?BAVuYRF)A{P#{+nAd@ zvnx+_54+~r^}fk$P}$V!20)k|Nd>*t;N(Oi+sOzi<7F}&QS^M^j`KzI31x_42$WtIk<2g4W)`-xd>Sf z>DAQS!~tPYiTca$zvY|`2Y%xsn}2%(x2q^dbL*3cmA)}hcY1IOuJq7;yc;=LK+gVc zE#h7bNh3lIjCnqvULNV_gZN(6AH(`=xj4|~Tnqnt!$<5Gx|1|J1dMfx;N)mwN2W_; zXwerzB(bQ!d#$XkoJd))w>U=yg(bxM@S`^>m5x!ru^I39vai|Xx76NXm+k=&d9jFX z-6}QL1S6;+3`&y4OVU9eti8oULc1%YXSGD+=pS?uOHBRrE~GPh@po$HF0y&&eaCk| zF{Bu&8VHq@f=A5}D=GF-i5`L78`&$;>Jj$SQ7A+4A=8*N3k-{Lp&Y1t6iVLK>8gkB@JMxjNC+2@%Y;eX zg%G)L*7?gjb>ZoFQkD#!VxYzW$ansSsvA-BCixw*BdYl6G=r2nGOEL~emSx1Ih2fb zZ8_%|TMk_o<35$~8ZNZ)tKfzAs6N_nv==m9nKG%)aTuHgv0_t_QzInKioDH8P?^vd zrRLtCZbuv9>l1rB$uke-$Vzw>jTkW}R7i6`Z+-dmPOtD<%z}SN=^4~i8j_9Jq5PFH z8L2_Wkz~5}dyj#rrTto--SY}hE~S@bVDQ@5B%U^hal3)|vWAt~51c@KgT1qUPBw1K zSFwnTkOTq5^Iqz!F2;2`Yx^pJcOx&b<2cem!ldr*wSW#ed5I;Z|lcLSXErUh2kRH|ClWR#&|5jCRs2 zde2X)d*8=|*_ePeZrd36kGQ89J}^S<%@!_kf2A+0dBUiE-Zi;P#`Cks6hRpte2h|6PY@tKIlQeu0&up0U36G&M$p&MMXu(RD5MRFVmvSbh!f+YsrZ zltIr(p6PsHgyt4C7ETh#wib(LhLTyFvQ1H3&@!Sg8u^M6?eETbgDdCSpT@Wt#*y%% z-yrdvDaEFZe|oRG=Y0ImcA+O}S`+-EQ z_!wbxI!FjNkO{zrIOIA<5@ZF)e*dE&0Ia*3v%f_4Tl&1QkoK7U80ip#T$u2ncE7LSWYTq$Wo6ZcO===IeB20V|k0%mV?c__bXcMBJ%fW z^~^D#vnO1+>Qjg=xa)!_StvIoCK>SIwqn7aThO>(m>ZbwWxwBZ{_T&Mfj_E}<7t&= zM0wuQ8Jr(xf-Rg8B-fSah3#;g%5=p9vstcARH9oA$fcg_S0KdW9Jt}^%uk5i8*dwmXniE z6pL;bn~TSX6H?#hTwlqH&|MW@#OX7~`s8hX%mdT&Jnk@n&+lVzH#_j^$pb< zi|6=an5mMG$iQ`xI(8x5{0T}c!)OX6Q2=>#$MT6uxKfc*8lG3_PAmtBGu*}3F+JxI zT`=HgHbPl=Olq`*k@*Hf#eSli8i=f!bV8W`BAWPFUF=RMSv?h|t7SK-~+PV{ttwAm1X8-0$L2366hBpfdmo3?=HI?An+C!C3LW5tqU6unZ{F(S65*xsJDshS2S%;g z7WYRnm|&uClvmREy8Ij*yM5o24)U)IIpZvsm)H_p_3iFz@c0-+88ER!9>y2jI^Xlb z1j{|_sBfj-%yKBr&64K8)Lv-2KVGzxH$vpmM`Hc^8F~gqhle_knS<7dAp8-`MsR^H zY);H|?^fn~crGq-p7w_3#V{y&vf=qw43ElG=**&?E&dICj(T5?v(4Ny-u>aKOzsfY zT`EHF6z9Wc_?sngpD8rpsS^E_DWE?)$?WHZvoPi(07-4FhjnCz4 zvbs%!u=zSAt`$Rw`Xw@Q+6EDo(Bjee+liyzLf5(bHL~KwS*qJ7HKaSn$m3Z(AptxY zn&NHd8|<~4-7T3qpA#nEmBTxvg|Ci8N^bB$y<~@$3qdzpyAk2^5c(Bc7$+mR%Mp9` zLzk#Y)5iA)v~b(TU|~1v19rXG_DG_2u!^7m=kR2i6PltJVF6H4{u?(u;Wk@R<|HLhHZ#UhfU9)`(Ow|Nd^y1XI73C# zquwl4w-s+;(y+iK#N4mfqMTH4ov(zxvP9A3Ybe zi)9CghUI=2Kdu!_p8rK4I3NGNF%j+yI1{m-mYe5#zot!#<^4h*{_c-6fm1^=aBOoC zeH2C!O&XJzaJ4DQ(@;DB-7f?lEBPN&#XMjuE|0{9SyXa~5g;Hnki6|LtO**R4{je< z_W)!I|1{sB;WzW~o|Yw~NKfFD{Kl2_L+ycV5iNZwPeu|v03GV?yVHePW~euwCZ9Ln z^

QvPC+!t%UQfE#sw#ABCqaO@h)|st-YfELf^>;^0u@!kc#hw$B(_+MUlmvWp39fsE zS#yl5A9KLK{wvDhK=7CF-@Tgu0|!2=oL>`#he0PtYyv!kk1q^md5vmOqNmb(3|Ng*^#%;B-VIcMmTV!p~!HCC)) zNT_wIPl+Sfcn_3mAP{;7RfvDV-#Bxb>vzvH_H9{HOWs$B{_Yeg!0*pqJmp{eO$+`u zq}wCxI!a7w!N)OiR++M(&V9XJY`9t`o}{-(VG^Tu_YAd7D-}WTwol*kkwf4}1&%kq zn>PoMjt@oZDrzQE_Vet>6|xm`ihBKcqn=M(3WWcv1sHfk&T?c&@OiU0LJ{JTU2v8p z=$CN94LQ~h%-beiIC z!_rGde3RqucuH4+GlNPwmNCHcRo+N1F`n>*q>D8sAlGD!l_&$DpqCU%z`{ce93YLo z>0aLJ$%+2ru?c3(SnQHQ<~ACkR5r(15y%*|l=gifIFU3j0fJ@ZIH zFqYZ-PRA?LmvRt1Qc(NjsaK<^jbz=uO&uh`{@kyE^=y$II^Q{%*kv%r19!F4}QGdX4?s|08l&Rw;*M2 z_lg9Htj1ObGFpyofW@+^p9pr9J2<&QmXL7rTq($p=%Iyyfy$TX$=nU z0~LfRj9J8lJ5bwGYPyR%8Z^aYs6tGy?LQBHT_R2~bFbndal@|AskD5>6_Mdj7_Y}{ z-BJCl-=$Abau6$J-I^)*$K=ms?J2-^2ANQ08}=u*fHHL9RM{moWliy==X=kDeYMyFj_2B9SGS%; z&#KcZMD}76xwQ7M$y(nlCyfdmIngkj7tWHV=iijaRXtK_<;0+0#fL}VS5B9jN-FJy z1hoT!r>?KeH(o!GN40rcnrw7xShVx4_R=?HXF>i|1xNs57reo>XN#RQ3LTR_YBZeP z3@t3)dh5K7A@ZhD@_#X!y%xsKmft^Tnnj<9IGo$xT>Xf2NMZbm(X$wEOHDkUb~GOMR44-Fv#iJbv*8C)q$ySm}dl0jL$tA z#H6{?q^O#6Jr1TIBdV2{u}KYpS`fN5a^l~p*TacNyMq*uIZWhf>5?$Aqtor-1-NfU zxqoK|$D7~;+%uXWL-8|j(Oaht_Kt4NfsCQ!_B_VY`XHxnpt2i0>vvvF;kHDm zb#sQV9B^C3zQ*#*Efu1t4HSEE^WAkjn1UAGY;liF{jI#5QK%9msZ;XA#sCSxg_gEI zUcG7_r|n5`5UhAig?bY@7Q}iM+KSQ4z|-1J00S>sS{;Nr{lrKQC>72jEe2HAQ&8O&u` zd*=pIev$?1HfVK*AhN%+NMGo^u`Wat%u_RGaGkvI8B@rO**ZHnL!hDEWf8~ly-hPX z1-Ucm^I$r#$*(xG%7DW?wMvj95L|HT{{B0GfXWpz?LIfG?a6FQE!9oY`N#dd+3GKK zK@|HJrIt&AWle|G^kJc*7%;%E z$$@Jn>|f-d-KPK;0wBovFwRBmH*jSDzL5{?pUvTL*>cY~X)?#qoBcN* zSg=bSa9S5%2O?Z!*pW zB_A{b^wb2%v_p=ePbxb5xxuHu60u5zSWQoAqJQT8lCJRF|A$$BEMjSE%IAmfAP;u% zT))FIT$J;Un&thI>V5Gpb5nEo1jM&9b11EE#;&3oX82`e93tQ6)T^kwuxnbH+lNHA z6|7%S!5f?p7o7f6`UO0bR$(X)6h_vVCYMsbFa4k+g=hW^Vz2g8bagNkI37BQqV(bG z|2&P*$$}QO&fZ$E{(kIoaNnFdEp*qy@O_oB4$wpj7tUrMy#etsC1Za`_g$NJHgz2J@%IOakYP-qe29plWLlbm{)DZ`ZiSs0sF!)B( zO)5}-vd>}EZs_c#(M<3PR!xNP$*1;a+U75;C4CHS>Fe%KJJfnFtWOB)B7C?a6Pb-) ze35lr$YW}y?%n#J*K(2%A4*(Di+=6JU*gECy=Jx;mOjT(-&@C;YkA9Qt{le5Nm1(?Be) ziZ#6=h&lWAS#C^=tLF;}2`5;%3)@txS)9Fb^yH4TJ>dh%yjpx&3>N5J@$ISzurwEC z+wH*bxpmv1ey99>mRC)sBD3JS;>r`a%2xO*{lw7DcIC2UpA!=Uk?