From 2db96bfb24fa142fc353d7d0595559664928236b Mon Sep 17 00:00:00 2001 From: karatsang Date: Fri, 20 Mar 2026 14:08:38 -0400 Subject: [PATCH 1/2] adding vignette and styling import_pheno.R --- R/import_pheno.R | 23 +- ...pneumoMeropenem_ComparingAMRgenotypers.Rmd | 1123 +++++++++++++++++ 2 files changed, 1135 insertions(+), 11 deletions(-) create mode 100644 vignettes/KpneumoMeropenem_ComparingAMRgenotypers.Rmd diff --git a/R/import_pheno.R b/R/import_pheno.R index dddcdb8..668d7d9 100644 --- a/R/import_pheno.R +++ b/R/import_pheno.R @@ -2228,17 +2228,18 @@ import_phoenix_ast <- function(input, #' ) #' } import_sirscan_ast <- function( - mic_file = NULL, - disk_file = NULL, - interpr_file = NULL, - source = NULL, - species = NULL, - ab = NULL, - instrument_guideline = NULL, - sirscan_codes = sirscan_codes, - interpret_eucast = FALSE, - interpret_clsi = FALSE, - interpret_ecoff = FALSE) { + mic_file = NULL, + disk_file = NULL, + interpr_file = NULL, + source = NULL, + species = NULL, + ab = NULL, + instrument_guideline = NULL, + sirscan_codes = sirscan_codes, + interpret_eucast = FALSE, + interpret_clsi = FALSE, + interpret_ecoff = FALSE +) { if (is.null(mic_file) && is.null(disk_file) && is.null(interpr_file)) { stop("At least one of 'mic_file', 'disk_file', or 'interpr_file' must be provided") } diff --git a/vignettes/KpneumoMeropenem_ComparingAMRgenotypers.Rmd b/vignettes/KpneumoMeropenem_ComparingAMRgenotypers.Rmd new file mode 100644 index 0000000..bf0dbab --- /dev/null +++ b/vignettes/KpneumoMeropenem_ComparingAMRgenotypers.Rmd @@ -0,0 +1,1123 @@ +--- +title: "Example comparing AMR genotypers (Kleborate, AMRFinderPlus, and CARD/RGI)" +author: "Kara Tsang" +output: rmarkdown::html_vignette +vignette: > + %\VignetteIndexEntry{Example comparing AMR genotypers (Kleborate, AMRFinderPlus, and CARD/RGI)} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} +--- + +```{r, include = FALSE} +knitr::opts_chunk$set( + collapse = TRUE, + comment = "#>", + fig.width = 15, + fig.height = 15, + fig.retina = 2, + dpi = 300, + out.width = "100%" +) +``` + +# Introduction + +This vignette demonstrates an example of how to investigate associations between *Klebsiella pneumoniae* meropenem antibiotic susceptibility testing (AST) data and AMR genotype data (Kleborate, AMRFinderPlus and RGI). We will be using the AST data and AMR genotyping outputs for n=1490 isolates from the European Survey of Carbapenemase-Producing Enterobacteriaceae (EuSCAPE) published as ['Epidemic of carbapenem-resistant *Klebsiella pneumoniae* in Europe is driven by nosocomial spread' by David, S., et al. Nature Microbiology, 2016](doi.org/10.1038/s41564-019-0492-8). + +Whole genome sequence reads were downloaded from [NCBI Bioproject PRJEB10018](https://www.ebi.ac.uk/ena/browser/view/PRJEB10018) / [European Nucleotide Archive ERP011196](https://www.ebi.ac.uk/ena/browser/view/ERP011196), trimmed using Trim Galore v0.5.0, and assembled using Unicycler v0.5.0. The assembled genomes were then run through each AMR genotyper: + +- [Kleborate v3.1.3](https://github.com/klebgenomics/Kleborate/releases/tag/v3.1.3) +- [Kleborate version development branch - commit #4ec1dcb](https://github.com/klebgenomics/Kleborate/tree/development) on March 17, 2026 +- [Resistance Gene Idenfier (RGI v6.0.6)](https://github.com/arpcard/rgi/releases/tag/6.0.6) - using the Comprehensive Antibiotic Resistance Database (CARD, v4.0.1) + +AMRFinderPlus results were generated by [EMBL-EBI Antimicrobial Resistance Portal](https://www.ebi.ac.uk/amr/methods/) using +- [AMRFinderPlus v4.0](https://github.com/ncbi/amr/) with [NCBI Reference Gene Catalog](https://www.ncbi.nlm.nih.gov/pathogens/refgene/) database version 2025-07-16.1. + + +## Load the required packages + +```{r setup, warning=FALSE, message=FALSE} +options(repos = c(CRAN = "https://cloud.r-project.org")) +install.packages("remotes") + +# If the package is not installed, load the development version +if (!requireNamespace("AMRgen", quietly = TRUE)) { + devtools::load_all() +} +library(AMRgen) +library(dplyr) +library(ggplot2) +library(cowplot) +library(tidyr) +library(gt) +library(scales) +library(stringr) +library(png) +library(grid) +``` + +# Phenotype Data + +The `download_ebi()` function lets you load phenotype data and interpret susceptible, intermediate, and resistant phenotypes using EUCAST breakpoints and ECOFF. + +``` {r download_ebi_phenotype, warning=FALSE, message=FALSE} +# Download Klebsiella pneumoniae AST data from EBI, filtering for meropenem and re-interpret with EUCAST breakpoints and ECOFF + +kp_mero <- download_ebi( + antibiotic = "meropenem", + species = "Klebsiella pneumoniae", + reformat = TRUE, + interpret_eucast = TRUE, + interpret_ecoff = TRUE +) + +# Filter for isolates in EuSCAPE paper (PMID: 31358985) +kp_mero_euscape <- kp_mero %>% filter(grepl("31358985", source)) + +# There are assemblies from NCBI that are flagged for contamination and supposed to be excluded. For example, see SAMEA3729690 (https://www.ncbi.nlm.nih.gov/datasets/genome/?biosample=SAMEA3729690) + +contaminated_assemblies <- c("SAMEA3729690", "SAMEA3721062", "SAMEA3721052", "SAMEA3720966", "SAMEA3673128", "SAMEA3538742", "SAMEA3721188", "SAMEA3649589", "SAMEA3538652", "SAMEA3649503", "SAMEA3538911", "SAMEA3727711", "SAMEA3649452", "SAMEA3649453", "SAMEA3649454", "SAMEA3649467", "SAMEA3721063", "SAMEA3538862", "SAMEA3538667", "SAMEA3673004", "SAMEA3729818", "SAMEA3729660", "SAMEA3673078", "SAMEA3673097") + +# Remove contaminated assemblies from phenotype list +kp_mero_euscape <- kp_mero_euscape %>% + filter(!id %in% contaminated_assemblies) +``` + +## Phenotype Data Summary + +Summarize the downloaded phenotype data and plot the minimum inhibitory concentration (MIC) distributions with EUCAST breakpoints and ECOFF. + +```{r phenotype_summary, fig.height=5} +# Summary of meropenem phenotype data including S/I/R count using EUCAST breakpoint and ECOFF +summarise_pheno(kp_mero_euscape, pheno_cols = c("pheno_eucast", "ecoff")) + +# MIC distribution coloured by phenotype interpretation using EUCAST breakpoint +assay_by_var( + pheno_table = kp_mero_euscape, + antibiotic = "Meropenem", + measure = "mic", + colour_by = "pheno_eucast", + species = "Klebsiella pneumoniae" +) + +# Summary of meropenem phenotypes using ECOFF +kp_mero_euscape %>% count(ecoff) + +# MIC distribution coloured by ECOFF +assay_by_var( + pheno_table = kp_mero_euscape, + antibiotic = "Meropenem", + measure = "mic", + colour_by = "ecoff", + species = "Klebsiella pneumoniae" +) +``` +# Kleborate + +[Kleborate](https://github.com/klebgenomics/Kleborate) screens *Klebsiella pneumoniae* species complex (KpSC) genome assemblies to identify sequence types (MLST), species, antimicrobial resistance (AMR) genes, virulence loci (e.g., yersiniabactin, aerobactin), and capsule/LPS serotypes (K and O antigens), published [here]( https://doi.org/10.1038/s41467-021-24448-3). It can be run on the [command line](https://github.com/klebgenomics/Kleborate) or via [Pathogenwatch](https://pathogen.watch/). + +## Import Kleborate Genotype Data + +The `import_kleborate()` function imports the output table from [Kleborate](https://github.com/klebgenomics/Kleborate), extracts the AMR genotyping data, and formats it to be used with AMRgen functions. + +Mutation notation in Kleborate changed after v3.1.3 to adhere to [HGVS Nomenclature](https://hgvs-nomenclature.org/stable/), so: + +- To import Kleborate output <=v3.1.3 (using informal nomenclature (e.g. [gene]-[mutation], [gene]-X%, OmpK36GD)), in the `import_kleborate()` function, set `hgvs = FALSE`. + +- To import Kleborate output >v3.1.3 (using HGVS Nomenclature), in the `import_kleborate()` function, set to `hgvs=TRUE` (which is already the default option). + +We are importing the latest version of Kleborate which is in the [development branch - commit #4ec1dcb](https://github.com/klebgenomics/Kleborate/tree/development) from March 17, 2026. This version uses HGVS Nomenclature for describing mutations and includes an updated AMR database compared to the most recent [Kleborate release v3.2.4](https://github.com/klebgenomics/Kleborate/releases/tag/v3.2.4). + +```{r import_kleborate_dev} +# Updated Kleborate results from the development branch as of March 17, 2026 (commit #4ec1dcb) +head(kleborate_raw, n = 10) + +# Import Kleborate +kleborate_dev <- import_kleborate(kleborate_raw) + +# View summary of genotypes +summarise_geno(kleborate_dev) +``` + +## Kleborate Genotype and Phenotype Summary + +Summarize how many markers are associated with the beta-lactam and carbapenem drug class since Kleborate only operates at a drug class level. + +```{r kleborate_geno_pheno} +summarise_geno_pheno(kleborate_dev, kp_mero_euscape, + pheno_cols = c("pheno_eucast", "ecoff") +) +``` +## Generate Binary Matrix for Kleborate AMR Markers + +Generate a table that includes each sample per row and its associated phenotype data, with each AMR marker assigned to its individual column. Within each AMR marker column, a `1` indicates the presence and `0` indicates the absence of the AMR marker in that sample. + +```{r kleborate_binary_matrix} +kleborate_binary_matrix <- get_binary_matrix( + geno_table = kleborate_dev, + pheno_table = kp_mero_euscape, + antibiotic = "Meropenem", + drug_class_list = c("Carbapenems"), + sir_col = "pheno_eucast", + keep_assay_values = TRUE, + keep_assay_values_from = "mic", + marker_col = "marker.label" +) + +head(kleborate_binary_matrix, n = 10) +``` +## Solo PPV Analysis for Kleborate AMR Markers + +To understand the individual contribution of an AMR marker found `solo` (i.e., in the absence of another carbapenem resistance determinant), we use the `solo_ppv_analysis()` function. + +The `combined_plot` is a visual representation of each AMR marker found solo, the phenotypic distribution of isolates, and the positive predictive values (PPVs). The `solo_stats` table provides the PPVs, standard error (se), lower confidence interval (ci.lower), and upper confidence interval (ci.upper). + +```{r kleborate_soloPPV, fig.height=6} +soloPPV_kleborate_mero <- solo_ppv_analysis(binary_matrix = kleborate_binary_matrix) + +soloPPV_kleborate_mero$solo_stats +``` +## Combinatorial PPV Analysis for Kleborate AMR Markers + +To understand the contribution of AMR markers found in combination with one another, we use the `ppv()` function. +The `plot` is a visual summary of each AMR marker combination observed in an UpSet plot format, including phenotypic distribution and PPVs for each combination. The `summary` table includes each AMR marker combination observed, including number of resistant isolates, positive predictive values, and median assay values (and interquartile range) where relevant. + + +```{r kleborate_comboPPV, fig.height=10} +comboPPV_kleborate_mero <- ppv( + binary_matrix = kleborate_binary_matrix, + order = "value", + min_set_size = 2, + antibiotic = "Meropenem", + upset_grid = TRUE, + plot_assay = TRUE, + assay = "mic" +) + +comboPPV_kleborate_mero$summary +``` + +## UpSet Plot for Kleborate AMR Markers + +Similar to the previous `ppv()` function, the `amr_upset()` function will generate a `summary` table and `plot` that shows the combinations of AMR markers found in the isolates and their phenotypic distribution. The `plot` from `amr_upset()` is similar to the `plot` generated by the previous `ppv()` function, but missing the PPV panel. + +```{r kleborate_upset_plot, fig.height=10} +# Changing the OmpK35:- and OmpK36:- labels to match the figures used in AMRgen paper (for figure aesthetics) +kleborate_binary_matrix_plotting <- kleborate_binary_matrix %>% + rename(`OmpK36-Δ` = `OmpK36..-`) %>% + rename(`OmpK35-Δ` = `OmpK35..-`) + +kp_mic_upset_kleborate <- amr_upset(kleborate_binary_matrix_plotting, assay = "mic", bp_R = "8", bp_S = "2", ecoff_bp = "0.125", min_set_size = 1) +kp_mic_upset_kleborate$summary +``` +## Group Kleborate AMR Markers + +Since there are a number of carbapenem resistance gene alleles, we want to group them by their respective gene families (e.g., KPC, VIM, OXA, etc.) to simplify. In addition, we want to generalize porin defects, so any OmpK35 or OmpK36 mutation detected with a `Ter` or `del` in the HGVS nomenclature, we will group together as `OmpK35-\u0394` or `OmpK35-\u0394` representing a loss/truncation of the protein. + +```{r kleborate_grouping} +# Selecting the relevant columns for relabeling and plotting later +kp_mero_euscape_mic <- kp_mero_euscape %>% select(id, measurement) +kp_Carb_kleborate_euscape <- kleborate_raw %>% select(strain, Omp_mutations, Bla_Carb_acquired) +kp_kleborate_mic_euscape <- left_join(kp_mero_euscape_mic, kp_Carb_kleborate_euscape, by = c("id" = "strain")) + +# Grouping by carbapenem resistance genes into their gene family +kp_kleborate_mic_euscape <- kp_kleborate_mic_euscape %>% + mutate(Carb = case_when( + grepl(";", Bla_Carb_acquired) ~ "multiple", + grepl("KPC", Bla_Carb_acquired) ~ "KPC", + grepl("NDM", Bla_Carb_acquired) ~ "NDM", + grepl("OXA", Bla_Carb_acquired) ~ "OXA", + grepl("VIM", Bla_Carb_acquired) ~ "VIM", + grepl("IMP", Bla_Carb_acquired) ~ "IMP", + grepl("CTX-M", Bla_Carb_acquired) ~ "CTX-M", + TRUE ~ "none" + )) %>% + # Assigning wildtype (wt) or mutation (mut) porin status (i.e., any change from wt is considered mut) + mutate(Porin = if_else(Omp_mutations == "-", "wt", "mut")) + +# Grouping porin mutations +kp_kleborate_mic_euscape <- kp_kleborate_mic_euscape %>% + mutate(ompK35_label = case_when( + grepl("OmpK35[^;]*(Ter|del)", Omp_mutations) ~ "OmpK35-\u0394", + TRUE ~ "OmpK35-wt" + )) %>% + mutate(ompK36_label = case_when( + grepl("OmpK36[^;]*(Ter|del)", Omp_mutations) ~ "OmpK36-\u0394", + grepl("OmpK36:p.134_135insGD", Omp_mutations) ~ "OmpK36:p.134_135insGD", + grepl("OmpK36:p.136_137insTD", Omp_mutations) ~ "OmpK36:p.136_137insTD", + grepl("OmpK36:c.25C>T", Omp_mutations) ~ "OmpK36:c.25C>T", + grepl("OmpK36:p.135_136insD", Omp_mutations) ~ "OmpK36:p.135_136insD", + TRUE ~ "OmpK36-wt" + )) %>% + mutate(porin_label = paste0(ompK35_label, "; ", ompK36_label)) %>% + mutate(porin_label = str_replace_all(porin_label, "OmpK35-wt; OmpK36-wt", "wt OmpK35 OmpK36")) %>% + mutate(porin_label = str_replace_all(porin_label, "OmpK35-wt; OmpK36-\u0394", "OmpK36-\u0394")) %>% + mutate(porin_label = str_replace_all(porin_label, "OmpK35-wt; OmpK36:c.25C>T", "OmpK36:c.25C>T")) %>% + mutate(porin_label = str_replace_all(porin_label, "OmpK35-wt; OmpK36:p.134_135insGD", "OmpK36:p.134_135insGD")) %>% + mutate(porin_label = str_replace_all(porin_label, "OmpK35-wt; OmpK36:p.135_136insD ", "OmpK36:p.135_136insD")) %>% + mutate(porin_label = str_replace_all(porin_label, "OmpK35-\u0394; OmpK36-wt", "OmpK35-\u0394")) %>% + mutate(porin_label = str_replace_all(porin_label, "OmpK35-wt; OmpK36:p.135_136insD", "OmpK36:p.135_136insD")) + +# Setting the orders for plotting +kp_kleborate_mic_euscape$Porin <- factor(kp_kleborate_mic_euscape$Porin, levels = c("wt", "mut")) +kp_kleborate_mic_euscape$Carb <- factor(kp_kleborate_mic_euscape$Carb, levels = c("none", "KPC", "NDM", "OXA", "VIM", "IMP", "CTX-M", "multiple")) +kp_kleborate_mic_euscape$porin_label <- factor(kp_kleborate_mic_euscape$porin_label, + levels = c( + "wt OmpK35 OmpK36", + "OmpK35-\u0394", + "OmpK35-\u0394; OmpK36:p.134_135insGD", + "OmpK35-\u0394; OmpK36-\u0394", + "OmpK35-\u0394; OmpK36:p.136_137insTD", + "OmpK35-\u0394; OmpK36:c.25C>T", + "OmpK35-\u0394; OmpK36:p.135_136insD", + "OmpK36-\u0394", + "OmpK36:p.134_135insGD", + "OmpK36:p.135_136insD", + "OmpK36:c.25C>T" + ) +) +``` + +## Plot the Grouped Kleborate AMR Markers + +We will now generate a combined box plot + scatter plot that shows each isolate with its meropenem MIC value, generalized grouping of carbapenem resistance gene families and porin status, with detailed porin information. + +```{r kleborate_grouping_plot, fig.height=6, fig.width=8} +# Counting the porin types to be used in the plot +counts <- kp_kleborate_mic_euscape %>% + count(porin_label) + +labels_with_n <- setNames( + paste0(counts$porin_label, " (n=", counts$n, ")"), + counts$porin_label +) + +# Generate the plot +kp_kleborate_grouped_plot_nolabel <- ggplot( + kp_kleborate_mic_euscape, + aes("", as.numeric(measurement)) +) + + geom_boxplot(width = 0.7, outlier.shape = NA) + + geom_jitter(aes(color = porin_label), size = 1.5, alpha = 0.7) + + scale_color_manual( + name = "Porin Status", + values = c( + "wt OmpK35 OmpK36" = "grey", + "OmpK35-\u0394" = "#DE4BAD", + "OmpK35-\u0394; OmpK36:p.134_135insGD" = "#3B81E3", + "OmpK35-\u0394; OmpK36-\u0394" = "#7FB550", + "OmpK35-\u0394; OmpK36:p.136_137insTD" = "#ff8a5e", + "OmpK35-\u0394; OmpK36:c.25C>T" = "#733808", + "OmpK35-\u0394; OmpK36:p.135_136insD" = "pink", + "OmpK36-\u0394" = "#fff2a6", + "OmpK36:p.134_135insGD" = "#935BBD", + "OmpK36:p.135_136insD" = "red", + "OmpK36:c.25C>T" = "black" + ), + labels = labels_with_n + ) + + + # log2 scale for MIC distribution + scale_y_continuous( + trans = "log2", breaks = c(0.25, 0.5, 1, 2, 4, 8, 16, 32), + name = "Meropenem MIC (mg/L)" + ) + + + # horizontal reference lines for EUCAST and ECOFF + geom_hline(yintercept = 2, linetype = "solid", color = "black", linewidth = 0.4) + + geom_hline(yintercept = 8, linetype = "solid", color = "black", linewidth = 0.4) + + geom_hline(yintercept = 0.125, linetype = "dashed", color = "black", linewidth = 0.4) + + facet_grid( + . ~ Carb + Porin, + switch = "x" + ) + + theme_bw() + + theme( + strip.placement = "outside", + strip.background = element_blank(), + panel.border = element_blank(), + panel.grid = element_blank(), + panel.spacing = unit(0, "lines"), + axis.line = element_line(color = "black", linewidth = 0.4), + plot.margin = margin(5.5, 5.5, 5.5, 60) + ) + + labs(x = "") + +kp_kleborate_grouped_plot <- kp_kleborate_grouped_plot_nolabel + +# Adding the "Carb" and "Porin" bolded labels to the plot +kp_kleborate_grouped_plot_label <- ggdraw(kp_kleborate_grouped_plot) + + draw_label("Carb", x = 0.08, y = 0.11, hjust = 0, fontface = "bold", size = 10) + + draw_label("Porin", x = 0.08, y = 0.065, hjust = 0, fontface = "bold", size = 10) + + +kp_kleborate_grouped_plot_label +``` + +From the above `kp_kleborate_grouped_plot_label` plot (with ECOFF = 0.125mg/L, EUCAST Susceptible breakpoint at <=2mg/L, EUCAST Resistant breakpoint >8mg/L), we can see that in isolates: + +- with no carbapenemase and wildtype (wt) porin, the median meropenem MIC is <0.25mg/L. +- with any porin defect (no carbapenemase), the median meropenem MIC is elevated to 1mg/L. + +Across isolates with only a single carbapenemase (and wildtype porin), median MICs generally remained below the EUCAST resistant breakpoint (>8 mg/L), except for those carrying NDM, IMP, or multiple carbapenemases, which exceeded the resistant breakpoint. + +Notably, isolates with KPC or OXA carbapenemases had median MICs ≤2 mg/L and the presence of a porin defect increased the median MICs to above the EUCAST resistant breakpoint. + +## Mean (Median) Meropenem MIC Table + +While the `kp_kleborate_grouped_plot_label is useful for visually inspecting the median MIC values, to numerically show the mean (median) meropenem MIC (mg/L) for isolates with different carbapenem resistance gene families and porin statuses, we will generate a table. + +```{r kleborate_mic_table} +# Simplifying porin status +kp_kleborate_mic_euscape <- kp_kleborate_mic_euscape %>% + mutate(ompK35 = case_when( + grepl("OmpK35[^;]*(Ter|del)", Omp_mutations) ~ "\u0394", + TRUE ~ "wt" + )) %>% + mutate(ompK36 = case_when( + grepl("OmpK36[^;]*(Ter|del)", Omp_mutations) ~ "\u0394", + grepl("OmpK36:p.134_135insGD", Omp_mutations) ~ "Loop mutation", + grepl("OmpK36:p.136_137insTD", Omp_mutations) ~ "Loop mutation", + grepl("OmpK36:p.135_136insD", Omp_mutations) ~ "Loop mutation", + grepl("OmpK36:c.25C>T", Omp_mutations) ~ "c25t mutation", + TRUE ~ "wt" + )) + +# Convert the table into wide format with porin status as rows and carbapenemase status as columns +mean_MIC_table <- kp_kleborate_mic_euscape %>% + group_by(ompK35, ompK36, Carb) %>% + summarise( + mean_MIC = round(mean(as.numeric(measurement), na.rm = TRUE), 1), + median_MIC = round(median(as.numeric(measurement), na.rm = TRUE), 1), + .groups = "drop" + ) %>% + mutate(mean_median = paste0(mean_MIC, " (", median_MIC, ")")) %>% + select(-mean_MIC, -median_MIC) %>% + pivot_wider( + names_from = Carb, + values_from = mean_median + ) %>% + select(ompK35, ompK36, none, KPC, NDM, OXA, VIM, IMP, `CTX-M`, multiple) %>% + mutate(order_group = case_when( + ompK35 == "wt" & ompK36 == "wt" ~ 1, + ompK35 == "\u0394" & ompK36 == "wt" ~ 2, + ompK35 == "\u0394" & ompK36 == "Loop mutation" ~ 3, + ompK35 == "\u0394" & ompK36 == "c25t mutation" ~ 4, + ompK35 == "\u0394" & ompK36 == "\u0394" ~ 5, + ompK35 == "wt" & ompK36 == "Loop mutation" ~ 6, + ompK35 == "wt" & ompK36 == "c25t mutation" ~ 7, + ompK35 == "wt" & ompK36 == "\u0394" ~ 8, + TRUE ~ 9 + )) %>% + arrange(order_group) %>% + select(-order_group) + + +# Make the table aesthetically pleasing +mean_MIC_table_aes <- mean_MIC_table %>% + gt() %>% + cols_label( + ompK35 = html("OmpK35"), + ompK36 = html("OmpK36"), + none = html("None"), + KPC = html("KPC"), + NDM = html("NDM"), + OXA = html("OXA"), + VIM = html("VIM"), + IMP = html("IMP"), + `CTX-M` = html("CTX-M"), + multiple = html("Multiple") + ) %>% + tab_spanner( + label = html("Porin status"), + columns = c("ompK35", "ompK36") + ) %>% + tab_spanner( + label = html("Carbapenemase status"), + columns = c("none", "KPC", "NDM", "OXA", "VIM", "IMP", "CTX-M", "multiple") + ) %>% + fmt_missing( + columns = everything(), + missing_text = "-" + ) %>% + # Background color based on EUCAST breakpoints + data_color( + columns = c("none", "KPC", "NDM", "OXA", "VIM", "IMP", "CTX-M", "multiple"), + fn = function(x) { + numeric_vals <- as.numeric(str_extract(x, "^[0-9.]+")) + + case_when( + is.na(numeric_vals) ~ "transparent", + numeric_vals <= 2 ~ "#3CAEA3", + numeric_vals <= 8 ~ "#F6D55C", + numeric_vals > 8 ~ "#ED553B" + ) + } + ) %>% + # Changing orange cells to have white font so it is easier to see the numbers + data_color( + columns = c("none", "KPC", "NDM", "OXA", "VIM", "IMP", "CTX-M", "multiple"), + fn = function(x) { + numeric_vals <- as.numeric(str_extract(x, "^[0-9.]+")) + + case_when( + is.na(numeric_vals) ~ "black", + numeric_vals > 8 ~ "white", + TRUE ~ "black" + ) + }, + apply_to = "text" + ) %>% + # aligning columns + cols_align( + align = "center", + columns = everything() + ) %>% + # text options + tab_options( + table.font.names = "Arial", + table.font.size = 14, + heading.title.font.size = 16, + table.border.top.color = "black", + table.border.bottom.color = "black" + ) %>% + # column widths + cols_width( + ompK35 ~ px(125), + ompK36 ~ px(125), + everything() ~ px(100) + ) + +# Adding title and legend for colour +mean_MIC_table_aes <- mean_MIC_table_aes %>% + tab_header( + title = html("Mean (Median) Meropenem Minimum Inhibitory Concentration (mg/L)"), + subtitle = html( + " + EUCAST clinical breakpoint: + Susceptible (≤ 2 mg/L)   + Intermediate (susceptible, increased exposure; 2–8 mg/L)   + Resistant (> 8 mg/L) + " + ) + ) + +mean_MIC_table_aes +``` + +In the `mean_MIC_table_aes` table above, you can see that isolates have: +- a mean meropenem MIC of 0.3mg/L, when they have wildtype OmpK35/36 porin status with no carbapenemase +- a mean meropenem MIC that exceeds the EUCAST R breakpoint (>8mg/L) when a KPC, NDM, or IMP or multiple carbapenemases are harboured + +Specifically, for OXA-encoding isolates, the only porin defect that does not change the median meropenem MIC is OmpK35-Δ, whereas all other porin defects shift the median MIC to 16-32mg/L. + +Isolates with VIM carbapenemases alone had a median MIC of 2 mg/L, which increased to 8 mg/L when combined with porin defects (particularly OmpK36-Δ or the loss of both porins). + +The only porin defects that raise the mean meropenem MIC above EUCAST S breakpoint (<=2mg/L) are: + +- OmpK35-Δ and OmpK36 β-strand Loop 3 insertion, +- OmpK35-Δ and OmpK36-Δ, +- OmpK36 β-strand Loop 3 insertion, +- OmpK36-Δ + +In summary, the presence of any carbapenemase with any porin defect elevates the mean meropenem MIC to above the EUCAST R breakpoint, with the exception of isolates harbouring an OXA carbapenemase and OmpK35-Δ. + +### Make Figure for AMRgen manuscript + +The code below combines the UpSet plot (created using the `amr_upset()` function), the grouped carbapenemase/porin status plot, and the mean (median) meropenem MIC table to be used in the AMRgen manuscript. + +```{r, eval=FALSE} +# Save the table as a temporary file to retrieve it later when combining the panels +tmp <- tempfile(fileext = ".png") + +gtsave( + mean_MIC_table_aes, + tmp, + vwidth = 4000, + vheight = 300 +) + +table_grob <- rasterGrob( + png::readPNG(tmp), + interpolate = TRUE +) + +# Add whitespace to the right and left of table +table_with_padding <- plot_grid( + NULL, # left spacer + table_grob, + NULL, # right spacer + ncol = 3, + rel_widths = c(0.001, 0.85, 0.149) # 5% white on each side +) + +# Save the figure with panel labels +ggsave("Figure5_Kp_EuSCAPE.png", + plot = plot_grid( + kp_mic_upset_kleborate$plot, + kp_kleborate_mic_euscape_plot_label, + table_with_padding, + labels = c("a)", "b)", "c)"), + ncol = 1, + rel_heights = c(1, 0.9, 0.5) + ), + width = 12, height = 15, + bg = "white" +) +``` + +# Kleborate (<= v3.1.3) + +## Import Kleborate (<= v3.1.3) Genotype Data + +We will now compare the latest version of Kleborate (which we've been using up until this point) [development branch; commit #4ec1dcb](https://github.com/klebgenomics/Kleborate/tree/development) to an older version of Kleborate v3.1.3. The older versions (<=v3.1.3) of Kleborate uses informal nomenclature to describe mutations (e.g. [gene]-[mutation], [gene]-X%, OmpK36GD), whereas the updated version + +```{r import_kleborate} +# View Kleborate output v3.1.3 (using informal nomenclature (e.g. [gene]-[mutation], [gene]-X%, OmpK36GD)) +head(kleborate_raw_v313, n = 10) + +# Use import_kleborate() function and set `hgvs = FALSE` for Kleborate outputs generated from <=v3.1.3 (using non-HGVS nomenclature) +kleborate_v313 <- import_kleborate( + input_table = kleborate_raw_v313, + sample_col = "strain", + hgvs = FALSE +) + +# Summarize genotype table +summarise_geno(kleborate_v313, sample_col = "id", marker_col = "marker.label") +``` + +# Compare Kleborate versions + +Comparing only the carbapenem resistance determinants from an updated version Kleborate (development branch) to a previous version (v3.1.3). + +```{r compare_kleborate} +# Grouping Kleborate development branch carbapenem resistance determinants, so that there is one row per sample +kleborate_dev_markers_grouped <- kleborate_dev %>% + filter(Kleborate_Class == "Omp_mutations" | Kleborate_Class == "Bla_Carb_acquired") %>% + select(id, marker.label) %>% + rename(kleborate = marker.label) %>% + group_by(id) %>% + summarise( + Kleborate_dev_markers = kleborate %>% + sort() %>% + str_c(collapse = ";") + ) + +# Since we know that Kleborate v3.1.3 does not use HGVS notation, we will change the names of the OmpK36 mutations to match HGVS notation for comparison purposes +# After, we group them so there is one row per sample +kleborate_v313_markers_grouped <- kleborate_v313 %>% + filter(Kleborate_Class == "Omp_mutations" | Kleborate_Class == "Bla_Carb_acquired") %>% + select(id, marker.label) %>% + mutate( + marker.label = str_replace_all(marker.label, "OmpK36GD", "OmpK36:p.134_135insGD"), + marker.label = str_replace_all(marker.label, "OmpK36_c25t", "OmpK36:c.25C>T"), + marker.label = str_replace_all(marker.label, "OmpK36TD", "OmpK36:p.136_137insTD") + ) %>% + rename(kleborate = marker.label) %>% + group_by(id) %>% + summarise( + Kleborate_v313_markers = kleborate %>% + sort() %>% + str_c(collapse = ";") + ) + +# Joining Kleborate version tables for comparison +compare_kleborate_versions <- full_join( + kleborate_dev_markers_grouped, + kleborate_v313_markers_grouped +) + +# Comparing Kleborate versions and creating two new columns to show what each version is missing +compare_kleborate_versions <- compare_kleborate_versions %>% + rowwise() %>% + mutate( + dev_missing = { + v313_vec <- str_split(Kleborate_v313_markers, ";")[[1]] + dev_vec <- str_split(Kleborate_dev_markers, ";")[[1]] + missing <- setdiff(v313_vec, dev_vec) + if (length(missing) == 0) NA_character_ else str_c(missing, collapse = ";") + }, + v313_missing = { + v313_vec <- str_split(Kleborate_v313_markers, ";")[[1]] + dev_vec <- str_split(Kleborate_dev_markers, ";")[[1]] + missing <- setdiff(dev_vec, v313_vec) + if (length(missing) == 0) NA_character_ else str_c(missing, collapse = ";") + } + ) %>% + ungroup() + +# Table listing the AMR markers that are missing from Kleborate v3.1.3 +compare_kleborate_versions %>% count(v313_missing, sort = TRUE) + +# Table listing the AMR markers that are missing from the updated Kleborate version +compare_kleborate_versions %>% count(dev_missing, sort = TRUE) +``` + +We can see that there are no carbapenem resistance determinants missed by the updated Kleborate development version, in fact, the new version now additionally calls OmpK36:p.135_136insD (n=12), and OmpK35:- (n=4), and OmpK36:- (n=2) that were previously unidentified. + +Noting that there are no new carbapenem resistance genes identified in this new version of Kleborate which includes an updated AMR database. + +Up until this point, we have only explored using different versions of Kleborate as the AMR genotyper. The next few sections will explore using different AMR genotypers and comparing their results. + +First up, we have AMRFinderPlus! + +# AMRFinderPlus + +NCBI has developed [AMRFinderPlus](https://github.com/ncbi/amr/wiki), a tool that identifies AMR genes, resistance-associated point mutations, and select other classes of genes using protein annotations and/or assembled nucleotide sequence, published [here](https://doi.org/10.1038/s41598-021-91456-0). It can only be used via command line and also has [organism-specific options](https://github.com/ncbi/amr/wiki/Running-AMRFinderPlus#--organism-option). + +## Import AMRFinderPlus Genotype Data + +The download_ebi() can download AMRFinderPlus genotype data from the [EBI AMR portal](https://ftp.ebi.ac.uk/pub/databases/amr_portal/releases/), filter your species of interest, and reformat into AMRgen genotype table. The AMRFinderPlus data being used here is from the [2025-12 release using AMRFinderPlus version v4.0](https://www.ebi.ac.uk/amr/methods/). Noting that as of AMRFinderPlus (v4.2.5), there is additional functionality to identify putatively function disrupting mutations in genes (i.e., ompk35 and ompk36 loss and truncations) that lead to resistance, which Kleborate already identifies. + +```{r download_ebi_amrfp_genotype} +# Download Klebsiella pneumoniae genotype AMRFinderPlus data and re-format the data into an AMRgen genotype table +amrfp <- download_ebi( + data = "genotype", species = "Klebsiella pneumoniae", + reformat = T +) + +# Filter for isolates in EuSCAPE paper with meropenem phenotypes and remove contaminated samples +amrfp <- amrfp %>% filter(id %in% kp_mero_euscape$id) + +# There are assemblies from NCBI that are supposed to be excluded and flagged for contamination. For example, see SAMEA3729690 (https://www.ncbi.nlm.nih.gov/datasets/genome/?biosample=SAMEA3729690) + +contaminated_assemblies <- c("SAMEA3729690", "SAMEA3721062", "SAMEA3721052", "SAMEA3720966", "SAMEA3673128", "SAMEA3538742", "SAMEA3721188", "SAMEA3649589", "SAMEA3538652", "SAMEA3649503", "SAMEA3538911", "SAMEA3727711", "SAMEA3649452", "SAMEA3649453", "SAMEA3649454", "SAMEA3649467", "SAMEA3721063", "SAMEA3538862", "SAMEA3538667", "SAMEA3673004", "SAMEA3729818", "SAMEA3729660", "SAMEA3673078", "SAMEA3673097") + +amrfp <- amrfp %>% + filter(!id %in% contaminated_assemblies) + +# Summary of carbapenem resistance determinants +summarise_geno(amrfp) +``` + +## Compare AMRFinderPlus to Kleborate genotype results + +We are going to compare the AMRFinderPlus results that we just downloaded and the Kleborate development branch results. We know that there are differences between AMRFinderPlus and Kleborate development branch in detecting porin defects: + +- Kleborate development branch does not identify OmpK35_E132K. As per NCBI Reference Gene Catalog, the citation related to this mutation is PMID: 20660684. In the paper, the mutation (ompK35_E132K) is detected in a strain (AIS080884) with an ompk36 mutation (Ser255Thr) that is categorized as low carbapenem resistance. There is no other other literature that experimentally tests this mutation alone, other papers only report the presence of the mutation (often in combination with other mutations/carbapenemases). + +- AMRFinderPlus (% + filter(drug_class == "Carbapenems") %>% + count(marker, sort = TRUE) + +# Massaging AMRfp marker names to match Kleborate names +amrfp_simplified <- amrfp %>% + filter(drug_class == "Carbapenems") %>% + mutate( + marker_amrfp = str_replace_all(marker, "bla", ""), + marker_amrfp = str_replace_all(marker_amrfp, "ompK36_D135DGD", "OmpK36:p.134_135insGD"), + marker_amrfp = str_replace_all(marker_amrfp, "ompK36_D135DD", "OmpK36:p.135_136insD"), + marker_amrfp = str_replace_all(marker_amrfp, "ompK36_T136TDT", "OmpK36:p.136_137insTD") + ) %>% + select(id, marker_amrfp) %>% + rename(AMRfp = marker_amrfp) %>% + group_by(id) %>% + summarise( + AMRfp_markers = AMRfp %>% + sort() %>% + str_c(collapse = ";") + ) + +# Filtering Kleborate AMR markers +# Excluding `OmpK35:-` and `OmpK36:-` since we know that AMRfinderplus (% + filter(Kleborate_Class == "Omp_mutations" | Kleborate_Class == "Bla_Carb_acquired") %>% + select(id, marker.label) %>% + rename(kleborate = marker.label) %>% + filter(!kleborate %in% c("OmpK35:-", "OmpK36:-")) %>% + group_by(id) %>% + summarise( + Kleborate_markers = kleborate %>% + sort() %>% + str_c(collapse = ";") + ) + +# Joining AMRFinderPlus and Kleborate tables +compare_amrfp_kleborate <- full_join( + amrfp_simplified, + kleborate_dev_simplified +) + +# Comparing AMRFinderPlus and Kleborate tables and creating two new columns to show what AMRFinderPlus is missing and what Kleborate is missing +compare_amrfp_kleborate <- compare_amrfp_kleborate %>% + rowwise() %>% + mutate( + Kleborate_dev_missing = { + amr_vec <- str_split(AMRfp_markers, ";")[[1]] + kleb_vec <- str_split(Kleborate_markers, ";")[[1]] + missing <- setdiff(amr_vec, kleb_vec) + if (length(missing) == 0) NA_character_ else str_c(missing, collapse = ";") + }, + AMRfp_missing = { + amr_vec <- str_split(AMRfp_markers, ";")[[1]] + kleb_vec <- str_split(Kleborate_markers, ";")[[1]] + missing <- setdiff(kleb_vec, amr_vec) + if (length(missing) == 0) NA_character_ else str_c(missing, collapse = ";") + } + ) %>% + ungroup() + +# Table listing the AMR markers that are missing from Kleborate (but detected in AMRFinderPlus) +compare_amrfp_kleborate %>% count(Kleborate_dev_missing, sort = TRUE) + +# Table listing the AMR markers that are missing from AMRFinderPlus (but detected in Kleborate) +compare_amrfp_kleborate %>% count(AMRfp_missing, sort = TRUE) +``` + +Since we know there are differences in porin defect detection between Kleborate and AMRFinderPlus, we can focus on the carbapenemase detection. AMRFinderPlus is missing the detection of `CTX-M-33` in one genome and `KPC-12` in another genome. + +### CTX-M-33 + +However, AMRFinderPlus is not "missing" `CTX-M-33` and `KPC-12` in their database. +In the case of `CTX-M-33`, it is detected in n=1 genome and is annotated as conferring resistance to `Cephalosporins (3rd gen.)` instead of `Carbapenems`, which is why it has been excluded from the AMR genotype table since we filtered for `drug_class=="Carbapenems"`. + +```{r amrfp_ctxm33} +# CTX-M-33 is annotated as conferring resistance to Cephalosporins (3rd gen.) and is identified by AMRFinderPlus in Sample SAMEA3721133 +amrfp %>% + filter(gene == "blaCTX-M-33") %>% + select(id, gene, drug_class) + +# Confirming that CTX-M-33 is identified in SAMEA3721133 using Kleborate development branch +compare_amrfp_kleborate %>% + filter(AMRfp_missing == "CTX-M-33") %>% + select(id, AMRfp_markers, Kleborate_markers) + +# Checking phenotype of SAMEA3721133 +kp_mero_euscape %>% + filter(id == "SAMEA3721133") %>% + select(id, mic, pheno_eucast, ecoff) +``` + +The primary literature that describes CTX-M-33 by [Galani, et al.](https://doi.org/10.1016/j.ijantimicag.2006.11.010) describes the clinical strain of *E. coli* 2439 harbouring CTX-M-33, *E. coli* RC85 recipient, and *E. coli* 2439 transconjugant (aka E. coli RC85 recipient + CTX-M-33). The authors performed antibiotic susceptibility tests on *E. coli* RC85 recipient and *E. coli* 2439 transconjugant which showed that MIC for third gen cephalosporins increased, but the MIC for imipenem remained the when harbouring CTX-M-33. In the Comprehensive Antibiotic Resistance Database (CARD, v4.0.1) [CTX-M-33](https://card.mcmaster.ca/ontology/38295) is annotated as conferring resistance to cephalosporins (not carbapenems). The EuSCAPE isolate (SAMEA3721133 from above) only harbours CTM-M-33 and is meropenem resistant. Based on this conflicting evidence, it is unclear if `CTX-M-33` in *K. pneumoniae* confers resistance to carbapenems. The experimental work was performed in an *E. coli* strain and not *K. pneumoniae* and only imipenem was the only carbapenem tested. Additional experimental work and epidemiological support from *K. pneumoniae* strains harbouring CTX-M-33 with carbapenem susceptibility test results is needed to understand the substrate activity of CTX-M-33. + +### KPC-12 + +Similarly, in the case of `KPC-12`, it is detected in n=1 genome using AMRFinderPlus and is annotated as conferring resistance to `Cephalosporins (3rd gen.)` instead of `Carbapenems`, which is why it has been excluded from the genotype table since we filtered for `drug_class=="Carbapenems"`. + +```{r amrfp_kpc12} +# KPC-12 is annotated as conferring resistance to Cephalosporins (3rd gen.) and is identified by AMRFinderPlus in Sample SAMEA3649729 +amrfp %>% + filter(gene == "blaKPC-12") %>% + select(id, gene, drug_class) + +# Confirming that KPC-12 is identified in SAMEA3649729 using Kleborate. It also harbours OmpK36:p.134_135insGD +compare_amrfp_kleborate %>% + filter(AMRfp_missing == "KPC-12") %>% + select(id, AMRfp_markers, Kleborate_markers) + +# Checking phenotype of SAMEA3649729 +kp_mero_euscape %>% + filter(id == "SAMEA3649729") %>% + select(id, mic, pheno_eucast, ecoff) +``` + +The only primary literature discussing KPC-12 is by [Han, et al.](https://doi.org/10.2147/IDR.S465699) where they show that a strain of *E. coli* DH5alpha + empty plasmid vs. *E. coli* DH5alpha + plasmid with `KPC-12` does not change meropenem MIC (0.06mg/L) with small elevation in imipenem (0.25 vs. 1 mg/L) and ertapenem (<=0.12mg/L vs. 0.25 mg/L) MICs. Whereas, *E. coli* DH5alpha + empty plasmid vs. *E. coli* DH5alpha + plasmid with `KPC-12` elevates the MICs for ceftriaxone (<=0.25 vs. >=64 mg/L, 3rd gen cephalosporin) and cefuroxime (8 vs. 256 mg/L, 2nd gen cephalosporin). This experiment was performed in an *E. coli* strain, not *K. pneumoniae*. In the EuSCAPE dataset (from above), there is only one isolate (SAMEA3649729) with KPC-12, which harbours both KPC-12 and OmpK36:p.134_135insGD and is meropenem resistant. Based on this conflicting evidence, it is not clear whether `KPC-12` should be changed to conferring resistance to 3rd generation cephalosporins or carbapenems. Similar to Kleborate, CARD v4.0.1 also has [KPC-12](https://card.mcmaster.ca/ontology/38722) annotated as a carbapenemase. Further experimental work performed in a *K. pneumoniae* strain and having additional evidence from *K. pneumoniae* strains with genotype-phenotype data can help strengthen our understanding of its substrate specificity. + +We will not continue to investigate what is missing in the Kleborate development branch, compared to AMRFinderPlus, for the purpose and lengthiness of this vignette. These two examples act as ways to investigate differences in AMR genotypers and how ultimately, choosing a specific genotyper will impact the foundation upon which we understand AMR genotype-phenotype relationships. + +Next up, we have the Resistance Gene Identifier (RGI)! + +# Resistance Gene Identifier (RGI) + +[RGI](https://github.com/arpcard/rgi) identifies resistance determinants from protein or nucleotide data using homology and mutation models, published [here](https://doi.org/10.1093/nar/gkac920). The software uses reference data from the [Comprehensive Antibiotic Resistance Database](https://card.mcmaster.ca/). It can be run via the [website](https://card.mcmaster.ca/analyze/rgi) or on the [command line](https://github.com/arpcard/rgi). + +CARD is an ontology-drive database including resistance genes, their products, and the antibiotics they confer resistance towards. CARD operates at both a drug class and drug-specific level, where curators can establish `gene confers_resistance_to_drug antibiotic` relationships. Lastly, CARD includes both intrinsic/core and acquired resistance determinants. + +## Import Resistance Gene Identifier (RGI) results + +Import RGI results using the `import_rgi()` function. This function imports and processes genotyping results from RGI extracting antimicrobial resistance determinants and mapping them to standardised drug classes/antibiotics. It also shortens determinant names using `CARD Short Names` as provided by CARD (https://card.mcmaster.ca/download in `aro_index.tsv`). + +**Note**: Check the number of genomes that you expect using `summarise_geno()`. RGI text output will be empty if there are no AMR determinants identified in the submitted genome, so you have to either: + +1) Add sample IDs with no AMR determinants into the `ORF_ID` column of the RGI text output that you are importing, or + +2) List your sample IDs in a vector using the `samples_no_amr=` parameter in the `import_rgi()` function. For example, `import_rgi(rgi_EuSCAPE_raw, samples_no_amr = c("SampleA_noAMR", "SampleB_noAMR", "SampleC_noAMR"))` + +```{r import_rgi} +# Sample IDs with no AMR determinants have been added to rgi_EuSCAPE_raw under the `ORF_ID` column with the rest of the rows left blank +tail(rgi_EuSCAPE_raw, n = 10) + +# Import RGI output with n=1490 isolates +rgi <- import_rgi(rgi_EuSCAPE_raw) + +# Summarize genotype data +summarise_geno(rgi) +``` + +## Generate Binary Matrix for RGI AMR Markers +```{r} +rgi_binary_matrix <- get_binary_matrix( + geno_table = rgi, + pheno_table = kp_mero_euscape, + antibiotic = "Meropenem", + drug_class_list = c("Carbapenems"), + sir_col = "pheno_eucast", + marker_col = "marker.label", + keep_assay_values = TRUE, + keep_assay_values_from = "mic" +) +``` + +## Solo PPV Analysis for RGI AMR Markers +```{r rgi_soloPPV, eval=FALSE} +# No solo markers error when you run solo_ppv_analysis()! Since CARD/RGI includes intrinsic and acquired resistance determinants, there could be intrinsic / core resistance determinants that are found across most (if not all) genomes which obstructs our view of carbapenem resistance determinants found alone. + +soloPPV_rgi_mero <- solo_ppv_analysis(binary_matrix = rgi_binary_matrix) +``` + +As such, we will exclude the core/intrinsic resistance determinants, using their prevalence and exclude any determinants identified across more than 80% of genomes. +```{r rgi_binary_prev_filt} +rgi_binary_matrix_prev80 <- rgi_binary_matrix %>% + select(where(~ { + if (is.numeric(.x)) { + prop_ones <- mean(.x == 1, na.rm = TRUE) # fraction of 1s + prop_ones <= 0.80 # keep only if ≤ 80% prevalent across all genomes + } else { + TRUE + } + })) +``` + +Try running the `solo_ppv_analysis()` function again. +```{r rgi_soloPPV_2, fig.height=5} +soloPPV_rgi_mero <- solo_ppv_analysis(binary_matrix = rgi_binary_matrix_prev80) +# Count number of genomes that have either `MdtQ` or `MdtQ:-` +sum(rgi_binary_matrix_prev80$MdtQ == "1" | rgi_binary_matrix_prev80$`MdtQ..-` == "1", na.rm = TRUE) +``` + +Only MdtQ and MdtQ variants (MdtQ:-) were identified in the absence of other carbapenem resistance determinants. [MdtQ](https://card.mcmaster.ca/ontology/46464) is an outer-membrane porin identified in *K. pneumoniae* - however the primary paper by [Fan, et al. ](10.1016/j.micpath.2023.106325) only reports a clinical strain with MdtQ resistant to carbapenems, but does not show antibiotic susceptibility tests for proper controls of the same strain with MdtQ vs. without MdtQ. In addition, 96% (n=1429/1490) of the EuSCAPE *K. pneumoniae* genomes have MdtQ or a variant of MdtQ, therefore it could be considered a core gene. In summary, because is no compelling evidence that MdtQ confers resistance to carbapenems and that it is likely a core gene, we will exclude it from further analyses. + +```{r rgi_binary_prev_filt_mdtq} +# Exclude MdtQ and MdtQ:- from the binary matrix +rgi_binary_matrix_prev80 <- rgi_binary_matrix_prev80 %>% select(-MdtQ, -`MdtQ..-`) +``` + +Try running the `solo_ppv_analysis()` function... again. + +```{r rgi_soloPPV_3, fig.height=6,fig.height=10} +soloPPV_rgi_mero <- solo_ppv_analysis(binary_matrix = rgi_binary_matrix_prev80) +``` + +We can finally see carbapenem resistance determinants alone! Since RGI does not detect porin defects, many AMR markers are found alone compared to Kleborate's and AMRFinderPlus' `solo_ppv_analysis()` (see below). For example, NDM-1 alone was found in 59 resistant genomes (using RGI), 31 resistant genomes (using Kleborate), and 41 resistant genomes (using AMRFinderPlus). + +```{r, soloPPV_kleborate_show, fig.height=6,fig.height=10} +soloPPV_kleborate_mero +``` + +```{r soloPPV_amrfp} +# Generate binary matrix for AMRFinderPlus +amrfp_binary_matrix <- get_binary_matrix( + geno_table = amrfp, + pheno_table = kp_mero_euscape, + antibiotic = "Meropenem", + drug_class_list = c("Carbapenems"), + sir_col = "pheno_eucast", + keep_assay_values = TRUE, + keep_assay_values_from = "mic" +) +# Solo PPV analysis +soloPPV_amrfp_mero <- solo_ppv_analysis(binary_matrix = amrfp_binary_matrix) +``` + +## Combinatorial PPV Analysis for RGI AMR Markers + +```{r rgi_comboPPV, fig.height=8, fig.width=10} +comboPPV_rgi_mero <- ppv( + binary_matrix = rgi_binary_matrix_prev80, + order = "value", + min_set_size = 2, + antibiotic = "Meropenem", + upset_grid = TRUE, + plot_assay = TRUE, + assay = "mic" +) +# Summary of combinatorial PPV +comboPPV_rgi_mero$summary +``` + +Evidently, RGI does not detect OmpK35 or OmpK36 defects so we can only compare the carbapenemases that are detected by RGI vs. Kleborate development branch. + +## Compare RGI to Kleborate Genotype Results + +```{r rgi_v_kleborate} +rgi_simplified <- rgi %>% + filter(drug_class == "Carbapenems") %>% + filter(`Resistance Mechanism` == "antibiotic inactivation") %>% + select(id, marker.label) %>% + distinct() %>% + rename(rgi = marker.label) %>% + group_by(id) %>% + summarise( + rgi_markers = rgi %>% + sort() %>% + str_c(collapse = ";") + ) + +kleborate_simplified <- kleborate_dev %>% + filter(Kleborate_Class == "Omp_mutations" | Kleborate_Class == "Bla_Carb_acquired") %>% + select(id, marker.label) %>% + rename(kleborate = marker.label) %>% + filter(!grepl("OmpK35|OmpK36", kleborate)) %>% + group_by(id) %>% + summarise( + Kleborate_markers = kleborate %>% + sort() %>% + str_c(collapse = ";") + ) + +compare_rgi_kleborate <- full_join( + rgi_simplified, + kleborate_simplified +) + +compare_rgi_kleborate <- compare_rgi_kleborate %>% + rowwise() %>% + mutate( + Kleborate_missing = { + rgi_vec <- str_split(rgi_markers, ";")[[1]] + kleb_vec <- str_split(Kleborate_markers, ";")[[1]] + missing <- setdiff(rgi_vec, kleb_vec) + if (length(missing) == 0) NA_character_ else str_c(missing, collapse = ";") + }, + rgi_missing = { + rgi_vec <- str_split(rgi_markers, ";")[[1]] + kleb_vec <- str_split(Kleborate_markers, ";")[[1]] + missing <- setdiff(kleb_vec, rgi_vec) + if (length(missing) == 0) NA_character_ else str_c(missing, collapse = ";") + } + ) %>% + ungroup() + +compare_rgi_kleborate %>% count(Kleborate_missing, sort = TRUE) +compare_rgi_kleborate %>% count(rgi_missing, sort = TRUE) +``` + +## Combining Kleborate, AMRFinderPlus and RGI results + +To merge Kleborate (development branch), AMRFinderPlus (from EBI), and RGI results, we will combine the binary matrices generated by `get_binary_matrix()`. + +Note that you will have to inspect how each of the AMR markers are named and change them so that they match and can be merged, for example AMRFinderPlus appends "bla" in front of all beta-lactamases, whereas RGI and Kleborate do not. **This assumes that the same name is referring to the same reference sequence that is used in each tool/database which is not necessarily true** (even if we wish it were true). Hypothetical example, the NDM-1 sequence in CARD/RGI is `ABCD` vs. AMRFinderPlus NDM-1 sequence is `ACCD` vs. Kleborate NDM-1 sequence is `ACDD`. All AMR databases strive to use the same reference accessions and sequences, but sometimes there can be discrepancies, which need to be kept in mind. + +In the following code, unique AMR markers (i.e., only identified by one AMR genotyper) will be have a suffix to describe the AMR genotyper that it is found by (e.g., Kpne_KpnG will be Kpne_KpnG_rgi). AMR markers identified by more than one genotyper will be merged, where if it was identified by any genotyper in that sample, the binary matrix will have a `1` (present), otherwise `0` (absent). + +```{r combine_kleborate_amrfp_rgi} +# Phenotype columns to remove (that we can put back in later) +cols_to_remove <- c("pheno", "ecoff", "mic", "R", "NWT") + +# Remove columns +# We will be using the RGI binary matrix where core/intrinsic genes are removed +df_rgi <- rgi_binary_matrix_prev80 %>% select(-cols_to_remove) +df_kleborate <- kleborate_binary_matrix %>% select(-cols_to_remove) + +# Massage AMRFinderPlus marker names to match RGI/Kleborate +df_amrfp <- amrfp_binary_matrix %>% + select(-cols_to_remove) %>% + rename("OmpK36..p.134_135insGD" = "ompK36_D135DGD") %>% + rename("OmpK36..p.135_136insD" = "ompK36_D135DD") %>% + rename("OmpK36..p.136_137insTD" = "ompK36_T136TDT") +colnames(df_amrfp) <- gsub("bla", "", colnames(df_amrfp)) + +# Sort each dataframe by id to make sure the samples are all in the same order +df_rgi <- df_rgi[order(df_rgi[[1]]), ] +df_amrfp <- df_amrfp[order(df_amrfp[[1]]), ] +df_kleborate <- df_kleborate[order(df_kleborate[[1]]), ] + +# All column names (excluding id) +cols_rgi <- colnames(df_rgi)[-1] +cols_amrfp <- colnames(df_amrfp)[-1] +cols_kleb <- colnames(df_kleborate)[-1] + +all_cols <- unique(c(cols_rgi, cols_amrfp, cols_kleb)) + +# Function to safely get column or return 0s +get_col <- function(df, col) { + if (col %in% colnames(df)) { + df[[col]] + } else { + rep(0, nrow(df)) + } +} + +# Initialize final df (assuming same order of ids) +combined_binary_matrix <- data.frame(id = df_rgi[[1]]) + +# Merge all columns using OR +for (col in all_cols) { + combined_binary_matrix[[col]] <- as.integer( + get_col(df_rgi, col) | + get_col(df_amrfp, col) | + get_col(df_kleborate, col) + ) +} + +# Identify unique columns (present in ONLY one binary matrix) +unique_rgi <- setdiff(cols_rgi, union(cols_amrfp, cols_kleb)) +unique_amrfp <- setdiff(cols_amrfp, union(cols_rgi, cols_kleb)) +unique_kleb <- setdiff(cols_kleb, union(cols_rgi, cols_amrfp)) + +# Rename unique columns with suffix +colnames(combined_binary_matrix)[colnames(combined_binary_matrix) %in% unique_rgi] <- paste0(unique_rgi, "_rgi") +colnames(combined_binary_matrix)[colnames(combined_binary_matrix) %in% unique_amrfp] <- paste0(unique_amrfp, "_amrfp") +colnames(combined_binary_matrix)[colnames(combined_binary_matrix) %in% unique_kleb] <- paste0(unique_kleb, "_kleborate") + +# Joining back the phenotype columns +phenotype_cols <- rgi_binary_matrix_prev80 %>% + select(id, pheno, ecoff, mic, R, NWT) + +# Merge back into your final_df +combined_binary_matrix <- combined_binary_matrix %>% + left_join(phenotype_cols, by = "id") + +# Relocate phenotype columns to the front +combined_binary_matrix <- combined_binary_matrix %>% + relocate(pheno, ecoff, mic, R, NWT, .after = id) +``` + +## Solo PPV Analysis for AMRFinderPlus, RGI, Kleborate AMR Markers +```{r soloPPV_combined, message=FALSE} +combined_solo_ppv <- solo_ppv_analysis(binary_matrix = combined_binary_matrix) +``` +From this solo_ppv_analysis() plot, we can see that there are markers that are found alone which have strong support for a particular phenotype, e.g., NDM-1 association with meropenem resistance (n=31/38 R isolates), LptD:- identified by RGI (associated with susceptibility). Noting that LptD:- indicates a variant of LptD, so the variants need to be further investigated to see if there is a particular mutation/defect that is associated with meropenem susceptibility. + +Another way to investigate the association between AMR markers and meropenem susceptibility is to use the `amr_logistic()` function to perform logistic regression to analyse the relationship between the markers and a specified antibiotic. + +## Logistic regression for AMRFinderPlus, RGI, Kleborate AMR Markers +```{r log_reg_combined} +combined_logist <- amr_logistic( + binary_matrix = combined_binary_matrix, + antibiotic = "meropenem", + ecoff_col = "ecoff", + maf = 10, # filter for AMR markers in at least 10 samples + single_plot = TRUE +) +# model coefficients +combined_logist$modelR +``` +A coefficient above zero indicates that the presence of the AMR marker increases the likelihood of resistance, whereas a coefficient below zero indicates a decrease in probability of resistance. From the plot above showing AMR markers found in more than 10 isolates, majority have a positive association with resistance with the exception of LptD:- (identified by RGI), ompK35_E132K (identified by AMRFinderPlus), and VIM-4:- (identified by RGI). + + +## Combinatorial PPV Analysis for AMRFinderPlus, RGI, Kleborate AMR Markers +```{r comboPPV_combined} +comboPPV_combined_mero <- ppv( + binary_matrix = combined_binary_matrix, + order = "value", + min_set_size = 2, + antibiotic = "Meropenem", + upset_grid = TRUE, + plot_assay = TRUE, + assay = "mic" +) + +comboPPV_combined_mero$summary +``` + + + From c0d36cb09ff98406b3d59412450ca7ad064277be Mon Sep 17 00:00:00 2001 From: Kat Holt Date: Sun, 22 Mar 2026 18:44:08 +0000 Subject: [PATCH 2/2] create data objects update docs fix vignette --- R/data.R | 46 +++++++- data-raw/prep_euscape_example_data.R | 36 ++++++ data/kp_mero_amrfp.rda | Bin 0 -> 403176 bytes data/kp_mero_euscape.rda | Bin 0 -> 29673 bytes man/DASSIM_geno.Rd | 4 +- man/MICROBIGGE_Ecoli_CHLR.Rd | 5 +- man/NCBI_Ecoli_AST_chl.Rd | 1 + man/kp_mero_amrfp.Rd | 29 +++++ man/kp_mero_euscape.Rd | 30 +++++ ...pneumoMeropenem_ComparingAMRgenotypers.Rmd | 105 ++++++++++-------- 10 files changed, 199 insertions(+), 57 deletions(-) create mode 100644 data-raw/prep_euscape_example_data.R create mode 100644 data/kp_mero_amrfp.rda create mode 100644 data/kp_mero_euscape.rda create mode 100644 man/kp_mero_amrfp.Rd create mode 100644 man/kp_mero_euscape.Rd diff --git a/R/data.R b/R/data.R index 8d0414b..501c057 100644 --- a/R/data.R +++ b/R/data.R @@ -705,9 +705,9 @@ "btESBL_AST" -#' DASSIM genotype data (AMRfinderplus) +#' DASSIM genotype data (AMRFinderPlus) #' -#' The DASSIM dataset screened for Antimicrobial resistance genes (ARGs) using AMRfinderplus v4.0.23 +#' The DASSIM dataset screened for Antimicrobial resistance genes (ARGs) using AMRFinderPlus v4.0.23 #' #' @format `DASSIM_geno` A data frame with 12414 rows and 31 columns: #' - `Name`: Name. @@ -758,6 +758,7 @@ #' - `method`, `platform`, `guideline`: Test method and platform and interpretation guideline. #' - `pheno_provided`: S/I/R interpretation as provided in the raw input. #' - `spp_pheno`: Species identifier, interpreted from `Scientific name` using `as.mo`, used to interpret `ecoff` and `pheno` columns. +#' - ...: Additional data columns from the NCBI AST Browser #' @source "NCBI_Ecoli_AST_chl" @@ -769,13 +770,15 @@ #' #' @format `MICROBIGGE_Ecoli_CHLR` A data frame with 95,776 rows and 27 columns: #' - `id`: BioSample. -#' - `drug_agent`, `drug_class`: Antibiotic agent and class, determined by parsing AMRfinderplus `subclass` field in the downloaded file. +#' - `drug_agent`, `drug_class`: Antibiotic agent and class, determined by parsing AMRFinderPlus `subclass` field in the downloaded file. #' - `gene`, `node`, `marker`: gene identifiers. #' - `mutation`: mutation within gene, parsed into HGVS nomenclature format from `amr_element_symbol` field in the downloaded file. #' - `% Coverage of reference`: % Coverage of reference. #' - `% Identity to reference`: % Identity to reference. -#' - ...: Additional data columns from AMRfinderplus#' @source +#' - ...: Additional data columns from AMRFinderPlus +#' #' @source "MICROBIGGE_Ecoli_CHLR" + #' Example Resistance Gene Identifier (RGI) v6.0.6 Genotype Data #' #' Raw RGI v6.0.6 results file (run with `--include_loose`) for 12 genomes of multiple species, one AMR determinant per row. @@ -823,3 +826,38 @@ #' @source ENA BioProject [PRJEB10018](https://www.ebi.ac.uk/ena/browser/view/PRJEB10018). #' See David *et al.* (2019) . "rgi_EuSCAPE_raw" + + +#' Example AMRFinderPlus Genotype Data from EuSCAPE project +#' +#' AMRFinderPlus results file for Klebsiella pneumoniae from EuSCAPE project, one AMR determinant per row, downloaded from the EBI AMR portal using [download_ebi()] and imported using [import_geno()]. +#' +#' @format `kp_mero_amrfp` A data frame with 32,385 rows and 34 columns: +#' - `id`: BioSample. +#' - `drug_agent`, `drug_class`: Antibiotic agent and class, determined by parsing AMRFinderPlus `subclass` field in the downloaded file. +#' - `gene`, `node`, `marker`: gene identifiers. +#' - `mutation`: mutation within gene, parsed into HGVS nomenclature format from `amr_element_symbol` field in the downloaded file. +#' - `% Coverage of reference`: % Coverage of reference. +#' - `% Identity to reference`: % Identity to reference. +#' - ...: Additional data columns from AMRFinderPlus +#' @source [EBI AMR Portal](https://www.ebi.ac.uk/amr). +#' See David *et al.* (2019) . +"kp_mero_amrfp" + + +#' Meropenem Phenotype Data from EuSCAPE project +#' +#' Meropenem phenotype data for Klebsiella pneumoniae from EuSCAPE project, one sample per row, downloaded from the EBI AMR portal using [download_ebi()] and imported using [import_pheno()]. +#' +#' @format `kp_mero_euscape` A data frame with 1,490 rows and 43 columns: +#' - `id`: Sample identifier, imported from the `BioSample` column in the raw input. +#' - `drug_agent`: Antibiotic code, interpreted from `Antibiotic` using `as.ab`. +#' - `mic`: Minimum inhibitory concentration, formatted using `as.mic`. +#' - `disk`: Disk diffusion zone, formatted using `as.disk`. +#' - `method`, `platform`, `guideline`: Test method and platform and interpretation guideline. +#' - `pheno_provided`: S/I/R interpretation as provided in the raw input. +#' - `spp_pheno`: Species identifier, interpreted from `Scientific name` using `as.mo`, used to interpret `ecoff` and `pheno` columns. +#' - ...: Additional data columns from EBI AMR Portal +#' @source [EBI AMR Portal](https://www.ebi.ac.uk/amr). +#' See David *et al.* (2019) . +"kp_mero_euscape" diff --git a/data-raw/prep_euscape_example_data.R b/data-raw/prep_euscape_example_data.R new file mode 100644 index 0000000..4d91de5 --- /dev/null +++ b/data-raw/prep_euscape_example_data.R @@ -0,0 +1,36 @@ +kp_mero <- download_ebi( + antibiotic = "meropenem", + species = "Klebsiella pneumoniae", + reformat = TRUE, + interpret_eucast = TRUE, + interpret_ecoff = TRUE +) + +# Filter for isolates in EuSCAPE paper (PMID: 31358985) +kp_mero_euscape <- kp_mero %>% filter(grepl("31358985", source)) + +# There are assemblies from NCBI that are flagged for contamination and supposed to be excluded. For example, see SAMEA3729690 (https://www.ncbi.nlm.nih.gov/datasets/genome/?biosample=SAMEA3729690) + +contaminated_assemblies <- c("SAMEA3729690", "SAMEA3721062", "SAMEA3721052", "SAMEA3720966", "SAMEA3673128", "SAMEA3538742", "SAMEA3721188", "SAMEA3649589", "SAMEA3538652", "SAMEA3649503", "SAMEA3538911", "SAMEA3727711", "SAMEA3649452", "SAMEA3649453", "SAMEA3649454", "SAMEA3649467", "SAMEA3721063", "SAMEA3538862", "SAMEA3538667", "SAMEA3673004", "SAMEA3729818", "SAMEA3729660", "SAMEA3673078", "SAMEA3673097") + +# Remove contaminated assemblies from phenotype list +kp_mero_euscape <- kp_mero_euscape %>% + filter(!id %in% contaminated_assemblies) + +usethis::use_data(kp_mero_euscape, internal = FALSE, overwrite = TRUE) + + +kp_mero_amrfp <- download_ebi( + data = "genotype", species = "Klebsiella pneumoniae", + reformat = T +) + +# Filter for isolates in EuSCAPE paper with meropenem phenotypes and remove contaminated samples +kp_mero_amrfp <- kp_mero_amrfp %>% filter(id %in% kp_mero_euscape$id) + +# There are assemblies from NCBI that are supposed to be excluded and flagged for contamination. For example, see SAMEA3729690 (https://www.ncbi.nlm.nih.gov/datasets/genome/?biosample=SAMEA3729690) + +kp_mero_amrfp <- kp_mero_amrfp %>% + filter(!id %in% contaminated_assemblies) + +usethis::use_data(kp_mero_amrfp, internal = FALSE, overwrite = TRUE) \ No newline at end of file diff --git a/data/kp_mero_amrfp.rda b/data/kp_mero_amrfp.rda new file mode 100644 index 0000000000000000000000000000000000000000..b1ddecac05777c3a46b2a3780acf4779b13441e0 GIT binary patch literal 403176 zcmV)7K*zsAT4*^jL0KkKS&iw1iv}rD|G%KCK_~`>+f;^33MsP$jc7a%B@_acLW+_}L+K#3@bK$L(0 zsES0Os6v!`+q*=70iXZ|k)o0Ul%Nz+Ko|f301#zRq-m0YO|>BuE8Rmm00LAJQcmLz zD5WX{lqnS|iV&4l!wgkb6rf0zT3|HQ3R00#qeTLM007p71rbQ9qc#+vP)LXZhJZ8_ zG-*@-0BF!tY@nC`7*Zkt(V;fL)w0YgC&E)A0uT}t)RSo%8UO%j8UO$Wm`F*cLK7lt z8UO$Q0000OnKEc%F*INifS5oS38sxQGyp{0!gR73zD(nr}UAFuZRB>wN8-~Qj|J`H@&_wMf|e<`b3g`h!eADPLwOZF@E zjWhFnE$=0u$L6_IX+isI2ucib%A%6j=iJ#_xX7XZJkR(4g$vQiF+UNAoCkxr006OW1wv z`B9V?goOaqLress5*Me{I=Tlg$kGc{w5F{oCLiP99#r0Tpv-%K$C%$3+*;O8MkkUx zWiu8*bl5`ypErRJhd_p5>XkA)gV?W+jlo`PSFyqKE z81OMLVxXHvn}rrKu7oMdOm~5zu!%^w!--MdK-3tE2wx5kYr2hk&gIdxZA77=q-lvE zyC`BrvIpfIMJq&>DQ-lG|2LaOD4#8eLh(@21obg)pzwg~uU`dWN7sLxAcMQ)=evoK zHOHjN_IXgQ|y*5b%&@@3Iq-!J9`WxI3uMC1{HlGKpRc$A+5urvZ z!q!##9CDQsVMG%`O|5FWQ`w|m5{svqdQAllv|k)?D)tNQ4Emy^Y{QtCCx=CSld?LS zBi}V3*;K&rR)w=ho|SVDj$a3J-<8aQQ7M8NIZz00=^n^4qfLP3-rYEM^Z zM(v9(AE`0=DaiO)?Q1CI4M3_O?4hfINhL^rB@*cT@M-+p$m&mi% z$0rm3>6MMwOS@B!yAZWs&2- zs6c@WyELF>6_hroKh%H&G?7S5QP6sU2;E=<3?&<6U3{p5z>GkE@0L;{>BW7#yHbSH z7=$dQKo|m5B(G!paGzcu^_1fvEe@=Y~OI>!YSwDvP;8dJz+8P$7P2C~$>u zgFGU;*~ADz3(chJhG0Wc@SpSP_FYNA^HHVqrV3K^pMeZprEHGMK`A9V zY2}3ER=kzJ69gTroWu_`&sK=Ch=BS;L`R868Qi{T(iVd7p+%4}X=dcs**sq`5#+%z zN_zQIA9G-kQdS;V>j!GRlRvm7FH}l`I9-=&Zq|)D(d&%ZZ|F|ZoH#A%ks3SdNS$Uw z5iXT6g>@}sjK|8xZs!f6H(sn-#?Ukh`xJtN5;M0ncTsg1&svP*tY*&fo2RIi%^3m6enF{?T(_>8soXLeKx{*bpB%m^gP-vNgQbncn zj-m{z^h@YHB%gw2WP%ujs~5t}8(vTeJcA47Eub77!?!+aEeiOPg+!X_ zQWCl?rg1GzNdNbj=uw4Q>q9s`SGu7BtkcLG5;mc3w{$O~qq1F^(K~Nf}H!WCtljLqXm3I+*Uh@0avmd3>)d6*A%> z)$a|W?C?3I5ZvX;z(Abp2qkvdVDv?mw>9|ejw)R9ultls77oBvRBHdRUZlg@z;9I z-N7g`?mAU;)MwJ47iDO zC@*%QFXHm?RX_>>r*uk*LiUmyZ3|X+A|1W%zKZrkL^OqU2g;QM`v(9mMCOjmdgq$T z-HTOe7p6CTZr#0T_709clj75SVAmSl5#6g#)@>mj_RQYY7e%ZlrGCJDv)e7=r){Xb zMMMq@A!GY1t_zn`2h<4Uhx8Ag-4alQ)r*)SARmfLw8t_U_S$IUs?8F+`OKAXbMQuP zz+~}r6MMM7EbOAMwVgfHXiD0tXOJmGzIa zg1+05>Gvws#ArZY)-BH8UwS4z{T%e47~AsSAypL9 z@h7G4L;@JF^?|%^BzFY`i}0}UL{z5CGfadrS3}`c9*`D8^?DlU^dQaWb8P{SW$$WX zX#(M1Y!2sn;&Z5-3(tlnG)xFldfcM+mj^(kQxv z(i#whwfe^v8P|Q&#LoP8CpTa^L-LAVzHX1cJ*VuAefPK1<38g~$P`immeM1ncr1ac zxcsTxB;2_;~KM1w(^B;&u712M@Dlhv;*!cfOF##9)AR5nVmcyGE>z{e=Iyw3aayloZ*b?S9Zw#GH(ZgPc+Vu-m! z(Fd9>Lv|tG2!KqZiv&yscycQ=oOWMM>UKJKV`iK|lFpx*z?dx|hEjwR(S-6bEZV~r z3pTCMB5#RK0k}byuy<*=*&7pR965<*hy#eh%tr$|Z1NcVhLc%k(!D;rfm^M14HBk!3@cv~i1j``qK}mjQI4K!LK*raqht zgTBmcx4hG%*P1$xBj*^9Yb0CjR6!oM<-L#r)@{t?o>h+H2YDz_k37*qyl+ih$a~Le zx}`1RW>V>0Sgq2TckSOB&ggjW8qvP4ZuE=JZK?A+R<2{BuuWRyzL{wH^((F9yw@jH z7_)%kEN7eZcp4~3Vo({2T#>IspD-2CUC2O)!RrfwBN!WQyI?O?i7lk&1Fb5n7oLXl3B5n!=L&oN% z1B42O3Nq0}>Vi~wZW2gD!!DXEx`vcFth!g!T_w7IFobC3SscNz6{>Ra6S4#^m$0u; zK^ax;(tP6u2}SdtcyLfqTE>ydAqgUo`fxP@J1LQi?qgd_UYLb~wnW(C=i{JB5og6+m+;fb#&Zj^@sunkpss05I7u0VG#W&GQHWJ^ zF{vEOT0@lb;G|7iGDe?bWHj{-MkwN)3Eoj4Aqo+M{)~;;#m(GwgK#9>lslGlQrsIv z4=S7K3vSpMZ;x51qb_gM*$Eh3@j5-7q>WlX9Wm3guwerbw#`{lZ$pjS9z`Nnz9y6( z9_Dhg;}HT-d5mSMtFrzCq4trYAy%duff!7c-E(GdVrQRwIkVyhG>e)*seN|rf|dAX zQdr`#%C*w8GsU>fvU8V$5#s&RHDwDnKw?%Q)M3~pir=@86r^{bil|c}2O)nQ)+!nj ziy(?_NKxEUB9XZqp^6yxMCPifo3~AfT2pLKBsyQM@g8~{oX?(F=$?(S79|vb>8Y2s z;|j3oYG#uw6HORtDR+>v1*&5SU8xxcnWSj)!pW${S_7e^K@((nQ7feuKMMe4_n$qq zt31Teun7PYS~Xba2tze35JWf>c{Lzjm|`hM3ZbZ#5J!KT)!^7GIguqnHbk!K3R)n6 zdPS5ML>CayzLfp=wer6opF63W`IoTovT?HW_Yo0Tlkfn9AL6r*$uY1Z4Qt2ExcGD} z#1ZKbL`af>94n}dq9SF1r9an6eupc%-7+W3lxEIEM|CUmd1*waVK!4ZQi72Wm*qfWSyRvC z2SfIUKS*S}*JJ!M^-=9N-7KDd-s;G8-Y3-Roq6m%25lY5+WX0L8V&QceWI<5>YC~% z{HyA-wRgyQ;;nfG`bI80q1PqfC~LLX%U)G?!9MwCf_k~%B6cT!E_$-N-X{4&JzVv9 z=vvioHQKx6nZ$dltoZV8W$zVR(VQCOr@c%bbCa#cdVH$V-nvQ6!+!;zO8Q2n&isea z)h&ZONBX>pufS{4ypj0(+Fui|S2_5K&Q)yRY09p3^yb|8SA7eG-&Js~bCB$=(>NTf z--Dfc97m6ny(hj(@M?y=rM{r=)#!QYI`mucb)j$7)UP4u!OtgON4^W)O8h5U^*il6 zo8;dMy1UjxgHZf_DErXrx94c-8O^2IGpc$$*KyAlR%@{D)itDa8((cZM+xUB>$See zu;&ujokNi7kGh6Z*1lDrDZi!9rJfbR*K4l4D=Iv>*Q2jiy$+h6Msp46R!ihtmsbo zyzg;7^qSmF#Pi&Vf^W|&(w}=1pF{5H?||rbC%!C6=g~9adlT6+uK~XUVrN6{(qic+ z%JZ0u(S1wWmz?q&;nJ6UH_0z&B6Yu}qdNGEta~S3)rj+6tr5<=T>7n}H|pn#y@{db z`h!t9x^0;-~y6eT?u{l-uQDCidcdsYjhnf}YmT5~}dp+$2yozM~_W=yllWGU|Km#Vu}UJF3an>3hJs_hP*EVVzC# zrLShZ74;^1x#!6-d-Oi~t@lyikv9{0y6|?hI454oku}ch?7P;(zeQ`MTpRTsRJXrF zJgXt!l}&53vZdF4hhGcnE%bL!Q;5#JsPHsQ?w0!#sa;x9d-&Lrtmn-$l^UdNw!78lj`m{=z|ch7|OCf7l~ zDL2(O-6JN784XDr8M-%JQS%g9O*fdCx@Gipq_5+)kEgPQ3b@^(Vg6 zcU|mGYPyrZ3D=#d`EPX|uX)ItS?x!Hci*9}VtZDBo+Rh1uS?&Ri8;zS?Jqood_~FB zmtMo(e5K8YeN?-h?i$~*F%LD7+#dFpwO=niiO8GWanww%wc<@g-<7Wtd_IZl?kANU z`SO|*t;EEe`Wx;i-PXj^bDqS|&JR(Uy5j4>UevwV^HHu7-$~g$n(x$Wl6mzW{Eohr z&m!j$>NVfdX)k;9uSDygRfTiNd(S0z@>~<`(brp}Jv^!Bye3K9Jh?}@pK44?-f&)W zkA9nzn&hu!^INCN>$sR2`L(djhhUsLGUJBLxEz71=VK9^haE~Rg9 zb zYm=1op^3k~vUAKml<788zU!dO>bvzVbhXgp=DLk1UHq$lrL|e_Lhv5PwLL|?&2{3d zzg5qbYvbw2xttE-cb*G1M!6Tf70-uUo8;uJ`&D#?bILwf-z@LN8m~sXu4b0}j>&3U znB9DuPRyC*(}ZmzBy9!$glhL!Op|cy=_aCR{oXnuJ(P@^Q&u} zBfWTCqrp7i;7?@D26VOZ>y?Ca>aF!1=OyAT_*1B!?hd-zb>qt4-igYN`l#>1oy|p; z)mr*@^<1md=rcPN-*8~9cilC@_}>q{n5}#1^;)a1r#H$kNpemF&gT1G67R1CdEmEF z_g_q$`WC(9dn>qJe6D-wpF!V+(oEHP9aL}c0hL{LuDz=3iEOcS`NFG{8&?8 zaJ%WAtW~XTad+QrR~?tkj<&7yX_sDduY5e&Z|YxqZ=rAK)~0wZeJi?suW4v&p_Mj` zd>$?JM!ln?Z`Hl`CtVM9T!&Yb>dvY?_DbSJ|6Sh8m!Xagzmdvab0=1bIPXZ&!OcVXNsB+WxBIr@-uu*cBg3X z=wh1go%!;udZxBEPdW7*@oSW8*m^Db;IqY(t$keZSSHiH=+{tl(Qmq!JZH7?-guW{ z^InsPd(u4Qy_K(_zlGl@=ajuBdo6k`e7x@V4@J|}uT$ZB?n#R`?N56a>f|1FF4fz_ zJmQR%)Eo2|qmXoldFtwqHQLXiuB)FGy;}~u`V0>G_BrYv_*fk4;9`!t`CkWJ%HI&r zA+86%RCzKfbC)LFlx zysCUR@1$go_NO`Eo|WHaHRzpuo>e!ryz(ArBz_Zm{ z>N)W(m)>$l`-h#P>*!s5Q?II?4fph%M_u}lB|7WKdE_?^bJ&^Or*xik<#kl|yeq`L z3*Q5M`$NhZ?_q)VvK_Ee?JV4`cBQ>TJ%`IjDw#j*&Z!!y5%+D;PctZo{o4r>~>ku@4nT1KKOINxa-bOjpx(P zp}wJW=(wvnPIP4Zm0a_Zz4&}B?sl5j(^IayC%ai)a+dsA*CezD-uFf)JD1w2-^yZ7 zsXXt&FgoolaIJ9MUG?zi#tZ73-*Q^|R=HNwg!{@?bIMO@X(oIbcnQ=AuH7QTz*bELhf=^pR7Ur6T&-+WlU-)QHHTq|A{bgS6UCc(~!-J{4l>X$37 z`wx|M#6Hn;$%8jnT>7iuC1BSlJG02^N1gHxR{4Z_jC)D)Uu)=l(sPyZJIs>vlg8Bcw{a=YrQkj?o9y&oAKhAnsUtjSqA*3V|VFFP>n-b^dKeJjHF zp8QRF2K=RzYhP90#Pqkh8NUejj>A4vT$hSDr#FP$(E_7?PS3Mw+3eXch%oS{E{< z6DCGs27-U=1N-P$3ctz=rBcyL5+zL$rEB;h;o!f$z_3Z^Sy#6;5@7zChF z3uBHkj9@;tq5N}-q9RX9*lLe05pkWiG8oWjWVENGv}v#qXd)?U2bo#znvhC@qAR`# z&rg;jl3GNedmCKDJQ^U1OR{N_(qh(elTt>F1`Qar7PA>5TDHU$NuyJ!g*qA>lJp}q zB^6avP|VfA8foG}b_znNSS5;!8$d9#QYHix|9t-sniT=U9v#CE)70m}#yEYCmAneJ z`0UFdOC#=e@OOYC$3l2*kdlO(XGKXNiE)a_w#0*uN|Br6i;q!6ht4o)Q~MjhrJ-gi zcR#LG6#j&g$WP`E@lV$NFXKOakqHn(T9kh;GB0_-7jh?U#37MV$3}MtF3E$qE~-Xu zHJaY`%**`f{?v3EF0;Wp>birlzmAUtQ{vB7BqC zcrgvtJf-f#670NHVlh?WLa?OJJxSzEsBq z2b7xeC$(&yQs7z+NbW9K467>f8l{6G#APidT!m!4=Sr4S!CsD`$ZRb`vU*HOkoFH~ zVr(~Cqd}@QEmf*EEy~$jCI%Ivz0ho%ioL0E9SQAEQhBwMPT|=bEp$Ati*afWs?jzz z2eq|U(^Taeu2&+^(m4&*t4iE84OZ==inUXn;`B{dkugRIodcbxYPCaw)kj3yTtljv z79&TJo2?|#YMG*HETOn$8dEDPc0}?XMDZuE_Fj|Nbq=87TUSOG4k@{At5K0Q8!JXs z+89iWD@kgsavF)M^gJG_%I+OWh+-W>Vdz~~g~)a?F&Kxc%Cho?g`udelT~6}8>w_0 zhY_zL-EKOL;_Vv`Q0yH^)I6)xQ1p7MMCEA>BUQC(jT))7R>MY;vP(kQrD`=&(wmiT zHCID>J2gCZo(ah4S5WdEhn>j4cPAovle9c5YT8XEhO1TTaSKlwamWYIzJhb}__B!#sB@XbhPoDYGc_Q7H zZAMBWQa!T|S!$|^X+57|1A+i=>yf@E6Yj?Bd_&?%EN_dB+p(?=?3}DZc{nam&{}ZS zHrl3onhSBd=Nave?T!xLH=VSU0})N;3=%|zl%PGqkdBVqiDPPBp3rIz)v?>*-NAW` zcb(S;iNQc?N$jl`Wppk*!QzQ|h~1YI5EL;n1@F1^@`l%(c=_g|>l&{h@#f+YFOH5n z9x*yE9p{_EwZ1#FV(g@B5PBDp)m~!QBJVqz@(7iDhkwH!0CsfZ_iZ6ZPhS!70Tsrh z!c8<#Y+|U}2A^ZDFLsTi8LfG7#V&6)iHZoT*xp$3DRR?Q8#rJi-H!8ec2214sEy}& z;AlJv*HoPkF<#mfy*H%v=#Is&Ht4KDZ0#O-d*<~hFrM1)yLd$naR;%`&{#7Q(8V_y z>wvpfp0{V>Iy{qTHDcFo@iAnQB|R%wbG_RJij$x`?5CT~dv7hqH2WQRL!-;vri056 zW+@^MDqfVL`+Y$B#XoRATK%K#**s z-*|64F4umIV*~27^dDElx_eWt`&{aFGj#eIJ}a$!I9#dG=6Y7DXO%wo9xC{Gu8YFh z`b)z16(f!y<{ zbphlS5tS1mfHD|TWHJ)Ti8EBlXeotZ3|1;(Rfx~3*)%1PYOIBV*=bn@k*GQO`ma%9 zGl@J&0L?B+NM=Jg99O`$eM`C zvP>nFEHN1+h`xZmMxt*pFH(CG)jgwWxO6V$$y=)DNW$~QbrUE;u(4Dhs;dQ}Rwa_L zO9_F4^tD!%StW%0*JBn~W_WI0MZ@tgjhmv`)Sr@O!tyJ*P04c6sy?)(s5hmlSea1C z7#0jhmXy_BnO8yf;(8~&#LA6gd^!#FM{%lMRM8!W3S}5rVHlNxh9O~ADTV?6H=~uY zz8^#D-4puAz)=DR#lNOECv<(Dw+NV`7qbNZ?y*jZwWy1=9~FdX8~mrnsLy|Pyo?v zBhVJcDjZjvzM=EykEX(DDj`H;)fhoSg%N0XsIRRKC}S-N14x(kAoI@^jUh~PwtndD z!PWx17^6~}z*T(xcRzId6i2%t*LmMBhp?Q*ytbg2u8^!?;ZC#N_K}1a#&zRdW4q&> zej@%VKX2kV55+sH#jNkJ!2VAl-lc0LpRjlOqp17u*1jjP$a)TWd#LSmI~=8Yeg$mg zmr`9)=~t7AxNzdQcuUWyv0lpdOFUBNIDIXH>h_n3@LxjoK1X@wXgggb`6tyMBYt=F zEz0>Pp7kCK(08QDT?x`%*0?>|t)ZT&&MOzAuOZsaRCtSf;L1)%YPZ1LHD1bZuPXbZ zbTw8d7JXH<)ee&LI$rJ%kl$oyWbHjqiq9!tB=kL3sOX&`)m*M~eoJd|@*UCSr>SQs z+8S@QcO4_T`j)*@$aoJ2faqHG9#>=F@1?2#r3&--Qn!^=*fx{$A4Y}`#{V&RTZz47 zI6o!SIZL%M1__c3tSV2@s?k%SiqJADuuVz^m1PLUSPhjTab2Y4Yq003iNU(%UeLmOOR#AtLn^T*RbYpov}nA8RJ60d6S}L&cyud* z^smM!uSMdQ6>d8#Myl`~@OCvTLb!C3;nKUJzcn9>s(xPwNM#?9+OMfTj*0n)7OK0J zep9%--V62&%|&@A{j!qJM&=dg)Uj-xLrCyWq_sypMo{s7aA)JWPojJ$rR<)QakYF8 z#ZHEy+^bb+fmh-sz}#1K;qtgRtLb+es`H~0%tj-C@Vuwqhp9UBJq^`56I@1AdW}K3 zErTc^0EpFC=*R&z#d0{5hS-!s5Rj&^RDq3X_qSzaTE;yGTa&UTab zhLG;PD+lSMouu!-#7#uiPa=6Eu{%lHPU6n*29dJZ%=UVGe60Cb%KD!veN}uH$?9BE zg zk7-`R(swoV>Y2UF=;BTbHz%EM?Vbwo@m0Qw=J8jE`fy!Au0z3hTZfhHPs{p$a1#C3 z>w%d3s(Vk#!oNj+QvKy&`j_cB?N$ZFG<8#?uN1pA6&(XousVs+HeJ_LczrG<+CCo*4fkD>DPnS8buPwfarq{cYA4|)e2=1gOVsW-jz^=ieI`}9 zUJfJ3dN`}pWpcZtW#Y9_%3M#(1f46S>L+!59r+WP>YhhQY`RYqy3B)h8$;MdNw`b@ zd-m|IO2p=OQ}8XL1d_AkWtv*TgcCJDAl;v@D4D6y+byeIQsp?H|aYk2O1}-i} zW;>|P4hM(_DSd`nn3tJdW2xYHk3)1h=$dq$D*0Er$^6XS8jFT}ef1cRO7z*aPnCUB z*l=40l5aER%IOZPi>me~?jI!cK1s-6J{LxOtCcL^bJ)aiIaTS&FSr&DkEeb~cO~4H zYF(bxyGOpmdPkm{i@%EcSDTe&Zn<6-$+6XOIZKdtRpQsmuKu0$E4}M=ZA-CS26B5Q ze5ci%@(qWp%`HBy)#V+7blqDn`bRY%S9I3J+B;W$U^*+wZ5|`RUJCk$#Q7gY`cvgk zsCbtYd$9Vnv%+{UbKfd)9i2+EW6560c&z$Q1LQrW^?19i&ew9Y;oy7mJd?$D`o5#6 zvo@bpeFw`r*W#9?(CWG=(NC&$M~G^v=X830dyBPK;PCjDs$UuOo2qK7&8o<}4gC}D zNyvJQc%9c_xlV_a)oY}6UdLd}9hH#5d!lJ4i9YrwMfAQ0wH_nks!x3^7+X@!(a>E= z#blWbF)I~puSs|vsdpEq%W`stMbVirYQb1m7&2KS#b2;EmIxKq;< zvNEu`L!sq%sn=nG-Ck68z`P^GyivJcO1W4pOfriS$gbr(CCSNpi(Sz4Fm|V6bytcm z69hh~Em7Io+^?gfM!l-A?Cl&^AZIA<@dLzNr1qz3UWcUl8rBb<%ons-n>i)Y#H|RK zSgH|`G66A7R;5?w0!`Nw?7v*hW-rl+L)4VR9T6oVOvc7c985@1$P#k6u;?gXu-QYr za!MuAn$n+aB6Nvyh0vdM$tg`CNId|WP!28dD0l(#zXe*AeY{V~K2HkjtM@mB^si-W z*?1fBrOG`E@-=rllFcgpD$kU-rRrYGsBq|K;aZnRoICPw&MMVYq*ISYm9e3PFE z^iO^HCaF3}-;w2blRFc!pC#|oydKi_9jVfok0{MXy!uun(mjT99m(A`o13Q5Y&w@B zZ_lTEjtR<*ok-w#o$*tE$ZlPB8+4s?ET1RA&hKS=Rq<|5eqPa{eerAIdWXEiHSK#U z@g0}7SEPL_-Q=7L+AopC9fzD;hpM(2<#-w;?Kp2w=QkbG?PU})r zQ7{GrNYtp+OhrFs=OK~!DezvU%*tOQMKxYigybAXy%*_;JFM)Hs>MmF(9%@VX=tR< zv^7O(R+f}3hJ?y6G!H}FRLk>K=v+OPiK>=|entiKIE$#tRf_DIhK&*9rS7>0qrMX%UNOH216)`l728$_(wN#I+g8Hs;wiWZeB*=l(1l3Nr7mXs#s*ED@tmmqe#xMGA^Qh6Uj{StEe*+ zx+Z8|E814&scJM>seysZE>V${U{V3XZVt8v?ha5G#Xs4 zSOk|25i*3Z0e~_S@D%LX_V-rL(W5^)+dpd-qk86B{JuxEdX7sz6N~fC!+F0e#p12i zcwe~auBSVdqul*UwtkPtgk-GjPsf=bgq;JRyxLS)NCVypyf#-%nz^s^~5wnTyJs_NRf_d^K93=cQ{r9oKZV@zrN&?vEk5GllAx zWna3HAFnEP%rL88fcy(`*lG$t(;hN?6giIBmn&}l6zRaTP0q4KXJ zyN;33R%o@O3b!TTTRe*Dtr{|{3r3AeYFZ5%qR?8X(rTt5p*-p2GQSBuh3Z!!vthG} zyQ50GIIAUMjFty0AkwmvA(f|7#FCpD;ind#&s`Hg%>Q{w$lZ84fNi+H861JNS^0KMOcVJ}>>2PwrqokT9LD1DT7Aq*qnOjMSm?6*i)W#VoLWhhqL~I03kFtHYgmROLn^RYLy|l0OmI3{7Id8j zwRRm>LDd?d!7_|P+KLz^<6)w-hAP!oA%$3nGd-^dkv4}?v<)Lva!ZKfTuY9@;hH6& z)M1iYR;pmD3S_jCP}O1>7LyZIWOT4MiQO#PoJVooxQ9ckxg&z;JB8Y{Ee&E!s+f}^ zVk|=j6_GJatd9{-&e$=G$@*ry4$HLqPkt)%yoQ`#w>4Mi@);w_@gI-EVLJAv@Okwv z4`J;c)cjW=$Twesk@TGngV>zyCv=`F{1KVTJc;F3f^+DeE&EzeS6PJizNqWypDOkz z!f;Q!!k;O8__!y@KJN+epHo@iL(;tsi*&jdQfI;1yIdyeZ`3j;k=~;hL$5WW-z&j) zTKKOK(EH4fYgC^H+xETueNRV9uVX(DZXP4l?0w*Uc8|tuon7l`mKdrQ&JRpPWgtED>DNx=0v)E!0guKlX|93606P3NmK)H+>` zf%m9;Q^4^~>$yH7v9x)R;5Zwqd?!0qp?R!EDr|OQyWUc8T9NQ&I2uW%TCG%Qrn4HU zfRIcAWlDv@CIP@m!Wo$s49P~4Wh?er9mU-osc`h2!?<=_CDb^j-ARctD=QI^G8maw zB*CO&PN{WW!-+U1sCFjfaOn=IT_Mz$X>=coh?z?YKzTu=mg7j$qam^dS*n&LWmiZx zVwpu{G6p6{ScVaigp8{QvKRrCl7W!L6D44XWMx$hjSf~r$UKqlc`MO{I)^H?UBhzJ zj}$9OFr_w)AhIjcJ3REsF8xNe8>OjNwJoLG9jb9hXn9kjnOK=of-)vRz{y5ciD6$g z721z$vi3Y3Lur)iN3>nhc8;eg!wHaKl`q03p{kamnkE%mRzYbREfQ)Ps%V-kMAawM zw;QL4JP)FLljJ%LBT8slSH$#NKBBEdQKA}#jVhWJL1Z*)MQIv|pr)c~O$wR~R-jsy zsWcSQG#Zvv_M@KB?Rr~_sMTr?Me1n}Np&RkO0-QwQnaP1X+>!oDWsZ}q%dHt%ob2# zSy7cS45eZ?72)S9T$1mE#hR=w5!xNX?nfzkE2raxWHMGz>0V&L zJg%vC45aE;Rbo62bcRy8M~do`DPpXnCQ`sKORu|C$myCoG?*n*-Z2tpyKrBIdRbiw z>g&D5i%CAO#XPTvqruoZ?rSi5YC0vdXu=FRd-9e(PA=1iDau4VURpQu zO7>RNvY0V48A`!m$ezVjsGOv64^iz?)SlLXp{P0Rc1=ogE0nyY&{!A`#TKPu42wpk zRuzz1Q$=c^ujiXKtJzD0ye35TD^*t0S<+Z&PQ%e7s+feqV1p%MM99TNYOGXKB5+TG z%IznLXk13c(mWnOOc)jnl^I4TtyY6nn5!xb7!`cACsKMRk{Y&597miP2er_7BCuIi z84N}X5t3M{Ojb$^Qwdf;!6sG&{!`DZk!n1LV)(CfD!QxbKR+BOH2_2`WxP?Fw9s(9m%pdtCj$KU*?m`N&&5|n^&O|?v*_1| z?j0_Y;o%vo}{I@O+uweNnFj z@o$_-iux<$g(oQQW6#XS&6D z9Q7X+*0N5B>oE<}>a(%cCqn9##dYkDYjLz}JP#>&9wWM5gQ(?lw_YLOG^oD|)h?2L zDfp7)mkl3*Za9~9t=1P(awIqmCQB7r7*<9>l^BQR>hC#TWqT7*IG3XY;PNa-NYaL? z!ZNIF`aVn(AVOdw@LC}~(glwtPVqWIm{NjXaqaSkNxJyUUXFDaEWja8tuO#@Pz zCJ}_yTBK++CX{GtPbJ!yWcNb}XNq>KM?%`B;b9$?i%2y~MWt#n8c~qdETw^{HC3e= zjYCq@9-eqIOL{b=*|~KKzYbB&s|duhCxo_>QK~H}!B!)1)f=T?Hx;>7#>uj`T9v6b zw5`z5U29O@)nf2Z23KpU9TeK#c1{ztZlh$_+*^jq-EC2%)mlW|Z4DB%ts`jNBXHaw zg}}3wNy_3)qlD#9;mVwjBa|l*xo9Iu<#AQrc$3;O4u>VmxjLhQ@?H>Xt&y+2Sq!p_AIZe(uOf0M$vz)a)f%U9+&c?!=zSMZ`a4!7=$L~9 z$rvV4u*$bq%4nulWTpv};<*eHP}s^DRbniv7#bUgA;EI11`7cQODPEm5Cj7uEU<8y zTcc$(nMsndEU3V;R#s899HSx1adNPxBLKoOCLzjjIHv2Bk&!US$ilK#>Cs}g7RX|j zL1Gw&7E;PgM&)d39HTffEEy`ujHQ6eE)12lWmMf*4Q#nuE8I!wJ5y`enpy^G>|H^? z-5$r4(H&IotJtQ|x@=a+!8a<{Y%0;BYJriGt5DRMsZB|uYAaQc${Cm#tWyZWG7ek@ zSpr#P6@(-g0!YS++Ljm#MvPR$QB6~UaUMkSyur;Y(y$t?)hDsyHCiuaEmfhVD@mcD zD@4(%O+!$zR#Oa17Dyc_A<{JBB}gKGsFKcK#+j*`-tENS`ybN*DzD`nl~wH|SY-PR z0YG4vLYbHE0e+`~4}>XXrxKQ98fg&3RuyU==p}!l{g1+5gfS$#rB(i?_GD`qXaI>4 zl>!PR0cingX<`)$0V$x_wsfJ10JEYrG=a7X3Tj$LNs5rnOENJqV=0Qs`G|fWxf1@R zN#L*dBL3(7eiT=4a=+67DzEfAR9EBsl}&2Dr~6NzsZ#yIDf|A6B{5M+Q7}VG5lTrE zv{ft-L`+i&B+ye)1l34XKve-1G!;}$QczJzO%X{*GDt&J6$M2wP*o93F%T0hLlOxi z1pA#EN!G{@=d+?hj}58Iv&ms|>^Kh0sjWw7NjH0Jaw-1XTn9NYXSSXfR3z4MYP@ ziljoZDMLw15U~XqBn>KQSCv3vf+Ql6)|c|YN~>4%CE6@QB~*U@?!){yWBlZ;{$Jk; z|A+k5NA_bsppK;>|LUrcKQco8ZMA-_!jJj?1c;CG|1a{yzz|4M%nS;meEc7zR#lOI z5ZSD%OgyU*xKO^+|yKbNipdzvKU2b+RhzDz4m|zoYzr zx(od{Px7*hSZFXx)Rj^EB}xCAKis8?ikQFNAJh$q{+Pe_t0I3r6c6i!{-0=G0Lm5Q zk(EADKSYP|!u~(PmHboq;YaQOu0P)WUs0m`RSWYhu;X$%#7jwpOG$3h%T!B99tJ^E zxKI*cT9<7gE@fMml1pQCY8_DROZ7sk{32hGf{*cs`Io(_qqtASBEJDD5yC%|5io@b z0MY?vjK%+ir@}@2o=SfJK0v|0&lULoDoJ-xrpx2s^iq}g(rB zU%aVVf7t<%TFNZMpPuo4i3}1grGA3_O22|rte0@VEA@u=C4S$j5b1WREQ+J*7i5#L zS1cuBeuR_silh7>ihuPgtB4+jj121yy!5ib-7#?IKE{R&rAAn=>Bn zl8C8$+0ay`*wAF9R)W=D3UJ85KO)|4*pQ0@Q?xwEyyLYGXclr$P^)wK>% zQ1%RV&9dypL2@43vU={8XlvG;6+mg{fkH@jT58P(APp4JMAKSYEoy}U>l3iSOQSZX zr4$=#U7%>@1qV(orovXJn-!#BfKU_zRgI_tsiABD1Q1FA9>$Og002P%0CWJ62oMlW zA_*hNfB#99)KqPcTx7K$t4+|p|EZevvyQd*4#s~VF~SMjx6jrD7E$_c79jbm+% zd~<7GS2bd>gw~@LO^vK^zMwzvX8phKU>lZYi*Hz4$RM}HuZDz@97L7)u zRBL!^T(&DqeWWsu4vU{+A*o7#MwMDsm)EP zwAvmztD4$1qfw%bMzLzV*DbMaK6cf@+eNq6Ek?K2(QBG4ZKGpjYW+=Hm0L#IBHKl+ zxo%a6*wqHHrE^2JBH}3Yht5D)NiX-HDgq2u2$bwc~OlwTqy0SuyvAioT=fd z%%f{;TCY6Sd8->(+BVw8id#zA-xo5SVCF+=Y*S)(%H~SuoWp7+)f~xR^Q)~>V(*2` z7S~zZ5p}Aj$~6|Yi(_K0d~L6))y-l{w%VO)j@pi~v{umC7}~~)O=D_}RYuyy8#b!u zl(~sEn@;*%%55!#cxYX`w2s<2rA?!1ooXjFUKm`=RDe*ZWb#WYKpOKqOFRcUK%;1 zZEY6B-T774b(Y9%MQagTSle%nt;(y)*D)JL)lHQ)RJK)ZM0VA%hcU87!>t_CYEzo0 zG7X(-PHL{&sozx&`YGQe@2j?|?USrknX(sc&6*oYY?ZNFu3XX_(afT;mfE5{?|EI^ zFdn@3wMC#?AnL(3!M09%#@iKWhSICP4z(vWT++548e0x(^Y?2=eQ(P4TKs$0z1``= zh@#nBMD4k$8J5uPl)QWLRoh_888nM)SJvBeZG3C=dA3$+qS+GKu}uXMKK?t>lHDrl zd%btLk2jUw+_hs`#@iJzstatDZ2$~rQYHpOQXwN%d9#|T*_I=%ROTBkhSO+@rnV@S znfYqBHkoT<8%EU{+im%3+m*FYCN&neLfdQxP5Qg6TSY%TZbeD47`yS__ih&O+jP)v zQ)e({>xaqF?Sp7(BJUiWC(>#OSQ z-fDHtOjz1x=2m8HtYFJAOHpVxDy7-{MmEHnB#mk; zS_&$c)l2o?ZZdwK;^VjK&+qL2_IaG$wf-Bd&%C_0Lyy6&N(>4`8b*ys9Xm+>75{kU zpW*)l+iez0AL6+sT!HLl$+Z?s{I9a#@YPE4a!D*a|4dgtUCL-DxT+gdyfm!zQyAr1r$9lC{kw*s&~>dBIKXyvIJY7FO8rKZP-G=@Ye zvv8-;8{D|UMf;-HPqxxEg5}GIExufN#+4`#HE5Caf!Au-1d75>(a+CKM%*Dd7Yw&yJi%W;if3G!cg;hA&l*T^=FGY~Bg!k}WJyf4h{Dqj-}r)i-$k2g)^ ze0|l&IVG#sBCG9W#pRRD{ALAF%5uf-+@5o;pB-suc27$i?!en8;UZr|{D~ZE-n(m> zlCJk$^gG>eYHLeP%XK4Cw8>QVdoi`Sk6r9+_OexPmPaV=opQ_-AC5TU$Ezg>whLmF zArgERGPJV?q}9Zr=>$clHdCs`Is_^O_Yu+9b#yPJ=txLHN~>ifamdJ`54eHB(2bR6 z(E`Il4~FUt^h_n5@35*tmE?@Q;s(?-kD;rITnD%zV5J1V1vlu#<@tAwWoIs@1UK^Orp> zRlc45w~8(}B#_;~*#XGGP|=*k<_b-*G;Bh%f!KsvrU_LgVKSpdl_`-f&A$Bk%rHVX zP!Y)NxdboEWvU2_>0qHk*)!{niq)$nFW++AqZT6L69m;_5;w#9N^Qimw`;p?3q%lp zmRhArw%)DsDH+j;#!z}|ft+|CdqLGea>{Vih>l@PE5)gwaJ{>HtW;a^GcCuDmx0q- zbj>u6rf=`BS+H7be6MvqycGmbUg&KUdLa;YaBO0d?4Qs6s4iv$Vn`bfIfO=!$tF06 zJL**pQyz#_lTER)!6dMA5r{lA8r$(1JhSmZzQQmVl3({A{^yE6R8fC}3HqRqhoa`g zOT!k@xJd$82p?ZZs_+Nu59_$rm@rH9dTt|WUg10pVzI7IkJUiNTkMlzleAdKxi3ds zbvVGU%^$0?3iT%}su<12dvp)W`9)&rUX5xb4xm2hy^IqWf+8XOenyHf3q$nDc$c5n zZM0n%m{+B)mh|bbz`$y{YP&b>H~d5wj+Sh2QJkJ#-`v?{e5bJ*5m1p4$`fN+UDaoS z>y;(PRr)Yt*h8!k&yJ-MzQPN__%B;SG^qL~cxXhTA*Z>}nW5F~%PeqT8;TKTE*{Tl zPAHN+e_dLTEM*N9O-8pmJDzaA2AZLgQ4qncA;KWtmRV;AF;W&&cq7_LB!rSlvX3K= zxU$@XMU!hoUI)SCg?7#$+su6rX09=ow2KD)$hE|BI%`L^ebq_cCVt{Vh(A}`H+UlQ zZc!fK?9mFwNL@y?TI#A)e^gayLC)lB@l4Q?DMwAAv^3DuV>y-j(uInZO+j|p{gaO+ z=HZw@5t5ssW<`K&ZO&yF)wxEbia9$Y3 zB-g&>?pj&kWi!zwG4)2r~4G=T&YZmZZ!6#&w8)cQr=O2FbSY`$+ zjju#3GFk?*Ty91~7~Am*50-_yAazi1xpmxYxNf_YcIkrLjr=I4lwcUxF~~nm5~3i6 zxKh|$rnrQ^n)G=uU~(!Z3|`8ZQXwB&HrFMLY|f%$N^-Bd@CB{I?gP9mF)CBCvrlHH zMa>M&lsf#dXcbqz_?*wKCxd|tJ-jS$)#^?*o~%8~tmf2ncs-UbcwwQ4s}gQFI4=dq zO#R2}myxm0e)3V0$k>S7t3Qm`(HQP1N(%q!(I5*tqmJEYE!3FkUk`l zjdxJ%Q}r)Ws@(H@0u@qGG~Fv6)uALTpiD*>j>Bq?wiNI2@iuLc)s0&i%Gan+@@EpE zn@02FXyzeUVAfznG{A7-OIMI5&x@|Qr`*PiCU}l-SuE1U+Xf@D^1H?rwM0~BLSa#{ z3pGaWk$gZqq8c= zp{^V`A&55aPC2j&V72MCd2!&p?T#t4ijCiPw9WB2zn(vRueTbQey5R&TMi(WK4DtW zyYsY#Fx||>n5l>)d0=tb6xVGKZo&?XKe?{Wptkg4;~rW($pr%&28%-wkq{&mJbiPR zax_D_Jef+}KFmBmF@HPnM&>Zm`o9`^b{Pzgu{o0VvqBJ6dmqv4Z45xZ2qqQuGRwmV zu8<85i5B@P-kTeAx0+Y3ND=NuW zm#(oj#boJ|wz%bEIZK$VvPs?NtJ7#nCD(o@ERyxr&7wGKl>Bt8tZ$0>FS7ddDyfVa za>-S#taEY0Gwt}ssl#peyJ|6xmh{{4SyyMv^18+4YL=9hnoHK`W~sI5kqs*^r_0?^ z%KNLQ7}jI2-N&EV@v(F~8$l5ML_x6x=RT|Rlfy^b3dtXR$wu&vEh088{#-_#9pox~ z`#3H}Ruq>Bl*joZ3lEnF-Rn>;8LY6`mK1*W%@)7w5*)_Uy3P2x*y_sALggVJY!}-T zXb3|F#7wD+ij`jS(seve+Tq{fH^Ya_L_-7>M0@>ffw3AST=v8CAxz`p{f02Hv!QSy zU|i2f=xSy)*LR-V#OoI#it(MRd&krr%nM&pAohdo)Ix6K7hiSg!IQ|!9EZm$R$;z} z$?=kyZZ!k2*CSFCZcB7s#om>%F}TFYvn5oLv1v?8Si07~Ml76arr9K^R?8_JEht8G z<4##;FlR82WJDTOLq+Y>NVb64L zq?prbgBnRBk`aS*!E1iCH>Y!UytKO{t=%oyyMObrWb0tF6z&ti%hBwm;?Og3txks3 zQ;sriYsGvXs7fXd$sEyplzmNSF*rKhAJ!3n?Jp%d>Ca?Q5i7>x{RjkMf+fEfdb%uqWFZ3w?T?$K2p z!KK4A2yKakgIox#LRAaFC|6%B!XQzZ(Z71xmE7Ic0p{-P5nhi5cg!seu=n-Q2b;u( zsCu>`_(ihcv#>Y&FmLqDFD*g5=8i4(6P6(HYh0uw)%)BMNJ9QJF;1?uYSNH+vpzas!<+Z!{QT{&Q8qRAOV5*~wAE!Y_VbgK=E=5A>fvuQ z3o?yjts)9x4z(%AT%hV)C{&n?6hTzc-=}JeKw?!JRoRcSrnJt>=Glvv+}5x4yd!7R zR(y5DiHt-v3Jw_&96#rnbBiLaGt|XP9e%1Vw>wXB6mmx9*tt1D{VU~Ab+kJEuio~A zU+jt^uN#=U$4~8Z7580@-MgAj@&ryv_|WS9J#t~jpnVGI38U{CF^w-8gMg54E19mx zb!m9HIb#|k>)qn@gV2{fYb~YUU8Rv5q+;InEeD-V=DG35-Cg4_xr65kO2*MBrV{Zt zV?vEaTVTH09m(@d8_@ZWm7X>l65WO!@zHk(Bg#W1mg|GT7&+gs$+f$7`mW@s;gHj( z5Op9!8!=S!>eNH(D%PJ2GRbHxnZT3oxuFy@veFL1HnI$QPU^3x&%F56Cxjh#LxX~D zB2z%xX})g_%LH?Kl}I?hzIAi$uifS7e99X!I+{_L-LAtjHU*rl&V zOdJ<3(m@Rh+!5x{7=f2qXQGkF#q(OoQPD`R!C@RRZ>TIZhqMVT4D|HGSQ-pe=eM4m zMY~mu9K5(!>q|*2{XNm(hlrB$p5DE9Bd zRt|<10j3f`a^;WE!u6APu*=C}SEEha;zZT zEL7E1x^Vg2EeJvjSiL~dEJD0TJAG_(bgnTm*p5jdypY}DC=*O-2mmw@Q_jR81XK_- zf*Em&kDrF@j4ztOD#u$9>h2x|T}F5jMhIMZAQ+)-!STd-t}Shg0d!wsgbUWoGw>{X zF$K};CB7)>&4gZfryB%k`ff9p%GOfbSjApUU(%1 zG$5*}8ag^JMGYzRy^xFFwmijjTdFwv+aJ^K&5Q`PTCdS)J#jB4%0R+@gzVv%D5BIXyN)$EO_6@r7yNl?s;$=LyBk+q1BVOb$1 zu+kRpNj@yL7Lw70@8>hZ*N4H+O!vjc;Y!4wq`8AF>sbtzEd#U^GVIP!i;6?lko9Eh zzAF`D^LlTktE4U{TNak;(CVEaWg&~jc1;XS#>SmiTrxF%qCQWmqb97C)5Gn_HF}Ex zHV-CE0!wAUdeBKjk9)wn=!|s&{5r7I=x3|k*(kAiguM~y3!J_gMVM|%Ur~ua!1g`; znb%K!V;i%kM$v3VSWQeQpIZ}E2(%1p0dRIR$B%qvT?nbUE@~T;BL_(Oy?-|Q?9jA^|8b8FzXCo)O4sCM zIHX~^W9B4653d|wYOD5sjGfp{?X^^c5#_Fu?&L)gX70N;I!O_tq20=U_vwCqcj~{B z{2^}Yz0|86EW*3Rt!MQ*?}j@)c%Em=x(hxB$x+bB1|?>g*9{%DLP>_^OUmqG!!iwE zYk+7lFbY>!`sT@Do$!3}=oq+Neoet(#g40JM($P!s$#dE_cL(qe5)$Y7BZ%}jbhH| z)mU~ZkcAk93DFJ@E`x#;44Yb zKQ`^2p{_C=*0@gOT-!80*;jN#3+2@X9>5MvaF4dhhzAkq+CIN}E>(!&=W@cPF^hBx z=tzWs*^kVhq?jk44h)=d4oW0jC6*K<9>kI~0kBI1&biajSXL@AGiwLK6Bc~Dy`LW| z@RCGvJ6QaeEM%o+7_64D*KOW1VydhtY8c8YNi@}oG*2m-B!tF;f6@c1K?ej}a_OVr z;t{aXd-GP{g8vY&j-p%7=Hx2$MYHDa$b~-;!<|%L12~AMx|%DXRHT8cmp3HKCh8hv zDQ7>doswLSa9n!1;q1?s9an|!Rg}u}mGLq64M_?FSg?6X#3C4ViIMrJ{I$C*-ABxa zI~6INVN7iXVHU9wbRgjYU_cO(C3N9TvnT7%g>b1$4sYw&;dY zmPaR~D{Tw0qbv#rKYSIua6Xl8NM|M+8tRB75R5}gyC7S`z52T*tA`N;1K{DqX>M4^ zbYy%IuHb`aHWs`@1R5AF#!B!&n-Q^yKVtoFZp()ke3H01AU92;mLA;=Q*PHha4RLm z6(M$p%MR=;(WXKeybK|&bp!(!hXWdD>7d3?8#6HB;=}T+RhB--hekE&lZ8C}A=C8y ze{X*KQc%({e#O!#trU|Wm@4NJyRjj1<@-CQ_It1**omYl$ry|&2hQy-?r4oJZcIf) z%gc!+z1>TbuHn}!nwS|fWUO?$V%D{C3%cTN?uf|lt|l~S+fF-j-PO@fc5FgsS1X7Y zcO}caw@%F%UDyid*K?x+M$EKPsw62U^Rh9GQ7F+#L=h#+S5wz^xpKaHg50!GTJvqW zqg8q4(mT5^i*oTc#X{T{4~oLHNNIXDEDB8&zZQsW!>W zJS)t+uPXKX+J`tXmDXWp_CWOi3zb%I_Nf8_QWIhXAv%L-K@l4ug<51G0vzWbwHMI? zg?1x#CW}KIM6)9$wL}e~+!&qoovUJh2k>NNOtW1-Yh&1kIBPaTS5olp!ke#O&}U zj7;J3o$RzVR3Qf|K!k)P+{`u%x@6i$pxKDpEfm$mI=v$69FLZIz1Cb9aOXEtELYRT zg9_9aYS9Wb zWsxXNBuRt=NryIABK>i z9=u{Qcl+=EhdE-|Trnc%;R4$CN;>`5a5k70|pTyVhauD-bS z)H1lWIM*9BvZ?N~N=7u3pn;ZSv6RjSlJMojh*1z_A-*mvNpXrA%Y%bk#`0X%$$1he z_CyQ~#%OynwAy1E31khy`u{ALz0DA)YLqz&z3hnxhCn`Z4|AI`*V`R|fiv)5fYl<` zPrdb;9iyvL$l0lD3U~O65_yut3+)MmV%J!yX`Ir{^rFd^I+zIzK2tH}7SG3jSVneO4y;Ll&wtLv|`+T`$gK9*mg zfu97q8V)J|R%lQROM#($ZKR#rx@qwIUk^m@i_e8~Dm|~u%6Ig!?xcFLKAY#Cyw`BC zY@bFL`l;bc?C8mSHESS-Y}JMZGKLU5$#RYsvmC{CvZD&bv206Z@6JZqQlL{IfbW^} zXcdO3Q6#em0zTX1(Y2rkHMUM5+vsQ`y&$v5zh;akL;as4rjHEF#tZuwPiJzPiql8tx@#BOG4eh`SZ3XPwTmw%nSX zl3snhN)4YFaYT6aZh7BPwoRF+@U3K6Fk3rEX_U*F};F48@#^G?ig2Ttq3*Fofag!jI|RTq(_1DfbdfD z*|*|tK%$S4ofqu0L@Y*w_-JO!?fgtJCD0=1ybSyjk)<%YB)M|O$vl{9eoxiIbB%|J z(T#e7h#+YDdq|<8CMIlhSGgqK57+j9MD>d>{tt)iq7>YD54_v9kxV7;n0(oJnN3*x zS>0NezSef9*D<*c(Gflwq6cd4^uA*>I`ZFjh}NcBqk8Swz4bmGW)a6d5NC4HwflE?Gl?&XO%U>SO6(_mQ6In5j3Y_kRr zQE!^FOk^wkcr>)Ibd?hrg;v?@M)v4{keZ_eXlSRjIo8C z>|&MTKJ4G>;uSzgUr@MuM}8TJe9X*RVP2olJy!L&OeEO*l`=J`(;Gi7ws$o(ayejG zj@Qr3CzTl@7R)`4%7`XQnmP(rY}}K}UhQP&NRZav9w`0FAyXSg*dr$747r0B;JV5( zLRmH<1~TLY{>MgDH`EZDIA>X*r8y=EI3g3=bZjVH9Nw{v#w5)CMV45^=wd=lOD5IZ zm2NQ0m)F&s%!=}g&zl}AY^yJI>|{3B*XY*j%EJs+S9JuW5=clBj!7yI;AIX| z5)v8|*ufX#5G7}ZT34FUiv;NBNn#o!;8TpaGtu>nb*^+Mj298t@%rpmWi*9|V;IM> z4~t?5N4S&mL6nEGZU~yS zWGD)vp~8mK(@H3WBE)sWH>o|1*(Vr1-)!HS-b_hm*$x=mV;Id5rfhTT)gAlgeebO~ zD#H49^}EeR?OIz^ZBp8$mepaH_t$#jvC@2bj!2^}Tc&h+R&X%Cj?TRnIWKYiHY{!G z#0>2tb4UteFg4R~+(LIQS7rPT@L%JkR3y@p1hO*7q<7=B`;3NdV6etBS%S}dPS(tZ z1%t9OkcKlA8PL1#!l2b8CYD-^R-z#ughV+XYnOWjPxJ}udpoYOWtvtmT<)=5^bK<&Bd#Wp001zr*amS zp46FOO{TzO5Su`;;E?R^;|UmgUv%9hWj#C*2B?JhN)ph>AY@8y*{B)7zKUpA9vw7U zt!)?NMvP#Gqb($=vlyghGR#X3h>0dJ!V_DGB$%jY+fX`z5QdqP;RVG+3$dm%BoIpz z?%$dwTW?m*PWm0l&4q&K_%MTb{^eW;PG;k)H8k?rE| zl?|76%v&8ba_sH*Jxjdl!PoOxqJ{}T!-g#VLJArlR3p4!Y*u2exAr$}+^lgOSWlwF zk<&mnk_tQ!N-qLb(jPE`T?9VbFiEk^EsGi;P-p=AWrnb^{52)(lWPX3($M?ykp2T} z?#;u*bePz<)Dn!;7;W!2;gAZjYE4hxtLy4|qVG>HsgHiYO0(k_S&5kBvX*ZPEU(4= z3YZs-W(k4^lVg&-HFMdD>dH*xvm_SNJ()d0C)n^~9vyBlP|^$w;ON-|X`~=^-9voA zKUWWvtTbmd#$P0biU=B9K^$%BP1uhNzc4Bo9vQbI`e8R|Dx@f?915P9f*|%o;j+Z4 z#-O=n_^tw2-_~YccQtXJOxqdZcq}KQX)$z2#Uu>#^5Bof*4~?VGqG=8FCk{eHpa~B zCTj=ASS)#FpLGo|?SqJaF)aIoSNW~Th(((p8YOSO_v^nEfw0RBIBaHJeQh-K({j(J zOiJd)X3m&l-L``xAY(j2Rv9fO%MR~Ms|3t3uy}>VLenk`W9(@kZDwFp4`MhkR8e^& zui@wV6K#*6eqkj45c>LLb6fjwOX}Tqt9tf{6Y1}>U#h$$m;*_py|3ZeONu`p@;8?$FrX)1l9x8&-{2de!gu*E;O|Yh9%vSx4t8+4**KhMe zlB@URsH!xSl?EY7q`e{P4;m`8RUc}ZWUBedP8S%K!DcpE(VAIe+h|5M_%?o9P zEUqUsn;S!B%Gj6_YNlC+!p&xlq}wgE&2vy&VJm3MHntLGQW~29w3&v@wuWnJDh5qP zX)53=@c{fN3{;cz6c!&x6+})_6VppwjLO=ZMrLM|*0m_E>uYvYl5=$nrUL$HL}@k)R7Fbtj&@jW~rJrWMxxkA}K|MpiM;7Y?+m!XqBYPWYHv6 z7?PN&mMqDc8p)O$CMBZUnN2Y?rBqt03XBoKjH#89f*bN1YOP8prDREl%SNnN%Gm!W zO!g}O9b($ehGq0B9~JmkYg}2xv1-{ZSJKHNEMhHUwMnvDSlFo;c$l$NRg5jha-?Kx z+$_)I)R|nC=M=4N)islL7_Foh#9j=pnQN{~zD_k=Hyz~WErp2?gDDM)s?5!65eN*T z4vU6yoUUqSonw}c=KFoUt$muVnt`P^*0{|qXo+1$U6f``a{koX^sQ=DoL&vdb1J~a zl4{0G#uiI=RnvELgqdYZ8krE;uXg8MQ{Ah*b)!`2%-Y^@uvuokX>wbx=_u5j8&X$Y zw(4fa>t(touI|=CY_UgIb$hPn?T^K+TEBZhTB@@td$VO6VpBB>hF3LIxW_W0N$}DW z0Xc&Gh}kwpBIgFHrF6EOyG@ri*6DK22UP0mS39MtO6;y=?o#f$X2v^m z>D{?=9Z9RZoSnCB?b5nyuDHvt((AQ!wkElQPK`^Q+nFq57UpxhWL)Z<$1NtsRs2h( zc~?p#LZX`z%4CyBzsl9ux{~l;e@xu^8pfry$%ra~i9Sb)~rBan#`J5t&A1 zn2n;QZIfXj#_8Ei!eLjbyVq^nCbhxbr0Laq?$*$oRH-JU(ONZGtkAQhqCZZbmUYV( zYGYMVaZ|IY(O|nT9c^8mtiBqWt`oZCE{n!9bG?#w*^*funO1P+hNHf6wYMFP?B#J1 zcI|fKoa0*I&T*qs)NHLa-E`3zF1uYW;VV_wS6$sz$1^#`Bypp7X5EQk(Uh=^)r=}r zM^YeAsgqqP%OY;0X=XHF+C|W~wWnnqRZ_y`2tgvRa!pHRM-PQ6!s8DpDCtRqZfh zrCBZSCN1T1ZQrWx^9Jj#(kbWe&EtCRHY-gjW)T#$nWnCsl8Q;DSfXz0Rl_Txx01JsW%xJtY$LnF6CCHs+Yamu3dIy?%cY3d1blM4VUM>dgpb)^>$ws z&#!yl-)Ak^tK+_O%OfQzH^@g~V#h$?l(d&E#o`9#+2EYcUAGy zH96O~uCQzJ-Rf(LnRn`XO2j}UudC;^ayz=s`R#bS0Y_1_Btoi)iiWE0;51T0MXK`N z`P<_4LtQf1w5`*o*Qp_|CQM$KWZcESSz{EP=1C~BtSqcq6=q8#wRL;7&1{Y0Wj0vp zVJ7i#>60OG)tsF;>tT}0){XJ4cWyg;mgE_~igiUA^(yO~mihKxzTY=#K*cEAG1XgT z+rx5NXJ-~TDVC8OSkLgc7PcND)k?Bknve3M!NX1TlVGVvPoq!XR`Xay_eg%OfDh=!WLIG&X-?wzPHx;$68Y{dC86}YVIYH8zN0xB4oO2bgwm~ zb=JG$qcl^e5*yo&S<5)Jw#>0L8_m4s&yFW6-;TadD(YQ&;ginFH!-K;`%CA@y)M38=9Gwn^G|o*muuq6jTsx|+o-)=**XU@&Xse* z<}rPhagNC20f@LdAe;^ z&$n8fQj{)q(%83p$-2nPCUu;$`AIHos&9+CzN_Xlc@@f}N|SGsZd&HW*uD1jyRC;w zCN1W)vzM2LDk9O6NU({SS=OWX>2;>9W~EHZW>pq4S(>DUO-!jO%$ri0&|4`ztfP!~ z$}UkeBUNTH#WPiwYa+JkRuA3ZwCSc{np;s;HD*DYGc3xQWm$tZrCM37k)~#Cv00U6 z^^@(Ngq3_XEAX#y@bxWZ@yd=|)|UY)+=^x~BqD#4z&r!Ti0tr_(&XWx#^YKxE}9(i zw(|Tt1=4n8@Mx9H*_vR~sd1%os?r~_ORtZ7C*6;0K9{?{JnnrhyhjeWA(&lQj)*&? zXe`z(Xu`&>^-vYIwZ^K8yGBP~SmX+IQCaz8x^~AX>dESkx0hhWRu--?V=lHcXTiqF zEs+?aRfMv*xww)!V^%7h-fLAft7LB+X58Ra?Dlk58)n4mMNHt*WOnmf z;=esjd84(K6zW}14>=~O*H7KOEo-E+4As*VnAl+&5fuT_i!gQFiIiyuWl&RRy5pME ztEDE{Em)umy9 z%O;W=Xq#y^t`4N^jVm2?)NE;$y&PGb-!-o9m6x}=i8;09x2D@jiKMewH8z^se7fI# zuFPt(7F1EuWMrDIlWbX)l*XwenVoTSV=?dwpzn0l%@)zL^*b{t%-f?};Q z(Mn}F!&;KDnW|i?Dy|;&D7#=z!_d*`*3d`2c7oX{W+i$zCltsNPZ>U3Vp7L-;=8if z7FGBe3@RYY%{ikb6_=h|CR%i)tjg-ey|XoCZTMR4^oc1E z8j8tjDOMJus#>l!l1@13&a~-LROi_0QTtVyk0*84TR-4@p7t@Z6*>e%LV=_YOS zoo`KfqiwOOtIL_0+0Imr$n)?HFTcZ==U)u&yh!x+ z!_zRfIHF}1+N@%&&Zk}1!tSqSv|Cb?(Aq*qZ6j2glv$Os%XQqWTS=|7ZG>$WiES-2 zCT!Qn5__tM(GyBhf%8vr=bSH><M7B!o#+ZNs3L#JHU zu2s_|ZknS}s~cOI#kI;pxw*FHt#Z0;$t`k9hfbBXg5y<~IL2b*4Uw=-w=L6X)SGPE zrnfn48d+$uRV8AkWYlRHYBh>0CfQ+Hl-R+tMXYNjbmY{sn?-DrV%n8xN+il?DN(R& zYh5+Dwq+89jgn}RqMHRJCW!{2EwyOdB;d^}5Yo{783yg9Y=%-}RN1x@NT%9pK&6P< zwQcUADX~!~jY(_L+|qirR;Ok(Yea@?Yr42&HfGvnkZB|vCbLS|y0+Br%ZFUra+2jt z?$m1Kxr9PRWim;vG^jzO$lE$uOl8?NtIcoY_r`Lta-$}HuXVW0t5mp*qO8oaOPa34 zhitbRTi)tU*I3DBEMu5#ROMn>Rx-hjES1@_NpGEYRApP@*1BBLxh%PkbW@C&>P>Xa zMr~}zC~T?2g;?fXT;auLD$ZTF=^b&!X<4nI#&OP6@A|isiDp}nw360H%M!)Rr)rJ& zU6duVo0j}NEu&Ozd0fTB%L=NdOv#F6MkvaL9J{LODK_a{++x<@XLjgnHPd$tBPd9f z6r`zhO|IEp)z_W0*?Uaqa$PQ(E@j=LfRRqyw=E@>=UaANPHbp3uE$pmo1v3)U7}KK zq|!@oE%JIaqRV4y6lGDWO@kFIt(E1~yt^o~O_rHw#n!pgWV^af&5G-~PFuR}Y zc$aY6wS0pxbsuZt4y7slq`m*^d>W0ZTWu|ovTZh%nOgz;)A6LQ{)3(i==)@=$a-GK zIa19=(riLD*->o}rqmY7(;HTDxUOk&r#5G;rO}hDhQ#Hg<017sE3u@Rl(Q;r3d2so zR{x_N0AcWl>$hQ~R;A-;yqBR9i$dR5qlWHl?RA z%+(uBidw0xwrg8eb6hr*wp48k(NzyS=PEsZx|QOR{s>>+T|C7^coWA@)b5avFS-lC z%D#>s9+@kzk@CzrKF@U}cS(Fol@Gcfwk(wq7B<)wF^tis2{Is9iAEZl60tFgjV3Ax zfHG)}R&6U^xn|coCfuFXcWrLVu9!8kr5k0o&2`;%V8(LeX^E82(;!Z$UlqiU^=hTo zlbB|yu$7G^nkzLL!(mH|%W<<9D!}6^D{7S3*$76VkU1!sY_XM@v0BvADUxi8NZLy( zD=ca@*^-I1GZfU6jaoL-R?SGwL8YTiGg`>hWl3$e$XLuW<6niyj>7~2Mu z5fPBlvTGX{Xy$OW8zWJvOlsDenoTB4Wsz7JtYt0OBkL~L_iJR@&FE5Bdjdii_RfVW zKsJ!4w_&BG*wa6O!%Zdo_gt90cIhRHdeT|9?%lgdq}sW$YnxXw7P%8H9d|~`YLc#1 za@kEvmch$K%||p%&RXHfxXvvsHd5M+sg+u0+OBSeGS;!Sgw;u{(-pQki8iLn*euo4 z2L?^j#0~Dx7~B-C&@bN_8Xv+sFdr%xBM@LzcWz3Rwy}(jZJ{#GY1-s(QsBU z#Z_%_N|Ap$0``sl2uzZQ!Tm!20CW-j>0i=TpuN%*FFh;ll@A&!`UAuRl~o=xl3={_ zMEc~2{z5;cFGNH2qxl3^!cvlU9*3=YQFAp{q3DWBQqh&!)g{|frN#xJsFdYXrz0m4 z47pOBBGDDeI!aZkh?`9n%;mL6xmp#}t|&vI%(|nJF7;P|3F}EJo^&YmBP6DMfqlt1 zc)YyAMdqasJy4z{sEki+e;k_x*i&fQ8%mghiGNJ7F;(b9s1tobXLOp8!bySBG zLE}U0_g?Bsy%Yxy%jviT@Kfz3RFBU7#aGakO1cz1fm}q1!jQP2;q*Q-iXN0f>ZVe! zl}T840$t>j)l{f*+I^% z_DK<{sSc!H1xkA4Jz)Jlfln}xT^<^*dgAjg#7|XvrR*r7^B00YEFpT7LCPwZq3WP8 z1>~Tep^An_v;ydMK55J~@zGSia)Az^SG*JcWR!if{9gcwKzG0N|FaYol4UiLa|BS( zF%Z}M5C8lE1O_+$1OETh1O9#H5&!@I9tN53bLZHq4oy(8wO4CgIAPYDKnjVwS8jJ1 z-GeZ|)w=Dq3hjka2v97uwkyV~nOdVuWS-@*O6&)#+uf={w4e;Af!*lfceG2b>}5|+ z1-3%9k*1NYZK|axii;U+8)G0-Yy$xjpzs90mc0qS~y000I+001A7N>X(3RH~@+Btp z4H-d&}=SrJO*P z8$6WM&r+=+$oAFbGt}P*bq#7{yzgw_q;Lf>a8)r^G53Aez4NhVa$!uo?;SrVLLjf8Em)ATZ;HAYWV^06+pC(4Vl5*kMfkYP z5@wYQiZW!$5ndCnisf@eR(wl-r;evNH(;Wzgb3?VkU3uUTwF^GRc4l*P)kO!M5scL zRn1~hL&h&Ap%Mr#ohqhWRgv6Of}Dh$@WM=~WE9UD;JNge9BA@%)A zFzez0b||1b0edH`<}~|^kAo4ougOP>_>+pdTSVUm*vuzC&L2 z=LP%sJt3r^IN+wdOS2bg19oeg=5aPN1u*i7>>2>WZ zH1=Nzu3FJd&_259Nw%X{J@|KwzMU$WqZQxlsU4}@}$)96b(W+yB>S5bP5<-i=DFL2cJ90c@hC@q?9^6+w%52lwW+x9F9TF zQgxu$K%&1$k#UXl-P_~rjg0~z9DsC!zaR}O$rS9mucPN}eV7ss>zCiIdBb^mjvg#7 z#g+1KoO3}XTX)O8}MrLN9Ajj`G0}x^9d3@ zuD1+RD}sW7^qIe3EcrEFr4k71Gs&AkB4RM8E(8j48?Zi^IZEK>1Em$pxpm#haztIH zx!L%OBwq`Dd&9lYoa*rFenU=%B#9yt!