>@EZT8gi(*0|d zE$jTF8Q6>E_HF^$l;ncMK!QH3h4Rezkvww&j7)4yNZq9^=k@5#C7yv;HUuXNM-AR7PddVQydPJ5L_-V;&_2@|K+-E=>ONA~!D{>N`W2yp zKW_s}`CAZURvdq%8|P#xhkhT2W<|`EJ$}1%B<%-&cU05>%cM~JMZP8^1raA8$;T`$ zqoFY9$iHRK{m=;1*YN}#Xy9AlTty^%geo2C{o*_i_}G&Sv+6N7K)w;-O`)G-)oX>H zxgScxJd7Hol-C3D7|(mHGPi11O)rs*v%lTTFoRwENb?mR=s>r{q!7c%rMI!kb&sJo zueD=Psno?ukmyd!0I+iTLjF9IT_UDEB`LFKrZFw$i9kjiUt-OZjAc(viisjM$Z_WShz~&Ks~*$Qt2XVd76^aJ{~uAq1U&amfJpy7|c+ zCUE2Oz0kw~-@A&VCJyw=w6lO-xn(N2LGQa*0gev*Ahajz<0DVSQ~wfuLMN}zOWK|` zJHmK7v7>N6E}aMqreVIKaY^6Uk=CTtZtJC}7q;?Pvz-Wet&e0=zu;p)h(7Km&p;{c zHr@nZ65w=cGI6xlzji!4(x=@>^DeUg6|3$m)UKb<=U>Tvju?N5Uz!C_eVJhv#+kL5 zEObt8)y<~Y=k_Hwjmt^$l4FgNO)u8rz1EVHmC=$g-9_aO1 z^V8EsdVJ~hPJXq5ho+a{1t5U`bKE5#b?*8=l17O1dZp)^M+}Oa)^rQR7X~VenDaEn z8!<`)xx)ZoQ45ZDQTlUF0G?iQu})>7x8ibuOWVE3u2o4ANgy!HEL|HQ((R023%q~b zQk$M@wQQ&Q8Pk<_lA0#`O<0PZ)Z!!X{RiJ8(i81X8iQQR(6yzo;g?G}TA)6XU-mK; zU!If@j%E(D37GjzoTs1!y~p$cB+IhTW|qCPiD}jnv{$mX*+wQWL|WSFZF%2x)a|pK za^UbwX6=}A1veMD8azxU;5ctF_Qc<$Yrky&id)Vn)z;CQfG6oPr1HJ?Ry1Qbe>un_ z#*C!)holUp=W4@%sDm)yWxHPTOcP#J@3ExuROU#&3$Bj_Goe#2T`A>uVb6CT8x|kN zB0r8q)DH_M<%&74-{SC`<4*3Q;K#rC_V@(rQW!X1UFn~ovL+tmwb`xjJE`4~MQ283 zsmKid&}FWhmG75~DBo1K$a(hmk)of_^satT8Kr60fed0XLLBb$;K}S#VwohP9FnCK_wrsR`7R zqDC`YSTtm0i)FjBs*m+KFH& z0Qo=7f#{EFy3H^tP_H7@tP(<-!?QGtMXAF2>xNYWt_-j&IN1UU+qwKI?ER#0ViO zZ43Y!RZs<-=-M@REUwzB`b`Mouec#w>CybX<;b35CX*bXOOFhLNW9qaZeQP{`Le5Z?0xC`nrNkNeifv}Sn_Uu^j&WJ zk(+AKElNGtk3c>>*QciBgkKV&n+d2UW97viu;x3H|#n;~_OPK1#>Al_h@s6vSX{lYG0_pV1;Q z(stsp`n~pLfI_Af{OHHrQ+N4YUM$?2wz~0W?cjn1GoHZ;qI4&x>5A5_>c#e#&%^jV zsW2mrD1J{*0p`$YKO3j3j9>*ALleraSa}qvirpK*{-)R&I7_2~)Lm zT9x`wKp9-VW>IyC(&-{r?i_s)(9S2_%L-Cgl0Q#MuiN*cUG*Lrnhh#eSIXI)(ZpET z#qf{qV&3adV9dYuC+uT{eLKpB8Z{{E2Jx@Bt-T-<3hR)HMMaH=ZGNp`8^OM9YIGXb z*wlTUBcunh$?)`=EvOKpptguc!l;(gVH51fIMDI2?td(jErL12jzWXjZiR*xw#?4C@O0of*m zC)}cO^^*#}?nTA_Qtt>&Q}p(IBvKTS9vEK&m1IowWj%LBOQt9I3p1Mrq=wM=MiAQQ zHxalE`ke}Ih{wy&GP^5W%0Br3x=*YhYW3LvIGfp}5VcutVhvaeX75~->hYIW1-Aoy zf5whI0UxHWID@)ibpjos^PP%Ya2?n`OVeV2z9mt5H$yl^w~0h_{afg-hiS|hp#x9y z4I!09;hAO@mx;5b+DYJr@IN(sY>^Dmh=yA~^D&Pg64Ap8k*oUl+XL*o$!dW%*n#3* z@$aGdG;~x$jelb3S;;2JUlgiK4{)MRB2HE5!(zFsZ*DQr^G{0?J&Nl~JV_getGQdt z|4;Zi@V}3r9B;EjwCCnJE>0Mm!f*nH(@6X+P5LSP3hXOeet*i{VQkyj=Qr~=pENGO z7Uw~y^tG-6B{Ryy67d63ZUBZdaSI#sPrfRoAh^S#$;R;oUG;5YO12n8Zgr61>%K`} zrC}@;tkl$OnH25S#=Oe<(s!BkgAhd{2O?&>Qk_SJ>J?TGWqKYYCjqd__i*P^^r~j@Y2jWTeEbodyYKB9 zYe&GV#R>;K6kx+O_V-U1;kJ0t4rzr&a;Yv~OKKlxLiS}W8+`5yD~1NsClGZpn-rBs z9q2?hGFlNPydWg($rxR#Mwu)9A%Pqumf2m=DzEhV$6hWP>_T&(#6Bnk66O24wIa#4MS2iAm#eKy&1;>uG4i2dHK%zKtE$lbQMgu%I##NAs6Q21_3I370lzzb zMG|9U&wedYK<|N6xA1)vB>v^_cHQOIROXz1exc_ojag)t)u&BAlXA5)yI%%tuKKt~ zb;dXy=6R~TO`K4#Fw1|i-4?;gQtjlGH%ToIvY3eo7VgW@yv74=?@|p}8poeW0rEO| z11nGC)3OrC5K#>s?EgYL*TsLK9S)st3~Cq3?teqO#@CnEMAjRVUrrUIUb{MSxxf~T zulT^PouRR2VdP+L^~Q>J)qR6s3VhD7{xbJ47iReYbN7-M9pFnz9#96tXhiKZpF`As z=1Rf9(tuL2OXEbWn0df7Ux(-rCABYWp!5L;tJ&wm{x#h(c4em2pjNW=qtuS}??!Ku zS4QNT*$$erS_vDa)ra5Sm*b5&NtUC=INQz9LUD%$i9gQSSvtO+*yDGMDf#KItkRMd0>1P2VW^wFT!Y8(8ZN zn>A;RtHg_hjllK_kvsxR+~ypfVzsQ4%bMz6*Wrc5})BHrl zY8HO;mq2#Jveq36U-ln34am*2p3@Ak&Vy<`IZ^1dA{}S5lb>bqVWxitaa97413!|B zUOQmJE|0t%PF-2v1sQQ4fg`qaQrQuQBIk-RzGL{*8t|QTO0E^wmL@k7`HfIQ@63vn zb=b!vH7TMkoXtL(NCR}x+XCfJS49W_{eOz{sQxO>Lr@yb?IP-y16S#98=+99{{CdC z?EDlsjqu`K(J5YeFvU%WkMj83P6poKD%aP>#>|LkQD6!6{P|6s@jE%77kbgD4X~93 z2a#+K5;^c~`AP%gpsoQ1mj=GWCEKh)=sT)K9P!=gU0Qmlsq6<}6TlqouB$}n)DdT^ zCUCi0_a&$uQz|SnEjn?+DO0_ZeP1W;(1JX?C6^XcnhMf9Nb+` z>nSXb8a2KCgqKlqXaB_9Qm`zS=I47*1)9eLSfNnfgOx9DJKf0f9g!+@7=@$w0z3e7c!TDu=I*a(e-fPdpT>f$ z#$`i=zr|%n$2%EOVVEy}xa#1z+nm|M7*tg2Rv5f*n3X54oJ-f2lpmn;1i2;8%UF*W@Avr4MLxey6}%L0-LT>T zp9W2v!IZdzU2?z7Q}$-@Uqa$fI=#2B6Y%>=fG6+8Ib6wZmbEWQMgkc&UJToen)yEt zfJUM`hC8w9P`bXc(0(ZA*B6G6{=naWvGu|B);d3>)(5%li2Xq>Gk+V?=$&?iB)npw z&@m8SIn1z9ty6%MklVl2DNpL;gRovGsNr@-r-tYrG@IyTnP1kJFA2pyy{Eghqv7ye(p+v3byIlmX{en6M4pPwfioOvRX@(+*8^AxXz`% z*3n-A!aLJB5B!Mo#~Pdbnm8*ZSCTK09`vnRHz8a&@n})b6|aJYD3Jg07j`IW{J1vp zi2yqFnikgV`JeA&3IBD(>VNzL5*IWx9geg&VfY_4h3;ALD>f|uyF{TfgiuP$2F2yW zeUIRGeQu<82T=v5;EK~0+x}7QP$~a9KL-C`n*r{hGka6#@r-aV#I~g5ikvH}zx_eA zd%|oDAI7*KVEDhX5!0RV&>R(uXXR1$)jE;eGcS<1sve94erg2xTp}aR`Y8SU?9W$U z0PZqkpX>DjAdLd*2QqNA477tf>m9kl_(#C|`!*FRs3M02i5mt}+L|~b{Nz;#oRtKB zVvK-dNQUQ0j(@~GRQk>3fmxtmRezwg{iWdfB4$5DtyC9aftEbegJga93z{?_QrJFo z`my47fH$z^q%dO`Z5_u1itQ)x29nA)T=~mJsF?KJbNaBi!VE3R!9w|S)=B#_81>0X z$MBH0&jQ%uNfW)ngG-U4fey;!`q&ymRAnbKwQ0eM&wFCiX1wk+D1@28=+8P ztY`y5k05Y-rt|CjOcwicw2$xz!Q0V$`cDauc<0{|UYEib%}MRbr_DcAp-f+OyByKs z)gDIU^=M#|6dLQxvMZOGiRG_1wx(B?mfc;=b%k!u{nRG|b|)C0gIg&abA#MIyrua) zNhuxWqBPYQ8#_A7nYUW7JpHU*+QWLmzlRgViTe2yWgF2a>WO3}Na^xIGg0jqP&;yt zLdVPHC09>%XPE zyPkhQSX>PZO7iLf!q5SCM(9D~(b+uD^>|QjTyeMd$Jlm@LT0xrPs)$H`C>Ybl1ZiY zdt?n~6I!O5M95;Y1q^iwT{541PyCqjL&@zU?sN7}N)8F7tC_sOv$Z3&^)h!#>duM{ zy1Uk1!o<85CdLmpA1U=3sE@K5mXOlg$`1k=7VlZ^$o-z>xJo$E!TokQ)7ulAs2n9= ziJk#3^;<9e5Q`3X=>Vb2-M63Os@H9iHi_=_J$AYO#&13~)kCJi)uJADOuupm;Q#5U zw=cX}dVIlm4%sk3U43{Rp~1!-hRhZXBRR`tP1&D2_i)f4sD1HRS3faYKhRSNph$wG zvYE7pDpwqCB)LMYN3A3Adveio4SO^oOz(N{quuzWhq1nckG1TR63)L*U9Fr5AO|I_ zJxi>!TuBD?1 z4wA;evSfkDP}@5$i`@x?k`2aX)UU#8u8|h6XrIWUiq$5R5WDagU&S`6h^JpEE3hY5 zuAiokTm`~r$L;7$N)-jQAV(o51{Qh9!Y>H`T$x|NC-4m*{PT|Th9>42qS8| z2931Aabb`3%N#@E`zcK}MGa^^_|S9qTZJ=bz9FhEXHR7lk8A z+PDD=&k{K~M|t6>C@m)9`M=8h&bTJFcWb2xh=2kT1VT9osFa8xNDl%^Q4nbY21I)A zH57v=ic$n2(gRYY2B{L7ihvX$(rW-|p@b-e(36|s@tpU*_w)U~AKq{Co8QcyXFs#| z%&cdvy(S@He^&IGb~Lx?%Yt5po?VJs(06WY zDs`CkE{yeSA!$T$0e`XTyC^o&BU0VuJa%Ay_P}Cdlnj$YO&N({;ni0w^4}DPh9bfN z`3ye`jcd#}wCfOcp%pH>8w(o>nTp-#JQyb{N9yxRBWY|+H@Ih5RDwCYvJc*?v5mTM zW}diT5E{|jkEM0>kNm06Gm?KS?{+;@_9sZG^2UR zf|(EReNR6r54Jg9C1ugE?Ah#HaL7pLR8yhO3d=x6JGdBAAAOcF$MzdYyf9^zMUMXN z&kCBox8&nV9R73H*bh-7B-qa3fa(!J+^Tzwh#!wMf%CniO zxFmtN|6vZ16@U~Iuj*IpCqv7{@O0}5gB)!~lFLIED`vjA;aX9wz?IAT9{MJluiQ0jCDZc* z9r41oyHs`O5ZOuCHtRfQ>HZqgDOrHBoGY)3;7xvh{>2FO`V=JEDHSjCYff z%g9oEFcW>(mdQm$g&t4#$AlxsaWA>Nl1_ZFE7L5{rOr0kLeE7w7CHz!X5tW&=4XEE5F+o!Y zq0000sKi05RFen;wXpaxKzGgJLt@k&bneLzM ze8jdZ7b>5MoZ+l~7n!2!8r5D$cEq#W1G~^0w+#Zd+Et2N%S01YkJhr0tImNY@Ifa3 z0_Xb?eK8pl{VQF)VW0DZHPHPma0oHY@Y;r)(wKLhMlk8#97`dCi5t#5d;ARz!HA>% zTv1_bY(&B@Tg}jIhxy~4PY%8JR;8RKgp_L6gTB&Vs0h?`&|oYhUIi0Pqr=|+#@a^c z&nGR$MyHb9RCrIOV;ESq>XoGh#hBdG}qQ8}xghN_2Jdxu;ReK#xf3r%)SV3XJ%v zn_A?~CT;;y;c z_#??9L#-lMe?W$7P4~XgXr3Xu%lY1__|g=b{!Kx|^dG${g`l*pw^+GiTW^wk)@gP1 zt0|B7rtHFyOM7?X@3nAZr~R~K6khK3p4S;4SI4N5ipS(xT|F8lIx$(qMZ^&($MDIT zmpE&GrA&mQ*U_zM9JVxLG%i)awLkSqJMVtRKJQI5Q};owLA+F<@zadDffrY zipHYQi~=;;U72z6M`ia3ddW(J&fPp;AVJ~~l13H3Modq~-CyNg#(Qo`I5~&$zFogy zRNCt1DS1^}&}sRELhsp>ril}&ko_u4s4hT0J9ptpc?@KAb-{}Rn5XhI`5B&y=QRMx z7bDhh%OTWR;6#ZckiW=2gB@s)Slcaze+SsDS(3sYZyzA?BdDk$VOWf5U9G<57WH8p8TGzrwqixiY-i1|vO0>kli+>G$BBb7TsoT)?mycp;GUFLIro zxFOo)i|yj->qfA;5gL}$&a`KJj=}$ASWRmcKT{5(YG)U|u|R zY(ri|>KrXSzXB<=Xc^3ru z4kik0cTlK!ty@PR-EW-RNDH5t!c>M_e|+Y*J~~sb_w%gC&EoJf-)G3I@@PQG{(~s$ zf;@Hg!q}>xC_?ikY!a(<|AUiz6#rN%1M2)ZvfShE_9%rj-lMWgrW}R$qsp%-r%?*_ zsNZDi|IVSyHht~YOsLRSp{L0AM>P^G!OMf#?#C43*WMA$-BLjH@I)X6T6KcdAd%}Y zoT%dkk| zaf+|!WoCtO$m$8Khz`S}S&ML`-4_XUDtFhd7Sg?|pnTbkdtm2f>&7;j?KZw0ZQ0## zP$;Kg2t`wWj6O5`x6oM7X_EJ1P%d{QhPir^tM4}2+F|Af9%uOH5__ppXt+g}6!x^f zY|Z1X&o2(;w1#)inD?X!r>LPOC>xAUcmDlP^-6 zErk6X=x~|akJ$`AsrYo;k?3wNUZ;apNJ;m%=ZF*UxwL||-CK#leolw67y0Pm3xa{| zp2k;HdBQZyaxvY1iF5&2++JC3W0~+bD;0BxrBs{&guQa7YU_y*{-DtY#0bRumSI2= zW;3wE*%DVy`22`VA@)S`JZIkjVbL=2;GGchkA~RDw>h%&VoK1)`%t@fNWR>fDubj> z(s4LBC*UX(g;~=Kv@9nmUM!3+Czp&LMaC6mJEw;rm(6E&gk(0U?kna0y07TWoxgYK zh}X?kGDtO7?Hzyq=`UEDfvfB8;!{)huN!6gcBc~6Oa zNm0XkBMp7-(?L$&l2!`2cv+1Kv#HwQ-?_`6ZTdbVw9xN89Z7Tlbif65^_xcjmpIte z@PCSfUmd*g`lqB2vGm_d3dSzM|D&X^aRKY@lm0h}E96+_IuQfuyGaU865|tc#Bgxf zl_UlqB-izDk6-r~v%frlI`w4NvWVzNrvelc&g?|2{mhUOWKH{ROE~37Qk*+p z$wc*IiT&}MGG}P%GkqL#$3{Xn-tOJQ-ieHibD%h{aJ~H>&MQsk=8n?W%|AEPaCjLy z?Dx&vEohGUuBIi zlM1Qi*tAKpZ13VgdjRe2t+5Fz`X_k(LH})}-{_y8zKIIz<0zos$JKJ#1Aw!-uLW%* z4+|n`{7G}eiPGFI&uXF7J)L`BuQ7)RUB27LV>iha>uctFs$%p|`|a;My6}HWO(|n9 zoVd(c&0AS9xY_Vq+6$pddv`znH)XHAkSc}lC6S5iD!nl%(%cSo%)TD~!-wNC{cTRV zPP8mdlJOn&>+cWLUlWBTj-QnPz0thrA`)Z2AlWV3IrzHV^e1gk_#&R+FvQrw@SR#C z-2#j8vnNw3-xM4d*XnzEddH?xcUhOV4jdi(dQx}20=C=6d>1p4Lqc#;9N0mnt6di1 z*HJ=Fh`v`@eo_;EWiI%y5kB-bZHs4a_39Vsb}PrvPjaV1Che_1ylp_`;nx}%_O>jx zdP#7Ci`fuP>fX|4)M`Zi#6p97GPgcLSXzHO4nGf;Ck>N$#_{B}P!gu=6hX{K?X7cm zpR(P(C@_4SG{NFJT>5@J(1HKC`#C|#(niD0wB!=iUg1L9ypFXtkanG=05JewtB@}B ziYre|73ZsOA&2gk*)~-xUxCw}K;>tzSb$1LE+cI%=ZFF8&eOt@-==kp1eSy0wwxI5 zRPa*x@oU2S0UtUHMv{t6k>&AQf8> zMq=u9*JP^7<+^2!u4d&09p{%L@2g)z*dke;i~g zgIE~7Z0|L2Ct8Nt6LE>;v{;2BH_gbn+pCxjfeg|7yP&DdMUIONgvMO6hMIHO;WuSq)&t%C!a2-v!Y&(EAK^&5HInA7@ETMS%g=wD#hfc1ni9mPGf1{%flfgq6?V4rvcd zWv|s0ZC-9Qbxs)hjsxSJ(b`JcFq*@RL1Ylc*z=GEw{bdpBG&Nd=??bk=xcXdI{AC| z%ntMIAkUFsaR6mAIz=8jMYnGqPCDyJ!Q}>Jr?H`uH9XkHjHTL0aG`n2ceV?m@8cs7 z0|tZcfu`0XlD8tN8kRU5!8oP$d^{z&okDxAy>|x7cT$#${k~>}uk6K8F3wP*hYpMq zrQXjoJIiyJS^9f9Xe6Zjs{XW8dAX`^75WBZ092Rt zCKxe0>rp>F6Cnt}dK2y=d@X1*l^n9};|p~BODbC~;mpJODdT$ogyL0mMRa)4_EV^` z$ID!Jh?#w#tAf5uSY7i0qd@|fjw7mEyxJrrzN47^=w_d6Xb#_)85eS#oWeGzfdSgn zCVT;%F@0HrlJC>2Z>*?=b;hg$So7m`(vBTFQ%C(rKoY97)2-&Cf=FpBxKNH**`=^F zF0xz~;fs-2F5_36oWq90tY&<8EXo6wFv-ofO8B&e7Y1d%7?!?;Q4%cNKB{Ix`b9Z; zaxG^Jkn&-Yo0u-blF{g;foazss=G0gpzMab3Dl4RsAN9NoxP~r@ZOvTG%2vvD2M!oAE%>{U!G%`YSrZ+Fl+^S{)dI7dKDfL({?KB)!m`@iuveRl88Wp88jlVz+v&gl0_%n@ijvHh;CFVE+8$a<}UEw2lTCAD$GADTV`)4z&Q@ON^b zdIeZ)vLVlPDb*E#_h~bA-OUxfz1+7yaR3e_0^_th-%l`BZ^dUv7*DUD-Y%76mi%q) z0=@_BKY#4PmNvA9%FOKUkRSX&r+6qO)GP2+(j1OYw%DIt6Z{hfA#Okr$$@(bpWe~0 zzHY%0WcznMfK38=+h0^PpielkVbM;ZKg*c@j{KCUlO4K+|6!UJO_=98?seqRBjto3 zT6(8N>Uk40P#3`)z1nK;rjK~5j$i>J=DhHg4da-v+BtL~o0ayUk~ydZ(~jg%R|lA%ox@j(d7!9B$HymZ~5p@xteF4f`ri8JT$;_G(dTp z*gPThDcG~}?QI7d6&It93{Awu6R@x|qn};xouyryN%9-bzm9@P#RHYf zt1=GaKai!LYa(9B((#;qOg&Qe(h1m&{?kszr;fsY$4$qhqk%A#W|U2Q3V!?Ww9|PO z*o`(pY9p~R>i;iKlsbKf8r6d3kT<#KnBloS3o#P*w3DW7)r~JI*S+MI`#;=dT(>KW zg+_f0D7iT)Ot+0t<=keZ<2fUQwh=-L38CNd(J4yMDW0d}Nq!8Degck;0>AY+jjcG1 zO`v3el?KQ~17xR(?NUdyUPowLM;IzF`rTvn)23vJ0mjMfvHv_OIh$5mJ}5AQ*TZ}fU*L@3uDls*JbwvW#%4XHOUG!