*cxH1l4;o*B3d96tMQxW2OW*dm4IFJ_#s2l9c zd2UBI3#Yd#EksEX7`;a(qEm8iWRNoKbthYMjAZLdk|?2rmcwv{OCosyGAq>*eYL|$yWYS#rI$(QSGaOEpUd2@DRWOEa5Im4R8!57&a z$8q0%zV|rPQGSkTbYUljn5S=>xN*VMo$<$|*Er{7&ZcT&NrgpRy*H%Nx^fcg^N$N8 z5#_mLx^3(ro6Zfpc-15HL#uB!2M$;1PMP?kCFC8PEW;~PG)kO=HO4`6Tns~$pLD8Z z^@SA{(wJYcj2|pWQfOa!k+;6w$5$6^9&erR#@pg)V-+$q6hxLtfTg6Qn5Fy79KG`n z;gq(ZvQg}wxJBg7Cm&GDv&-5kT!nn}T)Pe$kBf8c*Gx~v$x;L4Kag^LkIrCw~k0P&7ufpC3lcqX{A-!w8_{0s~1G>aBy4{ zT!Y`+A;dD;FQ~IIq%lx5bM;bUTn%b=Y+Y<)A?xj53%t_p^8s9jzi|` zhrtWxl*!F?*Cm)JeDYUOaqRUoBflY1i^-T{CzEctdXmktOv5LW4RTq!O6DEeP*pPx za4VUGMZ>mHH^N@#Q-9gxxF`v#F8unFWS`wBEPp!P%AL^LRN6deMzFD}T3AxM@b z5IF!RAr3&C`H>AH$vgV6kzPzS^$wP0Lyix#30Z_loO6Ds70#x$i z#)zl_4Qk@$klltant5h*oEX00ty?F{^6H&Pr_RE6(_6T@kUmWE!>UMjX6vAq3=+&ph$utkfussc&(BEw?}8QcMrjU7Ry^}dGGK%BGY@7ia_Q#dNTNLyVQvSuz2*@RSCnCZ@U#S%y1`Er6Ek5W}t zAFooSD*W|Ghli0s6Z17nQZA`KuV*1UbacX}+oI7*n$on50u;2Ol%ml~Wo&fGIgzqO zv>R14sM4H(X$MNYkbm=XL&hsig`9iV~<-$xR4zVJT^mswy_s8lzitV7a!hOR7|* zc>>ZVkSQoYX|xu^x@x(DG`1^bxuEtr0ZBp~gc=h{1qnhAnJ!@3hRS|8PHwEOWwb3K z(j-7MG!!A&9Ro^(NE9nVoPkOa#4eOHjR8nf14?PpK|qDDf#f_|HLO%^sxhdj)N5!$ zrFK9xi$drG(uX9_flAUX6oK*uc@(SU0oYOcS1N?Iji{q*ShkABWVWSEp|qPK+KXW{ z2>T*wJ9{XBBKz3e227%-3=#&8RT?^S)5^hNfrvONyvYQ)_!6vqfENnNs zL|xpM7jMQL zw>p>+8r<`1#EMK>(XQ@|tIg3ASd6i10=8>N)uUA~w9+jIP^m(J$N|!{ij}I-ZKRV) zSgJLQYZf-e81k-FYX9P@*DbPUnTCNrNueJh(D?>~Ly6O?mMm^stCrEWHcF}}cr|pz zv9eB?a~Dlj?)swc(|IgKiC6gOF!T2Q?Efwh_V@Xo9C@C`AA*3f+Dn^XC-(5qZF}c9 z+%szipE2(nWcCBnc##mMpCR_SgGr^JUdPycpG!q~%(Q8~o#FTHO7n2$#&oH}ITnB@ z>{UFGrjElZi}Yaq$KmsX_s~dBdnizp0hKs_v;#}>I~Ajg^g}ZU&&hf9E%i?ykJ7ZH0h4BiCx$ZS89zrKLo=IyTD1D^f z$@2t={cSk-8M^Hzk*2h1?lzP19>9GdqJ{IWgfS6C6l1%lcd`=7_d~!IrsueL9f$Nz|$}8AC*nOXBJdF)1(|M4J z_Yq>@EC=%8J(y1+>SiAhiJrW&eSFk+Rfyv~+IokN7DEC#s6SoZ4PQQQI=^G@Oi~pP zv?q2764rTskmjtz^5KU*Nb+i$aVzrq`b0N}(?35j&_87PAxGWLKTsg-f!pk~`D654 z;YY$l+U`LjH1x3~`ha|QlOL(`L6hexi)-7;4+Ap44_@9 zvpu^ZV>P>1P{@N*9? z-a)B>DN`?{XLtzm<``(V5DFNuf*RpGrT~DR@V&R1+`NxSy|{-^i;H9B!wnKSeGMCL*VOg&(Ok2p}I54^uMY zLpdl}He`8?m{i_+bnYaUJUNX)2j){lN;FWMogp5#(-rjB*=VA5aJ|V`anCZiAnRLesCor7O@dE2b%m}3dgfaq) z?~>9n9NSOoJ-YyG%X*gH1Y(+7VbGJ9Dr%jL0U^;Pf5worxWOlQCIE9$(oCT z;G}%!!i8{EtRSjH5Jxr0h?kAC zv>F3OlS!gyMuZ>T0`d^&V*KL3qe==WRg}_XMG{3C#e`*7Hs58#=ev2O{_ zqfu%#7cGiSa^yz2b8Sqj+}b3iQ$o5@t3v3YaUqD)Zd}~9HO)qiySfQ3orFgMl3}3J z6dFxtaUdzVu43d$n&)Z*EF`264HN_vI#VGcsijtsT0vH+6)9DS&;nvbiM3*}HpEo| z<=LHFK*6B0bAXyDw9~Rs3?l|E>ge3LG23MvS}P`Kkrga~IV6F0=Qm|rr0r|19O76ZP=zWKBT9;CO{)zWP|_KKg`$K|D72F}l@|&C zNNqc17;2F;1EQQ-q$U9rbRkt-HpM}#TNbx9w@YAR7?2H(NTEm+2x~~_Fd`OqoTh0= zh!%8}5?gaos^+Rol|>sI)ya@^R|S}bbjTtEqmlS4x2 zXkuez9Mo$SMG;w|mntpY*D~UwfTSrCYzDL>%DB#QRk-eo;&h0vQAM{)Zbgc^V%V)Z z>XJ&Xpc6x)w1(P{(58S&4J&fh8*_79l0}B1O^uCPm7>vFHs+(Hu4i?@0iiUj{W(z6 zN^-<0K}izSp-HruqSz{EY?nyXWzMUcX)IfkYnsIh8l={kQM8niQcVcZR)bJN=+eZl zCqY0)FzG1LE?|iYL<2y9q*9TgRiQPYaTuv|gD6c_<;o;eYnx|XRV0bESZF2+pwqTd zN>nn@DOJo|u|(OZ*5>L(a>d#)u#(h@McvSAnAOQN885@{*7zdYw1uRkL$1}WQA+3n ziy0wZQnXIWu4s{vovI{gSXQJ>A*7HMaUi6XY^n+pxTpmJNyrIlq|1tvRb4e1HIlJo zVAv#~GHuI|&C3)NW_F@bM`U2la=L47Qfl1W7UeRNZY8DNb4X1R z2(*rp$y144fRIqYY0+9KR@gw$>V+K?4wPuEGnK`cH&QXnRBM(3N|M`mbZik=w&uFb zYB6-zQ9|X)ncdq84nVSIU?hhU#JEzSb`da6#F!>_g%*Ga5G$^U8B8|3 z*BKf#l|_Wsqa@5xXhNE4bO5vgq!U9hv;_iEi!!vRVkjDPEdtO2Q=!n%j*vo;C zP%UFxD`Ra{xvIEWqJU#77^qB1v5iD%i4h|eiKdKg8y8858Y!jLhsUzfOL%Cc4Z#l} zPaq3r($bW)>p?@Dv5ZoNEl!Km_dqH{q zdN5%qLgjdT| zeFBvZ-z4y1Z4cn;RQUne>U{ zIGJIR*<_1Ni!x9)*)PI~S2rt-EA9<1xG7it^|h^9_U5B#3|OX8WTuS9jAX)-Ljo+B z1Qs%45*XM;D5i=dGD!-F35eJcnh6M!jASDd5`r=%CK8~S+H9FjQD|dh85CI-O@?hu z*^mOG^ zsdo{3m0{f}2dbrcB~-4pQ`HY18&<}~%V^r$Y;2U9LSsg@HI1T87_k~KVuIQ>jYdkL zAt{-ZGgBxNCdCz~sW!%>wlSiMK@p7tX+#r6Y*ndEkfTCqXoxTbfeOiNYZi-RV9{if zgn>3GHnCYXw3yUUNm-D@qijX2wAw2{7&fVkG?PuT8&nmBS|W^72&RG=OBB#dGh&Nr zHE4>BQyEDVWXOWWEhcG6tg@C_sIuB<(y6qdh9Qy|NRq`N5mHbkV3|!aiJ?Lb7Dll( zV$qsfQkK{vBO4S^QDumPsI{opEkaaiv>L`*Xxb(vSvC~gMl@9wrctb7(>ByHGAM&) zZ5dQ+8X}`rV%9d*i*1Z`6bmUx%2GawNIShWrFzjXZbdH|s;S&$@DeI`Wgz$ED)>G> zH{H|;dOQ8yTNzfLx~lT}NzVzYkkdmHi#M#>;Bi4WgSX6%}JvlT@2YX2ejotYc*;sj`sPjKplJlNymR zsUvDO);7^*lod%>wH7GB7}0DB8JY^%*43j?wYH76)f%*-3l=pS8w4gSZDK80t+Z_= zqS=vcL`Kv_wOXoKR@-GogIbcXO-NXbMW(eZ+a!`R5h=AaDy9h84J#(v(PmU_ttE}3 zwh&E5*(kD>Mw4l+h=`d9LQp_9F`!B?&_qp(V6>@dn?jooSHYSx6rD#Tx3JM98qJb5N zQkX_;X`41S6BJPynlT$}X+@%1D4Jt6W@OSTHk%@AMX^kxl-iI+(M20VmMt-wQdnwD ztkPr_jYhJXC9uge7$p*oCbJqCsx^wENl~L_Q6PvjXsMNrm`2-EF(w)tB%0FLttC`K zEuzNN5p2XG8yZtWV#%;GOr)~Rh7(EyXhupbfu$*xnovm*YAk4Bs|9GaQy{gBrGlht zYExMvD8{vHT8hz3*xI8+QE4?AlNgI?H4&^)CW_E(OjKAADMqNZMOwwE*$rzN*x4IP zG!tn9Wm9S}%!Jg2vZTr)N~qgyMy$}bwHs>DY)dejMK%Q((%D;6YiXG_Y;94pmc?xe zwMDdBEk%=66rmLgWZ2Z$OaX;N%#}ftDY2|fHbX_It$?7h2x&6NNHrEBO_~N06KY05 zhGLC`6Ac*_n#(aNHq$ktvKS)3%uJyML~RyjgrXusDnl5}nS7K9djT)oDOc+}s;BLW zRq2XV=aEal`p`q_NhEotNPln4R7vP`s+C|%l~S(b%~1;SdySahK2C0Nxy+HGC?yL? zle?-+W*T(sou$omDp7-rxz!Y^tiY;Dg^*Il#5-Xi9R)3DEUAVGW=3yg4V@h3I4KpV z!bdryXs?&mr2MRq1MU*sg}6zOr_S!PKj*Hu`Q(#Yz0&jH40ZHGTXgd&6m2-X+0u0rG$)B zmOGum<#8eioz>9D>;f`X2)Gpym?sTuWysO8MO@nC+HPB!I#r6fT-xU}M==ym?aI<( zS^%L6RnVA&8wgcq4HHC(LK`L z+U3!q%x%ji!c~=5cCKQm+}5~8qeSJqPH-(s=Sc;U8CtaD!Hl`7-EGk=MWourO_D^G zjjNeCm_>@Yy9BhF(P{&-i>EDfR*qW5sNroEDK)Wb+>Bdg0Zp+)3xRMb1e!udjiXze zMS=?zqAM7aL5o(xP&A>!Ks6-9j~cpaX(pOj#+X$RY-*;J2B=MF!$|}_{u_rQC)aIF$vMXdsB0)qorF4#(4H`2koMa7Fv81CUn+A|b zfN24q?X9;pGO93O#ftW5l;JD`oFW3~NErfbnsKE`CjmGl!6p=*aR?(z&aD~>8h14 zvz?XAt+co`sVSw#-Ltn!YWY&H67q?p(iMh~)&%+r4_t8@7{Gm?AEv7NXcFrDWhvVt zm!PDH(o(Mw^pB<0RVrPwq%aXVQ_~cy5_{s64vBSwU2!RR#VQz5u2(dn2_hAs zNa?mjj3~>OON}NGNNUqo7g1EDI~!pN(v*%dnVK^(66_qhP_Ali7?PHjM3J&Jg50>$ zqbQV4vLm8!piTs9Ly$)_BZ125Cn>4~k&7E_1|(fUX&L~a0+6;*yR|6pxz1EZurA_5 zkXK64Lkm%DD7o1eIMptNT|luw+^DwDLCNyTJ@Va`Tuh~$$6f{2q4;U_{U69kDy7cFT}bwDVrs#t6|+Rbe_ zu2oNkF5Z+7-H3vZfyERDDwNfR)QUQ(q!!uPQl(K4qQK%&k)ljlC1Dj9b(zd6BWco1 zf{?TdC@T?UDbkEU)>>^OI-(FA5-T%}Ar&}ig-V>FH8^s!D7g|{+#KYt?#Z#JqR>Pn zU|lAS%H<}PZm3cgV<^gH2PFiu3RdKZuFmNvL!ESsr3>@M=WM+gE6%V`@pD+ZmK3!K~JA zop56Ja5j?BF)Y-jS|d}sxl?<(vCZtMW4PoIMB-C<-O%LoPLx&0pChIbPEjDC3(+a4 z0YZb41DSM)E1>L)(}XE7xg0ciTOgTSC@wt&isT&U!Zih~kdzoobnKm|Q93M%kg^b- zu4f&%O7y(ALW|CjtE}j5YrBFaLqI7`4rNYBL`qzz1Fp3U#p>`#m zspaCrq1R-Qv_u+>t*X}M)m)33PGu#rnMyh%NMUTPw1IOQRm3Tpjm@^@qSm4$rc@ha zYPJr>L$tafROabG#tEo`PEMwbTE^g@qY%$6mdV_^kmqBQ z4F_=tXQN?Fg$q<*)3S#qICfK&TrxpBH6q(2=t7{4InIn|Q4OOR2-0oP)!4<)UY&Dc zpykP9nrA|kl$emXtTU1>-o2jgUG6=khpLRGY>Q6WuA4`8=GO(;EyV545aH}Sq&pf) z%#vCcP(*V}yRJt?qO*r38I-Fy%BEHBb3oglocH?B`~1KHBpRh-5sRTNdyz8EQK0`5lL8Z?BWJoO-jTPLgm>RoS{Nf zHKZv)MRAZy>GMSui6uC%1O2iz`Ye|g6N}@?Aloe%_gVcN6JBk^O zd!`f_U`4>B%L$-7Sm7=?6f$!z_0MQgmXRcs?rtYR!zk1U^A98wFwPRTP_s5l(vy{P z(`PrEYoQy?I_?eXN>Z$ORX0#xWkE)@1b}3|b<5|w!dIJ-)Ez(q;LtjD1r5rsIW&(j zB<(IP?Z!H77*JD~Jnt?CJQl`~YDE=LoLYCggaqQD?$SLR_T7k-!s4Xvbc4xF6f`sl zX#+4)l-_h5{)W(ZOygQS2crCCW(k-aCul> zp)z8p3$EE%jzgIUw=P>5A~c1!EzM_puPTMkNxj>cV#Z@OQ%ypFEV-`E!gGj%^S3=d zsmluG!p{ni9Pv^cmCe2DuVI-cd3({0a-I{pvgPFDN07R*s0Pvg@w+Useub7iyswWva+X zQF&{oXQ_=`D(-gV*yK6KJ7#6bB0F^sPHv}@iCS4C4nv@+*dj+j6t=OoFwm6QuvN=( zK#6H#Xzy+(ISIm^Vwt&@Ssj;Q)86*#)>0~A7oO_lal-js875CNohgQ_O6LOcHsgX7 zM>uvB=bm%5LzL?TC=XDgm=s!shc+WF7NWauc@9n2fa`K7po+@lK}3oJhYI?ERGJB( zks$a3DVYW&(jAjR>EW@!4-g*f0(zt;$g_-z$hRlF2eO@z zprf)|3JXkCG86)p7RjvcjkdXz!md2d4(kN)gpw%riRuxcWKe8gRdzvw^4BU{=p!>4 zO&G1b*5=rtsyGoQ6D8dAx^~%h4!OCAr*wt5mb|!B*qCO5W(1|-2|}7^QKU{Gg$<+) z$o8>yfaek}lLb&k5a{gjlmd`W$UM0#Y`qB@Q8|MeA_1T~13(#8jkUb0uQt}av?^kY zM#EyIk{CjlcI4QhuJ=JGtpE$i0SZN#TH2^{D9t59F^y|6v~M;m&t=CuPDRM9i&QA0 zn%4@rWY@am5^7{*RZvaQGa=o3#j+`s&U4U8JE#yrbDu{%lL#XC?ayNk&R~f_gwYX zp;oosJx+VN;G8+rAf;;abjfnNGv(b2Ci8|31rqmho`71l5W6`UIo*>opgwmruZxsO z`R`o4A%{6h7ZB~q-4dk;z`9i#*o4vx=f{RQ@()2$oOt(aE(ue+TW6x6Jma5NkoQ0+ zDByCBMUxR+=@*^sZUwrDoV>>?pj1`M=1#1YPANj1Ea~R;bL8A2c)9B|l%;oap6;Ru zw9O?(#+qE-9y%$Cpm{tL33x~)^Ee52RI5r=@giP6Y|z;DRZ5ph6uA_u z)fB77mnxm=r);HMsRVhEd&+es_rE6gQYuP(aYR-AOi)%yl-6Q+i-JL?x*zZp|N2M} zIN$sa|NmGo`Tv+m02m#g*@~X_Is%m~4N{e?m4ehWz2nk|r3$2qN>NoZU?eH6B-qG+ z2$56(g%#dXZ%-u=KofVi*N+tT)B!uu?;fI&d&xxgtI9n=8Z{`6dN${J;8ANrjf~1- zHMUZstq5#=&?JJs_oWL>8g9;=jkXn|Y#W_k+Av9T&{VUeDZG2$01Mav-aSqL00000 z00(RU_h1d)a0A_jg>Y`!04mU+&;+0XS}*_rI;Isu*Z=?hBtS{GgN(`E>3{gw z^qr~wU)Ov0>~0+YR|aV~LDn&-kl(g@Pks~vK<-~%jEEqX1YNuJE2H_T-oLMR52Z2@ zVih0GT*n!3;Is+5jFt%OqOT4WgpH?sF@zuxyDdv1j_IR*o=Jp(;rP|??=AJ;4IQ%~ zvqL}A>ojVz*rgOuC>BnTouM$J9({Kmx!GpJV1^~KfwCXyPX>1CnrC~zTDTwEVfO!( z4Mr^bZNmjuiz589GS(mRPiP7neqEr6*7xgJCipvj_n$uxTjJkni|CD#TIG#$TQjYl zgv{s_!?5h9;QMvZzjt{s>56iOI%f>-n`Vw0+IQz1IJjnFx1CshHNHiQ6G@G>77Fgd zvVL#Jn>pEg(xw)xT26@llI4#xUtBbIPof?Ad3g22hXy<>9j-xkcL|3iSP)S5NMJ!s zb~8RGYj^U7KL)JfoUub}`ni?-bA|%ywRlXE5~1SR>C+5bLZnn@44}gqMX6Y#s|>Wk z?ZQ!e+b7?~VfVi9|3Xhg4sH6rR9^*_c`3fvOQum^>p3`bX7@ERV!plR2Fnwxgx?(w05&GpK$T>+wske|bt67zxZ$B9gv+u+{iP(&vLrZXrVgrPdw*<4A zA$a2caV_K5`?$QJ<0_o7dHhq47Ku`?6#Mfhtf(XRXT8#M%>}7O+dfkqXW7I~tXk12 zqvbZwii(9lXLluf??_{qe&Z)Nb{ocK!00^oQv@bF!!N zI_>F)`IZ7Z%l()yBjU6`@Icdr!!t7hfd4(0p6&1u+k$Cs8i6t|thm_HUpA!>fv_-3A;mx+1m_V;^_dQn5pvm^@Os0B~5KlGZ_9vaS1 zjL***JvWEsLo=$z2uY!!ph5TEjw&(Ca#Z9T)PDojxJ30q1=?veUYdPbe&0@TMKo;zOY|*dJSDU@_MyWz;I1W_q518`^d7nA@|x8< zJZ0}r{y`e;u;dZ1F62KB&S_zsL1i!wf%9IM8v5T!hu-am)3;8|IvQBx?WPZ;wyH987=#wI!k8fCmMXZzQ zXLQCy=$DG2_GNUfim0d{xJO|_ITaJ|QhmrH?=m8XMesp9KJ!VFwqXp$!yHVRKD}|{ zw)yFkzyf7t;${$l9*Zc!dR0M}!U%%Ht|vvLu!(yss;7hYJPRbr6Afu%B{^J|9QAex zCu=QOFnZpxnx8!2&Gmib_1zv=pf62rDe<~%O2lHC@NarHd$*s(9H{&A#E6uI5_o_` zmtf@JUuW5hoIkb%f#x0B%FH^rVOr0k0SPpE@;x#4jRW+iwY}rv#MC#VZg9AhatX(M z-v^uzWJ$APL~y|sXrFuM%mL@)d}RbzGaVmY;qZErLl<`($PlAf)6Q3-R&ucmIMd%( zpO43tO2tQWPaiwJ>Ph4`kkSodh;BxXxM)VgZvd%`o=-mfSjXFPoc?p`>YK3?PpqYd zetg_NICcfX2ju}QLwA2?hpk*W?vy?osPWh5Q*Ld+)6)*@(uqs>w-TXv_wNzjU!BwN#WxArAYa>5#6JD4*12H~cJ+s3(b9TD z@09V}-v+UT&`dWyxDZT{B~=%d;DE@m9YP;s)8@Rt8OJgf(BQLIAdlA6U48#;Z%3XX z@4mZh9%hf4bpgdqMpS6_L1c%8wH9? z2L*#)`|+P`eXTt06X4@hvt$L6RnIihQ$Y27@rJ2Xwp{(%lT^XCi@0pyMS^b0Jq~x= z;I~6VGTw)sL20Jl@aU%7vse;vh#{B`VR3!M0Nla=eBEP()eI2SS(q@$49wlblSQ|? zSk-3GvK`aunb@-s4Pn4;r7)KED7j6OoM&W5_D!TAN35a%T!a~jqzqxVkF8FPkiV|8 zUNko+?UWv9Ypz|H&_U2aO8dyjuQn4wL+}CTh<3+&tM*iKNrVLXC~ z{GJ`0FzU4y2=POb7&)kWHB$0dHzG-3#&M6_}yU%_sgu1noRN(?3LrC=~ zTsWY2F#989G!uJvYA#ATJieod0$OrHZgkfF08fiTm=)bE$CHT!lxMT+<}2aP45+i) zo^||;tnC>`=ZbXAiQSrpyi*V+WhOQrkEXO~hOObO<9F(xUl*Xlb_laYL^=QoCxqqU zC-fooe*xpKLA8}{V=v4=J=q3;V~61U*r_qsxGr2fvjNFh=(ch=c(Y+U4ru9>>|O#R$z6^Fm0Aa zIs%Kx#29q&C410@Gz=-CLTNiW%HMLaklHK=^VOabaEe2QS^LtHyV3}P=F`jHPairx zGkqh~rIn?UcV#p$Y@Zss)_22APD>DE%7h9b#C9P8KKgvHtx%0lA2Pg*+l{9A8;94f zG#&WRVdaRTh`u`Jaocb?X5QZy>VfBXAe!od*^r&lWKs$qhG^E>GLDvnG`Le%PgDhB zWzmC1EZu$37-(W71F}Hwkmd5xL+{%>D}*CJczEQ~fkd&X>&sfxZ3f$BJ%W1qWTqhR zpPfv15(jhX*JwcRJfA&`)1CAlUPuKGrGpjL0Gf0Mb=(Wt*@+`=2b7tin>Vs~XIh2ThSR$>s-UonMGjBXw>`S!uD@Mo$AWIdj@0&Y zd$UeIJJLC{s3r-#Y}4|~u~XsnpU%!*iYrD{;4vg24SU_}kI&;L z2u>7KixJ9N)j<(O1+1br)KOoa-0Jo83sbraG|DFFm;cT%Z->sWrv^i6 zK2m%pq>1CMGvOyMK+aRhz~v#MiCjZ+MV==)h6@O5=G@9Mn#&u9k{BXmW$sglrl>3` zbE;~m2{Gm4O#<^_M@4CY-p)iY^K|M-2_%OcPH#rf(cWF1Wp~gI8gm;1iWi+8&iB1- z?S;>;U#-^le0%Y^q*!-=a1v4nWFHUm_WpTT*jz(_pfFllm~_k;vdlglfDhk}vK_-> zOqUuSY^m|l*!AnkLK9Pj`Y~0gR*QJ!S~V4BGU+=ewcFN?*;XH-bqQ@ts4eK(Y!<5G zwN*r%x0b6 zH*TmTgqJ7Mcl7AeyHU{{1%~c;j?oW83Cobn7*Awwa5}&|ICwj}0(M|~a(t8&oz5xz zIQ@0s_@4`y;)?@bBY;v4IZ3HNkpqRaBK$wf%g4zP~@7`>%7I=eo{0_w~G=^W69A-HMp7 zdhkJx#9LIM`uXqov|1BfaQ?y$=|e6nvhH)T^6JJA-(*zw;+fmNLGZ$_0Q@x)b6hSb zVEU5nwMi3m4bAnTp8|)b-PeehZ(7nfe|(-O*c4&5v6f|s!mBW%<8;zDb36FLkK_$Z znV_2CJ8ZWZGhZa!0!fl7KYw#^w!Ndm?8W8+weW)br=(1nuv|Pu}V5R`8ISn;?d{YyYM-X{WDiCNb7X+ z+By;P`*HNLMZ%!d^fPGIak9_s@Mf#IxJtUScpLPb^>gUn?K=nqfYdjx_ zzhDH+)P{`hZX4b3v=_ify3pJb`j_fHFLbz%>vEsxk#;^c&Y%(blGWwI+I!FFHu?~s z6Q21nsgHwG6TC9|yjAmyFPY`kvu#rZA_YUS?or}q{1SkOIo&U8oPu=jPE(vzqmQPB z*PZROcGe%-(H*l#s8=3eqtl|llhxoMd(x#3FkZt;fh0g{Wf>uL;}cH7=cPfp@6M$3 z^HJz?hx~;!k%^V!J8B|5W(5p>`6T(2k>v>gDR0Hh8xlg_>uJ@;yC{qbzwzK2W&_=L z2{re-hGh5l{(ElwBlac7AGNsCH^CsMIG2yd#>)S|*)}JvmI^ory?lZlJX-C`#MQ)5 z$`0j1OBwuAh(Uf4id#Vr&2H6fw+8b4d{6@m-CC^L6~Xjz{z)7GJF~XWJf47JDoSU~ z-c`3G-qBs2Uh(d+vjWsXYhoN8J+16MUf8iG(?X}ZA3#7^x=Bn{KUPkxzKI6$w7Dn^ zlxm-jMKC%nec?-=i(S#LWtgn^I=BBJc>JS;s9SvPmB;EGvkS!KGg@WSjyEdqKPX;R zE_o8I>bCSVj(xD-^jMW-4a8s%=x@@_SObRt5Ikl0RRY80!&qIX1I2C_d8teC8r&Pa zgD~YNb%u39Wa0qIS}x*u%RuHK!K+171e-51kI_VMfvj`s z5Fo>?UcbQYzRcTm>Kkm8+Awix9b>C~|I*UF-3s!vZ z$>8LBMtrf!6Q{J_yY{aQ*H7)yW84Re`yf*bK8%2OXe5Jj`xn+UA3OF>GQy_)+WZLr zS54cccU+{!$=}_0HGF>PyDSy`0~9}C#8W4g*gSHZ)J<9K)fz4x;SjT0E#jd70|c{f zFK_k9M9A|naVim_Je9X z)?N%jZKdcvDiV8o>xs~VPxsQOZT=~7UMd`&On>yB0!0p`g^bOTKyvXr$>#NA5@R9A zA2HCvIhS`ODtVcv=%eAOETQmZo1ux?Ao87cFj!^FI*FnG+s2h>eRlHIea<(zH_t>f z*Bc|^7LVee(aq|m}*C&6;PxKd!I=B8|-ngse`9ja7 zAc+piFr^0cDnz+i_IR~X4VQW9-isL%NE&Z$#@?8Vrsp0(NqH0zvz{sKi5Ea@fnEiJ zFVGXHF8HDpWFjf|MrDz4KE*rHd%O1CPZ=B}rvj2$IvN|hGdwkKSG`&oh!jeFndWZY z6Z6_veyh3jGG^xKLmPK5GG)V;BzBjW;oBglr&N#Aq;K6-+P+)$bTm^{hId%`1Cv~K zDdg|$1GMCGY0j_TYKmp5l5CU+#flno#gygaZ@njBBlVtLdDS1}HuoS!>zeh7Ek4g3 zJ6G^pOT-kcq!`50V=1W6?b7rGed3`;9n|KovU~*D#q3Vh`P&DDwj=J6$3_dasd}2H zvc+{xINdO|2vD;N8!m zj)b?&50~Md0>*_~VA7CA!bAexn)k!mO7VDJR5doKl(^E9s(9aiN=68B8n{tjdOsrM zn_&LZkNKae(aU+y`D0jFKPD)3q-lJ6U-J7@g@wKB0aQoBC-363uvLeZOHBXQ%vdmg4Y6zyxwzOl=VCQy}@X@e`C0Rjo9+!!E*WdkgH}w zWtgR&P3vE?sgrb+R{3msORoGuuKM=oQ-gQq6ckywJA2dV5&z1*nUqI;w!<{9itm;Q?XZt_2Qn<~Y5o z-J6u2e=34qoF69cP}5PxM~$2@(m#nUZBFH>9f~YNbgAv@ip?-OHN>p|fps=ew$e%gS*b(TtSXp$ zHJVe-3<*$5@wQFY^$F;ytu!8^ZSC^C&163P!kbj+@oZY?^5@6G*CP!&sb~aXej%e~KPZB*xc8Kbn z1Zn2eNfQw~c>F-*-=B=$4-`7{zSv?cERZVwL*W%X3`MUfJt75%*eAn&zkShot*6+t zXd>%VF;FYc>XYis-90q{Ip0+Qsgq1Wke+WZDPpl`mOI3c9;4teOAi+x8l% zV`-L)-VYqh7sZmdWAE#;b^ z3{OES)a})*ujKK^!O9UFJL=L{C(N-|CgG74|Hrd}tu$pwTmf#wSWiHOL%d7%)mE?6 zMbypu=eD1D|GE9ki67j*X7vU4;rNAmzROys_)Q}vWyFRw3^m8Y_-@50xS2huLWbcf zxIiFFE(WFCOQ9yZ<+7NGPy03I_XGT=CJZkR;@zo`O1@(sV{W!lBN?W_o6|Xx5~#}8 zA|gNR!16jc;>G9sn>^pykwm%Xo*KxhP7r3M{e3_TD485x({nN<)G0_`cK-iQFn;=ZtNE zBk;CeUpRg?&<9s0jC>AiFrs7`y7&9--SPpW(&YjDW!E>CvQJSjV@FS@+$V$`EjMHW zA}!vsahztA%O-_0rdDTfZtXq#9H$ZNWAgaEQf-!nz7^zyX^n3}S?_(wtu%V8 zHeV#s@aYfpLZ6$uZ>-7DW`EeX;!;~}cE*z-%Wj`f`&Yy1>V7{5Of-9E(BvY;} zN}@OSo>y6H%zEm${rkMVSFqwoWO|jsKQ{c|x>mmz#B<$W3w-0VW;2$M5E`H8%Uu=B zIDfyH_avcJS^Cqe=#31u$yOf6H~09Apf7Si7U73bzfUKrZY6(I2~_zkKO`1!Wm?pv z_^Zj1FH!sZD{cp$9#jmC45dC?D084ACXU{o_N|bE%LnBSRPYH?WRsm$$#$3e@cVlY zxwrDO$Xf5f!RB&*FkHd(y0RTcw|1z~xDA9G97vrvWrM?>pG@r^{vjr>=$qaP0&~9Y z+B2xkDjZDfDDA!|e4-Qah*xtU=%$|Bldb3aDIc3ayedCiLieMFgy2y_rk@BqqDoyJ zC+no(9!EH>w>i`FQrnbWp*^_)-sW9NAn#hHKqsvfz^<;=?QK?q9!p)NUA_`0ZN&DS z_6{I)EMJ#PMB6~mm7{zd_1}NBP*`=K>fg7KKRTaN{QU4C=VYmFAW4W3I)=2j9~;Ls zT6K^K*Ol1~hV_~4psb|OzN*1(rdda3oL z#a!sdQ`$InrQZ`m*;c#3{&zY|UR+m%ytX0Iv={RiD8%WbM5c6c`ATHTspb?2Y9eNt zdx7wR3+(lbT&?wX9-EL1Fawfn0TqV&I&38rM^&w%HR2fIDQnGS%&bGZ^ zFwfGtJr3b5StmBm-GESn#d_0vx5q6MvH)PKUCwQk?II{+BP14Kk~7%iDJ)VCTUeN? zZ;$jf|98L%!AvOaZxj0`kz)KR^j-y_ec{i_vjw_jE`E-B&(wthE$WnvWF=8(-BGpj zL;E9C8%It-s==)Ltc3}(eHjFqf(>&tdpheF8!RbEW>F#8VIYs!WmlhDpssqd$UUq9}u`r{ve_HZ$I5p-!@ofLshL=1EVC^WA#-sXtc*q?cA?o z?nOTszT{RTDyQ1+^P)IlGqWb6hUCAxsuG7>=w1vxIXSG|@+!zOIbUQlG*&3Ao<Z`y9 zuDZI?G*!NnNKGVbGWZux6Rmk0-&NeUWT$hYkvD(PmOTyai+MlWcz~E^)_LN{AnUupue7 zDZu8MGN}=qR5$(eKCd41b{J@llzPh8IDIxbRno7%+ERnaMuZ|NTc6iWM@5TVFjegfXh{&8sm~VGPUWNV&=oC5=Q^TR zMr1+FiS0hb*Uxw;id@C|q=+gE&&x_yOYi1S-+UUhQrsS|Tl2#xbXP8qMLK9ta;c?T z1VCjGAXu(5npIpd7^LQCJ9^zV!J6=TZPkFncm_DXcCzTwzW=5Em6QG5MXzViMTVJhH@`I{JTJS(vLKvdM#Wb=lO`OGhAIEHe!BX3 zGv+dg;bf)AJJEcIU6i^fwK=Op;ENaT2h~I!ANW`Zb4$cXP#eW9_Rio^I5rK!}#i zGjZaXDV7E=t)N!S-?YVpYO-@E-;FDpjbbE3unt)rLI<4XNI69~ZDj%uNuP{&1QZKz z7!982BKxTO%;m*1&dTHnYFPGchyV5;KRf!vWA$iek3;^kVsIJ%T9dUb2`g~xr&iKr zM;uGvXz79pE5ZAd13Tl)iwuQ~^tM)kW96@Hyc3hpj(k$Xd-g)FPKH8$nKF9`5pNa< zizW3b8=P$84vz&h;;wtO430w6LaKE-5`Vm!M|>@A1P1%%M+z;6ZYnd%eR!0U_S^(r zJu2PN{l+gFIN_x60srIGoc_w$&Uue?k-e>K+Tpq3w*)Dk$|t|?-0mL|-PSjI9~Q8_ zNxUa8m}tgoow2bp+Vapns_I!7lk*<_IhsSQUnuP7G@0l1#5Ot6Xw2a4yHPgZO_A}w zZ(kd8-Py-!0;XLQ;U_8yOTRlPf?4g>PaxR~} zL117*)}~{++v*;><-@q`LU)K%d1Oda7rub!)*w6!QhD)#2BY%8Hga~;5qxi@``UTJ zL{MwPUUDGYXQi?EC$l0;bGxBSSbQ*QDa5`|sljjPnXW73bhWq*zhdeb51>v;7afUD zPtEm-@)GYofeMWzW0t|NFKJz?R?FYip8L$NMCT+kfq&Ko7t(@xn)7_){G=47Z*LmF zwToMe);U+hUwy(ybH_=}Y6S-|s|D!k(ohn<=NIxGc1Lq?2Cj7;7t$fTWeIC4)%#fA zNkY?toiS7GwTKl{-z>?ZEhn=mzUW(uTLuP7eYX^=@FaCjd&>H>B$pbTM6ODG>{-27 zig>Fo_%+JP6Dsv(Vr$RE`<tqWxqaF zf6nAxCwFUf$vuS5hn_GD7i*Cg5|GfJi;k}~P(VME;A#D7)fQp+ZLQHD&RDGy}sDtw0;NIYNkyBHP7l{aPT{^ZXJ&OfJu|k-%oqG*}R)3a{y8r2Q4!2%F4-yYU z8*t>9DJ5|n*_{$qW)7Hd9g*bX0@(q4k~DlznTB{<)dYgAtLCd391Q{8D|3tBQK>W;t@q z3!H%FrOpm%^PNyaouC1dJ({XU!8i_}Ci1~!DjOvsHgGIuvH!jYs__~gx)VIInYGkx zsy)lITGXb}Re(~JAO-pDSiN+5aG6S@nRLPTk48v%Jo9=Nz1SZ z+}Q5WI#)B-c|OaYY{_Lj=)MhscK8kS#8`wL$MP=W`hFaIPV9yM!nMR0A#3IwDYcjv znlfF>kA`y*Z2hu=@qs-&A7~;GTTOWbr*qP3!PCd0+>~tWvPWZG3_3%vpRrP+69xnG zt6r}vEm|L!edGyR4H{ete0u;g%^DZ1OZd7IQg*!>tQr0UZ3lzat#EOhl5Y}~M34v( zgp1gw3UDY_i&s%U?Tt!n&9!gb)v=?$I`WO8Z&kHvOubQQt7uYddUg1jkL1V>N3DQc z9X_Ll&TLX%8?Yu?t`NTz!iw#()7Gs~rjK*^aVc^$$?5LUs8?7wFIed>#J08>R z(H_i>Hz$VPvsIavSZu1X?Ea!hY=2ZExRAT_);yf_nh%=MZ=~qtMzrO#4b56?bnHIQ z%2XF$>SAO0$xl31s)E0&4vTiFMj8u;JX@nFMM@A-3iq zf&tmzX4182`d{v!&GeRJJT2B=CwNK-P&vVD4MF%#3ep|YINVAznY*) zV{pY~jxCG8*f9lkFu9=U#{2M!##lGE6y3#Y-k2!~Op+|C;VaWlURZLJM+gz^}Vcjzy3V<*$Bm^XRKpcQVF$U5Shgy4-% z%bPwD!(s@)n7k2#PZ#Z2ScSA!{nOHdxQz-ortaK8V5urY^7wY}#^*Et^A+80mnI{UU14&Ddvw$V~qzU`ghsawh>p6wvvW;D-e0U zo@(4aM+YCIPx%zBEE2Pyk8PJEsf%JvARbjlig5NimZVqMUZ$bK@*z7KT_sTg4-=q* zn=$jcJf){w3gOTsZln8=;i_^`G<+?HJGIuoupT{_^eXq^wtX2R*^W-IwZnwCCKXF| z5GPw9iz`O_xIqM5mLjn=WmNp6?gJu-os&s+XcnR8yzL3AS$AX_3DIXL@w6;yLvoiX z2AY^-3-ro&jG2Z)Sn<`}(gOYx_>(je8pR{(vEj=s19V7(YKRzwrEsUlw5o#nCg2)5%>D8AGKUFzn697&m% z7U)G0E0ai4!+t^BaT}f9^+1IlXe_t(JwF&I(zYbYIt%UIP(tQHx2lND=E1Gw9_-LV z-06m8UFe1hT$n_=3Uq#uNhPUVQBW+X4>nxk1FnHrd2XnIlECvvicD?FCULPP9>}bx zNv0G_Ax5|zDTpU+8B&ftE4x$P^5MFogLcM@g2ZgTJ*T#|0g*Fa8xoWPIF=wDRbu@0 z(6dL4fevhfnLGa6JUwhezEuna`&{vXO%*5^OcOb7PcMum1$EeJn+R5;=)_|@T8$Si zX8lb{h#n1h5hI&vpdl5#jW+Mp`K6^tqMluLdi!fWIl}=vzKXUOtW5;E zt=B*FJbJ))G5T!|*g#R_j-1(9UF}nnbxenObBK|D6Wcnj55He&-fde^?w;+OhaIUD zJ2u~}Qb_pQ|DI`aeQ9m=(IeHk-zS3KB3D1ZN>is*qc!OmqMIg$q{tsOe{rmu_&6j0 zt-=_yF(Rx;@Cx2JUi`{ep{g4yYrFW&b_i=SB8^RoO!W0n2uE5cw z?8QKJ>Jto^X(3OL#Gb|6%MyOyf)zXYR;#rlv(3nm)m1?j8VlEcG4kdMZoQy-2aa9W ztiIGBZZ{%*B$J)-PJ)5lmhhtn^QF$(OcZBaMY*C)%~(M>G4*z9iv)49p(N9{LEFDs zY^m=_7&bJsg}ox-%;F4&9C-_Hw<(pUCGCVfd{vECkH=^Qoycqpt{C{Ek#yxKRYIV* zLLp?9xgT;e+tgrOeJh`J!D4L{?+Tl>ZsP=)DCnS3l-^4?!{fG>8gu5paOf44?x6+V z$PK@3%S130_$GEH3lmq*Mo>Fuvr9m(U6|m}=WH#;e-Dfo__LZ>P{O=TmC?B50FOL#t=r zMw$-t>8!uKGoSB>btu^pCpuVk@{rUMmxIdM+{@&O#j%YR?s+-43EOo9cg`vcvb+=; zt7cu*rIDKa6;D5G=B(L!eVAVskdMJm0S8Xi_02XNaaOB_CusKjdnXOAp>t$lO#L~LIK60ROXFLHotb6N`@e5 z+*aUaw%2{zy52CQd^iD`BTfd^%!jjfdPt05F zsZ4CstpIfi7RYBSEWnqI0X`LcHYgy52UzH(Fq1r6mt?+^Acvi{T%_@AP!;2(Z>}7Vbgb_T%;E`pQcg6f#{a z=Bg`t^To3MInaXIn(m>OSJAB3Y`RHO0jW@|2MRgi0s@2N-DZ>JMeKxJ+Sm7C*&o#C z_ZY&qeAd(j+CSd)Q*YYx4jCQJ5~{f33khqw_cjE0Sq-@iy!^MSGH!^hH;44bddb^l z7awMyT*3tjn))sLy2EtC(FI*;UUT|-S=QY{-WrFE^ZQ4$b_SDrLx!lZg*H9O_G;tF zM;=ww$-2e{JJJ`BtlwI^X|HovUnhPGtL|TBPkg*U^#}5MOqyEPRLf}UGu0oWsxaI0 z(|=COod#JPdB_F7W*9Vsr@}byf1KZ&WqyqQCq{I_5b|C4ABS75R^6Lbzcy9Jc9l#p zv?Jay;*=8e3$J()VOdd5Ary-{2&yOn^^L7mKs9B_3rQp)bj7gd=8zGfoLm{55=TX{ zjI~Q;p|%nS3KFR^RnTVlGw}BeImH!0t)#$FU@_xekXi@x1TnB$AT2D!>sp>Nx)_K} z6}-+K6&pdj$%2w(nJ7y$m1Gqx%x!b>nF~ftgi1iwGoXhRPpFvRMP|2FxVwT}VZ=Ht zKJ_Qm{+a+sm{+15uP*^_sdB`N_2s5IC#u=YiZ zm_?yA)(9n1-_@19P>p3m0$-r?O{`5S+`Yft6{(-!2E*HvcEPTBC~tB@qInso^8#Tt z*~kgQc9w~K*~h4g&cOUvb@{ode?5L)g9Q0kT*nvVX!!GQ_pA3Wny6ijeq_F#^$KJ= z;6J+I_?{XqjVs%YDNfS;Dqu>e?w9?1-{3IeoBl`4D@FU+0(hPF4Zrj<}cG^gh-iJ>QV!I4amwf8b(fml*OZvy4fSr&u6p zzGR94OM1A;qhjNq-8P~RwY{^Wdas~KvX0(I>7hR|-oh6OE^{4wRpHLMV|iwV?axd; zmJs;Q??29@Z7T<1hS>=263ZWhze`s!mgk>q-LR+FT!PrE1SxTFW=vlz%NZR283sDH zT}Y=BRpbKZv&q^T6_iz0r?yL)*I74vX2Up9A_Yo%wIT@fTG=%#B=X%@o;wbC@`c%Y z6suHgKRDRJRP@3U;_t=YoH7SspHiB)3jAR50tQ5IY02!C$#xcv<3zksRzS)QSyu<) zoMgQzrMQV8W{X(KVAKndrCB=>g)Aipyu6)Ud0TT^PY*`*z>CH>2g>#G=7B-Y!JU6~ z*rx9M9ro0TX!~1UI_O_^d3IqT{1aRIhx2{zS?hqe`%*JjX|#IY17I9$3joYp7$6OV z6vk59=aE>Y6$>U8Ca5dxVCm8fs=i(q)dJw>~6=AmLokA%7 z5;3OZjJX2_cRw;`?f4ni|1WJ0`C<)n5C3p^y21O40FQ62v#^0DDn2}IFI_P!eQ45B zl-xX7TpsNy3S{V-N<=;F;6ZgcjH@h5Y|7Pg#iP; zcY5sIIqK4-JwqFdo!=BO_tSypx{5cCD;Hds9gwvZrz@wX$si>!(7iNf*L44Em1JWpGwm3>gAMQ={2{3k=PedlkB<)`^~OsPd8cI>vvfuwtDQWWz^lf9lF!)LB};~l_gDjuoauG z-DJZbj;&ICf|-b7lFBl8kOgqT z;ttjTyIq~I?Af)37&C;>CL@D~SSveHxCw0aOhKtINUJKNi;djqwR`%oE3`y3-3`EQ4~v>#Ir0y44xY zt}v~6FJ>2zh=nA@(Xb<)*V2ma}5%C%~)h{|+Kr1<$p>ud9ZjFIh`9apk5M zi!c^@fW;5UeUG>6?5_%P5P&bn!BBb<{aEopCt{hZZ2r#sJ51}=)ly^C5*2J; zrW2w2zok8Oy9Li|OV6RlDb;<=*oAG9l|Neia^!q|O7hLr3vYFG=m&&D!;AUa`#P$z zrt*vzmNHWYxtmp;2A(giTKJ8+RjY%Ro!e{SDI`apDddkxNrRgC_(AhmAjg@<9hwE{ z_e4(~_70p@|9OjG_-@VzFh@Kx{9|->VM=@~5EDFa82$w|y6{*+_CLOkUz$TgyNN;~ z0Yj2rjEqC#G|Z}r<{r8_$Q%j5d-)zQSj8g=Hs`jv9_v}wYtAK!>*I+@NdC9A5c0JrG1I1RLYpZMa7xT0qzC|jg_W5bRPul z*e}PW3cqMIzAf?{Cx>+7UQwG{#hy#lm-?1&JTzp|O6Z}QdOyek=O02g6`FX&Q8IF3@dHN9Emp{*EI5kh^8=LZV>iY*9ugv+aVB{HGKmj@N!8 zA>ow3<{I{F&^2BwaK-A4&qe_8SdK{s7{G{oD*k$>gR+Cr8b>;&`0e=DvPqMsG3=L{_?f5fxVTj)ZSz<~uN zmMaVcAqqQVuS34{aL0>m3l$4BECHuF;2u~-XI$`fZ@VZ>b6U{J>reF^%4}I&53Ym{ z<*4ax1p#6SyAmNQw%<{uwIcQPLP8#9HM0mtKg99{eJGl{D}XMN0V^7?>jc-miV!-Qu|)%PlL--|AAX~*}Xy*PW# za4|4>cA7zLVK203^>;@o+b4}rYy;qTRsoDHMH3@^Cu*%HN?PV?BQd-CQ76B|FzO56 zB}yz8v>FX#QPgk54YmR-i3TC&MmQH%D;A+MNY*aseiw;hM;F6(RQ=umO%?MN>-z-i zaB2&+5>Yp3xCizsJJHm?`%Vacx4M(MYCADv($HzE1oO}Fe|!H;{y&ib#c4e}XkzDd z%0PSF*?+_7l3L)#4T;2CH?D~Uw2hw`gaKL!nVA)485U6#AZmVtiiZ?hEKf4-VV=}L zFuKAIudg#VWO=H418Q~?Qd%lR&BACvWqv~#fUPmO^%_v~ppWQ|<6ufG^EzMEQG9g(YeJ)WI3c?a#EQ6oZN5&ADg1GGc+keB*atBGDKTKHua zJl%VQ#@@L!D)zF4k~s89WR!E&;9K%Mv`5>yM*h z8RxJpgE-zLVRI5@W^FlzR+(X$L>U`BZPBfvUVXqHFg*iaIV)k7{l4CzZCu8TZT&rx zUbK0Zu2*pYb*zlfFh{>>Sbg~ z>W~aT>y7}A^w~oVy)FM=JX9m6=}C2^1RN7BHQqV}8ikO^#-)fD5`ecUx;u=Bn_!(w zWf?`#%sKW-Mvoop+$`vhsR0U#%T=J^au}DSx-tN=mAfCDj=6A(cj;c0nh(%0^24^# zQF)q}%__hISzNM>Wo+1U3?$O{c_1Kmp@QLkV^kID2W6ti`xQX1;JD01q>(t3d0qgZ}W)zvaWb_;lyP z%3m516d$ag^=2#3F(@)w&_SBw*ek3Nh90ve5^~}$7|Zo@f8ICPUX7{`cpC{YC_*?a zOi{?KPS?7YnNtypjRrIejl*NJ2aId)z>+OULNC>|2MQZVgk~9Edy&m6BmerEpcGM4 zJfE&}vM_=w+f5e%WD!n6iYxP4oZcp!@$#!zB_f|qEZVu0kwK%kTOG}qFFs>=8SYYDBOyOw=p4{zw|zhs0b*C`#68*B(`~`W*0AF zwH`qSOP^T_q#qe_tE-cU_o`S5)OW2}3Y1W85GJe_f}+-ZM7{*t)y%9H)7MtyK+&0q zK!?O-o`#VPKT!rukgA$x&Af|T4imQBgw)*C;yzqOPv~JG)}hha#cceqn9R;F;k*Q5 z=~x{VTrSgtXbZ`gs6G$qxsRD^Q}(T21lFkW=waP706v_t>k5_SdU4fdPb>eDl$)?fCRfI%e7QJomBE>SKoV_1y6mbq5gn)<5V$lMr;rp077qz!*_iX{HH8Oy! z!+NS%RSeIEzN}5MVd^EhWc1dvib>N?F_}3}^?$f2BT8jWM7t|#Y2F0&#$ zlwWD63l8}%bxB}5D=r}aJ~-EoY3uWc+oiy$BN3_i7@Wl&=OgTegAGV@2Hdpn88?72L}KM3U*w zs!>&~B%(yV0Q{^NM&NbO*+8C>C13yA2S?ztl7O@-Pr2O8E6w!CL(|&8u=n@J3hS^J z`fWbxV}Gng_^)@>AV<_AuC&Fm3(;0Tuw`V8qBf>W8@d#7|KX0ms5lN~%_oe4F(?$( zo;41R`H2ECgtydtE~fR!^?3gKA{5TT8lLS$@-O16_(9MsPK>#chz>#4hSGpQu&xDC6L7dDgqty?*tm_65Fw%w(5qe(<{>>pfLe4yp}&x5#qkYu&%32Y+$Lk1J=bZ!547I_M~CEj$!NGUiRRpO(+mFMKUK zjR0O)o`bFK3MLiB-$1rjDAY3$IOCs7m5^nK# zGF-Exn`1#6%he>zNZltL_Eojvl{8^ryaE+%qqRY%+T^~r_}<6Mr@cE5fU}Aaw1fTa=2#B1s%e%pUDEzr_5u`SX9`b2XozlI&&PT z7F2v!Y+YGJ@321eyb%!^8d@=qd>i*uaa z<5~QTVttDMYmY#RoD>(A8q!e0Ur;xh4>+$MfAGx-eY&cVx#pxhvTU)Vkfk$kwW*Mm zS&v=KjSlF5Z6W2X-I~;mCgLz|{?Knbw(9E2_G$560e@5+8uY9L4^O*v_qV%MiyI^w zfv&S989#Qc;y%W$aW_l^qB@tm{f<=Y?$7*njIR#j6WKWSecAcQDA4z%ebs36j`x|> z!R5LCPPmou=~*{;(MXW&{iZfC@j}HudQ82RsGy%X@(Ad<9d2~iWq+O79@Y8TMR- zlV;PoN0QKvvcoiQ1cX!S1E2oli)TKLXqb3NP*Z}IL2YxU$^yf}!fN9P2Q6(r4HcJ; z>}vO)ZJ#=o|GiH-hv&;RX^yEALXs!-#|9AL$&>7~iOI+5aw3L<&h51NvLV@S5gbm4 zkc96nkx3m+&dxZF`!ggLb~T3vw%h(cy`~MnCr>&C)z{U39|lx>YU(W~B#XH75p%dIqIY5p36Y z+|=l^Dgrs6Bm}}Z1xA&LYpSbDi4)J!7Dgc8&FpgU6bU^_RtX>zL&CTmjzc2e)7Rfh zd~igWZ!(AEgqPw5#seC}{fsUjM^}N1dCK@BBNJnznI7QTQ!468cD2Rb!%J zVhrR4k*k1F{-XS7WlF=q3=xfbl||zN@(a6{eCU8Dl2E zU-Fxv?ksGWWyZG2VA3IYp~s>8(6}bk4U7mu%Zl#5#r5J7(Q>%jXd!qpI@?V#5)+w? zK)Aqp5))M$hU4kQy){=Cuy#g24wk=K1Q;j&uAN@kd`0-aU6dF*Qpn-ZAlTNBM#>n; zlaumAril*@Y${hVBz3EDkd(OiKrdej?+5A$t)l1`zIZB`R9X1K!PoPHqMOwmK;&Z3 zQgQVmIE4;w3_>Sj(6Ssn+CZRyo3S2bEZ_100Ui^R7f{U3r)h|V1@&D8z3N%JD!T54Avd;F4WhZ4YYzh zuUY!Jm@guHayMU*WP3398)IMQ7t&Rqp44GynXD@ zW@o$?CCm~i?gn=z*g!GXs#4L-vw_#iSVA6v!{IXU>o?V`EOqzpZHyb|5pNK0Ah+Y? zwMfTZOC(&K`Am1&y8}5^i!oe|89_o&*cs0OdQIRkhK#f48v$^YkO2g3^`M+wme7EU zjR+KB49X-JS7Z~wu_Ma#LWJBy9=1gF@)1YC57ww3Y~$7KSYmF4NAA1=(CpBykFqyy zcJS(LNt+X`Em;$Dvg04|OB3728?K1=+Ne+Uy^1(cUxWvGU1xt$_4mNG6RJJ7A||v3 zVJG}P@~R)aaL_Ejj9aszhQk0kx=}e|B#3R9u3p*TeyFMWv9Gdy+!t~GcbkgToOFyL zwK}ZPkVIrEh?2vsjJAYEJcb%a_oRB>gx~zaiQ(HTnz8!A`{TuC3{2QI zg$JZUmmkr6Os7l(9Q|>M9w&$JmK{22V>@fN=I{}Gsa!@w;U;zIu^TVbfy_QB984_e zXoduWT%9>4GGXC<^`)lv=~X3E4ky>0R=yv=14YYO3d`A8+gQ>v3BdC~$^40mQ3ynU znmwqsD2;z?GX*@CaG)k-xY_Bu12)1abBl-(@~n{8!p?!FEOG3WZF~$8eg0Pa;{Vus z@2Do8FK#$UlPhI-w-oM^+-aTjM?Cjj#ot>TCy>sVt@5iYkDv^Y+;`LKe-ru_D>BTK^my!DsTabLB zI?AXYvh@zlXG1;2uSq zt&d~z#Tu5aG!*@(2HMGRw>l{)H0|!8)!HQoa-)|X=FLIMHS##A8C;vyISy_y|Hk+q zV?dPEPq6wTkLPVQHvQ=Q@2{9rz@Qc{XnECWwEie6azw>otGI zR*Q6ji%6kC{jIf?de*M0Dk=&zT89coWAjSPntKZN@Eh?bpo6^T4GB`*)+D=ENReO?|Kj6gRnSqnEbbE&yjQa*kH`6 z&DyxE>@l$E^iUi#7IWL1Ik4sH0nwnHFMX`BcsqJP0I!KyGhhRK!Z4` zc9OmK^~3XvPx*NVQiW~kQ9;J{5EYBYtsntUAxUlZ#nR-(y@moE&(FoJWvi zA}qidbttwK$HOQkCCMU1J=57f)y;R&>AqPCtM~mHZ7GD| zZ$ROM&EYgI(=(-djXN-A1NiW)hpeqOq8uqxoQ>%J#7E_=Ndzd2Dm8=Qzm<@}kUoO=DG{N0vs0WS8!fhrBc z@Qwoo@i@}GnJ5m_dh3;!*NqCi>Z?+zXDptLLCGUYs(gXMS6Md;K7^YjT14T7ze78 z@ASg1u)t%up;CAR_?;{XSD4${MlxnxSruZR+^HJhp+tkSm<>0GzT`x-eh|R737b6= ze0EA+%SHm%V#~XvN&_Znpd8rs7HrXsUK(u`r=kfP5po9ls(IMz|2${sOHdKH9`d5Z z^B1M0o`?YB_%mbPy?VjJD9+^Jdk2-ZMPo}ShfdpiC?pR5EM?it)i-l=B-}=Xg+&#C zRH@_0>|g8DnTD|m>j!K!XwP~>X1$&YXfzHNi6pii08v*R^11Qy)S8?3>oCs7njZpz z@Ztuf_<3=4mBMsxhG)@ckJ+F^aMid<=pP@NlVoc3n?pi-LyjQ?;W}kD$%+Rqe(V%~Z z;T!f{ADS;KG2gJRX1FD-J@mB)-*Rx&&w6)i(EY6b%M6x^Z%QwAa(%L1ay) z#CMvST&3Jxln6EEP!L%i^1({dJ2?=bE$3s|2^?U{2(Y;?L?&t6GmigCdM8=IMNRuC zAy1PFk9@FaNf2O3;AKhR4+3;ma8cc#m-hdyRl$T*$ww!ol|9k(|8K460Stp4A7zH= z!P;5SDHSe5{$fHyqf;(@wk!lylfIyTg>H7h{bn+`>GJbDC0+AGa)$EZc)>tZ1XY!g z#(gH9-1OVR^Soz*<_Rc<^1bJIib(SWOCb#qLwOOo>9}C|r(|xe-_P@;%Jo@H5i}A1 zlT^3ix3KB20j(0pTfFVp~*=hG50XUGy{AOM?_BS9dw6mD}c0FVOa z0}Ba(V$`3QG7tk8%q;;Rw!RgLol6EwFkt8+6Je2>>8bVd`P@r6IA9;2>C%4-e$^ze-Roq2w^SBsIrpF09BO}8VMgI% zZGXCtgvl##4u<8p@gL~epD>Pu82?LDiN{oIVnR)5LRC=5EBe>#C+(e!o=!%_cV`7Z z3WKNR4qw^l?9g;wr5X7-c^HLn6y`RUtQB(XiequIm#>X~A38-!I9RUy%bDZzjDy{k znNQHJ3MtlNtL6qUPwo(b3*l$4%-c_m15}u&Bb*}gHDr30b>Kb*CDg6&tN+&YYOJOn zZTh3?_Sma$uehm(`QaTL0VB38hmT-}%x1ATP-Bl_04b^j7C_Ax^_qbQ$IBxCF#3SGxO55;d zHvV43_SgmIUur_x3loNY3^Z_o^8};03LEuw83_wLm3m|Keb&b>T>6{8j6?WRFiuYH z8Z>yb8b5rz5?9fCl~z1%yxn``c(rDozq~rKkM|y+S9QV-+nTwVJ~OCzcRZG_WZc0w5@kNyFKN6-D%_C zFL>zi#nVaLU|`(ssVsGGqpH`w$q3ZG z)Q-SrnjO1)!hyk%h;E&QL*PYavEx;@P}3alebqtrr^-L!2OP;anIPG|0<2izYyVB3 zzEs+^_p5C{p<>Ei&(lEMpu!g9Hsd_!l-ZGCVk4N;A?*F`mQQIiF5Ry(awbB>;?Nz^ zTNY_G8|FtjF%rDQBJ6N&zVT3&*p?;T0yKcbiM>%LY-9zldF# zM2DM9^0^Xi^HWEW%QMz9|JjDwQAI188MY%z9{bzYu3NUV_65(j#{E9${$mVJDcAN$ z%tSAV;64UE8RvkTdvZML**J-I;%b=7X?e@I=nyn!cRX{xxr$n1GwTg!6}zG?tuy}C zi`=hAUQ%P@l&k46dcUeBvoUVlg110Bc+&RhXlNhuZavS_f#-u>o~M)9WO7b8)$xLY zPE-9VL7h{UIbvnhD(2T&1?b+9?eOAiwJtG=9JX`Ykw|cVwECif16t99u#5Im) z25i3%y%k(C#2dXFKF*e-SJ4}8+cFUNanmXM6wwgo7LFl4uwN=rMsx4anzY4X$RZ~7 z{B$gjljU$}^mYQu0*bpjp3g&iSIuNv7Bh*CRj9)0ac$sN@35u&GuP`WcI)>1?He_b znp*;l;oI5r)IkEwa^T(#A6?I#BkG)E$2oM=@TSp`@_t8=!@h?seH5fe@8nhh-BD&4 zyp4kzx6{-4IA~s@=8H2G4vZ*oLNaa-{mUihru`>fXANY~2yvw$xI&$>Qss-3?IsD? zIal0vh5vEYa8S((sqbtcrfMJ8b|J?fVvL>N@p0L13f}WMPN1AH?uAe7&s_A(xm+ls z;hrBzKk)ZvsBaIg{IeRkf0JZ|nv1ZAZLp!`f!sxnZdd&Gyq@D1VMYNN0$2@_Kk#cM zcmw~JsLy|qcc@jD34G*|?Gf8v0X~dDF#jX^wG8T7~~c&LSK=Qf7IV(|cQVDU!BY3G#q+ zv)=|T*seS3uXIY|+pT1mJh$v_L=z&ZclM9riqr;sEiNU~*SV8VYv@*qXNoQ6 z_w~E3@^`mg`l|euNqSP7dnjZ#t<)n=&ii!7fUgZ#EW3p#aGvWbhbkx^kMK?9alUOH zP=jZu>{&j&Lj>CvM=tiH;K3x=AGtmJ$tiS%V5B8nqd3~ zz21%XU)yaj!_ZA_Y}YBjZQ@}H$8pFHo?MGE@DCxB8J+`Sy~b?^%K2Dp3wsf7;LxH1 zUMj!stO1MY%iG@#zUZmMr0h5KF-Ju}EQ3!1Yu-}-v%OKuRS-}?ERKg*4NO9ASnr$g zRow1IMlH@sTp8UOIGJ->shp^EYc->?&VId+i;eJme-T4ReL(y9nqriibQ_rEeh#g6P zTcfLNE=h_MkLnKeoL?H(Pk&|&vn0TMP>c1l5flCm$ z6E*FxPT{J_7ri@?Hu&pFW^3iGLTd(fFIrnoK+8eQ1ozy^0&W>a1v>1h-kezjDa!134Q1lx|%1 zm3Jt|5MIp*ZK!HvO=z#~%$9Y`Pm~Ogu*f;rkoNkjLGQ%8MNZRQCz11&(1W_++gAQI z`uWo2sZzzd*&CLjL*rw`@ z?8=af8$?6PXE$^lrZcq3vU*}vu-K<;i)}~xLm?Z4k zxoVg_Rn*bpdt=bi4ezMW08hj%9Kc(+8_%eMSnCM=n%?^TPv^qu?cCk}dd*V)Ev`c) zWhzq+Fu$jl#Sb~N{|eymn#RrkSM2!sXVc17lMN>HK$Sn-BenDP2;F=-#~AU0_%(qMBfn9^j#s<|-~kG7%Lo$C266ra8I7OLndla-QA0c^1P;)4nBa-fr|gPCcsp_TPiC z$B0m#K7uvR1$j33UPk%Hy;_8w*q=DYhJB4#AKZZ=_^SzHpk@E2Oa`?c&XMzaw`#-P z03mkIXO?yAXAOy?dj@-NIgiZn2sO5CEY6`cnSpMQT3eI(hu4{Fr` zw=3=v@Y+_~BXVub*Dr8)#HeW46*5kR>V8~o^-Bt(voCBq<6;x<`P@|+{F2TUVlHE{ zDXhM`J7V=>H^Pe!WRqGa*c(If$@f7C^XVy4UPv#>CrjyV=}D(W8tySJIXKM{)?>$KXXjO)@7PvfZ^dQ=88|c4be&W9UMuQK$CZoK{cPjyhQ3ZpNBN4ONGM{$Jsh zJ?!G3`Hq5Yo8RawLj%IAdJTO^db+4RSbW{rlust}^S3n{kjG@d^H$fLah8t~zm#wgN^(0SK0K86k(ycq^;Jtu(5rpYy)-ET*Zm`XG`BK_+ zFcUb4$v-9#lD%N3p;2ft8uHYHY(|+LH$gUIs5hgCPC6^HJb)QAJD5RBEt3B7y7p=4 zLs^T=Usm;jyixt|pS~PZA20mk~ z*TLH1X})U#HcHgcoN|DGqf)V!qf159L&%PdSsAvREh}(6xWiVXjnyuGu!JfVnO}>1 z#jxe2Qhq%mYwrAq4K>4(|APBvLMzf;1o^e!yLful(uTgZh(;*PFoWV5V@{iJz&MXk z;H)7j*c&sdWc6lM(A9XoOECi#U`*H%NZavAaf`j4wtrfO&aZf{+Op>+XDN-- z+=H2X%P5LRzM6PGAUBd(Q7?TMUr#D!{36I}CoXN{t` za@bP_TjcmZ_tFT3>U|*lO@Hzpf!pzrbpX%$R5{y6(JL`c;Tv)Szf)w*28i<1I^bU> zjd9d%@lVazR~-tx@kfymmuDVd!hyobj4ag`n5x5t&gNn%37%K%w(?^>W$r3$Jfe^FEzI~ z6F(4|kA@=anR8k~vr&%V;UEkuB9j;c{ul<{^PFiLl+Sect3B`);XG48?HPd)k;6Ve zW}QGC(w+84;zoR%JDk)AzYYa(eeSr8h(*qbs0K)e|Ix^OP#g^n!A4lypC^Cc{Vh0+ zyZ%1wueOMjn)y^;?Z?l%)WnX+ns$d&wDY~+aaDwjyybLptv_)wvJ!lyCzXFi&A#j| z`itzldhCqd65FhZ4AnJXytgny5|T6I2$rwb8gYkIKC!VN8W*MZ?V%reD%UmI?5I_5 zk>$Kn9y>LzIf9y*>PYuo>?qNO;75zM_(xEm68N&amh8-i4`}E?*lM!7Eeq3^IsKeg zZF@!}DIT_v@{Qg^x=5xDF$XHkZYJ*GCPu7~yPXWHQ6jV~ElvvICcQYqAD^R|mVr7H z@T7x5QecfD$*8GTAU!XPpHhdB6QVaiU=#0Vm@|@OZ_&}eOT`4q8OV`pZnK3$Wo)#w z@XhHE$nefk%Y)`H806lm2Aq0}#E3 z?u#oLdXa)<-4Z8NqVeBTMtSqML}f7Zf5rFc_`BOH6(D~DeXVA`>P#&tPk{Cc?BKyu z3r3d~{d0jiucnol)piAHRg#xXoGKy_j>32SO8^ic}E9dP6Tq9SrctUF-OoNjcLl&9E~1wC6qZVQZEQN`f%IMdZZJc5wym&Mr503%iJrGn zVvhppsE3rb5waB~_A(|PP-Ln!ooW@;#Me=#Q>ka+4D0H1>~pJ1tCqPsZH$@0QVpMD zstQH;EeBg=ZL|s98i?bhD!Bt>&4cVX5J8D9$r84#8uWzpn$6%P@brQQ-$#5wj@|QF z@TNmyCLxtRuGtz5!sn+=$D}xr<{dJjW(KG~gJjv+GDyvow96|&{r6bZqd)6qj3MoX zPBlNBj6PHt=c<_h1x4xkm9D>08Iis4mPa%sYZhA3Fd)7YOr6zbQch}Wsw(2LsnZhZrO^MbZZjV3jD4Y!jzbs zW3$&V8{oC;AQot))jyZz*D9aeTCy)Z+JRbagh7~WWDNu=XRztFkA+}0N&?U;=9%t^ zT}Sgi^EC&T!4asA=OQo9~(qhNNKv2Z6 zYbNe-f4(-Q21%a7SH6WDD_seL7G8V3cq7fxPuZ?Zb=nML{E#onPw8L0$b)y~m%pc{ zmEx~eFl#PhlqwL8vxHjL+1H}%c}Ij=*GiH*eE7WB8q{SCpc}?ek(x&yjI|ueNIN}= z`r%;-SAL$r`ee7BwGz9j(6+@%SR}Q1urWC6@2i;R6P6dFh$1dlCXP zZt;rsB1~l8!L0RVd3_+R*U|hH%BTELz%^X&n)nUS053O;HL(m%4xREQ?Ww{WU(;_E z>x~6Cmz$}1ADFJvfZ{1V2SB(jGhzI3f?JiI@fAZc2%V?c`M?bsyki-bsyMkMgkPPvaiEccYgWgni0Y zmyvA6rJBoBnpZQ%Q3zEsCZzK=*6~%U7uUtd)?0ppA-yHRSQ63UB?I>^+X`4Z@1mCh z)D2<~Xj?JMVnD^7Gmn00VYf8chOkXtPH4OLMM}oY=c?^VuWzv#nXk)%E)6DT*AuJP z=5I@Hs;!c@IL)R#Lb|UiZBSVA3#;%^*`+z&IpQH@dZfG}VkAs4vGK^tuUpv8fbQjt zch{L@;QSwlSDv$5A>j3cf`$xK`}$hD@PO|vCT_TlpJ7GE4ijH=A#d!#lF8F`CWhFw zA1vd;$q>3A+k#Gu3B^u0l^fHxd0&X9#637(%5v^*-I3vB{k=I~FE^=20*Hh_}(EphX$Z zsmn6Ye{i2N7HU`?DHhpORCvW~ZGP`;vRB`?A$`A<0 z(h`Vtt)4z|ozpySzy-&w=pN@eyBh7tCpzHgd;<~*?J+P|r*$EEy6nU!x$|WR+hUpM zA?KyuuCb-}xl;D_z{VSk=vi^b)hC;eLCa@Ajlqb_a9jk&@)NK}oaj^_J5-=aB_W)C zS2g*dtVX|mv{1EbSKztNUSNvFD>GMAAg(VQ{*zQsN|-=e{2 zSXW8c??dKQY@uglInX3&_*9fIe3}*PBFt6c&A;0-KUgi2Hmg0|B&V(0PX9&%3K>W$ zCiz?*+)+XS8j;>rsqNF6|9%Oc;k3e)fXB-lzvJD-c$jorJ4zgD!1$JqT~6)WlN#_u z-X>>Qqv2T(#mKAZU26Kk2Hi79ny$evc!<%+8wCS+!?&(O>iwh%$k-w50~M;1 z<$7KwG3}IUZkF?pBRUedi6Jg#wl(NU-YKTodEc<%xl_u!Q-fSnPCgW9Ekj*EUXfoK zOkE*P<;C5w=6CqQ++*oQ6FKlW*Jv57muyeLx>VgMNE)MCew?2jUnN5mi-zfNx;F%pWUJREtD)sACsONO$D`jU;i<)@ zS1to@^=>mANU=>u)z@~hQu+8E9OwSSU_b?1SsTgQ>>8Zee8c09vx$*s)L|AoG z72SG8xk`J`umv;HodH_-!75WcwrDD##`{fY#-I0J1kS4_qjtk&a?RvbIE4;c2xmjf z9r3^R@TEb9nE0t~fwy7zhym}^DBM*h*)Nx=y7-ll;L&>IU58@+ok7e6Fe5Q(0$qL` zzj-B2<1b)4M}pc?Dfp5YFlo_txCi0M(>t_0W&b73$DQ^{?wY|;nJE;9T z1#J^b@{*9R?XsiR@OV$*0yiQd@pm5|>1yq$?Ijg{GRr>=mDOSVINV%sicgF4ZMWAT zeYDYLUHlacV?@<45!XWEsPwA(huz#+5)$IT&{mPUqGY%=6b4IYF#uU7JQxAPMYwUS zbOUZ_jPHisMVMF+S+&7L@IQ2L+P_WuNi*4egQ(^t6lNC!cXs|j7TYEgbMFB~!NUWR zsEs2Zh;1}9pb-2jX`PmWE35{yFqy@1kBGpdGmq{qjKC4Md|kI9O0)Q^W(XPFFgb73 zuud;egr3n_FSeOq7%=MAY(Ugsn8xSY1RLfJESd#ooCp=RZoq|+eFD{MfqOa$-vn2)7jwn zh%n@g*Q_m-w?zI})tJ<$=4MJ!(|MdM8_I*n9a;^qf>xvTKc!nsQW@wjYwt!cxf(%u z+-92D=wAp!J-TLXv=czE1f+Mf_Re6T?bC$mrmm&*{B{x^nS6eDDs30u-8JMOMqle&3bt?L8L(okgrmMQo>{?BQEr#;lgw>lm`_VszAt(Yu{=6r1s&W4an zlEr|_hB7{o+FLwg~9-+cmek@z0+M7(MC%iJj%IMHY)#=aMiXki|J8A`(NCIrrEygo|6DHdv~OpI%s)Xw>Gu zhsH_S@aw^y-5KH+O$*k7!A0)|VqLPvtPLSN^jyjJ=qy6U`&xlxa++CK4dKZ-QsAT! zSBbYWUvc$j$T|Z_2njhmoUf~|iCi_sQs=bdIp(KkywfkeNB`cgm|H67fjERfkN^3I0(JN|dPln-0C@1f;kW<$-#XC)HNe2F@xjqtgk2B1Q!3)40e6WHs4q+b6UnAZ(S)691WN$o3_el- zr}N$u|L7M8T@giUMLOa{YDEMgbt+*Jvma5%t{I7m5L~qi_h{>mWqV-BO8>Jiij6QuVy5x zTvn4;9h2n-4J#B9qJ!4tO@AaObW?8@Ku&>7qY3U`#e3Rr0N^fyQ3!O`jI0E}t!@rb z?|^+ePx!!RztLgeom>hgF&!Umq~NJnt}%xH=v=LdDn=f+lM}UHPwSG*P-2M%Nd(Uf z)hcSm$+S~wWh~W8^e+k3$4+?YYRQcNJD_8L8p_!;Pv2gYL5W$0G+M>OT+u$UPI+h% z!|h`NIHR%`*9(QWHy)`Z=LGH^+I0laD%$wktFh%*o!Cf%;QCV%&jp(v#Ey78Co7jB zvSzLoV~`+Z$?^Y%Za&GtV^e(SY%9y~D)8`iWAaDzu4txEz#l+4`K#P1gGi`Bn|dp>UhiT9Y>sIHy?ab-`Q$|3(s0@w zIhCXLi2ZexX`c|qr+FJME9>UQ%q-HLe;&-s1A_7a1OlW^hBrc7L-h?ruZ^CpjY`L2 z-z~W4s`PV4B&w!qmi1G0pI^NyJ#|(+<;o6qub`lw7}u3j>vE6(D(6A^oW^+9#ix#g zb>IbR>Zz#HGwwP*5*C6VX75cWEuhyZgo7@`pGeNnm=q}?_yF74X&OxV#A>ugb(ti( z<0i@XgZ}zjNUchzqWMLa%YUe8e}d3LYQo^@z^C*JR|o%D~4^XOkq62j$ErKfDxaEzE?7^l41EJNn_&{2N1PbBf;3m+!#8pSMq4P>Y2DXE+K@a%+8t6prso3N|&NgU@q5Bia7hgR0l>R*+uBXx{E5!=n8ue=BVf2EFGaaX*{ZdTe`c8N=)5i*P zo3+W;+erCg+I~(6&Zufu=0;ZeEGLOp+D^hXZSa#NEk=LrK}{HN`GP={Hkgd`-O~Yh zrp8L<1JE1dL=I<*UMT>p*3%ZsPuFS^7k0BhBG)8E?iRxx`?rNrE4_r1bZP8VW3B=p zxfL(8_JrAUo>!`f0JnpQWFu9NE&cdaxQ;cyXy24-(zk~ZR%M*=Jlf*gj@3W-purLg z=V1T&o+3O)&0Q;QqQ9Wsfemd+jj4vPJAS7IStK6we4Y;vJaXSaDm}mY1tryE;~c$C z%5s}7-}gg5;S_RQ0GtNeZ>(6QjBF!ChjEpzW2De4V&kn+sZAxZ;0J$+3+#j*^cqdw z+(l6RwCX)pCHeVnyNB)Xb29Q&G9_jB%R9nZL29M0NW4jwu_D!hZhINtfM*8yE_q42 z`vYqc9owMbRGRoJCB*l`Rv#wDklXY^J@sV&-fznhQx%YKkBli-hl%D-%g!QEWOy+2 z6>FZa-O`s6NwI{G#dqZ5YW#o8t~lt6Ok-3KcG6FG6*D?k9$>~8*WyAMzn28NkHXKP z6)W@4mAqcucMKWcN!@S=O~}EQh-_y%i!<@>HnY+Mq|Fs=Av!L8Nu0W`&_)QiRehx( zeu6nt|B>m}+-K3|sV?0;+@hX-{^bi?L(9dHC(0G5m|tU?b^L|`t%M6J^V-3o*+I+} z^Rj{TsiM7OW#HtAaiG$Rk;X+T_v@fu>-A*PDd8jCw#g1wm7Of*8|ta$&||N-%kR3( zVv4aZuYM8lob(VFey8c~%-zf*=;LM;fIhQYNmMSH>z!*j-I0b4&L0H~dd*X2g`F zTolGvD}J@?vv1gr^rGg}3D3yqk}&qNQ((6rXV8WCd~>iyvKu>V^A*M54$mw|>@EmD z_sQ0oww^VBdVfJ&PIR|@5vB=?cV@a|4OgG-$X5F0C$2~+7Ky^vymC9C_tvF4eo*^f z>*)2#GkwjYuwtJ7dgvJ=IK%bW?&_ZE5JWzq&F$bpK^uzuFIck6&cCz&SZ2FtVkLxj z>j2BB8n37^D+jT+!aU#(YFrlf)C~1W9t1l9eh!iEy=Ux5Dh_k|ZKB#6Lc2q;Kvn%( z@30P|T_G?%=P+~qSSn^_zhVfh`tY4?&xHaS_b3Et7@rxzE^!h_k{plTe*v=FL;9P1FC<4_Tt3Z0pA{ep-AE)aKbdoER{s8#$E*=kTmWUAO&my&()u{E@RD;_zQrdtZ2G*iJI9oW@G-;Et=>Xae5_v@4-@5^E))!mIb9jqjm;^taP)g`wS`BJEyqtU2P!S3cQAw1u<=6ubPdKSHMAA60*F+iI1KzVl4~&PQKQ>%%h! z1nkF|F0 zQJwx=iNvDMm)lkjPvn9$XiU6`#^*J@)iQ)mavcK=W0s2loi3OPWufGLl-hFJ#>VP< zmnn6h4(Pc3x>1tz%JFG=BE;Q7Dm!BnMOPyo#JcxYIa^Z$mE|+N@0;{xRb^kdYmsM3 zSKV=~cdyU84lrrGJu$JYaF&{^)51Zw_bpEM7l{=26ty z0`3X}stI;=>^)qH2r}xF&vmuJxsG^($s_0t$fCbqF#vxNXph=$2TKBfbVo2{i~)YE zK(8doI*T>)n1gq(yQkOE>JiNrkx}~(i@G{h2nlWox>r?x(-Iu*Yu|+`s>RQ3!i9brG4K$gU5N4%Io&(-21|`W*7lr*@WR`4YOsM#z z`>^^(J!xit!ZVBNkz=5Ko#xeb_k&+*D$>EZ&?}sNBzBOJG9#)YCT~$F_;ptoSbXt1 zyJ;tVY3f?@mBgh) zhO};ryhUivz?MtWxu@e&u^`y&XZ+!s_xReECsJP77NiTkm*H*-1p}JaVFxD-^$tg8 z1`6@xCweaL?Saczo0>qzGHT>!P6vX8mM;Tv>7Edc zj#z|B{RykPw}T|RdceNXv0JnoOfhoc4ac+q)_zcT|Djn9seIYyy_=g}gw0miP*7J- z?Ain6mVhelfKbv7!m3`G{=+nK+bQ|Duufo=mjo3pdf{ufRozpSyhqULI%y|4M%w+Q zFJ(*Wg#iqh>Sg)B-8tG_jB{nPbVHVk=7OB5H zU+R6jKK`5j(2i#^`XlT9>f4e=Fjc5$UTkx21? ze#)y@jIgoV>|M9jkN$eqL(uNM$z5K_9U|uQ^!cwC_MHON!bc9*?$p_P{e_o|1BY|I z(<^CL;@s6Mr1BFIgnj{180qH;+6fnTME#Pw2E_*L33Cjl8W-~rO@oM&$K!t}&jBq- zho{DKX^Tnpc0H6nPcvAvP8KN8$6)cW*4am|%#aaBj2eZ}m!_Z(ucbtus<@ukGrLF- z6dS0PoKFK?$;HFrA7yM#ynh8u$(F>j!#|yE-5F1CPX}9&0l~a6zkl9E z2YVd#nX;d9czcnaQaFIN(MP@m(a-9#41QQ^Nqf|2JH*(#dvelsrA-s&=-!b@xe*o#$)B{oK1?jt@y5<^jE{StX>ADok^mlB7^mR>g0$x|xE65Op+!F%{$oWt z;u*2O3qcCARS4mi8VxLXupwP2>`WG-6fkgT3mT@BD|E+BEfA_seX#F+o>BCAn=mS+ zl7n)4o*^69Lb!r##Ah0%J?;t6X`jm2yqHdmd>MI6{1$4Nns%e&`1Eu%F<8TyduOOV ztu*K$jWYA01h3y$2We}LgOWML(949&T=rHcotR>(uAv-mCa;Nrmz`A02g*ay}r;^I)uX*5Yba5G!qPO!wu@4eb)9=WnOOKtAn0=F!7G;k{Z1xs7ZldPUBn zINjIoeai1Y{vBEI2`VV-`g9rB{W;mDhAS}xKtN{8jw1Eli)kC@Lo z)p7iPS-Y`j13zf<|3>nh+W>Q8fa@b%D<%#Vuj;sewizl@q=}pn%Cd(Wia9HNnzjky z1U6og`r4&t8l;lRV>Hs^F&R9PrF66-2|6ufoB>uC{2EB=bs4<3feaF&!ofUXry^)d zAh%#6row*}0>YNZ-#%f}-tMZw13%EKo{!)uFDPpK`BfL9R!EFb#23T3^&jnkJ~lQ| zR8~yenPAzHmL=uCWc~1qlGf660=jSUMfoTZM= zN$kx^>F%| zmH!f}3e+DjL_Q>OIGsA?gUsMB3HMczWyk9$M`tunnZ#gUb6}N@!*+#O+#8;0LxIst6QhH;OkdG! zY=kCHs;965bJ1ZK_WAMzc|F=Z(BxIIxE!tHn;2TMM>d<`4^U-~9tGJ8GX~D)^iRPyd=sb*icl6PD2GegAlTrq1 zUhW-?X}kwl)?kYn9vZqr{uHZ1P*(6Ci4!_nmXRZUIRk&`=FUK0iu-k#9hp=*^#e%; z>Q}+eb*&(vj5y!{Z`uLb&w&+Po-xkCS4`v#|+y2Q43H6l^M!iezwQRkgL@xs3bn>FzEr&NllRlik z(-vp^u^-A7KUFP~I6Z-PIE5E1v>dz)QRLOPQcL9f4)!KG(hZkU4t|b&tQg%y8t&TN zVs?0Xpbf?%Xq#A=o7N^n8!ykl=7HIL3T>}=pxd!{d5&eO4_fb4jIP6yHSH5#bdj~p zU)U0W6+R{HYX!OI0B2UAR$XsU5kF&1*n_8zz2xdFpq2IvL;f-<&E6!l|FL9B`LYsh z@6S^feoYHw|B?t{m1kH5=!%;-2)c9JmA@k*5^K2f8P^%enYhP|$?Vh|dv( zzmcte?oEgW8k&*IDIb!gj4S_%Qvm?Qv??=I#8)cyDT*ks)!cN6XiUSD$lrgQKQVxc zQ3J3om6B&91kx?KuiQu_oiIUXKPbM!-P8hKWdij79{@~1v%d$hZ-aLu5m&$-m%-6G z8NTHc?#fa-u=Zc0cC_gZ+II*VhEOmG_ZA%G9=JIg<9IT(yBb7A)rCahWu_~@uBtG7 zcWAmv6z36Lav3IsfLNQ|f{71ozBeOuA4x%8$5ESk=8$lX)H{fPteID{;{oM{#%dAd zLTfz=cKwv1e6dnX+|2->-i*SNNUe1`h<=EbU9BL`QU|Ehy}D6Kk}>XudSr_cVHTcd0Mfd|3U6rgTpw@z_Du6VdC(gK|an)c) zKG|1v72fWYFCoAMb^0px0Q$|ajRBmHbxmLt$3g3YMX{a-9uIO1-H;8>QQJ6q7a@a4 zIiQ-VFM_(XHa1k$b#P(~w}297K~<*)Uv2UW@CFumpx5flh9X)$H`k&K*eM*4=3qMQ z?)lme0C?#16c+a>WM&;<&RBP)@(A>>2sWUq2hbxuJ^-R4P0;BFo~_wPne@zqFG@KB z0J1x1v|Vx=l=OE1c55g)D#C8%)Qv@9?FCe0L}Li$av7MBt+7anGYY-a0001Ug+ zEFDAc)DQv1Zk;H3sRnhR$|N?o8wXym1@b%1&onf4c~)ISK}a|PjrN!s9_`CP*Z|d; z;B4d(JOKs`5Kj2wP)2|18Ed+Z&9C}fw zSDQ#8L~f8CaMl29JPVMO`{joN^DooWCl(B{0o`DO*lv2f6OOe8c@TTs zY&7ZA9TDYefk16w?F5bDUJZtP_04j=>BsPU0N7N1;LSF0Dd*x#WM+>TLd z+{U1sU=Ue|@xunYeUEZ|0i^;n5PAiLFntIo$68739@ig`FbUb2C^R!jz zX%pa8!ZNSL4zsorFkXRm6GHg6?V&y1@qKGWGYk=66kSpn{Zi@ZCn14;M@|=8bzu|I zT!OzE6dQ<;?DNeG-Uw}Fq-ZMiWV3dU=VKIgzGMIKs&ZThsJpo4MhWEkmtA+T98Mk ztAJ~;I_xYuCh;_ZpqGed)uTN2{|iDDJw6skW2tk+nQ?Ohpbw0yTZUAwcfrB8VWiaE;gFMm+enGM0u|1fi5$gcMV9E>W-erJM zrEaLyUL+fcFWaTwjUBt8=j=g`z#MIz;ICZj3M&jnRXafZ0j67%gE5lWj4T2BaAA>? zD5_L$Sf#16(5M_W_Y-zUQxdiA3iR57&o~&p* zz$|m>>_5NHtOHu_w)2cnk51f8%Gox+B|AX~nu_TM0Y4-aG~*{~p> zybdm}!Ka;V2;Kn0E4!3>CgWj;x$OixFjN7&!>0o(eZG_(zz|(FeX^NGi}s8%zqIRnZ^zzDy`|kP3Tog0WNAa88ZQ%?XeeN9xg5q z2a2g);j|AZr(}3Cv@^o>?M&Tu``UqdS~#A22dP94*s45^m7?RbOlv;)KO?}J{;niVrZ=R6#!0w67Sy`BKW zooON5pbgFn<&%{l9yJGX5*NjIH^#>Zunjiw-VU=H(46*m%M?6_YxTDXfvD#uUpg;01`o@N+^^a>;S^9 zh+%sjtpx1pp?zLKIsrrI$p`K9N(bQwNg=beKMe-}ab3oQ`l>WN2)%2?I0qf;%R!(L zGS3GY;Mdvi$Pu6n_4O}ANLE)|Jd}HO!)l+M@(lpN?}!g;t_)NG${;;cfw%8s2LK)+ z(K-##Wky|w7mGxDS~ZpjJn&~8q#Ym}PWbE&=yoH3DDLApJ|X9N5Hk zo9)jsBVlex1Fn3UCicSGL2tL5xSw!>LT_{&y^YUyglPN_?`HQUb?{~P1fKIYVncIy zDN8mfhF$n3oJJ8nU?$G>wiGtld=b`f<1UP5U zJ~m7AS3AxV<^gL-)<8RXz6>E7Jv4YYrWv~gsj3Lv(@YVRTt}?B?npOKS*UvfzM}{c z+EvEpTm#|>G)D31Jm5WkMCI;I+#;)iqXaTHcRJ`M zWUVFD7#nWJaE&WFFD8Jlfefndz}b_8dtmda&F29+q~Q=$ZjVDZFVJX;8Sbw;q-b(S zd#-Br7?D>QK@|fyMnvbX^O0IJ!X20IS4`~$2a+>#{AGoQk}|!W9ie`Jq!Mpz;ByZo zc#CoGDmjO|0WpZWy$EG%AR3wB}8!*9ev>kRRcjYJR8o3 zqgyo-vXy{ys5}$u{t5L7%+GwnJ$I*ryUaZODkftvDsb+#Q5>^q9^L7Xok02C!1JKz zFfLDNQ}?}a=wuChNfmc-R~d-gd7cnF(kv@_1QYK|VYc^Y0TVm2z0Y$RF60-gYh_G( z!OrJ9#D?~DudpZvuJ!nH5q(~x4139oAq#CIOAd=&+bQBPKL30pe zL+Aydi=a>*Vir*%{q~5!Mn2SVnNq3P4Lqh%iPN z1)>U&UZCz6mMlWyFh(H_A&DFUx{*N@+L1I1P+~z)tw_K|7=nQJtmVNRNIMcFNoW=6 zuvaJyur$C}Ai!80g3w@;i4YNY#&bxMLN`GBbPX{E0nTWR1h^v63ZzggDnUUM2--@= zun3TPbp zBiFR?T`eatX?P>rr-@2Xl9`v;^Jwx#gxqW~@J50@h%_pWy@N-X>7zq;ye7S))z4nT znX?Q*IN}Qu2Q{=X%7$gVd4byQY61!1%Bg;^;~+;(1txb&LB0Tr>%qhAueYeoA zT!9iqOx7qa4_w`ZyKyRVw$xHXtPRpbnNWp@Sy@9Ekx*W`k>3MxBP878aL`9 z)NWC#?s$6Y9o0|+VhVr>x4ShKg${aY#56Gt;!12fB2I^iD&^ubmf=pY>zlLZ&6zBo z%&c3eoXQBQ#n zcydz~hjW1@aU;CeYr*D^3U)Iqnj%zduTf^CKJ1ngOrRW8I_Dz?hjTfmsWAZt88b6w z(K2xZo1}`zn1X7+EshXXmJs6s(k;vthk4vUz%=*{IfxlyJV_@4hqi!VklO(J#h@QR zM%&rnZN^nnv7lfTh$8|pbc@Js*$9xE%b5X;7{b5_?sqqJf>3A8!XSO^e$HYC2#= z4#q%$XUw7}Iyj8NnN5&6y3nR3TuGIcVD2u>K>D^AgO>!B1J92hc|9}JJ*6p1u{5PA zR;aqwrl?tEwIyMbGh(RN$$?h3nAprpnqy;3l^LxzF`6L8&9K^{v5d(hO>C64i43$U zn9U_IiL#{Cpsh3orj4QoMw?2ZgH;u+1hFvL32kgdYQmEiRHoAms!f#GRBL7x8!09- zQE7#yRZ}Kr3RyEINLxn8Ls(ls4hx>TSIc=h$ zDP{}*W=aqW_bG(J`Dbma;xoAZU-B(ylJabOx>tO*z4q;`FEl5nU4OrC_uP#f|3l}h z{qN^1Um88|-zKVlRk6oIFLeT13}7l3vxZvN=sb_#eQPLaX1woRGR*8{C)&53Yd?Mm zIoV?~jwmDVvQqywQI@-{ChPfbKTP+jbs2I8JqOiwwd+>eUbZ2(&d>N8&PTrQFDsz& z^lz~JCBeSCu)cHB?;cxzbvaAczRTMWtK(P^e0C8zf@%%R5Pm}*SS#cgmQtF$=?tsf z?ap=`SxK{-$BQ(R{FuJvOHb0WoFpUs1W-mCwQ~&!XeO4ZOZ9**PhAY?<0Ey zn_ih+hVR^)7|rbYldmz0YTn8%eP$fZy>p({y4vsUIiYL%u36S=!N9Ou!xFH37Y2jX z0LK^<4}xB1dAzROH9{JF7*`oqgYLZWs-?OPs&K zzqw%Q+^lClad`QXdqOna8vZF|4pW3k2-U<=z9@4GrzVz<;3d z^dR2-Rs3^4_rP8)d@b$zo?j2~-oahbn2=^wljSHo^ye=m|3Te_6_AJqYr1B&mV2F} zwconS5`Lb|?O#nuNHop_a_3`+GvCb%y7Ps?j_=6p&VshetyzTQ$wmIdcC&ogFh4hI zZ6%OWf+5aHn#F4R1b5S#%7xb~e7kb21~v?Wo5cre_bki8e*+A9rYg_+eTIWyep>h5 zRNlUuWe&ahQGGpS-4{t=Q2TI)cg|P z7s}6mRy@y{jD3pj@`4k#?FehAE7&`4)bzeGyNj2jQ*I>%bt|tkn|Gb|({@yjPR{Za^U+iD5t-ZzF+my$1hP4jx&aLG>m#TK3o<+c|+D@$hd*0dH zW4|lU6(8NpQj<8U1itmL2tsuEa#hs}c|YEKxPvv)y0z-#(Z0^QvVD36`!(VY zcTnD+?PkRL_L=7M!|2k|susQVp4#lquA8xto4;wCt!b8a<SI{WiHYhcWIX8W3E zpGGV1w(Fiw_+PZ9?;l+4vG0U2&meDFZTM0&SDq=Y#cMwJ>i0?YFTA=bwfS&et?a(t zzKY=neRj9URy>>@8+Te~Y{KoXuj=gE#=T_fSOyueYuxHhmR;OEphZBbW|y8lZ7%0G zcb0LW`r(X(ee3S=R2wHZwXSiqI$K>udtWpJY-Z zcT>yW%k7?b-e~Ptk7XsucbAA0Sv*gBSC`L{XUq70{q#NW-J|asOOtB-C>`U^n@S@zyz!=Ay)Szo~DLUF!}fO>jm&bGthKk*lAG*JJ2nZ5bcpqAx%%!}3+fR|7cRiOD^@rWF?{z1w3!JG2SlaJMEv(Vi{Q$@Z zr{+% z&DA|M0No+qfz`FB+ItGy+DZZ=U{*L~y21z}d$(M4jrvZbZr^EWMZyjK#UQ~+GSEHnVEF9(QHr|`W&%8ZI*ueH@@)<|O zm!!7s+4s*>UGkq#4mmX?zkTFy9E&<=KfLpx(gJO0aL{DspFrndkprqySp%#os5J-K zQV+;s4&_OLcVM$QA+OEkHO(iFhh9>9{$~1LU515>d#nVePrD%k>4f4RweM3y>h2#P z9|^EnSxAI*kwhtvrd#z>?wlC;vA16$yrF3RlbF!y*F#7WB^NQ5j*$aLnch^09w4wo z8sZ>0GYfLWBd};;1{ewxLa!45L5k zrz?scxsd&j_ny5_NhfV(Q3Bw){%?{x@qP4&8AJ+0?PC4)a`p~(h#m3C@2G(N*%Eda zDN{Mf$0mJ%Xf7GW&(ra~+FJ<^+T$VIhY}wxHjQLGV*VNBu80-=G?+*pw_K+kXj(14 z&4>y?|C+69pu3FepW-h&ta&n%yYTY83^D!;)5Uf4FcLs+`%`59KIi6SHi_)LZ$3l~ zq6c%U*C|^2q~%}BQ^P0<_gT6j-Y^fGA`EfC15$Dm7Kj;oAbX0)0^MorL=8;n=K3s% z4D>z?{pac!_joAUW-53V>BOUVAtW?{vG`kkJ@<^%x`IqV{ZoG5ACGW)`LbS_^6p2j zhysJ&dJ&0K1|U-t>TE;^dA6|-B?J#VZ`JAgTls0uoEj7;0X%3Klduxlk9=zHG_{+Cb$d=!MQIMlu*dD|64^zm4J*XU@5ocyK zwM)$j;|P91p?um8GmdffKZ8u?Cb=O^E`G1>yexb-pB^1e1sa6|>>=E5LWpIaIJ6Nq zK?5uCRfE3R20N#*BIZaC%z+PPa6I?(i^t+YD!QP4J)T4g{Utm&LcT;DaFuTGBnK8? z3V|d+=eNB*)aze8vi%&s40qpu*T~d5k4UUOx_e<^@P5cF7XdNhG`Gk_hL0G*w403~ zIAg`9hzbNdRV!(^^@OJSq7uc?RwjrT=p~oEp&cMW53UG3A@G3NAbfAmBT|7|_J~d< zWVT2t!*F|W1Z zl;Tn24!(249K1t%yd!#b7Q*;6yGMAMFkFB2qy~lDqrD-dL7#GGzoIPC4-hb&w?YLEJqOhg zt!)(`cRA<-P6TF{JDrx=?^;1qn-A@I4*yCWlX!?9XyvUBPt)7`S8-BJ4 zAWuOy$07@FtE4=n8Em`8_jaKWiv$;ci3`2ReK7Ou%e*H=uJN|NVQ24bWKu>vBWyz; z@Cuq(Uqi$N_Bjt%?a-qBmZh@y1*Av)7;D3)PttGN5JEu+A;a;4q|Kp}L+XOhkpXx7 z&btSKN<{WEeoGdI=XYj!^a#Q|Ic!_phnE>zpG&@1Sq&#qG0yfZ{J4kXF3=75Tanj! zL@sK8xa=*kdRRD!dqD$TAP#qQK>I;^{3!scb$);{dyahYti$a(MQ8P6YHdDGao;`T zpH`DyA*48u*hsV~UocW~e zJFeI9ynK|q#EbU5%!`lGKFG#J@;2s2*>`+FP~`8t@QgYA6NJ>%783--1Tkla#L~d3 z&Rv%VeR_HimmJ%79kP<{|BrlJE?4WRT2 z2kNf$fd>Fh0nFGYzUnMTV;)z!n`B;yN)CDm zYI#eZ$;V6Z$qr*64?##NL2@V*OXvct+R!^@?@B{_%!?meaSxZn#5#ws=y`_wc|*0d zBoZJfGFfPYmgE9zK%`!k5I&kc4jPpG=?FDFL>VPd>rpW7dY%Y`hvF3}lm}bn(DJ_= zyj**qq2~!1NZQ`$A90HBlzC4Z`<$EecD;Cudz`~h+`_UyLxBCfF)@)-e_a?ue$A2M z(Ej`O8pDsiA%1Yy8KaLK!|!)PsB`uk!z0``hStj`;@dc$TA#RxEd#`*)9LT0O1)fq zAoM}ggb4_RDu{GwAHFWB=mfiVCnOJ0P4C}%V~7N5AS(9zU7g{_3ZA>*=?gsq3U@Ww za6U)^kWBtrebOHsaZDQ>XH-|7Vf(W$M;OB#p{`Kk7w6nBhQaIm^eYU`@Q3c;Z^(F$oNBkKTG?Vtkl+96BQXxvbhQ1}AC zqVsi-4I%1GK+jr0A3bl{FsD550~Gb`e%IOrkqsgYEWcO!ciAoR1Ber+7!LvSTH|DX zyXSE37RDIEnDq}(zs??W@?j&GVe@El59n4JA7SQ0SaJPWe*Fz0&C-+ic3ji>jwWBv z?b<{6mT2^4w1uhM`3rsLySSDNb?>`XV6@gpz}pK$sPsd`6FUq|IikM9699UZ2gFsG zjCG5m7yF+-@x(**pc`is0u9{|HinQcfard;P$`)8(7qQ#NO*@(rx5WCHSxUJ=LBmq zetN6}^V-o_`iZXqEP?D2b^uaePTKu)K8-o{Q3DDTfkXq#&i&?SB*ATJ0bIOuX%og1 zEp2jqL+*L`uVXjnxd@#qxr)7lLf!WroghU5`ikygAEV@9#D0cQ@eev<3?cmtq55qP zI=FGQ%-h>|e&jRr+Swz2%XxpUN`cC zxO;^YdI>&P6NZ?5yeSmN1(`2V3_DXV4~N+hq>xOVm9wD4L(mER?#L1SKJC`fK4*5J z2Oh_@kq~!4%N=6O@#ui;2v@qMKr@6xiie;cE-_dIJ95EZobI*9 zH2{~$8;8dzk3lsEQQoMxD%SWLMZH`^Hj-8D@DI^x8pWSBHFLg%o`-Znpo>Eex&|LA z`s4dAQ>iW;uWjYKY#QP3;_g~o) z4fI_PzbX1%{owO4Y>W}QG!DG|t$($KA0ghb*gA(W?(GaSY>&Bhtu?h}DoSW29hcrc zy7{Vl`y&ZwtD&P!2lsQn~0Hi_azn>QV)Ayg-=Xd~!xW^LxU002y;6r8qGtO(T zz!HO4zOujvWRP~eASnXA)Z_4g*|V;r-{{6u8eQe8_1*sU8LR>=umdOo?U9Nq0^i@M zu3vMn_0r0R=)y9AJAL2M@;R{ zMTl#PU^T^0LLM!@nPpr9uG#c4^z!J% z2hkACq?ebwQ~YfIBinPH`c?8k{Ugo@cF)^fZP*5{=hIfRn0b0bViQ-{((m^O$XV0^ zETDmO|$en$XM8)j`FH26dChr*)Rc@lke0cNXq`|mAuJcrb8npbrva1Y2@^bm`ZwdZzZ zKt1O=K($rR#$K``F+_zXh+*V&q7h%-{!1z9K5TjbZ*9LvGQY#fq7;nc0q3F%B1(J) z&#>}3tUQoh^)-QVtH13^DRJp;fiyRrn=#F2*6!Spo6r)s%ktQWZb@k=?=&tS$d0ssxJ{-pd6@pAEOWUi&*%(|F> zPhcH$U4S>d$bbY)@QL4iBZ_{2+yJKjpWd**DRR1pkmYcFSIB+R?QyGwLFT+W@7;AI z4dD-Ncfuu_b?q7f+*G=l`zh~Kr8~juxB6x5+Ldkc#=QW%05kxg46~W0Bdo3IBDfKNR(OS_1a z-1+1WU?G7G^&WOJGx#N?xXnNs0l9!TpQ-oEAOY|LLF0U&xIbmsWF2b2Jck%G{>rRA zogh&WKYZ2kQpde6Z~*+!<)SGZu(TfE?fD9;o=;>p;m4gMQz!dcpDh8HWM( z;J<(#Q2ZV#WqdeRzcVMD(z;aq+x73h@;_(546fTt^sVl#Pg+~~!}71exO-d~JHz-m zX-CH4?c2zBZ*X;O{9%H*ufJ^d&K&Rpmib-xKULG4_(8nt*^3JOJ7s_$9uolUKzWg+ z?tG$U{~t-+>>*&s8S)r?yvorx;e*GWY)Je{`0LdzS5x@%|TyZV{TmkR; zvsB&fu3PV`s!v!~UebSe6bb03hi-lULKU$0of7ocqvM`lN}jmMv@LDIFrA2Uw;+!8xB zL1#}SE_yu7KU;GjqQ7O2KpE6ct1|azy*b{WkS9mC-#zVKLOlImadLNl{La2syPVHC z9_4hH>SxoUoJ>QzkK4BIBL^)5^Q}V3PRo;Q>QL$;A)0y+E zgs|AQoT7AZL6!|&s@k)wX$|(X}{6SnbMtDPSwO^ zCD*+EhZ#r5u5|u=Pcd7ouQLyA_wD5?FI(dAdLStSc>QZ@&qr3ht8n>sR(s}pK<~l$ z>AUr@%Ad+0cj;JF+va?8&>gx!oe(+p82w__ngtYrntbgpiVc)O_g(Dj=a51FUKozG zx4z*F!408zAmki}EognPhawz8L4+`b{^As(|7g!66gdD;Kjbw89vFr(q$L~0_79%= zp>`o;8q^^qE{0HA)`o6`LM=n>gqVhcVLl;Yng*e)A)@yq@)-Jo^zvqiQil+y5T+f5 zwWu=HpndgT_n_w?Bsr8Jmr)CYw8R)O1_x378b*JOBXizS&7+v&FOJ+t5tM&KkjfT9 z{H*4LqJxletDy8AgV1y{%m~h-tjtYYoIBxo&7)h)*Yh*}EJw z!z>KvMskL8iduoW?d)b+x>0gMK_osw{D&hM#S7ddh3oBT6qr9|4e`YGg&mybjGguy zw*I{++Bd(gkgvSS*oGRuw=9~x(7|+ zw~j(Dd-(JoSDYisAss>xgeepu3n0wK+@0@0X6l7&P^qLhILBba<{SO<^3_A)C6M8IUbjM&LnucENyv#4IUo>2A+u(+N)r2I(3zwt6heq$556XZ z<)k$&NF~Y6a}83H#KRc*37;V!kb&|aKVb-H*T_VP1TK8wcfj%geB#F-Uxy6O1qxDz z%HstL5z!NfN>Y@iE%JNc+_uo(@q60Vt#>)kl&0spZj`3ysm%$!?5gy@U`r6j{R{>T z=WeT}>HTnkI%s_J_jNccz$^}RHl|kf4}4thaJ`bbbqJJ>0~yoZ4a%QMVS&S$-bg3^)_4NF0d zO$>(6oVZLRNW;R-Y8$)U>bcy^0&(~?mWD&LAoMq+EK`Uy8XnLiZGA*G4hpmy9La#8 zy5a91V8BHPhPe&{0efXig3!QS4h3c^SiotE3hcD31q2@=HkP>@Q7NRi2d1j9!PNR~|ygfLb7={7i`#|4^1VO}2 z+_@0oSQxdcV4&UO5R816yAQANkbrC$3=c!+hDrkib!4-E_!JwGzR4AWoqIB}xH4lQp5L&_^V7x30`HbLv*6Klk!^tQV8=!nk;E*u} z2EyR*vsxBzfz}74>}J~y1j6(SghCM5Kpq?igTjHz@IDWLdZhw+1~Zv`))!b<77Ghx z;W>v3gr%V1MEE5j$bBgUf zAZug{l&ki&r-Pgos6qj#{h44e6r{qz2m-@^#pgB)SQ}G3*f1y*(}PpsXdD*{hC|$7 zBpjA?aQGiLghQ@^7<=mAT)|;5z(^_{`V|KSLgC8XE(#5NLYVss37HAz*k{1d*gPj7 zs8*W?xGES9gNxW)J_;-#tcHWUcOZ1C6A2HkT*h%{hL?{pr1LzP3gTrnHR{t?yA)PQKkj)|y4XtsgR^f15LKb5z8g=gg zct+3*1Rf92JD1}^e&%Kv6s60^91RGpAxcU|*{Y(u21Dlqpd8pZ8Vz7COboG*K4?T7 z7N9o3tAtI+DqJ}rkYS4Ai&`v>iCM&q6^vo6*paEucqTxALZgl0*EC+^oqL7haL``i z2tQAAfwcG=f^5SXthtb2EIbMZgLEMPSF{fT@iyzYDiUm~u#YMk2RXs_0v51h(n3Izmp-C^)Wmxz4EGhZ|t7dSXSFEyLw9`||^ zs7s7o=Xz3`d*%+vEm*S|KY^0?Jn|dz;gGdh#(m{B8+C%A^TRuwElq{*Nk>wQH*0$P z!S@aW>i+?u?!(Zvf)8MQz~ffDg7OjLTHbNNT)I!Mv-23}l%Q zdcL%6Hf}#Ha8j=ZJ#WJJ$yBVE$p_W?wB2FIE1RzN#f4bLI4t$h6^Z=6Y=KJB5Lcn( z*9m*?(hEuwjXAAOTzrB}D${Dj_7tNTDOfM6I``8SxCNHAIedK}(qunhkJLV2Ar41T z%%$|g-%IRAdye4@wYUp4lx*hPa1~!6i$*cVD=%;Iz4vmC@)BR?IvzDr`d8IMp!g|@ zxHKOH0lRopnt(zO4hDkryywbO=G(hZ=R3ftds>BGFw;Sya8ZA^j93`X1f48O0VoDT z?}9&Z*aqFq4CQMK#vu#eZh>}m-MArXX5n-J9cxN+qv7_xxR06cii*9oE}-B?r5z2U$MXnuh9B5 zx0c;`P?Lkc*}o;G@Pn_#hBeH#;Qt=}sI^j<2d#PytRJ9&eVzT#XK%;W_Wx?D2&<2h zgLh*a~Y@OTQhd41Q=doAyn{UCPUFN=6n9sM5b zxk?mW^%!IKM*HwAFwaYNw;U<`QG6L1ao-q)`HRzjMZD|3mFyl7;@a7H-t@;iUF$fL zoak8ZrB8Q$<*;=y?e21uOB+3~M1o)1&5dJ6Pen;sahvayutv^$w(UC((K@M7l%7pOL(qqw7*+G>4S&7(=9ff{;3c^O*f1`47bW znQbG?pSXzqui`O7xdMd&52}H|0b16ue3=9?XYFXxAZZgp7=I*ui23Y}``#Cprj zIEn0fiL5oXo*2Jfe*6VJJ-ZvmNE{6H<#?F{ZI8?lptc-m)&n?eA$&69h&adRP3GC!84YrWtM2iIc)?5k9K$W4*4s#B2}Ea5so))cVwi{zVl9Xpq9KX1=PUQ@^nvC% zZOvSi(Fa|Z^4LI=51Zl#5IeP{9`J$p+0Td&Vgo~=3dS`uzzI*Tv)w!WH(7q`$axs` z(wXh^Q zUZC~8&5kgKru2=ApmB5hef*C6(mp;P!d{$T8Gl9J8NW1%)DUVvAlebp@jcd{F01SF zkm}#7`uE@JZYHvFZGFx#3xeR&Yy&(t4nsV63g5N(FE{sXKvVocf1UcjPu(`s^^B!t zgEkC7=ty&*gY|lOOx+6vL0X?=$sUAi>mj$Y#Um)<{mNi>znxV@V}1~_jj$nVPr_!^H8J4#DJTW!N#v=(aqel52;ALaTWJg*b-2nTZ z;GzZeK4|>VU(p)T`lLDq&Io}TK1luD0KogdLhn>Y-pGab-?)+F13+(}jT$Hg+KQ0T z`@B1dImnARTj2IQNbX|0u_G9YhKYb0USKeSqj!{5B|=8_7c)JJyzA?k7i&?OBO9RO zY)`2SCNo5At-68pVi-L@(&Jz>U$F)NXL;96qUcXVJPCfQ^B9X48ur9cLv3KifDC-g z9I!BbH*6V;U}Cd9w4tQdfq*d|Nm&}oeud&cG+!^dV>8bgLj0qsX@*@%U1*JN z&opyDBpQfpE^DEbZ%*DkVb((Fh|D{`rWv7Z3pwEj?vvG2IuZ zbrric^~ZRECG=3n8zLOGnu!69fJ%ux&_p$w0TCZr24FD_qc8(%SoPoo6ntUFTXiHp zSccMAOsM07)?+9!n*!*Fi?EU{VE<)9_yQg32yj0{9B9^;<{V?*Kr?ya3YxXIQWSo`Nh7xX&d@yIEV@&t*rZGR| zmbo^Ms0v()0<0i=X`@(b35v+nBy9>vRu}-%qGe>^ls_=Wt1-X{`r{)bI(~@O-D2x@ z0p;!P1Yv>(>_f014IB(w0e(Tq!7MS*#v0%kr3E@l6*{?m=8#Sw4Vu^HHPx% zcD2rs4$1H|6dzxhIX`~p{Iok)*kNK3XjU0NPrJ?_>L<6$Olk=esL$J;je|32e8c7~ zy_d(mL!b`Yfct@=S=xwBe$4#P*P0~{rIFmB;0BkNd4rR!V*)UDI$>Tuq6a7vKs))M z{ZG%VU1l@z1Nc4meYKu`4*sI8EnzASfLp|6L$erSPO`P554gMC?-_s{n&1P&eJr1> z4xSDaFz{jPS0>brf-3-BK%&1x#zDxO$FCnb22j`LBN@Dw`o=FaA|g7&!Q*f-D8m!; z#*f4EN45k>i@iY-?-{@f992fcu7lPC(r9vE^FkPrh$p)bHO?e8Q=_K=c1uK51cU?5 z3;?lI3AAWWFp`uq``fyXg+_J;$P{se9P&q`NNpMzxPa_Jt;Yehyv0bFrVpNE5z`w5?~MA38NpzuFGdKagPk2ABSv?nY< zCnz|=yTTl}(_>-nfyRz*BF@Y?F@qok6xc>XmuhI+5)_dq6{O>*rCXnT!_u4B67{cIX48Y99Zs2D%8^ji( zdq5}@Jr6&hpEx20!4T<$4!rlJ`w1OD*W8C$@XbKMOow@Pn2VW)A95b>1QccB2--VA z!m*%i28a_XFVm{T$a6EG3`Ob)x0sDLRz9@ckl<4&S9uklr=Jisb3h=g2G{Eos6GJa zHxP0usi1-Rp=|{Lh`6FWu zC`1tz)(|WR;~;-1hS6Ap_OUaD-C(*W<$z%gpx2|*hqq8`TX+{+kQQ6xC5aP zJi8kbe3$q%) z;_wFdLs&YA&Y;PGGh7CN>K9$c9FV<{pdDM>4vY){VwN55a}nO!l^V_=hpC7P?>pdN z?m(DBnF^BVItpn7qG4IQ4W~DOsEl@nTLIV`5Eftt2h6pbLq-?SAjaOP7WgnTgAZs! zAMHR)^^fc^g>5kVV01vh`(`n;oh)bJRY5Z3E?>4$%7dAd|#EQc{BmgJ@<4b1)}wBuKz}#UnEUcrxZ&rcKl^ zkXo2%>j;_00!>K|djpZ}2JQe%VAwk1G&C|O8@d>*4dl>>;_eveFu;8pU2_n!&|qyu z4Q8;-%VtUpESh&rLt&QP$Q%b4F^Fxjew{(c1AwkUAor*@0ztrG0N^Bugg6OjdXP;a zZY#7h;EEIh>ufS*1LwdG7ngxP;8(08eT(eMi_79FJVw$a488#5EW8La04O=2kjxQ) z5~0`_Adn(q#vI*2_L|;U1Zbji!gxeG45~@rYYDYSn+I~|WyxkBc3VIqJO#uOQ{90= zP5@FrHiCe5@Y&6}gJ=fh@B{{hVb(18oiqXmc>_^kY4Y2VdD?ZX0L~j=F&Ii{i)4X@h`2p?H-a=Y$P}27*h`@*V-B;J7^*9M?G0!QVMiEz z!&+5=0T943l< zp`04rcp`HHE5sBa!S~$Pu{E=l4zUgyO6`vD12Y-sh2u`K+;1jbYrQ!!ty3PZ9Q8zT zBa6GkLL*W&ZOX8r7)_iFnr%lyUS@*@Yz_wPL}HvEMiN7&!skJE-r!(z6JVhT??MRY zs8JE_n8Jk$ zz_bH5Fd`k?3)!qyzD|-*ZZ~Kv(1O7nn)RWxPC)L>)`-Hl65s<49h@39m4so&4X{34rw}D8LSLK6{rCR)Yf^LkMj^z$watd%!^A zGITS6xPl1M1z_m{G;eSMh4=$iEI}qd7P=S+e5BC1m@G)oUfU+mpizSWks0t2FL?$I zw{jma(T6}Yh%d}tngR3F9WwD4f#H=3k|2RG!10L$L}=p;gbV^?Du6rI8iM7*IuLP_ z=uRQNCD+}R0|H5S0j8eNzy=s`1@aek4y{3@U>LwBb>#ML?y(ulA6^t4-fea2Gbwne z26K6$Qmj|NrTfln*(!PZUGT#Jo3|}O2Y6q1BOk6>< zG2kNte1U?^4OkhL9b^z>7BGneM7KktU&fsKs4W~IKK+>dAAl`uR@&QYpmmez=!o<4 zFPJsL(5fGuV#nU$P6ySXVU0V>h+xE@N6$iXXp=ab0A?4nQYW=&*!a-KJiDC8jd)N4 zbGRFFO1qlq<2TMvU<3B;tAvQ?YudWX8UdM&pAVTcoR;{310l=|0K^y+IXd>zOj&J< zGoTH-fJF5W;FB*V&>*<$j&e&lg!SOj0_D(g8j)2@w(4Qvonad;D2T!f4(^rYUf^CX zNcWO*840@2WA@v4_z1U{}^D z&2hc*QZ40RVR3&e~;aq?-*gRaOvSh>wA zV8QViW_RcvW~4ClM&K`RJ;ZhRafeRG!q{OgcF{2QBzrNBEUkvOJDGV9>@rRCUhG{7 z*->alfn=eXQOu~^40L^F1OSc%Q?s4NNp_Ht5Mf^fVU6c`h|Lc=D&Il`xFa{0+z&q; z8XTPfeh~Gn#M+8B48Dcgsf88*KB$@zrdQ0sy5p#yhm zbVXwhu;K^SC0{iip~MaVFk>$<2H@fd8rw#|2vi+JO$^o-046;EW5gW1s4dQRqcVKX zv~`1Mj2j=`8|}&A!;Z$fd*$DqYcr>4mh4)1EV4#C`CETsN@?)!zqkd#N+}re1cBE&CYVvU?~vx z17O+F#t)GM&2_Khv^E9aHlehvdzAP|T2`v7Qo$w+2-Pf+YK#eUD6R%b9xL7*2X(z5 z)#G+a~5}aFi(6IxB6yk#iNG|dTCkys8 zjh%^zHnbwC;c)#44=k$cX04dJw|@3`K=hwdh>zphO(Q`*p(+B~ZMHnM_HiKDnn~%o zKKKVZe9*1-hKt#neQ(pjA*{bf{ti0n$E~0ne>cu?0hsV%c!-Q~oZ1f_n)*U$OyuLW z*42%<$y*!Q1{&d8gm8)m<*SI;6q1hQ;C-A%O&TRVJOQx=`BMP3On$?rMl^8Wac=R1 ze6CPsuNd*+?2Or`OXO*UedUzYT;mKwlS?#fXKzDenQllMl&$NSidqeo+1f{m&q#pO za-~GZ6(Vo7fkhpbdx5piTB<~Rp3F$Sb-YpbR9h-;*)%}%b`K?SVJX?9n#^)Y>ruDQ zp?T|j(yw}VCWg&tWEXdmog{Bxd)ZB)I6D$Un<9kN1xgpRGbA2l;JBQ(g+~byUWwPQ z>oh>)d`5EfQ(7bJ38D=P(ndZ+TTe|!23>Ba3CndS90^`CT8{lXK8I;*jsqh!F&s$l za|q;gg=J%q$b)Wy!C)6*z(6!Q%MU?&HUPqL24R4C0~W*`p==`;v+9lvD@A*N6Hlj* zG~T!B;XW7!W4LFxThC!{Gy+$kA4pM=?xT7NBXT|ih=TcsGe(WAAhaz!{9tA{445*4 zV<6NUdt%H%KpgQFf(Gl|IlSUQd;r562;vPvIZ>#4l_2|0^GOB34?_RA|#2>p)%bKn;k3cpf8Z`q)xdY@35662!(gEOo(jkw(L~*XMx5Pp= z4Bj34So_dKqv{-!ZRw`gu-kgoRUD@a4;o51-1j^~Xc-ZrA4L)?zOlBo4h|b@9=SET zy7L{o5J~8+VgvXA5s6z*id1|95fdxu990e$r3|bf%CwTXT&udm4H9E;mkngtT_&)- zB3?+cCqNkgiTp$7nUhBz+@dnOW&9GRu5%DyZwJinoB(=|Z2-n(N9)|z$DDVN5*wgu zMN6RRH6V;ZMD!!L2{bONoX=3bNItUo z0{O59e)Zlw+E*;f;%I0V$i{(Z5xfpecZ-8F>94Qmo#tWRK*zcw9C|XiS;UG=P5lEi zore*vGUDc5bMgW%0!@=*8C-zuMo3@1?F>gz9)rfvcSk3>Pkq4s0S6pcOqy1=mtWJj+NoUR%Pc z5W*(`Oy+wdG!>k56O?eeLNi&7zV}ixXa)sdj`M&WZy=S?5Q`#eeH8J?1>7ySWXqzP zmv8~uvvmk!Z5qk(GT|&u$lHFk5_#_EW>9u955OCifPD*?QpiX025a8LU7Q$s`O_g< zm~f7ahh}y0AmJxF^+-26mRsP^kiC49ggLZE?@VGik(&0phhBzEI}Y)+4|FCEBo5xY zsT%_1gUtg|zWeLpQEYzNar@5nR9H-jpEJR*ff1w=Zv)kTg;E(3Dh0{=XuPW1A9A-!PMM}{WIhf zIlFQ{KGghs2xo??ZS`3wMiYf(G~x{m!=rtWAa;&NfR1TyC%k?8M0CqUP2|*uQ0&x> zt60h+-2iJi*hzdH2qN=&Zx&73Brvps`c<U&sJ^uZ0a-EmngOl{ILsMdG(1XlY(! zLBzyisA1_{SGejc)jcai-o7d1ZdkMkNEQh!q!Cb%Q7hs=C+E!=*-vEJh-?uskZ+_B zQUna|o%XDRRwl!RNFa}CoB8d;8{6L<>VCW6*TX8#GXa%`pfW6Bi5TO5w`7{Qxl#;$9LbF3Ku4&3bC)l2 zh13`UXP{Qjz=%7-0l@Ujj?b`XFfTfdh;dT|NWd$vNdWhRZUR1VAO`^!`Oy1AKF$DZ zA|5Cb{g^0R{q9)9@!b0v-fqbzHtoXCw%!aNL3xpr=-9WT%(ylr12PSsg=0xFmWYT9 zz?)j9Dc`H424INUNb|0>)HB@PWl-k4P+}A2$QZ4}k*v>4lTnqsyaSn)yKX}*Z;lD$O8+6d4_i!>iJ)G!Ck=_h^R9y%koKD-}(%2}u$ zjh6fi>aYRkAdv%v*UZVocQ5P^^{306V(r7FYJ5bV1&By{A~%1LvBQ;Vkpo*DQMn9|nzJK2Q%cGJcBC z4S6};U=IGm_CX(;f4hyu<9$BcyBIk31!;sSfe0}e38|giEssP-Bh#h>cmX*1HUqP` z0ZxTVPMl%~&c)nYh&-`-pC2u}d^~grKYMHtpm>NLg+9PsfSZ5@@B~j2 z5zeKu0k$Bgt*C&oob_*M7hS&W91E}HKY3dq?|cu_gw;eq$S+9D3b!#5{~rU0WM3Tf z4_&?+NOcd9bc#Y~3_xDd3NS;q)Qr{MNunJ_NE&NRdZ$DK$Icxi83uHndiMC8h+$BF zzWd?Q_wQ#}OtC|8DgN>7I@gQB@Vjj;$#!9dQHQ*+vcb-&lq$83J@tDcM0pn~c4`HD z_w$_e1sH{9kU>n6oul#%=k9!2HEfP~c5L1yd6#Lrn@5 zNerP7!A#W(MGIVj*kwvclq!OXppqt4lA4mRm>p3p(Mt>!1VoGoNDgKc*kTZ&f}?>^ z0N6t9po0LGDp{mSasjkZPz@4M5>ypY6lSKQ8J5h=GR&SSZBRsjT!z#YgzQ{xprw-J zsc5p&62z?(g$hMvMjBVXuUEf+f{moQvs&u9ov*O_+p!N0VCi<=v}PFSQv)~n#f zSGzU&zaE3wd(+?A=k_tTW_fR(XEgCF(5ruMz@4qW*U{wEriffm&_oR>*9)K&V-6VC zbI}`~?SbP9bs>++q4d+Agl(jUtS6pP|AP2@z{G)|9TB#wi&@)|2bc?hamp3ZXT1EK zd1;JeO*q&wh0xohYw+6@zQ%6s6<8BU(fFlTj4I%plXf) z^Qy+k4AKgN#2bq{s(bIgkBT1c)r?z!~wDJums$7>m&MqhK^(ySzdv|tZkQ& zu9{fF{V}^M>ZQu%Ok&06v7~sz0}Efv3P@=*B836yR(ie=$WT2yF_7G|1t8FApuO*L zqffRU1*08kI|v7B4(1#T1#Am?*0dHF8G8ktP{=;7;8Yk31%$scmg1hdDXYr^91O$n zpYUbwt1h6HMao?-@4Fr~zfCmvt{=YMQRt_YIL|HV4C0a$QjET2r>*Ju_rXfE!$+>R z7<5on1Q8Nalm%-_w!;N&NkEW6OBDi91RBMWHc23yy8Z}=tGlCBpo1m31Q!oWC4JQi zH-*dt`bfyUex3gtVfNr8rv zqDdl%Sx6z6m#u4MOyJmDmJDjyGEoFlBy3@l*d|6z!Pjtgjmo@$%5Lq4YzdPFWi?W0 z*4D|iCU8Wg4#{h3FjzEg45UFINn+Y{sFk7?N+jDB*wY4rWh#u7v|z0i5Ku%e&`gmN zGXjW7M9P7A{7>T_>G;_C@6XJy;j#I9_sK(eWWMux-M)9gs)sfoZJD>Yq6&1`?mdqK z9(6P`48}ZK*6%x;ex$M5-KW3xO{>%&eu#DTFoOOM##K=rl3ebBJxGC8y0-7v4?@E_ zQzoy)G$8LCFCK@nPW$P#m!c|x(^L_vAS$R)^{=p^UxRz=##zOChWBZ|5L}C{v~9;w z*Vt#T6VyB-Y;W#7?+mtu`|EIewQI0i=y%D#Y#43*T>8Qn9CNzt6!B{NZ(3#jBK&X5 z6k$|dYW%vPYUfrEZT4-xIper_3wussN_zvK>4BzX!?GB_PXOx!7ptyKrY&!I z2y7}#dam{EZJT@+ZZp}&_uhPmEEeOgz=t+9kPbdw%sO+KfW^Y|MClWx56LT$$o$Z} zzMi!#u?oRP_14)q#+sX28*kxMQSwj+`{+dRJbX->Fhl`RY-$js#!Z83ZKDRZw2-wB zWUE??n;Hrh34kI9m}y#ugxJ<*X)w*U(=#N-TND8UOGH()IWmq+4B$*vMFblfwXrA^ zC8`XhkTn>=L{SZ53~XfB7exgOl*taGPQscT7=}%QR@DR$Q7J_LK^2EvL9&q`Y)Wh< zA`&r%OJ>bfn4N5qKv;ufz!=b56dMG=gu+uBK_#mdt*E4xtQjzERZ##`yG#j!#Nyb1 zC~c&$YQkEAnIyF)h*kFfG>dV6|(ygojer;X$O z+qv)Mef;`Vm$=9F64oBaIoiDc zJq)kCSzBTH|u#6jPK-q6^qf@iOPDFX8ah(+fENDDHERMAw5 zGl+D3hHzB%k~Hoc_Y1X$*%-s#k=^?Bn~xOt3iJEl~J|JY3jP^>tgb* zm;3SWy>?T?G9Ot6;8mD}WhR(*O+bVYdJ+wlH(dn-)fFpnkZ2+i<9H1S1B?aVz;P>D z-v#@RPzZbxz5Waa3`8Cu2G=@z>o7Y81olw+p}&G}s6AkyP;x~>majp+z6(qjEU8m5 zIk(`Jmb(~k19G&!Wb(^WOlIQ$dEId8TEWT;~AT8 z!x@ttn`Wp;Ag0p95r<^hHECd~!3GU$|AjYp!&szS2GkrPChmt2(n(;}wGC2GL1Ng_ zM9C&iwhU@wB$i^K#jsdHFqv>`Vc0UrwMBx#t3^PNNkp4P1eVq^$z;acC`lBAtQys< z=PJS!flSFIw6Ysy!Br7N66mtYjUY)2L7;;gi6D`Ph%^N>L1fWwv9<^@>J+d^v1@Fm zNPs9J4T24;W+4M$gIiX?vP8QC8iq+^zDmD<7$4193W_93rD;Sb72o{R)jz*s&U@;2 z-}STeZ=c`GdhqVA*FR=H-mQ+g@IPU|i!2|nS55bCaQ;J$vo|f%f4rPr?&mMFKi{g~ zJeM{gU^eY3Vd|5(NWMux+42LnRj!ppEsS@2G7E3bk-e0@m=!0>aNyoWsnegy;67RX0Qdjc{O4SfG~DfBbA;f4@5+O zA@~#V_z%Nt;=aoFl;z5|6;3Qh%KHPQ;eb%y|DGclF%mQu!6mlF1feAg8w4?8Q$QFj z8mk*^4GRnyBKA;A4`_gkV8L>MCqzgU1zoUhZJm_GF;vwi!CJ=DVGQMVY@tOBh7Gh^ zNv%PIG+8#VW!WIu%~TML1%i>F+OiUDY*a8=Ep2Q;fwNgKIGK_Rk*On4!L=5!IY}fo z2rZ(+P;3zGpuvXN)Ec0{B$f?EXvwS?%9xh`CKW4-=M zsd5kRyv9N2?t%GQAFUyf48ewFUOeYYps97+o-K$v^-}U zTUs43iq_cctcR^bI-L4dzWvC@K;M|x;~DNBK1jkn`nxQALh3`tH*tH^aY$oWH6#b^4gkFSWJkLM}N!zzI_>!`}mhiP|voA=x+*NOEj# zTr1FV?^ZIo-sf0dN>nawwwExiVSRV$p0~w$-Tk+rd$x#K3%V#^9vjX$`~`<0X4KPh z+1O;;L8TT^+6vVOhP3yT8%_fm;C=>Qj0-J6kX-?xK*f;mUAq9xhVO85*vVKW*eal| z`2GX%z~1W>t^qh|fd6kM%DJFE;V)dQg{9PU#j8QMIjz>uYmO<7ozNbE_)o+M`C|Nh zh$Ov_wZkbSm@Q`&6#L+2?N z=GdB=HqEd}MioGIR4NL}s3fw8h~Ag$e;U6fO!d#RpM3JZgQ@j@TkKQV#df2+@9hVl zGLd!`-n#oa4fQV9tw#*eA66sLFDd5&(DiJ`fhj(v zI;>xEzB%q#wLtwj^sS(hsv#@g z1AorkF?Q7O6v>6y)GI|>Uw5A! zR54gJUxOU&qU&VOZx!D?_FE0=XLPL?y6sn>3~y5XAH;upfbuaqa{3s*m2^FoGKUb7 z8Jy6E%|fj~qfJ!X=sw5aM}7h*@u63F;-@lT6I_b6WqCTGpjyMg(V)O^mShr;N!PZQ zFjS(j@H@zC8^<|hUTi+gh>*%N7Ps)yPoRgw->!{ofx4+NV@8f-^)i%Z+;wG&D zxu$9mD1xA+rc$B;sFo#xlB%F4mI5J`3TjHCLI!}SN|G6>2&x%cf~bjTV3=uTBnp~J zqA6k}B7zEqC?Kf6WrGC7N;6eMBEb+q%z;$}5kkpO(Ik|Fkr5#!Oi2txK_JjU6(p3< zpM&@B$bJJ})9dp~i~NVbz<+tyF1747DVn#x$a)e9OZfhTGxEK&J}CEm9nR4Sg7DST zmVX=U1IVR6l-{vudh7SR(pY#fL|yIYSs#LkBctIzQ2mUB?lbO2zt}KB>4|G^MDy2o zeTOJ(#3%B$G7ggo;5~w7AUq2q6<0uliS~p6B$_1eI>I1DVE!KCs8y-@2!lOAen5PY zKpbRaV?MBjckU(q?Tm}H=Uea3ITV}sBkCEl^snFs07@tvN4?!o^RS3N-=^7m#(G2% zp7iXYmrL`t`(6`);gvc-bfqtB|# zmH_b&eI@(Ye)W%G9}x+9?%&fp>3u^>LVAP{-sR?k1lBDJN*oN)Vd!dzP$V0;Xe&&F z4P^*qEQF)PAE(rI32ib}oxy_-_e*2osa<)sKVV_5<_x->3?|ah4zQh)M`05~(OCV5owLLZKk3h=v&{h$^a)Y7z(rf=Ymv zh$>XfX4$mUQK6K?)`qC52r3$+B4L7vs+J0YA_-_9N)Ww-BNEC?g-H;Sj1X249jZd1 zN(d&Xl2|C9ilqpqW=M#rh$O0lN`fdNAOaf+_ZnwE%3r3_c#kVMhoMI|?v@b_gN*l? z`XIDiCV@Yn^>J+r4@IM`ypu_O0^KZask&>^1kXjt6nx5B(gV zOgn7jaUS5#3c_tQ$Diw6%ir?rkoS7py7I#l-X_BMp8lmUZM-i0)xZ_Bh6CzK&x5-_t`!7#jE$OXr;V{OofQT2qz=j z7`2g+h+!lPYyp`~fJF7{(gP(?2c7=*id`%;DSW@rCsI6L)%azS*kj9tSU2AMOJa+z z#cMu>Yay0)r8Dt=i@6J0-)ha3g8Qr$luA>>*mVBmMZ8%ref5hY+k5f%>T~hUQzoS~ zy?Odxo;Tk=DSxZjy7Nd!0Vg{lE4bYpgOFj0nX|2wU$G0wB!}4v&sYouUK0t1wBf^n z)xEFxL2D2NhIkB~R2vNYg#S~P| zm7#>xtX1<$EaYU`YG}r7!YQJ1x};93h0t9iiBRG=tB4$fh~-0-YLa1bS15poK#BPT z8XCAr8&0p9g?yD;iN^P=yZ9p4)vND+l^Cj?bKm4E;6_vTk@WM1D(H8>{2a1&cXAVI0$fQ|0(SS%j!U55j) zLJ(8<3k%(g3+yrs`GGgi6ZhGVo9T*RI1&tobP=9-r4iq}2vUKV;vrVt@z#r>E!&(0 z#ytCda3X<$1NY$(KSo#i5eum)Xmmx{TPFEs>kU4OQuEdljl~4?dWx&#Mj!DF+WSCMMDadjqE+dt}1B#r9 z#VT+vR|=}-E(yv}avX_(MQtez5X4c17D3DJQ9PsZF4;iuY~YXl04~~e&ZZ0k9t6xo$q0UuAiI&pnt*B~Q4dyy z+JzQ5Yx6xtL2G!MFo^>^{S?g$k!zc@((bb5G*_Y5J#r1RkQW;4II*f6@zQB0(3 z<2UuY&NJ5~^~Gn&OR~q9S1ReU`%X92di(U`F!f`KPAJy(;cliMlpa8 zJ+nv6qaiuRw*K?kbqdZNP0Vf_)CL_+4VP5wzkTfO0e*xdZ*1_j;1hq)qqMViFoQ;0 zpCQZd@{}2t%^~np6K5DK7PYLS#>z5)OQ4PR7z{{=Xe1DIz76R1bqxJas2b3G5C_j8 zJcdE61_fH(27`TN^W8lR1!|zGf|6u+u-!;&K&;{4Tj0(4Kz098Vf58dd%LIKFwXsb z*A46KA6X@0D3YjcI zHz{m1+)7h(YTFg2ZNdYNGSz0rZUU}zLkl)dS+k0SNa1Hodi zYb0ZA6gx@bf#*!H#zwm~^E8g*7g8NA0faB@kpgo>2y^gSm>D6B(q%|2Iz$g7wdOaq zmf6SLWGu2O)Rcf~mF5pN^AqTz4q6L|<`}N^BaeJld~sM->f1~&`=$Lud~m$$zJBaG z%4{n}tM?YOXof{T^5&F*-LNqTZC*?E5}fOE)^@xwr#F2M=T8}8tz}sIy%z4LTJ2^{G1l!byS-O4^$qU3ax>19vN6K9U3@F8aizUSxV*>K{Qq~-3KXOy zg8t-AVo*Z^DlgMY52+(VBVcBB%zc*zN`-ISgTD4gruY&FgaP&$jBqj>`+@dD9yZk! z5sKoUvQoUAebhx4qQYD!AM)4^G+>2Y#Rjo;EJJ`u+0y=C!Czbk2Ua@pY`+ zuR`32eT(6hpaicOheO4&H?PlqnD^@!2jm9yv9N}?|o;B0XQMIHi-$Umh4+SD0f+!3=&|XLp zUKvSh3uO@spiJeXk%wq@0qZoq;6d_oAw5bk0FF^Rg}r&e@ru)0;aY{kf0T0LFSy+8 zR?`~khJHHv9@lk$THY7xy8y#2HoQ8z<$Hw#teIC@2c0)+w;8p^?e$_sbEX{9{WIH3 zn)i=a=TEn2d8W+;u?Xb|&CY5Nuc$>zH(;n##*v+y??tWjw$PApBf#Da4H_65TUI`v z;1yy&Enzl=<_ZYBBB=Jj$AJLQSU6-n_$t-(6^ECF*}twD;H6W~oEgPJy>%P01KP$o z6F_zjz=#)T|XN7i*2yMB$Y&r0#v{d z$?TxGG*KiWArTNIQC3A#P%_d|l2HOlGg7q$MMBXbQ~@a^AWbAqP{cxQjM}U*Gc~nM zv}PI&mQ2{wRcW@PMl&oW6%`{=)S(2VRV2hQLnd1kgG3epF{)Of2vQ0ds3eAps7NV7 z1fr6PDHvg?La0(`5|)Zcr6{37ic`J1;-%lV_5OOM`1P0Tzm4hV51;1C<3r$NKY-c? zR}WO`UAzppC_Q!Z4!iv~_WZl==Ayp*wWmfqSN1-68vC2}ly85mmHAt)-$|lO85hyw z2SrLW0@R+6QWIz{D23CchhD`EZ!!o(HwQa@xyuD)v>api;PWj4AmBU~?@3yz0bA(A zG1>Z=L(#Q^NFomfc7QY^8lnanWIKnWE-}w97n$>{F@@piIJc;2BOyCE0|UMH+DG2~ zU?tEW;&k6=Eo!5Z zp{Oh4RLLgNV-2-gjB6S(wx+_Qh^j&fQh=%ks8R}&AfyVImW2XHh$yK9iU=sEXdt9Y zfMLByIINF&h}x%&JH#sA!OAp$decf+7-%fC?%kpjM)iiD)QNlu8s*lyIH} zj}`sRc0aGRc`^B)pX1{g(7a^!-}!fU)WRIyLOs9u5D9}B=a2Rw%wb;R>cWbcOZe+w zK2bsT%C3$@8Qxj(^BXY{GRRA8c&F{GY zE76F9i(ApIK&k@O;*t<~YC}lzpzy>dY)*1W^*WAfq zwS(6@zu8HUUBe@h@L20R_HBJgFXBy%TqSSy?yt(NHTs}B- z5VTN>%D6F|>+wR03L4=~N>Xpga~CcyR=3|6Rs$ZqE*6Y__%CXQ10mpd%HH0EZV&T8 z0{aSV7z~oW`&PwN;9leBoS=0jLK^2Im^ogB>yWV5h6X-=G2@ymRRZ%P?%8*G_EJOfQ5>+BaB!y7~G)n;$B$N;k zL`V`*64X+xkWeW~O+b{CNmU>e!6g)+Lk(!fv8Fc2#x~iBjN2L^Ac-XkS}2xKszyjD ziB^az7=(gIQmO)=frdn;DJ5Z2h7yvcwqUl?Ce@L&+bM>_A^7}${D!XqnZ|JpR6tT1L=Od`1^*%gHd|FBW=-#SZz1y;;^MO= zUH5(5)9nLYkm!BXFF?pRuS*Uy_o#;?h-z-LT!=(KzqvZrnV|u;s5znAY>tR2R!zkM zXTCa!9fQO)fr~@TJUr?gV|=#WGxcoB{E??O>z;7eKXQn&-Dm4S5W=e@60sSIECSi6 z{^+N*BW4~5F5i86pY8O(EA;#RThIZl*62s*d(?ht8=u7m?zM$2aABTUG-hNKyZOa) zUE@~0?{*~CB0pZQ&V@z2E=uq7*)>I`x?&hZ-0gf+7bA@-HK;>XAe+ltPjoG_F>s>L?CQbG|!P)!6xEkR8oP(dIv z2~-rqK~SX)QAoi`q|qTkAt*r+RS8NmN>oskfgns(ArVO>`h34<5%0WZ*|qgWUlZj6 z*m#I1nD$>u`o8_I(&Vl8l2tEl!F6o&{D*D!3a(|-0zoH-avl*WE(_v`=?N(dr49SH zp|tMzL>G=bsdnqB5FdHQKu{jm#p$neO84&oAMGisA?E|ccSxfLeFQX}J>Z)}25uJi zGfxmAf#u=lyalqo%Yf^kaR?wYe+>1zc(+?~-uuGOS7nrG48MZ!=ZO|rJ?UEE4xL_L zuFpJ%`QyI{adp<)t5h<>tr537?@jZ!^`*f{9`tq|p|;DsZHQXu-guw4>$CB&0TFp8 zbddV<=4`xj_g#c^9>QS$1H$$8I>T}7 zrCvN6MXV(tR6$#mNFF{KJq^HDu$p^+e=fRd?Z zX(|zD5*C1_kz$e=Vk!!Tq$FSo2AZiNDu|+3LI9~63P>nwp@K>xl0+z`sz`|vm53ms zf}(&ZT0(}Fs76UBhLKr-k))~+i72LkN(d^Z0;ndE5hettR3b=52Ku05E30S0Ys2O>Xgp$v-LhePf*04>`?;27wl7|+jX0R<*8!@ zBD>*#?mFTtp33ld8DO-$8L)7G=h5;6QmVmqA^8DeDJlRId)q@I_<20{E{HtVbS+pU-8vcYxOXJA^{D}J}>PKtg%bb&u+sJ<>_EeHGNx%8&-uFzb74w(YDW8_-K(@4=Z$^;E;4$Ssz*>i{aD zUpig#o4;xJ!AjeoI8siL`W+(ZSy+nPE|9e%TI$-wd+~1I%?*hKd!a=mAWRJuGF2i? zQ4vc*?M#hYV>3;e4W^lr%(Td~!9;-+gA7aKvZX1uV9A46H8KGO8r6bV1`S9Upba}% zD`eG43lJm{#RW)^(X@#INJSw_vS@<_+ASps6C*7EKoms;(rBq!2|`4YDkQei1~lag zs*1_5V_R&RD-djF1i64iPm!D zExLz_P#*3+w;?j>?mqO`MWyG^bD{5Am|qP>w6c_*PNX}LZNA4lmfG(Kfg7VyilHPz zLFTA|FKo>Aq(f+h+k|tL@f~iZ;p%6OO~YHbhrV()qBYk4cDWvW)r=VI@*b8DQx-%M zKn|Um0&K-l{L6v2EKOrD>zI2oQN7P-x6@Ts+=v;7BV2_=kU2&}i+6n814`B*D0 zjsg#fqCyfO?iL4H`3axJYnpFb!pmN#;W?f~Q0hKfs16fYUum0gdBE>;1{wrw1$V(P zBE%tU#6G7_b-J&5t~!f});S}BmlN*ZR+O*@$92}3R(EAS{jo0j zvkkmuylz)MZ!)HH%wxjq!Yw4k+K1DUDJO{G-Xp?OK1Z1M!Du`C)RMx)Xpm|oPr?N) zNJ=DcP`WsKYIx@Gekw>)Zpf;K&zKmR%ADX#e@Y*8GVlVoMAiawmW)z*bi&&;Y~kHN=3NjshXf&+xfeMzrUBU z_8KOD6PCVNg6*0e+h{v!pYjrXB(vS(r+5N(+gHG6<1=OXc9?1MoLQdV^=0j*Y{60$ zKLeXL6Ro{83Ps}9tg>yO%0KE5A@A{DO2={OCXK#W- zPg6N=N(wB(2t6rDk9JIW;|!10pbmECk_WQO*5+MIN(MX>Z|fTUGeLH5?S$GduWg?j z$7N=-im~v^AD{tLNSh#5+!@(6z?R${|r+f4MT*cjl9Hg188%qZTT-n^ zF^fnD4T#%V(`BhyE!x09Hc8BoH%CK4&n6>NNQg3!s^VGnRyEa*GiyUL>6lg+!J%T; zLXKfK4`8~%CQBnrH8!bdqLkvY2pg^q4K;=sIf0KxBts%JsvZT9Q7KE+iidlH25!3L z5w8-*R+Ty!u4~VbDr5PFnqBru6%p^QYF zL?lu=!eiIe{yguZb%f30T&^;2IA;^P-Lr5lr zo59e;jjYtJ2h@j_$UR0zO2ITuA;&0{6bP9?eqen@72p;jMbffDPZxw3utD1!UBPIic?)#7rQQ);B*YBCwqcj<-wN!bC8N@s5BT0_Xvj4u;KEkU-(2U+da9s0j&XE5yx%(J0iQ zGH9sM3UULeB;cAwY&*R{4OL|#RMPNm0YF+5Jk$OlcBW7eatu^yzcWCPaJvPXa>6f` z5L;;+W)+73Q0mR8P|ILTvJr<;K=9_O;V+cD-k=uP2oh%{VM*gP@nRSo+;s?%%mExy zh?tNxDO$Bg9QwQ!jw*}5geaNb*jn|qRa2={s?lU~DXLi7QWk6DSyMS|%n{T^=^#?^ z*q{{{ISM8ShUR8?)wU()TGLo-$bNi%Ob<<)CN zCW>9r)(KZ;_y{6i`IN3pK@30tI2eQac^=&-lwpWct|GW#KAMHTcrs0W{l5BrN4-J7 z+`(&85Q*iu@LZA`cs{=P;_a^Jc18tr5kD(N7;M{CWb2aLpZ9o!K-UIkxTD<3Pe}52 z#wT29cz05+kj*>uO6s@a+FJp%+b+hmcwN+lNBd%J)ze$EhNJAmHy;-jeb-1LI;qqB z_u#A$eQM6@qpNxVb&cnCmJ4PHDr-OfMU%_Vz4dK-uji$mR(?p&IeTPNZ9U{<#c3>< zN?}J5R3_y}H7$)`eYa2&lkDY?hya+FA8VHNUNb&Pw? ztK(P(RD|EbN_}``4o$h1tpr}rN_F~*L z?Ed}B(qHBUCoUG5Ukl!Oi!pCfsAJ07c8xXwN$57J;SPVXVl2zV+v@8WWu*j0{E#V? z$uCW<6zHzmT0Z?lU|6fZZP+UTDxJ2jKB^ikOpZJ%7YHGZrWVLzV^b^w2!bJw8jaNf zs>`E5_Cn5>XbyraiN)a73ftHwz(7)m!O$5FC=HZ-H*txyHpR){+I`3|sLDN!$_shY zKaBH};4OnhU_eEn$)ch{QX-R}(aY4+q=yRgi0cF469QC~lSF<Z zIz|pIJKyQrch|JF@7(=%N6_V-F2`8TXttSJy|&byVb>Gi{iks}6S{Np!P%W-rFEm< zP}H0XB&@KAFj?Hj_3=#w@CzqK_XQReXIqtFGErUEstU#M8u)fsJZ+IMJXppoHIU{Y zDms44Bj@veBoq9(v-rlA8I+>Sb50HLigCdUac$6PK3ca{SDd%zc^+u1blg|D`~#?4 zARuc)QCIcz^g%Gid+knh8@wA8vWAf~@b*uO`#dLx=l)gD9y|#`QG8Z(w?r;3bg2GlCBWT1I$IZj|JCQ;ol>v^UGL=Z3a`&)6xSXdm^|(35sPl0}|G&&ePr+zwRjx@A2 zsExFYDq@dmC9MUj6kT4A40xtd6nLpk0UJ|Hshm`ZsfaYo?~W8<%(9*7G-3Vj^lNEwf)g}{J2no4U zAik?HIwzG4KK4c&S73w`aExM;2UH})>-_sm+;*%3w;Y9REZbd6MFZLJU_DTNGbkHZ zc?b|Ig({BCv5u!M-zv@CbAdbqVq-O0kjg77My!i!xHuNJStM_h110764;=dQ+~{6E zj2+kOxFzQ9o;#|g-IG3)vpbuJZ?eG)e+u?O*nA+ z;9G-B4TUC#)H6NeUDTRLh7Ze+`S-ClaWiUZRA3gY<3&U97NZRenV?YA7`!M2@t7F; zR0;vvKHWh62{HCV*^MeRqqJB*pnQ57L(%tMqv9;?x-mGp>H;Trws7hT@=u2i!&ZdQpzdr;p2ze z+3#`YitB|xqA(=HN)p36`wlj^2Vj;L7qsv^-*m8zaM#uOW&}(Qp&5=rTM7l$Rw$~R zcGG4SJQdJ`O6&-ZjRHQHA26V!C`#(eyp=OaGT8{dqvF`?WA!iqe5*<9$x%*a4$bvI z2ke}Dav&f9NRyurO;-^M{ewh^S?rhC&>u^~+CUmy3+ZA&VG?Zl4;C_T=rq$HT2eA; z*fDbC6moPK5yth^O+KP!@24fMyL~y!KaVxpZb$ACwmz>o4?XQBAV+pbX4xu5VHzlN z-DYiRMGpuJo3HCH1_n6O9)t7-gCd%JK*W#DBOKqEBGT54t)b#f%T9sXv(v(`hBA2A z@NJLte>T^#NXm@SitYzmRW}dqbOmyp<39iFPYI)|4$;Gu=AAOur92o)G7lSNi#~l^ zq1o`>ZZ;Dk)!hn^kyKwfN{ifF&(#NAHOjC~*%`ip`H9Vwb=^uMOjFIv6`E{?&0J>o zf&}m(f}A5RE{$j_B)px9Pt_9<`B&RZQuB zR-{<7z4L9e6pQ3s^{76`g)|~Mu;I+ujhE69!?~uWue-thORTKN z@n!2af!F2=&)TvMP>$387e)k17;#A{_81SkR7W1shDD|aG1A5^ya3A!XF`1SuP*PE*{ zsgFGvWYjods&FRI`5AS9B5+(3i|F2owetTpyV zYY^7t&A@f^WSdA5QXTE3hs~;F(^Q)=YK~D^zNtuFi!7E%krfVYG~KD$G?KOYsI^Q_;g_ z(&e#jmTkQbd*!Z;-G7kX&FanbY;97he;eZJtfc%LVz=aPBiv_^P z2p35FXOxEvk_Q4KmWT?$%+4V}oh%n@%aSFRsVI%WPx1SEXRO?Rmt&i^!i5a{zQu1b zIyL~n;(sa$82~CKMgmR&%3=Wz5|GIT4Qeq7kk12Tpuq$gF~zcB#{>&81+vZ7|5t0v z!hv44k&$_rV%Xfo$bjSp)Icp%04Q`sgCq?J0!jo$g`PHU6b`f)EPmzL6)jg*D>6j@|V2HbPevhg@u?wJ=hDk_sxBGn9(z zNOMgP5C|>?OYSTgRF`+wo?+GP71KQI{Bd-NjF$FKF4~$S3*>pY-LNh=_th+H~aCFg@kF;Ys-$cK2CHap~grl9=4^)KuYiZ?0AD zH)Eu6fnvl9z8f|3ND_Ug81XU#MeNfUvr(tcCW>^z2nR ztXBnUTHCPBV8=a=i&$R8iRV^@p9*d^j-MTvJaLf&T_qySH<^g~ppWrUqwhN6HKP@> zPJmy5|G3=Q1Jv1~6lkgIKCa4<;vm%7LR4_oio`|*q@-+$q()^F#g%O282CcU)&NQv z6#@YfCt53Mm&fEapR;aVbY;-*&KPt~uDuQuwy3w|5#y6@Qjna{#*{Pd6D78xV6w@# z$$W!^tso31pI<7TPFe%!9BG*sWhgA=D`O_Mcexx15TXR|pz94(4%->#Qo5s_So?*G z+h<6_yN6l(NS0e7d|gB$$%bq4%`mFM8k!|8OJu1iDKSFwgp6O_*f6J??nv!=kgiPB zhu4u34M=<8v`=-)X}dU%c8)}kI1vI)2r;_>gs(77g#M$8e7Kc%M~6!Kp4|K&|SSk2xo7mNJ~kz>cO~ zhYq1pW6y`Y_f-=;GfdrarLKluz29I)jaT>)CV1W1VcB zpRWVT9afH1Afh9oD%+((OWX}3x@ZZlfN@yrWg}K5Aay_E3eh+@^*VC^b{ox_<;LiO z=W9|jnJqZI{_Vnm3XVSPh5hyoglR_HanMzm4uzxp6Qc2Pi+zzoG>oca)(Qsl&cL3d zeIFYa9KHep&)|)j?}UPoJ;$lmkX%GICL}2WjaSX%!xcbny9Xhy&@(XoL^mQUuo455 z^nQZzDQb#MtlhfxpZat|EzSaGw-UZ8*)3EK5o?#xqScu&ia@`}*?xLw^X$w!5l2S6 zvtgH4n?nSr{Z_;y7$}wr5~gEFL?ANYtJ*dXJkgP1?cA3c)sj99@u6AwUA^6qgC@c> zfQ}itQPx$Fg;P(Mh>NS-MvFUM>0vqk3|oHfvy0UavFNgWIpvnW3;y3F;$`+?kJ3#E zMjMri7FN&H5#L>m`$>Hg?_51B#Gg8_B_O!%dqkx=B9H;L=_elgp1f2L<0x7*X5nL1 zlD3f8r-kJmby}Sj{Y{`_wZ9)|&bm;AWB2{OIl5Q}Y~)2LM5rXA{}+#$8b7o9GuMhA zZ;PZ0E?DX(%Y#+Wu9#5PMIClN)MLID4b;-4@f|C2>)0>Ym`h`KwSeqcT<;>b%LH>8 z9hqG$Nv9*;xn!d)z0zDwQm!f2U%31_`g4^um;8y`vcJar2TS+I1>FuXDNCGPwQ+b; zHMM?{Br@Ak;c7^EY8Q5GhKD1{x42yr*LR%H!oB8dU8q%*e6C`qr(2^l(QhvW$zUCN z1?&ANxTfW91I7KDg2|bokC|=%4P!`NBe?-W@0uP?+eXb>KY3X~aMkD3m}>_v?vF z4XMdyaQSRaal6@F#%BQPr%}+||8!or`)#gd502$&5%z}-@e*ZQU5ZGs_0eOBJ2)qX zLFwn${%o%hmAZAP3s5|3cP`_|UWZyG0c$5QZdfg4w6v1w$bg z0v~_lU~t$u>QelmU=gB_24N@hMTzr!c$XesD3dEx%pM7d=62UXPTPi%3ftmsO~H(+xQm%`Z_cU&fb6=Z#4c z5u`aYk%FH?O&&g3c?vLTzr29yoI#ipFwhq}dv>m=E?-lO z{SC7JUa6Dr@IipWi1{dAJUOm6L$N4~98k~Yop1h$*Qh+gMd;Xs8HMr-3?Lzfd`duc zced`XE8JaH0V$f)&r1goO(?i2r|-31b|~rA8}ia!HrTj#Evls%7;@3_E2!$4gN+Qe z&V_U?aOAHe1_ZRuIeWB0Le7BI=m%VjM==fX2X^JZc(0W|64y7V!+C)e&24~-fc(|K z@p{NBupQyk<9;hn6BZwHk%7_dL43-3`j{v$-GzM?*bx)QGU6yCn_v}xg%8jhM%PO;BkT9{5Vw1Kn!_ z>=4!QF6i*c<5zsxjHS=j>(?cFmRWWs&mP%=1W#4awy$HbEOboKmAjvfHTF0k4%Nwk zdtSY$H#|GrkBUYvz{o9YV7J=)+J%@bx?#wLM=|-|?7#G5$den5 zxz2*GBo4QY+#lqS4Lz{^V(R9{^F(oK#}WaU8dRUvT~W!Z+q@4B~8st_#z+6 zu#Qh#1mWNj{d`*-V@Q3J>mCx>cX`Z6!uRwOr<2S4&D#`V_Ivg2roCiyS;p^HX?Wi} ztK*;554wqTN z+p-Tkrk6XJs#o;EAzwF-My=n-AODRa_gzKAksulsGes~X=X;ypg5&^ry`~OTfFNh_ zZ!2#z?UrgRykQj6LL&;hA~^sk$|9U^0DCrS0ar`r4X4){Yv}vbcs^isJB#C9ceb#%(tM+fl6lzG?3MY>0J`0 zC`U8v$>IW}jEVa2z5zJ5;eaTw-^@&gx({Lc4)g%32_O-0CKujz6Ey9H)=oZF4Mz%% zrnxS4C1YB7<$jO1j5VmvfVAi|vVv=0GpuZ8>s-)X7=j>#Jt9s)bvFaloVK$W{`_M! znRl<-KzhOEE;UPk#EQFVx$J;w|U3P**6^AWiOumWMev~`Fn5;bV zq*$$n``qTsQSH$?u{wEp0vCBauh4^XJ$(yqn#|XF7`JI_;_!86c;hBl-CGAU*dqu; z?S2%*ST2kb6M~Pn;%Ft}K^!P>&zg!OkU0RK^m>Pn?}x6BidkCZa<}L;=*^3?48m6@ z4-(nUtyh-FtldyOCqdTrHmCV|SF4+bn%o2mrx715E zzwC5XN4~183T2^}Rh>sB0_4kvPg;6l#R<^K8#aK|?d^I^eLU7=8gYduk3CkoGuEbD zTZPB{o>@~J5pOrU2I)a^<;~ri?Gns-jAN=v2Fh&HFz7yO;#3yGEgl)< z^~@y$y#4w(9uTk4QK7}XFTg(W4iz73{ciBsT$s*g12Lv96a1W1*ZH6M!8`OJOm;uh zzr}X_Iy~#OvgVGo{J}EFs@^okW#v>h>yv9Zj#-*yKA-NFA_R~5(y;SSz_lQi_GVlKO2|u3gk8Xz29xRSNaz|#*=!A)>6&DR?2p=g!a%af! zOP^|2r_J>FWMCE&_EB@1KoVFQ{W&hD~M|J z@w@yZ7B=pZj@{C?{;|XAU;Z>g- zJmi<=?c#LhbqmB>0)1l z1$|yjlZH*Y*^xt1I{QxM+ZKx_@{;i^i_S{qm|DxN^91;1+|1GG?DinsxPARS?X>$@ z;(iEkN;(Gq(XoJnb;ki61PQUgiaw~Prwd9%$~)26I$ZzPdTLT??PZlhwXk$X91L2o$lr}1@qgpu{0YU znWFRp9PP}L2gm^tw54%0WM>hB!m4V>hAr#IvuQjZA>DzTlfMP)3PFec`<~vY1yI{P z)+IV`de>VQb$HJQZ2Aq#91W&k9<>0F51gPh->#Y0UjaacFj?`14iSr-lsi&dAGLLB zHybySiKDPmq>y%)G* zlE`N4pIQ@cq}b|2cxvp#R#+Y~Lr@Wk4NwX58CEYnCh%AY%a?*P8DY7-Imo9uhMuAz zf!UiUP`GmIm0y8W01$=75n$ddfOmpBwGK*i>2VZQOlPIc0^=RcERGOPlvVb<-LTV~ zivFYk;}WJ|=2CUhs7crMDzpT9xQ_nUmOxc;Rlm&;-_d%fv!M}2Sh6{cqDVA)Ac!6< zULs3vfT|~HJ6(2@A0O9Wzrl8)wbnG+U7xO5=89F+pJ%jOyFMnKjD7XJdBo-wL zu-qL?qw!{cGD&%`aCT}`R}7(=O9%TG5PNCBfFyHaIXB;Z63=>^D68!67>FOsq}f6% zfZw*`dgXTiBp+KzZ{=a__>Hi3xO5y~Wnvn`cYjZLi&Ka*JzQtT6l61?;1|x{R4fJ^ z6sgIKZxk&(cYyMZu6A>DfB1bu5LjK!aZ4EG4Ozk-9-{k92U4-x@0&{(%y{__vyDrU z&uAr$Vi;Wl6GcOx#@VNIx)kz^N_W z#KUQmE_wW~&U85|36pv1&ref=2KBx8bW{wz>*yo%PEqW@F-|5tCrVOXw}h4EvasSl zmZs_IAD6}~{29L>V$nqU6{=zwbJhjot|nNj%{?Fys}Xr_=XEQS7zjK#QDV-g?^fNh zq!YV`t_efy5{q={WW*7p9XnriFO7}bACK21m_z*CGpFPt_0fWrvE67#|2qB?+-G>% z?NF)aP4rSEJEeb=j`@mYp8X82-77b^xf+I@+s<)UdXSXP-Z!P4JW@h|&ut5puucP* zCzrgEE?WM%V9B|Lq(9Q%$FTbe4ZG|}ijVi2E~oZI*JdX%Ok&0VFoeG|+mVBvVf`8C@5Z?Qzj9sEy;yOG^< zR8%|ThwfSqQWMi?shPoGjWWW>wN3Q> z@&Li#fC1ah3UK-^F@6dFd~60-pHT9W*gwyit~t`!fU3}$OvX``RzRa#LQfkZW%SXw z_wlqw_gfiMZBJ*lH+DUtI&z(Y{FJc4Vd<9KU6`~-s!#NcDT7XD&C*X-Bm8ZseIx&H zS3{jpqR5(wh1ubNmnh$5Qj-H%h!x=dh`3m-uheF`x{eR=4o=`KJV}QyO;9C zM0IJ!0v}l+N3XXC=!d)8%Q808-X?^sCec8hO8?*WekVm5`^1av_@5Q>-|h#P@jonhv`a zH$1H&x}s*P*NRkGd(H=Pt}QHu1qWHQdw-VP{_VuCRD%_v^*D=#!55 zd71Inx@;RQZ$fB0oBKZZGv=_o80DB>=>|#ULk)`;R{wygIK1vX7dAX}(}e)*iLe6s zsipgQ+j&&#PdQKRjlEooHzgX1=-rf$*Ty9rYjYIeWMtpSCIeCUmG)=-RP&Toc}AK? zvborxfLh8;xt2a8l%5=Bhd)Rq%hU2q3-k#NDR=K?+u4YTrCjHrF-&y{>j3`x~zIJXI??VUzBCw+4q9WFdpnkEnqP#la!{frirBNHkcetK4QP0li z;DI8WlAUEK>$)yqbks6Uq0LGrH(YCUn)06v^sDo$D$mhC^?fw%b+?5+Fv=x~p#DNh zBZtVwr5ttIJ>i2`TAo@+oBo5^8yT3!0dTvw5H3TgCwG9eKUC@@h|i(WRB?moPC11n z=O2NJu@zHb0Dv_L?9S3$%s_UnT30XU?>#Z}+r-~~8v9q9MfmFCy~Y%r0OpQU%H$B> zr>(?;y6(8MHIB+}b-`cz*oj^;k&AcUint1t6QH`jQ~dmGDNkUs1t)a8)1B3`KmA&L zaB)7Xg?~CNn;&~P_rUA~z}diOXIV}pn$+iR~zMp7uy-r7q!Slxj z*F$=QhUE4ikK5sasvpO~Gba93?y(xXxq@$>{zv<;aAm#v@pAo`K;dxe+98U`^yGf? z&bu*y;VXSF_S`RPTFHM?S4xlA^48;_ zX~Qr}EkqN!SG#?aJv8U@^tkpPug>hltr5iwSkDm!i0b#3wQ&JM%mpJuykvG9ogW$p z-G71NxK877B*)?~egm`~UasxFj0tPs_YBAV z#`w8Zz>erfNB1xi{R(S0aKYO>_FAujk!UkQQC~7L{qWT9rSS zl1=N8dGR`E{m>k`CJ@4q3ooV#a7;O;+d*&;F9NCuPXZL+;fOF`0mQc)5!my@Dj}GD zrFTC^T!Et~iE>7?tViHOo>^Ism*7)LPZ`9%8;9_4fZ3Z^)&pH861^sF6w+u6%2Uqc= z5ZHf(B_(kmb_E#`KQav)&L2v%{Im!+S6P1`Lm>mxFSQMcS#1nz{F?KFEK9JL?a)P@;q1<0OP}j)a)=i6V;myJ2mF!*FS`7Blr;U-ZcUT!`Wk0gC(B6(z!4|GPOj$YB41oRY}=rd&%KBv5V$C0%BtjtM4Y5z65G7 zB9zdvMe}(V2{9QFX}x!v3Gw2{PH6L!QX{~9_I~2%V62G?HNo_zmwCDMoi#E7gCruU z|7n2Z`)A`;HP^J+-1C!m$P@3ZdB0Hd>L1>I5NyPO$OoC+(*Kq}wSyGf3IJAR3cz+; znc%F((~6a?7593SMjVRD31+LP48Us32umjApMQP)3dYU2v->+zLQveRj5BmfkPz|L zJSpB`7FNYK)oz=-+P+-6w8ugKF>pg5B#G_e>6nxUkw(wWI*p%y^&dw+NR&nH zc;&>Lm^!=UJZfrB_d9q*j5ZchQct1T)wT0)OgIyrzPEP;eBPJE^;dKK)jU##9UW}5 z2F=0{anyu>-cKe+(rO(;;V`oXu6nJURs#GcTu$4RXV7!qg+IgAEJov8G@$PpB^!;BhchUMrS5F4ac*Z!BVJjQ$cE2VM1OgQNusVZ_Hy!t zHe}0=RHXbmdoG7AC{eInD#AFY^%ocuY8^%QLnF$Wy&+6Ar*(Kaot4DH0;Q1 z*1Mdh6`x|9?R#9iE@;ZB?n^I>(;re!2OYXPO1Kbqdyh+aaTC@35Xp4IL4w)!Q`l&_ zV0$C-fS13zUnk199%Jp)Ah9jd=-E8^T*Zj_=IR1sWANI+_~{{4c|(f%v>$9#V6KvqS8%jStJz&% z;=`06b_LevA1;VlaaWRX8}%9vaFmek6OP+xPw_u=QatSiyt&7+aDx$zdJXo1G>;kL z?G8Y;G_Uf&dN~;YQwnQ5&hI!K{gf#2{N67c3%==^e7^5pDpW22Hi%%D*TXG~3-Wr7 zZ>}%FFD2A0IaisP9KYafO*_Tn5t$!hfHB?Pl6udG(*TU)Mzq%U?MEY3fir{*Cq#Rn zI4@|2b|PGA7Alz7q6&zwYW>sMQ&5Lc9cn$mlz&&pa}t$XyGFbOQZzV*w~9UyG??*9 z6{)jhzFI^|)wq+RZq*c6zr)O%49>+~(hIi-lAwV5LxM{~Zk_}Dn*IK9oOC{`S zku62$74&_)KAf9v?`qSU9FvfWE7R({%Dk^5(J@nbo%9KI?Y&kpiN6xS;ZgJypmru4 z#2|sni;?3oJo)us;rBHQN_~c&_Z0?`una!@Z7=V(NL9$^(v}rvq3!o7mGrDQ=7E`@_1vrd?TTaK?|T? z+=2FxgFiFg1ZAjnHKAb0{RzXWyS6OQHp6Y-FBFnnW*8JdVI`j z0UklHDwlB=Snrd7rHds=g0G3?GxW^3<pJ!5c)@aZ4~ z<4IuE3b9U$qfxefMancy ztT3wVCFxTRgjR_69|2kR-Es-P)afZ9uL&APW?4mGUp50(@;SP3IsJHE-S0A_ma3<4ve51wzCq+kDn}7vVjS?? zy2nPle88;IX@C5%eOrISzChknU#-}Eux>;~#)RN<@83J7+N7}-3dzKe*?bew5HZ5+w!Zh=ZH0B)$XZR4*Sg2kB`~Jxr_0k~+fmNrWlU6|ftHh94LK))-LWp+RQMip<7hBhbi9Gq{gmQcO^s*;NL9pXP(Y9H{ zUPMn2aKPg9mn$*+(&*2-LL*y{#w;NPSfO>lGzAu32#q8pOv&+g91ztEiwT}QWPBDp zfFPIk_78Qx6%-84*+k416?r*D6TBdbz06e>Z$H1jM^tK|qX5qP(c|0-R}ch6#x+-% z5L8@Mu|Z8jfmCqOG{D`YBqlO42KfmzShPtQ!2bCDvM#gwJP%W#7y$ocpNZ^&Z>fE! z9{}}h8lPNB@3HZ`sWe*{vV%0D!H~E^-n6+(FEu8(@&)Lj+yA zi#|5s5C+peF^`-KACVH1TMBjoO?Gq%5u{fHhaAaTK7}3J{m; z^otu3kHgOQ4@nvO0TMNIb69%#qP8J20)R7c4$E3(_KJvneX+TFT1*cI)gS<^x;pM? zJIIzO=LLeAY?TfHm{H%4pPHQSdJN6`hiYYa{-yeBb-P?;vFqLFF1*4UimyB!+ht5# zRkrCJ_bGmwf(7LoIcn=UUufEoxyzKfFhL9yL4bPc{t z^`}98ze`HVGUKW|b0ZN&0sJ)x&Kp02jjM0QH8BHErrxAf!F$og>mIub!QMs6lR~c6_h5}WaP{)+*s~>R@V=GHdv(?A zS=ZKHqg>1p%)P47$!Y7!XA*J#63&E))e9itb?pdSfYLL-Cjl4;;0nXsMSi5&X#Ia-+>Yk2^@2@u1EgR=`3ZS@e{LT@0P;ExN9jMv*!WM5t7L&gX$!|9m1zWoCuBP?4dmGH3& z>?|6Bf!v2u2Aj1Z(jnU#q9TKP!eZ<|6rjKl5QZWs9YE{l`|exr4!&DK5VYLJ?m&nf z7k@vZ{D8&r5mD-oQmc!B2~AX=8)DIY%b{htj->%&gaBWn@za17WhglsomkLJm(gyM z?2FeX0RfjFU_b)F0ZdggvBX4^D$Ybxd(9HbxBBR;jArBz<4}eG2ID$Fh+#yn$nqj? zZ<*UhkOT>Eiv9sk=NioWJEOqv^dJH)X%=G{&-Hf5fq%nvpnQiXH_aj_chE#s!}3Dw z8&v(98-hlijV6Ol?Y_33l02QCo&%8h>3C>KBgzk#`m>q){ah~jxY!2YFuG3d8A`LX zoRXNA@Q}HAZJD!63d%@r{G5ZqaLhk4Nt0leldC=}89(4ElH!UwqPxzJcH!~ZIAl3f z1JXN3fCjiV)If#U@)BfPrf#z&qo~|k@k@h${OKSA5;sU2Zx;6+0K?f3lp|0knDQz zif^y5#>hnVJl~nDR5<=ogU%;dtpQZ!Si#-vT8Py^XAKKN1>67W{ZDns9@W>Qo7=mT zDL)kTkOEd}PlAAezT{Z3#_fI0`s$GaufPYaMDDr6>*D{mt$z)p>%Xi3%r%5hn_P4$ z5h}S!07DP(#W&|X`WzLbcU|^RRbKkA1fPnWtbsGhfG?y)pSd~>4tgCVoCwHp{Z1LlE^0hljk%oK$`UWuXya^f(+S1C?wuY>+=EjGC z=hV}gG47swUh?3moZp7COun^j^_N&olL1CRhkO7)h8gZFpkQ_+8Waa`6&cXa9K>DoZ2IF$h_+f;0+P$AB9%@dbSp%2Loqy7Yz4ok{@teJ0Oi z)P6sk^}yw~-lNmbNJv(MMfu+k(4E_GK&?8M5NG#uAACRb0+5qlL5qh6Q3QP zr-dC}rk`Sf9hx6;-w2w+H3A}JX8$GQ&OFd!nqD>4Hfx~?)4zYiCzeQ9efA!TYylHa zAya@tyojZ(yaXKY_rAFDc>P(y+!ijb`SL+zlwfsni~Y1kreyi(EdUC`WdrbRic5wM zi78}N_l!G6;s93#X@{QGT(|G?tCZ*Yfv)seE#n_SCv`yFigZW)syqM)kbmbM0Q*lI z0Kn>*t7a~02nL?g-`BN5V0GN%r`3IAMSi&spvI9}kzs%A;!_6;VaSEyv zM4o~oVsaS!RHKfbeM@=OfIQOd@EN_w(9Q3i?Ves3c*u)YA zT(V#o!dE>rm;idQJWvF#wz~!;c(q^-kLll$*B#9D5pK4xdj8xU$}Y&g`_1jV-`jpV zuWI=YZ_#w=QO4RWilYTlRdFR(8nLuh_bS{)(~Cyf*A>YZ8sf!cTOM(^LIrX|Mvyen zP!7C@kQ|c5fnqI`+b5IB{?1VB9F(O(s+N+J(wfleLhj`9O=vV!Y>l>tA#|x#+s@&L z5|N<_S_{mkfb(GN=s6^djv~0xqd`#?xT}r0jd7@=tFE|{tA#~IlVfw7t;ZA*YAYL! z!K6f!oaISHMv9U(#}P#(xYf>b_Jz78BOzm5I4hiUgB$#M=Su9Y8CYic%D4S3v1#K&MRup&bNNX=oCiu$lmWgO7PB9zb?IpiL<92S6naDso!s zts7l7F&5lZ=QW@%CqNaUQpeaI>XavM2fvQm` zT2$;Goq_o;=wbLnp-NGuJ)krvBS4&y(r6RqKn{nH=mLc;fVNXbA~d5w+YJD1 zhsXnv2O(6_i%J)9plMK}k_E5@D?>%Lw1K5)S_PpfX&=+VX*`e)%6gRSrBVV?3KY{? zT?xq@+~{Zoeo03_oR{XxasZ$ap+=PXP>G;Q06j{Sgg`H;5aekNLqHlt8_mfn0VzcJZ~>(|FUEcl z4`4v06!i(DQ^^v6A1=bu9EB6wJd`;IpI6@l|CgB)00xCBlqgd`np6q_(v2We zsX?HnVkuG~(2XK?M?g{`NCC(VBGA%>0BId*Mu9YllmS8Xp?Ls2mrjA80niOTTxakL~6QKXuS2sQEH?)DkhN%Qh_um=upr#OW9o`L&-ENLak7=G>J$QE1_`$ zIw($a3i1&@?Y_EDdm=^H4J$xboWVjIijAV8qg-uV8&q23S`kePTWS!X60|x+)v%gN zU}+OV9`c-(qFiHpdBS3g&|a$M5K1- z0eLIP6wn5MO#rl|AW{Vy2T14|Ks`bSB`GO+B02)J8V5?~?#eVEQVB~y(aAt5(gCH? zngA$Nq))WwRT@H-X&MzNISWbhNS;Lq2VpxQK}djTE@9GvKypJsrj-go8WBDa3GtEa zh;~3Uh*GKWkq$zSAT)q9BS18Pq;#RkQ;;jjRH5|>nh~THxf(#A4FU3@bSj*h5p+6K z&>9*Adk9eIR+g2e738QCBIs!cn=}*$B`Bm#BS}l|0_hi!6gpQ(CX}EkXf>qyAYMom z0DDMwQ`De#1Su8doq=9TukP@C*dHZ3>mMX8hp|CO=n7AS9F<>;Ag8H#OG4-fgc=mm zG`djGQUw5LT?qLA>HR!__5tM3l;}YzbO`7)BR~nILV!v`LXMOuMbes00awS)S0z6) zw>H~p4j}c|t?`I?T(aW#_|`FwosbOxFKrqDC{~qyb0Ts8_})tP5{}781pz|nLqI7=9FRG36k=4; znlve;6G&2l@@%KqL80vYU;|3iO*|vqhuZCI0je51UUQyCyn{>I$vG+69!PR(lgQFn zXR>MJFCcW4ts$iyD?{@obb&$#BwR=pp&r1R5|GdXrRS`n*$&C-UP97&3ewUENE!z~ z(&$Yh(kGIpyp#8svy+4FMBRAbB*NK;lF@Bd4%vSCApd zN02n~S3#-;_{ck*;h^?_I!aO>E_)9rMvBIpd+jtwAvGA-kyPcKCCtjEQ-6q=cXKp? zlS5T52O}v6QAl**B2=daGOna<k82b4&D z6V~UW964gv15GIq?VTpMq$^RY2DO?PlgJ$d$WurZrX@5qBdP|5il&hDC~$|KWm7{< zBcM~4B%^b3v5rkIYM`Ms9FF5JC3_u#hzb$pnlvtkowL~0P!x|gLL!<{o>3OgAT&~9 zQ*$nWp*G4M(x#N`nh#P3k|zq0#3d`FyPiYJh1P>WP!tJELYk$eEs@fXWlaYv4I!a4 zEi0u8O$$h9X)8h|lS;n`c?TiWO0)=a9&-U~E`cxe;3s`C|Q=vIGb+8KLRwFZY#6?0*tH#a8RM&qOTN=G}xlUpTJOHImY zG~CRIw=QN}jR`w;iV}ns&Yb5u9XPu!*idRKu(>kn!U`*eq-gV4HOrC0C{HWQcH!aX z*2EiKx2e&BqwG5gE>0R~#v$T(oMrHsNm2wZd93B`;vme9PuWmgZNv z13~ciz|aJMBp_%SAtv0odn@USNw|mmQ@qgj$9YGso^lc5){KQNjBU;*K6QhqcAiRV zBbTexdq$VYL*+smfHgr88gr!uQ)w97Q*Nb=zEp&gq~Ky1PHJwcMbjOp1hzINRJM?s zyKt3VB(7=OrrL^`kfz!ir8QM7qN(S-NtssZMm_d8ygy)T)8@@n-y)U+TKss zN1J&^pIz&{G-5jj^ja;kSletp&gLl8PO&zeA0^IfV%Eh05vx6ulXF&$zC6Vh&5PGA zawp7S*1IO77zor(b2-eq=O;s%iwcS@MT4OY8{=XlK=uxFoE}|{Hq>fr4V*^d!-sL+ z_l0vCW4tpwu}e^eo|b!T^5+}4=QK)%2vDm* zcT-3`k#tI! zj+)$dR=Q9Jox&49%DjMG=2IlxgHuxhQL$7MDU(f#-HL@ghk#Q+4GP39C?x|)LeWS7 z9N#Jfk)#wHG`+8W@hK@m^9P>1J{|Q(^aWD}(F}y~ZJEJNKvePTLb8Gk7?>|mEVO-LDqA)Q zk0~|Ll8BTa9%2lX!5&gGv7L@CL9i2BY)Da3UBD@S2^_2MPMcKg@OUoj9+2}its0{!Mh(jOBf_R{x z%l$Ougig#iC#r~=d*(~MP7|e$&xG}LZ5pmK!(8$rPSCr8SNwe|Cju>|*en-%Uoa^r z9%B^$0TC>X7fPInu*YPu00@P?P1HUlsLjUn13Fx<38yP9-y$zAi_%ItECfXB3PMb* zh(b>Os=E2kRs+8Wh(Hk$;>2kw%S@}D(vu9;1*A{kfmYL05lGLBF$DfA@wl7L5R2VU z`;Z&g44+_ma5-GP@PQEH6VPlm8=0NFc^UD*l03MV1W>M1s@56q3`iP+;#vSa|?+A=7l^@HnzW$WJFijeC)=i zD)3D_eZ3s#BmvHM8odt@ToDwwmV)o;zhu?wcnh42MwT0KheV_4FkLl{!Q_8D=%}0j zWPUdH_S`a9CNYQkED$Z9ND&tFaR?j$A@TrKXhP>orZt*)0R2ZW^uSkR`a2~uk>nOW zqjfgcohTja!@JA6GDdml5yn3(oDmm9Ra1Jn8D`)pWp^ut2!#1e|J8k*NCTa1-})S= zB=r`=0JcFu=DE_Iw7h=%L+A|c4*jCp2qGDAH@z9jVtMWW2-#@v`;oF#+{0i^n8X~* z<=SmWNZNzV>p-Z$u=7~`&l;ge1_6AUz!-mr_q~+k$mG10KnhPr%Tw`?*nb%GZFbY# z5JP>X>h_iSXKu3@G|&ia#4?B4peNd*Ac7|AKI0a{jb}`})U|ZftAd(_f2+){{fBvm zCKqV9=#vuU#a_YpTo|gopEAH~!gvE! z00q6Bl(V|kE@BfPP@3dTjc=Hn-dWia1}WV>U-4|7zbn^u_bxX5=3+UZ_e$ypa@4YBD2-$5pMWiC`3Q$4$MYp{r9zC;OH0>=9#gMz6|)y zXFP%YdoX{DNP%guKN#KSJTE`(x$}@0K5U`yihF(z44nEZp5xB>)4n;qm>MimvZ$$1 zJEK_sUTN}AE_vR8+Iz@yG6a<1affLTU@KaUZ(YfGZg^Ec+wiJ`sw=ExV@FcJ^cwRs z`>nJ-o#r$Yv9jBDAOVVydJGY($I;#Kl#CjDvG*D<_>1is!Hbs)W4H~6o1 z6c$Q@4Eu#^)yj{;q#k|l?&kGLIC>6DZG2pub58;KH+|%{L&SG|bZjHWU1a>4mKQkM z*y&L_&UU|8H&$fjGn0?qERLWFiROben0{`3?RG}QU3%WQcG_+Za$}<@+V!Q|?Wb3C zH~I{A>x-CtbD+O?a331|iNocP1!IT|qDbM2A#OU((mhDOt$Pr@_D+&Hn_DH)?Ybz6 z0hZZxSFgk}SR6~Wb*yr?6_e$M;^SSh;pjZMqU3|rT~DryI4rGf zKMnUUN~Tfq-RJ$0sEg)fw)glOhYK<871MH@$a@d6KKeDCgvL)9-t9X1HHUbK)bdJr zIKfZU9089!k3IWrE0XbEGw`Z|sw=ExPWD2UXUx}`neKg9e4fTM6p^yJHy{CukaVmO ztGA=o>8ThseV3R?xM(wjb*^rC3JG)Gja*_Mn|E`;c#h?L#X)s`ifUK389a<5?oq@% zz+F!cDjK>}vGx^Ad>zb&MGcwEi-MjwMX;X6rG_Nf8Aye=PVF;O6XBKXww>K~0%}LKT%0bCtK1?RW^Kr2p?rjHstNo&5zXBPsLVyhVrOf?y zUu(%CDC+rwBKpv5y4Nm!Yp*9Wcl)&L^^fF(XafiC1?V8)A@Ev+Sgrd@)u)f|&j5&) zKyCmd5hF9L!!Qr1fOe-a1UR6>?{Lx4?q*13{54fq-@R80VnkU!FW-i{PsW05op~zdw|7g7W%o z9A?@uahiJnKAJWY&Y|b^r@;v}^9~k!j^M`aeSMv9U@D63Uw=Xfxx@+nJLNb;TG~r4 zZ49dD01j>v>abx{1JKWArXxIXDZLs^+l~T?i-@}G z=RdW-ydrr?$|nN9a;SEgd-}?peqJvU{RgGytY`2*F*E7ezz~8(c4s+bb&_QuQ9VZP z%hRJw)IFV)9CbCkEw2~`A|QeqzPr5Nd$dt*>M&Ak4^%|Kpr3`m zw0l|p`~4_9W^TGq>AKOXhxZUr%YBJkLLeKG@9^l%1l%O4TX-{G?WR+9p8RDhbs5GL zq-_yjc{vPL!6F1B=kQe1o&0lGx`1O0HdZlOZ@aJC&SLDF;DOm5(zhFWz~xV=>F8@w zB2|&_EeoggEI;&c&E9=y4u$bI(ovH|*+`83?X&dO=Q7#NU-rysCeq_4@uzt5aRFll zV|%+0mL8fo<_pIkwf-~rdHb3CmT%zut$rKJXLy$QobPG}kLl0$4&xX%iIax`(6sx$ za@+PWf8GTckXZ5~d-aryJJDOVYz!nPXH=|M{Lrq+<$7=LxVOvq-1cvz4+t7AM;P^b z?DNqp@fOhoIeoesJqjpO3YCDPK6OSq!TV7xe9VPfyU~nj+<(OUG!^JIjb*lSj5&;A z$aIa&pTt8BeGe?^(;`|n^Ja*uEu8ow%cJH=jq~O}6GT8=lhbc@oh?sSHvaQ8cI7uq z^(OH*LX%U>ea4Rec5k|VhL5{BJg8ujxaR4mdnmNA|8Zit#HYY5X6v98= zA1QZ~zWtAHfxC;8#_{sqKsFuL*6|aQ-oBe4&1!Bv9Gl!UHksfNGms^lE8~N1)|_&7 zEB@=2&tK4axm_Gv^H_@4>}_lt1FQZoiFU2S09Cu4NY0oy0|OC)$-@i%$>UiBcf+fU z3^d1gFM0#k!Rm+akp1S^E;|ux$a+Dedh`_)AvK~@tIv;fv7PREb`vR6mcD&fk;A6% zRwC86YXEXw0A)W3NL2gd9rYO+26=UC8HsCAmUGad0r>@!JnZ*;%v}ZVq8FSW?v)ZM zxo!BYxxTVvoayV|l@l(>T@KUBnGzJUGIUsKHyqY9%9{p$^?3ic?Y|2xL*0J53S>2c zBKVFNA|~;NvlGtwzJ7(H>6z&l{9pk9>_Mjs&Gj1pBmQR5O;@vL^+i*Q??HZ>E2%1@ z=VSf?;K7Bw9AFQ>ux6vY`)Z-*J3dt-BnxDJZ0HtRE_)-YY~$=CC4E~MXsiWxR;jgf z`E%lGoGB{7;R9P$*)r$rd$~-%@|$!GynjVe=R_X9$9n=gqptWMZJbgk3RVv&c4rE^AYq+NR+sLyNr zpINXwvPS*XWey2J; zfO0YRM%6znU?08uWoJz?3>0Vc9x~0z!&82=2yTP4(*MB0F2#u!Mt0d8LZ+m7*UC*?`C@IQUDEZSL)J| zm)5}1yJWh$;;Zy#9^uFm7Q$0+7Mq&qeYxSEw|R!$M+^-mtDBI~ei>j5czMSn$D5(G zt7p-2;X!KD7=>SyGma^g6oUp zC8xo#06Ea8znK66RG_r z{Bv)tc$JPKv^{R)t%MPI%;u;8djMUpK9}WMHJ^sPZG&T$oM!zr^H}ph4#a>NPCb)` zHX$C{Q-evs>@&CRvqVK5@e9M^&tA>|9Te%jo_n0_57pv&V%qsV%COa#mUBQl?KiMm z)vRhr%hbJdZu5|zQ9a6WGiM{VHGF*EkcjQmU$vB?AJg6kjgx8 z7QsVLR7FC*Sv$R!5q5gah`7=Dd_w``-VxI3Kmj-*Ky5?sW3w0)%H@`QX-)_b0%Io) zil#J7ruiA5HQ6jYpCUt>T|pkJ!P%8DE|C!pBopmn5k}1b9D6=E5k3?U8z&wxDO4O* zoQ3TFuif0;mrp-1h_tVuaf}2}qCJhvQ%)hEvX>Z68wGkfyr(v9eXEJPY0g1p{6GhY z-m_$b1k;%iscw2-8Un!BY_GSWk>Qpb8>ptfuB_s&m3LmAv;m!6R$>bW*i9q9Tn#na z@5A|K?7KL9U3=yAj1aWB-nr+_A_fp6S7;f8rGG>9F;0X}P`P5ZXP*u^jc z;4R7@nl>fa;j`fYIs|_w7ci(AIM)V9D6KS7N^)Lt))=L$lkblSs=^FMe)t9{I~n@} zU~xBpwaQn${=C<*%w|bQ?fqlH{wC|QZR_d(XjPZM5IRT(bx_nNhal$$qmW+19?#{) z{D_MGquO|h0^KuXfE=0dz{#}l$KA192Dc4%*zAw{U$%xw*83nJEw#Kj>&`uHSJetU zSiBaN@0n}%@RkW0G>y6|y8dsl#w*gD;^8tLo3)ZiGOZ%|Y^T7xEz*?Cdj}RCZ%*aT z>SY$YH5^6=?Dc$eEvh=~4e^HhG-z`Aa61^J+`Kv#D;pD;>5M#R1c8ydBe07JjE(IU zE{s2#+{XiUU5Kd!&;nj2v!&_3+KCZ9-3Q`T6UhJ`Y1V$WjJTVnkAs}?aAY%?5+ZU8 zt5V#1?HrSiqtVqAcqXoLTI3H}zH^-|%X`1DUE zsI#PH&RhjWW=w8r$n^}kB!XR}T+JtXcrBZM_FZH1)n(;>k^ekb3sPwR%lUR4J>cX! zkJifzw1`aHBdl?tiGRFqS5d}%8HFwo^M;h|k zT^ljd`!1cLIlLdnIo)W%=;MX&Gy3D|6zjCUJgxQh^PM|3uNKk?akv4sjuJ;qh^{gq zw{@)G35$EPB(835kNKDVf0keJUWnfMe|B%|Z!?+P4CiY#D8TQdyDjtYJe?fh6g@EZ zsCm-W@2mH%P7$lqsJ;OkA#5&xZR`P6s&SX}9>a4K;H$njcNoP zisAgu=%@RJ9C==JrRQ&UrspjYxh`z5w;MXY0V z?>*yLu_+v2n~O`l%8?T}5oG&RmovKe+(g6_rPpgqM6__xoN&^+VDW!7J*k9^(7J7d ze?YY(qv27J><2vbdgVmzjuOhmv=`3^Pk<*(f7N~9Bgm6wOY$Naq^+Ig8Qt#oOEb9- z_ZWz|_f0XlbS^qF^IK~Ffp1ke-t08XDqW$GR_Hy ztPq0GMs$W=^p7~((BsoYMJ~7GCeJOFQ)Yb*Rmuw2N{kQ=H1|J)+9!+;z2;|-L|K%8 zwrv1`e73&ZKjCe_GQQjz$81IqWI%POh=`zwZ~HL?K-(fD(GXNm>#7$;<)4c1r$&E$ zO;*=$q|w^$G@Jb-=KE~Rw$8%vfd>)-0Go{i#><`xHvLw3AUgY!ddH1iiDT`H@WW;Iv|RG!Ou21&PRYayH6*kjs8`tzhU_S?Mg;kp?k z0OnH%oS-s@_N6cq2#APWeSiR?fomxj`KvgN1)BYbSOD^ZwD$4+mj&;<{9Jatf~uFo zxei{Oh^3z0+gx7U#Sws~DypafD%Yja~LC`{b5LhFS{#L|UofL|H-8tHsUS+>r?ZqZqt%!oUPHvD{u4oSO1_ zeLgGepwemoGH|`RHKGIy!ZCy8I&eG>g6>9W8tEBxnY&AWIod0y%P%{cAhpIoj4tsR zN|mns(E|aDU$q1VDyc@PX|BJv*g${;LS9o4`tn@dXAN2-qi(2CGEWk@2q*wRJRhr* zY4>X{h_!s|f7pielpBKK5FK~UN#g<9-&&2Am!b8Gz}@;!WJK@pt@vGo3ee+eeY0?$ z+0$q1luArR)?!{_?p^Pd&Kh>Dwk7jBgG%MBo1AFY)o1JEgyoCQDI}HuCTzd7c_gCu z>W|xq-&27Lq`tIC5HV;!xDHZMyt@$;Y>B%oS8FzSZS&RJVV~0TIlklp0UAV0{y$9H zu5wXOQCZ=dvs@vg3!n1K^e zY)hHTVsmVjK!ELEfw7sa59HV9{MK1ifq+*cDVw-(*4kbXy(!#+BD)JW#!>~+R6qrQ zV55=GwCtpEPC!bZxD}kfk7EtSkO%I+hSG>D9{vd*H*Av_ z(kMZz+Ay~fCw1oI>oV!_;Z}kVC3}?Qr5oci0Ge9;ROK$SeqK02i=y42Wj3~PVDcip zwD-wXiJuP0n54}O*K6bCo;W)?gv2$RIPxNpY(%l^o#g6F=K_U+zR)V_3ufqYujzjXpzm0KNo6I(;0}avm;T2Z>+hoA6Age#D4_p5h z!?^6=JN;cIzG0V*6?L1QGM#zBs$K`OlPSEs?O}T!U(Nn;qh2Rmj`%R+YUgB<#WF?w zt79vCRAG~tvLQT{2R1JvW=h!C7NMjz-K%fDS=?sxWUhsJKqIIY|EraYlbyN{Ltoa? z&8PS}tP?Gf{?|M0rg1yf3Z%?5LoyY`*e!xE6QorHL|_I_1=_9B@%9)~=ALCN^Zxy& z0^#>%dTmaYxfOppo}KOWYm(W{zQl|Tk~qAARh?!bqc_YG27)n$dnHAZBn%N8ag1T% z%&TXsaG5&Ho)bIbgokRmU{Z!aLXozX=RX8=KVj~9ND^s)&whDl>GNwD5A!9h%alY= zRyy|BjJ;M@$xHF!*u6Q z|CrzhtNuHF!N=c8^U|^7;rLumRsTx@81%~`$Eln-t$7nFTCV@1jY@Tru(Hn+!tQh= ztWxdLkx-Ff2ftYL>mV8o{)00=e^l9kfgmJ6yj1|Tz^B%rGT&MIp%4H8P(E4e5+bdX z_gq-Bw>RoLle@JqEqR=}*+WI_ai$sfeY^IDKuC!96BeuhLkI361Ofy**3wq;})riYlheF%X7{z4)m7XbAk2-l)e0^8F4JSz>hVJHqmz-JR*4hLZdnD7rW z2Xs;wX2*omx?EmXmxB3q;rVpGAX3?ml;2 zIO}fmPW@{FB9LALIZ4Sd8en60YaE&{tiK`Q%HQ!MM1A?I0hz3&5-?ZKLtp7sh`tfN zJQFY-2d-R7uYY9G#Ud+akv8a8PgcvQutY>b7i|~i7YqJAyK2_$DW~%l(lLe=%6@Th z5XT!As^dL3T|V%`S3512*y_3c+70G1CDOj+u1dfjV+qt<-iF?{DlfAHjgADLNt>32 z=ZShu=OO-Y00mUhaemE~`#j&AfBE&4j|WR+c>p@Lc^b>;4EQ=-ePlOErya+KR;-y= zfPqbNp#${10Oxi{i_*|UOtgzf`(8Rp^VG6Wr#IGk>OM{7I@`f>^?^T<+bofUn0Elc z`#lU+l!&Gwrcx02S?rIh-lEEcQ`FK|uk?-Dfk-X~CBOi(>5+IDR)|N}zmOcxBHmk< zmMPMWnF57%cn@q9a~n_`HRXHzTsxYj>84!^7UqU{HCylk+=peQf)v%}s4%5Tv$yke zOeVcU^nB3{8%^!Rhz-8i{Nv+v_t8p`gLsnw!ac6%noZ65$ zSjGLZpGPNa`{ge3c?3Yk`fvH3Uzu;p-}q`mnu0EEX9ZQp^eo#B3{>?N!J@H?9^x+( z1-enqx{Okubn=4zqL2PqFE3Kn5c94*bWJQ|#uw~s1Ke)PS$#NdH;+~_N5&9%Us!Wa zz#hA^cYNLEvhGA*1i*-d!4X#3_SO+RYiO~Oicx??Wx;4wMvDCV8__4MT@Y0m=7hiG}o$ z5-_NVPq5PT`-|R+9StUg~$L4d=5s9%U)M&hdzVw`k!fg0byf9XK=Y0EC&?UEE|>+u^G&b59j&l<@(=?|LR+K zA0oadP#}nY6$#njYDkM^^vB+Pd#_(QzE>f7&`lQXr%C**yIF&@^WTW}oZ9x=POTKG z&rg%QUI>fd;mjQ6-Sg?SD&0?UeOdHFy;f~?69$|xj=oIgj94+#R9wtM>NF2ZWdn9& z&!1X+bh7rn*PV-<$9VfkM2wzqV;R8TB0S}^Ul46m?dKbfL6{&S|m z_ahd@Vs;w%`xG>D351N;{mNiGXTf36v>BvvRo|MxjK(3zu6gafEmQAViorz_%4Obv z3%Ru7e_oMppz6QYZmRpUA87Bhcw74DRfIUpZ#IZ1N?-H6gCMOR_g<#F{A&?e9`m_k zHAzD??K8`OrH-n~mm_XjAGWfI=;b#CtzfAFE?s+-kHWgsriZ|CY-vTMFjfeH`bG29 zDQm6gH_VGqk2*;=Iv2n+@ETp66(=p^&?e^lnmJ}b4v;!GOL+NL9ufk_kCM`FIxk%^ ziikrc-WcRuBzM^ANP4^HiyE~=hVphZ2wbPy%_f%>$w&F`)kyd`(A$b83_8lE;-eW| z`{VHN7M)(^lkb}S?{SEY;plI1{$AHT1$i-tj@g~C+Pg-j>>@$E1^+hVQH@fqo$uvx zYWqv|mW5Nza%1hh+~qr6IoqFG%!p@*jqv5QWKitv$p*ozphlK8oNM%_$`b(fi*iZ9q$519ljY(pKc%ze6;A^7)%0Bk(AzJ|jt(MsWI{ z=P{M4p3bMKZr}Ikc-UhP4=M_#DR3$ryNo<#>herB5guPVK%3C7F_6=7F}7D! zd7$~pAB(^0rjaOs8(j{e|#Z% zTCM}P%W9*44Xjtp+O@tS)LdkmpK2%kl^dPeWt^Rpn291?4BsM!`4Lb+%l$q5rT?yH z-<77{F2~u(_pz2{MM-p)Ow-WQ%q9{uU+w99_wT*ILeOTN#b1pu7$OnBy68Ckt1sCq zPWUmvz{OT#Ij-}tdg@rMn-q~>UG%>o-7+Cz(De7r`fbsU3FVt)9j9lDY2tnk?HyuUk7>YHH2OCkPA~DO zvCu5G-|KjKTz-?4hN*4qO52a*5A*bBjlISybExcs?*L%F-($aCw|LeJdL$%Jx17N1 znAEF(wYd$#yw>CGxZc(Dmv?oMRo`#v(fXy+!GyulnB-yH%PPw0H%eYnB+nhf>~}u` z&JP+y2t>&&uyA^)5|=ToU6 zzkKm~>3%-0s*3(M{eN!rTVf_gLdOhlF9m6HQ;-$)JIAhu(xt~``1ka_=d;y(SdFWC z)dEWxD)4wSVc;Vpy434mMi{(wlI^zqWK-Q9o!hyvE_2#YuXzub`zhtlFNeux6( zGQvuZG%%yAJyS3KFWs$vl}*dsw70H~-R$Mq-Q6vlD&%o!u1*4T#!CHL z3^KxrKByReeq*Usm`oyEIC~&BA2eZu65kO==Tryy@mb(VZX;{^b~^K%fC(P>l*G0r zPEm1xxpnVXJj)FAL|t^GEB}o}5I=S0?}9@MTcz7at{r;-Bzd;`6SucU=m^9j2si)? zS?0npZW-PEMdL__cHwk(Et$zHa0hNvPM{D2KH!NeG(Z-!%ZzodVf`ck0oDL1*ZyTb zRCQb}L4{r7 zdfGM-6-^3r4yZCZ71B)CJW4W|N2ZjLZ!Z2u~GdGIzVT8vNz0H`3I za+<{3f6vQP%%kp8TV2ZctzW_ez8@BJH%6k|e9htFVPUISHU4;yN7fJf)vCK<;%W4b zT0I3{n%}u`=6w@Yx{QCbmQ75!ZOA(r!OtM-ZI3HxWvyz)HDd=qr>@&;*&~NqKOLwebd&{@^g{AHDO^?I0VvY`S5SkJzvMTz%*I#s=F>3)m@lC-J3vTFWw37>4* zD%+Kd+W`=~(a0CV=!xI;8KAr7_#H=ligoU}e#`^%-I1WI=Xq5xgJ`5P>#6#r$Nub2 zI`m$Ju=#!(o2$|h76$!`Hng5f=veuG#>?lPS=Uj_Gu{Ikffa^2ePH7?uO%fz5f{61 zuX8YW`coq8X`WM%9o~K@naKjgFdRT~%|LOLCpt?GDH*mnB(I2wv{n;V#?jlO2@_fj z=$5+%v9jr;O$?U)c1rTb0wW?LT%~ZKI$a))F6xsg8;Qnu5|#xAsO0Evok4qd*9m zB1VUH_m9NI69OtPMT{k31}cKf(>U_7KMSGm&2ziblp?zrB- z0=qPttEkT--$X<&)U#P48fF})MN~WnXMF}QKElwji)%AwjsOpO(n z!EiTs7>J79ITjaQay<9?C#~q;BqH5a>Atpj4oycxPd;LLtT>J_pN>1{ae6(0Vk?8h z;#kmT(thDU8JqR#T6zXH?SzwbgO|zq{XI?QpyH%49%FcpJKnm+e|eU)0bwn2cl8qo zz4~+4-I8@gG5DT#a#%=;mwj{%r*&&{{_?**?JHh8^BGQGL0N8L0auWbI{Is1%I%q_ z08Qq;y!Y((y9>-|cn4s4l@0fo`xNg>qwPumROi*QUfgF40HAHJ{K1yWyJrD_`T**a<~RJ0H3SFtxx+&=;JcOBh3!6?8zzpiMiANJW0VnJlGyN(^j3y z!Gk?ua)$uKpwkEwjBhCxq)-Y3XmUKTM;}00l;IKO;p#8R%ing6$cs7N+48q2+)x~S z6Y0x_bKrC`yq#MPhlN%N0+NQ}zA$$XoycE9UDOa{rbmVfX)a zpBf@S38Y!ch>dQ)YD7rLa(VMQZq2Dg(u)g&kzKQ6LoL&K$RRF_3v!+}ZT92o;&fHi zldk%rTa3ev9E3Qix8E`2_jIKmbR86cTb6jtvQ_f8+esKsG(vVrU)6k*@GAsE1A&{mu1xc!Ddu=B*@che!utI_ ziWWzEi~|oe(K^pkUL5{zvtii3&-iPg5|Bna!!Olf&+zp05gWRUZu-Pl!&wjb!yp!7WpM`LNfV}yw#xvq!I6!HN65JYkz41y#P{SxOd zNW_2u6tAs$Ym9Tzo&X(8=T`AAv;5`LM$^u^h7qbD0bGaxOVn!zPHvJUB98zp02NM! zuEPv#o^b3$Ov^?8WQ5 zS+>!UE|E7!cB3{B&3Z34E2X1=<;9rk0UqdeRO{XwkCB{d?M!r1M_k*`7*il8aoej60uWyr>TTe@Fuw!;w=M51Q=&9qo1rx~bm{|$h3kJYcaS8NdB7gun4u`b(z za|0m-2Z{8g0Ac?ve*8N`0!-rbZP9cy1b=p{#)jyKh!JbiHCG@Aue(_x37Zpx^F_?& zPHWm^+Kp3#lOPsAv$dJZw0v-T6kRmL2EtRO7{UX4x$fa&F#NSlg9k-H07EZSez6Fz zIoloY%ZdQ|H0LJLkQ-w}wWZHjQs@(4*HqN!bdS)h z0q1;yt{F<>%;J|NdD8VggEpxKal>C#xmuY&QHc0A%U$#Nhdd!AruX1{$QIWIaeT}| zbr;V$>OUlnwDX+-uJ@0`Pr*8uK<%aJDi89QsH2&-XMD(s9_>>TuJ-jAGN1#z#%DE| zhq}h!)J^XQ!S%-}$BbeYNAYKOq5 zDygSl*Ivz(orcGZfH4tc(Nahq(Ax{cssc=59@a64ihtdu+2?+U*9eIwoyh^*hB}Ya zFhp7u34xwN{Va>@P+R&K7}$=%I4*Hh3CE@U>h4BwB*tR^Xvp6B36XQY>2#x}0p=K#D(@W3 z>K*3J`+HRd-@7Zbkh{v=%vz3^H<&zunMn{TQb$V7UzJ8L<{F>*BG!-h^3C%uutzz_ zsRO5)(X{h^sKCxn@g?CihL*if$&zq8>$!8th3=(S=-AW8*pg5~@reK&Md_6~rKy6g zRjX70flHOT#X8izda4{!MKE{XkvzI95ex2XyRSkKN!Ne*Y%DOWysY5oBoqJ$1$8$b z#-bt=UiLw~r*y*idSJ!roMDPAe($=FtSHC*`R!EP?r&j5cwK5xSy7uG^nDIJA3qk`s!g#EW0 zZ^M?5Wx)SrdhW}Sij!{7YVk`n^{Edc7x)&4s#^5Y7!n+5eZ4^mlq$a0q_f(%jdMAv{?XE$GAKCGd)o(0F>b4Q~ZU_h%3ty+5-tdK_QBjDBuh7+iPSGl`s?gzIkpZ&-p`3K@BRV?jNP#eUa?^cEq>C?LGna3Rt1{!d+I+Mhj$Z|Q$1 zH)a=OCG{D~*jn7%{T`M_J@8II4aWH54H)Z!JOUN!D%xMva10U^f?ZmvRw8pc=|AQ7 z;L;Z}q4LNtxFa8P0A0>Tg2r2HAS4o#7B=L_fdN_ZRlcA=V=^e0gtFn^kK$53>GL92 z(~j@vee$SZ7k`9}`6cbM#PWTogTi|g#D6zSazT4BCDlVZ2X_tx0nl}|s1Qps+{ZeS zIT7Yn>D~Glv|zLQvy7@3-sE}qj9ab>SN{zN4Ja4M^Q)Zu%z*;Ov!^vI z*fSsrxiQATb*=|>RDc7P|CV6y13;r96>8hw_8}1vr(ZZ0Y{TDumg(ed0h&^5Qo4s0 zX`|~;lP}%{GX4sATojC-q{8_Qx4UfE5%YE_)V#Z*!GA z`tS0{*?7&6Fz@>A9nxSwYo*9!)|_9Il*g@}I7UI0<-6J*(bHHc_~DycMm4}|hgiMl zes{ck5c3xG!ESjf*H3;f+qBK~MimSK(cWVovygpu0Gi#7jfgv|Cti^P0xlgVD)`O% zsY(_&Y)~1GilRv9+1E9^1&mhE0N!8=k9Jg2#};1uwf8HZ`lVH3$PVTcD%eC-)Jr3# zVgX_QVFve*D6Dhc7o~wKYp$lRaO<}=i)~kKL|61(b^^qFmz(Fj7hF>78y4HqX^(bS zcOof@PA_Zr<6j|Z6U@Il+AuS@<46#P`gMLAUt>;jXHZ00GqI+CdSdG_b@xh*JngRQ z*xUpY9C_dpS(wc(UKvxulmSkthgxBL_But0M#zM!gipg|&!$WHTP#_id8{WE7`{XZ zh&2MRjds*5>3cUBmn%LFL#wX3dvE+(s<99(o5v0F%=4$Sd3ll5Ju%_lHSOxyWvAmW zv3HnIvM?dq!+Cg{uZ&&Ir(J&4*d19Sc6KWRw5a=pcm^N>XwvGTKx`K&3V(2ThUA{0o`; zZx$5!81DJtZ#`!5ynjlY$>!y;Ue<_+5e-3vd~5xD;w?*rAMy!prNDIr zhU0%D#u?F$hzPz0D?GvuNJO5?Z`Xcu@h>~b4nTiu>z#vhYfZIN^C5gl(MsaC%8L8HbO-d z5NjX4P(`6JST7;WLgsnitA|7|O8aj(K`EhET(NKJ&3pVFOX?kQ_4DPhrBa8tR5G$f zgGj#aYf6ZKJVp4Y^_um}>3jZW8#A=e(Gw0#Knfuc1q^Y9Mf&(ZaN!9E)@Dah&;S?# zcK})*xsbm^Z)q&HN|j74>IUg1_9_>*Tp|bJCDcTQ!2m2oKoly=1Yfel-z$mS=ofGp zf+1A@&BwTxbJ01?6(Ek`TLPB_Yk1tXak|Q+2(j2bmOg&$j0zn5j-dhr_z83p)b!(| z5~Vc}1htODK`Huf52SFPq13n9_1homO()*?C!nZFQ)>s&I)5tX(W3dew;R(kk0`7h z{QGw{%jUj5d+dw-CV&IHzsldEM7mdo&Sk3q1JUT%;cI@o%JwyoN|pavj6Tfj{Q}lu z;#wQPyPB$?SJh{hmuvb(r)6Lr6G%Q^xZ%IHf)5i5lhEa!mD8il=xa&Kj?jC@Pjkap z%zgExrer682w@lImj=tfJb2lk;J4;+62mU+voq~{Bhq$qI1Ws~(b<(&tNh)evY1wy zd8s|$(W7yvI1fHWc6{%|!Z1XhEz9wgWvGVh-{TYl1JN57NlW6E`FuC~B>+Qo{bo+5 z$^HL!%-^?t0?A-->`3P#15(lYT3?y}&wmI<*T%-Q5vq~$e6I6`J~N1uqsr(o7v^rX zl8Z{trFUIZ9YIwD?Zv=XvV7Y#XHm4+7>g2vbQt>iA9XHIy~DS^EdF!hnn77}y1iCn zC*(viMins&RJkmR^~$X${M?VGs70nR0wIR8W5Q#guDdjzUZOf#B|tG|A|e;vNL8CG zobE(;@Ua^3Khj50GMi$HZ{t}ZTd>(GLrjRgyR&-^aql%25J^;?%*lE__~@#soppZ+ zlKi+{txl2NlrB*)_oWo5AEDLWY9`ZpW2Z3WmQEt`e_SX zE~$S#B$?YrB_%Jd9(|o2yD7g_cXB%Dn6(Sd*HVFtGmfwJZ7ME=KCznk4h};uG$I_- zd&%q);k24J)6q8I4hIC`TvCbyINd)cqGdVZ`=U%iS4de~?Jd+b(X{n1A0yrI!ooXu z`B`(O#yf-%@28J3?%8JcAV7$}Q}&MuoGlg!zhC_IxAMbT$uvyLmruFpjS+(WjO^Qv zVY>F<{LcO}i|#Y|q=9hiowhCOfoplz7yj>iH$b&xlnr|-!`SofgIwd|&rgp0>j~mc zm1yE6+*rt>XFXYcT)Yx9oDy8t=h8G%*LrVwDaRbgpxI))kg4(DvO=ZkVo1U(sE?Wl2$}1#z{}RPraC z0oX%5)zaRR{8S9b50r6C_b|+A-xbuv@5M*i(9a%(8D{9Ah%p9jQ27mZLi6xAbpgAw z_x}NLaTlk?Y}tubLpU;1|Eb$dEYb_YRjexy{UqPy!!&i5E{N-l-40`cY)lA?M$(w_ z1TPPu=-I=dW|hQOaS;WM-lqQ7g5#SPs_#30)yF^6+5HY1>_4}@FS^hGe%6xlIWzp5 zO@P`=VMa?Kv|=KJlN%wiu}08ZD5S=cWRw&E7G?tiX^fbm0~nY{$qAGw(2*2kELO#= zl^PAAqQq?