^3d-HJf^yt3)>G9@D=*$}bfC zg&q}{bO{q?YkBZpXE@quJEdOEr+MyvIw^H+V2E=1H&hR*!ezc_;D(twGvLb=E1_xL z;gf_%bA3BAQ6aAG(~dv5k#`<>b}1PTC4+@`gGY>#g{#4u(pPOC&jLgz-@Cq&?uwCYoAgZNe`TW@QYs-D?XLUNB z&TSj#kO1do|7|Bnb5~)29iI^mPH8o5T1l^=L)R!bquT_H+ys>=ktT%GI*lILh^+!W z*`3Z$_j>f>*A`y&hb@%G-bZ+!V)C0wU*EqQCMz7wO!BW?uTnkRsg0pI1uY~DaKdhE zmKAVj+bWa~ap6KkuDpvCxk3J8bE zQY@uvR7!!^P3spv5`pe4N?Kc~RWwYpiTD}9=2RSQ-t_A~v3>GD6)g8ZtIMV2bfT5? zV0|(^Q}vGG2Eed)p*YqCpSa#5L3y?bY$G(-orV_``q7fFzRh2p8L3~+p*1;-rNlR{ zw)Vn5?R6MVnUdXK+zy;!C$R~`MUIGkeiEH#k)qbGQk@H0Wl%ts*gXpy5Vd;?!D7kfNl%miq}{y_we9Boj%ho) zdsmU-*q!dZ!`g6HOX|7DWtv$1Z7`<0vRN?Gq<8!)Jx@mhxK3e}e>H1H=~U2xg5=J~ zZh-ScPLAE5z!b1;OJ!B#-0I%lH0+!23>;M{d(l#! z(hM9k=BEia+Tf;)popSZDS6YSjvCXGNg#lkS@vv`+znEzLn^z|wE1+}1t98b^K8s6 zD|9(Jyiuv@=L$STr!}xm)>c0OA4we`vs~t7JM%wuO!^skssNHsVJ{xSYrHpr0r;Nk ztp4ZA@hvYsyCho7m&{k&`+9;E+NG-wo;GO~p9}7KIdH?IkesVKiI+=rS+yKiN4&Sb zw|oGrJJ$=%UW%xLm&YbgSCB6S1z>AO9sG8BLOf<=%p>AFwWIqg^fp9QzCUUS8XB&n zeAL;Je~xr_5OC6=!+kyg&d@q|X)L_2qJVzf(R7mr7uZU&X)_mIErzm&lO0K71(YsD zbUU1JItJ!~oj9gJ*|^O4|G`GCaam6LT0X~=;1t*PseNG@mZ*p6x?z-8s01AkBR%X! z#~CLw=&~lAA|K_Lk$cO{9~>EhFjfZGiO*Vy?;ez$ zW;Te-oAGrzb9cXOXI}ZR|BSh=0JL*BDI6l3QK^WJF@VSxVNqP$B*ZTBX=so7iKqlCECrqvTyVmbBAe+NyZSLZd+V*?c2ns75|+j{G+c*+yDOVy_gNBqayRHnnme34>$kB1$QKX+7?*~p6bdC1#@{>P@U z7HlvA(wfiKlG%)b4+OsP^i?~r7zw7G-8fZ^$!-cn4O^@ox;c3F2`-Zdm{;?3^gTcc z%_h}-2Td6jpsGhdrUU#@Ys4;EAD&nuLJ>O5J)2~moyn-}pC_aFXz)F*Ci4Jx9 zuYuTpja&^z+0#;Zuv%8ryZSo6_f31YcNc>{`{qr~@mS_n#Sl|l0Q>x|E4s_Wk+D`O zqMTOW+>u84_D?KtyGvdBz3Wpf{0WkfP13 z%xdRuRy8rUuDLH1_d_GsmKtRrINnE!_wRy{U06^K_UezO7sTaS_|3ewCzexhR5k1< zrKQYD6mBcn89ZB4+Az$ps2Z%Dw&snH3#KH2wRs=aey zdYDxTG)H$<=({v^LPDt(ls?aFbz1kax?g&8rT49H???KhuVp2lSW@kTK6|?Zrf2iM z|C)Rk-}pNXM~ zEm48#XCDN3cUh*wJc{5}TcfL~9))9+ipP&+ z&aS7=QVl#2jHK2YYAw63_Bwb#GbMmdErU>v^?VG644aSgq$EBcBf>E5uidHF1Yvz1 zCx`}r7zbd1_{y|EY@=%mNVP^kq}qv6U26KLNI)qJ{F+=97w-2=smAX0edAwgG`|Zf zne#1&Y+ydi>s?Ynqso`%^-ve_-xBZt+vpKQ=SbOCqs$L5%xXHM-S_b!e{eZ8EG%R_ z*T5b$c5SkL=0N3QHtk^r26G6))$#f(omYHBnQtzR2%{oNJu%jDoNCaI-0ZVzbikj| z*d>p2ncAF!iG)sZYtJUMJJO(6t=Q9l>btL*QlXUmAGFTZWE0T|vubv;>qC9lv+8NG pX;~GbK8627XyHGDOvopkA7L^CM@&^I|9(8CqouD|e*Hn@e*wW#q0s;U literal 29186 zcmeFZWl)^mwl0cwa0njU-4Z0YG#cF9LI`fbEm%Vc1Pj3e1ZdpdodoxW;2yMbhv2s% z-?z?M>sIZ3Zk^h@_N_WUs9F8;(sN83^LfTI24SkovY2QjXmD_Fm~yYA)ZyR&U^qC$ z*C>c^aBzDvVy>_caH@)$(y)*4@bCx-2#AP?NJvNk0N}}!C&!U%Yt1#l^+V&CSEZ!^_M2^5siDK0bbaegOdiK|w(wAt7O5VG$7#QBhGb zF)?v*aUc*VAt50tDJdl-B`qy2BO@a#EBorzD>*qid3kvS1qDS#MI|LAWo2a*6%|!g zRW&s=b#-+O4Gm3AO)V`gZEbBG9UWa=T|GTLeSLic0|P@tLn9+2V`F0z6O-4kUz?hm zzIpS;%*^cV+qdTC<`xzfmX?-QR#w*5);2aawzjr*c6Rpm_6`mXj*gD+-o0~ja&mTd zc5!iWb#--fb8~lh_wexW^z`)d^78if_VMv~|NgzNudkn9uW}{85tQB6%`#F{rU6fn3$L^U%te~#>U0P z#mC1dBqSszCVu_;H7O}6IXO8cCFR?g!NX=!Qc>FHoFI3pt?Gcz+QD=RxYJ0~Y6 zH#avgFE2kozo4L?u&}VGsHnKOxTK_{w6wIWtgO7eyrQC_va+(Os;auWx~8V4wzjse zuCBhmzM-L^v9YnKsj0cSxuvD0wY9aat*yPi{rmUtKYsk^=;-L|?Ck35>hA9D>FMe1 z?d|L9>+kO$7#J8F92^=N8Xg`V85w~gwv++S>a1`o_k_=H@083fwJUlu&IzB!=IXO8!Jv}=+J3l|axVZTJ`}gJL<<-^I_4W15 z&CTuY?cLqo{r&w)xsfmI44}SyrRM?%NB;5Q2R?fJ$Q%xi3QkT6sOkA_H`VJk{`x{s zTS_>bTzfF-nkujXKN6WHAD<58m6|YGJ~aF_P+C<@^*I5~`k|CGE6XSSBCuvrEv9p* zI*Vs!?Was#0+#*^!@#$jsXmtOX)~#xmAGOr{qA0;du=2woeWm(TBiGMB%#ttpis9W z@h-r@+BZyA5-3N^_&n6XzwyzMpGv$(11OX**5Kg3p6WQrAu=Qa5w7IigEhlKhDYN)nu!Apwj9o8nXt zSNNBF`KL#}@Oj?pXlY6Tr>J%@2+)#|Fk`^9MTKA*w8kfIx8rMgNcnzxV69( z3e-}?0T>09b89kL;qtfwqc!moyw--rx{a!C&RTTt_&vG@k%>x{4#vKDq_?_U zIWt$pX5RZ*FB;X2_^wczBs57?boy+Uel%VpN>9mFiICA`%U_1jo$ z$${YSj~(NZ!aj6Q=ljM! zcnbVOvg?d2%OTYiX(6S^!DOYtU;VzcvFDifVRC-pxRRS0|N05dtb*e)1Sy%~8maqHV;ulRnJsuY=e5 zXH7tEkdL>LOBdO-3pz$WE6Tzfor-G*elwXA?WW}AL~C3KmmDM&a(@1uuTn{i0nEGA zQ}(xwxO=i2n+=`OzmhJQUrq2KE1Nhku0S41Ei?4EKICQI$aaiY#f$lPil~*v`*Jm| zl}g_}qesD@*zU&rQ>|M?k7xzY4>Q&88T)6=rF)mU3t!7}xof?*|HU$8VBKwW#Q}zr z{na_H{e{7H$eo&~QfhIOjhJKAxJcXRxgnuR%r#C3xQ5!IipJ}z>qI&v;`?@n>f zrH7@QDhyuLB$aK69x z-*0jLRwEtqWJ`~z~?lz=t ze4v|3PrHMcm{o7sTjoi~Cvc4z?%5wqx$H9mupDMq(g(ROrHXNhZ2} zlc5FP>Dw&S26p{gyI%}cKE8r^H*aQ6$^xw?eThx@eR4pwR%+>*RDZ^KeKJv!m?O7c z)T-ERcAtH0q%P(0TL(QrMQJP%uwS$s^6H@qcWAYI-UxdT=A!o zdn~WM85*^0N=<86mhgYoi%hT;i-tr%mYh!^clBx^sYTP58Io?W`EQ+^4$Lx)`=Hin zmG;b1{4Q{;-_bUCv2#rKNghSt#JuSht9zL&P$At~0sZ-Mz?yi9xyVd|q(?#P?oXImTNM#VoYpg zE0ca+tiM~tvg_(gu>XaEd$26HKbB78vWbK{Thv|!aoTk@&BGzgm$lFlSxx;EdEaub!m>2cS#nDL zc#D#1ZEvC1O+M=$wsEV!iyO|SG~c?FQmHB$WQoF(F~f@9>Vx$}e|6SA5O1<1ZNpWi zmeLUc7-daud1HW(=_1#4l`Zk;_p+XkMLhL!ZJWB2TW?CPkM|3L!30S<=#@X;IY*!S z?oW5R-%O0}DO}BwS~^M2v_0Sjswk$g)w}zpk1Sm?z&h1I(G+&f7NXd*X6c$t`B2p< zZ~R5BlQ-xnA{Q!Xk2aG&*sKhc9ljN=z3xzU@;RH6!