*YBh{OR8|XUiZN;pv0^nAEGEQkW&su`)rhgNwxbm#MS{VoqB9Xqqd-BT z)KL+mGe*&@MW~Ztiv}!dA|%jk6iE{dqZBG5R9Tb}G9rp;Vm2(4C2VRUiZMl^!LU$< znP|{Rnu;SB2@=RrjFLu(W;KY(8wFx36j~_)*dPrRSdDC00JR$%8Y+xvjTViW6crYV zqQ(T+jj^?_x2QfnsC6-LEq*w!_pX)&objjcg~#fnORtjui^GZ>9hY-o~-qKYF% z(P}G1ZKTmA#YWgHTBB@LinSREWg7%hwnWg#)(jLh8cfgx7|2nqXrfZaqBV_1D4>jL zEtyyY5o}aRtZGfMsHn7TQDD&pA#BT3TN`bNNVH&KDQpX4TRB%$rNf$36QjCDwNU*qKXJVhocbY!P6vn-plEtdXLSGHOV&8a4!rNk#~)Xv_d9 zrqUSDYD&dMOJazVB~hrUl2S$@lF4IGV@8b-8Z0Q3h9rcG6hM_TW6C{vm#tcyqU?B~Z%tVkAZH-K_m^3iaXbjUu7%4GKq9`y1pd_>f z6hv(rBO4$A#03$JMWl$7jfB=^6$J=Tn9*UN%q0j+WXQ&()KQ5FB9h4k z7C<5@Vp&5(42>azqR?Qllw%+oBrroHrbfg`lE$K7CXlpPLYWkW5lChf1&tOY%(RmU zG8;*>M#Bh+h6vjwuu%yaNrEW`$&x@M#ehJff`d{U45*+c0%{qJBAOE@mNaD|l7b?W zGAPEGgfbE#6cT6@VoXsX6q002P!yU*fT5BkRFohLz-thd84O@#$qN|90~HkkMJNf3 zL~LRVg%(Q~+a}3LqRhn^K{7&E#7s!Wge+t%VvHt=$ylheYKsC%Qz?Q%Mu{>og9Z}D zS%xu$(U}TSu_&P?rATa0j7Z2}Oi&U?FqFnb*ukU_HZW|>L}M9}Ovs9s2s8-|jATTF zCKw_TOh|(k4J5)!LlK1%P(Vo_VHt^nQ$!kosX&0EGQmk1mW?Gagn~@~gAtg>rZXmC zB^wQhG-5$1BW8(E8p9CD7^4O(P*J3yq*4tGHUOy6gfyB;S*bDxgrv}dSfs=di6o(k znUSEBv7!{AvmpTs6F_4rlN5;%Qe??cC4^-dNhpef2+Rh-G7>8aSz#h!3^GlT29k`D2?!E224Kb}n=Fbg2qH0n(nN%e1koiZ83r&* z1u{X27?8=a1QH??vlvA(%))?3WJRMYQzS_wS^^T1n8-5>6oG`ANhXA3%4uRDl!-$D zNkt@41eu{gCK$>SDF%>|Bw&WXEW=1LWEx~rksAh04A~MAOk+f9L=s370AV!Ejgh3t zfSEQXh}0S>7-2F)BTSlTQbf%YB9JE(nc6efTIj!A~Y#Uh9HG9U_fkUU=0$CvmhZcBp{fQ5roM_5Qv&Yl8PyTLjb}g zz*!~?B8bg~G>iyL2oy;KF-S~F5fs7#Nri~W!3HsdB$!1A!7zye$YqfYDKg4q5Gw|V zh=_(^5JM!T5ScWZ3Ns>#Lu7=EkQoy;MzM-AQEZkdiv&fBC7C2;K$B8v(PK!N41|Vc zWVHoA5w=WfN-?7(2}L6jOv+SEGd6|=RT_-LF$h8^$VMh&=vq~f=%*4=uqDvA{jR7Mvh|ExtiGhnm z5)gpMf|w~Z5<_IxHUSoBX@dzEj6@8IG=YpmG>NF9X$Ho@GZaZtWU@&m6qI8@V?`Dz zffOV~hHE5bib%yFh!PEvu!9kb6GBMYk(e4$f|;Z?B8f4I$XMG5NrKXCgrg+J5RstM zEE`b?l90uNVIxA8O^Pv-8JP&tsKjKAMwU=TjALmqnlf5aB_fy^62Y+%WHBTdsK`ZN zl9DLcAlQKdqR5dNEYgxQFcL)>HZi2qY^J2rWe6m+nubxRf7|hX_0gOeAn2|JWV!{e0O(YR1su@C{ppc{?O(~+lL?9Gtn@uwX zHl*0Kivd$HqBbfdCP^e@uoNLQEW;IzNf2X3O%$<_V@ZsW7}R4?pw%NWWK9Mrh#4V7 zn@OV>qD>kI(Mh7D$jc=K63R)W3AD(GnGq2YDNRLz6GF;Hew6v(m`NP=OqMv_S+)e>x!Y)D3knjxm>(rrQ%ShNweYD^|7jYWW& zm@L$2H5xTWnJ8*4jD!>#ie>_|R91^pR6zk_MO1AC6&TwjCNz;_Xsi@f8y2M5l3AFx zD#TQ3HqlTTHKSy;>Hk~NJ< zu@enO!HX6#n5HUn(ODvs zVDlUCMcsth|JWPiA70c8cnFE43KLU zG^AThDKMmgO^`{T#9Jkxr4+UkMr1^S7A#nb15AJ*u|#Z{HbW#)U?X7IG(|>=HcE>W zL75?ASjuBmRT$PFfYFUbizH}`MS_T;#Tyef6&oheQAAkS#x;n9z-We210gY^MU7EK zqGd^>+ay7a5}E+ef<>sbMxxPCii-qDQ5g$G6)CJ>w3(WUiinWfEhf=LXe^pbQKYPB z)&j*vQASH8kTFT9uvC_fMmE7ogrKpsYZk?gMPn71STPYM(pHm9#1R;ZGLeL_8jK}a z(G(H16$OfmQH*3tA`+-9MiWIwBBoJ_jfytGXfha0Lkyc1BF2f8jYimr$wd*8jS(h{ zVl9FrXs}XPqhi2lGZHjKuxw({jYNeSGGsO>B8wyT4JI@djYyd>L{tRK7R8GZsHCLW zsMNAj(W4q!MIn;Y8X65mglYuF#Tp=uB1I)*MWv9Knn@bTQdrX zS}7uvSb{NNNQ`YJsK&;N7SX7)N@Q3{jT&KSqbX%J(MVv`B}8J0mWnDiFk@jh*ex10 z8Y(m*R*Yz<)r%H28lomd&9qvgqeVrH784bMF|8Xh4P#Ml8%EGzEwO4%S}hTcqQ#0f zOGIr$H5Cb1i(?v!qZZUgv|B|+D$yFFRG8IcM$v;~Y+})f*wSoP!J>>X^}?8O9WaYVkoI&B+-%tqEl$9Dl}lVk|K!F1QsJvX*QB0QWnW; z79$!85M_%|7}_zZHAPWVC`^GOn9*RxkicVPqX=RsD>BhoHlm2pixw$_Z2_o)LV_UJ zqG7OjFSlzv8dD*#8Co)NF|CiGSLM^ip3U<6^jY20UKh`sKG@R ziW5aeC4{2e8a5)v*r=l>H5Q62ltqn_NQIWkiXcl%{kE%W`X1+1>o4>E@2cr5*T230 z+XLHBfNS|bN<1mX0k3c8KHa`LGp}S-aSrWfPwFOHmN|S|6Y)j_dX2+R}SFX)AtP zD<@DKbJm^hacv{H0kuv{)yAF27qJn2vS+%)Zq3$Sz*B7<k6!Uw$KQ3PO%@g68?#(_s({Yh z^vbok0oZZauhZ$2fIWS!IkIdFZtn6^TmY4dc4rHq4ZmVQWn}JJh>V$DuB7M%?41DQ z?C)HeP6HNl??gq@uX+QjtI|#Yi4aR%rhPXG9O)o)>X#86D{r!vQ~`?B(PEsP&>nCC zPdEdyVA5RIbBC7dB00cks_VcOtwkH7pgrua-KliS@_9>~ptoQC>vT6gWJb2kTsEE~>wRvD}`XV};pfc>sTkE2D3u=!FZxkL;5$|p8#6!2+UXpD;c4>fl z-&U|Is#NjJ0`I+kQ4y&vIc=HL1NC8v6ubtbJ08SBuTi^?DHFZn5IJjh_yMe7ReROF zGLKxa3C(-rkg8xX6P_%qWZ#Sc?I&B$If#eqyX3Z#viA0-RbRZU4c)n)a;YUre&LK= zSG_*z&On}Sh%95uWGawn)+wQ?ddO@D0-OIMl?me~TJvTSd^8BYR)t6iC ztzCUjATK=T<&wJ|uLqE0wrQ{mRcBn<)z>oFrsC!9>_#H){5tgPL~8ZfTXUWQu*ER> z%&WS(?o_XuUuK+%G*_E|5rZm&` z5+w55EOVYyU3;{rC%r1k?zL01zzZecv<{PfM;!e1fj8le^;4|VwR4|MdIPJrw8M&3 ze5=~MIl0#~lp!tk`zqZoDvisdD4ykDbmwBzuN@rgrC%7SwW>hV-m9fP123?ucD+UI z! z?;aXwyMt?Oc)Ng{5(`~Yx7kQnepCh2zLP9Mex2++=~=bw^1I60Mw0KlE=~Y>&=_dP z?+a!6qbhS{=d&7!j>AluV>0VK0n>e+mFk}Kt!jHz2X_*6RE{Weud&|mj`n2nMn{D+ zo^ujeI0v$mAZ(Bb+dlT$J2vS zy5KmOzFbjLK74HO{PTTnCQp@lb`Le>?N6|3YHMpJ*X4a(bykon4@aa`TT-gJ^xPh00Td+%N=Mpavy?(Vm_ zJo7r4L-fCTy~6fiO3e3wm)%bMu7K_ka%S5;NjVxn@qdlfZ3e$Onn0JbNP>(wcB zmp-5zDD<;NE)K4s%+0?pcE6>@RIkQxYH01!EgPUi#GW#c(ytdBHwA=&ph=-VE zR@9k3*afo2k0sQOyL&2b!Dl)5X7`GE{o?UgK6{k5t61bh^(~sL(C*UCR=wGaDx0>Q z_<3istmaGyq9W_lq?f>Q#p&Y>>pP$(lbdB;)XJ@w)s|#QxWkx`>YU((T>PbuT+xPG#29fO%KmwdIlkt8aIG zZf}H6UwE$W&b!%wRkDHPr7|9T`@P(e>^yUGSQmLP4KPm>o>Jyr-<;AKZf-z#wcWkO zwC1V6Uz_L8hvrr&wy%Bb$G4sX$9nlq?Df~Wv8jE0&@S=ny!Pt%uKPOW>!h_)R_u4h zYOSfP_0AV8cU!O>hqC(4^abVn*II?sS6tBUmwMMmu2#5Z=cRX`Czpy+mrnc88(qTl z-SSgL9-f;!bI=86KWq20T3+`TvvCmal=NhIURVPi`nDo7**-jUQ?9npB^3$3E%iS? zR{J6%yicj9h`WD+>V^--%e`6O5C72y(hI_xheJ0 zb$yAqU=OR+bMIHSv3S|k0Pi#1WUKD3_T~=?>u&2hb62(^FPC)PCR9INO+-SaRnEzH z>R*?qC)tjej#^a~<#!Xem+P9n?p2#!_4Rw1t4q?jw_2%E-W%03%h%BnD(ft95!Tqs z)qeGPSDYb4Lw5aBdorF^DkklZHU_%lCPI!{A_f(59@wK0FJ8XPQKEZF2VJ+@#&FE- ziXydkly@WSMgN=lgz?N zAp!0F6eCm3{|*hn5Ruxj{#4j12fOmHKfcf4SiV5$~g= zzvj7Dk0C%qI;6Ee)kFhPUguJ4iOiLp0G?W)CFMXkDi#PIzDQ!eR#l0|?u__HEt;oiPkDU;uh>)vliHKU{~oin zcAh(IRv`PMup?c@Aq0@(K8YXR4$HmVKJ-|W0(j(Tm);Qq0EzNH!g&zyY-`!Rl*a({ z=nxkM?RRd5dDSYCA0|`r?W{2M7h_{~hzaRj95z?}Jy05+OZvXW_hH~K?ZJKVgR79h zcjp*{w6&nNZ8MBMt<7uucTep?h3>50_o2%TnR({w2MdLr9RMzJAf=UG~DG}HeN~cGm3~EoG9XUB*1_! zc7g@osOkU3eFA2z^prvbL_ZzQc`X&2?@|FMIc>hmPcu;msMPg5OVGRhc4g1a5A=vc zb(})^0^Z*BQJb(Cyjfr)0GW+}Mm3k_lldq*_#OBS)=g@FguFH` z{leu-3bS_>4UAC|Dh!_cdaGPlMK0Umg_ON(W#zeaJ86}|>|ssykCkwg=6>{lE2Z)p zSDP(^bl-EajvYp>vqKOdAepJ$>*BEMJV>hz^02l@~1}siPYVq+^*DkkS9dN$2g=lQr zx)H$4?@bpk+TW{wHB?;{hplc-`>(tH;a15f*TBkri)U#jxu3qrt;BNN>vU<$iq+r# zAV9i3PPq@+sYs!i4^IWKHbYDMszOwJIJ3*Mt6-R4YH9FKkeJK24ToDtAEzL6QI?z4l#hl#t_I+%wP&!kJ_QY1&NIW|jgme%)8SLW{9){;#j*M`g{W{u&S zLYh=x<{IB|VqksMJkU;+1!zqkS!@l$WVyCxXbuC6qx|=O#kE2uNF92Wr|i)Yh?P}o zUNLUbZdkD56`=GVwjKbLZ=(&HiE*kH==9+zZ*{;pRqL@lDVn6d9){)7I+TOl@?Ez^ zd`^$eoAZP~etgbb{aW1)btw66I=9J?-WwZ|TV696=~(PGmpPf9S|OnB`zI&nh2$g* zB}875og;M7SiHAQHfRyK`{Yr_D_FGVnef+!Y$B;K`W{=mzTUvzOVtT*poj({X(_}< zOiDE*WZv}lv(niqXgo|Li?zit+->`TW?LSjUVD?CC^JFFx&*C3zHG=*ZuwY4w=on<>6Zt4@BDTq+v z=a?6b$6@H`IfsMKmc&DCs;7-d&fdRB4doTwpf?@ofh!#2E0$CyJBSZMXIE{V4!t=W zB2d?zX%&t7+m5i(ewckS-kYA&BTJ1%<9^nRZF`4J|2lz2JgUCwb1RcTPyMbi4w{Cv-a3WzRtq_$G4qrkHF(vhFHPU0oeA8 zc7GP8`GIRPD?u*1ploZ~ZpC-5-Z}9oxLIoTG-1AEsm9cJa?3WLc4lg|zEA z52x;{$7l9s%5r=j(XUnmm;E~lk8`i*ahl?{dh8T0sXFCdn*_6#U2I|u8TMW?)%18@ z2fNd@!%TL2Ex$}!tf7O#-2dZS>V*9E)z??$9kP|I99^%%b(Z_{*Lnx&*p-xn)ArJi zg~SC_&b~&%EyKd*>6rNDez}0z=bDu=(Buuao$~`4{IILh`kMyNNqDT+E{VW@hDoU! zXUjFOeD*mQu3p2Q038h$Ye4Ma2XPF-ba3L`i&sRAQVedz!wN4OOnT1Mbc-8usqw&Z zk+M2Ep1HB*%BjKYcErXr3u`k2I0f(fnq`uxt z(!LHN4K7CkNb)Cv<>Y1ezXCEK7Zr3)Z`!Ok6-NO%QZ7<^s^u2ol7I%ke}23F&$yId zh`*9>3#@y#aXnXa{Y&|!|9k?|<~3HhGYLoh9EWXt8=1p3#I)ZVS>3mJSG+Vkf2IxH zYT3JC=f&~${Jx$yf8$=CzE7*!a09qD)&7aCsCD>m;2ogJ}{tLt_pDAvfWIn+k9r z-_{9!bv{OeXYe%aY1JCGe0Y6sRKg`=QT}7f^DQ^q38bGogVN+xuVQnb_0KnSsJhR#W^4oaZ^0oETjv%!+?UuUY+0T z`um*?hPj*bIhD|6cV_xh9o^&`Ee^{3L_t?Km&p4zH7L8fzKzq0mwL{@>0zr` z161a=H@FkOUM(L|M<@H`jm3pkY{!}V$wh#GBPfE0N zN^uQ=y#Bd-O{(hc_cMp@y#gmG3!~*nTIWY|vVX)d`&}?l~1P+$DMU_{Hei`LU8qe3tnA_4I07mJTs<>-;;n_m$+gm)KQq?^i^zl}5|U z-K$Lx&IQUdt#9_liXNIC%t8lX|;zMxJy!m&z;f>3j#Phm+ z!zuKvoMP?9DCjaxFC|*-a@DJ}>H3uD?Xg{rEQTOKYZWpXoQ~Jl`$2LArk40r@Zjp> ze(?*3&74`y4js0c$XR%mjAN41t0AFAe!rV@ErMJPy zCHjT^MOP|OedDkAO>O;nq3QAJ4`A!)@(P<;?CmCclYL(cJ~qsKk&+A2-bbICRO&Jy zMTpKlCd%?rfCr9q1(3bYN*#Wi+_rFQ=IFUH5bccts4f9>tk-NTTJ@F4<5Lj{TXxI~ zRhvg)o@qG{Dt0Wa{|f0nOq8|EIw#4rK!&0g8`8>&;}E}>h*!HLCB5dL^?DjkMEW2t zzgXxD|LHHuDCzE#RMS}YF!d1kX{k2J)$zsND8 z8SWGt^L_8BYZsk&blcu_O}9%=TGs1}G=I+ly!F3mE&j81jl$?Gjkg2P!EV-f#l@v? zb@zIx2R@~Q2RqrXiN^izN?{fL)cgC_r>BN?j>R4Q4FQM*pmrIw)ewwJUIHSzOorLrJhQOlu|4A~&dhj=np4I22NAvH!2&-K6_AqbTQk{3Y^02m3YIzPGSRLdB zEANy@G#QnMDyzEhTiBbEHF8=&D*8EX*BLDb3&$|Ejr1w#UG#IZm`R<_^m^Ia)dD)+ z6$3@Y_A0KL;ic16dd7Y}(5}4dpJe6pX?)x(+hJi|b$8Rl#TBz}Ga2GrAF`*9um6ec zQwZJkJ_9L$Su6Q}#Y#!ecV^I3U%cmTFW1i(>`le}bWq}AV^x6oLSse*a4Fr6>>XfSjV6#OeXo45Uo-6TYo)`tbRE*B}`1y?!sF z^56i~$t8Bv0f_B7hQ9wfp^Om_13ya6gtOQ814)d{Y8j)iyA$HB`?yS|&G4$0p*yjB zIeg@PPW6_`RpJ_(BbnH+nPG(waSxRZdo(_COjowG-msGOU`GlkQrp!JkLXFE8V&NH$FAo0JmL8yxIpVG=RBhxG|bw0x$*82*57_ zm^HwqfINW4$$2wRZgNDHWf)G{`5-$fSEY5`=y09@?|ZBRac$kn5U<%^D!+oTQf51tvDL| z&cD>n#*etPeP&}}`s)`Jy^jtUNqX3fYp#%Eh29k%8Jh8YEF(2NRXyYZe*i6keFA(^ z3iX-#4Xy5q^DA+5l!cm@yR=4qTpNkFkdl$yKgQQbG)DTI-3G22F6X|v;2_fEt2NUQ z(>lE>QTVWrK7hmo>Y?9cr#)WrGg3dR4QK1`Tr2!`-oVDoc+h!;A1r#OvJ|UvmGsY+SP( zudeB`#=kR=XCTf)Ykkw-K6hquUGzly_V?^~qyMDzIPrk8C1Jh`;~ercQNVM(Y#>4@s|XGtybtB#=eD)aN?u}bFCzFoLiQS5NH~!CDa-b2s2aHK zG%tSoYCGN4PQQOe>5GNU-emcE&vu`h34gP;z~TWe0@+|&R^?*$O3_fzSPRgG6i~`T zX6Hr0WVv=>d1456-?>l!C+z#@e>tiNpFR&e08YT1U30FSreT?I)<>)9(^cd(ayT4y zrqWVEU`&$EzoAaMs*krEAF+JP23U3(HI){BLb)u(!Ph?OVgo z&W*5Z5<)CVc(D@gi<1;JXr10HBUkV_S(WfPjMPH{G3^;J@II?5>h(MR^t49rj2lN@ zV#XClI~yTSE4lmLX8P{Xlha)71>vH53vY@3DEhkgvQ`u=#P65r&Ha~LCHK^m1ngOw zCf{#fEA!OHUz@guv*us;cl^Ys8ZU7to()4Oe&FuYCbyBu$hk(RjAi_2Vy+oDaT&N@ z#4qX>?+W%%WcIu0=K5aon5VoW*GcbNgzMtF9{uK-`t0w7z!3?RMWHe?;|>vz-Xa-U z2^<06l-bOmN++_hLcw)m@7M*=&s|vW>@knu3b#%st8kZ_bh5>OCTHs0vaid6fy)v2TBngj+d{g104~Y0vrnSu`n?4EipRSrO2ojz8xbDhjoTd zfQ-I0a~b`BG69xht6@>RVeYZ{@Oa*{$*8{1N`%wL$un(~FiTIgc$IrMW%dPTt^hwk zz`uj)(E(i`(8_?IU#DBpZu9gz)F~U*)d+etjIHPpA_KaV;8*@$ySwI{o=6Cbz@~mP zBY|#bN;0sy3jFV4{Nk0S?KQf9?k2n7(eEc1-hFRM!h-Ecc`XJ*fe}V9Ei7qKUlw>P zENvT8vXQa)L6?(1LTL$IoRqZXimG167>K&rze7nQ3_&evw_jtg!C+j5lZz3>1ts$Xef57zqVKEtuAKa6YF3KIzH zgXb!x)IbpxMGikcNXN7#&cDbWb^u5UVj_tmF5)xBV4_KQ95n%~e@@j#GR?!ro*9Cu ziw)Pfx>zhv&leuHNZzd8eBtObkrR;-G!uCtMuUf}9B>=Ay zg3FyvR&pf~0J34)<<}v_Ro^E{Ps`^3K_0;CIP7<>2Q{Bq?4|@mEkdN@$PP@|#0xH- z!*qo?@3bCejXJL-6l?@q`!|Ka2wIRT*&9$qtJXjwMA=AjCCc{yffe@aL{l+V? zWfA~a?s>ohAcl!46+#Ip0Egk*RJR+z{Vu~>QLnct4x1ZXBOVLCn*i$t zy4%5R(q*Va2t&Kk6C z8by9L*NTjGxLW)z8(lQ;f8T!*FQj}y0WehfdF=e{_2HzVMx^4Flz>#Cw~@K1Huo9RPBh{x4W~|)BYa$OYlH%WgVpQFMmNMFeLh3 zNj~7a4afNLI8vp;jI=tmN(gcT$|Xl(xd!bPu0tHb&C9yACj~bTq=#`3!N%t03grsq zAq3e%7g`a_E)1bTlY|y{Ko6jH6z-fWIEMz3BDzv_Pa*@!b6GN>mJ3w?fI{xr%w~kl~aQyq*+#E zQcQ{UeFQXVzLva=rSs)zP8wgPDai;eYY_;N!A1fdj_-c-`ktdM`c`Z2ZAA4IG*)-$ zyT^IY^92)t0*97@bN~b&l5#QV4n(_2{G$;S|C7vBw`8^4OO2QABtQ_#KO6{|Jr)U2)hc+d`7IFu@an%<^-h5yL^U67d4)LQ zAT>h2=l+(D8fgPhfhOv2ZGWU(P8Ct@R!zNNAY4m+wgvi zC?tT|dha(XEPzKG(m=AjX1IkXzVP%HsDn+p^_Eaww{K@}LJZKUnnwA4uLU*0aW0aD zClgHr$ax6za@n7{dfRO8FWXP|6b_$&scfBzMtO-wn`xWLUUa$r0VL@XN;nC8%(KK$ zJ|J?MqC`q8{%4cf&ypS&KjL;O28_{T38R<~Vpy z`uHD%$6m1jyvLyHxo+y{-XH`ZNd=lc#2=HDfblzCE`HPaZ)5l%&-_h?nT!8c7>q%L z(n{upgb5X52ynn%CZG?mp8|<5ro;NUm>2M37nSgMTF^8!gaY5%TkjhP5*3X4pN10M zG=tT>Dofl#_=zv)kE!&(*8LIt=?Nw08b<)c8khAlJc(Ov_72l;*IPsLQV*;z7^kMF z7sUWUJxmRI?gY&9tr0#YN-pu4W!9P#93C4AKzr(T;nTp6wnwKwfo z^3g#fvuf8PflB*r>~7ksY?2TOvyCnEN)d=HR1giodMhbFPzR06TL*x2)GfX)yDcCx z0{qBi_gtrBJ&E_r)8lL2*V);>EYF#^&UKIq@E@Ja?3;7$T+`KA-*LfS9&Lt~#DWr6 zhr?fRWobKG&eru6v0gRRH1#)XpXN;JCG~#K#crD^OTIGKbzJXv7dX^JM9}#(Jnub~ zj`)My#vkVm%rs}2vwT28S5F^IU^%9m?$D_{GlHB0Y$~#WPGP!Ib&7{1$^VTB2n^T4 zaP>SK-UGwJ#QDeiQd)+JOdDIT!_{?n$Po}GDg{4tq2^rs)DDt@`-pH_^Im0t$b~ey z#0UWvYF!NGGQBc2!&BcRrOcYY&?Vx`l?yue>j0;OYMC2S%bHl2bE| z-?zULuPNQCJiUgyfcI&i&QGhc?j;ocmKCXaeK50qj#DzGXeR{Ky-PyC_T1vanitm` zwuLgHnSAl?%3KyRb(gh4x>sXTfDjD1B^^~t_vqDB;^8h`8V`Ciwb%#MbN~;CKAs7A z>epbRy{}tY+Oz<^kI#kCe5gRVZ^6@9K?v+};UA0ie?9)<{f8}N3GrlQMsuQZf+2jg z^?n5j;Bu|(;(?1$)$6{v%-bk=pznQE|qFIKWM@f7-xk9jX;tdfg~67>f5{5ocr0FSa)tRx>!@g zG~U`{H08Xz&CP#fKB89S{v7|I;uJ;+ z%j50KXH~JhU+*&A3AgLr;nsWmc+K7~mzi=V(klDY_`HU*rN!hfo!oOjUBGmhyv$y5 z_lF02mM)>)S*fOx?eB>@cp*ALFzXL}-b$$z{!kraVWtL&Hgv-vG>*#^-CS6qhPxZh5>m$EAUD0xql0-pnT>C z4mtZ4kHXL$n?7!A2>H+PFaz4LA9dj~383dWcmx6F*nS^58TOWqpg1OhB!hbGVoO5T zyl4{itq1%yo@ont*g_0u2Po0%nh88aK|FK`9B;#cFE!WBBz=mclArW|NeAokVF`P`t&;zJ$Gv{K z0H*cW_J_ju<7qwo^Z<_j)jTA3t$#=de>MhBT>MTOXDi$BP2!b0xinyqr@$Trr98KF z07D-`p5UX;HNB#%)!s?x(E`>+4c89Yn$mWX+77q94o}%^3AV3XZY8+6l zNa=pG<25TL(V2Sk8z0*Pz*-3%+isbEHQYD`P^)IdC&!JsJ1_19&ZW+~yH=f9qawo3 z-$WV19w9|zI6GMMsPZoXmxlEQ)Goo@Y3~NSLunpx4NOfktlY){g$xVJ>)HAU3}WVL z*Edzgd+(=~#4b9zbfDQ(Y}NZM93>2?LN2H8Lc0Es^7^k3lWc?fKnQ@3%0k^R=2`@P z)*#|vkp1^f3;!5_2loFc{2v~F?tmrRI(dD(i5li0*tCR}eVfJ$_Hqz^F0yjyO(7(b z`rZF+?e_IRAGf*#k(3{-4qgE9SlEpq#E^FH=D%Cp!T?DmE>S$|kB7VdVv5p3^o&>q&qTl&0!h7D82QsF}3pxVE-(1q>Tk-&IfOzO0JeB#;Mu`euP24Xr~+`7L!UNI|w}(>#WksA258=sPcA>m?okrGQI}?S=PsV?H7x7;_8KFLGC4eQc{GGgl^BK~y zb@A|UYET)k#A}pKdHc1KCUQ<<1x((4P*|Lg^w=cC&l0o;oxJW(gI97mJ zn^^TZQ~f>n->?;WcoGgG*#8>M)Id#;fEErb^lsyhj&{I8#A{Z-Ne1bFdM1`DHLOTH z&pGKh2=&!Ue24?g?qM%o($AluPdx|)>DuX<1cREoJg!Q9T_;xnwoP~q0$=a+p?|Ms zJ&h;Hj@P$@AsBw@0SH=eQ`BM51cTrA5CTWod2Ip!=wIz<5!d=S1daiqHBAUMnUInM zmu%O+VisF6ngn@%b`lLM;9eK{!T?()k_04#mYs|0?~Q)UqtC?7e&dyc zF|9KME^AYqx$Y%ZBjhw6^S$~L#s8E7L1*BEBrZ3Nfd`!IVDyYRHjqjTZeLpBA=0RS zy^ko-0KDNCRCc~&P|k6CcAy#U(*!UZ-ZPdRtsmUPh1Us+tx0lV$8%N`eKo7z#~8+q zOkcZM0H_0zum%n;CpxMfKNlK@Q8h^kc&%!fkbC#-m>}ZcPSAvV=eKA=<=NDqDi42QTmn#y73?Z3(4T1Lj7Ow^JG|^7qI-) z!SGoh2MJ8^`da*4cYkxde2*I$fN@W%a#r0uC@r8eRkp2b$;EhO+_y3B*3jgc+ z90!XCl&U{{{B}+ion(D?3&RRsFa1 zXPM(X=U~AR1DR4{p`__pfzfUKUfskBZkwpV?w+3Xm|SrYbzX>w*Itf97!j_q-M%i;r!paS;%iF^6Y;r{PNwl z{NN!UL)2(yLPZ$>e(2%IY;y;PKS9L~*u;8+0*KRYWMzAe$r9@9uPSWgw%^3SO3oZr zU89Q~$UEsf?!iC)F#P)_tpk1P@~W-J>+X=^bdDfg)1!25r=s3Dj?K7;W7Z`Pdl>E! z!h`;SvB!YLaRkFDcE5g&GMvwev2*d2qJP+58R+sL_bF$fAiX8x@*mIMf5V6EU{<7<2>NUxUkP5(7HU22i~kO&z>?TO#&4gy z*}iM;Lp#!N?bjFdi}3L{hj4&KZ@PKT(8)P{2U&yY9e>?U?E@#03XDX3V;9~W*|z6N(2NbKqCr}q^Saa z>o`e2O&K8-QWyXPJ}{zz=EAC!A{45gp&bG=rwD)5fe)(ykqQT4G?D|&VZJhh zU;n5gknA!O@cydM_VjvW`*&kiuu;W9ppAZqw0bSB_}U$*MquZv zX$fzv`Lvvn$+h@cBgU54y{u;{H^p=i0^n3ZEL0FdK7@!I`glM?`iTJ(Q7A7VaVPDt zsq~;u$cBXpy+!u4bkF%T~+xu|HMlmpH8x(jYh=gNBhU56m{`dLaT+)6!_& zx8f-gy@K*#dP6~-$~-T?KmuD(Vg$w^2^$71)(|ll=8&pr07U$Zn3VcZfry4we&SI_ zu!;|o(t@GbKvUF;ewt9^it<#_kJXfPsJE;yWC79&@Pq_D{s95dypa+Zfdb)%2?*MX z&HIA%#S!-&FB~4uNQQW=bN~a#XDI;_c>MlSBq1kRDk4jGTdQKKWPr-!Y2q<`a z}bEu)XCOp^d*~hvDw~&7S;Nj#Y;k(2^)7 zlW8FefDkEEEAC)WPb3u&xCjIekm(mfse(}sN_AI7oxsVFTt! z2e|?HI7B}s3LKRW(MTT|7vMsgS^#kZd&ttvs2_t0IFvp@0Qf?Ngh0}OC%meiB>^S? z7O@EpiKYN1&?Q$m03_P;{-+j%GAkZ|`EBeX&UZN~*pU;g-AIT8>aMWgC*B9>2dl|+ zCwknD00t*TNO?mqPKa<1eRYwFEJu!a{G#v@h3E_Mfwaneym4ZP2!)cM0Q~tx5|MsL zK_9nC067CfiAadQL?^@~9zuh_m2?20QY+#}Xh5YxB}F&VImCp6PSAlU14_;Id@)Ir z*to$+8&ZN|S7V=0fQTvnX84?;Ok{E^`TeZv(5EtYR41w`3 zgd#x+7e*pqgaQi#E*d~fKv>WcHOpo00QC2$w)M{VYwSoI!t<>6jqL41-j74LW7a`6 zbieUx+0I(;YP=>d5e+Q8KE|gR9?pytElsEB1*O_aoZgvk0l-4~pdt{8A$`7+S|S5f z5gkx3vIk%^BGdSr5}*W3d4GcdJe2icKLCC% z06t2P1F(=G0!TE~S8|MlhGY!Jv)K3aw8ZZWKqJ&*2Gz^`zaDm>*u`AJFqTe}O!awo zgX*CJX~(h8`%OdbVLZurVD6pwBRhDRi?$J~6Jo8hXTXHI#X!k2y|Qdls{8^rO7Zg+ zVJ;0xjpTS$(D&TwUj+S45&-(}2@(7xQ3RvN5J69)DWpe`Dak?nK_Uy%MeqVd;V7_d ztAbPNBq9OeN%X$!|L(|tS&dppEP}6b1!W~h6HDltP;~FI%9FZ>rCkX*m1+sC=0lLz zWDmcq>Sz(5X}-=;l=3Q?b5yi$iFVEk!%nD?C?^iAyf7NP$G*f>9Zr(qZ28U=!g9|p z!h7-lPsoT6oHQPfA|ZZI zL<&Scpg{Hn`w~F-KpsFI5Ojf45^#_PAi*XU1fd!}_R$PW3ZdkpBhz3(#3=db$cUv0 zOlaD~AhF-|8(k&xFY!-QwM@dPRbBtxdm!{2L@~-lRVj+|00N;4zvx`}SWw)c5^yJI zSKztTurO`Tt-TxymCo9I-CvEW_mqC}6*&fxT_>;vpeU!^NNHE2AnxG} z1aLopKJ%PD1Mwp@oFpiVB-?Bn>K)!-Y0If)d($-bj<<6o+?$- zaWI2Eb9_Ct4zQ>}5C{cAYJfii0b*6e)51^NpcOF+ei{zS@YrcX`xsZheUI!vDecqq zs6QR2=c@ifGqqSIl=rf%-4(8Sx0(vVNZoUVw%Lvah+69+z|lYmh>4@>y@5QqAbpOqr%%!(qSf(gjuV&ozMx+O0=MMFvkPWa z&9LS%dIk9}Wk>+VU}hpC5xd%?(JCvHEV6U>sALgXq2sxDb>{R@QbX-e>3lNyVpaT6Q^-R~f%qhtfZ+(A9AF=? zhu%OczR9IliyBziST#of;Y7Wz5=E94S!~bO`qVq52s=Ki7t+{Set*j$x3a0jR45I#<(YV zqCUK>)*~AY@YR2i866jpa}EfI0fN%$DO-J<;hFG)cQp8@b$ACZ9^AF3DzU|($g=x8 zMaxYoD7nrqohGW#$enk~_h-ZNeetEg&~~Q19HGA%Qj`q|G32o}2`Nno?*{^18R{m&WcjS{|~1}CX$+Pk}*Lo%pgCp#A64%QbSFz^o6P_60995Kl23jQ~@vzU9|+~zx2~yKgha4CrQ(yEzPI9 z-dO-05Ydp#w9g1=0tUuO5P@Z}N#?|0Fj!Be=MW%}B7h0u9uj{Q0+B?6^(6{C{O6;O zAr@oyi1-ZjVzF29-(jzO3Cgm@Ln1@=fq_4UA8GPHi*xBBX8F>Zn(-Qq zYw04FzecxA!XxZFdyD#?axf3^WPP6uCu2$@_eXbxh6#cX2sP6DTs-}V#+B&_5Caep z?HC!f0ECJOq?9xPXu&KEB)>k+&vl{N6U^LMPYMqsow`+^L^D0wD5c8e6_PN!e|vbn z%x&X=kiW!=ri&|^+tl(>@?x+{}{;ocsh#k2hd6friIoWIuH*?YktVwSmN znl+u1oFq6QaWT{6p76`n(EW(~;U|dqjz4EjKmZ?i2h$C{?FjiLL+qtgRUZf+xr7g^ zG=g{7d^iEp4`B-P2S^SJ`D})h=X?(!0s4dvCH%SdOour*Bxpk-aDbA%UXsOPtV@BC z!NfE$P@C&uV7%C z^0EehER07h-;dG_n4}rzzgWP{X=~maMrJPmCy{$?vD1iM?+xqae$m75q{PJgk^p?zP~q)`0Q5?qG^q(`5fD`oKo594 zzEZLtPKG<|!C;#Na3`Ak&yK1GmTB^yt<}mAAA~6%5Ezp|BVpdkL=YSU?%H2G@=Y3h zo)wWw1P;@pCJBPUWZfU$!;aYb&1!^zKA!78>UsBE{|C$QQK$eYvoo>{?dS!wm4_V@ zLPnf$ii_5g6O)~$=&A7u@8tG*HBxmjLZM!uj3N)MoPF*LUrHPjks`mfddKS&N&!I8 z(n2htQ5c`rrNp9eB1a&_#4s~QLC_?Wr2-r4tb|@-4JAX#m>IQYc+2r8eE04i3IHL^ zi7Y>RM1fV;5_(_;%2t55gms(pA}(7A0h1gJ`RULb&49Vv#sRzH?q@d#lSkZh52*iM z!0oD{^`He~A`d~7@|RpVqfx1$=b|5p@n#QMI4Ki)(^sVBN_?)k{)6y!y>0}$EP)vE zWk~}u&I)AM#0+Mj0w8rB)=Nnc5M;ne$vQ|u14#&F@Rb+Ao)9p&$&asv!RkHX0kc#9 zc|=DcV2;E!HWSk1^{)^bc@rZdCHfd*#;v=|*<4f0)V47T^L$_sL)mD=5W1Xq@pT_W zNxbk-d2lCdz}rQs!Mt?jgLbnPLUIICT!IUJ1~}0@?0hw=-0UgnodA2HP(Tf)o?bm=c+CM|(lx_6=!KEI!QDprTlMlrcT)cs)OxNs&btWkh?{CfcqqjYI-XBd)QqBO zJS@!KMecv^a(mw8qJFDFf8q>wZuR3HV01i>I!7&Q_GC4A+1qKwMJ)x?H;8D!QB*Ee z(*zU&`!xC{{Qgh8AzwVfzG>@(p{$wtaJ=t)_QyYQY{54$hKJM!AtnifO^m4EPSnH0 z({wX?|Igd*H*c)J=%G{OL30SrHtGPF?O9$>ORw=GL{{6avZPt*;0s@jeOjQ6F_v;H zb^Qsa+=p2Gl7Oi7t@59&Y;Je{&b)NJWAHBeHIQFk+YECAE&7C9?q6eS2vUNopKxLr zb@W~d^!vc-Op<`x>Jo>9a)*$g!jZ+8kFw#oRF!*TKJe!faAQ$mh=W2O;cO_Mx84Wd z!}EV_`Q|ySU2#YeWqp?$;S=tCZD_o+hre(#@p@_#f=wbX$fg!Nl5kgVicG}sEShA$LpJf0mAp;fh8fLYF-C721oVS9n%WMqWk9$2=I`{ zb1Oj!o_Pg3_@URq;>yi&U-K}gp?5LzuEPVX>aXW}zSju}9z+WoXW^ULOJ;V~#R=0{RIZAwb_&!(}XPCJ;F z1+JlLpu;cS4qnHvw5-T#3TN^or#l#&tc?AcUK58Gw$7A92$sqK85T4F^#?8pi29jL z{6CPA;6G@i6kpp3q}Df1-EGGSZ(xXa5SCIoN_B*i2R%h zgZa#1oAg8=roSaA@?4RTgb4nl03|4m_Spri5&abzgpkPUXbFKiUw4s#*w2AJp0vg; z2wxMH09t>Y=UdWT^A2GgWZoU^-)XQ7N1Rt#R+>X&E+ErMk*y_;D zyb(S>w#!EW?_u{37ZVV=%lGU8N~jnii}unE^*6=%?BGm{IhX;=4wA^pI9}*b+Esaj zzMOZE6N9_Q zg83a0D!m!g#02Pt@w^eca++IOU&u z3WjLr3C%{d#~VV(d2JxZX$tTIs}4w-!AcM@Ap58T6Z`Ru0qYyjIB^5BiBC`-@H7St zVO5iK2LT3l{PURe+_?5$s+}TepWi?pVKs;zO&y z$8YFLK@hQ{;%W519uw@r|9+KLw;Lk!c$_^b7S-Al{}uVJQ;wSdZ!e;U!Y@>>?B!E- z-VL$=YdBkqBS85o3^09WIew%Pec!Az=(p35;p+f>O3;-{cnZWfh zUuiFAVoE7e80Ae#h0qMcdt*_5o3N?x@MtDp6FH~dc_;T?gLUq(517Xpq`;+MsY>7g zI{v5Ld_+#?MMm|65VgtSuPSfCo>I7?RA<-^oO>OkWLJfvahHdAx@Soa0v?%qml(dj z^nN&T)RbtCFCG2M*YpxsoYHHz{TZ@l5qn)486g5~B|(W0&@m|x1Edac$r5>u2>>6B zY6c-#G=LDsK+r3)W0LWC|D>%wmL5JKUNsg#I1VuKBO+1K)AIc^*!I6Bmtn2lSNrf~ z%aGVI^yY80y8(biL`e#Wh@UIs727Cjwpaa5sF*f8j>N=?Sq|C6usYg|_1j^FF8zI0 zuMsFJe~rDFh?knrt!Jn;&{Njq@qZ&I%t@RCAc66NS%4fA2&({XAZ}QEDTFBig|?Ez z@a`bQJwEC@x0e03PUOH~Irv4U9uFivnOQB_5L^_2nVFbD>f z1pYo$quz#9s1g^}`W!jt4y)@Y@Y8~!nNSvSlofd&E10-*xh6##Jl}h0oe@3C@0+@r z-;@6_)!~=MC}dEgBv)0QG#_6CW5e03$#W~V#sSIC&%9f)9G);E zT);L$Mv1}|_J!8GmZ|}sfdOLx-aVEyAfSP+2<1prJ&6GCI1DBj8Fih-Ib9v=^??)5 zxZpD7UkmrV%`LA!(_vG8$V=$IuiCcw;hoRmZ(0R-F>i^q@!%8n!mG&k-P&p2oQ4b2 zmS=Rd-;PK}QpEnqOHpRd(9O2=PugPj9>RBeTMQsH;7Huz*_O^`n*+;-^V|^+wXPgkXB`I| z#beXd|L@h)LH&&8vjYt8S0S$W9+#l$M^xiC$d+VU>}hs>3QKN``p_(ek|1Jf20KS8 za?l7B3JA*yV8REE4IsoFq=YS@0RSr`cJMb;QrOi-O8}_RAcg>BX%MBQ*3N26Hk_sC z5>_@>mjf_VFS7kBA$@_E(m8gL)vz(sdq`o(@-yRzgpA3+h#ofk?LQ%O>f!@qNA;H< zPtPYCnLY3d6yIDf-oz>c;4aL40Rkda)zf>^nJ_+UK_(u)db%RaX2DBQZG}NBm@x#l zR6c_V$%T1{G1!e`>snoVDl=>}Sk@rYy8yY|1awD(@!>FF zMY{G)9JDuj*yvtOS5u7(0lUY00|cgrsr#Xs>j1$agk60Y?~uiXs4HJ=f#I}>fFMKy zcvoLhb;Nv8zW#*MZx^52KR%Pv)BPGD&|jy2iIektj45(}h;CSy7Qo+I9UePu4YM~@ z8iXXFq4jhpZMz_Zk^vjmyryzhgQ)?ZIfjiDIIbNnQ%jG+t*AuIt?w7gw}rn2yI;rQ z+~rEp3Fc|3%W6^CZk1jU>SEP$KmB^2psg4P zBLuD(h%f<^?cf0`AC@o!h%w%r2C?`bM}dkxumGTJWrPrr#)ON1PA}+T(|w^;0PmYT;W~!IrY@K6>GDFFH)qc>!VI<#+Y_a@xweKEvwo^)u76iFrUo5djb` zBemVatnHVc?Yl1Y*O0F6ic7R0Vm_?K$7WfifD86V?GM=Tf+3OV3m-c_W%Nz=@}u>{ zC&SP}1dtra)$yyH&PI#xk&+Sv?3~x3--Yj4n$iT3vG8{us4Lhl@~3H=e)w3;_cJ&o z20qD-+W{~RLWrE+Roq)A6OG@&G|RS=ZNN;SX9e}(=}2(Vjlv)(pF5}{RS?*Y_R8>3 zuN`sB$(PWA-&>Y_#%4#{p|#BS1e5u{Z+`AZ{b(&;rW!#a+Gu2p2Ku`8? zNwkW5uv(E8x|1I%tn5J&85#evhAH;QPSv`wip3#wCM&SJJqJ3_Q=XXT%?8%efzA*F zgyR7AL(r!-9$MnM*gbVq6V6a}Ft2&4jKCDms!>T)%u33+in;N?JYe29mf$NoOAKO) z%(Q{!U`;v64Pm5J;zS$Sx7j&90(d7uT!*I4jlDgUf$Ytxt+>M53J*jRdRBGyhR}0; zmn2R&opysKN4Nn`r=af34YNX&=dWJgZ(xu>6XYamRaT)PRT>lopa2GdP-sCYR8}Z} zK|+CA5NQ^H6etQ6L}^t|)TPe?rjt6fw~08@iS8|O z8GPBBa;&0_$cZuSr$NXwu{^%!)C=gPt+2&GRFH%~DH0|Od7-DwHWt)Hqbmew>>)9T zaF4s6S7bU-2tIC3R~^NRh1 z@MLC>bB2FPe#~iEIVj~legb!a!ZAP>9@aM=#(-a(Yd9Ag0l?l!W%z=*BgHXV^a#}a zH+D+M$ezZ*P%;aPO;a)8sSwk@O zm$R=WneD5dczbhjSFU{PWVp&VDAmWhxhYm`2d`!Ja+IV}vXQyF++6MwG$YHeJzhQK zHP`P?k+-#-u=w%e^6qPZC3H+TCgj;((!Ip1@-NRvUxodz2z1p`q@Ma%Gvhj9@ugoC zlK?NGFf=Chy!zctmGbqbUDh!CD!{4Z!P#}%u}U>`8$f)SZyhGZfXr5KVBpFkeHZ%ffUhGbxp z7-mV7f>J_IIq2{`I(FK|c9q#M40qfS5Lg0K07;P)R*}}0#phF2O0b(UsHLSeJ@x?M z#VJY>K#-*-5(o$x1eAcJ%7g)M;)fTCq@kd2DGF)8rI3sYKuVDS5HN`*oD#q!dg`1H zZx0>_ODIl*EJBjG2yl{O0jDghp;(6kkR{>HE5(fgKvRGSWgsz>47!K~2nP^|1VAZ( zpL!=F3YhhLn%7lr^8M9SsY{ex>sMH4C+W(eSKY825j((vfH!K0 z8DEhElw8Z75J(jH6XJgJp{GgKj*~sWj2oxX*$)P(i zCmoUtB1GUzko<`f0f8JJl=wz;C8#?k;FlAx#s|THI0_Ji=rA0Y2ucYM%8b^|gutB# zJMFKs zyJ9*A5Q0X;;C3=B8X_F44wC|0+&CFv85Ynu1i%?042uBBz`!Iaxm0gpN7H99(+2Gc-gV8J0-136fOEa||o=o7ny zeXU&%Fc^k_pa}v*r70GK^|>C25bCW33;_aC&;(3Rtax<7dBeoOPZ$aogb&m}eD%+rx?r}$kq6`?I zA-sJdaRNZfNDvZ0ND>q?128msldy3WO*3gRX3e8xX_`uHC$4%tJ$esF5(NNI4Gj?h zVLcwb9(UK5pbpAJsSpfJBSQ%+OWZ}_9Z1}dG(w4UE?hAC#=ISI#(`jDExttC}Mzc0D&~%9kRn9QX2tFg^-a* z&YhNl2?t0K4g$&&L^nP-??7}VAxupaqr?H+yyK z#5$Ko9|O|(s#u((C}J8MAuJ&{j3PoZu<1aAmv3U>!4h2~mJrey7Bm<_9XSbfg(V&d z(&tp@A)v~@8d_MKg@nktaS4zoN;c(=4g%8H1j@)l5HhR`IFkwxxI#>TNXSl%D`?6< z=@bqgy8w7V9Or->J-Do)m1e2>cK5}V_L|Ebh3UIq_C!{ESOW{vz><)J8bc^R=?XA} ziHHmX35Z3)r0H-3?e85VI>Pk86Bz;(lp!Txg)ItY2?UiVZbf;{b9Edc05T-z5XzPy zDFPrS90_7aXO{usBm{#1z%hbQ$Toy-l5n^!fN`vXOQae=$T9(;E-7=np5yCa#tlh= z_2~xifFc~B03@uM3nD3Rf!&i5#pUDiDQ`%aolVl^8(QRvjUg2>_8GLP3F$mq26~G`U$D#`Zn4 z(0~a;#RyW6$OIrr1PPFW2N3{*8X%1*m+w&WQN;bH**IC0%d700s;YuqkPhcTgh__2 zyyzi|V&F>fJ`C)*?0{7Ry#P>hRK#b(} z(=A9!$y%v*f#r=JMxjQhlhwlZC%(QQGNC{KkV>mUqez273qm54s4_AtFiN2l5}-;F zs?sX7pbYU`fq)?tW>rFz8U<0xgs3KvREb1J20#KxK`2!s5lTT?6d7Pqr9@t6B;4GR&!X)H}2tdFDn1Ra9l?;mk zDF8sE?>OgxhAkrBDw37&B2uw;131^+?a1@n1&1+9FlV&^1j=qN-^yZWEO>0o{Va9Ni9e;p-rJ4AX=OAXpey zAz;}?m13-B2!je62?SvR#tkiiHPA~cCY9X=kg zp5FVL0ruTq9~pkuwha!}sK5%8$%H5Zg=j#6P$zo1$ONGXPkd$wTH1i2N(i|ar~>vS zN+2=@ITi^xce_~H=O?yPr4nLc3C~>NRp}07IDsKYP>@X_D3t*rOd=y!d3esi z2_&CQ_ZwFg#@SZ_TBp}KbO5}C3`zn5rOJSavxsAh_9D##@)E?sl-gtEAuRDcn z$|3+=SniXaqpV>@s@|e<_co?(N=8;E1W4j)q78KnmtWS2nlB*Ba&D?o+8(G~; zy3Jd1r!qTMKQrDCTyf>NPaZ^QXT^W4r@`2FbNjs(4m+srE)Fk#bYc+M^Fvyz(!)qU5%V6QSH0sF_UO2vJSUfy}#dvs2w`sdQ@-1g&h zPt!{m04VSVPU5`xdzz=I+Fzh(rO16(CkK0gSBUC~Ve%ot5QuOOzwoRLW7^VPQ zPN~@Jv5IHUjn{H%zoG=<0wMu(2#uE!2joFi+K`Br0KgE1UaAGVH!do21mC@MHfOGWYX|8*D0w$<1%2CyUqkh$yN20HvF8vz z5y@E&Zk^;Q8FL4?ZMYWY%W&s8AeWJb7g0SRki9{Rv02@|&N$3hT@ilP=7&pH4Ydm=pM_z}*FMbfs6ICjmgk}9qU4@=HqH(Ws?h!jCWWCu%!>^}PF0juLl3Bw31 zJpn0OtyPtEB2WW!htLjjF6Uo;AP9m~iI5ZENqS;c3TCOUsOcPr2GoR|V^vob7d^_Y z(}lXGAgaL3L^6W11MTX$=njzAYQoE;1{VdB*{bR1s`xAv%o2glU}^_01G1Ct*^19y zP&u&o2ePMT)~uQJ+)V_@cdRZAEEPGd1g_r7i+EmqHHaMIey#zH#8QwgK^syq7t-yO}j7mbYBbA4EDSh<4#O9i<)c z*o64cKzt^GAc%rW37jFe5aH)|b{EDJIfn!bU7q^qR&b&tZ?j3Sl*?HBiFrL|!u8LH zo^#ceqtPdr-T2r@(v)&c*e#4;&^!RH5C=9uBBWYwAi4ncPp<9&w;QL`MqT~ySrxvn z?0_<*;zjl~)9rKsz9520A#ikr3ILXZ-u>;*eh&~J4-hm}(x^vb+iaL5ig*dDWsSK2 zdEQh3LZ=9#m8v9{A3mT7!gpXK-&~T^Ukqw~>+68>m=9~xjDHk-RCHt!_j}&GwSY1h zPI=Bd$DC81ZH{>Dr%8hpl4-12GYL~^3`;#jC`=nCICF^f*gYr-^v||MQAkj9#v>?7 zjiZADM$x2n;}a+moX{5C2f~VUTpSdj0~6Z^fSyA?zl1w=yt>&2!2Ns6jMwu7?&IZXU{_z-2YHXF@tL~sk+&#D`7 z6kwx>3a9*>0Bb(%8x){cU1h|N`RNytn$ApV4@#fvu(!ZPRQ4sInR$<@;L!@z)0uH0=}->U>sTGHt%nT8Z^z(`3-eiC!mN|f!vB4Ef>5=lKpJ4YVpb!Q& zi@%r#dj~%SXaudvP!fPXP}#B90B#-#aOn?ttA}?Z-X2_DQ;An34g$8Wyq-FEwtZ_^ zJ7+3}aNmia5F!jFKqd)Nq6H~4bZ*>Kz){Zf`EiCl(icb1Uzoty+N$%8$K-s8p_5fPM4<&QgiQImq~- z%n$}dlUOwtBRg6aXf$+scg`r90B-f-wT^rbiC6d4&e?))!`OQ6{X9WEKBi_|`Xm|b z!%j2<;t};9BhepPWvUcG4n{ynn8FV*hCsXLJ0QEv0CUW!Sa&W63)jcc2ifZsL1fI# z&ghntl_|LLal4`mV~5Cqsfs=~2qi3mAgL8)j1 zh$zJnB><#bSGk338!m+1DhX>r*nyx~5Do5iOoj#&PAjz`mwMp92VP9F{8D(ExNsSrZBR>Oi zSeCY+h)D=pGZ6NPAQGWO4UB$6Qc?v(#bq_k&H>IG;5f3i5IQ$8NpKecncHNN^1vOY z0Q1u@u)Zg*oZkLSa_^(v_hb-EfH;W&tS7|fXaWG;;l*IV1QJjbkR<|S5>tp`38w&f zx|$%Yj`?!suoK@|TH{nm(2qnFm9ym`e)=P1^RN$I_YQFGQvh1tMjtp_;D;d^vIjPM zP-)f4jaj&y0FFqUxb(m|jUWe_ zvNj1=fG}d1fh6kV6m;StBEtotD3P38;2Qd&gJj`>!`(^G^vrd8+&pdx_l!h{ zKu7>_iHuIT$EZEjE4F%7SgYzw`u4!Vt_Zpb@miIH1A3~OFCRqe9d9``^ZVabuX|tw z74gZ)$jYOj@(3+KqB4?IbqOZx&dZBNTWulP6#VC0`p;M%6m``40KH0y;a_6u&VEDoWL*Mc4OaNA^5J1>A%#O5!`a=C+?l9dU`ne zj*T~}!pgF?79PoJ=VBt;!)rZP?_@fy^n~rNbH{X4bo9@=vinZVQ#IbKg=8M2j4;FC z4BM=w_eWLT>%Tp$`q6&t@GO#h$?ZDqDxefZNR;{|RF>`Z0-1@`-dh=-r5-IMq}&C7 zJwu6Wz!xOW8RX@AC7ZjsC+t5@_rL!C{15Jb@s2t_cyIo@@e!@!G+L>8V{i;Xx#;}a z8AXAf3Nx;|aKpS@fzp#dWsqZfp zKEzIHHkgifOvi3v`m5cgeuzE05E}rV6Retm96Jb`z2KXjg~ZGo1+2u7wLzV@DdsSo z#i$M)%ARiF*>@2HJE^8~!?AdoCg(mEdkgf=$yIlp9&~$2JLc!c5KxF9Kod$}h-eMo z=u0@)c}R1Gu=6Aw$pjq4xD#%iF2*_Ua8~fe&T%=T0qeavChwJf?0}dLr%IUHv5$@P zZcNdSFWT|p;rr)cZLk+jR0l{h1e72y2=jy~;mjPXVB%cjZMd#-hZWqAj`yT*CXSu& z0(fvZFAi@uHZFlm{GcY;^y~YmxhE*nU(gNl3uQoi9lJgtE&{|IkV!X56%hj2sYOE| z+6GiS&xOSko(DQ`%uzIw!6K+gd%{wUDt>~q7Z>!j zsjglOtN9(5GiaIXny-;i^68ogo_zr+K~o_t5M_}C0BjcZ5F6^dV@xzyiR5tWZNBfO5dMkWSEB_Z$;?;XsAF0V?Nn2k!*XUq4T*ag6s^dnV%8 zahn2xL1r>5d@Sw&rJPwI~l4_1u0UJe0L~TR~9A0_Z zxv&~sRD#G$jXSfUqaZ3E8Ck#*o*gjBX+jGrFbQe0lnCZD_hj>{ijN~o4a_)^cJSa2 zoX2>F5HAu;+a@M~F?3YtPH{o(ELwoIGU7PnJOQ);EFY^o9vj}=?_RrE#o9}9McqE1 zym%mm9PS$;0#ul=3GjtFa`TJlfSxpoLo_reA_7THuI2)SMKRJoCVJWH@0YRjE4_Ar zHbNhvAP<5jdmO$HqXs>t~B)t4&i$t-sD3{FAy*d zxcX~R0@G01PdziJDrm#dMBe0pbfLrqHaGyH3M60>Kp!!2@U^HiZLkfPNXTJ`1ENp_ z$cv}~iK3>6cTQ;$5LA+sgnqP;NtS!<0Og;Pq$>R1dd`jX)z-)4PWmDP&C7^B(1GpV z+yKy*iX9itPRXnoEvf%mE>$3nm+ z2~fm3)lRuwQh81`hpW~78#(9FrClTTyk4_JYjekmk&a^-FD5h1V&vH>B+8o|uxV_t zrM5y!mc{Cfyu7PtWS%zyN&wtk;vs=vZ+jvk)1eaqe4q+c0hmuZDFAX22e;4)Pa{k( zV);!DHjBmF#I-7n1j{ra&Y>*40Gn;t53kh zC%iRBS@&>mlYApc+>xl%Z_Uo7f|d*@1O){KlUuOs?Nc;2d-eZnbJssn=yS;M!}edY z$&G&$sOq-AK@NLB0#Pss2y=vr_QV2XcKCEon{-}GuvJndnFR3&6z0MQn}-xb&T-<8 zJ5reI%6w1Rx5UlO?|shOD8ECWYkj{DxB*c(Jk`z;duW~}~F{1}L zpt-E=2Ph|&xnMQQhm%|yQlb{bs@33K%{U1Dj*aDra@|v1uApn-uRt8 zR{<~{?%Hxz<-UGAJso>9Vtk+PN8k^4)5^LCltCrPrPwd10~CU*bOGsLssl8cq`=ER z5!;I`Wo+Y{o0qc&DmZ|YIfAe-8Ve2y3)HI4f{}%gQXCi45M0#jyi^D?Z&-@WqQZNF zAifE{4KTbd6&7$MpjJDA4VkSL(s(^j9_>ePQP4#wgF5%HA0UC~JaqP~-E$iN$+!ua z6tqRe2EsI5Dd;l$0h&N%$Vww!E3j!m6?n4MT|KWWd-YB}p$IwLd#Lwm2?7A_PzFfE-mx5D1n;MOit$HfL8_kI!a~NzI!K zkqg#mrU08}bcwtm^nf@b4s#*y6A7@MyoikuIhq(a$ zop-dpI{kC_eoy2OetGI30#E^@)XkS9K_Zy6!5Hg!bT(sJ*xI&A)^LOw2T)DX0LOLD5#noycjd<2f2B?&6fqNQS}Aey;J0arna7$VFyiOtUs^Sn4O%^*4eSm*{U zV-kitg~MY&LmCF9z#FNQE!w+=QIoBKbZK#VtMSxTC5NWHHx|?kudjz&;Zdt_&|G06 zi0T+%z0ip)E(wEQ=?BfP;}FxKn;YQpc1RDt70VKzQy6OT3>di}GK>-$pnssDi^7fZ zB=r?R8TKWF|9hubq|x#;K|bpQ|HUF2lU062rr7{vV`FTLiZqnD9c7rzoQ#TAW<+u) zZ~FYkZi;b9T^D`Pr+RqLFb=g55>=j@ojv;6sLRi#NCK1T0G1myDcA>Bz!_YcdjQx8 zQ`GFLKymg3SFrS4Os%~EAlm+EYMR+78yJLE17P;K^+ysOdS8i_+0XLU*JVJ?Dq zO7zxJ0L-3zPAgA=BtFMUg%<4eF3p?j+o&U%sWNYYZD1D2dYA&3<>x+n&m zZ?4i?Xul4aQsPulE8K!qTbj!{Q1I}D4QV^oHNMYRPzOXBKrCtq<>fgmeNY^zGtbG> z90pGJ13Vp?aMxJvjZ0c7k?)CaF}#>s1ZS8H*pYJz5B+ol@q?YxYv&QWdK(m*X~ zfC#s~bRKVZ;3koZns8!Z2$VqIqyx`wEOAcgIP?Zz8`u?yn~M~>@{0vyM5drPE-w4U zC{0wf;0E^yE0YN=V0bJVOXHDG#kPKO@X=eIh25*>wqWt-IwKh0>?Y+7 zO|VBJ-e;naJ&F<+PlH#nhFXi9n^ug&a0zHQMd>LpGxkv+v4ewVr?pOs4-oqgBlLFm7 zfJLKG<*sc`msQtQkHC%kdbLCgaQPgVjj6I})2cyca0 zuwV$=Qcwal06Z+&l1F|zy?r6H9a93M6a{ZEwKIIXyP)@uLf)M*4a(K%lv!HOY=!A4 z=mv34WMt8n(o(IsFfw2{u;HA`0fohs*>{;8M z4EF@AMLh``J-O`#134Q@%}V35u(@7SB@!b&eM>{1d2*`9G0FkpW`bx} zAy?? zGP8o>4Bis;S2W-`I13;^7n_Ak8dl?3THqY6E&&N!Hc=#?lx{0QM$B~b*zhdWU<2StEEkbY;>#Ou6dO0c_2a;pD>QvmTL|)VIdi)R59vq`&ZmrnhwUFstRR>PnM5T_N*<-gTY?r&9k3ELH+{7@rqVU%jmBgI%cyY|;O1f& z0x9%>d!0M>QL(&i1$u0)=`-GH{Zdb!$blyT6w$~+g8F@r*j8?6boq+LHhaV2qb9@- zW=qTfn^@$UaQRXVPM@GKpbpkjFQ&anY4CA6-I^v)0@^)3_h*Sj&if{ftdga-Od{q{ z23NfyunJhnH6%*S_qjgW?`1sB^aJ#w4`78^F!iaff{^FeYjV|C1DSa^^==R<0MMi* zV6u8%8O-Hm`*h=bq{RS(*(aAE>A59(n~g$!wor>_l&w>ZMxyqKRpvpRINa-UdCI;3 z@nGsobGCUxREZKiZ7%lui`4;b&C8gF07y-?kl-3+%85_}#<;z38mB!h<;!|tCf+Gn zxnBn?*(QcHOg9f5M<{yUQ__QumKc4YaT41@ppRd67wW#X(5S1ALpT^V(2zz?Z^P(%eO+*AyHa3b_q2lfh!v7sm@_oO@#vq+>amDer(fz88c96AC&<5d?677k4T>?&m@|d?uD! zXe7F#^5Z9vBg4-+9Z-9>oG_jE-wz|!8$Rf;`gY?SmS(-ayjf^KqQigGXDDuhz?XvZ5Ew^h$jJE0a&VQTtH+< z21Hmm0+d8fXex7#R)8tFjUmO9mJfq*dd@Jy&@nXrh0>Sh!JlsSR~bGfzYb9&}tOOReA`7Aio?(06IGn~{im}>=i120M*S(!bqua?uMEAYED%Vxl zs(ykpD-CKG*aIN~h#-|HgUCF25>&M`8BmBok2}FbaLEOVFNf_V7pJPM&$j)=%m=1V z6}Rc}@|^g`$K$>|?Sx*IHIxexT~a9`5QZs8IHPpwxQWkmz3`2~ugd#mkNb$(M-C-84=KsY`;ak0aQaQO3|4q{Z=qT4|Qs3CEI)=KIfH-*FuaEU{UeqRpr z4GYi*+p3-PZXE&lIk||9T>)ZUv_W&5{k;7iJs+Qv_H79 z2{e9t?GC zHavE4K^Usuw|sw`!KToxK9j(Fc|6)eGQiAfEXZ(4m`Q5Py+spY7CO7cl$&V;ML>7~ zsPUcZQ4uG#0GvFX;%C=2bcyJnDL`V~Mc4yi%i_=2=i5vCljytR8TUGuKuooXwE+@%(xBkePuCiS@{d*XTh^)7nQr?`65 zXR@7>q5!LSV#`OX%yM|w*SCP_PqwP}-LvY?af+7A`g1JFF8g-znzLf>K^J|w-V7;T zs${@jr)=G$UtUhp>C05)%TNlBDMBrZw+midc}QZ2i_iys)>>n+m#ipQI$0?z3)G`` zs@-AQUWmr-A(!Ns7XCcbYNxFAKJ?G!WVH|r(Kay^1XGv94i%1o zLopOmhXf8OuJ9U&0S-x)62q?MU4Doj7&FE#6Y*sqBi(}O0IBD8Dk)vm(||DNe+v!w z!BFkM2}0Li8wS^Q;9w1xa$p$Bx^(7=Dn@>LSA-dt^Dt~c9_YMM#4|lFsTDP!9<-{i zQNnaxve8=+)6U#E&K-zo5<;B^ob$~dT(8s~ny?0|-~}Yl+euyP+ODPaP094Lo(Xf& zJna{T*0xACFxCx=6K)~|3DBuA4XS@okv*F<0rc3}m-TOjbIUHP39t&OvE+!^sw!JU zQs|muk6pQ`yPq5B3Gy;>nCE$jLuaob<0r*HD5C5GejtAUBrUeCN|-YKi=bc>0ow7e zAO?_fh)4o)$`QzM2gPQC^g*e0z?XqZj$QaQD?HFjt_$_fmey};o1-))F;9t)Q}#TciX09I{Oh2AzwzzI`Y^S)pW*#b$bybL%(+927x zbd;jzi2#)eipr1EJ8S1ZhHW0x#%fs-w~S^B@lnJSj85n9%}A4pYBo&R_`G5Y@O34u zL2aDvut^}HmdP55lnJ`MdG>1nVla|%`nG-%M|dR1SD#zl_gt|{beRYsN+Cdsk`Rrt z%xyg8cmcG0?_$1DV4>nT86>`TQ5&j~xM7Px#?hd9s=x*2fg%rM38c9kHSKd<7|p!I z1W&(X}R7{ipaRb!Ch^E)xs6nE(QFd97s0>MnNH%gSJA+L27JE6^6U z`(Dw4tBdxJ^@~4QT^WX{{?WT%u#+V96-7MXP0sq_2dcL@#l%M55;}@NPJ5C8w;S6% zF3N!JAEh7_o}A-%Q6d9*JTiNCR_eZN1ui*O{9DQ+1DcoPAwntkLv)Vzb$urk7}&m<7q2dr<6En7Z0jvk^VD>N@yd_llF- zj(vf(5G~uxaS;D<;P|X(yW!CU+(4E-)o>HA9#!>sy~NK>;MfN8%c4WAkJ{_Frv2uX zrM}I$1!n2nlHVk&>$&Lfqvm^8)b9SL7589pd;!Ry8G6%`oNkxc$}(-wnL9lE`J+(N z6lhz1CP3u8-@TotSnVNcK{^<8XBaERo0vX;7}TC zBJKtqS!pG=ru=1YT9hTHRLtdjDNpI2ryrhN+zILv34tri)dtCpl{GflyMQ~}LKx#e zcL(p$OYkTGJ^cL)Mg6A82OGVZUtu>V zDyi-)fULEB0hth5 zGi-SUJ;;E@-Se<~en>FrF=X&~^(&47=4d_GoBy)*#lm4!LqBBXh> zp$8!?kPcipQ5^R~_-(bKfFlmUL=$MLfO4J69a&q|$^us#0cO{;Dm=_p8Z{*0RDF~3 zp+M9^66hvRI0oR#7bOlv7^8)-TSbmX4oy-dm_tISmq-Hsts+y)|`(HjKObVzNIq5a-}Hz&r|sg^7(r9_K8 z0EFz-O+0{j&fH>59Lio$4xkwcIX8Nt(tu@ZQerEz9j=_`F7$-Szk!+O1ILX1!isbm z`qEl$Bp@|f*y%Jx3ar55^dBYelfuEiVqpt$na|(?$@~!}cH+$JB703`nzi8|wE<*# z5Uw!J&o!$!aDYs$i2y3l%}zG=N^cS)Gl?vk(KmillFQ zM@BnID9P*hI0M&_;i+rh*~8NAww@l{i<9Hvt-gSgc1FA)JSoC=WqP*HnMm2cMZj@O zRjGi(*7mqydTCAZKpP|(>^e<2)t*>Sk$k0032A&|fJ6 z4a#1f1as`(Q+=w{PiV0oy57sIPO4&3`n^C8waA=yC{@P9#;FVI3`)WEksVN;B_N*c zc}~mliPX})D{2+;ZxI3=7S=`QCz6eWR17gRV1+$stU**z1r!?^(`q;Ozv?&iDj-CQ zNpWU+wrH)O1!C>~_41Y=yr#0XcbR7?zBK4p#dm%q;@`&9)0!PsHX$NX`ig15*i3}V z2$@b)lLH|P8!9Obt6!SGdQfkL`GoJhv3@syqXGBmIJa%~$pgHo^arzI?)ze1)dF=@ zPNwCxG!lU+AYFB)x&hsHZ#?Alg!KY{faeAohFKQqU(CDs_%p6(fE*}2c}YBF2sA=zbu2j4LgpufW zwZs<7>k>C_bb!!F6Xq8K`gD`SyRwX6O<3mWEFHU=z!qqY>d*3EvtAO z7g4i#oYSck_XOs0u*v|s+uPRAN2SaW6QO%<9Gm=*xA}|7Gp)I`$fETP% zngS$1Le@k&Lr?>l3hN#By`UZx`z_BBS&Al3(f1?J568bd=oiTVd}%6WOd^3w8-Xx^ zrbC%PoeV_&74i4m-SDnh_1EIM$YY#7Swgu0<8rC zp?+W_XK}0B`8iMTr++=PW9S3kEW&%*KwTXHJfwdaun@5roa2&YmdV&qLSzmYlNdB* z$&4Y3q;T@{yyrave3C6bcv8L7-TC#OW;~z5xV*~4J7#YE>6<-Pd+3TedF{73?RL>y z5C&SJCMakE!HbtU!?**zQ*`k81`#2Eq(Vpp{EjgJL;2`%UohJ0MubDQph$&d@%_pn z5^<=p8JhA?hqoLdx(tP$^M67)k9nEFX=-zrQj(b{$%TtPHEmX?SSk!w!q?SYaLY1^ z7g$LGa}Tb6zgL#8^5P~-{@!^(#YqYZv+rqIESG1!=UeeG5sE)2b-V&QuUHI~Rku(t zPglZf>8z7mTv{@^*}-)wdiBondb9wnJ8VHN;`Ju?x~gx#vexeRtY(?@KYX^pD9g@p zwE>fXW4*0F3(uqj7M3W8rjQiYNtK`;?aT6Zy;?ai7A}o2$)_VNndIxBJ)Js;Jyniw z%$`T2syf9wdb)rVWqW?D^ca-S68;ja^FFEd*L1U5_`^%FmjSzgE@)n1ld{>>amDlD z@`yKG6}qr-5vx|0J7lHnlyO@Dfn8NBnd7g$yXl-4a>G4d$E{r5WvkSmy>J!c@gpbG zy*&1pjv!fgoS-M4peawcH=Os|7S^ufg)g@=ez0DG{p+FD$j9U!hWU6m&ul{FjtJm* z8VFG*botD8TibbW0$JIut9!*n98^rAf+gynf}IDDr2?Lv%>>c?v}f$ZYwV(bXI`rs zMt;tdO1tivXR?q6{F_)xZzy#Jr0ek1%M(YFj{W-PbOL#Sk;Q`l4cSBUATCzt$vNk3=b!jP)uY5ZDa?qI`g!B z+mm<{ti3^j;zJ}n8Se*3P$xYa8rFqY1p4_X2b>c?5(+#FH_D(Pdio&ul2}3SID(B1 z0K4&k8zn$?WE-B9)x-!pY1Ix*y4SoKxVH~5&hzA|Ehiok&a6eEc z(ohMdFdp%U!7n)8k-GucKwa7CFpMdKVCA@QjbsH}t4L+&MG#Ovk2~FPj&5!qVJ2u6 z0HZF#=}ZNi>VWH_s6J8GQ7mNtfLz$sp1mlBJ+ zNOMERDx{!^lL>Ai%uzSQ1W%BaYvq(e{V*@Mggbpxeg^;{f{~$AO$d{8){~nwS?LAL zus?nMrz>U~ngNjl54cz$&lCni0gN;CmP&zyFd9iKB$lOY^d|g4vS1QU zm{Uu>v2pBpj1`Y$GXsE#w#7hpL$OfPIzjbl>GIkvw zq|{x_b2;ly^`nIWQfPkAIRScI#jBALlFBUWm9O8PHwo2cTKRDjc9i96guevFy;id`>8m-41euXK<;bbC%b<6(eeaKo^PUd^oWZ)fnfdx1V9*tV8_@t zKk=u>)E9i{B3X-x>1wvQ_5Hle#V?^hn8k#}NG%J%V zcM=y(1_@Cwv^y)ErJ}aX_8-0NFvF<5dkRN}QgJ-7bCM1og-8QVCjnyb9D{r_jr>iv zn9vz5N<>xAp|7D<+L7< zm%>mU{qU-ajPUt;+=GYE^mn@>EW8w
mcQm8-KlSBI$Phqs$E!VyD{@)cIRz0?_ zZ(>CNMF{4P8nSi$iErgjsb)STpecUpGR5na13~KVzlI*NL_|O&?2Qf0N{P!msr`Za2Z4DfJ?qUO!`rA8R~S&dNIRD909aMh+C!sz!hnrf}-Y` zHX;QMj$mw~Y?nMHMz7C$YikH)_8VWr-|2fI!?fgY7$|KWz&M^HvPvg9&hMZ4Fck-8 z*aS?Tcp)iXs`Np{g@@hO>DqGld@7Ol_=J#Y*uIHBAFJTMpaQa@``i|Xh=ZNfWybV0 zAuidaS~oj)Lzj62Gg*z!WOfgw5=jXmaG;QGT1d5|_X%!djW#d_i}tkzT8cxOG?n`L ztQAM}`8I+vGBsCP9@lNe#AvpVp{dj#5tL_|dc-14jEIiMROg}fxeN#g=7^sz&2tT< zoTRASnxhXvMP55ijYzf@PP2^a{+UPhVQE;V!J{ATk{uS0vy7G3&L{O;=smKuv zDgsKDjRd6+DTYZT09?Q%Xt*pOZyQ_vRRagF;9)?(V@N^vIL0N~OuJVQ#&dC8|Hplm zPD(QZj!?&Gy3X2s4b}cC6xf)JI)8R~ie!mQ5v#KwxG%) z3Qi1cx^T7@lV8I{fZiSNW72?awmO3_W@=9<#%TiD{}j?}VFgu@V??GPO`O2yV$y^y zWEnP4Jx6B=CFf0k!|qdiT7+(O6b+u{%`3IkB9cJk-nxM3J`TJksDZ51>I#hhs5zFJ#FvxN7S zev^vlFH~i#W2yz2MjLDTF%f_YY9Vui&{fmVr|9GJ*@E>3_b_|XFq>89l8_fvj5yIXLCbwWvxaIzbCDa|J_*r>4}=I?we_!;r+WXX~>R1UHPLiRv88YTp6hA=y}K{Oy?AF723SuzD!)d8et-;!)-EJ3$| zta*@-R|+5~KpmrsJL8)~Ne02*o z1yNN{O7c~5eH>`N9!Db|y`kUG9X~O0q89zK^vu=~LJ;BDbW{t}zDOVr?Wt%o@voU! zebu(7=_5BblY#5mso|@N#HsdS*8)nq=VkvYZ)=P{D?9E;o>Fg{Zm@M3gC(Hu zMqmKnjZ#l-Dn`YxO0qrb&~h;{kRl;@WjrlkS@QY?-56s0SW%r#IP4t?#Rnbm+Wr~4 z+h!t!D9esD0V>o*3a>l)p;aG7{EGcermid%`p1x%jI^Ms*(zYEWlG!rOI5zy~R1MiAPg{<`TXhHey+6f&FH0q_tu)~Jg7--nY6(d?ffR9D@=QSl!L z+B61#4u*nTe0TtG7d#iln3oO$oZa+agENA-GoDpe=mWZf50CLAReU-7&(m-PvW-j_ z0*GpQW;i;*icM4#1~jAF(IFk34YjnOGeR<>7}&v^I6^NC64@9C#2A2lF#(8A((DJ| z&(^=BU*IGR4!Oh_w93SJ5hB3_)WgQ9P8pB@0eD<4#`l5HL*Pr(cy&FuuNR=Rfr`Eh zJX51xzm*Xeg7NP+W!xnTfs55T2_}yRt8e&p+QqIoA_Rk#X&McTA^*^J;m$-hF^Prx zLsA^Mg4Vo4;Q*g9AI!>p`RxeBV4+CFK`9z^cg(GPrdyFY!#40(q9_)*eM#W)ckj!> zJiP2so9he>Q~*stvcJxyB2GeyxXH0N2Z1g?B3ldQl)}COx+3*={OpH02NMR<5sgrT zT0)$Exc($%p|K=P!2uy5GaKe-v$%_hX*4mW(qQm3YqqR_=>~)5-pLLfQs9A!o%qHR z9D+OE)vdP!5?_G5t>Gp0H6aDPYS$<`b%F|r5{Zy8m~v;$&H8XJJ+nnK{3_kgMZe&~?r z=dveALM1$pBjFyHk$t4OhO*df`h&A(J$>0t>UW3Bu`*8iA_4#63;75XH`Xw*lk-F`arHMeO05W>#CMD+ z$_&n6SkmKKNb7}Hk~?*B`_syBwRsU4!4uYz6Wyy2{mkxlUVS|A0{3sp@ew8(t0m#M zA|hedIH$^;DxsPDtbMtEQ5OHh5P_X0zDl1Y<8BTbQtzYwzpD8M{u=QvylG>b$(F+? zVZq$QG&dOl$_&g@x$a;X*eQQ0DscTd_&iX2>}340Bsbc$0oYNT!*RUZ8v}6`Hkvo> zyzsOM0WeO_E2w}$nr30IzK9Pxa?FS@5h6=^Q^5t>kWcllY-IBjk9o4NgV%XEwNEm5 zb-9%#F;4w06*5im6@F>HlZO5VNL&!naJo%3KP6Ysl?`de8peUJZ7uV|_A&t@N}N~) z>=mv7?`6O8eyn}9en;zellRRz8-_c(LsdoK4CK>D!eyV(N9Z;gsU3Sp)}$N;!{&fA zHz{tC5H^z5I$?6iD$IqPbLkXF?S*SpRn;!0vZ_4e%}g57mx!XSwF+ zrj8ZgUW%08YZv_DgeB&zU@jjF$0J9ajEI;&T*kbJi7^I%hTrC57@#(o8Q-hLq(YCR z#QoaO3E<_*9cSpiFFwG`!w>Q4XE@$sKL7ogX~dBkt;fa;TOA?IPfe9Ngp_4kgZy-+=w;?qD|*zPkz%y?!N! zhHZTGg)D~nv^VEB9ZXLi9UQzZ0YNI@t^Ku?R(F_nwNQq4j5v1;Tq^{9|H}a_TK?1J zpDn(}^0hS=UdvP27gb>K2hi_x{RFsV;9ddFnmyJ3>rA@8C{1>up?sjsi#qyCJ_$9IIvgR8i=z$yp9Mj~ART?hgoD1h)fg}jCv*4r7u%^1Qy z3GELR8V9;O>|+}Il9Yi8A_PQ1%n)v)X{F#5CyRYxE>QLq&KQqUxDODaf69RRsjNTa zF_rVvdACs#tedE6Cu1d@_IZk-bg6gEGw)WS{qQ&|lbRRBX!>a2@SU{n4iE61-Y2}& zafVnR$uhGHvU&XEpkSLxrjlxd80yYIerV)sNMm~2Oa70jy+h7Ntg^el>MtNUbVR}{ z=mrP3?z^MfILqB>>d2MjaM-tieLA-Lc%Yw);DQG%1HkU7;j;^Crj|>uNMat<0?vZq z?a!^4BPW&5ssENwY%pLB%K{$nUJ&eFV+-+G%&PLsQm&4z-oW2|3!B*=w2(rsq8CRR zW6o>`1P2K?bfutbMgh^gS`8@kn$Vkk`Mjmrkgt2Q(`!E0PCWPwC);A%)>1y}kA^-h zu}Mb$@FzCl;)o$X!|C_VDHB;;JH@G#DDOC~_pTOtZZq3&alLSO^0aXP_lzo;J z@z?Dj3YG~y+deCzAQau>0p3J7YHED7SXHE-8>%9ZljvPo+5#dse*=dd14cLb1;-o|oB3%=9wlKl%4YSfu*ruVt;sio`Zxga zD@uynaW^7Zd07x~pfqNn87&5!XfeVF;hDDfQL|y;8QWA1{430rhaRA1eH2<=dK~li=S9)3z z7eY!=C2|s%ej~PZZ?W+OG=H_!v*1;MlL2uGAo6J!s|D-zqql2wor<+T%0awsYwib4b@Nt)t zhJK&eS$Iz_{jRCClP7?l`nkg@NO^w6T^~bo6Q($w#{AOIPnPh)W(h{ViG1N+boEq3KZO7wuZE;*3Mv^A-2F-DBf;4b zHqaOx`FG{(L>k8NjCm0QTGTdDr&ui=bG#U4Q4< z(-SO{ZTC=;LP%V|l1NDkNkN|;+}p(_9i%A1BQKOGG-WGQ=G|=C>PrAqwBl~TP0Qg# z?uejPQCA;-*iLL>`fCzb?;P2P1ec|PKxUbMyEcv3rIqFDSs8+?THM4pO*ZcNX93^MO`n>R@a^)!s#agj{MI1bL6?`@bW6_BVV* zdOKKl#GftU(PD(>LL*5??ph(Qg!AbyA`lUlk#y<-w@@zb_=i9^Xo}Kk+Q0h96+YET zh@jOTYNI;W!83X~*VRt5BO4gV^*+>+(LrX6&~-)RS)OQsNMP7pK?U>?1Y_GGqe0Dg z(d#uoyGvTq=g%}{TtN|t?F42HcrKoP{Tw`b5rFhE96*U362G*3Sw4Gs5d$2;<;=_5 z>1y%&sFAvlNu=YbC-B|&brBYpKC6q$zu|GW2W&%a6}RGyo{0I!!16VgYfWUqv)oQm zj%7f|C4?7K<`96Q0`=B`YgIuzOnE4nQV0UftiMxgX%tCYUW&AF(o!h~r!9k`nAl342cr?&|?r!c+M|XghsVEG8pOWeI z?tEEqnihmXX~8qX@^X!Pf8&`!^?l$QzG}!1zRq3RHQ~($KVRqei%*F9DDbpaeFhM% zCl68jah%yXIm~7D^aXvh3=Q~E$dfo?Ag9i;Dg>Zml@0S{wGJChRR-bU!C=`awE(?C zLY6-?bJa+q^LUMtjRs5?;ENFOXr{rbf!!%%fP!9UrbI{3 z1cJED$N0zS0DU&7fh9tXe;(TjbsAYIO94{ur)uuy?~SgS^*5j~=`!bD-yeHFz}Evt zec?0OVsF+O3ceTbNh4xml*^j`swfgaGfS7_{Pc&#Xy0G*dQq0>;a^BGAYNd_^TvZj z&CaFol2h~=ATtIxoZJnqt&uYbd9aPJ(Zrhqwr2P4uS#HQ9f_$J(@mrwF^YxG0rz)p z9aA;}lHFn!|15kYG?305#u3m6oBs~GpqX0bc7dDndvlw)=@aQ&n4ugcz6I|`j`8Ot z3(p%V7P-vClE5Dd>(v(QlXVc8G5U+i=g_(hiLFHOZM9bawPUHcyP z!@?uCdUr>MWOmR93;{tc%F={#)Kx6*pBxpWETnC#QIwIUF%_jGBRN1Q<|3mQ|1I~% zk%*8DYVoRx0+(B>rt5jw;GY98sB5=9cHI&-w)>_pvdm` zPreuS;!c>*AavXgh|=Yotl%JERg|m{Rg_reMq!o^Qcji!ET9rM2@PRHq7cvYKiL@& zKuQrtk_-fMSH6S%Q34m9RSc+7xTKdAif(r{SOt7thmODo5oZvrXosMP;P}{|a91&R zc~}axIi*ZT1iR)|YT4?r!#nAm@%P|dA#@CPyQ}kD=13#!PGRNYNF!5MS5ug*-1^|H z?L`ztEx;HGDFPs1pkn&3IibCyA-)<}J4`Yp9nxHiTIhoqF>pGY_U)0boGKdpf&^rp z#$G7VK2R|)lqtXRe59UwGy();0vCN06j&K_U5&lulNi~A%d`G#N(B5~T^9)1pfdmA zrI{2NWwM_Gss6Ln`28G77kMVQ-@hq$8RGt*@R*GyIGe`I%}{1QlW8IBU^5PrD1**Y z2700%`SY=P~juWGt^ltQ7eW9Fs?v>^Q8q$nNs=%4^IKko)px&Dxmy zXD<)|tk#m7Y$3Gizc2s1JYzdYsv)3eUTA2F)`q^aSk8}ZZ304_y)Tn~tNZsQ3xJ~@ zb*F^VF7P1>SBGzNzqb4>S=evf<|)%~n}lzkHyv?yT^7?12aaf5y7JF8HLunC8uPl% z%F=GtZUF8S2q>uJX+}@%2hQwuy1bE~(9$0*2*%dZa2qj-7{#-0^dK*uu9c#=m~KvP zzk|ib0TSJ_i7*6bQmjjK4{B~8hlNu3dIOrjm=c8h%Z(h<76=9GC z=}L3^N{=$JD{K3UUUMP=xNeM3W&b#RVQ24P5|GnD(hUeiCXN7qC8#op5Vh-H5H&&4 ziy;QU;eGqS)yQ27v*_gqQL@=`r|r{vu45-6yDzxsh#Ns7$R`&YeOf#FOa!j~<#p~F z>65U7J?OcrWJIZ#ctlLCe;ZR9T6=xbIcBQrQegW0`B#z&H>Lz7>Riu`Md4?QJ^@%Y z7?2Fos41WhR)int7Ud4hN*7Eza&;_1qXdH}DO3^xNCZJ#7aF2?k(rJhg4=#9CFK4t zB;^tuv!d4+mb8A}4haS+wtk{DdfiloMkodlr4%Udayv>iuh z%fZR@7%&70lX~?19OUSTomz-Uw>jJYuNV;#sEKd2d%;S6f`Wv@x%pP=nmC-0Z$^H;jJ=u}3p5|dzS3mC1q@_eey|IW`YT&*zx`VN@h{-7~>zMlT2|VFf z)Z>CiP|y_t`-d$5W_u3m7j)L=CJ+kdW^a+5k5ia2<42@3$VkEf6dhDIbcwB&WrKRg zUzWgHT;Y-0Zx~2RZMcg1!WfB{ZtBa&F@_OvP$NrK%&J|4pK6aXlni`a`OWO@HgdJH@DsEs37#&Wo zmsXd%K7Y=gA`j2asJsIbqZ2y7N+gWn_FTA zvsXK^JO3k4yfJ?;WH)klJelW=SyF#zSDaPmYA2ARkg}RIR19ANz(LXLjfrg}w63>Y zMOjxRMhyA#VIGqH&waiHfwM91s)~v*G?Iq4xg&^)Ww4gTk?|7K5o6JnL1I^SJZb81#qzX=%ve!a@}IJN9d%i5SPq}Jxf zTs!8-f`t{8EG#Km>$$uhik(kggIS&suj5|Ne$z*)BO)vg>jCw|(D;SR*?h;}0Ku_d z!uX|G9x(XDq9OzLk4iv~F%Xf5;$C!H%zw91!Pp%K{haVEOITo`6+)=Hg3%~s3yL2R zdV+0;!NN2ee(UNShv5JT^@t#`U=jgBFu@{V$Rq(H`FllY!i228oBK16p)D~0fMfNha^TD|)NTfJeu)m39))mQ5l0;7R^!(yg z)$8aU?v`~(mn}QQT;=${9=XsCS#Oovd4P~>e_E#ACNlF(Ih4N%^xhX>VP5y&j6TVr z-4*}us?hs=0zie3!(h#w<9iZOLl}V=(L+l?740i=dX^H)3gT9k0k5f_fh#FZ z&yz&1u?ZoYbApon%cJLQ&Bee3oD==*?>z^>(BTquGkH3Q%fXzUmPv+HU$JC&Ob)$u z^Q_8-Z%**x-OU`tl`hwpm|x91VRiZQX79_Mg)0l&O95OQ%w~C!+ANveUEIz-o=Y}Qdzek9N<^f~(*fRVjvjQwKL{c6_( ziY3zI1?ncqNgWd*!kChp(|jm!sYOGWu`IEp0^KhxMJdaMjCevAo`;JiT6x;QXox+e z6;csRq>ha9{roQd&xMgd&AylLfZgYgG5bQi@w&Qj(@zF4? z3uJ5rg7CqDMeHYG`0aq+bQo4ayZKVEI$*d502ROni7TuGL2wq1B1tx`L{zbH!BW$b z;o023_G`ARob|s#Yf=NQu!g8KhvvoGavN(;m!=%*`&d!cC~YZ&W}%{O8?vcd(wbF` zE!?2<3|PVLe#L#$I!nTE*A}E0!Gx(}0{#Mu0)(8{!tUBj)ERc;Y!cP9gSlr!(2#{j z6$FMN7SVu(s?nih0E&m^&Z0sGfy4MLAn)Nt<+zd;7>xr7Ai5@I$>$}aByCY2;u5x= zP0`^jboF9~G3B4PT}Am-t6!DXaGyT`Q1$qIskG-^w1b)J=7{*mz$DGsRW0kh0h}A< zpDy07PFHMi%+cwwgkrQU^oV&^W$SLXZ6M2lxrL9K=Bh{qpupYa!MN5NuZuw1o(Y>{c!Gqr^7toDdR<1?{9Cf^kxPLi2tVzC9AG0iJSTB z2LR$GS!>Q1MBsfY_Luoy9j!zY5hRx+>}Y@^-+lWU(Gt{93sKZB{8`OB>!UPE*a7-B zflDI1jDwOutc73%tpno0m!a_lT4*icG&cvjY*|M6CSJgRcJX6W*pK*Tui`vsdwp;K zp8-^M4lM%yE1ZKvsla9QV}Cj_m*t?YsNvFly;b98!O%`t#)QXCs`jMi{`*48B7&{X zet89Sy7Cw&cjq2UH z-GecU4pgn9KB^iDh>{WENlIXab#4O)*26;}`ib{w3%B|>YA+O1J3ai!SzVN)B$v^u zF_{#G2;!z629cv0%-K@)POn>Uo6U|e+CXGq#R*7A5;IKrNd^T)DF{3VJ4BJ6_d`>H z!D?Q5RbjP9N{1* z&#Cz+d<>Xnu$(*)i&WV-LuS0%cyu&Ph9D54`!Q9&=s6B$+I&~A`|t<;JX!>8s=H04 z1Q50BzLP=7KrSrX>q9}<7@0>ltZJq~Jr=ap3^n?)5W`_AhQxxUNM+$GDHjm_lNdME zYvs&h!RaRpsHEE+M1gY-p3S6yawAr77v*rxe1EbL*!aYH*V6igLiHw-+Db*OU3^Aq z5k4nxk2$(lAzv`H-t^YLmqytmVJ1Y%9iLg!$ab5)J>#o{eAi!M;=b1?r>Z2kwJ!{+ z2&#>|i$$m?m|uii#Ra(-47J$}MEr8Xcb){D)cy#RT$URL#hzXryB@Nmfoom`;RoA* zF$~)^QX+uC?GY}BO7;wSZDKY7#YxxB@xpGq5IJWIqKPpPH2E14x;MX0 z5>%Dm>9Bj^o0|v@E<2D5(5MO*So*07F@6pTNend=6OIPWP?Q3Ks;E^gtP8tx5478r zv+?jDci0KnnEc8AuPd$rys!-?r3aKdw53Ht3KEvo#v`4j3mD^UeH(WD7H6r#7UTHG zrf9)1iD*UHw{5_%!Q25h$0B@wnV>JNP*2N{MFwY#i4j#BJk{eFScui=H}Ale|0>x7 zZ^DDDLdo8HpQ$eY@z3i|TGmTfo=RrKV%NzT8uDkqEtn-o2>sZ7VLwR3M3r>JPpe_3 zQC$_fh5~sgIh1a>^a6OmN`pu!`l_Tvr&s;c&IgpBZ5?CWpR1AIodT$Vf!iy6`@iH) zTT(!D8PBDtxAE9W$)Jwsto=R5SHha?ma*}K56H=Z1zH=c8>q6fN7QwcOYlqg#t$MVsxv3gkppq9{7h zo%mZq(bZNWBNlpf*Gk4slHqGlQN{Z*J+1SRBN_u`Bn(CRYoxZ&Gspw5cC#_w&rIthrs(j!uQ6&2tjWnw zyDAboB2|0dXChalUK}gR1nM$emGQe)aosK(*=OH{cK4V4n^B0Eycx@)RjS||`p zzPf8S-rI`5@6;6V&KL27pJB(r!SU5OQK*enlL3&&C60UR%%o|A<<9t@t09?jJwUw4 z!d*Y>$O281vdkA!@IZCC8QiewJuY9fThe%I(&|%kIfE(OM^E;uIy?zELyA6n@MtPt z)dH~JueN33+adZ{F}YF-rnJ`=a8p1IkzI%ELkJ6PwxnCe2 zP>wqE06x)wk2l2XVUhDsw2ul?U8C9@oA#F!JjX!=j-Wvh_N^Ed7p4uNmOd-GdL5l- z6!e8fpEHz8x~$^fv{-(9LN4`)uJ3lk|NJHWk>|-(l*)Vk5#wICmm5#g&@}#I*5?)oo%~0Q?0Hu`#lz2j3*hbsr zp8JQm>?{!<2aP1m6htduk}G)+noR%2Wg6AI@$wpR1in1;D=lpZ_nUhZVTyMqMqW^w zRv$EKo;EjkSKQ5d#djsz4atBGQi!y>mL^%U2?}M@LD8bAz_R5tUGz3cmCVd8Nb5f| z32_XT3YMVpX7elk43(-W4Pp%lwZJsH7E#jlC*pnMr}cO2!Qc@bCv}8qs(v)^2`J)l z$M(98h&(+cVu>vB(f*zeqNe(i+2_AY7Wr+zmW%w_loTRWPG}~MtbQj;Ghv?l-PLaR zabrxHPf!ot-o7iS1_m+(?T>sNaPax0QbKSw2kUceAHJF-47K9Xvq=c_Y?GS@1M6}? zJw+EJ?*qwu>oYITNrI^B_j>-rDlnKAM7>fu8ZAvU*C1`y{Wj?lC>=>MGC9y5sFy+O zVlTg>+6R?UI)wwqk-=~b_&leRvs2Mfh_7S|(ff{>%gh{p_voQ~z<(KGsA0RZ?tr zP=j{_5_Zf5THfQ-Iva2g9z)_)W>l@s^RKzU7(G7>9!4H|{Wp3;lvKY^yhK{6&mI&Ff=l*bT!S@SklMaL1V&g>%}>0kMOzd6uS z$Ux>#u$6>dbk{=Ju~GK;`{ z9qjrp5&Mn{CA(ex2v1>;$i!ZyO^y<8tU!RxL)5niBq(2=buQa*X8VcPpgw^i*v)8Y&G@R7INgLEwkoeTal0uA`dB{4Ep5a+iKfV5pwMN50moNKq5e(TP9eUmhr6-&_oab z#=$F&UBZ=>PU}?HM3twldwMS&q)4C+{du{@!(aX39bhu)5jXl7kSX<$r@=ZFd>EEn zvUS4*#^S;5RG`;7mFqPl?2n%KUoB1&*o8PHq*;Rq1`j+qIu3&(4`Bq0nmQX$QSv*h zHbY7CX66DB*Bz-SX8*XPW0uUOG?)E$p@;C*;4=emqHr z{+v5i>fE+{)<*m3;QQ;FZhfP^w8&Z5=?4ygxVWv>>N#@=;P+#pU_vNKu!2|&tO$aR zA?(0lH3G$>bj-5W_st*-i~cXwE$P`K%YF@vohuAIs3HP3SONobMsDM&Z9+(&S9kO| zGwD`5*mSKko#!*zNQT7^4hO&77d|>NXY|=;!otccd0OdzC2$sw2nfuC7rXKx2!Wq? zJl!B${MCQVqI2BHeX*0-FgKf|FmGvucL zlqyloxCBrLkv)m#UT5v_fCW9pm6q68rj;<#Ww)Nhf7fwqA5PQbKKX!YegJLvguYnQ z5z@MCq2Ad{);dajEU&-&Ng)v?S{|pK`(Uxv2+)237J}J2)_neX=e-{h!z`G{lSXiT z57?4tp{Z#!VF==! zY;mca2;IUnRmhFor&#j1A|o;ib#TcaiN|&Rp(4T0^^dUoij_FCa)SB53TMVo;>8mM zKC?J}nCLLuA{^a?>A~d~A_cQ5L=a^2{RMLA0h>GxEhexuh}pO>%sX`sNQXQ$?Y99;ee8(smXK`g++YlN6g{=Xl+{+uYoo&9@zeLlYJeXGsDTFXPHs70@Y3 zN4vg&g^q-cPOXg4Y&=v6o=nzh`Ft#1tYb|$=sPLr-UfO!`yI=LGhOy`N=BORD!!K_105(GCcmU*YJDqzi za~w>|UM%f5Y$HdKOr#7iMt-j2=5VIRWMM(*IfycK~M{%QaV`%OU5Kf zgOUuz07Fj2g+i38H(tCbdG|$jL>imLEJ=13FJ91Zmly6ph3!6SOEm{g&3M%GolsxN z?a4J@Q+&g$Qhs=6ZBvCRE2;)u2xaN?HRRWL=ft)nw1-EcK3wF&k!Mu zMSUMv&gg1iy^|{-y*z;sI>kWML>&&?3>>bN==wOB1&0e9wDYpf>0UrR3(3rLn}^6W zlk^T*{j5Lab`?H-Y4GQItpv$mId-9s+Hk8kVHuS=)ObKL8`$fbJ9 zQ#34gvY~1yScyiWD%3oT7}sspzTPVO*GFHg4@=FT{B9_Kl!%xN4?angNBi`SW_U7=Q0u!Mabw1D(;4Oab{A>7j)ohs zj^E6=726w4#(FCh_)6zO>UXd>D(~J9O7$#(L5djys0cGD0Hi~sLLlg%5sf8KF$9c3 z=^~E7j2ODpSpXym^H?Cw{hvLhAY5D-IrB4)9jciv*~pOuj9Z~@iLz;UH{EgAb2xp6 zct6!9G5}`zfAj)kZYf{3P^9?4Crt(mF0p=XmSu-DoR`ac#Jg0ArFgsxsEr3yDspW? zV#ZV%5EUo5_5DvP!rg?o+rVt7!L+glj|rhFwck*H=YgQRcQV^ouf(8df0c-{^f0sO zfg>~>{8F5DqRc~=dhGtH&ap83buG^$!bTe_lW0p`eH2=UWCTSQ4=^wr1Nx(hdW`*5 zdRmv7HZ>q);r6g2mt`4>%WtSbsC8&CwLt*Cdtb%a)yzusKjEO%HU8Vi@xR3Q$AoV@ z42-3b5Zl?!;*kSH2q4R4NS>$}48*pgBo>ggaEykM->v}Znf;}paFEP;*+7olLixVN z`gE0N)gjp({Mk6yBvd8BA|m8OHaULaez5gLqeMv>^qZVafICph-8KH4#pPKM2b7>ymjoWuj^+ox-rbko8cUwmWH6$Q`l8h<70atd8pzVnmQHuDXnjk>GyTs zV=7rT{%JbZw4C4h$_v2Oc3Kr)m)7#k#8#IWZ%kT759VIqk~c?x5M7~@fOH996o)PJ z6T{RvaWRXeq?#^??sSz7Wc65T#()A%);4%*wARdh+8~Q9P*v}Pae`XsN4L)=1OW5E zQfQHoiMY5AC#8t>$DeTg|_n-+U4Y_^@cFK2~QlAu= zw|ce0#$y4`M0Ji+ud{P*Yl%F5|A9ZwNvra3h6dmix=^rF0(65eKw;ua-5MZeVIobj zn#eV$OBiQ8cvgCN-7^K?6|}OTl7@=x7zTORUSa-hg!C`T_s2sQ#{xu{gh1rwfLB2& z5S-)xD?Tf|*E|X&MtX&X>4QiJ3dUTGWbnq03pUY#yX@N4kqQhFF$GbDs5A_P!BPLd zm#*1-P10NIN;8Y!i;A-&YvJD_NNqn;8+n9=12X}FVrSW6Cw+**yEyu#OEkC*m70)Z z2%Wp2E@Q5R5Ne1nfZ`d*c~>Bl>B~Q!=!adbm+HQPAr1!Sb5$V;!!QBT>$O4IAi4kC zgE`$dLJ`-+F$qyC=wpLEuq|QeSXN#$J%ii-uJ`$07br(Vqo&W-8MFm1O73BUOAvB^zgZ2C2r8zs zDX20*vtQ{mJzG|gkVcC7_Vu=7xfe7IGsuI4C*L2ma_fsO}jsvZ65kH#d z>V(X0^)bmWSF zL?DnT#(NGxgh&CV*WUm8;*;!`ydG1ZWZ*7a*cI#|^oc7iI~62TU}%~!88D2!Rzj?dWC^;3nKgO&^$z{-hb5&|3(5VD2=*H19kC1a=#u9x&&o?kJQ zWE^6qO*Q4zNA1O2fchq{s*I`AZ&wv%_pJs}8=(#*ktY1NT}UT2^~(tgRvDF(*?)1^ z;z?e-2aUw07rd!S6P31firi@qJNi7oU-()hWs3$E6dK8Zc<+O)2xXE}*(8ScQxYeg z8!d}tcO1o?d$53#!Lynou4~96lb80n3G)_WCKb>T5fhvMMg~9kbedP3vy@6s83YyC zB{PjD5f)JTz%c{GY3k0Bo#LD7t(HenKI?S!9v8z&1U?beUOBpj;V+t;J8TQVJ#4Cl z3Wd1U7QNPvDU2OVk_f3RjcB642|Vm=vvqG{qNWkKzD?ei;s$2u3i;g1U%%Sr zefq~E3Skv`R#&P_+^Z4fohN;x>2glH>xmIOegKY-a#Q`eGiUkJ3+|aSEtRt_K}!}0 z{^ur80ktwlcJNRn7@f6|shBr*gls}A6=Dw)!SsLpGe}^tnU-Yku#g7M?wkSi0*U8( zm02i=-3~wEgin|5OwP+B>uY4l|G>3rjAn&bp5q5m!a@ z&YC`MEAfZiU6SLD-R!ZxaOMp;MN7Sb8v>JJc&AxI)S9FGeGZV?a2cN7|y z&K?IEsm*=m;Td2^jAAaDW{FybaUS$?T9v``jbot1+eaM_^gV7ISPZS=LwbMQDaz0* z3JyQX;eFMpEOUbkxlqBPjV3tgqox9z{_3{`3`GL0L<+;6qkB$+xpR|X1>v0^an0&4 zfB?$1AqUPCkVD(P+-KgH1@7he+N0P2AJ8}Ty$9LResre16DiD)8I(iyX9?YSIZpzN z_AjzMnXEQzVrn|c*kr^}*cKERh%v@UN%>%}I3I+60q9pl^=epBz7b0YF&$^vqEcbk z!um{(qTv#>aDf0%)7N51ApE_agKvxj_xC8LB@@}tp``S3K316#9TJX`=U`xrHs_x@ zPbjdl7V$yPm8>s?=-=23P9u;A0i*Me5-Zy>0{sfGBBT-rivc4jF|Zv&;ZP_SRFb}j z(2b!Q28GwAAVmOT^St~dZ_J`#n1&jbtZ4*`nSc@yA_FT0i;4{=ofZ-4)}pn*D!*P` zSia-~&>YP7YkAkdyYZC|z&3}W0mxK2$#3sXWsH+R7ePdsp`ZQla#_{Kt1a|Z9=xuw zrH=hCZ}%;@flP{DMHzl&n}7yrLI@EDkV$1=$}IIoARuBtsh1+bjfXs_CxLS8dmE13 zq?mw`F@pv^$DB#n52q+P?h!MP-uVs+Y-~y=&V~}}dE3zc_Jj>xIYy0Sj3AZR8od*w zv(WcMpFus{K%}1wS5NzRKPh1aI4w2GN^hN|OjA+6sk~col$&d7KGWNi=k{rKRJY z_k8goa}l6$C=tOI=)toDd@m7R-9i^8Q@q|B40KF|4RdgU9DKnLuZVyUI6`nRRO7CD zSHK#WU_?Y&CHm~1f8&io3>qcD&kv(F1=|oE9S#gpwK>{4fgh^8y>_7S3*B;9g5Lts zjT$9@jcLY;G{_{pgBu>hvAV01GyCNz0FMpM((=~L3^ov9Kon3Y2P0{t5!`y;Q_@>6 zxCL2{=MRf&O2GVus3G%SXa2a%-@TRSeO?>`=T1<=^%2}bm|s_^$I(i>QbGm%Hn`6{ z2;Y6sJRPY|2N-umSmS%OKVs`9TK(lRvo3gBLcI8((dLa@% zpgw>t_F}V})?2P@09Fe2UEclwQEz5$75xAxid)5SSb|9ySaa z0~-Z;^tq-jYYnCX72XdAB1@lpXV2V{`jc0h3}?3MAzmn%}|)Fz1JiePZ#`r?KYoILJ8^Gou#ytgl5Vp$ARjbLP{J(-}! zB$6`Ah_{3Y0>B}Nlmzn75$d#I_ePyAQe#Buk_aPh+RB~1OiVjUZJ_}F{Zv0_eH!Wb z>D(^UyCF#R>H<_~odX@jK>Rzy;wDn!_%GbU{-P7o^L@_keEFYf<@(4|f)u|hfHN$} zDoF)HG_tZ;=ysK`71vIq>C)nsn`@0XW2Xas(y>P&>+nZ$$@2f^YIse$ilPT)tMPms z$LxrkVep}A5S8W_Ew@Cqn;OkW!en`8IX)3pw%`uYK~>i((DZy?^j%ril!E03-;9}P zWO6ncHkOfTX_4O8Z{Ryr#XJR=#Ne(J1x#}97LD|=^RCg>fQV6;5d@W}5fU;) zh_uzP?Xzt5)N{Ftg}@;7i%Oc;Q>5$I5SQv|cn{xHMrW;CKJu_;ED8wtwV^D@Xp_Y2 zr~7Nd_?Q zJtz_K_w?}LzEGx2DD-g-H^j)qGJ%vWJb z(0xuM6@+FvGzRa!Ry&n8l{7qgvE{AgMJLpKGJaGf*PlY`=QrkoiHqFvT2DgHuY3w9 z1g$dHg;^K~rlmSgPwIkuSmntHbAvA7b%Ov$T4Zi;t{|hT^FoP$L$-ev6%ady#t7W{ zs!B;mLxsGX`maUiIzcM=m2zS>Bt(qnF7B8`EcpuY<*&VC@p)T#bT~9bz*c3#r=HpuvMTTtURCDp^i+w7RG;&AD(XK*U`XfEYZI zlmhK71VTs^4q~uK*EaLI)y`v);0!j2-3|Lt{dd((Mfmk0;#C%0&M9=-4gRwaRe_wD zrJ#F_B>5%kmalL{Iz7adpj~go2;a5VV)56giHlPEWd`d zp~gRJ{Bi5AvFQo&%pnd2jHY?s_dS3ZT~#4S{(H_8mJqnt*YJJr)f*l-SDp5nLesh9 zGR~zIK1PaB0JF#jyPk5xH_$Mx1s&0(8q^%w=GqL2tnRj@HlmlwIzm5$DWxYmSspcc zVjk$C6lBqYiZGsFgfd7#OpyjZUdfltIJy86a6P4=BP`Yqq@ykDuoShO^Mg}?$EUZM z&BeM>R`xr-&V{yOMi3VTqZl>fVJSx($J_71Mn*X7q_F!%;2iy4_Rp?_49wn)q+4jA z=b6hn^*e*)<~kx^3I;8{<*^3%U3s8t)R%*jr%10$Rj%;k z#&syxLqK4BN=~XP7(BGI7|ZaiaW7*doC6YpMtEgd-Qn1MKP3@YW0YxYWh}D_YGp($ z3bAV`Aj2xx02z8X_I>m$3fIH+nl*dm=4vEf#`bZO&4iu%Of;Cu)XzxkB*0F9vRZ6j zBab2EFe`-H#HFb4DxL@wFabqWr~JIr25glcV@W^Z(88Wv!wZ zdoe9VKrqOtRO>5JOw>sb)EiQQB$*=~hId~~peR7b#=^!0vKUfm1}ka8mR$F*g~qN9 z;}@>D06U7#$bQ>fk zOXl3I?INCJd|}9+2`09JMZqVJIKRBV7AgpZGKeTBaHfQrH@JlgW{^n$RY0o0Xp0K4 zRxr!Rg4P*#i_pvwk1_@!GGcH>ovD>12qBQt%m6%w#MEuIlRpA_@iKz^hkUb-1#z* z5?=;N;RqR(i@M@AIgZcac@Yk>>)X1-ArrIOo(HNH*gF-tH`Q(^IUK49-Mr>0Nafvlo>=}4i8}&B5auKi+1H0R19Lv*%xM* z#p@a+q2$uRIVOFpL~?!%n@J=vOX^4iP|3Zi5gvWmJx8y(>4YO7o7ECU8wBTQ==Gcq zo&tY6^E{F{T1;d;vHW51={`1hZ@K9SsRD>i0uHj=+D~B)6!|F4Kb%z>kx}gisTCPmQynH^6CU|QXnS%B9?m7J>!au%KtF(}MN@0b) z@DruB2jUX55kcqVa`<9Kk>a|WPgDfdL|h^wW$O+iBQ3LElvNx+<)LT7_W_9d;s1_VW-6^1y{l16SOgptk=F`J}V zAf|>*&fu{7+&B4Kd1*qOx8*b=Jr^NMS^_c<}e>Ev((8 z5sQexRR2olcinY?U$R>9BX`s#d%*nqZwIwDBo{nU5sXDnARS{^UN8^3~v3#W8$0)qP3OaFc2I3}xQJ^l`F z%Bp$%>jcJ%lJ(q+PfzkGInwh|5Q4S&V*ECTYv&0OQ93CTUjb73S+OcWnh3W|nxKY0jgj|0OxQ{KnmKDiF2?=MU=NT_^B&Ifs| zXAUg-)7_}|ZU`JwinrtPq~EIieQWZ+5ao=n@A!)eRAf}nPzd6cWzP!H92((Nx6>3U z1A4-DwoAIh8mWFlxrM?_9}h}^gw_M42aT+vT18@lz1 z$B(2)!HOx%EL{VE4q87STYS5ghj~nB)2=FjxipGbogPC+X<`!SaxJQ)N;wtkTap{* zn;0#{$P=n27-sy)V+XiwD+DY!H57ROacDt;9oFAIx`MF0`15~UA&r=V4j44>828{w zbgnq)&^hIIXX7dIUeE{O;L?0QTiQgTBm$Bju;JjMXV(ES8R3gLrE44iMnhX)e*)qf z3|4^S*nsw93tB3{FEliRzx1FU-cS2~$*evv*85(SGtKw%Rs1b>49k({pI&8T+x^)R zc07V{aR<4Hy;+uM73>tEiEl+p8!*jEHzvIesmrwI7C!`=X8Chm(oO_P?BjOrIb$c8 z>1mIe2BqeZs@GBdDZd4AM7^f; zs-xiDIaj!}ZpqKEJoSyesQ}uEKSC?x)_No)5DJ1>Hcw zT)n22{SV--fy38jW7Vb;qUd7kqbQh3Kw%RJ)$@8V`{B!Hj}|!R_%m!;?iGa>jFpH1*C5F&ej{@WYWzVEt^1+pvxGZaN^Xz7Phf2B0S(QiC!{4 zTo7tE!$Rt)=0bh*mPlK&p^Cv(-1#d}vEIio+3sY#-OY#FXufg0&6Kc6j?Py+_s(V; zusK-WfVop7O8&6X(zV7BRtvqEVN?r3uz5kDn=N$VVLG zQ4>VDmPefTnQ-v_7m8=E(N#P*I7X8~fyx$T{7dgBO!d5N9PQtVqZ$Gr)d3Do!@^-f z@HgVB7%Z|Ugo*{{L=_?%wYD2Zi%205P3K81u)A$S!qz~__~G|2dG0DK*BW0u>BG$e z;yeiVK)IKh24Df6&xb>oankNc<3N?F9^p!}hLivwj%qp!*D>mjpq)2#|vI9zKin!dvnZlcX9sb>bXCTNN z{DD7~W=}_vCS;=XpnpXs^-< zCmCGtKL!2`1PKFss15bA`8OiOCE9UZM*@!&=5=-%c07t(EfCr$tP~7Yo@urmv{`Y+ zGZ;VS>kPhDmVOUJivlTsHM03MVx?omv$hg?89e8B)&9HhD(}YdhPc>gf;F@xJI!*- zvV$dx2Q35$F~%aoU@F8M14YvVV67SDj6rcE22*WWWCa`s5D_|GRr^*>#SMR31Mc70 z0wsLfd(1zx!5;nr-ttxXuY-q$%wO9@yBmcUUna5c`Lo&^wdYbjOv}tF0%9U$UR+;( z3h$w~1d73Q**m{*Y^Sjwfwn9t*1Su)ATU%!MhbZn+-k8bgHd2Ma}LtmMp{7$Y8k)M z787li6OEHSw4#k6I}MHgzY)}Tk+#+D+?Kw7xa(5kLCidTMfaYK z8JP1uNl#{jszZ;1;h*H~{*rZOSs(0Jc&cL$rG1&*`OGJ|9m|czC5OlCx0}%F45Vwb zB>1@erG}~vxKA%>N|&{l>S-8~t(S!$#d^RN+$4|dK?Q>(f*`2YPEWVQz5>o*VK4zz zIrUBvj6sABi4zbt9Q)S!%IW^enr|O*hLaGU$4i9E@{1|#3g7!_O~Ec2qr=Zg&pn72 zuv`GPH--uHtfxVMaLeNy8x>Q~R8IzVf!wN7$=(r!aa1RixCMoE0xCX4!jHVZv^CTf zcuo)D`BZ>UG zdp1v;GOi1cAMk02_;8`4cXx+8P2j3weH!pS%PX6qC<|-|(VL3DK9K}@ah}jGw=yiKCQ7LGwL(p))r&b3Xfr2(@OJ)!dgw10_ zHLD^7Y_wsfO4Eu-Wq8XoH$pWDE3fR1-3}@ z`Qy|(dIl8jz$tN3t;41u6@#nMjsXz^f&wod)&MD!Q;bxBn&If=lBLNqpyw#IJafai z#FYGfiynI3D>6Z1*1n9q&N=JJoP@O>z&aMa)>ad17fR{Upxb;#x@l(wi_G#S?oT9}Pj2oL4bJ&$Jq=Y>x zds>kPZ=~{|7v7g~g;R&ygMjVOKFEJnz>CjDA}R_5wah6&!bfK$I*dLyMzh?m%za2= zYUnV0rM+Hz?bvBVj2C3lfXrJ~6tbobksu{Re(wH;qKLq69nQRAQ19%t{@v#V8%iUX zc;`jcB0g{;#UGb^06L88KbaX=gcu<1GawO|K|rTDC3MqLbOZ12G%siid=C4*v#wldk5 z?h~aaU>s06#Xc1~1*ex%F{R%VTbAn`Oc8P_3VRQGgi!MP?9_bwFJP|C$EGeOs$NKeI}41j`0tYu}&BI z$O0phcJfOn5^OP=vr4#Mduc?lXIjvRWL!?&y+x#s*v86k81Hn~p>@%ypyxieSbVni zzg=qn#C@H8zZ6Q}&GqU^$Fji56m&j>deb8P8%oCCRlsoMP5fwHoxP3&2`;qesE*WP zqe4Y+5s-NI6~eHR!~#5Q_cs2o9q}&Dfe`Sj#lcOqL%lEQL4v!^&h!2yk*||eqUN(I z#}4+jp7Owmk@-5lC+_PXFDnz;qrG!XI(p={C?VlaidgL8_S9=-hvs_N@zN^>1jaD3 zy`*b~go1>^t+EVym~@EA?;tQIh*3Ho^Ca7VDeV#JhV zz;xKU-Qt6mYiRgPy|cB_@EyEaiNRrCO5c@+goWjRtfT->^spCpR4)racMs7)9b3Hw zEVFY2HRs7ii1iUtkGg+>U~``Vksal4KUR+r`Ed_MxVds=5yas_Q%x-`>H6E7Y) zmfx&G{1XZW1QOQNV+f&|aU%sng$&vuEb0&n(XsVJ5Sa7qB%uQ@6(GoE^;(q!yWvg4 zHFei#sJ(^P;24rF4x$1;ZU77aDFZ=DjYRAd!tx!95C`(C5{_Bc>P{MW_Y-scm-K;adKA8Z z#xDAyaaay1-=*m20(5a0_4Bx3q6Fl0IB&d!;4v!C1=1HaL>bRbVgkw}uI)X&)*kN{ zpE=!U>$X^5&>{2%7b5`{KNow#-uU&OXG!4f)11w8H1~ZpKmtBsb_^#e_<5V`J;=Nd zQ-#eE%0KvBf=vf~RlwjVLUl@p3=+jl5NigtgGM5OjBMEiNYz6cqb!1@0u7MDO#B;G zMnHTxibZ^CK^GgJj%*{?H|Zuvip*q4iGAa;;tV-n<$8~glka-Ys>3FK3UeO&g_2YZ zFWx32ALI5w8iMEoJv>9&qKOiO!#~#id>^mIcsSf15y}xFPZ)xe6^-`Fdypgvr$E-& z$ha;AEg5WGveA)9Hd~z;CUsi$F;9_N;m7l05ddv?B_8P|0FlCQ{-d__=AoCg-q zEzEI<;2_<K?sI zr(Byd^@ycb-oR$J<7bXZx9zj5{V<+6lV9q}IpHrEqbyWG0o@}tQzKtm{ zTSaCnwFg(^6}1%bbXY)Fpuy+na{|wd1zvuEw;8+#!-Q^w-Q8NkMZc>9Emsex*uxw0 zre_FI`<@}W3UPj4v*^912=UB40@QXT%=~&RjAq(N0kFw|1f8WdVI^=exHAlOON|K2 z4VXLId-7#E-E2S^OR38{vy$iU+!hW%$6_O=~B zjuU~bJ_GcH>(cm~0o&|tO_g7LkXNbHf&CEC9K((<5u({NZ>$+hRP&(PtMcvlsR7-L!QcEi&H*GCR1Ygc18nH9M9TbBhn6MYtFW7hfPUMW zEHo=^MB-VKoR|^~@U!g-D-(O!%!wcnSaXPG8O%0=O*SJ_8En-ul~EQ`i=D3ED>e+| zqw8=~Z2>EAQL!^Qn4gd6FQB@(N`D;?z^H}K5vKxal+yP7)3S@#JP;v5nBe$?a(M22 zedUU*A|fP8n@K6F+c|C`lk()~PYZ+4SD=W8k$CM0X|_czJvBduXRVHm6t}{g8%y=& z1j~iP3yV&GXheM*2fw^r{nYpvkQjmySSYFJ+dxt6q$Wo&*ng|Ces2_QZS)yfo94HF zkUF~ijRFX-GALt@z3v6TB;BF7>oYoo#Gsu+-T0)mG|^>*4$0rU0*II7F^bhIKQt>s zb8V=+x3Z;a1b4l}&Nf4YF_3Bl60RgIF7(9cO4h8$t!)o8yf9aAV`eIICY~j2npjK` z$24r1WDRI)Ng{@=K-OsSN`+>#Pv4!})ZAD;4mVgW z$_q5nENjrxIUz~zLV9&hM1O-`n05yID0&HkcIPJrwBd(oW-skuP*TDV=p7X=rGrZ1 zQwQH*4xnFE1NeE06^a3%Pq@Z@8vqplWOsjQ)ZF?Uc|UNQP&NyqYQImtk$mPF9C+q_ zU`79UlIfnNd{Ls$kp|m{pRZ5RQ>R2lTeI!`@HWj=CHL%q@ql%~7TB3-xSH|-jWz^! zoPI6iu{?7pclWg3muI7EA0A2C8!{6OEj7{>I=WWU#{;z-Xs5rN0F>B*-{yqwCDUXG|BNN7gcpre!xAc2>R0Rce-h99Q&|Dv%cdJXW?$LSE%QuX?GNPEBc z+Kg&K4?OX+H?6kw2sP69Nh$)XtS%=)bgm)}0TzKp66+!`Kx;=hcF97JQIo%%SjKlc ziCkDa5}f&tK94Ac+mC@0Oxdu$zE{Zl2}R$sG8`())75qV%dzM+CyjZ#V{g5GAc&rt zwsJZrRB0I(vKjJB=Ky^;@b&jaKEO%at72gov81d61MpzRYx7s8ay)lwk*h5W>ZYZ) z@lXvL23)BfIs3mIO+j?2! zYt?>odI>SL9ZYGmi61Kf|Gk6vE+@p@iGC(uio+R}Ae5Iu84(yEe(%Y@hNHRjEG#dK z3ljiVv>K)Pz<6q%>l)gC2E1g|Ey}TPSh5(B)g~l>zW7Jxgwk0(-=A5ucZ(8Mecior zf)}v83Df`uj-Mtxb_SAhtWpmT4j~|OEQ2?g0!2gCkgIHuk;W_;Qqv)sM{gb8?`mSDzl~$FA(pfr$^EZggG%J} z`xU|5U}d4dE!31mz7v8Xb<+_Nx0!WkPUs6!c(Q#0s(uZb2;5uGPp2CgExb+Ua|1KL zk%u)ZIm!{O$`%CjM~7Of+ABY~&L65g*28ctLhKcKQu1CvfW~)s zP=yT*3IGGGSErx=0)TW9pem`8)f50a8Ut)8plDD6qBP3ZqExC)wLwCGLZMI%XaQPi zB~?`og4u1V0k+6#plMASq^K&Dwzk!^n@J5a3N$vWD^#MC0H9KU0*z%*l?g>HVDr$G z001gPs3=iU0B1y%5qkkmAhx&^F0cR#y4<1YF6VRbbEsZZYO3BYIo(WftGx;y zni^Ir35<7?Hq}*G?{Vs?&7ocsN;tJcd)ddJu-ON_UgOZQw5qN=k4Au2l#-K!%ieo{ zJ$J8nq>byiQ+wCElFxTa-RAM`=RL=J%=FxMm!Jlys@Am1+J}d8dwDpO8Sdf{oz6vi z;l{na&v;&qDL`lnx@--}oFfG8cMy$+tEO&u3)v0AyoSalTUnvDE$6YD$8jBo_qPjJ zTbq!Ka|cDbYZlt6Y_@8ulDX@>bQnitw zqKHO}6o{6_wpJ~rO&S%I5|-As)@8QTOG8qvvL$J(+G|urnW=`;czX9O zIqL@YdT)Di>l0hc1Vc6umMEd@z!tzY+1M<{uRV**akrg1g_*-^vBpS%u9^*LY&N-y z-MP%|JEL^&%+5AM?(IO;BxH2ZsgXA<>btJxyLRKb6~=cO?y5>vR7kd9n`yh(c35Y* zvDwx?ZPQ|QnFZZv6^yaHB|xYEL;wH)00000l+i+!MkoLP z1gYc#lt@I99-sq200004sf>b^NI(E+000001DFKU0GSK`1i>%>01{}DgsDvtp)e4@ z6DEvC5r||8NkWnmH8gEg5NHD+(W67u^%`i%5)dSnAd^Yz0g-|ppa21Y{gjZhk`|>3 zPw9wK7ZOst`hRYBe@{I^l!x=gk`k}^|I;;({Au_9hxcQJ%DJ<5^;Vrwl;Zy!`&^+= zY+Qw8HzdPoP~qH8rb83|+ZhgL{MK1b+l>D_sv~WUysEEKRUoJ7y?gX-p?+)k@5bQ^ zYxVc484#L67m`VPTcKhSRSFc9KDIyEn2L*Y`EmU=OnRy9DMlps_ubHoDOgNzza#I( ziGD`E8F?}2Bhf|Ie^<|GkNf7_5 z?}?!$G}X6L_`Eo*{Ck^ys4~cbi@0iO2pbrQ;DQu z{GQkMU-JIlUxXjOG5^88))rw-h^=Y#-Ur>K`IKI;fsoc-({WW_z%*zOt(eLF9 zQT;DQ2gfM-Jy=F1|1JsQUEBdez_zGyW-_BgqQxz4*g= zFA@r5+`sgA5P}E(H8HZ&^DkFFvX%DN(SI`}owyGhjI49dn)$6Hzoa&(R?*uLjcYZk z%;HwU-A&1LUR6?6a4QiEgZOV+ldRcXX!bq)y){qId`s(yp%l7AhJGZ!q-?)h z1SUifqwtT|nts@Hi$_91$c#c}r-Qzy5~?>Vrek*f2Fi6N)emf@^0P62;Env7+TYo! zN}H%r1m8s{NnE*^{F;tL8sa1KWLtLI50tJXY5g{(wN&LsOwvwa2^0J;{lt{KA|cB3 zgm*6~`BGnJ;6R}sXVJh4)OG@6E47^W5`6gZ@sM{@y=R zk9H`b61@i;#d4w8i`j%`N6_XvGw;66&fE5@gnxsiLP#t2-ao4HGC!2TArMx5-7^uH z|6BK9qjz`x+xhv|^x+@OcdQA^^!|J6_oUj)uM~qmhHCRjOZ(`AC(KGbB#2|kzoTti zUz~r<(+XxXKjNUM_DTDBQT!sBexKQz{$I6oV-c(G$^GVg>+x{ZFKlX`sD|>X!iFEo z;wcrplzLa4u+=twZvTfweX}#I%U_b$rB2C35ccv5AZqerzl_*sB}_z0h=%-({C)%R zV*RFS-M7wvGxPHiSm>hv!zKR9NIzqbl~qvJ`3Nd|Bguk|ZpNLVzvHE)^sjm6t9mBaF z(F@){=O3BBaTQ{p&3N*#nV(NZ{bgnftAvl({9M%jK?+tk`8y8>`Y1?` zx;>PWu1Z-Az+J^WSi9=~6n$d*HmwW$6A2i6f6v4JXFkvElN0?v6KiWCt+66&93;Gk zCom88V*a%@kskj}*3Bj&|Hy$0(1ZL(@BLi;UzPF<;-~!n-}fy2U(e|e*({Oyv*-Tt z$AcC5SNym(_1Qwc*UWjSz5EaDoz|CL^>29eL1=Qx@Ly&BhIbe4 zd+nW^6GZ>_fsh}?NVJmo`nDyE`D0SoA2Z?E89|fzGNStFDU%}qo#T1p`L5ZW2I3I#vhaS{AI#w>L7pdAIauG z<37qtB#IyS$F1VYT!^gw`+jTRTxaTzdX8CD6x3YDVF4cPZxj8XKep>tcsV?h1*AyknvNC*@bVc3C_<(HX?z)xfL@xtN*}wAr303t>*(xxG z{}0W-#kQ3{`tu*Wx;yvh;`x3!*{;6PSBHski0$$X|-_h9yseis>`>{>FDqTwGUt_p;UR*i9h~ze|t4*)P*yyPrz_ zFxUsH@_mv+%7nhVE}=rFE+JL23&$1P@51R3e~@~1Va&MstVB%N9Ns2Mt7%5Ks-^Ul zO(=}KsWp;fXShc1q8Pl8k<8Turz$c2-miKT<=j+z`u<+77Oy3GlN#fX+S&6z0SSa6 zFI=CsALZo!bxhcs{r-)CEBW3tkS38H0}lH#TOn^+Nf zZMhhWr#)^hRSiX7*zk_R4@E&8?t>bOESV-XgN*{yL6L^`Fuw+sD2_sidOyKu+T z5J&oLd0PJK%lo4rM~k?kdMT1bFVEP+5_ZV7g$@_K^0buG{--@^ide(*Se9F5%z8xIy_c zAE~u5B99?Ue?(10dOyW#?k#%CB$X7RA{{mQI+ttxu7iIp{3Uq)HnILg5Uc8mRN;tT zg?>(%t(2oK2}q#u9{&P6+%8C8@sJ4>`7z?3wjp@Ct!Oj#YPO`$&=*{$AHzdt-`gkS z_37ND>`45}4wIYMy?aEwls3(9GGw#Sa)sW`ti2Y2j>D;dT{6h03QaPDsRIwm+OJdK*8@fEN z$y@$RrEcwza{rEGb$@a(8o$?W)~kO;h7e7Dt&!!yD-*eZwQ&ENP-6bS)#a2Jv3w|5 z%>4Z8HlHk$C#{kqa=5L^AC2fU)2hTF6N&jJ{G+$o#`2||3DBUk^}fO zS|7goKkPm43;F*4f1Mw)opU|)4pO?9X$V;kHI-a-M`X^1S>PA;p&<<`Jl28l=y@L6 zemUBYkg$HQvXUTYC`TGJ_|NjQxe7-?~a`! z8B;}aBdP2x*T$`Nnv0d)eNh67jprN19Q34|Kx?Y-4;G`8M^@A>>QT!2akUpCHXT~K zm3fJ^sv{;AY@BUvmFe4w5{fj~OQ!H?-EtDF0|f)NfH~e##l?2S!lKgN+QeYWymu0l ze4U$QY)n!&rK^}MXJC|bxVw3MYKqBKokZrj<&?TEGE-Xn-u0sruWrIEr{wEP?#k8f z6BR^96CFD!xyqu_QB^&c$|0=1mowG6Lb$!}d)Bf!Rp)D4542<(ipqt#s^d$mYI1Sb zbSn_dmy}4$A(pNxR=lpenT4>3scvBpRL+|@WMgh-=4_tra;LkTT&#pgs}lg)TeIqw zy$~p|%2cd~MD}YFhND6!OEJw2Y&@>UoJC8v)|#M1cJw;yep-b@I^$BP?>bmg~O1H_e-C9(RV0U*IM1xC^AxA9bWg8aJkoJzyg(Z?|V7={fUAS zQMy>A&P8`mLZuNmm~)7n+ACiq?k6%)$hGEhqIxbnrc|vHD^e$v(yl-X=_r}Jf^Hu- zn|=dljc3FAA5(E9_FelLOWxAzbjvyooNLv%iY}&j+fu6f-A_xEQMHbtRK_CBctDOh zTbb3=QFU{~80BniJUec0dH%ckdR&qJ}yE>erjzeg_tmR>ePb^}|(C2CY*pc;;pm<<6;j6YEntwbE+9 zuFBdd-0N#t4rz+1`btYm1?cifhQMNg?7nN;C#m{q55mPXxH(GaEFE*Ox9ZD*@*)l^+ z*VWlKtKRZh{2NG>U7aykc`J6YY+9BXcd+`aQduoI+~qYgA!_WN)kj_5j=r?e1GMnM zEzz;921Hb5DLbh(SL-G5lW(Eo09^XS0ew0~sYqv6GR3@+1yXo`J2$3XdZ98!Oc zEiT^Ob;Pwd*Nt>cE53jWwSJM_x}Lnfijk$H?6$9_C$lV9juWk&%bp@ucfIUgyvud5 zvEKK#VlUR$I-Zy>wWG3`1NN$Y-LlDPtK}0B-S2tZRejHPj;c-e+lbf6_4}PUg|P9N z$lmGAh`F|^?c~u!OhnozxTC02dRr5Z@c;#2t-t?wWP9Wu%i{@Ak%G5y(l@=?TGts6D3b2|ZU_6z#B6()g zQs96MeJU1Xp4y-vIOv4^?{ww5%J;pBXgSv_k0Z8YIL*>8hn?G4Y^_^Q4p4Mzs{&Pw z-cxtml%{W5++9~wF=d$!a~qE3cPB!J65~6GAS*x`-~{e>9Cv#AIgEad`^q4#Ea8>+ zc}-L*nMEosRDvt(bRu1y@sh*kwjBDmcYE2|AG_SUzfUj%vB~ z`=u}is}-e^P28uK8D$o;FRwJOd)wCz2N_VS25!k@Z@anMPyrbh=(g45(G;rQ!JEss z6wfnFl_f(!3wx)1h7pzPxyVh;*^JrNj>bkS$+^lS*)zAdT4}G8S8BVG+$E8jd(|H3 z#IJ5Nde5#gSKC%copVaNzJoE;RN9jL4-6J6&Fi($2EL26+t;@5t!(C6o>eJk;@Hld z%Ub&VTWdfmsmE4Hbq+f5H`K>71`i)oPl4-rQhu>0 z^uBvdYV|H{Z03!!`4&a)+Ftjek?b~9d zg`9QKzRTQ~FOcS?Cqn~zx(UKntjN8)yw29;XuePdS?se~bwL(_zqfWA9>6Z@K zq?;Q{aKk%T&YgZ!4Lhi(o;NY1v)JmdY=n-C9lFcELkW^(p6l>R%jwSqcGNWMDK{%% zl%hMTmx4^GNPRo*5t-n3cMUHF=4D1FlYMz<$|bFq^J`~$#uWEr6f&t*WQAIc zd$yr0_q~*dDr>6}*UA!^s!detx%D*_S}6Y14hExQLC!#k)PpIu#%#5@bzXRd0h` z-X{7QnCWkA#4B6G7+&^wg7=~|wUE+QZ-XvYMQRf3x+bO(2Pfd<)p!=wR2@!7D>oHJ z<;@vU$4ZAJ9UFMMs#YXEYE#lO)x(&y{2O)P&DYwq6kBUMwgr|U)Dd*EhpA=8)Lc&A zR7*PMT#1^5>qJ?3>W#&{G>U>@sx#c4oF-zQQ44#vnSdL;U7fp8(Fv^PtC`)3dSS|` zgrW9KTA47@7T;zp#QSznx?!0pDI40jcJUmG+nF5SYk-BLvo0jy=m7mHy%jgD(75lRaxpo`c8v!J+}h23%G z-3ddB)$e)^mai%G0g^pbmrd;>YTkGwX$x*K$TfWn7#DSwn>cBcuUV3(5tp`Qs#iNW zjS9kdo>pw}**9?Cm$9_gr_t*#Y1g6HgD-M=mm17n&wDh=;?HEyHn+S?3Klsao7|qL zQ<xQXz4um|E*<{c@q_0Uq~~xrpYMz3SVxB&VZy39U``+&WOC&ZloJMpZSH5j#6d zn!KP6aMw}08_t&U#qW7K8qL{nz^=}zt^lO&R&Rr|b_BN}i7e;&?YBA4d(mbc+NKVlE5Bfl)zy~8Rb4BSz06m9)>i7Jao5>-m+to0-5I5s5E`f6 zhF?C1Kc>}Oed(KNFK>0x%Jy7bL%50EoLSbA;wyV~y~zROQ6_7vs#w4}b!60AR^l!N zgsyr`S~15@g4H@PEx{KtD|M>1vt_P`g!&XZZ;=F7N4LC5qONADO7PpQLxrxB-pE&4 zb~jq-_%=CgH$Awwd$->9<&{8QTH#rBxT?3hi<)LE)tNn;;BBs_;8|s8y;|n#&>#A9&bLu-wr?+`ChBTBz+~;|c*2Q|&+_c#@vDdP@mGNa#Re2bxE;>kbEtn@X zmFpSLb2&kW9F3-5SqQnv@C)AcF5Rw26tyMN@47C_HlIvo#h6-NhZ68+?X^p;p7u>v zk|>}C>nY%Zxxz&rI!Z65(Zp3PFzH!2G1U6+s~j2Z%K&6ShRS()tD4@SiMi7FqWTW> z8s@+r_ip1^#u*z|ZBwxwQNDrN9*EmYVI|QuCKnMlojQo(jhY!Xn#Nn!q4+wZGJPY} zC|(760TY`^CM3VPmNEA5Ya)p?NDuU=6AExbzmL@a8muCp4MnJOw3Ri|xlTJHnivUSHbI#87F zK~hOMDpafhX-mp>hMz}%%4E-@SC(ev$1~4P?~7XMZT#^hvAmdj6)99IbILk^6cNQt zE|GEK?XfF~>+P&I+u#aWiNyQf+GMQac&`zJO3AqO?sWU!mbF#*5t)Xl@?IeIc4Y{?zeawTz3-H*jWE4+gpJWM zso3)$O7t1BvOd{4NX@Ovm$Q!qJiH){Pp?KvoFOe$a~P%%&UKYP}? z)Zv4Uz32w1&w>{$+YO5@tiBYmAm?Cg^0nvaSMPaqZPCKl8>S>y*7QXV4V^;+hrk%E z;*beb%Q>osb-I0268*Vb*3{ti=&ZP01!e4jIE>Z-ufWcP)#gjHMC8ugshw5>l}BoK zb^+BL)uw=<^>CMIU}U*d)XSK4z_BPRyd37pL^DB840c4 zYVLG}Zk3VX$?dus2NP{f#Aq8&25QMGSb#e=HMv^}ZAuScw%Vh!*R;T$Us%#vuU@|s zrc<2{5KykQs`tHXB9Yy=)pCwS6;OhkV)6KfJ%&^7ql-)ScGED0ap9%(WJil z^T}_u+Js~F-WO#mNk3^^`R>3c(=PT^M(Xh;&$j2Zl^2(9Ovmk(-GW#*gJF}Q%joB&Si>o`?=T@!XJ6PtK#Mv~P=NCo8c#4EHG zMnRrfUPbqS)e+$B>T=HXfv~wln2YQ+``*aORX{i$va6=RD&6mc&DRs?!dx{aX4k#$ zOMtv*OJ#Px$oIWHAZt}*_TtkeCT~NS!^KbnSsigV1-JLx;41bctK+A&Y3t?%RO{rF z_MrRg%f=+Ds!sQId*1EJ*Wg)KP6m=TsZ>g>Kt$?&?|LZhxm5Nkcr&T?-XTibjC&8g zlUoexlg3-I!+8*Rv08(;SqapXb=Y@1GJVU2!i>xLT zDDJya(UeiWT7Ww{aZ&-S%Vs>KUr70LO7ak zVQWIFeAc>oG2K~KvHRYpYgqHe z!l8TKSEZ2d_3YEfH<8BJ(|`}Apa)Q5*OF9^;-~{H0RVJBi@$$gl%+9^;ql9zcogZ- zLY`IuN|Ym*qh=(&IiU2p=TW#L^mM=mbY;+vcJ8-3B!%wk zD$E64-1oM#knVY;)638osiVYX(u*g+w+Jko-noa1*EHw~&312vD!X=EDS|p{BDIHK zHP_<9AbSqxF6;@pn2gx+jbLWo;5^Q*^th!slFo#s?kb4IN?kSJ=RIBuC#Np5;@XdH zJU5)TOBfxMw{>}!Roh!Ta__oBh0lO{7ZfF|H>U4v!MO=a#U2NW0O*93@Y~aDX=gjO z)YNwFt!tuIH8y2AvPv&_GjTgWA=6hX>|Wc+*#n|dNF{i*vOBu817ZN9YEieFw6-ve zhmQ7m)$e<9p4>{G20kXEb&_!u`;)ovd&>0b6z<+tN&+=TLOd5J(&~VE>dq8b965Qk zt(w5a1+RPE(Ki{dnabZxN&|ar0vz-hSxU(&`>Nd|4Bpy^OSwj?0P0r&cR|h-niDDjx{%{|u(-uGT>_TUDrf=JcJjqH*tq2t8>4*)`~(U}rP z>?+INjHT~;g%In$_3#&VGu^)G%fyxy6Zi{s`=i8{J$a%O7WS8-IdQyiZh;i`4fd3w zY;1WeyPJKs2h#QT0XIz3(|4`3mOkceita!@n5UU_od;Ye%DZ=Yx1RT%qb@VCW%wBj zXalxOnyPQM)nx&;pQ%`(KYQJ*2&QdA>DW?kHO0c^AYEq^yNpRk#63WLtCwA5Jpet< z1|8U14=uYKXJ#f$$Y#FpR?4Q5#nhIy)qU4V z_#Evuu`@swTXeQBhv1bMQ~_6Ir5QjNsZ&lZp#hu*am!RKWKKof>!-4xCaaVUN^a+D ztzak96~aqO#57}5S=m@}=1u$F&AU?6caZaKJW{x+r>g5f%lExIdp*0kVl}@7FbJ53 zCW~@!uBmjZ08X=xBe>+FD{=?QH2}9b0&B8bDq{WbILA@b+mP&aAD;Cw6w9X4T_*Sr zp86J{?BG4l%(v@7_oS?>Qy$(RBU|IiE``-wDgej0R)bjXXWsSQFg9=0mh;x0PU^5L zq6%1$0)?FdN-C7)M#sJAjnY!si30npuJd45v;ne!rB?XUd#>4_D{x;eoA*rg+SJ0Syt24~C(NaBOJu8BL>nE~QHd;meebxunNxtg zo|=U)c56p?9#%Cb#KsnC^epVfFqYihRdI$wr~xw}D7ogdS!WAU)pqg}=1yr>PImG1 zdY+G6YnG!iW7Rhcdf*1uF1yxg05r>!HS_C@dpA`Wtkm4&@KiOg8uxQyj0%gpEK=jMV}Ql)dKbDkxV4($)%ULX)q2uY`aF(3(jMl4<#@hi8F1zREpsZwmM|4r zqRYiPL~k4etfA+t5??*8JbIbDWBNXwp46A#0d3aQH88s`-t)S_bMP$7jO0D3Qu!pH zkFnxO?ii(56+~ZWzJ{%3S|8jIc5PJZ!&RBO z$}-JmDDY4O_l<-DrIQ&@lduTR*)A0j?V%TYtrl^sSH0`S;K!S)-uGPgR2`9~+rFFG zZ9`QYMcs1uypoE5<1AIz*(vB4ikh|6P=GaGNnjy5Hq_r0;5PEWipX0kIwycxv^9H> zw*bT}#R5k}8&`#9+Wm#VmjFRfxvqBmSP_bTnsE2;>(zFCnwIW*cz9@Qg9 zwb^c;Yyix4(z@lw>$g)bB2&3zrv2}A^(gx%CEy3jH|m>R6HOYU-u9umN7Lz}p|>s0 z&Na50Yf>H6%(!s6muYv?l{F3ZB~i6Yj_i5?bfnovqh9sfTa!ybDO~qf2ZwcS~0>nyu@nDmuIyQQMsgA*^jgE%&{c%2!p=Ea+1;8AFIL&UClBx(QE9 zE3;v4_$YO>+5mgofJ1VLvSP88E6bfa<0V#>LR{~)J!+umpj1_4+}&IimihE^X`mLy zHR(#~ErG~MZqwX|ndz4i#hDz|M))>$BDAaR%`xOf<>qi1*;Jw`FL6T5rB((->Ps`~ zHriHM_I&BCot@7DtJ?WdHrmZ~V%Y-a4dK?YR5f-69XU>6ft*=LhpHOA;3~|xAcqQc zwogj7gsM!K@O9qog%1=kIqx1N^FzMf<#6Vz&1X?DKvmL-;(GBxSCt1I6YR-O_p<0o zHQov3v;^r(lDCr5?A%?@v29gp;VIho?mJ?>s9oOop}M)}oOW#HEXh_;E0ejmrp>Hs zy%$4`)wkwgB48RwXdD zHX6>D-Pv-Yl9Y+8xKKIuLV7fmdpTrlRm#n1g7Ozr=)1&CM9S-}CLuLdeC`l(t*p^i zB{7)&e#pIIL*}%~cWzRZ8*pq>TQt)f-u4;GYaC9t)QT{|{u#8l|%4xHRt zQmuh{u%eY}mpg`Pk^m-CIu&EwOww%tLOXblRR>LPgHB&vP@nT3!<%bd*10lY$?P6eg{${M#0h5ZGiaUijCI{`&n_RYxhc_P1GSE9>oh(62i(DJ_j6aqKtSrrfG@ zVNR^yOu4z*dy0g2Wb(Yby|}E^dL23&ci1A|MZ}ruDz5-6F}6{ParhMFRPNRa#y+|5 zD93wMxf+ByrD4%}X#08a1DSTZQ*%@y?ncUt@LJjo?Qg28xGP-|jAUfOtjnmSufY`J zCyP|gEnI+4Ry47UO-F+ArX`YNEXLlx@Mr?+-p%x#D``*%GLEe22M@u~GI7t6@N+Yr z-gTCAZT75AbOB_?u;UGY3USf72#%{k~RUxJt| zZ_m=%n>hvG7zU`yYcoV@lc#sMUcEOmKq+^EC0yKL zBE}g2i>@oal?$1yoGxg+5t-W?)W=A zh*8kH!JFNGctLr#2NA%Xs2kwx_`{RQAp(fH>~2BV!X;;A$_KWYD(f zAOfLZgSrVe)T3#li&(3jAPmco2Gr?>fc(aD_ z_HY942X?NW!I01dE}o0;F-5+K?*#XQmke*L10iK^f^gWdx+s)@F0v!K+q-%d;OL@^ zP_L{4752C)OFNZsgKn#&vhO?v!dTc;Mq2K%)(FX}jqnUz;C;O&3Oj1h21Qy2s6P0k z&E5!NFU^!k?m-@aJ(=DQHP$ltxQ_;S7VYe>VH4nXpaDMud}-6yJ-db(KHmjTo|cR{ zo4i00`-`|RWKT2!bKsnt*M%36;HYfkF8~_8kh<_|K}^BqfJNo@ZFo8&E?MJr!uKEo zmR&Ce99`Rf0Vmt;9xfI>mX0eiZS@jzdm9jdBAVaz`QyZ@kNPB`D8&ke?4Pkq`6Sg| zXr@&uU-RvT%WBy{R7F+`BvlA31tO@T>rJ)|t6{Tcvt~jKrA2Hu49jX;Cf3qzQ)yw7 zGPcIXWVX#~X44~MF>Gu$skJk0R>iVNC`AQ~5m6!xRYg@%L{*CxBE$s+kp&SI0aja6 zGg@pj8JjaRHftrJ9=x&1_cFVYJw`vsP?rGbOZ(YPPctn>KANrpb*q zZ8mMQX=Sr%Hd@j#wN|rat(!I`&68xCTQ;Fq(_-2aWTI;}*2^{}vYS-cHl(vlVYO_A z(OXK|NwSf(v9N7RVA$DgsJ2yGQ);cLHipY;Ev>6*R@IEQHd|CprLwK0+E&!9qh&Kw zVlz=}h}jEjmcrOuNZN+gv1?Om*lgOiqhn~Th;17yX>79$)Y@B3meSd=vJ?bBQAHF| zNTRHQ0-~D+&5gDO+G1>LRi@ZI;tvu-ayuO{ukJnTE7&wOdr$Hrm>3O@_iVD`MC- zBVn}LX2F|jnHCX6Qbmv!F;XmwMF=d}wQM!1wT)357HVu#+S*3a+RQd-n_Fh9W@5Gj z8!fgoZCKiEEs6+=3LvosSs4^aFlA zlVsZ2wQRPdV`QUYZA#f&8J5#(wrtr`EsUdL+8Z`S5exeS|7t$|)G&$upuC^Z zMg5ccQ~>>>Q6ShzwkZnO2{T!RR9iu?L2V@qU~B|S`x2A)^#6!VNq@v2?rtC^QD5(h z_xu}~YB(Iq_YW@s7Q(@q*Jd5XRT=Cu#y%F4*g*H$6tb)vYr)V*QI7Rx6mD%2*>##s zuY1n~RhX=Oog?njdGQptp_dla?q=~6bhyWgnO6P2@xt8Aj=H|F03|iovac-K$bJIJ ziLu)=G0nlbtc=p5g%U-^_h~|ID+!(NQ!(NU=v4Qt0muT#Tr;-rjv7 zEWDJx?gAIQ7SnA$FpijB)9N!;mFqL9^^nQkpOhIW+l##F`hHI)u3oI@RuJTE*A($K{bLYz4k z;M(a{#l4TJuvdH{Oclv;Ut24%QI|dePBNXu_)N&XW|0tKM7@&77%Q@>$JaK;=`T!1 z^puV+Bi{E}VOhI-*5lst#{e2vgSQPf_bJZeBMPh^$SnD-13(|My{#qaPR5eD!TqFU z2_1M^7AJFKj!b@ug&q#R_E_q>3SbzFY%=@`iOn)E(`BoWLyCZtIrKniT zGMByPb@fh2{1~vfm*7<9#0xwV(bIj!`qXu0Dh4B!nc(Z)?_L|=eC6N0?5Ev=8`3~J z;_uInuJAarO#@Pvjdca2Re*J{3chG8Tusjp6JQd!?*#R0s#dV6+DCJ9r+gnntI;Jb zpIQ%5mS(EL%a`wYDzf``JAJAMyaLr^MH%30sLaD9PWUxu_jn?2-aTq|cP*FQET#i_ zaj8%C(Tmikd0WHE;8j*U)gLku$2Yb3P*$+Acdkv19PdBr0iHb6u zq>}a0XJzx9_A>H^HGF0~zG!%(W211FAStUN`l_|#j`khvL^7=xLBbyv#YJ*Rsp4-p z#&pNM<=}FSh=WddcNor29rjh_myq0w2TUPsrLZ(Q=~pBzonn*$w)RFu zkt@LmGQ}VXa9R%sy@2^!NxK=7)+*o!yB1KWc(&&rEV1bRy7c!delL|4LbsU}P(xWa z9Uxq0vil>NWk;Vs1_@-nvyQ`L&P7?c^P>B@f`B3Lz&->CWbyNbf))O>5`9@EKV9+m z&pUT~C(5i%3k1P6MvFqqtg8CD7bT))Oe<7iuw+l3Pg|de=<(;pJ_)H>CaBahSQ@I; zF)wQAT$YiQs+d-Zl*&|7+zO%Sl^1kP1*inTLl6xF!fKc;BNH#h%C0LS)ihc%EmkA) zKP>z5@6LPUwtiLl227?}i%eF;W%Y4KMpVlMtt(6qV-v-?M(v-B`vcSQkTJ3=d)u#{ z>PVC@pj(YM3nFU_LiXm^NNl{F3JHqBRKSKbdomv@nY3y693`%2HU$g0mEa%%qX66jiiQ4ALqx zoM@QQT52s{!aAwY%4ouCLdw*ix9}_2s%fHQP}3-Wen-6g^Ix3zeqWTBv098)YFbPU zN07P?A*#GGth6;@%F)!-KRx&JXEph=@%a|DR+A&-H9E>O6_2Rux@fFwo>s0%V1cF~ zc<-J(__Ob-4DZ$Z6=I+a-c=LWl;?M^db7dX?%BWyL&Zjm!H5BpV-=UNWbo=eqB!u} zu4u6uJa-uO7q+4Dp!J;_$QiU*wX;-?F)s`Q=0<(*o6j+S z3YgMuEi@TnGWHx(tXY!C(wby4=aO#Cgaafk%*9JYkin#rO#&KOMlnq<4vVZWMmeI^ zC9ztUn`wB-`Gwm1Ncsy|RkS>;I<-b*ne}o!tezUHS}jH$SUAcI@978agt%wLI~A`QL~cgjosj0^W6@T7Mi9pneZBA5=C)#TBv@;mUtE zX@X#avopi8f^JqL5O|{N8qIJTK>3I*m>H6|GPl7LiBMy0h<1pB+xSBA1|XWIR!de6 ztZ}4c^17!`KoKO2WPpf61VE7wn&&$9 z)tTU_C~yG)9CIR2yakK{1-nFFf>d$WR#3(PY1Nh7q9SEt&$z!0AbA#g7F-C@55fi{ z4FY3BVKu60^jt2iQ&v@$DW)sSyx(rg=8PQScBk!+rE1D+DW*||qh7<6`ifT46g$U~D;@#EiPr{#DvrlGAS zw45gi6&S)|QFXuRw3jU>_(-8hgpts*fWR3gj2kJ<5elPBxMrchSQb?A#M@Ia+_ zLyOR+BI|q{`tUovj0y%B9kg(5pvSoo6n@abUz{&Mp`adBL?QCRpTG})h5L**Ybw=>V=CE3FrRhiZhPa+wfVm{ ztiKAzQ!*OB)M&NrI+t23(rZtlgRC*z?49`T*LUZR=T~5SmSnKV#*11_PsnvH)mX}y z!9O3Lp6||WZ7sBA^;R-WT1{fs4T@|nfwUg~7LTPLd{q)0(6nLEOq4*PRNHD+W_gN)JB*8@j&RAiD5(HXw3(u6{h`$3BWgUb?NZE-JoW3wmzv&po=w#GlgMfErZrY& zbyk-wS5{YA9a?qmavoKY;}=>w$!tcNT~=2=We@_!F_G(qzzQ^$0geWVKyl4EH9FLA z)Z-JZms&YmS1&3$qsqnP$*TX5GMR~)O-I#qE^2vb z>r<^)Em5mUyM8yi+2ro~L-Wp0x1V+SM#$P0wM~4EsB;mGTE#ohx6XEbegIUqR67t% z@(B=20HCJ-VVDi&1#nnpZ|k6skzm0)yap4s!?KPHMpRHlpyYz3k_o^IX4wlYVt8^l zHvNO|;UgMGRulBA7ei5|O4sp671mb8F>1V)mom6DcW=gb>AdnEjpMoHo^9j1FQRKy z*;5lKsj4^NaIYb+7yrtmj@2<0#nlRNvL6ThhJt&TeU=&?5Fpg= z0~Z$*)BpLh|vllX(%QuVw%#LSw?(ZNz+8r zRch2*O202>uWtFzr8bpih+|YXfu7OIoLK{92Yz{bd44D3d+vTzS)gW8_Lz<|R}%}S zqG_VJSRG|eYNf0vCQyLHfPxxJ@!j;UhM%u$*_UzR7xSVP|L|cpG3!5g7u%0d=0p`%@I(X?S5mMCXG$xRh;9G~y%4AOsY1P`Ln6DY)*qPti*QmovU)C}HX z-Y7k>u?#B!IW6#KfZnU!%)a+~vGCAVhJ|4Vn=~o3_JcQ)@PjmB5nDRFYj$EP7Ixy+ z8VX*ADj}E1rFav(kSLdBOm^s50z#<(;Gj*r$?dsRbR3v4;E@pEBbCFi6dDVYB{!Z5 zJp05TIy_Eq8xfJ0naHYON^(yHSZF$6-oM{U z?2RYj_D|3eo%~d{_)$MM;G-ZouJ;%Lj7L^0Z9D8>>NJiEBOI0=NE>lhDd*6l8m=e2 z2JFQk>x{f!h>X7i^87y}nMG%Jv-bn`_qqJAAFo%X5Cf6H3%WjK0C{434F|8FL=DM* zLZ4mkKV=O03@HMaOQ}znD2Q;t zBb^su&Okp$wcdyuclLl)UBQTR)krk~DDsf+YJTL=q`BU7t(@A6r2Gw2@Tue1bqYrH zS_uSsFGt{#q>`moRRzJIVg*$j_vP=%oKlvQ`G7Z@Z{ky_r0UAmS(P;~){`ly#u1U# z#d6e`VWSOdHC9okCa`M5R)(WCv{_M<)hvv)H7g8}jYXxYSeY#>gH@_AlN|>U)>PEd zh9U7fI*Tg>lM#uC#cCETMWab!s#>)~%Mw_@O)yO+Dm7T8rd3v}B#kvvWf~~Pl`R^o znHoaXl?<>eEGWiQm}yeT#Y-|47%7YuhETDTmaSBoFov~NG-8uRs+O%3VQQ$tT9X<@ z@4O#o-+p%2+I}q(X)+5M6w?Vb&={JiwWOw#QB4@A)+#ZQEM!%qNm*(os|d9*MV6{r zYC}e%H8hcf6njp&+EoxP2w2`X`T52NFVoO#w1tfe%{rIw^x#7#9NV?`_(RJCaanvm5sMS}{o)P|Uarm7lR zB+;sti!zH7N}r#ec5lu3qt3+mSCC;js;;Y2ILI1lOKDX6rKKlYO3aYVD9sA-`Qe{= zzV`Z(#idNdO-2!{RWa0Zq03b*VjBn%1_TEjcg?x@-$16`XTm^66wOH1lEl=EWmYnk zrj=_2mXp#nPW*ZKyPi6QNWdLE`F?00=z)Fa!&i`a;Ax@Os*G?7y{p0;9WWV>Pr+SR zJmiTCiPXVRNI^jJ$>!&P+lVkxLB#zp;Rc!?!5X?6lQJ^~pQxQzS(vQI*0-7acgOMg z>%Q!sdDq?aJbo)^W|gd3Vf2Kukf0mB3=S~-cdXqxnh6c~$040F;pDF#2DNb3CcSss zch`2kT9$(=ebwF7yV}7DG7J(<_;&7i*9?ag(qw=!B9IIeNr1roQ(eD~zrSr6?K?Me zHp}!|}&xSM#exe+%vSMFuL(#>@`yytw3#B6Qm)t6Mq5~*#Mhk+<4WI(O}FRC!q zu6jrzy`=kyH6Aoe{nmSrzj~hHu17#Pe4Wt&BO^S9a%~N&`yV^L@4oGNtkA`T*M#L= zG8)j+R@C#}yw$R;sAiR#R(e-b=_CPR4tE|sdfklxWJn1FNj9yJ*Qn_nWVS=}bvth8G^=;!IP-tlTR8du^LNjEcd^f-6GjX$v|(ZL zxOCMr)R@7i?pnBxi5*RVL}Ko}=eSCu+r7VOwb?7Krd;V+krft}H97AJRI%qgWtdx& zbGFs`yd7?gZCzRscBouWf~1GLPGG7w(JJp|-uA(^6X3DG0Z5cz6roGl_q~U;lVw&{ z3Bv0`O-l_gEav;3Z++%LrmI;DYR5|G?2KVqgT{Tk!ED~{=F{5A5Mc%~2uR5hkeSuP zrm2h#Fg2^+efIO;yLX!I>1#ozLo_t>t_KDHFk}V{B;#U^Ijmql_LBz4Y&Nc}j>u*V zS|18yF&AY@pCLyhs8l_?}C0Zr|AGc-@a z^tYGq05-;9(YVn3bsxBXAE4TeWM&zt*W`6wXsv{8`s>#9y>5=XD%O#i80d9$)ta`J znglol`1gm#?{7VTvPi)sP?2PotHn57G;J)^tqk+$H=Z}%a^9{Q*0fr}H`f&AMomji zEX9~SZ@u?tfr+7NH71=77c3gmwJ-?sJb8d=h1_Xfd)#QPx$tY1*JWA@&W`<<8t@Uwnt1&T#F>Ld@-?P_)+?Iwdq}dJfx=zH_D`47Q zGre!O-ts+p=ax*$F{I2!T8%jYmPjDL5hPH7;W5XP8{BPqhzvv~6IchqQna!$6dhtA z>s)|**A&C;-1Elod=BZQMMPdoB`SK4Xd#ov4I%gw-w7utum+d))oEbBG+qaxcF20O z4#bUV2UR2&Wjx?f0P^UJ8#M)^X1~LWi2Z8kz_2&S?Z3Z%_eAOtz`D|Cyt)I z#~yI{1xG+~k_!Z6S}eV^%Pn;rWM)RR9#rFbo5elt<3M?Rr2zqvf&zdIGzevgA_SvC z7Y*_88C3QByDP!8tXa2v0YV-SW^&!@itsIXN=I)GR(K%F!Rup~W~*{$+f|CYST{}Wpso4K@ki~BUanJ;ZaG=Im3+3qLs%AJKa zlKji{=SIu*t*$gViQ3pKBoz9?>IZzKVI&__gjo!dw6g}=Luj3l?X>eVJ6VQB5tz0V zwn%*v9_tlAB0fBL|3A;~_++E|C}k#B_x@c`e!ueYqci-jhY`lEzTCHp1%wXmCP)Qo z1VE^>VUy2ic;+Ml7|L{9(Dd+0T4Y>7!f-skmlthga7olj(Huz^qco{iVwgCy#IrQN zCpkR=UIj%bRo7;`)?N5Frny{Vu2npsy~J@DQh`9d??F`3ksT_RvVHG!k<3Ppg$Uun z)?IO#OKmR#>0R8m<5^KebZb@%*DjE=DsFe#Fn}T=7Nrw>sk-9ySYqes8as}rWkkKITDpJ;xuTV$ zJRLmVRP;l4+WU4&?b(JRqPbG=7Ev`Vja*gj=M0Qs7gMQ6E4s8scoW;}>oT!`Ll(PP zV?{f)k#tGeI_O3ZI!!|Bl<(HfFMS14AdH#gycX{~6oyBiZTo$OSAglfk!&&rH_yQJ zJvVh1M$2W?k7`m;N3d?z15M^#-%z%ATl7$5#zmTw&E<&L|)4G zz02D%be@1~i#DO>MwOke9?~CS<5|Yuk;3ZAlPslp+&D5>L2ARFM zNxf5r`DcL6lf81xiMqchhTnK24kvFcqcOP)t@GvGw!9BK1N`pfPiF`LzkR=DSy#IY zNUZ?L)DHw-7q#ld6zg>04(4X{X|@5}k()O?>dV%G{Lp&&(h1^EIyDD=bv;Q4sQmBj z($RffeQ&hhr}bMjgk~=%nD$1tuK2R#W+nituS%i>0RRfO&LNFd%o6i()L^qJVTvM0 zG?>ec>$AHTY8*$gKXTMkDl+DtN}^&MdX6*;Uv)k0BFM=ZBN8l(^d%s3Qq^TV83@1- z7|6x}pQirK&oe_{wno)i@p8K=%?QaOU%m2l$I8Ah13k(V58e0O8bzKwzah(#j=Bw>?Is^oQ% zjV85i4t~F0JBnDvzNpkrJ?ZN5qSragq4b(^yZ17cPp&1!Dp|1e9&qufPCLQI?6F-; zj?FLEOIm1*LiLq3Rattn65q4Naxrr}gX=)t!Y-8tLJm>cfH?Ud$Z)9K1q!RSeVs~MrzguU_pZd9>dxyoa5cwuZ}i@ zBQ<8NHD<3M)p3!H4NL&R07`h|$o32 zEv!M1i$haMtxU8xmDSp;%E^R?2?%T0;-xacXS`!ieDCN(YbXetMd{_C*lW=H)+-+d zP*C5f_F6064etZ4>aEXOMl)L!2!wcH&)WP($~Hx^XYWTtmWG6qBOrqb_^0eFew$w# zNX7z9T4Ah>U9`(`U5jeX4|e(Yt=`{ee4JD3Ls=T|96Hd`QKk)RJ`VF<=e8Qq(?*7( z#-mRnaOI>BWMcqkr-pmi)@R)g5=g-!%^Oyk8_1gFT4ZBa=c^#B;}ws=BJdGJX-_?y zI&Sk(vfxOT*MdmSC)`;46IGi{R~SLLn)(DvAwfm^pN|tn%nffy$Fs=gxKCIFnH|;M z4y$BYHri5gdraAWm@pA;G9G;Ad+&ke=iqs1W(F{5YSO%}PNN2_8EVO^um`tp_m3UV zGeBVmL=Z?pgC<(E^12+R6BvEBcg^({TEF_P7*8nV@6+T=MkZCR?#3*PnTn#txm2P7Tv z{&c8xd9fosTEJ0L0HW_KEH`0`H$mp+h;$YdQIp&h92py#whp^Ddyxiay9#@kVNDs& z0f2dH_euJGt6H;Gu$pCS@oi*DNeM;-7?MT_BrU2x+U@z{*P>}^jO2ArtrHk#MU$Pd8b&Y#WQ!ss6QR}2T4ZY^))Sw6_um`OA;{a<=O}EAWSPusGHumP)tF5*Og!=H zd-uKd_4Chs>)$l!VrWd&XQ9>21Tlz1X)s_;^qG*`EO&#W>CFbe1)HTgiDxY#ic6DG zoJT3q)#NU4E_U{DZ)p*>WJ+6lD<(Fp4wP7n=;JB?KNryf+eg4-St-*%?nDmiFd+;`7GqXc~ctKUoD)L3A10F11_ zfm5$>8BQ-(Xl8bW8YbdknSQLIDbhMZ}lX_5OV!0SZDQ%C^6HuM3zjN!5} zL1bb=QUXZ}7(t8z6!%BRcH1WGZ$SZuiH%mcu8G)cVKu5XspBu68`r__*85hiNtRM= zRf86KM@n-8WNOsC-)~<1Z!;-o4K-BOMUNrUorKv_Wh}LSMDF+ZLyFb_uxP1Xm!%8W zK2`9Sg6yw=7o#pT1D_8eVDwSB7o2Y@#?d}kkZDCC{cACImlOeZJFJE}Yl-T@e8@|H zN^uiF6a!0jXH6%&DrBO2O%z|-zXKn8?M?+ILU^sF#3vuB(9oJ?X^7T^trK1wWXnt) zE;LP{vQ32VUp;y2->0{gn6hM=$v38HrX5{`V`!S`5Mxc0En^ebStv@sqG@HWFs$tywn>~PWtULBXL zD657Dnbo&R4}A!OLnRrY6W+Y>EssNf-v0IJe9~i4W{5NNln7A)2$BLuPqwS=x4Tov zuVbFyXEIHzHEfe%IO&$#9TTu-gBVQFHS2og1v{_@Zh&M6vLZqWRI#Sb%3+FV(9ILg z=bG%@*f+SE03t}FAczRa!xCd{Hny8}Cs`)7O<*@7UbZ{fjqVN*KuE|CQV>KpfwDGZ z8#p=veLAxy;1>hsd=n=ekgDj=xU>#DCr*Y6)zXE0JEt3#n$~5XAa6phK7!S|qI9ofWoa+MSrFmj{F#j}+9+lW4oI0!zUwwz?`RjJ~k#dCL9b`C9N4nd4Nc zK{%?EpygTMRgf9uL%5uAw0X5xRumiWWrxW5BBXeO8Ufe?M5o~1l%hdItYA~w!XZuB z&daTZC2dQA57w)5GqN+My7SIex8R(N?pN;-8JTuXZw7L&6HGH=Gj~{l9xN7Pyk0}$m)33-iL>)LyB-eM{HNpWuZta2a( zUgr=Y5DT{{RFH^uK*L6gpn_0}T%&_fL7}0=bLg5$P*qef9_1a_0YNjg7{av7u4&R` zq3!I4i?42Q%R?%yKu|E%2$2YEI4`2kFKSphtIm2B!e4+gmpRP~zz8{JgL`o7tjf1x zJIT;kUmjise|sV1A7{ZYP%`(VTsCY`q5v@!xrn6ZPDRUh=q!mQ*vSQBPL!P*EV zs@Y8Ru(wMzCP=1_3$X8azGQEQTL!J>Pmg#reS87JE$uq4Xg9&Jtj_T!EI?S+C} zMJMfT+;5$LIb?68&u>Bv?XDZN1ywj(=w6To={R5y6D9KSunyF8CDH)=2{frr>?EPm z@O8dZ%hOXZdzJc_=fgohkfH(Ed3m;mhQ`2RO0T=~ z_4?fzy8ZqG75u`d10lDXdwcdqwbiuNt`4?E(xE5MaoY&{Pr&2EZc{1XvK=jTgLRhr8X$ zbV^;M!E=H|jBhUc6B3hBkWTi9J?bw)5r7qQAuWo}b>ikMUNK9w}0tj0~$WUfj zEUgXNz;|mUglVx58IW7Z3ztWUjIsBF+Y&U*7Bq?op=k%m50NQb4AE=y9VawxMtBZW zC0$yQaKw+j^WWd2dha>jo!&>EdiEZkRYwM@j%ty}!j906Q$jhS9E^(QNy=oWdkz7q0eN;m$-Z( z1Q3~(V^NgE+&VdfG;0>ITeF+i`^T>?3~E}kGb3R&m8o+ntxHys_nV#f zm*0HZmI<_meGX1!(9;?a*d=D+HTwzK&Q0;->(S>EW%l*@ZR|(4aMH3C%k82f9jxfI zQASG{)TN^)_F_*M-9)cJB`fLw6ArI6=({1<;0%=+#$ z4aorn1t23M5E%Il!I-SV`ZMnH#+tQ}YZaQcds=Iv<{DwLQU*ub2Ryvv1(Ass0Fjb0 zAlL8s5p~r`cs{J-HGgCN3^z zqqW&r;4M9n=ot|d_NzPvy;#mcm*8AgR3aXiL3qPjMskjcm{r^D!3WpKE9CmP^dZa+ zXFb&UvArO9NP@sAc;4&X+<5Omi~)xr@->&-dFRcrEChw}jrW)X=m#7^$Ps~c_dVO$ z%@3of)aDNE-*|Z*2jTks=P4E*90dE`rGZrr95rd8Mv@(Pjj*f>8=Ij<6oR#gG%y|P zq7zjE8@IR_c#-n4khCV(<^J$26* z^*}5n{{Va5Ec$VR--rw%mAdeKQQvR6dat30#_owZZ`Sf<#ThFMxirB;*^^vsj{Uw` zJX1LR#mzgs&{y69PT7Y12$e-{rV%?}3o@R1FtjAuCtPfAgFrM$KJ)7Uxa1ve-Ih!} zZSZ5urznXdwnKrajzT(cGQ(mE0LDQLZu-t=;dwXQ0)i`IS{wKfy2YVEwmsF@%%^6>wD{;*ZBJWtn+}pQT)F>#fl%;^Nx&%g&AFDV!Ils;=L<-a}ifa zc~-iQ6H}9M)ayLz3RFj3_!|IwqyTlDUiY#!d)~?(i;g#DcV?mqrsqpV^ku{lonL#d zyHZOAL=v#}eWT&x!f5kXt{2wyZrvax@*m0C&hpWy(wG7`*SEJtQ#=x>TdLczU5<-$ayMnBuqN1)CcfQ*``^ zh0&a76YE|HnD98AksCT~$sGD5U0hlqopY^rmO~oFc%|`cl_O@OZEk6zQyBUza6TV` z@ZKXF$Ah-*HQ>4?M_VxMUl)VK-5DSq6n9rD0C}daS7Uh^Yv}0~umJ)SbEUrPaelv5&EA@+#msVUJ>$AH6H(Y)Z#z2j zo%#T3K$XAuTFxudRCzy9LiTe++*1I)%2JYm4#+Jdz0I7k&c;UdXD7IH^tzQZlWOaY zCI^uPmGB=+e)pjG_yLz2_TvDa&y4N@1S+=t5u|`@7Jv{ZH(Th~=NURq8*5&-vF~~k zRU84;bKoOxn5r%)14Z5goo8+CNCH^jW_P{kvy<<7E5Nzn=(zEH#zWofIu@|Ec{!~C zH`uF3;BV*fy!5O4rs@JLMp?*<_32E76J@(ue^?wR(>ej3i`?4)-hvKL&fk0N_V3j? zviSwJb!K}6c_k1%J*|rwi%yBi-M2>0uoDA7CUR@RH*GZfRY zsJMD>I!a+6%H`49-uJk-IIaa!EGob-$AB9?yX2GuT%g@}gT5L`hsZwbDgYb-ya6yq zz7akNKyJI~v#`lXj5HwM0?UU|b?>m~0RDM~0~%*a?xZ-cuU zR8EoLiGHk36kh_R9n}y~-)4n&aUu4g)<=Nv$Tuh|&G2+x%^i6h(X*MXB7iCM$2H7$ z8RQS_`m6egNJlHu+V<2l3-kRrtfx!@6Gi|k=$o|s73{+Wc8zvDGU~;DU6#c&5rdfA zAF$g1(@iOtD?-))72xZ$drLeIE5T=9KLTJFRSmL4`OiyhS1)&?z$3=l5TI|Ah++Vt zEFw+UmA`?J`a=N* zN@Z%j84f51sen2VvLW6?{=M&Ne6X4pWDs(!(|ilECnt9biMAt`fK{HaWJJkPW5j?F z!YXhAc>q4;6yXPWEsaC;#!D7V?mVU7og-Mvj2$*zcNbcN5NEDr!S(<^3gW5kDDcR_ zdkj+Dd}Ql*y&+&hgqqyfhZ^l+B+@X4U7Xuscx(j0I0zsp1~dilTvOK`gfs{=NKr24 zV~mds9Js@?O=pc}4T7#FXhZ~RWDkPQptNo{Q8kDzjbYEWg2LU)>kKaXV+^E8LZ(9EiI=fd>kTIAla7(IshV`AnuSpyl5z>g%T|$8*tu$9r5v%uXF+{AE=TXJK%|jPr;%_8=W*b$4}1^7zM=ps)+d@)9h;Kq>Bjwf9BI|Q3jmADr=yLO zczkwUlS5Pz0N03!>N^8%fHI)qc9h&yyIE0J66dE9ifz(|aQqek-9p>*>a-Iz0ge3c z7Ua8eA@y23PedI|&r$9GjPN2WRoN2(e%U#DRJgv|j2D3p8vwiTPR|1?g4WviL}msP zKkGNbnWT>@zCp0=v``O-D3NbX4v1gS%Ir zY{V(!!KsFu3b-;*W%-yG6!`HcAPd`iVh?q7#)jS1UQGpei(WgXb%leuO$ehw4h{x_ z!o*R#Y8~RMxVMn1T&loKxPXpbryx%(^Aa;r!{zP{Ep4y{?vG-IcsqJ@JYet85*r*z5YAsjnVCDsQJ z1n4!D7$j-F9{7xzpm7`_Mvdj-t`U$g zF0q_+hoiHhMk??&8Q2qHrmsx2(bu6|UiXL?AjQ$Ks!VU!aJ}G%YbE%2=oVE5X_29; zyQ6pk?%{Y0fu#lpQ4|q^hk-}2(2f8?JV55GGW)ln#Jj+VP?L#*j^Hv05*4rq)TFy! zF>d4>9_x!ypb!C#fH@2bnj}w!4F@jj-~~2CPTkN+WOE`E5GCk!D{XS-m#S%PC^WWc zKWaUFrLixMs(a{4+-eK$2IN4J3CalXM1lty*(-LvD3f>@kiw?~J%zh=0q37czIcMz zF&$KZ#$yj5;-|KO*4}{sKrddqzXc((MuQ?nY7D+7ya85&enC<*AD9Q*PY@in!M~2K z;kMC4BVl$-ZGc0asT+2w4XY&_o0wh&m24PFC!jnX!FRkEHM`fw*zEw)2zDDqS=|VH zd+ts8Z^F}`N#zA#pkv#ohmGsEUFBnZCw|g1^%qIbf55sviCT^@DW%&=IYKoyfXXyc<9i^d5Hl zdA%Wn1>;aS!h9`jGIbZbCZQM+3h*(n7~$wW!nROmVhGxxig$Jwq9p>=sGf=;c*+)s zpbd}#;t{|wUKxGDD4~g9k{S#xW?OKR2TXBF=?;Melhe_sv+DJ4VSH-T(4>))J3ztJ z)(3f;cqSx_J}v+yKI}K!$cYWI3yZdWa43<_ycShqy0YkwcW}oq2)YzWoGVv$0RotE zVd6zhci>%gTAbosF9!4$Z0ja3(4*b7N`e)fYpgs-`>968xacK!XFe?TXTXQIm2qK+mbw_llR&L%JyNv%SZFI!FwJhFx zXv%WuNr4=!u%L5m<{d~ezOu+!RlQYVG^U)lR3htxc+j`J3?;s3gTUz6PUCl&wmf5P zJ92~!n#33mTnK^cUJz@{FE;&z zB31Qdy=`J}tC_^OQxH)E&=jr{II|bBd$m?Q>zcGOH}ibzr?~7ld#c@73hXfG`((-pK-;>+K+EA_32~?R+o?+e;^;NJO|tKs(2GT9Ba+5J;9>cD{fV zQFUSo!5+!>hB{Y|>h^{ruSQ)!x1m9X^@KH^-Zn&fP7{P3)mM-*>4$=aWcJH^Jq^4_ zDwPlzVdNE0ExHm-ULYz`OHyF1PaeW1y*wrM>_DIxBLlp6?N0AbFN4KBI>x1 zeYx79?9AHfte!Pr-2f?a4|L{(Z>!sn>OOqeQyisga#_`YpPS$Dmx#7n|MKUTIP8LeLX{M1`N=J zfOa6fC7w>2N5c-oAZP+f=W$*DOj{c?kkow*P!0$`dG!Ez0-=MJc1b-Y{uU~=d-@)t^h})Li%?!j{)PZo#ChbaBtRT7X9=;wt z`{3%GMsr5}tM-qnlQ{Xg8%}^41Q`d6{O^0v4GBm=kf)iwxRXf88uNYa(jL8`FuWQ+ zz#^ZA^@;sjt(4j=rG%Jm8ws@=QJXU{YgMpY3u+CP+cuj)YgLF@V=au*HlM%o@9pRE zJAW_YsQgX7iz-?n{AXeU&eE*AD%6dK8D6jD_wwCo@QNHGsMg-)wpOyDv-n7t7?1Pn+KO`nt#R@FH-Ru1UX& z$?YZW0EDNr!A){LRzgc%n(6)2eH&SyqXI;fo^k!SWU5=oV*`&_O$4sj0-3BwT5;-P zhaGAwX9ZD%LfThDj>xZcFIA|%!@L*iwbXYr>Zs1W`A5sZn``IqddS9Nwe>WkeH>h6 zN2=CwxZvtIlTloN79HZqj`YIoP)_<_Zp*370KDhmxa5&qX?Ni3KuSxB@tsTEu0=EaqW~ZVUR}v+qG4b>CXC(LV`p z0DR+h)$j*8i7lhWSvws(*S+g%cA4`vkn^;aIFXl|LJRuPGY`J{TB!igDh0sYPVhm>mrsavmdC7b+y+jlFfg5+J79E%VV0nIPbMpGQEZm)r7v^KGIp* zGJWrG2|*sMq_Y+H_T!|p939}OvRl8NU*B%l{1|7u$3W~qV0=+#b3inWe>&g>sJ@G{ zyC~i1>Z+IQsl2#3pagR8JF`VYJbVE@2Y??hzCa%&Y+=giggO~NNz9KVTuMqb0T~&- zX2%d#l|BKejOG^?veD6zhk7FM^jTh_SacC-nb$IEQjy_E_q?Y`k?laBX+hAsR{Juh zb$0Y?w>+CEUDq)L5+ViwNoO|Ry#rRv0l-EFlHdo)?vG0Vz%mMNcD~rhc-;Xi0kvQ> zyh(V`dSFJ8rK&t3Z)W2<2(lHmaRA7v z?*iXWrHroy%#R=5)pC(orc~&=( z=dS=upK0E(o{=C__q83(`B@q_Wh0SHh7^i1tP)=1_C$lk?r0ZPzACYMoCI|Is;E& z4v$Xvj-;AIknqz-liv5SWq?{h;wb@8R7GToC;1SR`kTI3qsPzKeNfu{oRW1us8>EI zzR=nsLAMXZlPVG|96BaU&Y|FSVI0yn_BF@^y{#kzM(mY3+2X9pTsC1;0i<5|7zeon z_`9OKs*rmAEx>csA`C{sCa_Rh0b>EUX99N(_>_eAw_>-w&<=Js_fiN$g%}{P83z~4 zLhv-eIk{ zaEn5@QxgE-Henv}rbcE?njwWz?^Lq_08GY!(9JUq8U`{WT_BbN`@j|}#e6bA_YMh2aTP&{1Q>^g=PJH73q>)9*ab~Z*Ez07`U2f9fFbQQaBc2b>Y6>UUUtu4xnFK^x| z4vFwJtBc(5M`d_8*j8Gjw7y0viMGq@!!N50@J_A!>-c+_ZI%+=kdd^4!6pTc1uVXp z=`;v3d&Vf23kgU;fkOAGPBBUo5P}AF_0PTF2XQ7L1_Qvdgc)TwS@QeDHnFV4T~{7x zA8sQbXkJDQxowOuo%#m`RxI#nbN6ms9|o3?4*7!sff^#;ZcJ?RSYN)T8@fWY7jdTrX$2bm8^G$5e{Np(E!k-21t5Q0GS#xn8e|+ zQ9TGSoO^HvX#3j`@yEKI-XYR3JYC|R&>SR(f*e8!KK1AZwAQEvU~vNy3=N-l^}c+H zK*NX>2ry@j?{}w3KV*FY0Kdd;0Qq*oDTAzmQc!Xmb`A3e@K`#c6&=eOnF5S?J%|Uo zR0?R@=9ce;5UqhWn{q+GLjWLsr{BVRg1mZ2zz{aQm98^T;W!|B+T?bCHu}^&Nf7OC zi@oF6EeTQqq`2`Z_tVpiyk|2O_}>n%7WF|KIUG~a3IM`U*fNYRaa$uJ3i*vcW*&ByjSJ{tES!;VaTGn#80FJlOrceY9P8V)uDTNV$30q?DBvY-* zX{rqMb|8ND*S|zk2k9`PJEEIS1;o%suCGbqLLEN=wz~Wa*Z_;@Gy!iau9e+b8F%R5 zT|Be2%=5by8ox5Zt>tj-SVgz7y;OmdSN&liST zzZwlwy$-#u4$5!WF&+%lgGP<@*Ddksd)_r+P6o#SxqmAlB&uFfakQUMptf z#`xZL7vMX_lz{}#Jf~g2gSFNwYAB?`RR#D9;6X-)xbU1Qo8 zF!4aF7_PY4kifw291klE#(6;NK|Kn*uPE?N3DmumBvI~|3EN&W4KmPISTdH!iAQE$ zpvjmHyoucyge(AsC@3<;AiPfMLB%1USV{^z+!J_$_t(_`&IpIsy_nu)8Nr=yx9e#7 z%Ewsm)$$w{4A=JXYITMnL!U&_h;SMeKJ=+dH zlF;15Q;-b_$TYE*!`8j!%z6P+n00-JGp&OJ((rJJfyhuJ0+&QlP)RT+yOZG1<>~f@ zR#hgKf>>_}XD|n*+sFCzw z@(^CCk}+n`miPn#H@zl7&7LMCaC#u$sRmq^QHWpz3%DK7FARb?SWIsv*;=mO zhP+zN>jf|ZdLpbYcOG&TXV@ z_uDH~?>cP*Hz_cn3nu7u2=J{JiNrksvI;4y+aB$JK`3v)H|*!fO%#!Bh*De07gC#m4sZszRS?tf17vS_9OYvz z9vt!Dj)8(z_arW1@1tJ@QalhYOQ5+fI9di0d*$+&0*`+{86=zl!gik6!F^;4ARdxL z^8+{CPDdvn$6F86NXvO4af-t|)u^{!DS$o=pts=# z>%A^E)}gwJ(h5&)A%>^3z;FP;8R%rT0dSdjO9WyBG+}v}P^v5L#R)MWfO=impm%^N z;14wfggdS`cepkw+MXox0)na%F9mosjWj!w%$V(n0H(88?aa(c&Hy7|ydQ7`M`RKy zhZv**d&I|rP)SHIgA06E1a?YBfHIXE)ulCByb-+)R*re*7Wh>#j*g?cB$W42v#$|a zsEuWW6CLG?tvONI;6YxUYU~+NXc-#Q`@dMI9hd9pk;3r7Q47c9k3yMHOB<>+S zy$B#MNu;gRE)xghk`5njV9e*{gKnE?jTJ?Mo$k`x4i2YiF6tL$$(q-J-d5xBV%h+r zU?38tE6}K@ngt0E=)l|7DvKNgD@xEo;)54)AYq_rA~6+WL83{cy`yc=gMo@h3`ozd zIF0e|74T<(^p0aTHd-@t&iFoa?55jdX3HiuWqo|t+8$NuZMHR-Fkr-n0McIjzV85b zlzOUQb^Ol6c(;l8A}ZeYtR#&t%)!AmF@s&t9)KbQB;IFjfYHdX47oOi;7?fH$*@UP zo7p*KF)r(Qxe-qlz7~Y%*--}r@&0pyyT;?V0#IaDM2Ij3`6<`k zcKIsuS4{v!lSr&(WnN}r^7rg`edu;$MzQVqf$p;l zV;F-#IwF{DgBQt3QXkvSt(5vcH~VQp`Mk_|PQ+sC2c^@1$bt%CL2(6f?s8@3WsEpY*%9N5f#>9DL-8sB+>n41It)OMdbfz@Av?R>w(f1+*Y>t3V|l12eHhWDN+tuJ%ezz$9%FnR#;Qk+Mb zPMuz5_~%weg>LxRwVKr}H!3h505|~IFf_Qu;_MsT_B0;yysvj5&Zj|vnu7o{5rizO z6(hiKJcVPM$1u9o13{?;HpQt1p&_9inl$}vpbElamqbEV05qlzp5052aSsp@1wG!q zk7>HEKzrW2r)eSKrpIH7cZ9?=gkd8E*7f8^UfDGj!>x<*g87dNagP^O%*F8b2Z+jv zRvC^i`t;Ih(7A$f>dv$b!VLEzA9E=73woP9zRM6Z=+ApjxOL|sr6wLT#Im%q<96?G z1|&v9-QIaOc-;bkB;KLNQ+2?|43Z2bPU>ZfV!${8FrN1m$9dm`8S8B&J;nUePCYzH zT?(Ig@aNYsjaG6>OKC|1Y{J}6pMMl8F90zBHMKY3+|Q%v$WGv>k^nh~iZxHCkmSc= zs{q2yvto`F*7T^pI`wg=brwp_TXgGW!khQKls!>Phoq37t3Wu+pI(;XGIps`Uu>jX ztxLhxu`=Dqqkfp!MH2*l*hX9O!$Suy(B76`wp&>-hbgpiXxO#1qTF{LDc2iv=Id&G zjaSNk`tc07`_uHM!oQf)bN=zdQ zZYMqWUPf76W2&zuP_VrbSOIX(-ngvevgyRH1_-;Ox;^ho)`#e`sFgq*_=iTjvmyIM z+o3KV@CNH?2TP`)-uHMo@zmxrx(U`sJ}AMQ0IPM1qc;nkPRms0)tRtd>WMQI>5HxL z8KYc2GN!<_6s*p!%XOw6B0Ck>5l^=&xh2ov_KP6M7KqwCUSu47;rSIEXjUBq-w;V-Fs-iK?{faFml0KP&l`&dz@K zoE4kt`)3wo`1+5IdGk2+NxK|P>fUmwIVyN(gMm5v(Rn{0em`g4-TLItRIWE@9I299 z>N7rm2n}Es!uE@Tg?-@c?{Sn--h;)cW8CPEb<$7)$r^@G?yh?*#m40mNRfCV+-R__ z&TUoSq_rrOi)X;y085KAgl%{-u8J<<9tHuM;4h%j!J1csVO#E-&1rg;lS0XJXz=}y zeSTYB`?ic3MM<=a5Gz7x2310@PUHijDI+BBY2Lj@$*4gH2oC5K8=(sTi6g)ltufQ5M&<4YBu`7IsnKP?X5~y(gq<05a#j3 zH)8-~*l-?@JTDnTob6q9EU71VhAA0^?`aBqaIPQ%oIvw*!~uz^TcTX3;r0q3$X1RV z<^^wfFP~JYHRvl*)!>`AXO@|WABW#{vooh0R5#8uOFgM}OEj}(O0(>4U+TNIJ~-M#h(Q4Hv)~T# zZakpyLf3C=U?3*ptBBmMEy=LZoZ5aH^6_D)fC(0biRe0Up@s(7B_N_h^YbXn;EATG zfOBz3iGk|0D1xd*f%fS>vI)`#2*@~1M|mfelH&31?_=}6&#$AxzDa<#!xfG!8<}z9 zLZp}r=hNfGpJ&>-Ad@7SRUxE8M)lzlroX)=m%Pibp-~`2ZV#nPa z%nc#4CwqJitLSR{52J2VYkkRKmbv@mxdhfD%toJmW)bDlwlZ91AQymSlXF{!fN{_c z85AV&)7}7h-s8kH2p~>2)&@H1A;2&f+)*0K$z+^JBw&D)Da=BaxWN0&K<%c2pKC*G z0#x?UboLe%cVQaF8cc;LXaN=soG>#Hq1|tq7DiJWQP++qGsMc5*i1aa)!cw}v>U}mKmuH54UA;~ zUl9ivamRxR?{)oKy*MXbAae?in2KuZS(k*JQz~=ceEZAT&Nr_1kD~kSl z@5~#w?GD_~%|~oH_d|^vXxv^15G~tut2wlb@B*-550TFM&Y2_xgc42H!^&TKy@F5( zcoh;rNC&v~Cmz)8so9X70b+_EkcCuXzB%eu#(FaRG?uakAN1@XFRDtU=-Yx(hxpzt{o>ziQ;0mQK+c(Z8 zvCpWFgli5dC+vM#Xjn}E@XNnF>mUJKX~8ZMi8QrpG7@#b=0u)WE}xe)cln{7OTxX7o2zlZGSXe=5ESL~D zIeUSCY72UJzk?8VzYUJqb%)R+*yMGL%ts?SDV9Z-ci7lh2IoLI=_n|83qjrnq@V26!2097Q0s57-wDgQo(fqk=V>U#Jn<^n*~qIN%L; zX`;-ZJH^jjwhXzG>eBjq4lA zs(0JVZ3ACy`db`L{K?)9fDN;H0C+)I0WY$ci9#E4sUgt(V+bH}-Nj(qAtx*jD*Vp~o~r<&=%fjF z69iSvc4h!xDd`}30>n^2LLTn%yT)6`pmjTl29Sd#-2%-$i=GBa<_dzKq@G0H_m20N z3Frgo5D!3uAv}8yEyp&g@9vTb;revzIgV@3Xji zXQos0>Ep_-Wqecc5JDcFv}fKiP4~vwWG99sK$F3fz12597}LsF54WU~i2)=r;T@nC zpj5or8bVBM##50shY6+!hwmT`$d0m(a*oU8y*g&zTot2!0-;=7X3BLXs@SIrBLR&? zEF^g@o7*U-X80aK02pQ0D1vHB5OP55aE#aYua`S}#6g-N+s^IbI@oq+$~ORU57#p`gJTU>V`&*SuwhN`Sktd>-83-$`;~ z0CK2+3|>qrlu|t}2N?U)dO%!t50C)(M2d<4GE8=Uj{5-5pdJ8WG~>6up8#JzkcU79 zNOluo)#BHw#FGIA0op?EdAr`>rt!8UlfXfeAK!D&lA0nOU0-Q1xVJ{mQ*`n76jwsx znT)xo&P9${y9M20zzovscSfypMTEGDj>%#X4q)M4x2(c0043~hiW*7e_|LBvG#_%` zqR9@bL4>+*Zj>l=Z0J%G;}8-uGEaB43B8Xqbf8GzSnmP^@DT`Z@ZkXTx7Y(hOCkZ> zdtl_Af06EFhCkuGERq^55Cjm#@z&}LP@#ClbXX6R@ed=3Y88t}WY ze8C#mG+dzPMx|ULnn-qpDiRt=cyMHKZ>j)Ny)7W1NMc4405t9!P9A_2msXdnoIub9 zKsny?P9fvF9XEiUfd&vC%aPW|^OQuXn%29(pxddxWh;&mksSEmxij7(nWlB5VG3N{ zcmzeGXP(~m*arx#vx|76l@)`BPO`VaFGe|?@L>CL4-bX`?@ZTqK@bqNRshfg2^@2u ziM{VgK_o~O4vE`0ozR5DAjv51_TIb!?%iyGCsIE2ZYxe6|qPivNwC6-F?B7hTdNtlBn z3M&4N@jkMdp8!SMRkf4M8QDp_Fh*j=-qHzMl!CDc1_KZeA-&r7OK*834?u$?_iA=jsG8P)?F zt0cOH-`+NZz!Iho>_HH>8VibpHQ#Nt1@_-?s>7x13W0fnk{TVRptiBJZy~o3D283L z11=%vc=z@y?6Ic6<-X|KN9T^b<$9S6_2bWD^}40>Oe@8g*V|Iu_ya(Og9Q`_c+}&M z8$~eEKq{(6NGgLQ{~!W?lFZt%v8->`TT%UdW}91Ch=QJFV!{hhz+tUrkz)j6FpCMu zKxMLWUZgoQ0-+5MH5fXCc9>EU1|P`%;=#){P_ZxU&5pywIc1`J4B~%=FHY zubx(1VXq}Ee;3t?hT@Tt$>pzRjOVqPWoHmM?H-v|Y9>AJQ98`2v2z|<(jAFete%(YROwvh^~lP`2JPumXL9)#~;W_eybweKdrZ)H}eNqjQO?$gh`M!EX8F%&0%9f7851*sg7`L}jie1??O zv;(lqBwoc5GKq~&3DplB-(?dfWeYlNku*O|-=elpp2s&4vFTprTZuleJue*nmm@-} zB<}^|ILC?$UIV3oLU)v99BuIU=r6jURP0A&*3(h%dxu`)?BXYJV?-T9W*HoygEE`H zXITV2m(PhgZSf|rC3@6&1zE{OPiVdGOF$8?!NnkKN607IAgs%#fbM*Oo+o+!g@AMR zY!~(YWq1n!M;d1R;EPv!tW8FEK8LunLv}n*(_N`MS3`;91#IE*JmJ_+w@9B@e^l+1E*OoNLl=Y z1JDIeBgS#JiL@-KSqFkNeN?BiriW!*>sSkHD|O<227^uM@MjNI?dM|2cbWk+U9V~* zP1?Gt?AliPwZYu6ozJO&MZ>gBcPP#;4siALbV1+_k9yE_LH6&}0LSb>v+ln=Xd^QA z+S0i%1gmR+A<>Vwvi5y5(N|I6P_}C{T{*p*x&^89=YZ~OvhH}xh^u|FmQdYx_4p-A z?dph#zXrMhX6CnX+UV?xhLN*2;}gxAj|5C)VVdKzHg81y2E55#dpkY{bfWaSjPB&G z!M+aU8A12LD0-3F*aX}0bvxba(mTr5rqSckuPBt2I?n|LfK2P%nFOYFDF9N>9UcW~ zMgU1SqnWL|S&ZpD?_mOAXzlE~}i+imS!Y{tZL?*moa4)(UrH;TFi{_F9uZFC{-FcSY3D-GvIM4 z@~NwiT>7CqX}P1TaFP_$QtzC`O+(F{`=>GhJ1M`dT55MAcQMMjoXCVr@H#{qoQ-pe z@LWu6Ra%$;jM<+CW8aUJqwbCC$(&OkCXW&E^c>*%Z`^&Yp;TcAeg*b?0b6El$^ct@ zz%q1|g%se}_*(oD?hSe1eh!MOYaL6fuH{%GSu`uaRPz65%iB(dm+RN}ulOPZUml@!BGu^IWxH5?nsv+u`-dQ$m6opi#uCEP|iXrrh1?G*H9W;PCJ1VPdX@>3Q5Mv)4 zArBXLE82RqQEYC$A`dp5EP8*qYEtNro|LNJLIc1nQ7*=So4KY&h4GP zznI=q``JZe3VcN)C8E@77HdQh<*89e|Ndk+roXQBs#+TB*x?63~| z=z^|xvsN{A3g3$Ix2IK6v?J3iZjXH8L;HTG99+ZM^XVgd1oV{Hh}fcFu*`25)$Q4u z$`;duar$!Fxyi}5G1g+`S(lQX-(BX*f~vAfcSj1Jpw{Ylqy*WE3XMnvUyB5>U)Bw>)sVZr` zTT12J6+jgnpaC6+YPc$E9_L(21iTQK28xMNcCw>#;nrHI?c1E}0L1K^rj)X&O9_}5 zm#uIFOe46>Wfr8=`s&*sPgc6qkn-yBrFDX!3rcD7>%!YO0zfYjnVktt3i6!E7T{43 z5}$Z73RSDH++;3_*E*h>>J)f3g$A_(xZS^zUvut@`@!*W0gJ)+fw#^C*>dGOCs~xC zO1D+1%)x#RtpJ)ujA@hGI~fzsNEpeu^}_9xoy#A9Q*qUht9I$dR$W`jgc6SINWWB> z2M7WT;p(C#fKh#Foz5c{v~DKoZ#tA_2`z%BCL$t7iW;hwWEUirTEgu&M~bz+P)4w= z&EerX$K{nCjHq?e`eO=00FMODiwQN1j)2IVR%R2#Qz~FgWiujzZ8(xV2*;LW6z8+h zhsI9Rvr)SY#iBNt>%0|g_qQcI2T&g(`d)bl*|tlqKwiKLtaS^cX*s*T$2>{x!EO{q zX^OlS#*#fU&2XTe#?-GG8C*+e7>rD}YHm=DIv_HS5$*f$t$U$w(jaWzihv!J42g|X z(bJ16c)KXS0wa683ftN1RfZd02=bW_RaIbGH(eOV4hee;dLt7cNYD0~A?kH4h5mD%&x@h^~B={9!P(V{1qakr5 z{c+6I!`TIDcpKQuEgd>UTnfqrAtxh23#uU0GEouL(Hp1%!J670Kz zuHYXWiUwf4WRz(H749H|3owzKSwV|5+$h2nG8X%b83M*w!-Rw(9d&~s>n|%rT`~o9 zQDi{K8YqKCAqf;sC9yg&q1T~s*HV~`v;}c&oPBg|nMxio*f@H4M9|!2#2F_+(ClL9 zP)S(GBt$=11suj+$g`(bc&&OGcGAGTi!%lsF_i^?Q;v)3^l))0y#)Wsg8YKnbOs4Vp8#qMAbiA0W#35V=Qqnhxkm=2e7(IU+@PGvzaEiB$o z)wWy`$%56QpnIO=^86j#augOJc?5tkh>plI=#8iuD6MwTM+p*$67y0%EJm9xl-FqTuZlXJl>$g$k zu;et!=5WMt2Ej5TiW)lWd(R2@5MguJ zwU4fb5QAm15)mU3(TGM6ggC53VFj_7cOJx8D2U%m&uS9g4RLB=t&W>jFwKS znB!rT0fP~dLoY^5)-B5|m&$E>(IwU+~aEVDZ(&CI)>dFChLKrx)QW5OIsba339it0LEfGr4Jv2H=r?6^Miyhb!2Hc0g5mzs5uR;dC(t2*B3M9Ycr*fL7-+; zK;@#>wBou5BY8XYAxpmV=1?cLqrt`F73xvyUe$$THB0mA%=^BV^jdh}Rh-rJO7P_dH;EjsG^C&WW z6WPN>Q`nDOTpF0;pn`Fn=ctlK3}Y9evg*#(XG&J-_kz}hZH^e^+7MRN`k=&4+-_9Y zmvah$?;GHx`wm8ka6v5CxfFnB1mhJDh*{lMTN>mmx4nr`vd2ac0LSj=eh!sNHk1^- z6XBN+nLJVofj>HX;@OXKnbsp|$&%9;&l=9n1W}$2sgZ8%cq7clGdg#+k)8x=-u2$) zKvW1%q?=hjBGUhNe{XJRVHcjHJG3-wlr9-Txs7WMH1e$aQa7Ua_Ci(}aB$b0TV zILYyu0Xwg(k&L89pxv}$CjxZL0A*9%)Vw%;hkHWkewAemM(kbMsc9Hu z_Ls4RF2VT|r#4pXdv-sM2$mm>Cw?fS@KPo}3NKDWO+xE}$xL3@+AvGm5Q+py%Em#` zZ*T;QS)>v)YN3E*6<@mW%VT!x1D1rZ`udN@#%(%+$(?fO1wuWNW?$ zl+PVd4=5!LG$4X0m})0tycXeZ;L$x@)M7A>s3(1n@LAhDS`beg2Es!vL~mWmh_GF{ z_iJT07wba8(M1@>H2`ryj=#IbviM>YXH4kHV>>gVl_$n!K{Z(guXZbb32_^vM@w{0 zF_-EgvjFE21!h4TChkX(G)q2e%E^N^yW+}cW5jgm>Y z1E?eJF% zKsJnl_(8r$LDrDH0tiJABq|y-IpLVd1(7iOR3RgeaurydR6%=i>Px8$l}2Ool*Hci zM!x0e8#e(F!!BY07X_7A?b{vWo`H;tK+i=di;zj(c*w^_bXB3FHs7wKb<6^B)4eIkhZiqXd+1U!Z);Rl zK$0{;717tan=icjhx9iH%f@RrglQPq(=rE+5qmb zND}l38&16%%f**5#v;R}p~4b1`g&lkbg~FulHr{@7rBSZvx*vNtPKNwcEzEMhX_ZmuZQQ=qD& zO@as*qPcS_F|)i-#=8Bj#3sFae<1sQfEaeGfW5|Y^vrNoimI_KRi_Fz3X5UF8fRe` z$GXOZqWd)P?sUNrhvY^X-+FJIR4A-eQB)Rz#1?`dAhOPc!4*=lgf>a2amEgSAju{% z-~;Fird4->q~$bDIqY+#q}=hm>bGQ^(l|xI0J)E_?`tLna}5AO=GwU|(U}HN%VZht z2laI{b=G?XS#lzVI@p43y}deP=k3}-RawiKR{p*|=ywwE@ssN72X{z_=r~As5|0^i zGWIEA3tB${Gr16Nft>^riYz-Fl#X$81Xm6i{o{Lxffa-df(?Qq8f}&-XGn`eJYyvr zw?x`gZQm)L+@ff*1YJUhWN$AARP0Z^9k?~<)cm=WBy5xk+|Nd-g+`LbX^a6eG`tq? z4niu%Tl8jeTQTg?k+xjBM9aN-*QC@;Y`pcGSCBlDKIM+9*<_t6D_yLcu4}-M(Vo1M;#kL9B!@?^IG!0Z zYf44asql1R1>|(vwaF)B1&r2LgVU7&5zZpb-G%CY3Q6RYa098&1ZkH$U<-Vnct9Nr zrnq#O5=jGHwYkR-#$Mr4&JLLIYlL!#a4gq%Rz5BZ08mXjj)k$QCPd9oxe*lh?TlGN zjDm4av|l|M5j6a4Mo(EjFntC9brn7g*i}~RT;va`8(rWZSxCl&BAw%tGD2NihUO|4 zDw?VQx6Rc);i5%!EK}^+^SpD3(D2X=!b!R{C!|gnU=wz7f-LGNp~#v5;SfIrXsoY5 z#}vXM6q6>$uWo%Sqfp7max;vL>k=_i@I>>Fnam=n>ov1@Xq7aKM$43Nud;nLRPH!5 zynfFC8Hy)NLdR{kgXiJhIvKr)3NAB!lv6;>(V;U}f-WGJ02c}@w+11Fc24CzsPJRb z1?cF2>W>tHq1HDUTe~+}fGp%x<1VfYpaymaJpiH+*)~X<&jmUstyZzdMz#+q0$}JJ zUr;FM8R9lGr&Vk8_$5$87n_%@w`I(VQydhdqHk+r>u<-muzY9*>PB583JN?8xSp?M zx+`vlqpv(djY@Re#f)_vw$%|wPEeZFG2k+&12j<*0d85C4Xu|0^&+Jbk^n$tvKkCvY#bYQMQRvbx6>l%Di5zsUA%^+wSY^vh$Ml_TPaXGSOrax3%V9 z8GZ?|Ixs^P}oJ2Lp1baPQ+mth*nf+bIckhS+WS9-lUWeK3tAkCC7 z0>1?m0jrk}eVzd#j|A=t4OQTMTCTFV^1ipSS+Yq%&y)yc0|&wsglTwi}-h+aU~R;gebUO6Oa?+9Sj;}KXdm( z<&z!=fC+PSNFPKXYsA@JFoRGEI1PkaH5KITzcQC{-wvBWX-E1v?U>LH}BNiYJY=5tKRnR`#H zie~^sv#pZ~yNj~X9EY=gP_B|H%?XkWdmR+!--Au)a6VZyY;uCI;zl8ei+Xoli~-J3 zy0ct1S3I0Ejs$fW0`z~XTG{Fd}dwuSsP7c z=mVb>L?nprw&lBYq7?eu-RvxVwKmhOt1ttv-uAYqT?_4ZQsCS{P5Je7D-t2W8R>oi zy*|v|!nguDo#JS_vc{S@Km-)Kh@2_JJhwOj#7}C^lp54FXhIf|`lj z*Yw1D1Y-r6@CIc>750!RMOWSj;K_Y+*r8U=^&38gC{1ICb%x8Bb!6zMr%0rD6;SG> zIVZs;yhz73S}D5V@`Wf=$sy3(Y)G2xY@i7MT{r-WZAb<{<&kHLnn_aC3VCvH_lb^! zcy*Tvo(sV=q6&+hi=l|Cr?WExp0(Jka4z# zMek%xR8hLSs%2voZ-b>`3V1ho{dCYBs3X}~W9TxT*6q`-DU6er8Mkse@Hha)i+iqj z*v2xhk|wg9WqKgeAlj{`UEnR%_y|H%MI~%w>70XP0(uV{cTTFA4_zU3?e4>lHqwlw z_JS9*OUVFSLnkz!Zpmj$vZPeZu#w3nu32xSbJX8!Faa5Q=H!c6KX?%SAOq~_ zIxl`Hv#J`6_)Eba3(};L3~-2ueULU)RY>i0kw~|4Ns)Da0rW%-yXTuc^w-xW&s(mA zuN&FBbvK9uU37XYD4Up;6^#hRs8y1&lN@-8?*dfn;a5%I1_R1+caR3V_k~@gIML&x z*r#wJ@nBp-)(Ywm39kgKYqmIqLsdwLN-B2yDJNztb%o#uQG~#+iqL_^Zaf*|9e03L zec;X`CAAd{h2WIOeH|92BD(-7_4QVLF_y$@_L=jApt?aWSBS3aVF+_jP>k|{Z+l%<>gEFdhm9+1VGc)0V)KlXBOkrt%{}z5ZSOi;UEZt zL7>g=ui|BQVOl>u=v<{EDbuTjv6ETgfCW}=_%EXwma40^SRuMc07-C{g5;@~A|g$P zqY*{wQ$ueEg0Aga3a0k}Gd@A@tnT#LJ%noFYc*H{ry2oKShPqd82YzyW8IoIT1LPH zVC7KhPVK5wRHq`<8POSdycE@NIj{*S*aT4=ju(RM6ppx_QfXRGS#y2|vmVv~6w2^mtqOo67gQ9$ zEL)$3)Y!LOvcM>&0U!$#Rc|~3Q8hiT2e$kQMYy$@WW_x24jj8N3~?q)cbAdc7)s~L z@_Yybht@qaY0l9=`(IE6@#k-qi0j)~m8G&dc`ou1lanfO?YruXkOu`BY>bqVUI}ai zTq9Iu_A6`x*+G2@wuCsN=gNRS3b*moKJIL@AEK`05GS+3r z%hE8W;T0YTjoc*)Zi*cE4Kp{verT3DF;(^o;s}AD2)Z-^;l?Gb0;`;D09Xe_F9xs( zdkZ<48IPu(bE;RByVLHb*}28d(bU z2B5ni9W%Y1NH6MMq#lSh!(LCl(MkF{!IU`V+rA0H{1E%CunzE4i;C!b;NFgwp6x>- zDDhMQ%mUvy@KY+H*aQGKSwU{@p~OV{pYpa|650BY>=(!3CtSO;YG zbWjG;X;(i2x`>3@0JTu}oB(l^;HIK{2z7uDTBL6{aaoFpPFzKAU2p~fIjnc!dv{e3 zp4~&R2M%XbSL&5LcW41-s+5Awa7APEs{s4t6SqJoUX+8V0dt;J=J@E6u8ixovsGy0 zgPDA>0CHE@PQL|!D{e{f4s>(k&;z6sB#i}mpz70L13~MSd;!&Lxqd-? zqiz{@R^_O-BsqKl?29})@F*xLTktyxP8L})vAelEuMO>h2!P>=rJ5Oceh#Z#8%>Ds%#pc~`sOA}?h|;DO2u%}O4?KDR~W22!PjJ_ycD+N@epL< zxg9#p=$m-5?jv!`wmQEB6X3gHZBXVD<=`&IAQN_&0$WlcNf9FOT}wfeBu3~1Rp2gZ z7i}c`2VCaUuCWo|NO4?jcr&f#=Ypp@!7u?FUx6xTf=))l!@}POTua&Q=Z?G$D$A-R zcrKLB1nO;|4RmZ)N{6)WUfhhPg5;Dm8R)<@qd&yU@oPc{Pt#ow7UIeWRE+B^otU@K_rBO*PP67?g326m^K_NiGSXf@;LBVJs zBLi;e?+&wqY6G!b4J;rRaSa6n@nJj{NyOC8UEpwvzM^?J=+I!^xX^kNx*J_>ol(VZ zHOnAXi)h8QS;cKe)N2u2<6^_EC^Ew@<^l6ah#!tYr)IyT;;X25WM$)i+N+YRFeWz) z%#$RAFtLwRf_HnLcX_yY+XNP`Aw0|tgC;fvE7 z#!hSw(NDQrFj;(H&F<8fCtRvA50h0Fnh^Zeoi#XhBVbCbqiaSNo(q=uz>MGr7tG6% zk-Uo_>oYmCFa_^{1u{0~!o$cB_4)KGxuLJBV%4#pZ^EjS%=<~;vrP4JZ=Z$=GdE?K1_9=G8 zMHnn#Aqfs1C@k?!rEhlpb3x?8i{3?