}X2ByOSmu#i0POD@E5h9hadZ ztqmq;QF^3mK!`%`c))&#tuBLa$nOlkix#M={>pGT)4dw>n;CYw&)zpu8k0{4J^)Gr zSAFFwJWj9PJMnLoL_R6e?)g7Y63)Ece?(W}`zMqOkx%cwb|OR^wj2Nd*2cVo ztWzdvn<=0az-Tfq&phC^?M%lEa^+Z5!yBwg{cvvgL9Ik+c!mG?410$8@ce&7>&mM- zOVOc0WRI?@dz3XcT1j&>A5Mv2@jNk~GS5^E@Iwtk$D<0FXvcVKuZ{VkAa7MeT&R{ST z4iVx3Vz*ftO0P5!i6JR+rl_q7N;JYXhopjf$ zQq?@_(oSitfa^PDLK#jn4v7QCOuVGjEj;B~+Oa_Y3bOk1aEw!(IaJ&*kW|!mBTyE-Df-Jr5WH{x<`jx^N1wBQnyf$=qFcUD$ z`$el93jR(Sk0t-=14wiHq9BJKKZ=OeY%Sw6%0p7XK{x*2aQD&zq z!6G#cFbb6kVi;<+f2-jIsgW6IG`MrUXuV9EiM^U4Lb(e5&h$)lYwSJv^%Tb2Z@fpz z!GMXz+d8G|LkJecJuq9Vj_qX!zDKp4M_G61o5n4M{y2$oS;Sn8 z6T!Cbu}?IJxt%NEE=w@8D0x9D1eatPb!F5v!tQWNIKsvOr9zK_P3R#Nbga=zljHrz zZ}lj%-f)%${_-&}8?429uBa^IC?1;{k1qeJ3pS^WiB@>1IehRv zg#}jVF5v3>qXoSDtlfPnh1;gk}sg>=|?NMA_lovQkgLnLhPU%&2+md~_%0%;s)^9bR> z!(*?iA2krJs;>$v<_DoRwKGHOqdp4&e)r-SN9aO!-ZJz31hA(vw#~1-_=cYMCgj+e zPg$7BzLe-vTsiTgySg7hpZzA-2=amhZjz+NexEJ3IsS@uRKN9Pa3=wlY}7C9P21)s`hi6WMs^G zFy=31;60a{(T${K#f$y?NdidPTdCILvV}I%41(OWKGRmv39TPvBkdekm*)X3bY^sD+TWbm0|@L&3q3 zcy57=zyZX2Qt3;dDItCxCa58mSuM3yLCMWkje(J|CkYV~rw`4{HT^pJp{99JGn`=` zun-STpQ5(4t};7YisG=KDu1-Qot(qg*gSEaggeIwel_#XzMb}XAkgl0xSA{4yZGZP z)OlGWWuOoX=YU(NjDu9v3w>jhGg*&nIIju>Oo%pTB4JaYzDHJ_rxQz!hiWElirQnr zlph60c3z_(-Ds;mN3w^4&^hnMUNpq_k$_dIR;3r9*?6oDxkU=9rL)5{K{7KYsVOJt1MV z>Qrc#x?G>*4_t??&vr+REkN1Rv~q^AxSXEgxx=PM3>yP?UCa=J*&fnUym=BP)3hCtaI?iJE|J7nEkHClnrNqg~Cfu+UH1D%e_mmKOE% zO_uBox(nSImljbK6m3~*{fvDTEfa2(tEs+!3NaOrXT^M3|8hNuADFkZ-q`iW5a}Gy zKMdh~@@f9OYgDbCrcB^z!vub{aIK1qUj1HV+X~Nm4jW^pq7B=avahA~Mp-h*J#KYsfG|z8bwtHbAK@(E(z0xi(Hcm(H4f%o%(PI9aviB_$ zp2IRwiFjL4n-3r2kJgJp=TA9v)t!*H_=6tTgb04KVJ}>g4a)4CNI(oqnA`TF|BmOg zol_w8IixULz^anV8?X?m$aSK-;i)c%(%@IudA^8mbpOo%wH#d-^~!HqzRuSv6wtzm@D>V+ z+UVuv^v2ly!OMRVa8rrvl|HaU5g7-7q>%pN?8Bm^iw`z{jI!~(AT%5D_-$FbOL?tc z(h1To{cO+czJy_qTg8SKgUB(#=uP<1*h?=BnrYmuiam}j8Wv6U(6hx+C;1u%%x$ZH zT1O3eQ}HXnIda`ngTV_Q`|j^@)r)rNwt5nt70zdhk?n1~EkY;aqrh8&57vC~i|~|V z;6{@2qkkqQ+_mI$Jam0MvvaVM9kN-Z9$%o48!qZ>{tek^CI3fNK)g~Y*}f3qP>VRZ8jiB0|kf=80jZ`8=Q)28EYh&QKkWs#EAsY&<^e3Wh@}E-wrzqR3Z3hbVZJ+fFgTynk8NpCcQ(~ zuh@Nl)(XuL2=PzA*2^t%3RmVEHt~M z$FyQ8E=m;wKjHXZ{+QHLYFxUU>>O@56EeOvmIvXg!%J{jnd?rU&o|1T!%UUew@>Ryc zW;f4)>5j+Rp)m7`E{f z&bdeqxMgEVgV_ybwvT()9_}XOsx+Tzx_JHXytTzd(US zU#w7Cz(s+vka7DA^3kv8ah@ECf8e7?83MX(Bj(-4Ytqw0IoIu5#KF zZEsGcKW`!)R|}? zzrXD;f{YNn1RDREx3R~h)_M#bHi7A_yO>pU{y{r%QIkLG17J}_7{8W4{4Z=nWP$$Y zE?RuSp9@1C)R1tnM`;^!$)sa($mCP?4-c_kPn^@D?ImquP0SMNY_x{}{=-^5M9cnX zw315JJ{VJY#HsKibcGj2WtsaX93pcH#mP10YD$D;Cl@WFYmbL8%cM~@l zark76*JNh9K)$$20$Oo|QLd7wk-Ycwj8_|vbqU8@mssz~E|hX;aaSNJ$o`@s?-umzHmZPHwDEErbX7eeF8*9AHTBwzmq3fi@uQp+p$^yn( zEWWH{{#@}uGir?wQVxglxiU{f(l86Udyd z*Y=%Z;iot5gwF@~@16o$_N)XJkERx1*z2-JIG6MWffaT#W2P=wvO#yVzlWdEky{~< z88le0j#ND-nX%sDlpkBXG>=VpzGv@8Ixp~IrJuOk&abHN!ozQrJ>g4o_lFd zVF0Au(bfNE#oj0&d~A+YYPFi#lODjo;xii=1BO&lB!pl7_ zJKea_JkM%3^%;*7u6MmIaWJvCz^>E3M;pJdW0%!cs}w>dkU>O;VYe7Xh&hf_8c*Vk z65Q~~Gu__(#;vkUH+|nda+~-ZFDivE&Eag^0Op@2CAiBDUAHA z%+drce+tzH{^YbcU%2}=_RBP2+y&jTP0hU3pdwJbLPSoIV9}( zqj_xMy7z*OVb<9h zHp67*Vcn4HN!0hW=#8;4`|$5`84uw16HHo>l9QxOg57=kNxZ;Y+I4jT(6Yepb23xu zG^E?+0bhS?BEeo|=a_xR_8CGTVp5+}$!fc<4@3(;5FwqnG_uhKejj4Wl2#5zv_o_MF;;3^SW zUD!;*0QZ-v{4aJ`SIAWN1R9V71X)iEwzr5_CIQAWIxQbKTp)~nPt!hY0)f|Y=Hj#F z3Ve4o(FtNNk=W&y7G|2#3e#eoE*9tsTt;pJ8^izV;Mk9ybBiU) zZW%il+yoyh{DctKK1eKQVko@1%)uyxv}qaX%o3Ga3mdSfafP6=)mQfhlps*=pq;Us zR&c%&2Dl}F%(K}H3fqNTYi?&KJE5>1(?PETSz}>#YeLKdJ1~F)v?tYNuy5ujN*(SP zg_h3$YN2Tv#^;elJWz3`$>vgp+|ea}VCcRjII#z5e`QS>^}CRM17w}ruO(@645^hb z{)3r)@LXYlnI8dGspfa50|u}ON|pKG`EiQS1g6)dhsvTTMX%m}a^(?GvheIxL~akb6%O65B|EYGIgPMOl_(YXuD zGPu&4`n|qrvIYCbV9+^prTNDKY*PJXGZgR3&*rlTO;A_Kp4Fc}k@LgoK-&B5`#HlR zY^7$y^lb3mjpH1+)q0758N;DdgBG3SI&UEsm=hjq@8f79^Yo|S;Tl#Pirq{wa+k8u zmZ1|V@%y!B5KF{JC#?z*l_ut^YjNLaUkGGw1S#aHmNhk@)vvLM|#wUeql)Ui^r!Y zFq{etjlw)?hS+nSoj}Y+uui9+#pVun!3mp{wUN;3^uQqUFt&$q&3L;XV}`aoot5?V z>ng~B(ZdZA80tx}qy8AKY&9P$*Ve-nQn^v&LSna1_CIpEBzDt3ZSrU`?rs9-jEP~{ zCB=IT>JA`Y>-1&0I4z_B*!f%xH$%3(dZP4giU-}b;|w8ll@OC=S-3|`MQ))ip;7n2 zePX~6-05Qa2Qduxk{Iazv{&Vyej?JGnEQxxB$ZTL6(^QjN-oICO38_e>(O zw&Mc(ct7}OM%>Q2u-TpIZ7(xVW)0!r+{(x7Q@ptIj80HU5 zP8(bM4J2L>NW$Xtzmy=s;|LFtZrBgWe`Q-J1B9T)ZO>t{Lr|(~b%X-lTXfa0V>Ype zP9%g{RBVr{o$75tWgDB!Bu*(Oh!O!gj@G0PhyXd5Y3Ek926c5^Fmn770`{B@zT&y= z^3naX=hkn&294^=vsuOa8EEMI5?