(8B|VS;q*sewu1|r9PaN`-<_fLBf-Ms1Fu2I z@p{Y)4h`V<1PmJAGLVAWtN#*Chd-J~bjh_1UsH37~0(s-U`Q07k^8LR} zzT;3iblgZ(Y7Fh{%6D3WL`Gvm-8c|5s{BGUCX(2&w`lN9)qaspEXG;umE^S@VFsqpL zRYd)7TklyQOs`XoP!2rMkSvS?^bW@RHg3EP4_p(L<9lf9d&y!G+?MExT1UJN((J4? z&n=b2Og-bHz^6mF9t&DUz!p8)xp9^l77nN^s2qneBC}|t$sh{>3?;YQJ+2`MV z;HRaLZ<)Tfo@|msq+m(9`cpvO0AwWagfSs~E@@Wm_ZiD*1AK99X8kDX$~mc1R?MUGC}n!j1Ib*5<&Ix!+DU9@dz*^H7V5gyVF7%MnH+{=cq6At^2`?Ip`s_jn5Q8KR+vg8wJ9~l> zj2>^FZ@g0ZCRF+BXJ_6#VBK9LCV>n|7xsKJPrlO5TI(-<$Tag%)KaC6XDH)+X%MFQ z6Dtm!l!mOzGR9!EHvAf2fJX`?)f}Q}*Rs?Y7B#wA89ocD6--BhE@KU{wYo!nqk;DT zY}bP(6gG<_($5(e6vlHq_|JEAkT;GkFOH@f5DXE7HelX;xL{x;@dzObVKKVjaY9T3 z0#P7Yd|Qsa?vRJ1NCr!118Bs9>Z`E%!y)YmgDTN`p`=@Pg0P!=GN5BDq-bHZurq-x zNr(-Tt^}}4Ap@iaLJ6)BDNt|)-@WJo=@65L#<)9Y)BvDh^_|(reT zjRbgM7sBFKlgPjfNmjTs!2A!A$S00qNN{&aUNo{}UW(->}(kQq`90zmI~u)k-!8I_L1K?X&I;9GHU8SK03uyZl*9FRou0ugzE z9X(PDLsvQAl7lb>K!Gxg3?w_R!bOf5(hL=GN=|~XFGE&YbQNkNo%o)`?GTF6px{vJ za07wGhi&LhXGJXsp~1DO28TYZLJrQScsh>Pfbl?d_DsF4VgUwg+WAApJpi|G|% ztCpR9NqSRU5dmA%ZF|CA1_2!(1Nr(`hwY}GLk(k^fz_J4`q5?VM)=hdJTa|6920lF z4uf}lyk9?h?GHWQBf$PD{L`}9rl|$_2T4v;XJ>;0v%I+vz=~Uf$8f1ny}${iHjlBx zn;WDK8(mEUq>MS4h$qwy2F8Lf09NLoB(3<|s^~;WFuBy~(D%gKF(Z-|q~u7w$zBD( zm?)i(0RrCwQwl<^TIT!~@%0HEr%>LoZPZKvY*DKayaKF_-xF0RcTM;*VhWh)ydnlX zK4a+uvF)bNN>#4Z9l(GnNo9}=&9uBR@H8Qyt0)3lsHU^h^~i+7?|k5JItb_}sT^`u z0bXQmjM>w%0xdId{7Thbqxr31dwY_aH9J{bO^&E zEr5Dxi{$PH(1Z9FTgC~3@NAPrxUgs~ZDfW8hpiR`Si>^*N=O?;gh(W+!RkTO0LMlV z1@(3-4$~1=5|XSTQXr;^hJ+FyLfdJ2=nuiT!vjbfKuBoa)}Op_>IvvZK>`AjNP`I~ zXL+NH9B_xAdr1I`2oX{h>dw3@;;DW2i_GS&%c}D%0jqp)1Ujt3>lFbTi_~GL10>l0BqK(i!cKY=)5|(dp&dj_NMomciV28 z#wCyhWC)=F8CyiQ2Gvh5cbm@2nW~#o+N)q&P|2z@z4Pr0*wmUdmemcav}hhX=icpG zw1f$y5&)nBIJWb_oy^pP6aq_eLEmTx?~pdkX?}Nhu$aI^av6H?@hD+);-H|W7yz^t z;$fj_Jy>qa+CeL9ytqz5F9v8xbG;HaqrIkEfq|GyU=e9xipPCZXPP#7;J#@V$iF-B z-s<*AH7Y~7?E`QULD+uV;*c+-0aatSLo7)vFw;#X)c|R~71*W>c0?W{*5GV@*K$Wt zn-_MwbgyDrKFBXlbqKABCsN?=H8mZ>zGLlzrTRC)68FK+i3orWk9crjOR_5JGPKp5 z%jJZ_ZtlnQt)}c9!W1&6pd_O}I3UJF0tdZzphBLvxp=DsvCkg$4@mdm=f7rr`Oh9b zNtqBdhC&dTGYwo7u8syKL@bdpnd8gv7YML-Z{^bR=3pguDqF^Vz@0Mi;xLW{!Rwb`EdnRxg(o-!T0I9S7# z7O#zUoh&K$hEp}!_q znJ-Ql;OUcs!1(xJ7`x%_FH3z`Tr3zd7y)M`fO1J_n%j?fv@9uTr39=X!`H)&um`=p z0;|oTXi`Qb>ZU4vtr;Bqg33ljkB4`58A@dEbq88QL5Uk&7F`A2I7>i4ok-3nGGPkf zn0Iv=trtrNfae3l7L5&zX@JsV2kw(Wx+EWqMS>y@3+!JW#T6mQ!BQ*{07(Q=_px6P z?`1&|1sNhif<7NynVgj6LxHs_O4PK1F9Jz>qDV}_8Jw%x-Xf=B3T9VKU6Zo>85(I@ zQOMge)FN&P7IKX*W<|jM|duY%e`%Fo#5wsfIE`LbJwOsC?~-^7}OIR;G=TN z+z|PYeRA3NplW<&d$)4V0PRpjXfU!3v_hl`6a=Rs+TT69Vvh8PDvTu58SX6{bQEI2 zL107(uofP#99wNPIz|ez03X9Ao*ilEo4Gj5)`r6Qi z7fc+HMoilvHbT*M6RBGrz=Fef)~r3cFHlXm=OnRmz;X5*4Ero$Wn|EkI&J zZ0tzIYU#f7Kp??k79kZrbH7)M0~M?-s8Cw6KGX!#B2-*Ka!E)Envd(<=B;g34NE+S>rA&<1J0D2jNtQBeWYD- zgReVlxzkUri7|b3gl3f{*uWUCkyCs{mXoSj zsLeA}WV*BEBus82z9r=4sJ7zwHeRYHNbbM5Q}nj#$I1{3!8#@sz#+LY_pMziQvVp-sOpHI*Md2MN*5^sa8->}#|COv%4tsh2J z3<5IkjB=Bzt@WDtB13Z*xtLpGfR+YQpfpjQ-0<9uou^noDh+?n^s6{%V3PrUJ+JrD7Ds-A9{f7A+ z5_9@|prHX$a%;_s-0>?n$rFYBOx<_xINaib3eY_KWk+Px6noK~ds{CJSY}@7Lt?_D z&<)r(e(7Kf!HP4Ymv}ebT^<5!&#G54`|K=08AEKyo<85zd-;Jo_q<;j>p;?7EaQdZ zo|Vrfo$AmCrZiOmJadG}19h8M2`S#pkG=M}(}m|k?`>z^clEYZE!e*L*TxQ(_!=Rc zRsD+z#=c6(*~$ZRKp_oOtj)qc#O}GO_jTaoE5J|!u^%b+zKi;E=r-%X-edTmcA4}; znebyu4c0!2bo*8(-Fl2jDr?Rqs?rrqu1G9iF$Yf5v=>2}M=!g>rj-dL)4SZ!k1okc?x zrb05$6Q5BP;AP!clq^hLiiJFjs?A(mrDYn}16FZxO~E#}tvI^Z5G_I|Sr9J0k&*#Z z?0w9$qBCVWp=HLJvtl}~3?7Y-h#q0v*O+)MgP#V`3w#~guFBoZFRw+D*i7=z0Fq6X ziCzd4WmI^k3E2b{twFG~6p%TWBOINF*m0 zdIdXg8odZ0iwKND3gky8Zp08^qP7j7E{Sreta_>M)=Jy^HnFr;O}f|`3?&m@lThV` z1Gk6?fawO(KM!wnL+Osbjb?_%#x`Oosz84q6LZR>V8sAGV^;5Y$Gtu40jOA5TWe`* zNMfC@yq?hALak_pVQsW6Ax1!@k`*!O4oi1JAl9R7Q3SRP08pzH`0c$6!T0Xmy$f7sxkrlu=~dKETa`CB?N4T_}PXJPo>hgQg|%5m z6!Z)2y8Dj-N7q2s@MG2}1+cXsg|MX=(Yh#{9!{3<0NK_tP+AdVe-!CAMr*;b1Qftu|A?zfu&e(+%X#FwCR&>l5Hz&d>H z1C;>5MT0>AR#SbctZ{I|b3*Ryb~}m4>|>1`ryZI3$A*~Zf}v3&+OV=gS??Wn1UPLg zRSM8Ro$nsB_jrYi1Jw{21qdOHjmD5fftB&&J^M^2uq?{5W41-v9I(B7N^3aUBIt## zVkStvmD9WdLr`;fpbe)O&rG_h8K~y-bJsu`^+P>Gw#L5px!X_WHd3MBo)r8IBW(qx zqaZR8_lC$##1OWzv>I!UF_{EcudpL>_X0f7(?fH1 zp&nxEZo;l3Dp={ZTU%NTHD!Yi$!7pi3nT`lQq&k!3dmot&&7dhQRl^|G$?}DP@H;O zA$&d$dV)}^xZ9_0ajB&B^X}`{H>vhASfa8|ak#t1?ue(Fl|itgjxmZjhzNTm2W7stp=cnCwOXNAD zF{{vpxm1I3^;k&*9hC!vW?FDM8)3ncZ5A02uc4uxBS2*b1ssP{9`Qv*iv&AJ zFXI$h5r81cL+z>wkJsk3g|sS`w1sRTNh55UxF_0~ymj z-6xDxQK};LhFS&HU>>;gU$^ST4nc_96ss%%_p&^S zl-B|xKvG{*bvd^$jjAO^6Ey3LuPPz;a8wXNmV; zbF00!G=pnw)`#_wX#<7^`vIN_o$k6}dW%(cdxDwT71o0wQ7nLZ(g@g@v=?CA_>O@W z*P(3&6)^>)9O1qQ5P-rcHrfcPh(eGNfjG~j$4CY5rxf0)hPHzh7)g;Z2Ls$Dh6tr( zS3ucx2;1lNSJ|YshGy^F%r@DSMX&^8>vF~-PTvBw(v0=)a0KE=8m{c{8l~xvZq7MO zL|GGv*jwFLMsw>(l;h+9sfrVTyHz7NXl(I2#CsyPRw9Ij80kt4<+;}~ zi;Hgg!z*LzvKPJpaRuf17mX@s-(4(XzGB*@82LW}@wEZI;Oy$iqmZM;lriAU4$WZ0v#s(zwJ!et?(_TYGchx52?P z-V1XuVC$}hfZjt@+>%E>MGg#};^Ep3o6-CdIY9#ZDE9CM?fZ;Xh%hEE0DNq9Z5S3C zsTM|frZwYg^J5TCp0%Nv6?*{)AA@)lP;g7pg1Cu@Mo!tc(u13i5+qr@;WvjSmJ&8NKS zROA3HzXB`*ocE>I_HpoV1s|Xbpcl{G1Ibbr{Ydx$)*!Y4Ir+M6jsR^Y7L9)N_yf(9 z+IrPov=SBHG=r}YeVS!T6k93?>hNoI9t9 zG}zEcg30t=cs1j3cma*G^QwZiv??~r2^%Ez&yMu~+uOl3ii#q`wpYn#0|fyhfXE%w zaZJ-$ON)5z+(5#KrBQ*2p9FXlO7$S5UUM#Gf|i2kYj#JBJRQNj9cGPpTVUt{<7=*D z4OEbOG%X(UM-||p^|XprUJ*1V`#s}6ItStCD(?mRi!&6qfqg>|3#2&`5}k5r{&+ z-^Mvr;K3^5gqHv}J6jQqTT?mOY9QE*08&B`J_jmzg6DxGUZx~jX3h&Qmv96{fG!hH zNrj~6bPhSoex}dk=kMltZ=7K;$O-9Y?CA@|ODV}tu$|XvREUT$B85ON8sG+;xWb_r zM6|^K=86Zv3Q#Y2iZ0gGLwS@HYC?@9#ch@wz6*%Fw(m4I9xpQi>k)~0C{i>qNOhs^ zwvEQxL`-7|vsihN#6(Kef<%KrFn-G71q2c)0a0ho#^Red7-0pFK_?xGzH@=4Z}T?MHG@+8`#z(3r?JHXx5Sw4p-L z3fn=Duq`ERM@>!77Jhu*HiwJcHZhVYQ>dEm*hP?35-flyn|4i?gQf1rFe0!+Oe3^S z`$N+s+b|UwvL}F-g#8Hv*Nt9BycbH{ybaK&1XWdfgKw}8B}Tf$1lQgR38D;P$TTc+ zg0gnz;i(k{faO-pP_lz*RT%~XMne7t6W#1&hqzimOKS#r23Sul|%(M6Ad zBf%sB9M)$r3_2zx?#U_8x#@BMGY<_qB*Jy>6Xn z#_Yyr8i1xyn@kv+8j(EpEgkr&h2@nO6OUG30 z-Ft{}7$~DmOl<=kyF)=GSI5|bA7yA_HKDD@U_dOk6?30yU>AB6XwlDH$b#EAAT}6L z7L2Y7v4Ao(q$Yy~3`JxW3)k%JxV&z~{$RO-Y85T5R1_l#WD)`%+}>xStVn1GstTwq zQHTP>yB*rjkmJl`R8mF|M7Q1-B{uQhJJn%qsM0mCWE5aAmJnDkgdK~wY_G8f{P_kO zS@L_^Ih8cSc^QkrSn~5?ZXZ;}k3|;>HzH1JalJ9-@yW?#LLolWsJMIEu=E1rEWyIw zI}zOSGMeyMumM`12NES00}?1JbzDXY#1vE_D-lf3%|nxc1q5JDfD{8p@rdwHh%ph7g8*2k8t~`>(PLK5_#f7Rh0wa4j&)Wr;O^ZtF@@B2 zUhVOSIym3vS#1Qjff)tiEG68~QP5HT?1@9hzh$B@qj%j_qr3k(k;h3}9 zzX9<=L<@7YUUV(kwht{oeIcL|ZXHoz5m5e*g}Fo*@1J&?xM$sDrBfVe@XZu^-bxK; zM^#sJbWtC8FtmNUJEP4Ba( zUfp#b6;BZN)cKCKQs(b_r?pvdMEg;QwK7L>_yT8PbHq8Gt5>EqVz+PW z+WX>XPWji@Wczg`Z{^sI^5eV~Y2pz#7YBK{GL)O^>#AKPn|a=ANyQ~Yeu|nBa#OhE z#gB}uS=Sc^-E#5~CC<&+vfJ=O^P5+Ug?d#HFDhrsvJRzJFt?Siwbk|*HD6|UAWe{7 z($A>+c*n8;xQq1W(k?|<7P>sMGDxau>8>lP>ba@t$8&7i8p3pmPRZ)d!mE{aE>V%4 zr-5Z*u{VM!a_Xzqo?N{J^dUkL^CNC0Vc6hed#OZ3ayy4GJFR?4GrU#AazyEqBqn!V z?jtM>Q|U+wj@KX>g@Z>#TpOnMRmr+WGT*)Jlsy9m_hjZm-t;^-PN%BLC(#oeii-j~ zmbj-r>RrbUXHrU*Tr^`kybcvP>(N*}tlrG!!|%^L&OyInuUXkm2k6pYex8?FV~R&hd&A!lLU z@z{Vay9@LidBWek3+rEf$W84L@;*Ff47j&{BP*FzB??swTwF|B($4f39{0Fd``)!ApB38g3=fP_ycTwsgw$@vDYkXGk*T z8NrPt->aOX_Z-es@(uaY4in!7(VDBCL|U>FFDpBjaFWkZl#tfLW+!m#jJVFiF0~?Y z{ZHQXo!#3KeNt{ehlgHeHeq~nJ8;U|gL3d*2a;OIaUD}}K-DR!)Lpt24*(jd$cAu> zcJT$-@&~;Ba);{93*AVcXpbH*S<$*i$AeoV!K68fw0NSe_%_VrS}uqHj3XVdi*r>hLQL~NNgSk%DoNN{fR#E6X9A5E049Qt@2D&4()+2GS?G26^FMJUk ztmOb1Mcm0;HpkKosz)1bddM({-dPYu5L6He(&yPO@b+4X5LCP!)||R5L5PAdU{juW zuq@z)1w=v_fT_E5;>rOVsM?xu)o_}SW#^V~y}$1?0Wj z74i+Vi{0zN7riZ^KrTwasZLh_Hp9R~`%l!pd$BnL5f%#(9cLZ4*&t)R?{vKQJQLNb zEu>lq%V8;4$Q3+$#|MXuQIxKdutbE9F9IRy3ULr_cYuR)vaIg~mysU72J)sos_;9` zXv`?$O?5JF3I=t`aMmfmUqP2S$XF*vM$m~^Sgo5OWHse`vp2`FaDys2P@>9U*aJfi z*|(qhb@p%7?s*KymYOT{Eq5-b6{GMp!U83q>72jR9l z6qFK~G*a~-5)dzK9Rl6!in~(T6-{rZ(b8d-Sw{W!VS!RhKky~limrw3MYbZKk zbymSpNh)2~=}p>3gU4Z1ZP;Zidx;f-B~eMEMP}7vAd!+F!;)KL28Nm1P{|2pX*ge` zsx~M#P*jU43F$^Bi|?bWr9%QG-g0wJsJmh}bqZ%=gtabH2iRfD)@> zEKo)lhYjtz=X)u4IV`UQn?49aG#yTOC{Ms@%A66_ETW+?Cy5jzQYaq6ngeRy#Sm;^ zKnIeb@*8P3Bt7}S6?pyDcu+{Ff(nSNI_d1QatOuW8;=0{%~v#Wd;z0FaNciF_2Y21q4^xq{EG2S>Qvj-A5@L5&ZX}BrHx8TJ#wCbG96DP_H0o~A$>h?GlK_VP? z4#lAkP-Idj4(m#7$YZh4K@+Co+?7`eWx%#34V88lP9H>#33q{c)WjD-9LlKG?4V_a z06QVIW#+9gnPvt$MLfld#Ws*l1-k;ngnT}!87BI6<43xjAP6eR3=$%Lc%!4@=^_dY zgy zg0Wu2`M&|z8vG76++YI2W6xqUJn+l4ldRT9b7GUc6JxU%VDAT9N`@R<$6i$*oWvO_ zAirJ}(*6KcOt>-~_%Z+>Zdkea8P^VRLCR1u2KmP|=6axW0IrJJdFtHE3g1eyxerTZ zt$~O<9^RyC3HI;4W;OL!Xf5tV2?$+Q6|D@)^sFdXcWDO$jy#_j6F3>Tk+U9ntGcJJ zL)Cu48Oy*lY}h$6O5juAyvqhzkb%;Dx0kQ2Aih#j2~5(v1|HLtofH~M5$#!TPH~j4 zyjYP-4-rg+!8;8C7$Cbj05F`VnE`=eS{WJvmvecvgGH>E2_18Jbx>$(@(#YoZTWk_ zz9O_YP(;1R&G2*ap(dgTM6*$&o`nLOb?lYmwJ@u<)tS2i)lx+Y+e}q@hkobGwqfoI z>)qj=XCsM+wAL{bz7v`f{=DiuA2;b>)uqmLqNq3}Tzj#{TSZ{~6=^vEJQuWwo z-dqU?v!|^*+<(dY45~-Pqj~9M{?DZtJv5e&I5Y~Jq3>F>0>qU#_^4r06SE=b;qU!A2N-!6fpo- zfX-r|SQzDc_0sKC;7@CSBhQGw&<^yay%kg~pu#jX1MRZ@t9;YVC$Ulzu_U2yjxA!C zOVnu9`!VAYm=|5ULAF4pi`I)rf_xh=6vL|SO>KO0F%{FG%A291ITtr zfq-j>H{W>%VeH+qtLKn2*Sg*_YLT72H0pg=+1d22NAe(D|Yro1%h&J zF1#wxEhI?V3i4hO@)$PT0f&#s1{YK;6i9>>2q$O~qXAb<%@G%v8q0C`Pui;E(oEVV|jW};-$$c!=wP28@>nu@BE3*#|O zPLrU{L`_&!04-*(1QC4QkDVHKiq8YC;vdYPPi~-fN4Loii!orPLWYu5OSyUtp@CxP zJ$6zeg8(ht2xW;RRALJNO)k%AB&a=Lb*i>`+CxWajX=++l8I1Cc+^00vC}cE#|k-} zDmu~ZZ+C+zI4ig>p7r%!@u8}>9LlP>Gn7F=WDDM62te@hyW+uwL4cBe`6=^Jc)?_- zfLX;mV@-E<>S)1O98t#{ahWQSA!3b-76>AuG9mos@o4MZHdU4=Cet6Al48o@PM-5M zVab`^!hNG8XC;IyB+HHKs294~gjuC>F&!nWELVd7vlde#6ccx`)*gP{e|c%E1hN1QcS0)Ve!asK7y3$p#EK=cj8pkUI5% zpHCz(I04yJ=8IE)=ykO@Y%~#8+fJ`3ROxFSc zVD<(8dC~=D9{EbT2M55A>V6ZR+z)H4h$|w^#pyvT1_kU%G{x>)&@o{lG7^|$e(^ov zh|YE=vj7V5)p$00O(mO_TV$N%>f#A)bQWALvTbjI1m+I)lcG4L-V6dZhybB`N$^`F zUBu<=_%+DNB8hi#TJrZ<0fi(1hrPBxVR%1`x@DjZs8R-yT&6bA9lA*>0moM3HiUv& z&9XBd{%f^^%L*@Q19poG7@I~Jh-v^JY#Wscjgb`{0;{rYK(1|s$>O0vJIHZikD3Q~ zJ@0(mKvCNcPSr4cXW$|53Ho>ARH`xsfOZV%7bKF_kmGLX1@63@4-Jr?iohip=VA_d z?OxlylL^{+>ignN4c>=Ioj)Bv8;F=NxCevY%TBcH;p|f$A$T2oP>jbNJ2G4tB7K)E zpRY~(`wBWOEz5sk!&P^Xj_zRPGRo5%TQtLH7MBTun=(4!2hoW?$GvpJUkiPmGbgqI2t1 z+Kctud5ZBL8m8p8-&*TKIm13>Z>sKBw*6zzrSwk#Qb4W0O_+Ut54x5wjv{*YrD|jK zJ+GmXv{rbTiQkd4kYR|AmHH1FR_1wDI6mKMB%7G!B@xDrqp@bT+~7@>Hl2V`2CkhvROio+U8qkiMj1nn|j;i{YP7OTPXq20KdFroHn1X<%|i$@$@ml}-7>_Uqk z`nds;UC^!Zm))YI@4eMy=-U8giHauWlreN}0CXjhc1d3*x%e4&cXal6K5=poWYI=I z%4IMyIFn|!t@tD#GaP#jn7#sDTlv+o>)yH4aT$8*O{%)iJAy z&U4c0@Fi}g3dVgGRo)3)PlDcGgI-w?UJ70Y%pz|iyGl&jb8+3PU%i+v&NTFKddI$= zrX^A<_1w(plKrF5^<0f5`-<@^#{71E+~@)SI+5dYc8n~KWVyKET|O0@`C1x*6ai_+l0+*r-WM(cuuh$bUeJph813T9=7=Li{* zK^#Tga#~@2msCr7akx$_lsLo#qsC_}qKiC(7%#rMam#@9ISajUN%p;0i0B$5#*JKbx zAbpOzvO?75R}cQdWsGBDvFAT?98(tekUSk9Z zBD`Y_yJPT0f;7=9$tecX764z2JPs8`+5^Q28I9<9C~*gA#3gWSvC<1tnM}AKvLJ;j z97-3TW!+D-1KnZ6m##7dNKiW*X_*ftk0Q z0FAsYPUPPnIjaDvMoFv#9qF`OEq$Ft&FG0dW3o4sQGRK}N2wkq#(*L)21|z;K;v#N zU1VS!BDShi#uvWOs(1r$*7XYB4W*Sb8Xh`9_hjrA9bgM|!3 zG?ry^U~>`E@jpRR=tZ8DI<|4d9^9H7rolvdSRxtQPyo4L<>w)a+x8c^v2$7uPLSg?ZtYIFk zfs+_%$z~c5>TFpO?oe3S_4r3naOUA_=b^V&=4;Z}b!B8G1r;{z9x@`3S85B*>Z;{AfO3(#3X`=%g1IYF3%KNB-k4=u1^n`YM&Q+h7+-R#JmLfF8wIr zQX>*cM{9z_iyWM^(Yi-<6DrUH_la`kHTmIzHFVTsqsJ}Cfe1q?@1k0q4RD!>6r?h# z7nQe)V$LYEAh~)Pgciz1=sgIz_l^rr7;_Gu;Ad^n2Y68UAkQRukxqBTM(#+WE(*=y z=YiJjkd$)qL_w~k-cSe;khBv+;0fkkc;!}6N3C-JdKqyFzznZF1!2SmQK4oC#xiDs*PnGQ zap9_4;LXc=?+j!nb_)eGp-0bAT8j zNsNXj2{r(tGrVU_P0m+|u#-@=6(QKXU{!~BB+b~6uAc_<3mxY8;UY0ZXB#jOtnj!4 za*thd63l0I1^6Gp8~0574xk@HYz$3lMuXnK5`tH~f(3vR!Ci7b=+l;-I@m~D(~#9^ zXORd<0U=C!PZI5VmWNMtY@lxgkd0f9r%h|mQ@K)B%nN3#z_h(-?11d)hwe}%d+&jC0Ok-a=>;;tHp2;fqcRRCQujyNchYU&af zQeoqzwTbB0r@_+%Apt z+;yZ1T4w-g566q_WP0ppPQ}$B#q2NyUZTs4s2RjPm@L`tAa!cjDS2i^Uvzm8V!C*| z3Kv)e$z<~Kq1^U7GjKU?J-$^iwC_I5*cXD0bqP*o3&_&CsbH6`J;NGa$)v_-H*u_l z;`SJTSFHfp0*hlISDu z$a9uJ_3nv9_-Y2b`0nstF9hcJIG5mdE+W-34;|+>=KY2<+yOPV_R1X$rgLIL zR4_X8PUa5?26Z_$Suw`puQtFq&t9Q;AX;Nt*z1pbzrR>Xz#gnViYcV#Okt)2A%Ue< zZHIQ3#&+d!SZXUCx}e=NSdF}hG02(c8=OqPk~L3MM~ve)WdnusI;4uJ2`MLu9#>E3-iex}8 zxez{g7S}}>0tVgGZS5_93*CzFY?6;2B9SPiB~egIj;}(^yQJpW({{kKBW48!vQtV9*XXU=>3UU>1Z@+#IKAU@fCcXfff5Ip)UC#iu}_ zy4rLDBHg+KHE~YqZXqcht7EVg0FpU;GK(v=h_Z_>vNFoJD8B{X3kmOg(v{yL8p+q3 zQ68oy$iojVHaL|XcNA_IhrwqWtFo7@`kGYfR)=lL)2cl zI%j)oVrL4RLU?Xk*IN8mbZ;4C_RzJOZnp9Z#g-`@=})CXtRHH|avsM%jB}2v&GbZY z%|ullj~TDcfs*fD{k;=cOn(l3w-uaW0=q#6(q8RW_k!!xZY!7DWp;_v9A~#l7ho1E zyx+dLS)QBUY4a?}d`?+o zV@GM;>{Fp;M`T9qaDZ66#07hMZEuD|;^K#U>(8laJ9TfXj?_P}$o7eDnFMNvMUwhC zOqY=b8(puA=(`bSt96`Nvdzfa7q-lG^FF3NqLs#{WaMdcuqpCLfn494g;9g#Y4hiq zXx0=^mQ`d$n0PR|(z_nny(U%Vm)KHFCYOWcXVU8J`cC;_Ur&J)I>u#0fK~ZpWxM#* zm7UyUs+C1x6%V3nyBLSWmaL~QqV>g=sW|Xl!8NKkzOlX>l0Nm{1Yw;Wu&d5{xjzOO zc>EW&?drb~r)~Y<<-C$^5|3mriU5!a^|)+A{cxH)~euld>Z>+;qgGJbHt&^!i_72f1Xf zH-OKlxtOK$t*znsA{M!|SI7gp*sq6AtRv2xv{!??6GC-S2n{1NTXy^qX52C2ad=Y< z>%EJ2t(f0{yCSJ2aX0r~R@`S?usFByp*-##MfE)sXN z&aE@j_bVo43{eJt3lkKEu$?X7UL)dKJ1e94Z=4PXA6wIW@m}1x^sQ2ldKKs`^&gjw%fYob4>DVz( zfC_!z)IO(rgni;d6h(ziBHQr{yJm;mK=(j4lk5ix)qV+!VHM|RSS?{wYXaq1&WCjQQHB= z7ikfG2)^r>=^e=%++5E<0&D>e>dUgYs`TUJ$vHcuD-aD*mOG7@Uc{2qPMGKkb2V5n z2AW(id_Da=?88Iv9bn)vNjq1OIUy_|QV0Pc@je(^yh@;*Z)YQcT$5FV)2%Xb%xaJg zHKG~~0eGRy>${BsAsZSBmcS8tmp0Rk7F%6*=0iX`FVB*UPprx$W?-HSbAy#7vM%T` zP31$(xgiuSzzI~0BIdo0_V%6tOYQD*bf_q(^oXl^Y2!5Hv;ybA{2A-l;9N-+&a;P- z60E8KaglQpE$(&dn^I%*%;-vQXCFAd&LfT2MEEBZdu{XdNQx>=WI?Vy5=1Jz zJ`==GyT-z6atVr!(3ltP3%C!I`q*gpdW3xU8CkzVMvEdSY^|E`Vmr>Dcc2W~E86@V zTh9g7!KvyPR_T$JImQ82Ioh`Pwams_J6aEihFNuB5)gLEkg6jP3PB1jR9uD;!yQ^) z@L&dm9=eH;#;$@5-cPa?6zf7>Dnp*`8f(7=GH$aBNiz4u zi??Ft=XsC7vs}7;O%9uL8&X9<8UZow=(7FNzVf6QAGHIfyXqY#M15Lgb-r~TWd-Y! z)$9ZE5-OE!+v5Nwo#o9dJLC?5hBYzm$E!iBue<84at)Wp+OE8c3<&DQd*Bl6j|4oN z%-l;|2X7P^u2OUms#afYRv@_axRt0n^FS%!D;Df=<_l)*+qR`ey@;@qAX0R=^0(rG z;F7G`3e&@5pBCO?2#q|-jRn2pu}bj)#|VLlm;^gOsc3JX$0CBrF_;LP?G%eXmEJdN z7-F}mHn3Jo)UyMp7R9#TrnmxND4t=Vv=Bm$gF#*2p%^i_C>2yML0h>!d*0*$dl;c_ z0AliqYO594Fb&ClAzeXvvb7$7{O22~)(t)7gjP=!BM;D<1IXw|4j6k))pxb6_hOW;|@4H{NIiRRs zE;^QOdw~_fK;6+>>ClcqZPEd@h7AY3>5~4j7&iLyHcLUs0mldd7;qwL5ov02U?Lbz zHxOIF_4eq9YLXH4av62B?hLet%WTMX#%7-2V5*7(^;MXz=0n3ErR!KYi>DE_mg?0Fx4>`gB=boot zAadr-tZNkA+KnE$#;0iuZl-U}-Xfid!Svl;Db2pX(0~(xCJI$l1jC#O2{;}Fw_XrK znJ!Ge_MpSwi4@<8mz8%g76l}qUF!zL4-eq{!k^pqH$uQ|0A5X(SmqQBcoYt2F9>Xy zpvzaBF9w)ruQ5YLIBmF7b*WrBYfue~X?w8_joS4vRu-Z>862l6N*zB7 z!37q9FqqK=JO>yLk2cR%EXzQoF=;_DmlWdw6WkmWov`+Wuy-LK=q4rH+7URc1G>_{ zj6s55;z{`WHy2|2x?KYn*|IgP0@G_PFE|317L=ro)l|45mq&mep6oql&UyjY@MlCX zE0GxPiM}wp+Z+@*T2{B2hFlPtwX<@XN^QE+y1TFMJT1|^^zJ>ct6B`7OUXDzP3}He zwq<~O;y;~nh$9PM*aEZQ+ndA5)!UA5K;w$j8rQWH>qg|OiVe8ti@KtI{+?(o##jSX z*QzS|bx$C>CZN9Az6z`M(kZfA_piiehjK-CxI4Q;gOTCrx2bSYEJ$HtS4{1#p6l5Z zc2-r{aRKHuMDQ`7G{-VAfHU020lsN+7o-^e5PVUisYIeb7bK#a;+(F$am8+=CY@xT zXT65?fsY>~o)?1L!Ls8%fWeYdj@;1xbZJS)D$f~Cn>nm2@8=WL3<_S9{##Uo%xZ`lNz!u+D zPy>ZtM~HxbKh>LnDGUQ~NSG~Ca@QLN5ZI==+*6F0!+SsyB3l@Uf)|0LBC9n4 z(CVkW1;Hjh%L%R`S{q0^bf&StSExK54ZJg@bI%55djpSH*wATSNYG%)8EO^P>yGB6 zZI%_F#qwAS#gJ}#u7+B10X8$ucT0&nbF`GW>$hZ;|L6E-wOjmIyB*Z*+p@cM8Jgx$ zVMawDvZ#U!Dp>|LDu3xp7;6S3s8NwdBO4!?j$) zHf6JDj6_frRRxh^v5107gt}3-h{|Q5X4!_*B1ko?K?_BcvcMQDG6KR>QVxiWh`>a& zwJOR|*=?34cBslQRV|EJ1&mNd5}6Fg4KtiriYY;?76>tkSW&3KV=8Q9siNx!z)>3o zRasi*rmQSPqAaaNBE~tiHQhSRZFaGk?7Lm3NGX}7Mk9f!#LV)n2n$N3E>Jqi}A6v#s+O` zV`gU6vf9|2W+d5LHe+jQ(>7XaZLOJ_+DzE28!KkmYizBX46|m{t(vnZ)f!DbsuwybTC+Sv?j zV_Q~+te~i{MM#LCFj*7?VG&}ggA_zX7^5PJjAAiHMMM}e1}HE=7>Y4PVwsrMX|0)y zYg<{GHcV?~)uyc0*_#^-(XutRXlAoU#cVdIwOca{{o#Gz%BbsYHg<)6(5dtAMIZc7 zQWsS}*ZzRN?L_|xP=BNQKgBouWB8BpkPq@Qn?*LN4Aq)cHiVl|8%47*Y=Fkrl?>3# ziW^95s;tb!lVxo}Y!R@g$+Qis+Gfi!sEvwS6=q8^lWJ8nOv;U*Y}r({s>Y#8z|XqTR_=t z2Fe=+v9Q=%2GUDvEs%|*Yy)a5HJTN)gJq3d3ABx-Wtk~$8H+V4wy4?`(iROis@kb+ zL1@WKMxbpZwm{h>qa<4)Z3f9(O0A$aTP=dkEX{?mHmS8Xwo=(ew5ZwxYTBi2t7Won zO_eql)i#T14Winr!HQ;6Wf?V146Mklp>1rc*qcLji}i+Sukx>TS(B#ZM9oXsA$!(Y^Ks#k+WrN7SU}i8H`P; z8yiuwHm1nh*|gX;M%4|ZrexZM{+H{1`fE(lV6XoRKjK4LSa)7|JI%@qP;D2feA+$B z?Z|p0oRX+ORz;C~L~Yqy$@*01v9$@PU8p#%Q5N|_~ATPi>4g@qA< zg8#gzRw{y!{GJ&zknsX_`($RO`*Mp2!Gw|sl2bwaG_{^Z4-A23Y~H59Y6!_2VNrLz z+)iacM5U)P>UXIHofSdmTGV7&2EuW+0ND7c?egvJTKLQ@t-=(+Q{I56{wIJJ(?Zfn zCVgsxf}oHS`TzH!EDxU8MgJAFL={!7QqlQleBUDfC(oXq5PFCzkya=uf<%h~3W&iL z5`K=yl4dCbArAXw zm=E9r{eFU{zVrf0Vk(MBm{xx_2%w@dNGPip8&fM`65gGlm2xB@_xXuia*~U=9ItK7l?YLD)1l5 zQ78J>P+m}anydMLa{PY)vQzZ^euer}{(smH?Gyd$`rm}8|8k;#zxsqx{ulTJ{;2;b zsQpKUL4u=K^cVT+o>Zmh;X&Jj|)C-|hJ{l!83ln>s+C{y$iWU(ieDnDPJ&Jw~X|H401 zlJub8pVU!D`QcOf&(nV){Af0o&8FL0#?iLcYLjZlByCG!S&gNB(Ixy6qt~@e3*f)q zzlAT}rAO+1p;J&_032`p2mk-97y19(BmfK!r_3EXq(e;u-L065>^w(pD63CTRPANz4JAg* zsw%0|-rn{NY}vy)8}C=VlwR6Mlp;!1cFnLUN))8+q^oSA<1{KW4&kL=Uhj7xIE`3$ zHC@@(xz=ihN&-YJ_ikf*aa0vT*KO6++;Xa-nYgvC(C%(6MG0-a@_-)L3W5M6000Fd zg|f;Sx7cb|7eli(rjE_o*LJ(Ob!4Kz4O<^g&gWM$*0q+&?Xy$p-)i~?8)y^eL`tY0 zk2}t8KxsPerfX0XuI^%OY;coo85yF$O0f%Kmci*NL&YIrDC5k6zMXqXQZ*C`U))v-0%P*R0WK*@$ z*^0@=UhbmWi>*g0&k&qNRw7xPvV1~iw5%CPqVcul(+rkHq;*{1W|bG(tsyG0QKSm) zO(}M5lf>DP6BTVR_cCto(t|J(eS}p-)rXZPh-@}A8qFv?JC62cl-s0-FD~Y3XjgdA zF-sO{YSmVoil`p6U5*QPGcj7sWENDYuyshdXhvSdrlJJ9=DC+Mt?uxV(l=%d3o2el z(Ok$*mIam^J)SRpEK!|{AZ(1{rffPzqxtcW)pl}mr`1-mh!vGi!-6N5RfmoD4jB3? z6#_=kDVA-%OTSZmHvDgT;w1Lv_Jd0UO|;n)aDq}go(8DC@7IdfO*y_*XtHkq{r+-_ zC@P8%VyiXd!{}&-!piw}vf&Rc?%GOuhDYswvkuWq(le2JboM!rpnl7N$4}R?&y!5i z=aKTh8%B9_HLF(smy4d!o+Pg-D_#&SI9eJ=)`tX=UG$x+gLmAEdX+Kd?i)JXiDRN! z$uDXn4D_=xWK8B^i!+uI{C`x5{_lOEy07#vfWn^i{TU=5mls}%2>vW zb@1-mA}x^8?4i8*d--pi}i!*W+d$xlhaG<;@BNZ+>KZkk7g#b{Ov+*JSKuX;{v zPSlF`cb@!jD1%AwK&8QW(mvbw=%|bqzt>5p=i=bHm;Ux znreiHnsB!9+-M_8$s}@CZCulMsg2VvIKMH3a)BHOf7K-I|t+=YnkP;Q=V z98_@?aK$(ZxTuyCY|zqarfDMg^x`~(V&~4_Fw-1G3PXu*W_1Rl)6^|#w~Y;EbtMRh zUe)B+&zri%Eikl}J1)dJlVZdclispykad`f_tA z55{$!D&EeB&z_S78&d2H8(5|od8i4Dn4aN-00S+g&psqIA6wvCtiq84a>HEWus7xz zyO8CCv5nIR-(l@G+;Tk7NGpcZlszoKLBLZ4ON@hBu6K#D!On^+TR2$>94CD-gdh;TE+vsi zwKQ$_)e{K;xeg}|!sQWdY4CR^6U{UgGFXW@{E4rQVc&mWZg`(Z2 z1n`KKC7&h3f|6WyNqAKwYLE4}@peH9iXk2B6dh@hLf;Lp+x1)BttTG)`^BZz~_ zCCd0(A#2L7ssyUGBM}fUt;3b{cmn%hVIO5K8H^FRN>YG6>uDAw{B+tC88w+cuVSbqzL~7v1}P zc^mC>*5RI&GwJNjpyJ7A2WIqPHjk7XT`KKY%w{Ub`c*8Xu-KLo%$eeg^x-Za;hV+wAx2 zP6u*wt&t+XAzbIl=iJykg1&oX6DxWMb zAL^TTi}K_3>mS1LCe~nNQbhWk2{v$9C2>Vp z4Rn3{NMD_1eh;&B`|ri4jNEkXt z92#$Fk~9fb@pa|`h4iymWdwfhj9kIn2uaSj@>r1>NVFn=6#gBA(D-{{;EfTZ?lxP( zZTGXsH(;n1VLjbM_Jt-NKF>NQ;Wv{%F>t5y?&Pk$QU(iT!5JVL35eM+1Hl3J@Hp=Qy6DLLQ9_x31{$`ajbQjZhimg;_`;hi2}inEChT@^1*r?>qHL4hMaE9%)oJx?+BB*OEAbhs>BI+R%xvQ zjz*FdX$Ggfzun*GW-gV?ev~wkl0pQc$dJDy;cn~pG7J?O8(d8x6p~y+Kp_ZJ_TUQtE%FNq-ZE zQ5;N2M@h+GOj>ViZD15-SR{a*NwYHP z+yx2`8d@Tzp39Obrp~zIB!WP}WsHz3flv-VPdFIrh z5@|;%JnE7y3#VLIgr~c%W~JxecvW43M!EAlv+VWh+$Vn!k(n~o7%SCZJJBB7yDDyr zSc+d{Vi2RJUMb(;5ZjTlVoOmD`w|_BI#Yj9w43&gP?AxRGFe~4zlbDsjIG0M zqE1B?Ml|q#ijpWf6^Kow6PCi3fGEN|E*Gsau`814pp6naOX`p>;&8VQ zZyUD^COt>Y=_lG?vPrks%tYZ5LrG2V-TqJ2`Xk{%KJoYq<2!$;Q~Nud#!Di-OuuRA z_1~e)<`FJYlzIxxs zt#1dCv8>8TF24D|<1__jl0gnF2!cx(d1A;?VJ4*we_EPc(&bNz?wga;;x z_sUpT@$%~U#4s=rKWGVJ8@c_>9720KLk~-cUzN2-YPqtfFXxhFBY%hYU0{8rBBZG!j zP2}Fp8+hs4!;8x|75aXvx!;WIl`KW`rfb%iMw$6qi$QaG_lQ>?#xwL(k(5>k?_R{a+4d8-$KWnbnTR}qw$M(ou8bfsFUy7?_6T82Au-459 z(2Y8(^ml!3xHrKtn{5l3LQIM3)TIq#i4oY*1*-J)CA%}v!~uoJ7u;k9#2^R7Rr0$~ z!3{;3gA9Po&A?z)3Gz0b+ zQAq_6QHx(zju=q?7ca$$%KlM;+ba3FL}Mcu@&6QbYt4kvQ2u}(d53Ivy4r;h!I5U2 zmuX7TrnJ06ZVP?qHqpd1dYKhnFqAj6u}SR=g-2o71Q9{2^MF=7LRDyRBvcEH%^ig|YT&cgd_ z>h~11*ZuiODjA&H5&e(D*$MgHUwy>%(x~Lty*4veNWe<4%LukU; zJrI{KXD+T-L5JbgP;H38HC5r$hsNckgjz+4AxvHo*MDBmTR5oNDJ?&=w5b9TG|Ho~ z?C}oQ1cL>J259><6_Mu9_o3%)iv&p#3co!aRrODS3poEYp@!RIO8_g^Y@= zeY$1Zxf+f}$)eps+EFLE#^a^K9JNh*WSbG1ki@w%zHT69@WmB*-UJrC1N%}F3ZkgX z(SPQm^s*Vxr;|J|$hThsYjI6YF;&A#s0seqjTr>oxZ)lJaRcbQUZK&j<{_s!#5nJA4Qm; z!4-V2)A2o_;dFpD-1X2xxN5cHfrcut*gic^;Dc0g@xgg^K#UJa0R?iOs8On_b$^Cg z^+vTpPwg<>@HI_>lbK5|8E3n6HpeDipOvCw{~-?MSh zkwQhH(#Nz`OM$QK`kGnzY7Hd1EbFYqhBoRx&QtG%X1B(2YY-mZ;pPMr7&h?vGg^^T z5^e?6H>;RUFuhuFnjrDC(9)MxiVF2n6kwVKG@QK+#n&?TjMm2l&*`MLtz9*CRjF`G zC~}aLsCu>=#EJtOW=li5w2EC&IQ&+Ln8t*;WYL91R+cLZmyb7s<1H-5TO->9klL({ zoH9N6`I_RKyC7j8Hp-jqB{nBdwd!|qFe}UsEMmQ9oAOz@=5>0RcT`E#%kM4QVJMEiR zgkwAHS4Y)`VY62mri_1_)I!AP&q2wMgIKw$3Yc#4X-ms<_VW;5>o#-&V{*z8eZwbx z-|V+bjna8G>YO=9j6#mFP6DdFaXn=lq+{y_&P8NO^$Ad%pWzZ*{Gn(P;s z2k0Wf!&YE@{qBnJsiz$pm~tg@S()*o>1bB-NenY(oUOi+#zSbZBk{^@h-)B_!iy&U z2tl-PK?o9&;kqs|C9#h}z$#eN`kKy`Hh;*7e>IBBC%H!~{G|NmHW2m%dx>S{H+gT8( zf?8Frjuy^-MB2sQ2@p~Lp{?7ct0OHqOa)7vf@mY_x|Au-dF9QK`bfFCiujC@)1EAg!Bi&=(Lrlnrh)KnMCB1y z`<<=Oz33=8rN;OU2TQ`o<3#8;NIpgOff_HE0{kWg59MIi)qp0WF2l~b_OD388$(=pqdo{z;zs71L~P1fmA)BG40 z*J;Bkn_m^+)K;2FENv=L0yPLH-I8L>oy)q@ja4Px-@CaZ+0FhCJX_KO(GWISb(+B0 zGyvvu6}%gd#yzV#oLg-bhebaj??sDuN0dqy#aw&&%`G<*gK0sT!3@Qi178m83kC*# zlf5m;@yBZmNN4q}JPlX0u`odAyWJv9_f6&}gp8ew+V(JMW`QwDbg=3OX}m_7-rN*G z%kJ{yr%dQ$&mBem6(jm2-+S@jW4z$gl?MIuGYg6B^Aqp!^y};2opK;9LD?q2G(Tfo zw^B5%R1yt0NY{LX^Yn*1cbo{I&oY``npDA1o1>(0Roh4s1{F^^YH|-2xBGLCKs-lV?tq;tUiVd0DyNSRob+~m?zbq|UceL|x2QH9Q&iX}0Kq_S zs)sv28qZs$zmK2i&UJ6c$9YzSsP2H!RWPHZFBAJybL;H+;PWmAVZ~QfMgHFO6bSvc zUylSBWh$@F5DVvj8x~Q5DpQGv9W;D!@Ots?{Q*T4E1mDxE;nA$m*8icNelQUt4;G9 zqw2OLWy;mE(0>#W+sh|*Pu*%|ISr)2R>wH2OAyR~&fZ%*jU`GZRS9kGG9=0xq1p(T zli$3Byec%6S{hk(L+Kfu`dRTBEI%Y|33pOl!2-Sz!D_B2Ra8n#$v5)z#WVRot-mrH z2F%)WS%{ALVg?zkLU4v}e8buxk|RI5>~@hR4PrTo@`alOg2>?>0&ff%%A$((tD|UI zejBg3g_gXT+x;(f(gO|!?0ddkj3PRXTdPvzhP1@K73QY+HnD6ksES2G&#h8!hL~#I zTJI@~v|4@1ZTn~K9B%N#*$+^VA@V4BMH62Bn0bTpk#makD$pc(Me1f@gm&k)_ugq^ zcji17qjMSvC<-w9SwGJH8TGm#g2I1ja3Bzp!S+u6&W$Uz91+`aD6#l_RwP+(0lvp= zZ~$A>ZXOsjGsFHpN#%qQ@gIC+gQf&~te&RA)Ohxv-19%v0zgiD0& z>+xBpcO!=<7$XOw5$bLs{3Hun2lEX+Da@=V+UjolBhp-Q2j;@AC?!b-l_cY6FG;f% zh#Ox0X0d+g-;5`+WJZ;HiH}%wyq?(Wd~Fu#-it9|l&c6s4dPgF`T?g&x-Ejj0Y4kT z-0#SZgf=lplWGZKXhnG5dB1zPqmC$weB+x(jN$8o^5D?Xpa{ueIxgLU0Fc@ghw)jC zgoxJ8Hr<_vlpj@MqSYa0z5EQFcQ{+^AI4QtyGD`{w8V-SwUQbgMiMhBh>_3|qd}r- zR@Ymb5VeWXk{F3qK~keS6t#<*F}jSRXwBn?sGIv*ISd?kD1)=S^e(uN-PSbc;(tBBy({_6Oz>)fNSG!>%1hp(l) zinw=7t1WtU*zeg1laJMR1ub%!n)@PK-R{pWtjAiuyk(RDB65Zw#+?Kxq>IX7iid;w zz9zDo^P=;C_D>j?pvR|8-o03#x7OeEX`J5KqglP}U-s?pFS@??_Mdlm(iSpkcEHbL zaZa^eP2CfqnNW47&@(5b91{<~=~}-Gr6aEQ$HYxP1oYn~ow%j$Xj^|ixjw8ZrB>I>J_dsoUiC#hik_>t+qt?V|J?khOfBJY zM(YmUlZ>$|QgV7_woWk`oK*wgm#U!g%mTOr!^h0I%;Q674Drb8;OvMaR;y1^B8_|i z-e)#f%to(Orn_Ae$iFIK9q>ai_RNpgNlX;VqeSK!9wTzGS!LZFl_}i!MpGjJ33Rno z$ewWf(n$(4dN5MGd$o1un-6H%HnDkb&(3rqME0lJp|0U6%}k=T-n!i5EOte;kS*k` zmZG@z;a+BQzh`)r&YfN|oF0ZaW=R?h0!9p+KiYE1+-HmR?V)V6V-Ne|H_7w~Kk!;9 zfA>>EmfFME!SJRhe+xYnFTfialScYn&7*gg^^=)^fyFzS+7m@lYuJ# z65Hob_g~BHlOL;JmED#~-h3y~a{g@InA7MD@3=4fQ`MWp?_ON?BFW@lx42alimkcv zb8a?7V4gI9YP9uT{c+<+(?oE5O6S73nDwg)DbeH3z<|Gwp%Adj`0n^x@?b1fz$sj* z`Hql~eE=-sMyxv0YQJB}@1j+?8yx1a36+jHI@7d;HS5cX>Cnl<%5?ciIC(}U*w)hk0c z7BHFsnp?>|$~nsyk(vWSzjhPbgpXYCZHOOyxw|E`E}$b-r9aWt3Dli z?Q_Mki(93zP93?W>7T6Xe`@3DZ;g~KRgygztgGpfu{ihH?-4pv zXxQd)(ChcGD_Escp>BfSFB{?fR<2q5g!0O{?heW4dsB=bPrseoFYBJ(n5jD(MpsdpT~2 zrMG);Y9*b0xIXaOEXS<>e3W61ke14&)${JEDFhxqBLY!8_Ei2bG{kHc0;@HAn#PqA zQUFyXozsp7T^9MackF^wTyqFW+U1T4a7h1Vbn;9-?iv+51b1n6HIKg-liHuG%y8$tkwZ5qVp=;FvRXQc#o;5rzo?kn*G8uY&yYp3% zEmq2O*F^r#QSI1QUTR||$-nd_2q*>7*2CKMn^zAx!3Rk2uXc>TYbj3|u){5jzkYn` z?u98_5>=m?+A@@T&x@3O6Zp_4iGTVdn~H2th&KLoBKxlD+Q5v6-SW@zd-S2-XgQ=z z`gAnUq_^07xn2f!@5RlGVURFZ+F#9L^A{()L=4f%9ZoQxOcipzxN>*JC1^_ zrphzjr+5#0==Nj=wv<=N38S#vGV)Ni(nQ=oLl-;aHf zVuv5lW#R^32&a#KqXk}QFD=RGEumJ!RIV<0T?=U(k&`)hD#+v5_n3i6Y)^`VKcU-J zyFF2RVc$tRCqZmUHEH2Q>h&1=I^jeHlR0cld;=l$gTb_Aj_%&8L}Ho`uU?0hOIgTB(No`|*PJ>~Ci)HSs;a z>njHC?}Bd@jTY$6htk;>S@r04&K6fL{A9)1LgAKpyOL?)05@c}4m*uloeIJ@(k>MiqGIX7`yV|2S9Y z->F%~#Z}A7nC@Tp$|CxI?|X3d9zc1KC}!$WzSP5wxr7M5z&eVpn>}wKLg%V*cd8o^)FD~C_ zsIR4*%zmX}@HAbXbVV=lg81*3-U+w&@ZZLGR|jpr1{ZQm{AWG2vgKvJ{C814T*#E$ z)7AuXKJ_kQbyxU~`zbecKGETJ4P%CPct!``BBc*ne?h^ z+r_w$G}gO=)XsSl%+u*TFYD^1sk{46Tx0Vf9Ah zm5Y=0>w<@>&#>#SX6)Fh+7S+LS9B#cKPl_b z>JHPmZK+!Ie(yIMQuR00O*9xX+wh-m$Us0@t~ywqkvfAG|6yii8xbaJgKGML?)nT!t^|Xs*TZu z+5TgU(hh|}PjyXqSb=apbQ-0Vf}&Xj-@j1}Sni&lbTS04)^YJZUWbs--afKrmy#BOHt8pt)eC=`4tU zKnFN%xUdu`iX-5efuN4OS{U4WDUcju1CpdL5L_jXLL?H~2%un_(9K~}pd{)DAdl3q z<~3bHlg>K7uk z27_tz+m49Ar;L;-E|9d);jW7cq@+;g(M@CuwT7xU8UP|d(0T;oQ`u&bEUhVTejSO! zs)3`>j6tR+l^I5>p=xxXsBCxvmNnDLqJdn2PDtdFMj&HB9!;~NfS6j01u6~9Bq)U; zXrx&rc&eey8=(nTnDGdMlZ!esg^A5TkPcjH$v6uIa3f7|c(5!Giw_T^G_y=WNrpjn z#SQ)xjx}p;AcKYu!AjWsfH2uy3NZ`Ef;YG=5l{eEtOsZ&h|BHBLfOyZT?-3f?pi{n z48%)p1{DEMvl$R$z(Hy1L6hV%Q;Ouwk~{{1f|N-$g@+n92P34YV@ggK7RB@_F;lM$ zLPL_&5Al`=;Yyg|G`3^I0zqr=Wl+ILbkcV6|O~9C3CCPCqO@wYxty*Cl6+xNhel{OBAI*1K z^YWz?`-JN?%j%1y8ZL$w<7eA{e7U@KauF|vhl$>su>1U|yvJI|Yg|79+nfb%^X4ra-+BeKI% z6&aclJ25@=ep;cbtxoV=>iSCiO2pT>3BL}{{fs(l7}_;}j?vfDu`Lxb(q0^0(ye|F zABHYOsl;Ed*bN~h+`eFKi$gfD z&tj*`(^1jtT&Rv$z_3U}PyCtu)voLso7&yw-L9-037b+6xtcYI{e*t8AK$dVsdiMw zx7*8f^O8bAp!9BOvhQ%`a{jZtw#AH)I{bI45i@fDZHhNac7fV-0`-ph*{FyjgWXwOU|~-e5*46#8xoKg?0HCCU#v91L1kH( z<)f2l;?Ni9UgZ(2Ed^IrMNd^hHS(&leC=sR_Sw%GQ+75dvyZ;FK6j!~@Z=uzy9vte zmN`vU70Yo3D}kX7(pNMaY_UZmjM2s2X-Gd1I!gyr~Z+ z_&8g^WA{?dGkMCC3g71TuuiMHQANA*#$qi9#_%tEC-5QQn2Uj|Q&-~k3BcXs0WVWO z=e%WmUNh9thP?Yxc~u5mtZ&d$86BgtJT6y$qe2~U_kQ2?&584-&GU`(cb#98wr%rK z>ZJ+j?xuGUA*IztI=Wr=A>ZEAn+T9`NIRi7(AP-g=eqBwqE^e*-QK>vCw|1|3Q)>M z-s}bR2i`10oJAY`~z>H z|84`&ze8I2F^ zN^YvC(B;y^R0_J5lg(I{Dx6n8y@`ZE>mo0l*_3kin6VB!qMm-AY!jTwgh0grk_Ig8D(j}KHU&MFyjjs2CaF&I$!r8x(v?vc{1;$)bQzwil!Oglw)egv>MExKeS}e zYr-*Op$|SBbBG+WU@?k$hAG~6l%-Uf@~>`uAinvMPWmIdD; zv&|zeJ{_@UJCWI$zN%T`*~w{_+<}ROy@9FbI;Yw)yQk(=w);0!cKw5$#)c$mdFHF{ zugFS9yszfYbhJfohmr0-jfJnTys{o6taalSX}}?4M`fyV_%*(}RyVM(t9u;#KpXaE zwCfmBQ~-+b{hN1xgK#Z3oI+)A0p&=Ys)HR5jjP2)H|~y9JSRI96114%iuz1|qbQcq zb{hV|+Z-w;=Sl&YmY1!RlR98C9cBDt9)%ge^*oz;R#EnMV0%k(P*Yr&{l;>8#RjqP zx~0Go+b6Hno1BA;Q+l+phqOEDweMBC4l#gP!;`lu#=6ca9Xi`lsdn zE0r{}#MawvCog9Q9+;-6mMMIdiVFpaNDQ@-qBas+| zuWGHIFP5Il%b)TYmCV$>GP7b@qpORtN9ya1>LB6=cXl&&mCXcQRV%SUo*ZQ8ZKe83 zTS&&j;Q`M7aI)v?yCHsX(Otg{bDL=Ckp6m;@aWRH9|@7RR1Q!xc?Eu1Yf`CSFR%vQfNX$v)rQO=K&()z zo3)$_ZSKrgo{{xoq1-sfubswGQ;T{P6$pTH^OL@k*Fc~}oK2#RxYU8}4z6bc5(?MO zqq-pH!YX`oV0I^q&cVR&U z1L%iLmqR7nX8x3lU}mdnD6T(^dNKI)11Xb-Qfm`zF|%Il*v_k50&e>d=S$lDEj%xAJ+zz#;csMY_F+ zRRuR#sx8_$qc~l4*sV<{3I}d<9?Wxl`t6Cp^B=M4ACDg$QB8lfwa>VB#Cq)~^ppXK za0$5ZLRU!UR^n{^TbU<5BCgv7$u14#+n+CryqUilf3>7>ka+W6p$zJVNUDm>%|~Zu z0cOXaKh4Fe-B47RYF>=)Vbz^ueTw8h_SDPVE)7n(SkS?uW=_4yCP!0*ri-9()8RNEp&Q~Z<|LLw1@NZK@9;Hlw(U`#~(P^`#gYc@Rn(y7Mv1M7tPyZONs1z!Lx68 zZZ$kYdw7IlvPg`kx-74O3x$*dwZ#nE0EAyENw81{SuFuRIK&4n5t(=lXezWA;f_a8 z^&=i4R8&epNN7c}fMTL=q3>d(hHrX7mE36~l)p4ar>?8T?Y&&rvH5gZP4|8w9a$yl z>bw6zw+bN@F8}>=WpQ7Y#TK9w$zjR3l~$JA^8Dby3^kl+a2}DbX;1fLb$z7TiJbmbSJ2;Y1*-r zE`jkM8*#G22)c=hpytTA4C+;i=iWCPJ(Hr6PVr*;!dx6|^KR~xKd(o6Q_KZR&=cQZE zcoy#E>SjB?&_JCR{UM0ZWeLnjElY@VC{knmrW%iJ$HVS_Hh<3`0k;39UH?ZsE=tfu zRx-+;Wq%167nT#96ScPM;B+_Aawj?;YGiAzjuV9h#+-^wazcz5g*M%D1It+o6eecZ z&sd!!uxA;(Ji1i1QBKF<@BkczPASnE9?4g%YpyFUmxtHl+F=T{Ep51&x!)Ky5hEU7 zzm*_fD%J$dm?3xv;i)6+q(l07g?#(gOr55%C3%ez`9O~st!lsSdJX=Ny^(Ju7k}Q9 zQegR{(wJ9x)g*at?b6-_VzDA$ps zh}bHMoTd92E2)jc%o8*Cb;AH4D9Bj?Ii6)CSvW$=Qi6nLc8nEK5tuBPqhzKca!42j zRC7k?fgHnl`Xanx3JT(?DJ-k&sB?f^V>+$_j0N3OOcQMiAWc#s4_h!D-pyEA#mk=X zve}me8@x(4X68UDi(P3$2C#L>(=~90)-+ksn9CX&xgk`-{#m5+^~OTRm%dwXPx4Nm zxs2Y}MBMbS=dCO`B5xeu7FGM8vwZaXc}>U(tuNtQ-SDVvr$X0f49_h0-7s9T+{7oO_wFHO^j`Z>O9=2wLqY=O}jeG@MS<5#RtLnVAo{8R_aL9VWD;l%M<+J43~Uv3mVx?=r+khc3$ z$#+S!uxq3nXS}!)UhZ|pk5EasDdZ21724F;8@M>jRJn2G@(5-6QC%6lsh6JmpeeV@ zupUenKWtu?*y7_ShGl~N=SG&ZoG$#buerf`_;<}WFSqDLfy>3kxRbS8f32ml@?HN` zl6PyUXooX&?cqB$g}=Uq{5?iSJb2z^em(N|wY-zAf;%5_a(}3^?R$e9{+R?RkkSkOaV9s5cT-)-pAi&++R*w zRu>06m_qD9gVgqtoqb-_4A&W!JkW4QnV#PmZgddp_V+7rH19*s+PO4o0ZW& zwrY(wfqiAts+{cl?1m5JTEdYYN0N>lV>@rPpAODBv$S_dJ6PxNKylt{YYC>z{@Ztn z1M-&kRGo$d6~}{ED%)!&6F-whm1(snZ>)1h6UH${$;EEuP)d{C&2=zv+i>Zq$?wh3 zuJM;m${A%xeLhi+*Y^&$&C!hgdNKnJ<6HI`FS`QHRvYghL0*>~zMh?(G*%3vCLPT% z#^0DJwQ-H_>R9YyZ=YICP1)Z zJ27dbxzx(6d(RwPDMQ@5i4uAl6FOHl;kh0kwcyXY+boc8jdh)mm-;9%z9lSOK(=l9 z4&AmuMiXr`0_X+f`PVf2v@-T4M4pwJpYryeHJPGEP5K^N{@QVAvwx|NH@t<$KKSf0|2Npv2Ihs)Eq$L z9sl;l|O*2gt5#D%Zo$BWA~?8VCl54QFBGD3r|~!Svtb|8rwg6T=QlK&&TgC$s*A0sm;Q zYtJRo9e?*<7q30G!FIt}Jdf4*V`uM$I{V7%7|HDm(o=o9p@ew8HS6n4Vf^&t;R{A5 zU!8j@^IzML!w0w2c$ev7AZqhM7%Rc-s_Vw|)gSpxd3_Z>S&MDgjp{J2y;-`Qu7O)| zmrgw14&N*oQ}3GDD9C@Z@s4;zixpFl)DT0<$z9hShp5C_-3?Ot%-+G-U;Nw+QE|(9 zq3_rXVq8}JC+xhA)6=b0D)br<_g=QJ1Y2D{!d`qSX{hrQOocyGJ^{^KvlR7OedbVfxDD@>VP@U9{6clEXx$?XTx z?Z-9@x4;3V^+x~F!TkZ$T(37Q&evw!XukfFdQz~2W4q#Z_d@3#KGotZyGjNYAVv+Y zt)dXTQ}$5SSL^#z>{M+ZmNYb+H>+=BRc>KFot|~OZXoUp`0my?Y=4)Z`DR~dzho^X z7KYqrpMkZAxxH@il56N!)V$&K_z_$7-JA1~x-b?;?3J6rYt8LSYSK0}sjvRxy^g($ zV%MN?*{p}^xaQ%8`vGdY{0~iy?-QkliZlOx$eY0eL4!a@NNs+IErP|LJAB~$kSU&% zJOb|X%OqQ;qU|BKb=$g8VJ^Yl&>&~zhEpyc8i>l8$X6LE zJ`&wlm~--qn(i??BGu>zE;row$V_o;B5gES}A`Us6@<_Y}g?Ngj+Q_=ie5A-WE6{5Kvv98bp+I zE(7~Nv(>U1>Q|tfnm#GefwBCZods;w(L#6Gnm9?Z%-f#S_WUT`aXLySt zSXYZZ0Ex@=n<|v1vyno#^yRR_SXY%|7TY1x>BS)w!s8%EOd=p;5kt!gL*y?k1yg7Q zVNXOIbi~B770+oVdk~aJbIfoQ&D#?iW=!{?js)Nl9pHg*(3~!KDooEin^eUlfN7rU zq=R%WC6R@OEVLeeipE+3VreYaZ1zGkYtbo)OlAi0iWuc#eXs$9hB%0qmuk$hW^=`b z;cz9g0xt{1sG1^^Jp~8Q9TX*EmIoG(kWp!X60M+>9~8^ZrGBiII)cY5MSsZ&88qA7$(JmZq>}rAFOH$J6@wH7>Ok!G9bK!_EoKjZ9 zhqH~iKn|G#Uf^1T;2mT#vCSjgdkNW`v4~J2xGoYK&1Dj7OUeRgn0;E>D34)W6$ z5ukA@U%z}TqQIIN97@Sa3G47!OKD&+~8pg%}NJcb?+h+rBKlsM+TNQNmcO+$YF@7KrFFY zVU7kK@SYo-(fMr+_u7pg`E$gZBlN^l~^dxYGilSfgaa429} z2azLdL#K-K>8j1G&6r}YR6!8IZGo3c!Q?h)VJRGLAUVtwJWF%M5tjn-)CD6Fr`7{EM)kqo~V}e_CSc{lK zUBpZ+1;D2+f@bw|dG^`3EHDo?<>5I)9P>0n2YZf;v)q#1r7&DWrud?xt|J{oL%X{} zX9k=2ZD}Jq<*p-r^ulH?g;q<(wIUeJ4Fq9c-yj1{Y8Y(7h7%VS7IlLb5eIXlLkWTq z=a-ev5VNZfSjQL=0x?5Ck$6)b__Thmf7m#BfLMwxTxhn&uyp-O-2uSDCMY0mHi?I5&aP@srBM55D0mQ;0^-94 z8=lg#{iki{1RzhRF{rg^+&gTrs$p!lTznyHF%M6}F-fx-Sx9eaUswl)${Xa~Zf*z} zZ_sBW)H;eM`BEI?p`e*iQ3YhNR+t=HFuTA=jH0g7h^VGgXg+NRpCHWQbDC**>flr} zQ4i1HkON69rvD5e%^7LT&?&Vakjbmb%pan+3p`~&hw_4^Wc@n|D1~FqjfU0U{XAig zcO#LDW>nFXi1ci7k~b5HrOuQSz_W~ilmUQsh^+CT2RS77b`=_u;TF{AoM$Wx(t*}t zYcNDfYpe{ZD*H)tkWnCjLIWDong~j$1DkgWFWQ{tiO|*1YH}!~_;5o!tE~#XIo3=J zK!J`@17tdTD9J(GNDEIrfPiuZ9*5LuN=zG}aL}GJz@mmg;=&xpfs##{CGvSi1UFh@ zTLU?jTtnp#V4H{of!GZGQ!*CC^p~Q-pi98~Ayk_pf|{{V17V^RnyCd8)WOKcXM>t> zfyBXCta`8`U%zURD?vm!a?pcSdMNJ$BR#0egGi&HYC1?$tc4j0)eWWx9yW#;F@=!; z$|0-=+KBCFi&ZlLA+jK-EdM5afd@|1GmFSU9xRSTE>qZZks3yJcdc^Qg@Y&2P2mUA zN8f>Kq+d7dIk`wUc%f~G>Ohr{8^$`*A=lB=pf=+4(9Hk}aoL6HDkOk9(5;GA-A}M;evHnd-q}=?cVp#wZ z3--hZ!N~@|A@bwk8CR%WsHy~+fWJuXeUO+MOwF{8OF^|u1nU_)q4NG(NW1xXq-24Bj&lA%A?~ij%aQ;4US@`ToefB$UR$`Q zCi-K^MtV5AuX--=JhrSK(lQbVz3S}Lb!NW%H2kc#YWYlkIv&}Esxb346xNFBbOgbU zggESbpTDwu<8$1kH%FDhdc=sAF0t$Y4#Yh@8fYUPBY!>S3*_t+DLblVzg>qe)%Eb( zmoAB58MoC|NL6?frSSEaR(2{S&;l-w7S8w+!4WY z(T~fXPMN9?BI8AKfKFCyp<&z14w#+?#Al+`N%Q!};gOG_r?qk4=bt}{k<-jH%D=hW z%O(~GpKN*OFn{Aw_{JQ9D&m->XzVc-rlA)SnzXyzW)MsD?KUEfo0_uP+93f^*?j?smz_UQ)U5 zmBo&~?=}8e2d!u=6ZOgQFuuuAH_t*-dEMjKutaQ6sYM0#mxN`?J?YAWMx6GFI@i9L z3tQ6Tp$0hc023&Trily?SxuMAqXF2UnJ}sS;_OgS9k?t<6n|LmdxSjFUF6Grh-i&z zO-5BB-f||glwodASLC4<_tZ=|tLy37bC^M2`5F05+01&mBWLCe8asvkhF!-RD{y`i zjT5xv?3h&krjcABwLu7KXnJNkF!#JzprZKajl!kUkWU@gTNt%E6MYe0*s-Fsdmb;P zK1{3yX8I|*UOs!-_{v&aN4BWyTOp9IrqJ{5mi1WrC^TXH#-9JhQ+2CRZ@tXjp#~@I z&U728MpX*IwqpZl6Xj=TS08A*-~HNh`sWS1l*{ot(^ROM;P)#VME&pa?X@4)szQ&g zbO*b5pU{xlymP+eTDsWwqQWJaLRlw>j;LVr_>RrpVc1sgmkSQQcRT}bMt-P*PHUN* z-TB+w)j>hSKhvw{TPFUgkLw;`Iu2a>`=dewK z5q8WGGYj!x1zX2AeR>x0UT2-71e`x;BY)*ts7BIJ)1cCk;NF_#`l^@}xtOi@_h5?F zzzx)gvab`ue0Z?zX6R?;(1&lz-WbK$26wY72{pP-3@5i$N zn=8kgk{RGSuh*cgRmPM*#aJvmsrG5hhTT(K0e!BJ&owjb1cNU_@vakq@1?Nk5yjV8GpOh-dI2{j1qst*xnf4 zalyKuE^KQj44-}1(X6=t``WmP_qZVRqgJE4x^LMgeOr^!2@>Xx*B_)`w^0fGI9k2xCc#Z5TG1&2C z<<0}Ko&12WqL$Zob7o%B`z>7@EC?yPSJ#o-(W#5k8_06*(%IW@R^B~1d)4E5C79Zg^S2}KsJY-xh>Af-7^8HK?TQK42PJHjPtY^K^ z5nqlc0rz{ar(Zp`_^!&bCe!P9%ojX#O?!M!3}7b?J*iO;mH(n!Wnp&Y!Ri*IAV644 zabnx8ZXdW5M z!fEn8O=mpx1Fa+)LnI1^)=o7twy&^K4XIRvw|R~7wQK1m%gSBLm|Ee4oUX}ySg9q9 zaX&Uz&UC8mtnc*w5(P@MZ(?eZNvL*QJ{WZR6200w3ewhb?z!fl8*?dB zFzkX{m2rcc%CEv|Yyw1h+z)o&H=`@mQCA8VEc+2DkwnGysa{xMy^%3!^XN6rZUJbI z!R%;WVbsEsABB&_KMbKy0Mnx5k7+Xlmt;&x=$bhw*iC-qM#CZF3F z0&C684hI&oXjoJdG-K)@?A_HQjMhNobdU*P1c!<^Y&um=svF@Kdjz{?<}ap_>lkwb zA$S;8haE05Ow_=L)h4Dv502nS<3fg_J<%JJG0k^3Ew1y_%%IC3l+w;DHd1^zR?M*3 z?CD^L{GUnphAd&LWL&iY8XhT_!*W|Hz^4&ux<^SB26L39OSISpbR~n5@_1Q z8Nx5i$2y1srp1lXp4oN!`JoLMw3Cv}xGB3NlZMDi2PlC- zsIw1iN}&<;pxzcV7gQKopZZi-kZGbM#8T(Wi`aj@9t0?+~n3(iuQStK^)<+g^9#B@?o z)rt%&#xzB?gETitEQ2e;gJwAgK|RpWkj28Wx+OIaj;2JIBNjA{rZ~HU+fA?@VAdQ# zyeVW!%ap<-G7lsRuGN5odl;py3`KDwj~}Qm?HHR-qr%xdc*>w048dT!n+71JJ@ZY+ zQ6NM|E1A65P)d<>gX6v->r1gJ0~ckq55~_gxjkwQ_gIpqC06G(s~*XET!cCYmuvVU zu3p1>IR1meX}@eTy!K(caS=l(gY%r=@MER1ecKu%EY{m3Xrdeg;~4C4D%ALOsb15 zvjKE2V9w#W6bCiZ;v-204lgxUukgE=UaGD>-vz38f^Ws)xHlAF$2B zr_UQ;q{h};t59@!$vY;P>gUU&F$sB5%Y4MJQY>N(zZnl^qF75H##DH88|^_ncz`yJ zo+eh&dO8Q!yRa0UF!7Cf$KZ~BMn|=^k`&ceMz z9io#QCewx~53|V^U$da}TnbF)@GdJGzA|>7Wg%j5jp&gMX#(7Oa>eMS3K^Tz8i8vs zm&c4_V2D{If7o`>DT|sYVfAk?VC<8kNIihvy3EN$FH=@0wD!Weq8Mt9YU)KH$6GXR z_~jpe%RMz1PdVA)P(V1bBV5)Y&`lG)v$llp2?>)J-c#q|im6e_q3-zY3hVa?JT zDbzt7>R4eaPUt|WN);zk+76@^BN`ShT7@Yj*zoyEa*OzBetz*Z0S!^Kr#LVMLU6$$ z)ufR=4q9W3q6C&WXm%wn$u{T%X$(wKM|j9M5q6;Y@)6L%Yzobr!7%lngU%5G9Sj#~ zHY7u&^Uxfkw1%4O4k_@S^A2#(Cmbkko)oIE5O0B>T}NZIh3RvM!elU>2!0JF4kbFPaP|KOx3G9hTzVd`9*lbx7GX5GYh5$1KxURD+W@C_ETLs=^jl z%fPkDm}1aoJg3K>+%8q1Po;2;IjXbtnlijkoiklC42~b)IqfCa}V*#F=Qo0bsgiw3JVVT zY8qJH&;lEyLB*v=zJn2bqFcGx(%t#mwr4`=wZAwxipguzHux)&Dc~=HYB@eIGZ9 z62mdq(DoQY6A>jyjlB&?Br#MXF$IT6G)Nq?)9QJiQj`!SVx~8dXppEFqNsDXikfRK z2|cG~)#^FzX`SJ@@B8&$??3OpuD$mkYhQa`Ywv5X^;^I7{eG5bRhE+W8yvQKkXaD@ z4)8^)-47MPr2*Y>NW+#k>mo*yQc}n&_Mc`!ok!kL__sKJfG=j32>FO0oUTTfTSot- z^Htt0nNhvLHEIRx#cEjABfz{W)B>5iz}GWyuwZD|<4aH__D)JFJ5TVHDf84{)v^o{kl03bXNl-m2IJ;IswQOR*?ZoX{YkNX$Z&g8Yk1 z$YXJK@g)XcCCCP_W1-9l<=_D1RalMZOAzDa@d`h(IXA$-vj@{=?3f5@=ZCFxr`RRh zNLpSgjdGSg!H1c9N?1K}Fnvac4AjmPaiHLBF5hy=`Z`uu-t7v$WXC%)s3sO^eOv(; zMy|D7|GZyyAwxBEQ0r=hY1DTDaDT+bpc>5XRhn**U{~>7%hh!OamxCtBKF4$@MiJl zNx?6A58VFqug`k=Y^qbmC9~F)7~&~iIrQJ^igKO*`R{?8oQ|CG`F|XIgOtbX1?hM| zOp}rlAtxu{XCpSEZG=h2u~?R|hHU{TXiK=Q8Ru*nO5O4U*^J7&q+oBn0y};Z2Ug^C zxFxbJdeh1?*QD0UQl2HAqky^B-wA}2C$e(h$jK*#cR$elJ4y9}6E_g~k-%kZ6!6Sm$L>IVbPinlWl6>=etf+7OQk{D+Y4#f307Hsg@@-X=@a&sx|608IK z?Z=$1uS(kicJ&4!27(MxU5izgq|JO0S+`V;yz3c}pE90sKEk9bLs`2XbzrYKe95{6 zS5?cNub)95Q26!DC6wl#K!f6T{S=;=f^M&7RJ|DvS8tipY}!E(+=LpWtO#uOtAySb zc8DRp2vnmvb1%RF>DaF5aNzlwR1*dk-N2{mz2&5Y`=pDfzLD$n3LEcq1)FhWFz z3g_;kUh{4ewo2jBYja4C8&Ys-tN3;d>83#{g&mt_ZW{!A5^AeeyB+FkGgp(js41Ns zGO>UgZ={+*DdF^?RM#uoAyJ|*D=)9f{rMsq2y8j4-z))ExpXzymKUBy0XJRKGhRT8 z8}q`)!;$4+!z5J$%gFq0mIkl~?QbgB#%4f-)l_DarBVg3qLgp2N)RRX?b`^{yo;>z z>(IQG!R3wl5Jdzw|9pHzd5`sWoI2QZ)_-FHYo(~vxVDI9MtyNPX|s0&SMuIwrQ6%r zIfTr#(Oz3_q!X0i_{SCCg0myjY+PvzypFd%f**YrUCs|(u4wu4{>1^g=VdDKN+$o( z$l;qi1u?%?_dQODJ+XKuNliVc@Z0G3?ri0~BcfI+s(c9cKv-!Uu)`3S^-nv)zkK}R z&gX*FBZ|J`Wll(4Zs%;jXBq?_{W?@G{Qd`&nPrs$1`S2^+Hl-0Q5xL62^LsFX(ySk7=i!!Ovg?Ou!wP}< zm{c5GFDNb6@Fp?e5xi@7PrS8Nd=4sjobt30p-}YjxaWzv4b}Y+zkOSGP{rHQ*TwNw zL^t1Q>N({^J*V&LKQ%AJizgG-_cOhCnE?OC*#?Q9O~`w<2C9BxR`9-C^Jk_Zoqqfmv^j@A9!d|=Q;z9w2YSWOU z@}Ui0?q6ye9`(cSN#Z=XVr7Ce7Z#<7Xwn|};hnp+`^JhOl;lscxt4i+lQSogEtXav z-=s>W^o7*~(%xr}ksSV=cl5tsrpNVj@>2rAZ%3cblis{deG*jtvcOyy4Wuw6-pUDq z=*Ut+OR%5@zOt6)F&$H>&AzR&Z&IWkm;l^qtf?9K&Q-9wzZP~ROOCTJE9d0AHX$XS zv|ixvKiOZ(4%gOKf2@s24%`=+Ke@ngxce+N@Z>`%@Bua(_3i@bH`T=_spohLpjQtv ze=6(?ll&Pnm~qX~qK3ehaD^GIxbGX?S9DW927W#EshBP@r=%XT1COSn79Nno)nnkh z>+)Gmy{&!4DU+UB!04$^z)kR|?;-zwwxJ)k@wCnBU!Iz0&Y*-Le6J zqg3>$%@Ijsx0zzwY>$el#`nG+uPrOegWX}<+wvfn)P+Z;*_!)q6=~JQ^jlR#=8`@T zs`H$-KC`&dpr)0cc26+46gAlbajpts`+p@C(d(I)o;fB^`y4$+80-6Qg2&Z~{fjL_ z)n6vK9_tnFE5rTFzeubzGRGt5UjYoJ6+V?PgIypik#v@id_xl5Ydp3nVsrzvUk_ss_- zK)1+KqjMSH$)aChRtC2W>H8K9(D^B4(Ymaw}TZ4TmQP0)CZQf;>3Ea~{ zsG37VlqzqZ*!!y$D1}$(hWffp64uz2TT_D8shPPk?q>lNc50M8#@p?PBvtYC8wfE({YR0hL=aak%S_ZE&NV#8nNDB5Qt-GZcdh^(j_dsOTSO zhL6pExE7jBuWL)x2IS*tjm>!>=6s|U-sVu3x1#etQ=Hj$`K{;XBXIGmQ%^yT`DrGt z@9rmC=F2kM+ivFg?DUE^Igw!3z#ErOgQ`bvv|sGH@PoYk?BzMZQ^L`P>D4fu$tdel z*|an-*)4K)G@Ism5`Ce>N`tat0y_jDyED?GE)9ySj`8X=&)>s8%PN#cuh#DEyyU+s zXh**6d6GLi)ja$peQj~xR6k+o$!6xHpbR(KHUI8?+C}xRNf*9%cCRVg(m^Xg%X0Gv z{6YgJueyFBTBBf<1#ap>M+;ksEocs?f`Iu$-$K~~bhlDk*4ink*AeWRJdy>P+B!3- z8z4_ouX}vB)?H_ed*>N+g&I6&V{~cD0aBQiBv}SFIZE$kobzd44d3cXQVDS`>OsfW zxAW6VofuE!F^>ojEQ`9MUpSvxkjz{V+|s$n#CAjb_VeCDN#=GqUNurU`Pn56K6WdA zE@N4>g$IJL<(k`n$hX%(Hy9_usfXlJm$wcZPu;T{*cDmUK?27?Z`dwQI?yzE?@igQ z=}%6tql;soYg=gD1)ooKPG2E=-FtoOpKiKEzJgVTTT|u#?tVoE4K_u%gL6tQJn}eI zp|2HFV=T>ozny5}VY5}yJ$F)>A}xOl-+F|6s$tpf7Z!dKcRBV##n9Gk<)#OxCsXC8 zPWf6(Le*c<@BTo1>dkp@>*?qcR@VxZUzV`-^Zzt$;)uwImyKVB477z`YVLJ*-nrcJ z+u=8X?W>OPw+HqPImz~pM`MJ6>J(DgT6HJ3gS6UFPm0SJdFjB9E&vVHi~y~ z*}N0}UnER9dk6yZfa_qoQNmFZ>hJI>)77eyYCUQcvzs>^d_ zae&IJx-ARg^9RL45}j+AdDG_bMSwgmZFp<%_5+vvNhvG(z>%2%fq;T4^}9Jq9i5^@1@I)GM-v!~ZGn8edTyP=a@Pu~Tro+AQ zR8u>gofMf&j{*%`gGENo)Q)#QRbp=}SyFRJfxdlfhobx5D)ff|SI+6G9rT#Jep1Hn z*=;gqY8(%st^e}adFkgIQ8FNQhuEh)fIfV)H6vaX=S2W#4cc|*-AoPfzo#E9NLrMj zTh~t&dZ(T{6OpLQ`_@{wAAaF!r^Ge&gl2HZ^Wz5RmTuj?Ec_+tP4+|W53`T$v}z+_ zGAgKXsk7-%vNK#Q@AExgrc@Q=2CGH{KE9qc{TS=rQKf0-q2nB!RzX;FMX;O3+$VPC z9}XAa%v^#+rw}q)C+oMjFOFPBL=#nLQ72#DV%iVmNiCQrKpa69&o$(VasrL`qsLYZ_!m3>#wE0 z{k%>?<_tp&66g8-Ffxu>Cbvj>J^O~i5i+`MF2qdNz6;ZG+1JPcK3iyMDU{T4yD0uM z5M^HvdYZPre|V~)_e^{BG1!d4Kd7JJNZ-U`T#*ch5k(k}Ua{v@FAh=Dqr!Ba2r8T; zn&B#2F0boAD|JaLdjfsp@8MesXA=LR@3R%Yd>lTkD7~*SE~O$cT^}rMD2`3hDjrj> zgRRQM%Kp<<*SFteYy>YXO{&>SPRG#lF8j0A0RGI3dlp$d7m)@#S;%)K6u-97&A>0h zC#xF9+W7k;A5wq0pXw8%Hv5_aEvBp~0mm%!Dd1bIxj+c*sLE(;RKUw=dqkGu%kra# zG9RPSknta)`|b_)rgfN-G_^(^2D=qC zOI8&DrY&qL{sS4=V@!*F5c*Ir`0R!F%v;R$snu!zkOtnzc?Ao@Zj$E3)vv&a&%<4a z`t}l`tR<>>#n$q_z12{KdZ27Ii3p8y~Bc52o)e39h;{FPqMZ^hT*ztF~7 zr^rpOJahYn=#IxvBlGIkbE4Lq875OQ4)}%fSB){DG}TeTJ?#{=#kdK@pRH4_(f$3o zC!v9)+j>R2H(Yg6Ukvm(rudz|UljA@Rpkck{b<@n#e%90^vXlq&P#w6<#PaJG{y4v zzO5=#y%d>i5eJ)9`HFtOcY<}AsnXucG`##*){N|N*Wh6En}*I^rHq9})|G~GOb~AT zn*IvZ{b+dPmO6&t8@QsF3E3Q(y{9s{IO0c7P_HHtNLQT751DGUOMWhC!1j5lTl4Vj z#~eQKmqBCg(fDF__~re}n>CtIC(h@a=6ASDI=k(WC6?{pp1Y2*ty2^3h0BKzd*)I7 zPFK`;ZmrL_qVD!0RBV%G!F=fJ)G29Ebb^GCRt97Q+VrTrLheO8M2aSS%ifmhE2qab zrVlhmKT5B1*@?>0lLjnyti>yzh?ExS+Lt!B47O ztIf{ft5mQ7HU@S1-^w^fsq@0vEXz@@n6Ifp9`|yK~gVyrv$fR!) z(IdX9R~{w}Yn;#bnLpQ_ooz-p^usJn1yi}#x;wP@(<^#|5z0l`-K zqPQ(=>%+m%Pro7y%{K0SaZYt8wRP^gop&4%cf~jKQQy*#yKT|%i zEG=bc<2?dD1m;jLH+X>E%lPW+2bw3GnDE=HiKu7q8kbZ)J>5HB=z2=E<-g(%ZN8%L zSe{qHA(x4JUO7g6Ps(1Kr-eNmepHnGz1b?~ntNIaMO6AjQ$pX+J+tM~ZBk6U$2iHf z_=PHd!OJ%nbA@iucYDCqP`@0b+3++UP^d@LPd`dN3A`8hta#}t)gx}*44(oZ4Ev2a zs5<+QrkB(YCx2heo7uY5mC2{%^C%=mSqVZNNUe;72=r0!ntA@Y=& zK)11q$ckK-z@fOl6_>LAGC?Xrd@O_wDEAaBg1*@y7|xxas$8vh!Ow zF2zsVA@}q`(C*9{Go;^Oy+?=GIO~p}7H2-q_bJ#9XMf6WJ5?+{^KCEHjNitFZO^xAQEs!-QDab2R$FgTJVE!G8G@F9p7lu`6iWk z-w|V<{f&!=6OTNfU}j!0R)^g1BWU&^U3ag!_{{!IzU`R2;iXrkEiJzNeZ08-#!cDC z?N>EU{KFazMo{7d`fPi&dI92nWxj1E=t%!!_s5LDHs`~`eHR6@F5uc&P}K<7=KTYp z)r_pnTjfU9_6Xyfrs(XLru)w!&-)GMH-&?SJjOlEuz}>QU~7ndSXH+Ws56BzidpI| zc>-<|i^GL{}%H2fr*25w74!yt1j>6+E4<+BU3I+BlzZqIP}A zV^_3(BJQcL`SQZz{IZ#8(_?jvE4fJ(1 z^Fu(sGJ~3G9UJy5>d%RigF8)PYAorF$p`LsSpl{O0)SmJzA^%8e_kaKDC%izQoW zeapbhLdfnyN1iY{ZM#*+1er`i4H3U}Nt%me1a|3WJ|0dt_;P*1c7V;;S>3SxFx>Nw z8cCIvS4C#{M5L**HLhCiy1OOJ4CKG?e2};C(yC^_`;zALlW5JpodVjUH@37>u6CNB z_yq(J*_5qt^5es&Q@FXI;4ZN=5*@#CaocsWb%@j3dSzajFYHl6KS-TEOIr{(!?W6# zq!CqDF6BJUUB5_*Q{Jcyx>Y-zm*VaI>#voyRvWq@Ay!Y$)(oBseDn1NOfJ^$_cX(U zOMcz9pLcpm3(!u!L9NK3Za({pcXf#ZtoLr^_s%0Hu>8u>r`w7dlh-a~AqJvW1my!y zo^Uz?J92o43r)Mrw{8C!jZRkfB)damkfL_CFdV($hwq|KZYSKCd4j?MkB3E?JJ+=C z>m~+`3p)pq&VhpZRyEV~fIgusc!zXx)ad1q8q zOgOi`h{u2;&!pH)u#>f3f#b6OVoTv1irea7iCDDZjg5CR*mNmXnPrYB1`;q8h8x@> zX#hK9Z54@vO~gS>;lgQ&Eb;DGgpE0a(aG>O3<1~|=rP0lBDk~he(|FGgy2LHXx0H= z6u(yAPO0OWBrrItCP{ikg0ZLwpwTZ_?YDbgjF_+p5w*AY13RgDBuhvFy@7C#$mk$x zok78r?M3}D6Kq;fDIm5&8`FzcZl$-ajFTmV1}BJNV)Y!erK+&iI=8=>kymU*WW%YP zy1ZU^uss5<246x3O4 zN^se5#8$DDtbqY*Wo-4842Ih^7z0ydOM z!*o$pFY;;ttGG>x4rA6!49;G(?Y)D*0_ei!{;SMdrSTh^O*1;V+MPU;h!;p`5NOM`W5?1zjY z72Wk~tI2C8$&3wc-}JJQC+{|}*M&0JQ@-aPt6!_mEwDS+j;qccnxFssJdyZsEb~XI z=YG|H@{q^gHFp30?nj1?V<`#8b>uZ*NrbQsQphT%-;dlz;Ype7e-6{PCib0jmw|!+ ziOgBt+a}~|a2VK$vw;_TfYE-b%aKkma40%#tsAgt0Tj*BR^}P47*WJBewl<`NemE2 zXo%Yrmp%6x=Y$XqC^Hf2I8~1^@6ci10}CneIjAdhug=f9&xlnfnG4`F`>BPk_M$O$ zs380z4QlNr?nGA$@i@UGqk;p3=mdx8t$Nock_(~wI&7$(b3VZ4x6noy3geyaJU>(o+h)IUhMajC&T)8Yl zu--023sIA=bEh%bmW1}y4?#|ZAhtW1!ld~`jGZCRpW z4-c6$$H&t37M&Q3-uMZ@8k{BWKgZ~V%ivY6A{=o{0BKALSs1N!peH&Rw}RU$MAl4p zxG0AHYL$7qIj-^!$Qx0E%j_kqy%gS@Lkw?SiUijM1C=q=+`fhgW-oTC!|DvVs#n+N zUw<~XM>Cx;#*6me5e@o1D9{G6K&i*XhZX=0S+x!If=0~!YZ_OI8kazOmT3(To!O~) zDm-YK%tEcP#B2$|d=bY+aOc+ z13WM2p(?RL`kMU`s?Rhp=%0t+GOYb#r1g%_N<=GCk6OfB5>CPDOQ`j6RaB4bJ$bmOTY+gumy|-T9lMft5DJsq;Wg! zEPFs>ami;COd*(dW^f!=V#S}C!r*2s0>dvB%<}Beh9o4y0WzwIktbC|A_8Q=XPzFB zKg)^}3ju>ll&N|v7!I0)W0{Khp3?A6M@eO(u*ytqhAe^?QWB+o#=)kw-`@Kb^j|T^ zeQ5;18^Y$^;|ad?{wZC9^8(QlPlN;M{Df8t3B({VAe3V*lSPx0}*_ha${Wtn%Wf6II`kP7z z7Y;?5!PYiGPY^V9H$x+6KfreKmu8#y%ncdiOtcm3fa||ctnH~bc1gEsJW4X_d6|41 zFq2j~v?Up^4+>-2hb_??5|f$`lujp>FZ`&zHxZfEWmBv>G`~X|4Lp8yjm}JTi6p3* z(n0~6EpZy2C6u@K=rzvAVq^;r!;OnPM#L{+*w42H(NkJ)qk1aFb_X(Nyav;}Pcou( zrdreMYU7Uw>@6^TjI=I7xKAj9c?o)fzTUu?Nr69OaK)OVWdZfo`nkz_nq`D7`z8I# z?3?HoBA~V@IT%J|88G4!Xx)i>krV4u>+l+|8#+)m%2}G_V5buUWTP>`)JSxo<9oR$ zhNfU%tyd@r!%scKZSKAmcEQ?%F_-*!#7*)L46-U&4_Atpha8~jHlo#eI3u)a!r)Vc;S#N5GtUwRl+ zCB_Lk=i=a~I4|Q0a~yQOyKZa1j5np@Kw;?{pKKOs2W*C3k|ifacIyEv3zNdUM5@G&g$it)YDtm}#I6Hd0wGOelaev5H0iVYN;7PjfCpE=m&f)f`ZJ%g z6fpU)je5Ce5FDcFSlSJYGrR}IS62pD+4sSS7Erl@w4HdHu%!g}{$7W?8d98O44SYB zs+|(+g#=$~c~X@`_6Y%VODy#aph#oArzN-g57z_cUI&VG&G%9rx$qcLg#FFTNLk{o zR9JkXM*aF)!_a1FjfPiPoJD@*x~O0p05GF02B_CNDVg{Hr&k4`0i&Mli8w1`u|(X7 z3!7LQBdIDyGcwg%%hjqjI zri{@TV-0%%j@6o;JWC!IytZXL));^xxstrh%@ffQ*JxQt!XQ}#9L8YB(OLj*VPmrG zve|G%ALHq2*2Vz*7;T}?%wO`tYNJD-fBMQn3X2%EMD-i-H>Z}_o5;;VypM{}!ANTzV9(j|*SPomA(@(RF zM4)g<>gx@Llj8<{$tPaJ!lWoT96lkVNtOU{$f1z^0ROx1funD=&|>r5*y5GK-8u4< zkOqpOwZ*L1#Cx{%wAJ?2N?3XXEd!>ijS1So&bS285FPpHO?22)9}ansj#|WpIOfkG z&FBqCToAF(;UcBIzB4gwNw23Za+tEr$g&9v0okA`U|RK}z0?BAid=&MvnV*h%7)5y zjkDU{L?abnHb7I)R=Pun@``US`Q*`>0`3)D`@@Ww%$m4=qxb8^892_nV<{z8vzU3 z76yiC%_+}WK(0ih8SF*DgqkmOF4rGiuwEz4x)KL^S20eWM`{UrcCXkffqKkKD8^t% zDHbSo#3cr_8kbOmr0}nl6(ap9mRWI%wi}00(Ct}7Z(J@x{TI`aHb^C z05gz81){CgRc;1Cq#f8)Z9UR@aB|<)mDdHYcv6{` zo&c}N@b_o2EDC~Y$YKRdHlw$TlVEIAU7M8Ff|=n!s!--^KTDELzYcaIb7q*SbIJKa zjIX~!F+$5+y3$opwy-DQ_SAWoiNndolyN*Ma<%A1QwhCxa8PxN{8sO^1^%427_PN^ zH>i>7_@OweiJm9}S)Xjwr1s&5S)FaoI3GXC)=Sj88NL^0+*-NZ(%f!{Qv*oPWXALM z()h+zD$jn&id12od22clA_tf?2hj>p2LerL$T9YA^^3-&yTi8oPN4zS8QyfkJ-ALJ zr9W8R>=D33m!fKC_q^ohO-(7MH+Phr@I0hk-^Ws6Z(=@_mg@X0fM|L&)3b|<*PDi# zxSj;2W=EwB(`U#V4#edeSI*YNy38hF%mLKg-J1mFEirQGin^w@)-Sv_RO+HiQ0=cH zjeBF0!zyX@sT&)z^1c4K7%}a|unq*1M6ivYZZRvCPZ5ceaglX{N$DXhQiCyds%Hlj z9;6Bc=4$YI2K$l8dgKY=$&=)$Yi@XUSVVSI7EVapk2#>!^JkKSlXoOj$<-?)syz=g zqr%-z7uuT9$M8%euQW>?*PiWZvzn}h{H zUcot~EQ1iiRZuDn%Qx4lv$^}eHtqd~g>3(ob?IU_lsQf-A?h>5tgu%7?JDg*kr&x& z6_%E>(89UXWe6rbOu`4Tf+;KbMN3uj8A3kR-%{5PJ`NWG=E8ee4WK!mp8=hVWi*74 z;*E(`)8QIaiX=RMUnekj3^FX7Sn;!ARFvAVm+gpWa>)u+Ka#R{$YSF2R)$H0e|Y}N zhOwGAHo)5*M>&uR0M-!y~^M1VuCvAeCUN5o)S{)+{_vR^z>w*Ks zhz2cYkYoLnL_i}^kW{d08;dNBPvFCXJqOo>iSAo%_Oy)jVFJOVp{Puk^)-uXMVx8f{2kv?Gftkj8V-Ax2ess$CUi#tTUhyq~+;srEhtt|-$ zCrtPy5_?E^5?rH0O)ZJjNj&(}) zoNAalOAlY~Uu?cXPn?6+v9zZNI!=fh9bT8^c=vkYk~B!TnpY}>gsiuL+Rmn)7_2yw zUZQdVxVVB6P87&crFcZ4Fwp@QwsLk&^&%Z(ijpwJ+GjwI3CEBCEAA>OE-A?~9$}o& zMkh<+g*;w^IYUTog9lSibXPLj%}f!rfPZg#keG6 z3QcO&lUN##3a_YgYQYQoFjlK2BrEQCE2>;%Y%X)GZAn6sOi+^>28#@HX+U{E>1vMy zo)ESYvS7@UaAxr1_M~8Y5@2>(+`@u888TT08e%%VT{}z~5CW}as0v!Co?zfuPa(~* znA1%@2Z4*vNCf?2WZp!)wYLRWCx}*H{UU&OX4?;d+t5SS?CJIEixC#~LEQQT;G%wA z1VnLi(Zo;T4BT-xiflzp>Z+pS%(PAXF=poecXRcMysPcaszF%%G>XA8iEv^Xwgprx z2a`LflIm)ejaF1UwGvs}O`?ZbR{|HCE9xBLoUAL&EPNbjo-5~cO{e2~!gyx}MWRYfhx3Dv8WYZbMlNbN=J2<~H1A zVzbsoMgW-juqx8M4}DxN&PF9IHY`&&w?v%~hiI|k(%MWx^Ib%Dy$I}lP`bk^_k6#p zJr-fRL+Uy2a(wYZYQmVHdn7IDHB^nGXY-9!pmUy*l3wwAyI*VZ<{qqWxdbxf5IY9Vr3t&?xTo>p&#Lkx5Q zf>tdtbO5@BHxWrP5~vTw3$kM7Me4FBB1;cwSLzmYj9GJC%3O6|Zxmk(G)Yiyj3s(a z02*Vly>Z3X5v+BSWKw_EC-=b=eRwAeUocZ$Q9mKEDUs=l-?GH1l6OfGAiZU&? zi{?A=1=Rd2X#Gdt(!7YE+6g__;S?E*jcs|xI#bNj8YzNaRUZfv#?o)Az2c|GviEjg zy6xBiFiIJ|mpLr|^d)g}AajjBr8*UQF(9%>|LVH;d9i6S_ zjPY5laAeFX3nuBVwj$x;7@!4#zdwDAJ6S*14vn)`s!KAcVic0$>Ki->JS^fF#p;>C zD7F)6Ee-gVga3yJiTUe%xR>qF$duBCHT%;&zC@#R21z^^@VYHVtNsS3)K#RbKw&cXW*MsB*wnJfWsF0&*;@*>%xjy?TEE|L`i&JKPay` z4yWJT4u_$*2_55S6c1@BjwhHM*QoO3`ctc0gK@FmP83X~Wl4Oss1IY1k19a<$A`(z zyvGy~@pS&0)_`iA`_2~PTo6{1o)SCvl*!yxrJOR}VR0Ys;E;f0lx)s&GVUC%^S z7>h5L<~|5y1J*a)RHboC6+y~ zmvc0%hqti|J$W6a#fOT^o|yc}FXvV~JUx68Z=2$=c+-_ncO5AU8gdjlIS;Hr|G!1N zL88LYUB-X@h57K^jgcIuXKcqeKkiF^yF=K0{q2@yM|Ia)Odt{{D7z({pD$%y$a){{ z6ZNm3``@Z?{|ZoT9I74PD+nG?b-q49xhwg5kb1MO4mef5f2ZzB$+`icMWNSj{}$kH z*@@eCW}jVl8^5-E-uDXe{=Ip^t{Aj_?0aBVP`S4J@o|}z=jqSch>zmOS$|cI1RI1s z*9zCUmH(t4p}FE{uvCl$DNKS*d^Xmu8U|=OwUPOFuVkSGpKx0;X26HyhPIXRm*HO45wEaQwb?ejjnm@+o7`y2t+sfg2$JQp!mr^xj48^o+EaE!Ulh^~4vxH>#Fl z23|D1u3@7C4CbS#Cr9O<21CX^50VPv9Nr89hbDm2zmvUJfmlR998rIEGFZMq4_4DB zU1&G*&voJv-M5`rz4j)D3#`42$Myd3bq^G5_K#a5RWB)aSpNn!J%e@GmBNti+PVGc z>};UUdVs1-t!0X3OfoMjjj@A@_~e4H&{(5HHp1UEVWUgcRjyf^lSlH9GZPG>v>CXOq-IUv*V%)+o0C0 zN0Trb6tkP-=~0*BG*>HP&YyO0_|ewQq5r~Q7t95J{Yg~#De05b=WM^?#s6CaYWh^| z&dlGxID7v(X{NUSD2@AksU%9hF|g^x z2dZmJ=U!T8YYM`F;hQBTq5?ag&`>ik7s-i9(nQDbCtx1cjcdOm}JPb@t&T1IiK`Lfa&gTqoIbu*2 z1kPgT)*=}+LCHV3ncjsp*?N_kn`Ie$zS(=2uj${lu_^MJ@-gj+kCn#+C66&2%xnh( zi{D<*f#0qB}dBP%X~>W>5M2D7b3SB7)}H?rlQ zQ|M?La{#7JBg-+wQxGNbi~OY~r*qQwU6-+KT!aoh5)jkqeRSn&n8dZMC^N>pHmDM9 zJ6f3=nkXI}$qp%*L8g@^QYd7x}r}@N~VC(!k)QR%u>CmV81bYAIie-OvOK9|Q56?+CYI73XCFvdP z?QLocC1;g4nKnN;5cE*A1F><`D%IzY)Jj{Nmkc8fbA1^hOS)(4Z@~`yhJ_cfFCmc) zo;~C=;Oy*C;>F!iwI0gkfz6=;a;b_^N$@pkd(pSG)mhbRjD;7j|K;&F>+AUGrGcjC zA78w>m~$il_diafZ{Gjsk7`!b<8+d-crK<@zj_5_jQWt9a(^;g7FcQ*{&AT7S$g^C zpw|59gu`3QQfB`1N;UJ0{-;?#^~YW7{B2xvwAFm^GD?NTMk~A`*%+d=I{pzf_1oc% z@E`TQjb(lM$j_Ge)WHh1pKma%w)k|LX{COB_{0^@#+d*39R6`mc710nbyPjyrpfQ= z%YXedp~}bhYu+!Bw#GFJzhJx^eAhl)2naBuA!GVjkpnvX@6yT`_S4JRL+1Ae2(IkMw!yoV z>8`@kT2?K_v`If=t^Aa74WfO0U^smXyIohURO&*bd~E3b&>vq}@6=lIWhW?hso~wF zP5KQo&b+Sqfj+n|Ul8~|OR|7=2_#+ku1{ZrG*YS%UeBof&(-WGeS;77Y*BH;={HmV zYtWRmclzXXWdGmakJMYf8T$7}+VAy0*|Dp|+Dv`bT0eee`3ZZv(fppS-J0;5!4ARN z#lmY*%{)VZ1s%Mm7b6MNStzAC=Gs)?t;X)S=q9vTn%Voq!Sl;Ig4dWHGniR%PSa%m zG`ckEwQ^Bw(1y)q)7HoI)y#7amjBat>l5u&L?MO{(;XB%Oe;l9*%1H!HfQ;zX=sGl zu!;6yW#904cR#DQJD5A;_b%4{Ticv3v zUU7|p_~SS3`1bl!S@3IoNdh(VQOoe9_j)PS%y8q%tDV`U4?W!!inyaCJB|E3;w`Ss zziWrz@tv=^sEOr>;!IgT`p((V8kQLTxF7c&Nr@1W{x-n7=g-M9kGMBSRW7ZMA72bf z^KWa)*k?8bMHx8hB_R6d-~CollNw1hV!Sv9QE1&>`8@yS!IpI!jb6Wkgj{94rhaqAGDP&A|lM(;f8L_3QHEM5iip<%bhDwoch%bN2n| zZ@;r^URN_K%^Y1bJO0l8fM{C#Ucv2$lamkPUBu*~E{+<5Rxnk)F+;oc-W#BW(w!vi zi{PmrpCX+jY#?Dbe6to-pu$eHrp2nxB;75xNNn<_B`4~? zfyc?