$`?q`%>Sa*n+#x+s6t6kPk0LVJny`X*@88m^Fn4nn;R^5Ue@vF}NNSXM|Bkn7@mAPIum!EeO+XERO?aG8 zzQ8S5l7b*G{iy6%6ChlESgD~x&V6yoXb}nZ7#^h5AV>(tKogu8gio7_bpRz~--*w~ zP3WQ{{RzEO7`lO;B;Qcex7qpe(;|?5Y>WR?PUjk|^dH9CGynHMsw>fH(Xpj_5uw=C zCa|QcT&>T@M``M2(8Bj%&Me`+7o%w`&cZO2)Qpf{nv;|Wmj9t9J3V~e4&qLk5P07y zG}(++%d2hho~Q?1zma;9Pp$wB7_BZ;Ztrv1v>)3qYmkhJjK@lu5FGs(wXyBe%ldb6 z8bRta(p@_ku+6UiH()Cv_T1U4AgujBH+l4Zjeh>K zuWxJD(UwI`Q?YE^($Rt={cM6jomjN!8+fY+=|2@DmIa%%q<$B zGA24NXXV#ju{k?UXKcoo*1`0}x00bc5)4+Ct9({tgL5)30bG+-dL9F~+rB3vRg7n4 zoKH_tgVdhCAIrHE|6WSm%Wu2Fo4P(Si)(-1NJiz+xfk0spm%#ZGoaVbw(98t^rxb% zP>U4%JB*&Q=e)eTq@3ziW5}jpKbI)3V5aQqFZuRHMR#+Nz#mz^Sk+U7c{zd>w;D`q zx4E$A%0nUKu^r~j&X?q?Hd;$kBhWNW{SbU#bGzd^11;+IJgu&Fq-vC9B`VQuKzTpQ zQ_T;b&&bGaEQ&!iVD!0Pg#;Cq8t-%scaPD1OR2rWhGiBZX`m+cI{k9dSU*9XghN{! z>ac@g7`J$*A)qHp!Ee0KqH+hEUqz-rlOTMT=spPdy20t@gLLfrv9xqmjZ!$6^0QcN zQ_XKnrdY;NF6-ydrCJg+Um{wSU`4G1ce!o@hynv0+-5hy04F4nyL<3$b0EA>{8|T2 zc8l4$bl0rSI0JO0J}pL|OHlU9*Ku@jByU*Q(9ilqA`8);jDY%GuHj%pTZ^Bt{35>x zYI4+*#_Y@jI>TVae-6YmWeQ4?PO-AsTpK)yo>?VQdv_+#-V$wv{d^j0tZaeBw2}+{ajx7P!E5R9nz66T8|twVq8vg zmGV;t8pze7lz{J9{6piW4g%90%<-8^#=fizw0nwNtBbcNGetLUZ0V_ay}pKpf0`=FO^ybX#BzRdyfqbWH{~oB91JOH9 z3ZcG`4o}ZrS|MW>H!gmQ=!>)1(C%WhLfumHL$Cxy*n@*UyNGjs5_OC54D3s;)m&1+ z9ED_Lcg+7>F-{B#!7r9h7oZoBK?qE=%=R)qVw6awniWGSvw&}+le^?Hu6~+mynRDM zM@MXmcbb=#@|DtMFL9SlAfE5E)y;hP$FXe5Uu0lCy~9Icd%7Y??^N2VF0UBAv2ns4 z$MvJw&Qat9WT~5(Np{G0<|`Q#D?j?+>7+G5HGh;iWH_ok)dStdtkQj=YQ;WsA^{w( zl!p8y?3j|n^>ZXODgrq|nQ4GD0>cyt5$xg6l z@MlzS;}B`K+4y2Br-a6MzV~kLt#>de@NFO zwJ6@D`pt|*w)ILjM4K63?GG=WRgYNCtITDCqO27Y*5&$lyzBj&qa)ggJ8(^~+{e+- zub#OU*Jjo~tM6jkDE`S}E*iEmk6{MJsXCZrsH_mWkcF{M-g#iFXU4l9H-N`a9M?_899|8T%{NZ{o!J2?DuW6)aRd;9`MGtk{PBqi5J$0qu1^%!W74GUH1ponMiqaxjV@dXDSrx}$B zsoKEs)lPIlC)s)}Gb#`IB2FhV zDFkrbgb=)%VkzZ9Q&myD6V2~3qB|5up9I_{C58b?*t~oo{Ix-?Yf9S;35gOkKm|mz zf#1dRPv(miDW2KxNVz2#q&L$=z>q;FIZoRkN97r0b{oICDqQJFk9Hqj7MjD^U9Py+ z*1=*k9pxiM^by(CJP3}rMSYY5y4PTGK;nZO zVAK?*%!kkO4>_QA$9OxqV?}TS`;@+2H*prG7Lw52qxdOb-?sU0C2ioHcq8BixI`$K zrZU1GFhs0=4I*?6ZZS$QXrV2_t|*bQ2XVNU6Z7je_sC6%IPmQJHfWVoYOeFi$F2^4 zD-$=TJvMvug4a}T8YK}N|Le`1?dIYb`PWRJ0wgOQ&;I!&ow|52S$dm-q6h*LIVARy zBF^w_7>Q!S_T#2VIJGsZ_9zgk0K)?R-6dIhBVRqWDGn=RZu4)Lk&Su6!?xpEraXVN zoNTl}345p?4(i+l>}DqB^GL3w`V}JSP-L6}4ks7Jn*TLskM)~K>y;JEjvV4E7tSh* zX|RvA^sbIo>)mI;5m+d{hC8aou1)P-{c1tZlQ01L9&xI}%bb`?&j|AVph=SbXac

2+`pizwwgF531N?wEi*8+$>OwkBvhn)2}kxFV@4J2%BrL-__YP~j9s-u2QW*0=UsG#xq zupp07Fn2dv@?%im&?c)FEZ`3d`YVe($OJ~z@^im_pyB5|vb>@I7<*GN4*mMx*zm>( z@afN=(^>ub?*IN)^8?s~-421w6Yx$Ch+uqNk2!jTrOmBjl80pUNR zg8!$#mpMcC{&^)bVMt5;Sj;lP4#hTkC0TZcTvVeh@mP3LXaI?vXsbOotC^Gwh1C=N zm)rF3W0Dy{xvH@#iGBJ|F%y}Lb80rB&-lmOe@V=8-OH&K385SdGzj>i$wNiXE)svu zj~UML^bdC`ZTUCRpa2b-7_iV?j8CC^28yyB{U_?yIC*S_C1cB60oJ;*Cm_??1KrVJ z!t_0b$9TY${$E*AjZ67zSu*D(oIZIwWy7=@^w3{KkuEcMQ#4x$Yjbp&}T0_^B@RPbR$Ow?oXr{jL<+ve1J&+RU^ zb!Kalf<0A8O}s$+iT9Wird8B@#ZSVE`tQ^D90U)Mj_@AcZT zx`^$A2r*{_xp&geovJ(26j?c|XimQ_&@<_68~aG2WZ$a4V1%K_72SqVuj0jvv?t8_ zhn(43AuWJ8lv}Alre0Q&y(^Ltyp%CT<9Xi2f>=ZMDL-Vs%%TE}Xz?>g!E)S=q%-)v zx>@E6>;vT&Ll=W-<87_t5Jn7{?}u`U8;F1=3#!%PuqoGs)C#G&HV))o@&}EgzY@dO z+2ui_STurA_R8A1Rx6j5&23o;yYG+Vt>5w`**^;y@_Uio4;3_&ofCddmv$Gj{io&%0wXlAqQ)t`sR{h zfKQD%T|h?}MYTs>g=xuz$M%Pjks~Jz!RZ$TxqG#@D2m-kzXm5m0POrV^@M%j-lWpX zDY~II2C_h_M*Yf~Ul2-~0JB_UlNKX+V`LFW z0m$4}21-QXjOJlvnQgtG$br~KFkWhMpVe#Nm;?#ThuLXCQjfALD|oYpOJk3yjzvs< zR+kqkhnRQ!YxAZfqf+6!VxH)Tlgs#FpSrSU^*Y5Tu#LcX@6043Y`gt1ZWk6|Wx>w9 z&!%&SKb!xt1rn{l98GXup6WUy9`N(9ptUbbyC_cc5H0U!x~6|udfX_2E-Mv*PTad z&G*zwD#Cavu8A|zf(2F-1w#*x(n)}gZ2+C)!-Xi2{*dm?%Av+On=&PTy;&#+Gw>?eCvvQD*OH!5h~ud z`sbXjQ?$kxT&dx4z0E`e2O7B)rjJCTjp*{8U{8Ybe57V7f1i6&drI z-}$T{7!GK?y(sRypxchm9=?+@2XUe@v6ygtJ`Fadc7wEOuyA6wc$+Dg_yt(4P|!Y_dKRH86%OWtbBc=?DWij8VMgI>MBoLBI=G( zr01MR=%^rR9@{XfT5v4TFQK?z+Dk~Q2M2`TWRJu|+W*`FrU?z~Qt(9WfjO&U8^h=em*pS{=I${iPWI29 z8Ejjwzg)I3&+O1W*~G6t8CQJLancx?jN^)g`8gr-i7agiMby==r)Ktcfim1;3l|!F zyA@Sy=?TK~zsHIFeM0 z0seM%?vQWwi6f?2b}KXJixD_mL zSXCuFJAa@gt8-MC2*+tZZz>LlKi|;>nsGCnYQnoI>iaZ`iAGaooaE90eF5@Q?_b?++HuAy_~1lz7WO zJO%yak*9$F!BZAEphe$y=Bhu^^F9!e&(wtrCxB?^k44K)p6M~` zCYsa_iR3sIP>(!wk#Zo>>8ELI==)o0H<&_GVrxm}Gvk-F{BATzN~;;A@!bHketU0l zeir7JYD?F~nRyx8$a(U9?pV@f_UB0K{JhABIG5e99IeODd836ccd?ds$1t8)EC%pD zqaiDE_4Lu81bIq<7HjPy)1neD!hcFls$(OBF_IbRbnXk}J>eS9T61geg|t5zF1GB9 z83l6^LQ5}*-X&c>h1E5{Y8$5XjRAy{uB5`w<(S@{eBEw`lz%8{6?lCp$ilhP z{mDq6{wQfd>8wEeDL+E9n4u(~Kd&JGjC}ss91B}Zioafip=jhs*+~!;-*xX#dYJNm z&8t7ydFi0{_9~|FQh!-K_}v=@hbv`d^UCEj{~DeJk&O(bNlom77VhJJ0zeal-8Jlg zjR6B-6rS$};;@hY#XB3|T8*KpRp8*5>B(^|s@#!@HZBfigk6!+Yg9PgCr~oml zLkiF;vH8agg!zE}F(C#mQ?h?`@)D>bwT8~Vj_-=Zn7sZH&Kke^$6&N%Xr+@dy zmievLR>9tXCNBn@g0$&2{0XRl$s2o|1IDP&r6>burT1O=e-? zA-@ZDajyl`);#kZdwM$Ber*Bg#pF>rTDhZa^(|&@y^=_NVOt}`^Y!?f` z3nlEllv6tC7mCFop(9Y1LhVRDuYTt)x z>~$9P<&tv~d7gY9yP`csq)jA6TY&p!ze@0_NGdD}@-J2;A{UIGhm8JR;(sW&E5B_o}Obeb-r)#n_t)(A#_Q$=YIj_(Vb z69I`3V+TWw;pZ)j2B=|KUJgc&>-3s`nh2o6Bu0KQGSCH31BPwmyHb;2Ci9%s#wZ0w z@aj)49QQQ;zX{WT3D-Xu)BP&@=y}-yytC}QXhYMti88~16u=-?6s*)_>grjs!