{ieQ(|5RH{pT16iJkvKtgE~YQ3a$vJxi=H?A;&~UxrH{bzbm#B{j1^IR@Djv2j^IThX%w6e-7^cG?JBXbc-vC=<&V$KK6ZcIxu4>JE&BJ3`j0o*M@mhq zG3A-khD^(6PW><4Pa%`==y<~X&3d2h>$vv`0ySt$!1|lh?f)Tznp^%<5B7HfMPUta zAw@l=1)jS7q%H8|3Xr`!O~K@dUL@yN!}r#(K9nd|tZ}P@LZz!orgKoxfg{1zJU3-1 z<1OY{bCcxtcw3h0zhcrpSu|``8saq>BrzEX!WH82nqV`={G-pIQ$mg|Kpbq>kP@o zwOb9r563TLt8`qAxcG@mqzo*3ch&{=QDYNBl~4VKhna6nJm&v?@&)sOoBkpE0QT;$ zHNT9XQ{V7iYLj3=-(4Az_P^ye4*0`Q%+k{8)UPJ=zl;C9^P|VfBmAE(%#`DJ<4N$) zc6VFqaGCYL@bh2t|9oh8ek4)pbnt(E+i_X!`}%F<%Y2f4@jG0Fr*GMZx8E`PyQJ8f zibvV=-#8qs?%sd>PtxjS=GXs+q&E*sD*gYsTeQ@)M3EG%6p;j%TmZFgQh@-W1i{=Y zMI=D5($dzMGBrghMKr}S1teS(MM}-4Oi4^FcSLP3+q7w)nwjtK;dvhZJcn~GuETwO z?)yHU_xt^dI~Jftn_Eq7e%EaC?8mn7y7>WjJ#+gD;h~G5!wWN$S-(yX&hu!xb#Lgvk?yJcLSgeaznNtJ)7l)z%;p1AmAgU`UsioX2j6e+ z`8#=Y=?}&-qD#b!cl#ObUojm_L!kE%OM~wd7(ut&s(2m2M{y#EHKnP=DclJS2CYEdHl)R@?-C` zf6}_Aw>cc|{y`D!53p=gaiXL`auxEuVASHzm0Ig{ZC?_+{1z9Y_f)k~i++E)wQ4A` z_{-dnxgV~#+kbwRuh{K+PQ}1@T2Px>U8(V%s-}`y`8`Qp08?EOy>Q{ojZ7DpnL`9u>b{uoD$XJ88j%ME#LhpR-ma;@v;H=d5XX#VzN#`nUx7lwa67Ou}I zr556ZaUK_|w5;FjIO-FU?P<()objK|=f~?=TO2A@t z`)l>v58PdW`*s~H4$;V{7)2y-tLxqeGY5`b5jUAT7Spdq1o(Kg?L%BV_V2^{Pq+R$ zRr%Mz=L6z4YE#I9mFM5@zif&*xFy6`f}q~E8-97-zBH~dY1bW=|Jupx6$$B{X0)yi zK9`z+@BdgMOV}Xz`>7{XwQWaZT?B0xdR1N3@4I#uw8Q@0CzdqtTcbVkx&3Fb|C7SD zlU*-#b>ESPp1|f`Tw1*IetqnX83I!VPqN!f`rLk2^&LpzRL!aet%1#le8#U7JUbWp zVg2~&y$kcLkAGdP3+l^rZ*TVoe0#FZ_G9LaOIU7G}iH|%HbwigS%hHXPVX_;LcKvmq2t*{{0 zw(uWM1V4_yeY~j~%X})Rb$Y!+C4Z~)TwlAhy91KGy!+JUhho88)on>jn74du-}b{R zkc~rIhZ;8pdjEd2f1%}y_WQ@k?wKn~3qz_LqwfM`g&Q`W>i*~fhv%-5UW_#EegBZW zIQ!+>_2|f#+b(R|*}U+gUi#06#2+&$xAjM#1&x2JdB^(m^kn(#&-q_Iud$!M@M~qE z!^J+`Yh^P=fAadS?GuN`fE0jZnby2L1kx1Wdiyc@BL|N5IF#CX-(S?ie>s0GRu%K;fvF>?eufFzh?vwHRpT`zIYCt;cD2bcC$<<@AN7yt=>;-U>>|-!q*lp^;AZ%ZB zq4W8bFzXO-C<`y80!v4cDxHOA_dykX+tZ(;R(TzlUD)57qHo+@_uv8EYeO64I-E z;8uR6E<}rOk3x2?eYx3xSJsjFpjYU|VQkPRqQyGb<)cfsYpNw5vh$sn(f6HX87ocs z*!V~Mn8q@UDxA{?*CP8kBN|?wHkn8*Ny1~i<)+S_uHGvJuS2UjMj;Z4kEtalfuZ>@ zb%j%zhfW^CRO3hFSgEehAxi`aTg7bU*{KX_9D#=A74iio^c6BW70Ao$Gj&BqqpT(| zGIWvy6@Ly~-6tF2M?Z>#L>tEYFrxxdA>CzLE%(t4B7!m1*qCk=6DYqN8H&Y8oU5vi#PNT%Cn`t z5|y{YpbwGb0BSz5!ciVtOc#|n(OAhq2%rgM!$d`^D|i&3NrqMkaR;c{fvmj2Rv^7h z9tY}`@cH!O06QF<66uDOE+;N+vg3)W>zVfmqevvHXJE%!|7s%!Hc`R{;C9fdDltoJ zDRH$C`iaaQxZ(|%3R^y%fy;5Y-xNKG6p9L^p+<^?Z|Y!h@#7GWcBVWj2CdDj z@egI{Cea|diADfZ6_6)&GEuZ%NYM6CM5X*(7Q`foB}`M3_o^AvS|#e9j#_SYBkeP zkCD@)atBH-u)7T)*&{5KBU9;Py+UHMD`HW2fi);g3IKaM!a))uDI9D; zW~!5DY#foRz$Hjfami8<0g+%Kc|_J(<`Y1DsKEi^(z*(Xk!gc~aXAb^rB`bqj9llp z#NbB|ONSt~`H~@k@ROK~eHZ&_g;-VJX@(sNA(rU9<1)(q-k8Z~~Dht4Gx zLr0a4wuo@DS}X_5R*(vY-mMHplBT+H_bY3_s$CA*y0%j!Vi%|_L zTqH0dloZkCou`R11xOCCL2x@ZnaQ^U`O@BjHYSvU1H18yRWhe?L>tslK;Rhh(lQcEPc8LOu)MriFy+bCC`&qC zoK=piXF3W!44B5)NJ5BuIn)lSLxb!P%t!>0QqGNZLKLE4kMbVat)LV~$btPDYUq+; zWfCpYti?bm%g(XdAtIL-8Pv6?vJ^&bq~lD~WCaJsLBlvRX84K_0?-NRXCa05EiEo9 zNTO5o6y?#48l%=2u~e#$)s~jJ;5^E-Qr{g+f2?D%$Be5JGy#kZ@kjgZ+Bs3({KgJS#&dEHXTIW>>KT8-PacUe12>^+bgN?-ifMH39 zik3tvsxrV!8p$#YsiZ))vWz2%vn#->Tc<5erWQYUXz$>-2|z}2w<-bTXZ7bsB2XkJ zuN{LEEF7L-%`AZ=VcLCFcPq3h-XH`Y$RlWkM5tNza!W7<#$*BqR@hib;6+fhS3;Q( zidgQq99OSxDuzmac}gvRG%;Pjm;B=Ihq8kJq#*y5(lC4bQ+^qd8-t|WVg5rQBiUblA@`^ zHDV>PLNx<#!aINs${IH}FH;@Xukw|K@wAgNKd~1t0AM!lRj#Fa<&K2n>|*R}WhFp7 zh3Iw9+BXcuRZ4`^vqYja!A2xmMkvSHTanxZeqn$BoH}BVDGn`g5OQIY2$r`cu~nFi z@B}$Ij=-~uG>#()7K6|*kf_3rJbD@ zQp=fHNR%Yj%fy8#GTB3hlq9Z97z4pa+(Wsa#Utb?Xfs$+gg@6Q4~DgI<04rUj<*KI zwRVLHG>=LwE7TQCWoS<%i!K0GU{=|aLy=|vwJsIJlg0dYG_^{svG&yLdy#45U*sXfc^Seohy7)C-ExFfpf;V{v({c`fz&^ zvCcQ!UnoRdfV{;0tUSGtW{NCVO%&j_89x*>zlTG|wcceSf`NobmhkKcI^bpHeGYX) z<579?kZf0FF&VB@l03mBoH2yIL$RcM)E`=c6N%j2!P(0YiA?3A3aKPlVC5UDP6=s= zGpiV%y(CgOzjZ9?mBUvV(W)nCH8&gKa}m8w|G;}yl}j?e43@S zvGD@$oz3Elt+=9Es5FV;2EW&q>WI0PiYwPYOP*FA2~c-zS$A)rv*d#&b`$f>JD=G0 z31A9HjLBEbJivDf241ZzHR2{Vi-?gZRT9__3-%}X?PwkFCrCm&ZXjHwLKEns{K4f1 z7AT3n%~ihiKqe7nf`k>i1DLwhL+4QbtK9HhyzETFvAEg-+{w<_j&{-Ij$-Sx)O^?w zrGjmlePvI^)8Wh`TRO>NA!2A?9?%HmTKFabr83`2246s~8+@-^C(Foav$3hAe5ebC z!D2Ck29H~>OhUs z6_`7y(e2m&>UFVpqm2fdgjc!O#77XVapD%H_om@&fvrSAS^Mx-yiAP(FZRXq|) z4apNG!Fl<1I!%;c?6Pl)4_z*9<0>dwjXpAM)dl(9sISU!CxAjImU%j|V#GrNBbrNCJA9V`s4!~2 zjf*?XF`p`7S}Jmv$^HDTDx}1^Lgq+_2g%y8!kXsc8vvAvhy)_E8Y)?3JCr5vhuTKa zg=9s5rMqLF`*L=E3&}3;L6{koqnd$`vpj0NLQ0^1ey(;2y`}{lHU_E~X+xE=+TF88 z0sQ{n5}Z3MOAZhUg^>`T0EoAhBkf52su4?subxdUL7=SUE+TgiyK*vmI6EI)*CO6A zn1xPnqedxa-{WUHqxt0W&0Er=q31Y4|F~$jN-JloCbKm>p#H3DrEh;aQ0xI;^q`$Ar0KBfvshBV8iE<|tfkN;r>_ zX!IfXx(jI?p4zt~QwfU;P6(tL4IdJm<1|oKPca5V_&f@jd#=(nHw#ks&%~q%7(=0* zU1@4S11hmH&YLZ&E@KgoO@oK(>WLSw7-e|vBk53mhr*~;8Ih9L5 zg&Ia#DmmGg0rIB<9LyEiGXy*RIj&QKbod26+s4Jtkz0Ny#xHUO4{Gpqa4bo2bUGKU zov!G^hennpH-&+{BB)99D7^^a4^Ei2hd9b3kz`jmjq3-3Ny@yH+M_RPzOEWSWhOoz z`WqJ(3tZQF=6i%>QBgbWT)So&G3fl#<8=B0V;fR+nM-6kM5A%L?6N#Y$st}$Q#L&c zAiImwxA5)wIXK5w$I)1eUannZsab@}3OPs5Dh!1+S~|)Dh$0-2K3+_q_($lf%iFA{ z^FVqUH7*2%swfw`i%rveiiL((WRx$PK%$84TxCDo|B+*3DGgqS5l`607K@6B(Q(VX zJ%(y))euKRffH1(EbE5r$yZFeaav)-oP2X(zO^agsux`w!G-nf^qQ1tR&g0UY=d`G zRC}tiDU#ldZyi5o=@mt|){0!iIVm|(dkQGIUEZZLy~sd?V3&|UIt#TBDbcZc384zK zv=|SZv?*&1&B`U@hf`MQOjhA@RDU{7fTgSP(`cqJ)RT_`d-1Gm#J%OJ5u9SVgM(1l zZ`vbZAK+uKW!RooFrkpfHcnL1Jq8s8-Z?a06R2@6kf-Nb7Q@CZ^2{lY?ZV*EyrXhK zlk~Bkw(k|4T%Z4G^IKvX1N({^c?Ga>Tm09$bv@rmdjz=MM;!EM8~;oOBPJr2h-#M7 z_DbrUNy6ijV}$D%_yik2VCUSU=)P7AyUd^li}z^1Baxp7*EUbKUoYJ=HTAeC&O(qq zoh@jE5X;%E6|p199x{cl9wW07VJ8(jlsJJy3S#Dz@q``bCL&|M62S@volx;|lTrSUGaiB*gwiY!-APS$4I!`H|LpY;kyfj3uc%(l1!%{Td7HKk?au{w2q0Y^(R*$j31(2-arvqj(@3HGCyHb+Xu zfDlMcwhsUi6>jW^@uWC-iBlmCTLN@U1cXJ`5%i?V26DLogeGeHl*QC0nXxt2D|VT% zPvFiOw2MRvDjFRk?R5RIh1LZtbR~F7mTa8W3gqdjyy-BG*60~q>CTU8tVf%Jwc%hr zyA;tD$A%y@lQx`XZ(6Ef+a1a+jy7WaXvZ1H{*Bwed9vZ)2uuhsSrH&`P_!7~aTIMO z+EghDQo!=)S}#WtwGq%}g1bX`um{oFwyGCYM)mnJBY8xvAu}LU0bGNX2-Got0((wd zl6wVy1S5&X6i2#?nF10oKX>#V&&{&DQXn$f(xc>pdMH}pP>^DSieS1nCIj)K{cxH$ zOWCKcH4z!323f7+HuV_y*4P1Wdk>n2VGQRrIua|Yl?eTcdgLfC7ZO(KR1DKYNQKcR zYFaEjS8S4|*3taJaPD&W3>M#4k6X@?mo zk}D3Or*WH^gs)kv2`6OGZ(@i47_|5FOT4uq8`IWj?e5Ll)NHoJ!TqF5Sgm_~_BVRN z=!qqz&uAN&rG$^Z4sIQ|Ia8c>um;JD`5<8oKt4hOuEaEgI%6pa+fpSE5;PtbIXLP?~SD0{BO-=h%;iI+!G3B07>y;31+1&ZXTrS$^Ej=fG!wdQ54aztn^ zpCR;y1TalYM9zq)#;QM&(iVt$Q;F9X;$))w21@FpqOmAf4G%}rI5H~-hYukz`M(t;RT|P#KDFXqd=sHsV%c+Dj>|+$+rTjiQ%qq zKw$C7F(@2fVOj<72m-fYW1&7@=w?nUqDlBTJD`#mg|2s`66MTkzXp&TZX=2ii^L^Z zfBuk?Gs3Q9>a?L$u$`D@A;F)SfZ*lP260ib658LwMV+aU^fpS}xKib~LCR97y+$Dc zm`OEtmu*z&Q@ZoOX$#u(Pv(U84%9y6zghKM>UulUEfVZ6$=XLn&Em_Y?nl;KZZ=iUqnyo(=AM*1m0HaMmGlW|2hm$GKgEqzQt6fPRNX7Q@oN;01S^c92M`m~d!}>Z?HsB>B=@(1@5M z2aPid%g}Iduu7$__rsR=?}L@DMUtN92dRQ`HZ3U-O4=hXKdoDDSARX|Q<#3Y%k@OU z&74iSh}S35k5sy~E^le@srs?^RwlRYLKiNj)Anfr{)*gnxbaYFbatnrtM**;+QPKI z?&Ud`5q-Nl4^kK@nj9y3rjoi1M}u z(TMk!MB*){4~ep{dPC?O<%$5t2uHL%(#&VTiV| zYS&18QlyyPWD&yvlaA=!A6W#6Gp9yY)iQjn>P&YKJ11g;onIo313Ae2k~i3+9#cQ#XUB`R(`SWFDg_{e4ySD{qF*qr9@4@G8tMiZjCnKX zQujNyN0GHZZEFX_x1qq>?xCt5eJc@fwv7Nz^wj_H@ZlGUtl_VEkE{RonVW15$$PMN zdCT8A{onGD{{!B&So42(dYA23_J4o=>OHe$$?~(pe{QO*PXBNw*;y46mwQ|L&GHP7 z%+n@Jy7fmR)~z}Y_42(Po0s_92_%~@tu{&5O&<=C9kIm5ii&(=Rw7yQ_5VAzWXZDF z|NpF&=?lwUwk^M$88K-A%3N{b%J4@h8mL)84-v)4Zr^?5TVHBqo6cvhN14b<=L10x%LF8B@ zo_uC$5oaunvcz&5jTT8~E_sv)Ho>aTERmLyuD&TTUC8;iR4GECmaG`}1Dm@O6{DE?2;w@oRMp)bPv^u8eE!(Doys=g}9wRVyI%=|E>B%e&^-x^%qX=hSjr}nE$;? zJ>dItRl*);!%qL|j)(spr12}>mTL#i@7a7mn0mmi%uF%mO9hxU)0sqI%|)@)c!C|KnkUW5zX7|mcV zyDRjRUas4y7j`KnWuAH+Fn;N{4L8G=o z@a6CS3*7Vhr0{>BH+HbyBi18>FEf(g552ka=BWAi*Mys|si&VGt2~y|F&r%ghXY zy7I`^HG&uC`z`NR8t-KNRR);$dr@9JUApbf@xhm$J;$^Mf}aI{IUD^HP=3bi&`_F3 z@z9CPn;$-FqW{`6AKTRYDDU9L;hpeLGpEQ~x)5d1U(|fN+(kwL)?mNGdB=m7{emPm^*_Mmw!hbRjeD1XGL=tuGzVoUz~Er3S-XU~2g6$i zNj|kL|3K2#UArF->>?@cjuwPSevDl)1qt8C{4>zk>GAW!QU}(z2YmfJ=AQ4zrshfwu2mAXEG;_{#Ui@?`cKG$q$@Jo#b2|qo{i8~+9NyzmB1j{QpW8aT zHe*Vg@xXa>nhnUi;Nicggl`UX9vG%Lw;H1{J6AcMKgiu{V8mJ+sW@^z0CQN8+gFff z44Eh0Iw})xt_YwKs#>?LdlK7osC{T|g0=PiXz_5#)OxJtJ##?Nkn`}a=9AabZ!RSD z5hv5_s$8n&?|tivdsYK_k52J(2RGldOs;h* zsA78b(~)ROMre?a_N%KX=yBygw?ZQ1+1ud3lkwRW=gVC~H~9hX-V|J@b9vu_1j2;e zW#Ay5A<Fgxm-_zVFn2_~5OTK9TI9byH^I7;aY}y5RlePv+~bXa-nm-vz!m zHaAmX(0_WF_Hjdyq_j*F)b;lJfB%5CPxkzA@(;mB%jd5jjP=k9UUkf$Y><))(2u{J-tN0|w9EFa|2@dSt4}FPYobr;jncy_ z9WEU1Ut2fNNz1KEJ9TvOCrV$vZCA$3ZMauQ)aRRDx*8P)t<*u`s!La1bgjR?_2r{n zUPDJaCNhOrh@1cGFW7IIKT^ZIXU=~J+-=x0!;EwJX;z8(HdQcpBz%Sp7EEnxt0;Db zMeHp4v!z6T>r{80yU)Tp!*EGP#G&~+dk0*BPv2}j9C9Sht;WKoy8aUE@cVx@uj}`5 zkr&Vo`b*L{fNz%D&)zR>9z0MMyQRe zfxn7}O~#*cpMS}HCMFpCRB`XouRm+9U+!6L2`zzqz4vhA&CRyAFKx+a4Jbk1X?A=L zKKmu{=7*m%Df|;B4g@b(CVu?CqXChhX}am}SBw6&tNe+0tj(BS^s1O@Xr&WRWKPj- zMeB4FujtShr2av zedFz;u+ct`XVGS2KK;PdfHPB0rz-GS|PBkv`Mi?RcTz)7gd@+`D&fp~Lq1o9 zn&6(`;p9<=z=Ns8?zXV8%x!R1(W^sE(sgP>eASPPZ@seQZzf~RE=C6fk zd}r;;7InoDcSpuLbzPuM_VR`3ctUN+s{p_lbtheDGT&0j?L+& zEXw2aUH^t?{&|})I1O?Wkdx-w9Z>{)KCSKEI7FYd*ied~z+EP{4AFr&i(+na`GpYDu(wvNz= zbAEec*;vM6Rql`p-%Pn#lIZwOk$f&gO00|=74AH-ZdC9C(wTH0^_=^t z%*?HzJmfWSaddWY#LZH>*#Dm8cc|`4OXtGF%&Xk_W$nV~n}}ksqJf6pp=%pgP4+zS z!X&8!eMV*{O+@7vno6#|{go~*ZTN%X@o~N4*<*{K>y~rf58wW{{NcnoQOCUh>V)=( z1@f->PV2mH^IGKBX7{G!gOi)H8+$V|Z>-*F`sAi=Lc;Oqs*jpL)SsC7Crv*xjwNR0f9d#a3s24<^AMh;Rz1oB@$b}k$0r}Qw5Bq4 z>C>NFjlC?}c&+t6V&9WTZw~zC3@OOHHg!H=trwgZf2fhZob3+V|EK@6JrDCDw~YDz zeJbeY@tuU87@yh8T~nlmaUbB-ZH4^mgug!?U&+YcyFH-o-hrD{{hL{LU22}EZs~me zc&F`yvAX=7?i=%O961K}b*Vn#elI!T%5M&@1GZwO(7azMr6zVc=62WVp_eiUMa_8v zx?Vf~WR*a_@YaCF=k9>reZE`xVSF$axznQgCJSs$L;f1eu$bR|>q#i0in8m_g#DBJ znoEq|W%bYK9$~Ui8~Z5_7m^NITZ$Ta1pqY{sS`~qCx##~7(+c$Eg)j~Ev->fCPAIr zz|#j8jgZ)mPVKv#2S=Vf7=G^2{qxZG8A*rT!}x-iq7?dD{pt0tFK>xfKi+b8^XF~4 zPj`!Z;AIfzY4F)qa7?*BJdlT^n<2;igQMB{;^viR{;xpclHP1T-?&|DB zgx8zbAg+u*lRp|7a#jvat!iCUGt;+&7|iO|u2>jjUp@|xLLaD=XWq5_;U}*i%l!p-58`>7zeSW&Pmq3miE}sgOmU zxRM~a{Z26VpmMJ71Q{8dayd2IZpY)?SC7v_rWD5>&v$7{Up5wgFZuy0OYgqF_hy>M zds}+wY8E@N%ctcvvU&<0j~s>T=lF+<-YexAOzT7Pd}09V*xr^pSE<9p^=>U?fsLr= zSKitf*Hzwd1!lb29qREibWnE0=DVEcme;c_`E6I?zQD7G%dR{#x7{MQJIWzBUg%(S znG@21bspzSkg!OrJerZXCLyHNVEeCs+P^Yw3m`+`E>`o#7V zEc@yRS-3W4?CREH!}V&NROdXv|&W^mu{olls1*Aoqg(D)=egFDGAY`U^Dh z$lt#=54}AwzxO)-$4c6PB*&Mhs%CT2Vc(=DXD9W8r=O>{VJ>@hZKXW^J~-K7=elV8 zwL;I|eUjTelzFWC_4=6QkGpCwMpEWdzu3$^*|Iw0$B~vU=+5TZO1CbXCm{;=9*FPg zSC=nP-aeSV4NYwQ`ugXWuEiA8&=Gb%v}I?&>OEBJC znulXwGx5^%SXt$LGZnPUUUq9^?~4WuY%XKVn!RJ4cjqDZ)6e3p5<&*;N6V|u@Dd+8 zjlcJ^9Iv%^NxC))fc&`a^^5qe;_L9xC+~#Y-JWXV8}RGuJwZ6^+vV<3i?gHa{JV+G z$I%%N$~8_PPFbHL=CELBSwxH*t)ryDt7M(?=6%Mo%j>dt z{EOjNTww#>#M}rcx4S&}hE4+hM;x1L+r9t(-lN~LSNw|D2`P>*j?bvP-LX09#i%tq zxE&4+|G9nC^7`uC7i8}ld~w=AbYLcCW9XW>?)irWu6ok&=4tJ<)UiYH4-jdt5fjXm zoDS<5G-~F{tNFkOdso-k0MxgBY=J{=&>vs^zBOXR=`^MXu+YbKIRUNB~zFld&Vx2ocjN2Hv*YeoHTYU#bk$&Fh(z=0`{b%kh z-`-ScWTLlMgub@tcN8Yz;g(;@)0_WYmr30o5Eu|({U9MRmwl<`#yJmqfMxEw@+GX# z)yD^sPJcb4`AvOk`s?ZM+p82Sx7J;spG&E@Je!j1;}EEXxZ8goyw@weT9*2^!Vnf8 zm{H{n4+>IshUWhIs5r5*vU2X@A?2%)m)pDd?RtY)n*Ure9<+_FCop#)5NB_i?QRTtFl*~X4^vuDaJ9_U` zS5jA0`WW~^C)@Gu>4*JHq+6Ca$iMexMf~pxC#NCcOS-=4?(J_yGl!io20fU$y6?|a zPCUua5O;wKJguTTxfdf=1sx!d2kuh-TDNfh5&ECkpE4uUE#@_m+_LwwJ$r@|C*IAM zE}u<)Xf-!_^>kKotk}BZ0>!bWC)FO#KJ}FSABMH;*NT&n$lCp-3l&>jeb-u>_g6R% z<|%)qZpHt3GN43rB;FJ}KE@s$Jd}2lD{W@0cMc=s+nv6>%b-A|Jr}Dv-!Dhndq6GL<`f`2%GNx2#$NF`6PvX>Y+VQWhRe_!DQhLVV_u;5% zn`Fc3uKfVu*M1*(XIM=9&pUh9!>$DBKPl2T+ihJ&mCnA&9Q+hEHDeKk`xw*q@(Skl zjuRXFTM5YT?iVUi*{*fO+G&4_XKk^38_vyVjktRWUu#c|h&@geDXyNft(WGsh4_~- zpQfDe-+B7cww91X5nqPaALg7F6VlSJEK7QB9_EMh)y~GYGGFz!Tb}Aw-p|Otr0DuH zGiJPWt0KGxv)ZMyqRH>ZX)E<0)M2|%?zI5rlNjrJTiTwv)jbcD5@>tpC-n=>mVsAUb`oA>@>GP{+G&$5HGXU##`LEUg3oO65KXygyDsxvPmCQ&r zNWN7Wy07g#RW#;u#W^A0MebD0+LF3xn~psv<{2=9V@cSZ@O{Nr1(-%Be}DKgLw%BZ~Jei9b9=Fcx=_J`;!Tj z+dselbNjKk_UMne-hVAW&UbunfS6zAueQ$ObN)yxtKH5--aasSl8sykUr#SOwAvtHz#V|?>DosP%w{_4pt?{GtYXCJAb+5w(<6f^EXmgzsz5o z$ntis44x16ow9hrl+VE85N))cI9SO^(xPG|EILff7fT1~16S7OJjj6zbr;nbk7Zo;}|b&>(|^kk~Phz zAof+PSn;emMJg?yE#vhBrpzaTobrN7mqw1m<~O%=jejhA>^iq(@>aLznfcTu`>uoN zxC22u+BP?C3~NUZr&U!1CA_E_zFVWhuv77pw3~6dwe~mPBcGo-wZ8u&yloj^xML}{ zHAruM?smrF@z_9T;fFeMF_G9bk_siZdLBT}H*M-hTfGj~NC-PRtP-vT^S1BpRdv-Y z&YrSev*e%c4{Kv@7(7pJ>N>ak;_5``~u=Yq`96 z{MoH9xxZP?ajr5qpwH$NeLHnYTJg`mT^aLxDbe3tWT*ZIy?Md0LjXB%k376N1(oss zKJvXUB#kUiN=4opk12OrDLO%YJcLypgP337fj$`h@>u z%dSteJ8Svu7t?LbUm5fMz(euKwHeBxOXGEI{z1PYK2*NVLs@oz>Z5dh_}J#9OCP3}Zfvs%+IQlA>;&wfRaoLoAj_Y}i1o`(Ql{P* zQ&j9dw6_FvZ7cjmns#oT|3>C?i+_6PM`GQ9;Kz~3=0hcCDXzH|2cGjzzp18gF>#$j zrocw(zpHAWKKd_lcTDXCXh{FAiky9m&9^>vyuYbTo2$z5d_x7wiAc-2rNHDxV^d5U zQLEMCOG0tlyZ>)Te}qe*aI_*X5vP@-UG6XE#+nj;@1^iyg+l<~1Xv)qj4rD5!{2o% z5-I9&L>9gbZx}PPm`06`5S1cDFHSjuZ{hWECgnVtPNXawFAv9Q2emXIAtc#dhU}HH zMH+LvI~6O~YMGqPg5|Reav-%32u9Iq3d5wAE=o4hQs-S0$)Ou+9lg!&nD#Rwa#Ss) zR)be)SVI~<0);~fnpC~Qvg~M@yMv|mXlW9zgd?*MyBn^4#p5-HXY9<5af z^Zh~Yp3vk9E42VrijG!#iAp$%mKwXlXtj78G>#n+gbofldP1nwh+c{$Ctr%GK|a8H z!XSPk<`@|@UM7=c2XS(I;TVM62M|Gd-XTln$-W?&%*ta1FT(kIWP7V+E&R9ue36mV z8-rpM*42rP7?XGiL@Y>RN$D)0wYMOSkZpRFoJn@QQ06gCWj3-@s;1~xsXA7xRyS70 zxN({!ljrz(u(CqFNy;qXn&cfaEfS^yshd;X8!7y_g^M*AAFRRoVZc&*r`WI11tf{NL& zDF0+MPy(j9+XrAgSI86?Gz`lCLzz-xwgN64rG?ZNL>m;15S}+5AcBC5s3=8~%wvL9 z$*D(!`WB8)g6;V4hfP%GWcDLBk#W`Gasd1R#>N zw{v7Y#ZnLNh9r)FA&3iO%Dh#RBPN-Of>;s>s-D32=8jOXB(wurNu*kW5m+`>Nln7B zaitbYb}9H#9Z}AK2~}LcojTyMX8rW+#0?d8lx!mt+fN8 zirIKE(lQC_RLs_JQEUo`h+*Y1VS`N0J&IRZVIrowrNSm(N&&W!dwC=zTWE{i6LNv0w>u!AmjOuvC+O`-Tst(_k19_Ah=d{>4@F~YQW7S>eNChk7Sa% zqbc)l#M=Nz>o6X$X7wPIsyVz>R2? zQ6xy>EKkN3APT@5liEPUXXFV-7{I7jxJDCsJgDH<8!(py{tZ3nYLi84PTN3F%QpQ8($C}3-j z4wY+Cy~$?Wi5e{9Jqd zBsyv)dInr;DJj>xw@PA!0BgG(jGrlNPL73Z1O*)ScvOR(9T}+T10m7sdJmz#0PHC9 z^7Jc}Mz^~=5FMO6jJg0X_X1A4NM%Ik&6o-5%j2j5BB;{Okv*Y~qll+5*$me=lHJiK zKGAq1(e0pCftg-LaY82+6H=A3+jaUyn(pf4&QT2!ttXK!oktz z_h|!nn0#?xfR}4)i~i=~%NP0H7Arj^QEZQT?~ZA)MBtjQEvn0^BRckjseVqRZ+rg! zAJFPnzeC!NhQD?+bS!ILw$rw_7k0=l$ZF3ta?MS}n!jl)Zz+TK(2+p?mq zq#b=Of5?iqo4fo$(=GY!+~#w zIf2nHJo5J)-RYf?ugXl11kaA=XC7q=72$XdJ^gsM*W&D5i_rgvsW%TxD*gYs-BVn0 z0Y_0w5eRU}1u0u*+(1z&KycR-(E!16FPr9PZYhc>q6t=`h=yzKrB>fEHTM*k6trnE z%S@a0sad`c^L?H_9*osG_t^42O@W^xZl(!*@Vas5Y3o%;rom?4gp;9~4dJXF|qd2sO94DK~P zHY%v?k^W1`=ZvioWqFt%NxU40l;j?C`FzvjbuHO$r@2yB3Ni=e0(6ooSSKd56I@0zh!)%pXtU;d;7sQxy!4t68W*W+iAQi@^as3Y-syV1H??Sj28&o(;PEw zDhK3G+P3fD5l|SH2{5lVD>v9rIybbpQCvK}mmA0-^$Hz1(d* z?HWG5d6ifJr|-zuS+9_gk<`k=15lsHrv;m`{vmf|YCAvns=cJn?XR1=Sf=6k$FHkB zn~9cNc0vLVc_kAaaXkRF*RcgDdD}xBK9q8rEsmcce4IfybX?B_uSpK2&qETg<2w2m zk$|s}PeM}bTsEG&IFWHK1w2i~)$x6YUY_*y7V`EJpk5V#%?mYX^#=oR%v0 z`3(YwnJb9dV-vuuNt8n=kf%QcKsHIBlxjm;gFcdW-~lbhl!(7I{d~!EJ@qyGO?pNXR*BAxG%yTc*Y;(8}l5s+Z>V( zGpS7TXpusbgL=lY{5`f%-u>jWuw)ANebL59;PP~hva)z-1ry9_3&qs+cy@DKEx?oo zkSPW(u^*8VNS*iud@Ikz&7~VIZ4zi&xS+?;LxqcORgDwEo&{~HrWuOYP)))Rz;odU zsno5CFVHHPhiNvU0z8A`VwDk8W8fmTm%Hf1XmiH+yJ<^@1dI`ad9ha>nH;Mu{~?>U z#>Ilb%i3)7ns5x4EgnIVx}3a zHXwl4GhGqSSmgROR3(5TEc~k!!3~HxGM(Ak6kksYjBR0Xo~TD@y<1(vbgN*7wLxmj@bWwZ~o@xG3to#%NygHM(| z=;y7VmY3W1wcoU`d_iof+8N|W_+hGq%wV^k8b5BT$X01SmKnb7X@;~I*e+(yj1$&w zGKwUD_V%)F%y^=?eeLw+pC7YsOS8h?b}FN!`vXx-u}fl{$I_C#&26%^{E**P;c4v& z7py&{O^5Z%rDcw(KRP@x(OmohLz`y0)swm*!y`8E2LU7|Ee${AwJl|=-kIA>C z^An87rlX4*lyOnukg{Z{sAHj8PV$jK~oukP_ z@*roYP_{%81g`C?lJ%5K;^vwiYU~2yR2dY>SZjGJSwU?zIy~#Ykz3g(mj>LE?Cuey zA=STv{Jz#sB;pe!^{DVZ;wYIZ%|*y6(e}aP;MiVlm3T=)9u5_lwNMyyeqBYi=s6Ca znjb653#OnQ0lsR9X^6@u(E(LrXwF=f>;LcCzF+}|7=TGra+hO8#{ z1mYH!>%iWA#hTpE7#Bu4-3s!y$@=^RnSZ9vAHR{0+}8kTe*>fbZgd1e&0-uiq)z$V z?lhRT`v^>D?#H+yr_Z&|V%@3B7Uf`r8kHGn>|#f(x&a>VFzpQcnCV{i(=rZx7z; z<7Yp=)6k$DG4;gQ^@1a_)W5yjbN|rJ819qEOGmGOpT6*T;S+yQVd0&78rJ|{lCSl> z^d!3~;WGV<*+fcLTZ9>A$&Rr!On(pyh2@*ds+@HbDHd>L`CTiP9E7pu@XF*PFbj|c zdq@t*0(dO!GwyGrCdLbHoR7MF$cFkGdPT_T<0yY=aSw&eXk8|9dN6MU?nOW8Ewd}) z6Y6ntLud}SXKF#hSGxM*wOx2_ZuQs*7$YH&u>?mWx&qwHtHyz&${@27&i0uOgTuKi zjn!WT7ykN9R{y@`so@qWb{hMB&tFsEk$Q^==Q`Jjpnk;HV-s~BrF#HhjW4&#zQ8OO>$<{jAuX!ey!v+{qZ8suA_ zE;^bSk|O8y@!HhvSr@cCo#+)LoMd9$IMIb8ktR%c4ou|Y!x2~XnocOA5iY{c)Gb`d zqmNa^i!l@Qrb<@u(mawy=%s2ZX(CE4fdzcL%g%5%A_CIv!iF#Ew8pXE6dZ9V_`Z^X zpJ>{NkRRhxgD&jSsL$D_T_LG`E)gPLLre3m&&WJJAl1K+J^m0}cuTp#cp1$v`!TUR z3xDiG8TvGNmk)jisru#Zc@wkms}`|e#EY6&AeA$vWumwk#6DB}nL`$9Eiu@vesdTwi7=wM&d$ZZ;$-X{?Z)^=Ai5 ztl#-u9kKoeX(zzX`MgJ}Z%}vBpzq)LguiLt!+c|mL#n^Zdb1x!jb26lUP~Q@MIK!! z75H0C?COvh6jszxw|@X!?Aue-cFDL{(^*fNdsnM&5PS&+;4af~5GvT^j?CccOV`O!c3iQr7$ z5nozMYvqe0MxVzRB@?*9UR!V6Y}Hi9bgx;4v9BleJatdu?`JFRWRB0vTpG?{t zCU%unz6Dhw7|~Qf3SsQVIQ^>=}51 zls&A}J@$Cu%cuJ-H!C`3eA4rd}7H@}Wlr-2= zT@376w93ojkRu!5dSzkwl&blga0p^U{IAsVOP5&eXav6=`e|w!;O#!pu|9+Ls-q9? z94M`@Sh)<}D)VdFOunyix?d$IeyVEMl>)x1dflTRKV+E?g-7y7UljGdL=Uts4y<4& z{g??A9H41SUU`Tiot@J!UyEv^U#MStv8VCYLVNhDq$SRt`HQCmQ$xo(O5(y_`W1dG z*Ix}l9ArK4?M|4mAEVqLLy`u+e+Rs(+cjD2a?}V(3jn5( z{lv%0PX^r$k*CGuvYrO0!tIY=Ht#QdJvH;^u(#r>sN*f#z5N^U;8Rg0q_xK}^Gw~?2%x5;_((yxQ+GM;k1IX}zcTmQcM}vx*&8yu&rj!67<(^gVCblCd)?` z0WbP@?Vapd?Y4aJn6oBh+TU!Qd!F3t)o7LU1)IgROn-OkN1@4Wjn7NhEy?#+dj~TJ zk8PR_34^L-Mdz2yGjAQ-GuwOz!q-!cI|l8t9_l?$ z|8wp~!rg(uq4;mRbU#^{o4UA@{jXj7&yVl!_)ZvUTOt0@O47Js=tPXPe5jM1jWVx> z)rR$4?GXQy-Z42JeX{iAwPSx!);|tDJa&{!clyHm{s0-0Ksjof;=8M?y}xJ7C?g={ z8CC~=-nQn*!JogmS^sTg`2MZnbWwN$-aYOYrl=(Q?sLtl-~4Jyue=G)3oJSCTjn13 zh^_68jN_Tt+y)Py+>^4$=4MgS9^vSQqON<_`~jw9ZF?n8?6jz*yQd)3x!ZaRW3bc5K8w7F{ZM>}Dm@HMf8igp=chcNJI99kBS6Uwjll@ADBl zQ}wyn0=oINYd7{R*Lln<y}Kpdkto@Z!OKNZ!` zga1DGEJ&u!w@Ul+YZBFWDq(n~0=Nc8Y(HE65Rp~-5JZQFHY(fr6V&_s=g;e2uASwVmE2cwKA3%Hu^ z$4^LZo?JN;QJl@kmz+q{OxoAJ(IeP<#L6UV>H4ZxZ?t5}eOz>JgRpOz6H?q%DgK)< zupxbRYw*YSzkGjDiumo9n1sENtwMQhc5eTm`uf3NEWYjD2Nmj>8J+$R;%u<$wr`~% z?bSYf_@_S8wabJxyKG9>w{LHaEA%_dq>Dh%JI9*1@wOc|;=|WQK~ertDitF4emO#kQ_pxZlajxYfUaI?pHoOEWI`GoWQOf z4{|`Iys?0Bp^EjD z-B%{wKNT>a^tV|VU|v5**Ex5Es$~`X`EFU#+d*T$I{%ou-ZXy0{oboQz2pzpm47zg zE}EVCV>8X^VwTyZ1g!#tz1MF}oP3=Y__t~lxz5z)P{@Yu4e~R(uc>~5u20ryc2HlM zzSm4+Y0SZc2Yc@=T(;?n7cuLu{1bh;BTwV}n+JV|>SPrr14c71g=Ie<+`OszvD)Zf z)bl~V!1i=dRyAq0%Z!@Nh=8rT^eaIClK_dEvDL7 zu1Mg9EUXS7#39}Af#NwY4tQKzkBjXfX^oaw$-->SItnKl3X9-eWzZNpEV6Z(rSX)h zdN&>z6~rpmswdT;)4HH(Mg}$CE&TWh>Rpa${#rHVrc_ZFbxqa)o+)p9N#8aRJ3ag~n6cz5f3+eP;jxUo~Nc$o(qhi2Hb^j^|U@F0MHD zp8sxDgbM)lf0}@s`G9T!hz>-p0#SbhKx_agSrc$e6L32xKeVzp;#Bnc^AG);M3DMx zcP33k1PM&m#sa5{W8ptN*!v{7_c5%{;dYu5wclXckCX2_=MJ_c%}K=Xr$#>vX0Nu3 z+{C)RXgNsmKz*HOxT3NH`1RZh>LX(r=?%sr;y zs6cVWrRsExgtVGJ&t+|{UI}yG1M4< ziPwKlRj z4YnRrY?>#@S!miC)VCN;#locbBzFW&(@t_YGQb5$M`<*mU2bzO<#Xv5>*SU9|uj^VRnVPITe6s!-~QJ zOzSz~rEz$kNcm_{vWTa^tE;`ha4~`x98anrj9}ezL&k;qH3fz-Ir?o0^I4VqF1D60 zs=D1AfASwK)b5Y!$ZYD*K)rwJIy$&c{L4_97KKA=x|ik$o?)ql@*LU|yO*uo&T{J&+U zbgQ!mi0TgBzo^b;Yw!B+y*y=+>ARa*7qUao?W$EqH7Y7UI_!#3QLj}2C+tn~IyzXJ zxJ*rU%PCP&aZ-ni^a`|@g>x6+MKEYB^WXOPO3H;sTevMjPsIcOrV@sp9UE2|)3Y|A zG_&*O>QrXO&Jxh`3jlwT7{O5Y)>hF+_)QqQsFV~6B9E`u{k8Xj*Qw_Re))cG@!~sh z#S0!+D4as%R~fsm`$#T1e|C*5k1hLt`R>k(jlFP{Z))N{oAyTqK%ZxAoLnN&-y;M3 z4SqdW_v4py?-&+$N7sB;kmpjQt?$>yUySWP`tT6S_A;FB`@JJ?<9ZK#E_RoevHPt-JAkL&z=pgMCPj$9}~{bExp9wYg9hJNg+)az^I>e`)@ z?{o{RQmwo52p-?;-1#8g&ff1!z+Zk@_>lE?zVO!dYi76p{_~fwmof>D8}?+iPJbIt z!o+?5n)zn_Jo(qt=`kPA7E9k^+tn zyW1`dXK;jK1>Z|+lsLbNhf!!O5 z1MkFRt+ZS-)PtK#Us3fC?$y;3mv26~e&#>tAy+S%Z@ucfR<*|X{PyQF$KEDI{L<6> z_UpxS{jdKb8Ey1;1xx>=8FUu@wE}Vth`-9)d+YX_t|cyOUuUc)Am1bNuuInD*IPp; z9=<#G?61FmEUFo4?0Q!~3tY}TUp#d+gUL9tYqb6QpHJ*|-R*he@a4Pg+vovydbb_( z*VfICH|3a1{n;EZ$9NDB((0~#{qe)!PIwo1oZk_A-}B?w(sNJ#bCbhv+As2|3wd8C zV0>1D7q6{ND3c-2j7w-jwcT`?zG9}xz2C> zk#}3S7AxJWwtm`kQW*E<=YL#BJO0XS{g&N~yI8WY-w{yaem(8domb14Q^wJ6ZsUgw zf0@nXUvG8e2RzrxkOz1O?M=B; zV)9f}h|ms@CKB63`eoI_G#X;?WN zeYbj=j|ijblrTD1`{lqQp0Rhr@)F(OHeP9FZb5Z$ zazn#;IWAsgMu2vNrm&TTvd6~J%D8qGAiNK50T#y?v7mMKa!Wkp3&nJM7^pQNJQvI# z=Ye{ZFd?yYF+mVY2vsoJfQezi1xigK7=^?*;45%#rjlX~u0ihs8{XMV&Fih_G&L%# z*F}qQG`F4zFvhvfD=a^(B$Pa5CX92n7gqSKXvt9*I)k8kb1XKov&l9gJVy~M;~<*$ z(zW;A*4``7-m`4@Q=#GEO8=Ypj%0Yr&c36?s{4V`En=S~!;?k*|q zDpu;la0(x}8_R)Gz2N(Li!f-L+FsKqe}-@7DXB>!o|K0q#TGPG*Q1%Gvg$%z4jzw| z#hcxy{Bz5&WpV`X>tLJ~_4R(LdpBn$m5v|Ir{x7M*qUdgyhK^AATZ7@3IGeTlT!~8 z#!y<~U2+P0-F+gbDuXK{(RC&yyo;avg3{$h-19Q9(kbtkmRta(iaJ?6HCpaeAak{W zTMH4x5NFo>l_~m?*vG%bdU#kxyV^&Qgbj`nUFqiZ7rZ(c$Vpk$cEHyr%&f$Yjqx4W zrl!GRRk2|_dP7_G{vjQm`zBIDca)%`lE!7Cl~6^ZDKfYkN=HlxXodG}5wj#|^CGIQ z)@Ov$+?4|lUak`|_l=S8Pha}{4BCw_IO5+x9ms(frx)K*;o)}!juwsOeItHmOz{&G zEW0>dF|4s_qQbAnNV0^2v=Lgzlq6Ntx*!f1IM-Tfu@6WZ($Gh1@A2|g26Kx|UEPU* zI1I76+dRS5OcKI)h7UzKQ@YBheh*36GgY?bFtst&*B{JlhgrCS=fu;_O+nxV4sHZl zl$x<1R!VM0l+>XfCXp^zCfQC|+`nE`ljN^RL@X&TQ!s%#I=9;uulp9ywq-4p&XUUC zT#duIy0YYf6h;%96>b{NDX;X_W8@fN0@0ByvhEqlvwgQ!O3O4(dDx0ntFqxad$_Po~`jBH;Y zwZn8Zw1;hzN-3&|N>{ZYYA^n~>$HdMkcaJ>wb6Z*(m&LW7;69T9yx7oG@I>friQ6C z`ny*9UAFCgl}q2afN>YmBk`*&Ki#!o|52~YQBg76{of1PdfA%4C4JUWQCIo$byY=~ zK0p6sw$c=H@?^W}DdpVnUycY0Z1v>gZMfzlSFm(T^@750b5LE0_t5ezQ=usn?AiB` zuZxiWO3;Xk%De}3LUR3$vWHm}72~W1RJO~%IeHa%gO^CB9=1y|yPI%)anJRp>u)Xq zU}%&&OUe6JQBU^>AQ~_DHj?v_ZLk{e)S8R#{%Y`ZjbP4@c+P3}^JB9)&s#VDiWy!z z5HT?2u4W@$xy-~I{%dVd$)SkSz)0PBJ==C)6z9sbG0SX8s_WyVe(a|3CaYkT3w~(u z>D|fJqafPzioBI`0Y~qI{%JSfZuyuhM~!b+YMhoq0Hr${vGHx8&*lLQTNM@V^OW@| z1S!^xw0R)5aKhr`z!N4d9M;_B)$Uo{cJ7z|ZV%du3(q}TFWz#SGlb@ynDCLDT(C3e z`+S0jKRSKXsfuQbZ1(|_`;0)wdQl-k0rQ-@u*=y%&kTx9S~jTE-gigu_Vc{)yh9s-6Xg>^`}P1=P0ODvp~A4G!JAjH6ZWID zlbEty-PTd7m~B-UPu+HK-+SddE>I)o&PmwM z8H0C|emb@Km0;sYi?_kvt4ym=mA!!uI0J znbULrGlDDZfu#GV11TV?vB?MH;+$KFZLf`a=x{TJLg!{aeH3<2TjH`V$GuL*?Y*##VMYjFS{1DQofOdh;rCPN zokMhngjlCJXn_n~k0ICfk~%lrNr<2jo#RAGaPR0*b)g&W}5HZf%shpP8J!T4N{k zvp5C31^<(y7@f|)Pid_>p7CX-!5m9wP@2j^bF5<1yJ_Edpzu;mC5Z* zhoBvuZbpPq^wQ0>KkxMSnQLEjKQ8>tE^J0$`)`G)hiLea zElwS5&WM@0fX{k|w_OTY*l1Xpq1VtrP|lR3vOl!I??K;7X+kcw>)^%^6F>}2yqwS$ zdFT4f_p{)$$w&JhhBTCLDnsyPOLP8}79E@lR0K4!@s=-q8qZkNt+eWUJG28nCC6r^ z$C|jK&bm!STdwRrY*`WPb@oO^`*?YU-PQlod-Cvg+4o1{?2z;QnZ?|0VP>>jdB@$Y zSM1-5dx{*5BQAqoir+ORqN|St{{AfT1YVX{V|Tau${$?WF{!EldQ}4Za^R{evbO(fZCq(im&OBW5@CjX77pg zE?&W(|0Q;L7sK*HOoNvMiMI-erf%A0=I?*1DoAx2+O;<;ZK>$nw>zuxwq{*Z2Pg_t zKc6^9&TkL93MMFjO^r)8wkO=Jjf&njpBVJ5@-jJlIPK`b{Pl{w$j;CrR;Hf+d)2PG zC*FL+1zn1+<(7L0;!Fu-g>*U+xR!0+&RRew1YB*W@i!d?$W>`phK?8DSm4`PpxP`D znCq!6605!>#+p=HM@7C=a&mPCv@M|_mZOU&fyk+b(9BQmshRG9UEW-E72cDn)=x?*! zWobLMKlo>1(BydQt+Si+^$Izm`+A^a33%1H_sN1{$-}_i)dQinYqQ`SVQ-klN$3Up z{V&&&G2WY&-K#I><1pbyn!`(pH3R|5WiUgu@~wVF8vJPpBp$z@{RD7}%dG`t=BVNL*mP13PpHT{XIdW)tA>Vy^^KJ_`m$bd4aZO8VM@94H*6+FV{GVP^{t6e~0PHI-?~3y=)QrPQZDXXE8au29h}S2h@)D@h*a{Xp!bT~J9*-k| z(TP}EFL%}{rXDjz(;~U$8YgOu208_z#SUm8hD?&yYZk-GMqKQS*;PJrWGx!l8L%<}!XSv2+fm|g@p3fkt0*y&(3ur-@Ef$KP@x;&tQ=U-+ zMBJ%#;jsyW&Ix-e4XcNluFjGF07E94*+RDo!{+O?662vf>;(hj}9K~>;Nh=^(6@<+Rc6iMigqjg%8WEuago} zc%Q#$)CSB4+l#Wp!cfvhskoUPJb|gF;e$u|<}6rFlZkkm9L?!Tpx2-N-=py)p+A)Aj$s!R=ZCWpSi&seZoO*4eZF}->lYtWW(h^y2H~PxYJ2&oiRJpO@Z}ffK>!&ng+Nn3Z&ycTk~W{Rvg2b1(c#3cy}3%s7>c17e;OHE4KZN;Pg z4rjreSIYdoO1i-TyQ?)dP3GKAt9tr;CmwC`JUoXKgIMJuMuB*ziGuLv#Z2Hhi=TlrmUy*bF$_; zDqo}$9CvUL&9`q>J`?0=j0Zgmd3-7d5OVHCAh=<_Bia@7r#+K4}rm{vbC+)SCpTs3|jm1hLK(svQsOY>mpv~aFl z=w1je(I6L=<5L={BlE`qef%-ghoFlFd(`GT8i$ILFS`%k{y1Fn{&W{rgUk+IAnS(y zpmOY0M(3?_T9^a5*U!77D!)^GDpMgX-NymaeQqAkuy~lW9Y~KF$aO$Efb*S=J7HnQ zqI|T7N-eBxuB0-p-6$q_)!Wntd2=F`aJk~*Sv#2&`?UEkDE$!1Vzlz~jg>tN%X_Km zRExf>@}zSonxEhN zKOR-SFQX~zx#a#{w!7*fGTjQ{7S@n*h0@I#YK0WTh4s&4$`X>TB9Uf^J zSe_1UiA~uSIJQTCFbNLDiBE236f;JvmKJK~OmLwyhzq`b}P?=;w48ChA~yv8Dy%7~Y) z2yBH2UwPpy9{WXnR8qJ1iNDb{O#3_1>n9|_cMGQdPZ#mhmj>;Bl!JtF>(3^y!+5X5 z3w4&t5rkg1S5&sgg;@Fx;mcHZ(ya3bS^f70?T`Gt|5J84Ag~?!UuW-|{qj?YV1u^uygU57GkC8flDa)T0^3*r?j`g#O>_xGIP%UsUGa`J+2IFD~g5sqkfW;27Tvn`wR18o$ zF!3IUn#g;~IPw4YBC4o0XDb1g|GpUi#-YlH@_%pD=2{gMgmMF@PEoG4ep7+@{mJ?2 zbolM_twfewu~oaB0p7%iu{r;@*Q?HtsviqsY zt_OEv)#kctRaD{SI;f`W(s>QDYPd>{QZ80bp~qBfn5k6zpG8p?^i|Y7R8*j!@gyKx zc}^8IKHr3ZlXknY3BC3=1fC&adJRRr)pG?vbLbPB`vF zyzHMIH|bm%fYvv zd)D{mqWrl_nW?1S3Cw8cD=$Q2Rkg6NpqlG#Rr&mI=Y0p&ZlxidXHto!AJA31WvtSR z^*|AEt=!>iW+tLq(RZ0(L|PI7{`~SCm2>B-On1(jtp> zI3Nu)e|j!-1rg^~-H7}l}7i23UV_YLcYJ*%%XOLF2jL@-H3T>7RFc^3Fsd`(j>oYvv5p_wseby5^3woSp{+ z^17}T;q^29?N)EUsXrYL4fjtuCm)Com8o(e{6N|v%Nm0LcZJf2qqEQ8zHC-T?rBh1 zogB2XO0%ghNjjuPd$|}g7mj`?W`i4Cgs=X6sV>gT}I_(0}Dh=J15;OE4 z@D6T29uyX(k0+h-wl{lxK=gW3-`0b)CfZcL_4GyWwafj!{<9fb$KHl@g~x;nw>z5* za(&rj*6Qq=G$_Ka7ibYtPVdJJ??`bqu)JhqALjl;@GkGRnQd+DPeM6x=jBt9XSbGU zut@W{G3uwDm}*Ee)tdYm@gRkYrJE)!pL`l(A#89)S!31^yzY7m$G z8QP_XC(q6BGyzJxjj2nL)%TfDacyvEU9R_RLGek`WeJDZ@ch}?W25oKxC~hl@eYjt z4E{E3IB4c+<=ap5$2E1Y-gJzJyoI!ge6`=j;L7MliGsH5Yz%VAcvZlaP(1=mV`&;o zqX`j=EdkIZwA(~c+}L|GS6DVSGy3f8)XF1b%p*iiFn^D}T;TuAn>QfbS)7FCt2T4y z3J=zM<^#R*WcOj#&K*6OT8Crzl|<+R+vAdz{+m|tvXOdR6FE*X?2a;tTb*^|YGG z$kpmI`Nn5sachRFM}D`tcIERi#M(nQMO;ar=GaOHKW2X=|Ulu}^S&M=0NAy81lu|1yc!Q>xA{AwiZheEOq=uF{;rlRA+`p#pYpqg@E<$;V> zj#>Tfz7ZNOZvMJ%4#s@rBV)kG{e}W!9$hzTe&|xbQN4RzI`-S6&ty~c`(cyAUULv$ z{Xm5D zPi-g9Y_5*nu#>RAhNN~(6_8!pY*V9B_9L&s<}}83YjYP+*0*o>1g$(z1<7BwCz7c` zEHEC-+Zi2I+jp$3^pK57Kn>QUj^(eR`7HVzY+^y^58T-2Z_zOTq10)Qx)hX6^A5P( zzfE>1I<}Q=`nk5A-Tcv=Yw#$Ub+|NpJHq+c6iwt%;qPqGsYnTO<}>20KZb~IM8A3E zxJ5pM2{h`gqh~whd3m!vz>$b}ropnil}b<@($nu^xQX(-fRorlw&Yr0r zxpZ9JcDc?nY^A0Y80~_pj?XF@SxGBKd{~S$O5Po7J?0)dng61k3{*5!sS^A09-=rF zW^dm^;1(HKfsfLJR+du7jZLk7y3D6kT6k!_z3dQr%kRs5+3P9HyUgrQz*_RPwOwQ* zjiYe~PMRbdjks8J=TybdUeucX9h5efE~6B7s2GZ8$#Z7in3Cqhz+n58gNiFbje5p9 ze5wRY5_3$)IRt^6SK~!qcosd~`lZ@_H6QY!8KCQX)o$|KD!nV-*`+I(rzmUzae73m zhukX~<|-RpGSi!q*rL(|cUGf}B2 zDxcXIkMU{jF7EATbJ~F72iLEOVZrK!r9RHb>MYr>ea=}SwND>-K|E6plVf zftP6K+QKK?-02dJa>Jg`uIFZ6;YrXi;|71nP&^FTr{iwa9lruZI< zq~NQcM1Q3`s87Q^)4sBnnVdVM`(WZjUh9<+#&~muRZB#VDR#$Ir=`7V+x*Ds_R^@~{48^~xEG-x+l33HReowu+h2 zH3n}Ic(0(`!iAcw5JJ_?t+*IJavr|mTyLZtEh0$fT4U{SE9G2fCz5nlIo0P@#4N%< zM&bs&7{@g3C>K(CsQ60zGt=m3y-(SLY*_u#;cfg1yM`T+n&0+P1baDoRU03$yi+o! zmw4w1;+1FiV%n-L20qT2>^S?X-215d(lPw#xmed4oLj-0vs>&K#JD-aC82ZBkg*;G zL!(>jk6M-9zqK%Q`}(ohgZq+Su6SdQF3(2A=y&?gpw8+lYjgw8M?kD$IAbOEu#LFoP9v#INpqPr zYJ%u&%Y8^{^aVgne9nFcO3DlZcmFDZy?a zu@HpxsY2Z6^5KQ#~tYjfi2ZG1gx%%};NIvjbb6qg6o(Ol=5u+2~c@Q^P zPpDF^i7jDiFR)3BB?5!jRn!Kblgy!t<8b55_|7I+38isPES2zRx|+p4eqk696GhNz zs^π!a5}7Vb0`;AJWv!p(J(6JwR=0$?Jzi_qv|?gphX&E_%UgVL4$Q#<9p_oZSy+JT0$8} zE_3x-O$GJXl5mJa1#O5(17NfrvS;H0y~c^ABP4h|P~=RTRn@3>CTSW@!qs%)+H=wz zp|O{BSS8$P-t0bH$$~Me@@I_Z-HYw?!ny$R7OEh#C463ClLJ^?X(xtrNyK`VR9eLF zM}(5m`!M<OOUZc6Se0-ua=GHG~x`Wg!o=pqOjT( z4JQ=);HwRZ(?TprYXk%fwKu{S3Dt3P5>o3ZRDt#>G9-}7tB06KbcBw%VGu*2k1O$@ zu&UXtKoL5eD}+EL96XN|K<4ChvE~ZBm9hyekLy2=@vj~?qm9lMFcMmF_PKkQN1iiPtn44LE0nbcrLp@sYW1ZRoLixsa6q00nV=QZX$&(bE1(@3H<+u zrFV~K`v3p`of1M0+hR%%Gc#6(tx$5<*2c&fF)GcWnXM8MrI&Mzi8x9PYR4&DVZWkKnBh#mdD7 zIQ?M01X=*)5_-UbSX&5RU?rU9nrO196e<%tgTO$sz#22A09*j!XN63aM@CHq>Ejp< zBr~Qjo?ARzfzA^LQ0bO5t-DPq=n!L?$8D#fnJ8E}MN(E{qC$#~;n4$seX3dIW42t6+D73Vgq!KbKLo(t2f9-P6!XXprU=X1+jKKAvVIYM@ z?F0$S#M~T^&=v~_wop4(lU{W`mLtGt%0);bzl*6>8et)zBUQwn1X(M_WP`pqlIaww zPl++Nusd390dRxp1;MsJ9u=5V7_w*rmD-v>=BC(&257p}2aLyq2|kQQE|<3m!b1ft zrhrPr4gt3B;4CH*6-n6;A}ckTR)$~-34+KF8H&r7EntTLx9=hPNQe|gpPQRvqPbit zmMfJ_1rOl~{B|aGiqdAn@Cuori?Ez5RtR4>#1+oXNjVEx;3^1<1gsp#&YQ8M3&0SL zq8w^#vVlVHfaU>|CUu#ZKZ9Z{Mg}`H*$@NDIy6b%pf)0f6=2i>?xJw1<$Opry7@0q`@I^MN~_K6jUiq6>nNc95Yk$Pi?zVgle4LF7UD zA}kkzl}&So1W>UgNW$jkE!YARAY5SOR}dl;*-;2xAsv8UIc-z0Eu?@VVZ zMFw#hb2D6yfFa@nSo7%u8k)<*-mPD-1%=@Wi=a5;3J#LX#CXzYusskNhQJdGf&q)W z;Gs51Aq$X(#2Imb)hb#6ROAGBGjf5}B>?5-Kgjw8(6Pmp;{#ixe+nG1-`^RH(zB3d9bHO+XdGHmD$& zW6={ySip$GB7r-G(ax097i>)c5}jO%X|Sbpxg4Q(ToEQ1$?w5)C2X*`Jy_g9pJD^vs7Q;s zHp1K#1S=1b7y+oQnL;L3tUiSY9sppvf&y6PX3=?KI=aIM0|0r#Kr{tG+#&8T!3)4V z6c32U0tx_Gz|qC@85Bh*>nMcCd-Pe%5gJCwE%2a=P=L2vh$Ufx4-BrjToyx)r*!-$ z&yg@O{J9x4WRBkhVw*%rTTw^_N@GIOp`vIdj)yE1vI%WaZirY+1rUBz9KHiwj}nJ; z5CE_}T@oB47mlzYozxIM@M)mJcD4~9#R|!y72+EZ@`$@-axS#djzq}E&dInu8Ndev z!arz$&}8Rrsn!O^p>SaY11%()Fi7GC(6S?-atULBYm6!Nz(wMl!wB-?VblaFh$v;zP!#E4ES7_fqPJ?~8Fw9p-3>)LjRtxEruCcDRk-3-GkJRu zj0!bqEF{GG!+j&6GX7l=Qq&C3=Bhg_U@Y)alqi|6AlAoLJD39Djh5p0mGm-2HA6pS z4pw0q;2jEB1u7oc7<+V)gPF|@uwf=zQv;T-t|QhPYjU6mI0V=@L^49i|5=YKym>Wn z{TT1OvCa{RxUn?SsIyBN!!ei&t*+*_kH<2^0uWQZ(pw`8evfApQF<2u5UNd)Npfqjf|wRykqdC>Ifp z9romR%V}Wvfq=`3j|TGd+!Sg)kf7j z1!8A`>$^=HpwmobPi*BBp#X}GE#z>}1la`eMVXa)sI!osT%#T+Vy*#cF@%dVwm6FC z#@bZ~C=hooI{?m-pBEFrsP7_=0zXWn_GY_D3pyDdQjaSKWm{?!MoNivvcjIy>CU1c z00T@td5p0^ekK#UU{OG%yI01lc*-2q>jwenO=bai>NUYj>hJ%ro-U=Z!Eq!v7c~!3YEpgcviNCM>4ao@FJ@cQ|T? zcZ51kl#P`nXt(cYOpGOZU)8oZAC%Iar*GN!huMrB#cF&NJhmGGkh5;(nG(Qt-fGO z0*dHzVi1%+ZNiM18{ZH}A!SkHA_-Fjsbfe(E~RnEs1lorHB+z@0N{~rf)@iqJqf-r z3=|2)H1dSJ1-lRtH&50c<|Mlt8CtI14i zh+P$lEW?d)(Uv}uAc{i)Zd?fTswce_)aVl0CZ=47m6x&!)BXZ?MWz#nFA+{s{e4-% za&9q7%xD}6bCTpB&B~AyIaXT!HeyN#0J;Q1n{ZA#L6FlpK2)oAd=H*3!;+8`YO6QK z3hrw_D**ExH`y@cO~#IlK|s05(FtJ61OU~N$nv%#g}OJ=@g(6QD2$2K5%+L$m0i); z3H7_Js9=Y3p%lOZHukiZN6G9WA;XOJ8slcMjo1ucO&qC#!Uj9r`BY+dX4FK~bX5(> zF{;wst^xyVhOxu~wx$?1I>Z-j$byiN$QZ7G?yqpv2aT3SMSDaI!@6OBt2(dUxLF&o z#Uk@;oW>>o-ZAnht^*I7VX5rM;1gLCC?mVjSlh;`Im>CpAQT#-kP{Jk^2SjwQYkVj zCmTlW^3bs~A<+e-N(4jT9mO#(lsTF;1{!n`492FM#vmm&8w}8(dS2cL|E`2?g_R94 zc%^s(PJ1kjKFtW2>tIX;xw9pK%(x)zjCVQgcXbm{bmijghu^=iqj)IhKE?!TZu(|| z!HIM0&%P`#&6nKT_31>ZU%d6zqPO4Hd7iNj@VOJ6E9OmMH;&O$2Ri9RMWZ#x`s;FE zj5TC?tPg(*7{mCfS{F_BWatmC&0=^gOhj3$~-EQeT z-0m@1SGW@w!tzN}=e~s_#2D{dGYjsV-hO$~?p~d23F?AJysS9dar{YQH5M4v!1`dhO-* zasBh1_x|MQ4_`+gIHW9hFZt#afBVt34N?`7)#humj6eM=Yd#%I)g>k_mc8;_YH|v`v-Y*?+{253Mxh_;Lo5)Y{fn9T z37WahM>-J6o_ShobmqbH2fMer-Trsi5v$jj*9QhQ^M55eHQaK2a&jt%8q!dRFM%e1 zv)`2P$o1X8%_c=t_07|Jmg&pL`n~SIw3@p-Qv6mQmp|EZ>e~}f=MvS^s>Jcdi?b$; zX_jCAbh4oKAK2&ewE9-l>>V|kT4`f(#^&4b5gqqE_bRYnFD@q)*C|MOre3?g?^tbp z$Zdbu+qp}&YK(*JF4yh+Q9O3Ns^a|klI+sl5rvPyWpuxiNmN~Ze9e_>=Xam};h0;Q z3NbKx^35RkCL&i&U+#2hW78=s609Pyzk8SG?cztQ>o45vzM?Jm9UQ$_?2;D#3Ss;1 zr`NXw`_GLB`PZ4ANv^-7($*W5viy*lmVEhP!r`wCiO0_#BMBYO+K<`0MZ_3^`o?-+ z9y+NYYZO$R3dr*i#}r=$#dRNkMI5{0Vx-vY1=vv;i&k(BHx?a=v|={pB0$^C6E#0% z`RShy$%fxgqcM^-p?K? z{d)W13Fo&Jx4t{Coe7vQ_Dk?;Ek~DGPp!G`j?s*Tat_n^?7U8l{h{gCf zheUz1hJC-+_P8WV$5P6Ia&{$z-;fNE9)_QI6M66bn#;)0U*lI)f4IDxJF3W`Y*2eF zy%LT6wcGTaU%ip~cTa*q-hGl-+a$X@&&>>m@k3X|AE`}dS(MmC;d{3`EhPk}< zXX|9n+LMXj`!>3q*naBH+~LE`A6%q-C?4L zmC%~Hmv7&%e(cv)>GHer)vf==%@>hO&Cf&k1AG16?k@Uu>1_Imk?&7a-M?Hdc^!nA z$iQm^@49$)KzBpA(J`xNn}gRJ_-MC?Z8xgR(Dh)Vl_c|W)GwrZfUgJG%F9jf!-v&9 zKXi$9MV~L#++S^{=mmUkeG+(iKzna|@af-GHBB00za|qOlFT@X7WI$FBUdh`G<d+S&3iZ!Ao zmj}+=KKX4W*?#p#xBiTIRp8l#nb_9_Y&$Habr7C*`i#l-Jo14M>K>oa#7>{eU8|?7 z;WzFd!=To#dENegeDWqDKmKvPYxIwqmZs5|Pyc@J{9btHbJ)(Ozx?W7-^Kgz?u;PK zU56ImJ*|D?^%?WPE7bmv(5mwna*cfo1EA0Cz8z;ghz+IL(RSAL@wu*t&i1ELslN_Q zuJ61y+4I4R8mV^$e`m`Y{RdZj%1t8o4x|qL8@&RXCUL(8-6$Tngl8M`bsW_W|NQNC z{?dcxmtSt9MQhjx&81R?QAxhf>bN|3$FhFhqgu>m?JVa9g$dh!)>hvlUD79yZg*5^ zC?7afap~cF_G&7;`otBj@7F@trxz5H)S*!O<+iT=_glAL8M|_Yov>do=`K8ax+D{C z+rnmxqZ2<*BcE;b{PNWyJNv^cDr4{1;X}*Qr}zzLqn|{b!xCPtJ#Y)~4@h*o6}MD( zCHwF|%B`v$yAw1J&$b%x^wO#(ZrkaaQ{1J3Io5FUlHPZuP2y<*>_q@prg%h%Xxpq| zeBb9iutf{8g`IP z<9VS-;$!`LZL1IGxAT@Yt=%SU_+Bxf;vce4FaBbibe-wiZRfDfcEoLI=#jZheKYhCYdt--TS=~bGH~<$yu%!ooLAw8olKv8 z@w>lOtOlFbgT)S<9$(LdEnvHz*!8(o(hXLcQk)@$ii8`!Z;oMb!N_inx0VK)Dg zj?$O%XM(EAGnINL@67g|>WbE}d9|H)%apritg@s+)Ekb`Yb}*;;kCAXcTmEYmw)yz6+!Ji5fcVj*Tid#=8VHUhSa z3z=Dwu5X>Zb34|08umYu_1~mDXZ|w%-@Vu5M?VMtt=*TNUD`Qky=CwAXXJ|H$-=ci zcVwMTQecyoA3fpyaf_zDv&Ul!51EuLkY@cwzPs5WX&y6O4~uG#533M-W|CmWKldZO{Rr5o$V z+nV&WL>v4zxR&S=#QGchH9k{!_u_JFU>4qVOz`Z+cwLTRLGU)%tChm%qp{Cl)nDaa z3S-#U)Mwb?U0^l;HhKajM|ZnGMa9PG_rV(miJ-s7|@}|@zJTS zE#A2^v(VH1Q(Cu&JN%LVlmrnKB96qyF39#?OAz5?vFKDq$&?M+2rQZF+6$WV6HSRj*ZGkKPNP!VLCCRBds4oF?i`i(LP1Fg9V|TBF@fdq2DFTzqF6x9`@bhsAxvmm?CWxvN-C z$oNCB(zuS+A|oJwV#WakIjX?(<7yAhFCM1}Jf{+zCGctIR?1j>+jFb;qIQhehN(+2 z^Xw|_ipctM{bf)WY~9%QG%^XV^4iYX(nf<3uvW&~`hJa>46_s{92^10KSyQZ&kDt#C=D5=-2mw5l@3l$R`JcrSFl*l6k?PGl-a0sk9 z9ylL_KGQmTSJQW@$Ct9D;Y?ZWQ3`&aeW0%;9=yHxZTKq}q=l6Y@(*_7m!x3^W^Qsz ze^Ibub541JMc33U!kS($a?-FY^eV3oPjpsiI1Aqd zc}CVGF1IMPT%{V9z*mKJ`l63rC{GgR)ZaYL%NMH=3omNm2>*A>d6w9RjksC8h=*@( zEtfx45034>TGzLdBB|gebQpYd%5Hp;xR|tlXl?0nLw~Df)=5W7Z#^U{k#J`bUUhhC zJy6Hna^f@Y`P3!lWXAj;dAMK{2&6Wq+v<=SIr{rW+WwT}Q-%|J24Xy(t@Pd+6huE8 zuRWx~9>@1ZZl?ovdP8cXs2R~Z zs{7(1tD6*OV(T{`RqeCtKXcFWgD$2)S6rdk-VlF(+Xt(Prs~f@XV%{$K9gJuY!wHu zzdaogc+c{lTJ6^(2>@Y#%oIEHK5Nl5Ikfr(-O1uE9QM0tsf*h9&)woiOXu*RnVZ(> zO|NM0G6P2f=W+tuNuzwWF!}3?sn?+dN5=fYa=#u*Pw?o0^GcU(SR;+-=4E6&bG!p% zEb>znfBQHhOo6p3tVZ>d0<8U;mXeFlQ!U-CZ)GdM@?vc>_)1&F;;9?qVk2D3>HdZS zz^6CRy*b^I5Su7`9(#JAB_w-LIYeD0UEXle-AV^OGjMEE<7snV-L&>%N|AJ=x}yy( z+0`w2JR=T>nWyM83;eCxS&C^6hKa<`#oaM8vXR1Gc6GxZy&d|c%9I*|0=znXE*8bF zoUg=)B=f+`Fse-IKjY)5(i1C@isnO`<{x|^xiR_F+Xe?-X_fE114bUPr?#G(^1nSb z9pp&$4pv3Ps06~xsME!eDE@drdAoaekin!4gjrTS>=hd5BsB=lA&QMe9n2hzC7M4{b;-ls|z^r zmPh~ZCCRn%3bhn=MH5bPBU!)tuUccNg7l7;$V)Tu;~gMbPw>u9mA?OD_5V>p(@uu0 zC~t2*k{)HI1W-Yhm6eokzh6p^urNIX4(xq9>8?fBv1#Nfy9cBPx=-v{ zx?iWwwl~?X7^|doPdP|QxmZahP>=NgUW`%&`uUkgKqB~oASBmm zV$ey+SjRqqYF1rrNM@$i;8L%&zR5J8co3D8>y^jKDtNrnyg;q8gV8vfX=VJA>>UiP z_Sy|}3|XI}C6fcGEQM@-1EQWM_JKy1Z~|s@{9_O9N`IzsES4Fx3NiG0e1p~ zUS24r!OCX6VnIM~Y&AN+o7#oTyN4vf$pWv)Kug>>tnprBiKQ>UD!Qs0svc7gtC*Xa z7S5a5YEL2T>Sr2RSeOY-HZxkI&z9y(=6Vd6r7WggDqW;RGGy4h4j{Pfu75xkfg>IHRy?Fe z;d+-l$h@84Hf5t;#yB(kg#f2^#S}FdDdW#|kOCcovS=t^ik&AMLL+734s{t&F6FAr z3v2|e<{ZQ+q<)4AE$}FtrbLpY zzELv{j5fFvp5r+;-KEfm$e~^3VyPXKHpoPxL!{UteHP8hh^L4I^B1tOJT8vTlY`df#5gt#@^zvr# z%Z^GSxcZ>~%$7(bEgUU&gM6;5%EFq|31I{+4xV)-yhG{E*(4cV|~`-MjZ9e znPT4CqNOWhrEV8)eJ5xxJhd>ArRd7O}E~_^V1<;6KVLn z0vO%#sJUhM{@UK%P+`GRAKK%^xxfGMx|>RWp~n-VEU!wvi9`wZ8uZ=kI)O!_pz{KP4(OuV`=H2ZAuBvc}$H++6IesiVg;uG7PBvPBHTRpQEk9FVn4mXc zosJzzyVlpr?Tz~R?LNW$@S%*VGU4QY)*iU|weHBECpUu5XK&r?v5=UC=cZI`%y%1a z$<&v-Z9dDAjb1WW3o0o0yfzK7wLD&4qA?wFD9IdH&$pJt1vas&Bs+q3<*i zH|^qy^8dZ{DpDBX&h3(4zLBb3h5R#w5H}_=G#j6TW=?g zAG5_68(48Mk8xeW&8-@2bMVCD|G9s)&0l|OhQ_TY%^fO3BJhmh)vhZC)2^l4Ds6c2 zYrBSSU_GMtFWkjFHJ?UT@4C%z40_7hg{1Cx%?e^P=EOZ170qyKc4AEzc-~JLTleZ6 zoko_ecC1~7E_l>`EYUi3(2~t+2!g_| zOSE%b5#mQx%IAy7ixzyHt4YE^574WS`7LJfJ&)=qKwHyl>H6gM4;x|+QB_nj3si@9 z%`R27wBIQMOb+c;Pjgg85gp;Vd3^L=UGH`NY_eXvXB0`ly@v4ds-Z^zgr)A&RQd!r zZjrzG^&zr>3jV2TZ~BC%fBXAc?aHt|Eq(!_{_3}@`TCi+b82;b5>(8Hsn=k`W9^3> z+<)z-`0v+@z8&Q8D`?{@H_bu$SE==un$*Y=*O-;q*WX=Dp~HgY`3z1QI7NxxDC(q6 z`@fz%d%W?Ok3%8F994UvrZ&7)vwX8f^48RsF4e{)Sg4p)szvNEJIaxpZ-Os~%g%3Opg%%3HH_BDS`P zzEh3~17{>DKG|p7>Dqt)y$E}E6FjiJ3H;rBWL(o~y3wV{ChGV#(Z4s1E_IFd7Up&R z<2SGE$A&PR^AX>lsLVq%xi^dUe1BOE0G$^@7yf(Npsz} z{~%Lj=dJqpjq_*DF3p~Y5i?PS6D8q^U8jHV?0EKV^e<0Fk7@QBJBm*iG=P7V_Nlo% zjAWyFs@p(vNnTJp*atgjb-SR|B{spY%_;jPZa1?bFE{EVbBmA``}S(Xls@(EOO1=Q zHPr_aUG4+&WdDKn@$R&o$&%I6$IM-}EuY(|H)=j(8(F?105m?}Ib9NcY|$eNyyJ#@ zX}EBvQsRlr;zJk2sY6CqA=@K29IEu|y`o##n51u|S7Ua{;$=?OvDVB?4XT8^BmK12 z`;$LE)LR!G6JJ_wg=sM822izXXYE$Qm=TZBi{NK{NGV9o1Ai3R0sV<=JbtV=v@&bh zf?e}nF_at+_R&pxjz8~FVNst({J2RwAMPZAiMSApP1e4b2u>`~*mV)Fy)nGfz`!+| zIeQd!_C1-jX=q?>&E@sA(oo0#%|&g38FkTS+Pz1%_TY}>-ZFl#zUzDGH_66hT$-hx zzjmfi3(-K%s4TWlS9&@3M&s#XJZx5DPpgFx*?NTiAPy`o&Mb58S=&f~opQ4?FHk9} z_RLTZqBZkcp8mSH>8~O(#lfsOJ6i+c-B&3$?A@Svm7v*&l|yupiyq3pBrC04?ck9N!f_u97xkEjKeyH zy53-re%bZFL)|Iao;MSp(+v)ul&n87PRTl*8S@D1_or^JiE*q5mAJ#I_*iinY0qi# zw$Cchf9fR**!GwLb^s@^h zBMeBWpZ}Vp3)_!R5Ow@-eb&CTfrNNi?uUl%Hj-tRhy7gN<-RT~*gqIo`1%ryu81lQ z*9TX}Sd4Ng2YNT=T;E#dB)22T`2=*2W>ZJ*V#2JERby^~VOB%|D|5 zdz}9SHUZ`-4a@lMm!j*8`P&~-P^v$M_YWJ6DAdat4xXBmFRV{HHLxZs-pM!I%DS$V z_I>G^VarWb_k0iOHf7VNm{%$H57+#4Ak9!l80?JQ9PPc?xTS&N1THT{(I!n`e&Jsit?P`afd3+=|jnXev~He0tpHqx4maM)VxX!=9`BGGd$q6*?p zX1i)hND&`{oL=P}K}zzD?8dcG{AodO?@PzSjxx7K7M%3!?9?n755}E!ED_JR7!QLb8Cz@^jULV@!*VD`Tl8F=yS)**||9^kMK)0u^>bn zry5ec2$vaHyvCu2#Y8Qwx8jW^GCCzN2e@ONFr;C0ife8gZC^Mt)Qndx)3R zy*FUzZp2dv(xp%!bS@{Jbavz&~GyS4TUc^60wMk)mZ+&vE zvd+oxXDqO}IjLSb{=uJbuBGf1uO45(h+=Cu6y^YYgEh<5)1|$8_f&t9rLY;x9k^<2 z7DOhS&HY5I$lMc-n>Ju;^FZH}1iAwR{sDA^Y;8u&aGAAkD%>4<;CLf=b!PyQ{m zMm&O1ue9y*wk+prXtk@BLng>SWSy1y(m1=mMBA#X-1!u+n%DxL0qcGZGOdq=lt)!h zMB92F@TgLgsa{Jij1fl-BSR zhi`IBhxyFKD*av8!#7x>4IMWi8p&w%&SuB(n5`dW)ZP@!34+$)O!FMC9M|%c(fj*p zmd`$s{CC2C`P*NixH?*?^O$E-w_clSA%45BcJ;lV>)fL=&$qsDnKk({eNWR~*pn?p z(W}11VQrhvCfkf#Tvdst1V=Ez_|bjru)wjq-AiEWo&sTp>9S_hGiqP@0OZZRmku2%@# zVCI2%iAZ$x`)L0B`6AMxs~LF-5y%T{>}ReQFM~cQjviLlea`VFmU&yKN)L7Ot8F4` z&GnoTGp?3K$1!%nN)g%yHm@{sziE zQnXG1n?6418Aa>dv|h_^;2kj3e=5w`*MzfK0_wl{zxw+We9#wRj+=L0AW(Qxn6nqC z3`EM86s@!%y=GwClZ3Om#|HsTyMgtZfmW<=HsyLPPk@Gc{_n)+zap9Lzd0G0lKirZLHHCm`o?fOU6TuEv3|I#%yls0@n|5jD$#pgS~?1z%F`-XR^ zq$8)-s-j-@O;`H#_cRv-%Bac!7xiEv|9jo4;1cf>|q-KJM;QyNd znYRhFLLNl~f|U;qHux3e4twXj`s2gix1(Y_gn3R>5_y6W(qn=T#SRmIJboTu9)N-y znAs2o<~_!6766wFb+jm9L!1->e;#}jL1sbYi@_)lHVKal(YIJ=XG^}W&U!i55psC>&KM)QgmckwAeGI%49=`Lz#_h^4 zv-9LGK%Kky^1Sn&WQxPh-S!rZ@wmO}pY(_NuPV(_7}@uICl+6yC3}`@sUsq)?@!O_ zfinDNk`A4n-own!G*Bm12a+^+0bkzNjK$mV@{CB5iMlk((nM5|e#yIeeDTwBTLsZY z@=NB@qO0qZ1;fc52jymD12!}91{j0z%r4=i=C8ITYf4UKR|J0EYIQof@_{P?=HL2w zRAfo_R@N_Zpx!##5E9X7B=4jKF}GCIe@%Q5`6@nO7FleqifZyEyu< zU7nh+Z!bwMviA4f+;1MR^m8@Wo5ddBlNHO)f8a#+3t+MTIg)01pO?q=kj>ed>L&>PeK$~RErlzZx+yYQ|) z`SYmS#m3ACt%8}01RkjDa`E{~i^XOB+uWyc-WPqEKZd*$J;v8-dJs43`kpu#b4VvL zq54yu;~}MuI9t05ke0*8FDMnKtK!^r6Lf-hzgC&}C+&jA>@nNktCh-6Rc>Al zu%1o*bI>PHC)d%H95{30A?WE6vZi$bQ{E1u~Srq(J~bfZ;|U64LR-qb(n znN2t1hrLEu_utya_w>vG2^<_mdtN=cZs~9H<%WBPFjEf7J6Kg*asuei{^>1DO%%2C zE2sozU+i-`|JX4de^9-Kzq(cH>vyjYB&hX-4?CYL+j8Bf_HM=MtAwkGy*3#G1g&&~{ZPvng%DA6URN#t!F zuZgPs?7wZR%QD~mb%Er=uJr2*Dby!L-4{NdG8=V&di2}9jH;_t=!%WMzhmWQRD@@! zE}~+`GF0!*HeJ>Cq&CCqv2fE&S2exNB~A2=(EAUQt1_B`1(LB8>6&9&?!jFH=jxgr z9yHk}w5eI3?kQqF*`Hg{pZ+*S-)X7eT}1#XpyrG8Tk-l&8kfG;nH<+|h#`E9&6>ub}bPs!D$-f4af=FJ7})E81CLHQc`L0Rcnr2%kWM_LN4{^-!USMzTjDq}JV-TlJG9?XN=E!(tATx9od^~N8&y7Wu$z?q@9 zN_&Vsk4!AD29^hL-XDsR9@!U2iofR3cfNZE=VXAz_`@1A!g9asreVTvI@$c`uS0Jv z%5 z5snE?W;Q^7G~tv`c|vHjr6ym}!LQ~aI}(z83p2)7@VT)qx)uq!A4Zyv?cTcUlF9=m z%Z)A<%!oy_=Yf1fzbDLI!4i_YyW-o0`tM1-{QbRk#ZjLUb9Ok)RCc2tukBu(4TH|L z?8xyj{8V2owjP2Z6-Y=cDRW1|Tupce^=NGwH-y(l(9a3ZG~Ps21aY`(NospWTrhfv zWMwUPANT^Yko(PPb>ZP(6F;t&eOsZZkvCKB)xUV6GsP&q+jPv2aUtOQMm0rv9HPDC z)P4QqubRBNE_-Hr^fh~l=^;4x=vF^%b(TIarEWH6C=|EtapZo(2!TH21nH&-=w`vb3i6l=nf)A;cLa zYqRSg$Sqkpxn;Aq%KXcP?Dn%tI;vA{O97?4uQkQBRKK9q^6kZ^>lt^ahzdc6RXjO; zpJmsM;no*s&9e34qpnCOyTInno?lWeKY*$&tjLN|fa@7mO&5k8 z-V8Tx*O^MRId#fxR<{xJUNw1_;SeaOtUe$kier#x*OcGVGo;dHx{5P?Yk}Z4Yhx5$zl;8fDnT&V6X0pzq;y ze~i4oG-lY4v!c=n8rpzR^Ld~N2-sUvZC>zV5g)VyJ=2YB6=pv)rgy2Oe%*Wj$;6!> z&*}r8?7UcKxRkI6viWT zPJ!9usx28qOjIj~)KkJY^Js$&&tM?7+9F$hW=E?DvSUMm!_wx#GOms1kAMI!^Y@+I zndwR?orlBo%uYU6579W?F*G{vTr$`A`RmF-zW2950sk}#&i3q6dE1zL0M2nqe*q!8 zDmjZ-EALnyCPo>ZAozn~l#OGbQAI}fR5~k6eVKEnY9!q)JR2c^OhD#!qOpMT4jiT( z7tYveW{sU`mrBT7wr1C;(Kvshw+DzNV35swgB-U74(KPVdI}&&|;SBxsm3UIX~r;QJ#HWV+oPntzpK;t?JiWGo!@NmJJ-G&>8fT% z5x@?|P#uI)J--noQUVc!f{Z6@9&hTu8D9!7^zzkKn;4Wglii2!F(%1oBiYqB&&KLJ z<>vGWs6D|~$$_D6sfqx2ZUABJKUBDqvbBiHzvydb?4-_BC73~#O9|=5Mwv`%ez6`G z<22~>Rn^O*ITskNGMrR+jfS31N}174gOk2{ed`Nj8|9^jdJ7lKsrDk%`)Xk84MCK| z=?zDY?3=9nmojuEAz?Xh?3}}kG0N@-|5{&ppG@c<|B(AJP|_K3x4<;TlkRtYccxi^ zI$ry?&t4Bdd)++^asT|Vi`u$aIe(Y8ou~x+u&9g+HGc39*+G5F+wu!~TZ|%MgS@V& zKiEI*4FCP7K1rj8*Ra_*UpIw_Fd5zI*#ke1GHl)T74g1^$VhMT57poPkXJAxt{#{j z@>+=>a2s)qb?yzd#%+8i3FwlSm($D3XosJLw5Qj%a#v50*R_UPA9xERXAHk6=@p81 z*KOWs{P(>1-*KuX*>0Y76G8++i^N^um|&6HRA|0-)v-{y$18tNycTRvaIl|qZ$;)^ zOGO2B*{W%|aM`@bd~na`@jzKT@5}{1r(&uuzqyn4 z+F2Iql*=*ZQ;|=z%d=J!M!<%C&V?z11KRI`4P|G`9v%3Wk*B*80UgNeU8&A2mbp)5 zU^bTrqrD%0cieIR)3J6{CHkJIujzWaeY2k*_2P}ccFx?DRQR$8uI2 zDoe{sE3G`I&hX>=zJIXSVz14!*LwEDv+jN0_jP@oe97@^I(5?O*6Nrc#$~OL40hgu z_~TIXXx+#gmX1s9*eY+;(jrQgfeh&KzOUDM!r%075PxTCy;^5DDV|3tOg{WHCRcaz z)uUa;%7#q4RM=u;Mh?y-*7v$3Naf2LCnFtPPDYdBX7@?I>ciK5`Cef`RS-`9$WhV{ zvYsZ%UM>E6`te^Z)g~L--i5#Q*Jnez_{|5p!xGvjR$HkKJEfJ*{xY?sT)PdOjN5AP zo1wj1cD3r(T8V`LfhOlR+YRMd`@Tw?rgcbZ#qDovwlnN#4+QD9&4ga$$n+HZo+v>l ztZh@YGE!p2uBaF5XG5-@y!G~5WZ`eXK<2>U5joJl`Ij*g!ow)4F3|9ATDLn$Uq+VD zY-(C<(Wa_DW-NB!bp1|9ri3ejEVBa>)~}h?n8s* z!&wH*ET0{L7-@$!j?f|Gn&bdM)*2bLLD2LZD&7-aU2oD@O_~W-H}ph;%Q2Z9LVc$Q zJsyva5^^|mo)i{Ug-|Z`d;w5NlZ7t^-SxH03L?cz%TXgkz+o~#4+Jj6gQ2Q9RA3~C7C(k^ z^O$j}JIkY*VfQ{YPNM5WD?~@Vi;omv_YA4dl71wFIHL# zaz9{8+f=9No)=wcu`*mDng4Tiz>=G8XyT%f*;i{HWoMI%b!CH3l`c5Evzv( z2d)=i7w_ANfp=2M0K66eNU!wNy)4Q z0cS(mXW>z69z7CIMw7Aa0qsaZo*!5u~`o?Oo`SNscJyX6H}}OhR17Z@d-wkf~v>J z>Jemqu%AI~IF*I=VeD7W+}Cayfi@ZRRME=QfKQwFnIL5*X|e<2`S)#RLM?-#P5aKy ziQpU;f+(FAzjRiFHRa00GchheIK~(Vx{v7$)JHjk6x-)4f`LjjJsFzTpj);ASSuS9 zuFhZ-t69m($?F5Bs!PQb2=-Y#49uoPM>xUTi8BQAJSQwxM%9$Um?Q*c6QL2FJVCw+ zpUlf6iK6l%$N(xbz?6rG(}}UbVgngK$^tiYR%~fN@FjLq=|LC|oX1p#8w~}ThHY@R37qC3Pqdx14F!kFnOBYun)b;nYvjY@7sfgleud-ZA;O|bHfxmZ6H zDQXow92C|DNBjwv-!5#;a$l=~VZ)}?I#$PVSovyegdJ7az`uE+j2 z`%4g-gtL5Nc>>l6Geyh%84KrxXE_N*bFYw5K*cKBcaafp@yr6$QV} zwB&1*0gJ$0P30lODakDa`h9R-f$mOKPcVWBmv)LbKax8V&Yomaib-q=xDv%>h}9?Ouj&P zv1;S!^!VH1=e^@bhEawGuSAALuazg*-mUdXI|m%Por|9v+M(t5J#61&Oy5~eki8vr z#5>?xk*BAla9444_gLr3p=0ohudU1Bqn@1zw{xr8AI@C+zU&zdU#%&jzFK{GrR%`M zGokOJrIGl-=O;8ux;270%y=qrcD)``sNETrzKUkn+{TI;9UiY=4eQOSyMS zN3b+LU%Os7C_gMb9C>Ni+%vLDk-oh8{fUD;hp2UDkV#V;mXkeSm2~S}?+E+I=I*qj z^663It_C&N7Rf(79$)dg=_#=zyKmf6xI0|7bG6{nK{v-;jB;wU#W|l|#}7v?&zw20 z?uM4Uwoh+U@6g3l=T^*5Ed9V=Ri2AzKEYoeD|;p3?I?L+@8RVOA5u4FeswjQOwqYT zB40TFU3ca63)lRg#wQCNM*Zm8>YsT1S;3w$HfH>EaPvn(>rj_{X#SrIva*wf0OCckovl>^CSFx8F-rz0jf!R!vFJ`(euRq*Z9kQ zqNK9*Q%hUBr^Mym@1KL>Mo*tBJAa(~`{%N`_i48;7p%B1RitLEG+4l3_6p6rp%!=A z3jRu6!=$TWLU-@nKD>6I9Qo2KI-j7HxLkK3qOA1EYsD`5mfY?`pRbY!JuGLX{(A7d zP}um|``YT0hc81sA4Wyx2i$@)wx`SMt6rvbzq>npcNJ^iKM|e15yw1p|6Nbzfa4%3 zB2br5dU5BR$t!eofY|k0wQOr*%OS4ujb#qfb{Ahkeh_fe@pILNTK1>al-`3UnH%u0 zwXJV)$p;u-r<2TlUa!73cigQQf1dL4!e+yj6sxEAPFA|duX)E-H56o7W?hT3DXzq1 zt-m~e$o%8I(|;O0`juKr3=dm)a7$SEXUp!=gP@>b9x;1K31cIl)rjMhQSF>1QyrBc z+;T@qkXv;fW@-L_HX=Td#6uth!%7andjK@DE8c@Zcuv3ge=bf9xs$8#iMN0PnbKd7 z^hTSLbq_CJ_c}+ly8i3)!=EotU;BNpy!emcMf{Y=|gKEF}N=33vFqX!-G3xmz zq=JI>g`2Pg{Pfimv8~F_nsOK){ZCb2vQ!K0Dm-qLy&$-|G72m%!{-+}{yQnB_iwIb z>fXB>EsVsHrl>~b*&%cPZ}%0+ldaKO#$=18i;wwEtmOy37pp}KK`3CZnXRa1Y_IdvzpiA7u#4ud@*@CA~=qrk@~OX)4_9g9KqtmbriCY#14& z)`eZ@R>Ms$s=cPX%6d06Li9IJO#L=9qF6u0EUAO~2{ov7)ab>#lclScSA1P#^};UN ze>;_o8DoUN;iA|4KNGw{E)HK<9OAj0cQ#8Nehqq{AhnyQUx?}Ucth|Rw7pRHRkF|Q z&zjZUZ@ZBXmTjIMNj1LkZxQMDkc}=(nJ%Pe6ai-#>zM@TB%J_1l|h1nw!H^4!M8xo zp2lI;tw^~yYIe`HF%@>E&aWjeZM|E&NNrPk*5dihaxRPeA{c?84~Hfv?z#_ z;v??cJVACwd1cqx7T>-fvl{|_`&NBi^wfnsUs{YmO;h@Co2UGR+OdL9m5GOA;rJ|% zld~GT(yglTLb8%;N=ywtmX3kl-ZRd0!c5aW%=@TK;!w!9H%7=%?MS<4 zkJ_{_Jn5m(n#Gm@PG6z%xSoev19{5x%I56TjJM_Y^X{MQY&f9Hno#{W5Xrp#>d@e! zv%eQXPj~w~$hmtb)1MsrKzil%AOPD)eDd{2q@PM;MWn%>ryYF@8ypE=uq(WhB`bXN zSe!?h1sJO)rB}wSEitngM;^vhx_U0PJb2QP$W2^VN?acvbsu=U=5OJ(Rq&dyeOpV^ z(KxJM3|-M5q1SSN1DR6l6{hY4xj;~nlI*;RI=7?mtyL!@W?3YRBK)!Eow6H}% zUPLzesPN$?dj$5gu4^+`YoU|4WTT-xEq)_O}QIZL8S3(EmE_RhkO=Q{SJa95vdt zwtzqM*{-~)ylK_n+#V==F}QA)sQl}q{%_ZQb8h`OMSB=!|E!@8+B zuS=)9W*k2n&;8=*^QDcb;Ix~#l+3@u_{SgXjK4kipr!l~qA;3y-yKy)rbWaeW@bWS z1;d{EwG0Ba-9HUtLB3DR4A--7m^g7XOxEQTQ+? zB$NGq*XQ4u5M1%!lfU_R{raVzB8T45`{$j(H_qReioUQKd{utTR4ChnTXC9yp^aXq zkxuVm{!xeS)%>i6o{ri7d4`q@a($Kc*ZZvBF*NUxtS?91*zeR^>wZIK(mwkd|04$r zZEKp9_-p;j;2QfOrtzcOJLzZFZqBCO?4|U9j3xoIzKFic%wkO&$iF!2x}6b&e_F_I zALi#!k&ct49R?-JBx-3S<35y^Go*wjPCXmPayp!dL#nqFP=hm*YM}hgQifZ7l$@uc zYI;doy>z`Y|LiD%F&qURrdY z7G%{Z3JPaoSnmgwsFSyhmd(JFA_l3dk4-I5p4Kno^lqWpeyGghd?>nbA6PXS7kFQe zC2VxNkJf`1@?*=%+|nl=vCgs40zo4k&4Nl%S!bGb-6YB_`@EOqkQ zBSbE09wXMCbWrrd{UD)0#P*e@3`?`y1;Z|;u?Fo+R%hoRzy(eVvN;~d1V$6BJDj7P z-B@FySV64(26(zz zqFBEvG1N-z))-`}f~0hco$dgv+8{}r2sqh=SRRZk2k^^S!780(x##`>kFi7q38S3HR-&;}I6xk~N@*V{7}-6V96i zU>$PSK%tO64?gS`vWz|K=AJ2)g4OnQPR?nSp2Zv%FHG==_q-ltFEjU_*aBrg5AZ8W z86vr`UkXp7gRTx%fD#d#s&-KHgzP#bZ1Pfu-6PyJU8uNafl*mx&q6^%<^3&;m^pXt zK%a^yBP9Bj$dJvhE_vui@ZJ*Yd+tH{>ey#WTiUd&ecH!6mWSjq@Pe|j~JH6GNp|y zjGjYD`m{Uo(njs9G%UKI*ynOT!MQ&fX7<*r-SyWa+=FyYTq~Drunl#kH8>Vl40vCM zRjHeIbMxqr@dNdkN?z!h?`k~_lIq_vVXA1&UW{4mCZg|=(G^D33(&n-@Y%}hg6|H= z;EFa3)BymlkUL#-6*-JvkxF6#HnK*XxBCnGAbn?{cGxuM6wp;zfH6T_|P)Ikt~*N!YgrM#}0Hj<}>o zY#b;_Je)WhB6vk|8;8}Fq^_!0aSw21_X5zOI;42B0XPkPRu#V;4j3}}i}Z8ky}l+E zi)WpN_LRDectyFanv`*R3TiuhU=-~B22?qS7uF$n5Ct!|M?!qW&-^ot{_skp9hY$0 zP2L+4mZ`urs;;|=>t;oI7#K|=jLSEwdk?RE)ALu(3cG9B0x1CJUX!{PDQ$#nJoTF3 z{p0cBR|Vg^)p0SCYMZKbirbc|Iipeq^BwdfARE_%j1d*vrV}xFJkY_#W4t5a!*i6o z3}mw0pxfH**4Sgp^lEx7-}%f1w0JG9u>ga0E5=TTDeO&zdpgvP(c01X9bBmkwNpJV zNx%zPw=#4;?Xv~ZbBbQ!Isq<~D#tOj?p%XUH!D?s-YumZFOc1G$vdI{*QC7M0QguZIHczd$_=;Vix;~V}#vDxEmvq^skP%YnKpx z2==Bz4dx@xIb}$*)p@NB`4M-!``z5g?zSZ_ePrfhqgUX`*^x1DbAXHPsG%Dw6DKl# zTykG0p*VzQ>?eXREDJyOUWTmIG$^AS`|2(+9zxu#{<~q}6ljPK{7)!3EAfZo4Y8he zpG3m1|Ni;y^FL>Qd-v~!vkos)93(SuN=O_DmXMH(L8h2r6n~MBkQTF%Zc6C=kdRP1 zP%YD4s;(2MB%?gK59aJCC*EV#t8|~`*)j?1a4ktKDJCKlocsUkZ~x;P6>;mtWTS9%HBSpI35k3Ur_698F0OIY z+f&zC3}X@(2*t%ZW}~EBp-M(>r&41*Q)ZGK`46`GXyFSe)HyQKG7|ds8{K8vXW%Nz zCH5$N@@TEfRECn1OfJli>*V;iGLyCve85J^)Rb&uKd<-rW=utGNxqs`$p9@v+No@B z`1F=Wo3`*Vc)U;ByOWan0XH8D{IqSJb)YI%YHBP>&g8YcAD$v?2Chlct;Oi^vyd}T z5#pSV#8(zqPKy9@<|XO9^gFofH!El_E?cp8e6z_rP{M)?d6g@~335uO)qZJtpx4m2 z1IPWwW8-v3AKpNHl-o?VM~fUcXDC-4|Iv_IyZj^5f(9aDbSYUHOLJXv7%*jXGB_gwN5LM^8zWErBt4-kk6>0Z9QVD)r zd+DP|F*!X9Y+-Zi9O{KdmEM%cbtpv*WAo{C-hM@&n=08^j;B1m^uyi6f$nXC&rn2TKzRdaho4zj=GpL^$*4qDaO2 zd{~0ZuWYxgS{`bjvd+47csn2IXrMHgwG?hvS!zA`blWR&xA!vT4*CE)6%zn;*IdeM&p# z8gPW|-5NPQwn-!9kM7U4iZ}Ru!`nMDyssmN>-gzwWH|0F%CYgstH4~W%k9>Jlq)3@ zM+0KxU9Zmr2)x{t6V%e@<*pDN{uVvM#UChH5qW#+%4u`^@IV`S6`qeel3cJcz89;- zl8cCqLx%sd4DwoC@RvCt?WWn(Kh>_3Tx_#9L9|TkpggGx*IT%a9=!+~Z+~2vxerNf z9Ca4;B`#(8sz@V^7134ESoQQn74PbgrNl7<<{Cm@)BJnWN0B3d_zP&I2=P z+BYdVe3~zT>PX8y@Rt6Jwr}Dv;x93c)9!C> zRywfN+v*=$VMocV4t+>r05kwLT+*$8XiRHJH6u4GoY%JYS*mJ=ydFK79vHCiRaHT0 z7{?=W4l^K=qe8GlW5&EdLxmyyKwb8t(g@KBF^DtKk~Lq`Kx9Y`!5Yxt=z-09E0Xo~ z`IS+nuinIrRYO>yIaW5T+}{C>dv&DPGs=^!bWdH?CmIX`q)0Cuqb`ku=XGcA1lhu@&*(0B|o z8*KH8K3`0H@>utP-5~lwEC}piHD0syxi}7{GqAdO>y_Y=bE%e*+p$|cMxiMyueout zo%$t&+I{GfzlZyQSmBj{$nC0^`ITUM?$wbjXE8)>XSh`^=cu0DRhth#);=exu!PjB z^Ckgy{uW)KVO@SXsQ$c1z9R+8kw$HHkMCT-ov@5J7U|p}bKfNu7bYJJTDvsb3z%3= zO-_(e%$(ad{WM3j2`tolw7KuRU(8PFZLJP3@W%2E^JaC#@g~`G#^tR$n**QwPp1Tm;L(GB}RrJZDYQHCNK(!HBj2&42hG?G^{1Dh7s688hbL=8mvBw z%2eTiv_Mn@LRyQ;%13$lQHE%+7@Z(TVRdap%7VkI6&Ga`h$2&73=Gbiw$5&$&4e2V#jxQJI6hb%T^1k1e3nJT8o*7? z!i1)r`{r@#PuwO+IHD;rF9J#8(PA1=B{n%sn_D^txwKAzhEULg;>F6_w1}Im_`ZY% zxGCF*$PsV^o_W4N(M!qPv1)-f9X@QD7o-Oe*a)b=|G6&<`DBfmAh;Wq)KRXA%!}6@ z5MhQoQ44&W7_GGA2hYRC10fU(Kz)`0Dmo7lt<@Yb2?{r*Amzm^0Uv;tfu2~tZ#)n+Do>`+=2#1I#zED&N~(2g+IgrkXpB0`6o_C) z(^Q8LbX+>mgJP_Wj*P|=$^wQ9(NerJx_X4$BR`m4b-la32QMbKxs#E_&Mc44M$oEf z>I|AmK5&6c9La_rMJUP(j*p843q-JCfjQG%UtT+q9Z7Iko}vbpS!BXWH6~kFgP8Er z5ey+nH#_ovARlRI;5Nf3R5QuNRyWp_mQeJyvrrb!hH8<~HsBI%{uqj8@{DPSk8sy! zkjC|$3j-p{N@!?PDAYs98k@$cK}uw&BYbXYyUR+tBUp`Pc);a1{w~?uQ{umfox>NBCuH0Gqk{otgQSUbHmd95$(n&s0ruvcap0c z;d}Zs$Va(noo==uhau0uNAS43#`kru%9=Z1-#8m~O*GnsQScKIJTM!#__@YPJ9ETv zxJgB?K0>A0dJ!_IMH-{I%Vg6Er|70JdT5YZxX~ZWv%2-HvG#ykJWTl5-$YLm?7FO^Dr;=^Xh)O}Rwok4$2Nh*BfM+F(E#XBH2=9}LW20F?Iz zhX@6jriul@dPr$pNEf`dIMFkM)g83SX5EAf@ROQ>gjYXEz?c>~7R`$u=NqWtu$_YV z`8fX<18_Hf@gF^Jv#G?|#O3HEW;c&(oZt_)(VDaG$@7EA(=|kp-qxa;7V4CRQkEby zzRp+!3s8N`)|OW3nK%2e)M#tvwOt+&&k8iuGKi$d^%i8Whw?>h zb-#2rAm7k1H|1P{VBWMg7CsbJB