_DU? zwJ+3A%Bpu?kJf9dIJWoHap%^Yc>gLY>613vj!l{VBVH9&GORJM2QyQ1=B4b?0ba0u z)v`~-?z`I?PtqB%OseUw@yBmUi~e@v@GS4!f}|7hTOM0JY%P3rZpf`FBz}n~G;;AGd`<`m3*+bLih{`HsOeWuCbd*h+Mkp$B(kF1O!m(W zhI0+~Ne6p5bxb>K9NGyz|0Hx7yN5RVnD~Huu;sTuuq|`!eT8p#Uj2<8&M>eZ{>j2N zF-!SNJqQ5O(r(PHEFV23w>dGF7rLslU+^h2r8xPK1cc9 zfh`6BIUokBg;r1?wHQlSC9(L<7}B0n$5ZnLsY|y?&4FDYSsq)Vk!$~ox%=^RpQN-i zn&%K>o%s}6mrri;bTFR+JM7>?7mh_PK4XcWzQZ)UE-{Dyi-cu@xT}E^FcNkWpFGbQ zy)n+3hQ4NUay1BrWt+{8+di-`el5r`_Le}u46^IzHz1C%TT2e4ab{2(!r8sOkg+Cg zqtTw*B=J4Vqp5e^^lOw;R)5;@No~RzT=ybK?1?9hnopDM)Jp#>>yp|e)vyNP1c#t` z1$YyY_N@4Ocg`G=4zKKE>e`KzA=4$}y}K=1iPGm{S!n*x zE#yix>%et?6|ej(sQUJxiGiG2K*b zxS;kEV*j8O5(un)aiUS*sh6z}xZQ#>Y*^amCv(dx|6S)&4EpCf7vxX>Qs<%sxmW6l zAKNE$ljmW8vJ+cnSyfiUC2e;VKP1$3d^qbRrd#{vikF`KJOt2E=(u_s z9}8}=u;+xwD|tAj#jtJ60rH#q3faOcj+onA^LqW6>He1l^31ap!Vj-t7Y;?hOZkzV zHYXXXubI(qGmQ=RMOTz!}9HX>RUMgIo=00@I$Q( z7pzuh3cxP(J1Na7o6WTx<;rcD<}!y8TykOLIFa(HTr{O*qZ4)Z=N1D_HGfE$ar}I3 zmbR{L61XJ{iQMDQ1~@Ozu9)54e6vj0BZ?dzZ~{vW{p)-cK?L1B`iI}YUtv>^1nr{> z=P)i+&TK3<>h+UNJxFT%S7;BCn%@t{C&`TyrRd)NqJrBtl_-tPyxTWyz9}IIvui;o z7p>)@a|gG~P8wus%6ws9BQq|bJKB4F2fMZyhKi=RaF{}{z_)XO zkYG;Z+@9lY1c8Zc_eO4AC1-kMb@13s_fQjDbFa+s;HWEHBf8UvW5MNwQB{a|_Ure) zn{8PUI2E?3S`dg(=?hx8iteIB-$&08jYMv|InP#wgk^vcJGKXV75BKcU!tCg62|3= z0uL$&#ZH~38D`*tE(3c)v#HBdAmst!FA_+blDXW`T`RlK2|*P6Qt`E z;{T_+?~H0{i`G>LO{618RVhmE2%&dSDF;wG1f+K%6zL+UAOQrFULr-LOYdOePy|Ax zw*b;Y$517d+zqJr-1pFHRmdOuJ4;O%%)%B0X`0}K|gxT$C59z zZ@#>EtC4M0RW}sShq08%u6!Ei<@U>@iu?Al{I??E^cVPj9gRIjAkqdt8vy5!3Akvj zUnv}ceJ;-*>xxN>9(9LFs7Mq_u2fD{3zICB-GosUWl|V5*bO+VI074{{Saq|mMafX20> zgH8#Hx$a&K-(xV#%lLyT)QY^dBKvwTilbJOTVs+gSerXZ5V!)jAdn}Qtx=^)^6-@4 z>FvAQ2Ae;zYx}b5Rc{!chs$KR#V63VeRzmlaPB=}^{qYO+G}$6s$< zEWdThgmaQ6`9eDTq`f_Kjr-}Hw{RL|MWRSqie1Odp@$#m@@7#(Tn@HZhkr-wWbISK zzs+z%?JZDr8oavq%x(E<@7CbCng@;DrJt5l^{Yz7e8`2YW;fqkzXLKKRw9QQt;Mg@ zkZn({CoIP8PQ6T(tqY0_GLo=CFsxc?%qy@ai$v_BRWX}`drvqn=Z5ejEH zmw0PLYmQ_ek+z@BpP4&l!+PIjA|^ts=pz{R8zj zD)Za2-IAI!P4$T6Ft-Dmo79OubF0+43Z}n?;c$E*^H}}M=tyQGoQTnPBH+pCvID#d zfO#?UC;Df5yT$S3?~VogLC0^K7RNOwmxxVxj^{om8vAv?s%1WeT;W?aaN(fY8Hor< zA5ZnjV0wpUk#;I5SD4Vv8gJ`Y*LF`Ga!U5g(b806)s|SkBV}#$0lU%d*qmx_E3qm5 z-5bghRo5(qrzov6X59GWb)LDX|GYghs6>Xd?I(LnOprm1?ef5w1^m>qBWzA%Sxxch z?9E6&`b2r|RjQ&NN=jEUw$7=XXFgJP4GH#v<@XyblEc_QHXv&e_w29mq4N>CK21D} zAnLKQwP*DVE?82e^?LbuJTN_;o@=QMa0DYvZY}K(kUJ6wWz1N_0$V}B+g~pHdH=&C zCjJdS%jciDG)cG*D_ln(&U4Pe;rd^G(?2tkAx;{|fI%Wu{A;~Kkh#akeVn|!F$N#- zLIDu+bEG)CgJabX_t{rp6%>n}y7?OrEGlRnSr$39Q{-y`uB{yzNop?ZzvPepU%lK^ zxQ<1Z)N|nW7jy>iWrQEb`O^*V+<68h5d@f;QY7;Gyqexp%xLm}P(eQ{{VG?BGu1&>6jywkpK9a7B#wZ=IYCSdKHc&FP$D zI^OE=)a}jed)!;NJ`ikG$a-nK6__ul0a0O3_XL4?aUS(_OiGY(mKB1_0jH#xfAwtG z|67mt>?go;vhwR#!~woCfTpgST0F@D1qq&{&py8|e+vK7R=L+t7(Q)bh3ZefT6u9U zEkCVS;kmRyfV55kmI4Rh&U`j)DHAM5M8`kw1`g=}o+n_>iLdY>g7EM?O|;CDGgu6aw_YwRB%u(NOv{oC-iq`|w7V zr76VPmkpn*{J9aRatBOGM!?eXKYkC;2>(xLljFUqYw1q^M+0Lm!edohn`7@=Vu;Rl z&oR&G_3?@`}`jHxOT|E zZ8FF}Wi}1F-6A1C;xLqssxtR;=5$Q8=)VfOw;GG2fSHv_>!cXVO^otW?%>VXx;kI? z^bNSOgLtb(npWmhX6m@{%WIcLNc2HrruJMnYBCEunk~9KsJw)Qx?Gm7d>poF{i+w<+-`F)d#`=mc**_fYRnq4=9%?41p3$U4iw^XhnKpXJM7 zmD+)CkJly(zEUTo&8Ii>o{(1=z5S8NIR)UL$FRI(vN(*qsX1^vKdj20^H}7M-VpQD zu5>v&H)o8*uegTxEQ}+L`vTnsn^leNJ<2P>eNE|SvUm2fzIJV4D$s+d!*P7s;J@?) zZ7%vcc3i%Y$kYKb5;GQn+!r&QxDVowR%th|oztFiEqls(`SOA8o!0=anba^;a@#ke z!Yunp%DB*W@A_G6m%c?cGEek1<;N!(celP1_YWGAV??C=lAAUA{Hd-wl<{t~*=m<- zM{+!Wx_7=hQFVXfxN??OF1yauYHBYA=H1-yW=FWcZo`Au%LN>AJxabUI|&+Hq}IMt zbz~h9Q}OL03!qI4Af1C<2awL8Zm2}8w$X>bw77XT#QD{!pS^C7@QuMK;>^!pl4Ymc z3AD`36d$eQOPwiPbg&FPOc{s&HnxO~Rl!{2Ic3!RzfeX;Nt5&KRc&va+_|%cw^IL1 zpMam`nYO3D_@jJ7#Vm?q;jI=B!n?@Su~gVU%VkaC>1EJMb7v7LWim{1X1yqr<5x=v z-_p8q=eL&l;IArE787z8w~#nB-IJ+Z@^M{caNbuS4_**je&}}2wPhSlybDBAu|roH z)V$mL21w()Ri~d38GV~@WAv5)_bSgwGI;$`)7x9__^fddavOY8ShoI?qSqrj)WvrO zK(fj#B^EI|o3fXrPH{~;{3<{)H@6t!ehXsFNNU$E3$y_1CpdF7WC8xx=2kc8B4DLsyD~mxt8iMY;WYRnS3+ZthBX+Py z{s6kzSR6{Yo{^(H;ZMC&>w*31 zQ8Y0=ne-%b_&NkXTGs11bM~|PfC``H0ac_R6I2-$`o`lhUFKJM2l&NO-&1jziqw!< z*G+@a0Zz*EwT-K%nv$sIwW4p_T7=Y>n@eC40{-Z8PjZ0srI4Up+wnhr|Y12j&Sy z$jVJ`==k7A%AEkAS$|VI389+LeJb~T0fr{JO|X*2M{QE1F=C7JFLLki8fG~h-s0W8 zUsXC}KD9h1?4bL^0eqL7?R4rp$BCQ z&t!?Q?&VBPSIFyzGX6rkw@triTf4j(&6Dut#EFf*9--Fd@)F*Af@kAKvlf*v-rpog zmHPWlu4lLOaLT348$Da=QHwZs`W#mJR@Jc|_0(y1J^@$nB7j4DXfVPi|oX z&CBL%sjor&7xiiz02by7k=TIyu0=htZ_c{y#yG5+XyZN9S*^TVcT4CZZh8vUaYuKW zh#AM~%i2ejDRb=sIqw#XqTGmwhfs)6iL#h3cQ{e$$}6IrPx^5Y8nA3jq-B+`8qK!C z{r=q1mlp$vk~p8;7L0ya{vH#mK)OXKIlt^C6(HRxQQ252y`7fQJpCbSUw&;}CJ>G8 zKCatX7ub4}K9Md*eIS~oWlUUEL+mw5T%|l)@G#4-d$YkP7va?JA16Swk|>xqpq@K~ zeb;Q4KSgbD9oe3^X9vzl87BS2)($3dvN-Xg>ooi5m&U+T&l5LLq1)6tF7|xJ4VIb@ zRwjOU_8_h;$sYH}_GPsKVUyxr6p8acUsweh>(v@}({r})E!WJ)Er!%LARy&VLyR2< zuy+&ykGHt1WrlB>rheL1pAN5tACKiW-g?y__A~OUI}VVneX$nL&=jJF1_R=Z50*=? zYOPC(ubSS|e~s@t*vF*A)?4i~-(0nk5gty@3DJgx7P4cRQtPG7g_^v!ik;40M@onIKk{DQkFe<#pmcy@Dha&>${3}B z)=6qZu4?5=?zQEicms4CPbLwc^4JS`JwZ|!{u>3Y*Cm|OP?>jE7hD8?nZpZX&H^uda6epdA`~yyg3=K1_i^&lfTV0d zj2_DHT~)ZU+P_lOrQkckSV~XqB}puntq$L<*3SOcnnypZM=Un`Tw!$;`ID5L3fIc0 zN)@U$N$K$VGG27u4I~%CnV7mFXHVtWP&%}cg{pO3M@BH=MaL_iO3ug$49<;M>@MN| z%Z4f33a3&f<#(H6h4E?c_1fQ%^CA}0CZOp2oZVBea8h~Iy5?T%LzwW!n}C-h_OF`E zVZ!cRuTCrC^Hfu;DIL-oiL0pbO2QTJTPPhkK_(=jgn>7ZcTX$Hek#G=oK`aac&5O6 zS}8U|8ftJ>`H}v#4N&<+@U#t3c@gqI-_enV!4+FX_|;zN*B363hoAmOz*n7@!glTx zyf1~@ADd+IeNE?`SQBVZHZLjTX}@Y+eFW!%0!Gwt+iTB;fww$#+plJ^@*vXJ|7L*J zap8jm-_0-Km5sGj6vE z3N~Xkw*#4i%#1Xk_mdKQ5qobE5N?KJL4)x+O{`SI$y|w*hqp*emj+sz2A()N>-aZS z02DgG{0qQz{prKBdQs>gHnWCD&TcE(kITCydP%ZzE8{DDt zfq8CiQJ*}3w_;(QSsAW7YmkCl89}6n)E{&t&so%@#-@Bv;D>%;fI?<5BN#Dz_%_7I z0Xmoni1ct9QE}0_okBp=z2|Zj>$EkSk#=^v`HPT)q9iYoTAwMpAy3a3T{CS(5F_S8 zvyzQfn4fjnLEU3yx52jX_S~xu8L1WLK6iJSZYso)dbotTBlrN#C%|+#dD0f`D=2Kb ztz%KjS0zlv*I|U6MZA;Ok%91w@Du`~=G3Hr2A1M?lQ@zt)4sGmQ*!^&!ky$U`I}t~ z+Jfrg!s`4N{m{iBqTZ{WLUFv!5MyFMyqI3zMd%)?C5Bk?xk64Ziwpmj>FVBvIJAt* z1HYd6Yt|m&0|QhydUWqSK^GksXxs`>2QkrLJTGsjY}x^3MnFU3!A^&$ZV8o}exrq3 zzzf@FiSzT>m6CH3FZ3Di*BqFA_%uTGsa>Thon~ESYRg;YgD{9O&-HER&fq#EYS4ew zNzP6!!*J-GT@QYMGUK0Dn#AlEOXNc7RG*pi79O`YjIoUzNVAP56DJM)7<;#D%cgVCSYc^Bm^gPa zRE;lCasEZY1li);Y}jYh-VV+6(JpI$4p#APC5C^9fG(OCHktQ^sDqekhCJy^Qd|!4 zLk#I2!NxshfL-MoRMp}x4rwso``I+hU*^E=J(+UbHfi`lhY|Dl9WNDP=2&R zD_EYbMOY1{iCG7#o%(%kH?xeFRIXiMazSitN}Fd2bEuamfnyHXmsMh}J(5zJqw=4`vGoJ9Tplp?`2~hs?6L&8(jTb%eL+dA1Gv7O zOCVneFFM)C@g!|}{~8^Pho*kkXsdK=*_|Fy?)_H75BH6xb(9|yR|ftL15fQp*j3Tg zi($~brRpj|>K6`RUKs_(J7Kn6tM z$S-Hx9ck0j3<_)DM~<25Ly|04ei~_5%h5Luopt67K3FtEUuEAUG>+{P*5%7b+@9}u z^#eqQZFye0fsBaWZ;{J|PK*E%V)=pn z7VAJJuCgcXD&@>`B@2cW?|Ixuwksxr6ZRv1bi6;^+yAXo>EAp7|C@Iy2*0@(ecPVo zn}n)C?T&c*OJXs~Nb~r0e>^e>P$a>No;j^KPT6Fc4Q}<@LvuejD ziIcTt?~d~P_I)>$<4iG5WBt2`!^r2*b!iIo9U@aW6c#RmN2by(izF)5JlXi*RB6S> zb8o6eym~IQs{q2kcT`&p9q;p$te%^euv;6dgYz99c1_o3dE>;Fo9%9Hj*X9C>(|^% zY|yMbMTjoxhGHE8sSXX00x+0*LhMr#&-TFy_xE(*xf#8JtCcf}igv>m8XL8JO{m2p zU%@nJjm82~3c892%eXAGTw{z*eIb`wKJvxRN*#638CDxo(EOm=%pR2>xpU;VFPPeI z`c48>nHQ$fvAWqf_YnGJlyF}$jYriVRdIx{>c?yrE7-@XP=XjE5}o0uT~+d_wR@N8 z>PwH(eS6Z#puP8R?x$TB!QiMRv<0q!w~gAtEcPjN5*|w>c6=FvJYswC1GhQcS&zSK zk5mTh<{lPx;addU#B`w15wM@iv%`Hoc=9t+?^_J!$G=3*v1-a#S!4uoJiU%os4~On zPvXqVXmOfa`w=|Qn}bpf&Z;X{w7JhyE2^4_kjy{kqt9|^@aykcS&hl?i85P|;Ttgy z;p{&#@36pe^+Q9p7JXH<%Y2z^+?YLO>Zi2~;FaoZl;`#-E_EAGd>p2pir;X*72mLlC=)Z&JgS(}oHt3T?=+ zrJYC^P>5Bze!2+s;L#Yi2Yt67?2-+8o`*@3^%fOo^WEqn#dV;IN%q2v1P?)VBqS4n=1?H!7V7CvrZ zdr&+z3BmaLEZxlDFP=%g4Co!&rRd(x$E7tb?1E_HeJzb?Z~d)I{^|m0HyNjShMg$w z;blm9i<{WU`R2k+I4{{XEURL}qb diff --git a/docs/articles/resistance_predict.html b/docs/articles/resistance_predict.html index 2ef2ffe9..15e5cc33 100644 --- a/docs/articles/resistance_predict.html +++ b/docs/articles/resistance_predict.html @@ -305,7 +305,9 @@ filter(mo_gramstain(mo) == "Gram positive") %>% resistance_predict(col_ab = "vanc", year_min = 2010, info = FALSE) %>% ggplot_rsi_predict() -#> NOTE: Using column `date` as input for `col_date`. +#> [1] "is any" +#> [1] "is any" +#> NOTE: Using column `date` as input for `col_date`.

Vancomycin resistance could be 100% in ten years, but might also stay around 0%.

You can define the model with the model parameter. The default model is a generalised linear regression model using a binomial distribution, assuming that a period of zero resistance was followed by a period of increasing resistance leading slowly to more and more resistance.

@@ -350,7 +352,9 @@ filter(mo_gramstain(mo) == "Gram positive") %>% resistance_predict(col_ab = "vanc", year_min = 2010, info = FALSE, model = "linear") %>% ggplot_rsi_predict() -#> NOTE: Using column `date` as input for `col_date`. +#> [1] "is any" +#> [1] "is any" +#> NOTE: Using column `date` as input for `col_date`.

This seems more likely, doesn’t it?

The model itself is also available from the object, as an attribute:

diff --git a/vignettes/benchmarks.Rmd b/vignettes/benchmarks.Rmd index 7fea7540..46b94f6a 100755 --- a/vignettes/benchmarks.Rmd +++ b/vignettes/benchmarks.Rmd @@ -52,7 +52,7 @@ S.aureus <- microbenchmark(as.mo("sau"), print(S.aureus, unit = "ms", signif = 3) ``` -In the table above, all measurements are shown in milliseconds (thousands of seconds). A value of 10 milliseconds means it can determine 100 input values per second. It case of 50 milliseconds, this is only 20 input values per second. The more an input value resembles a full name, the faster the result will be found. +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: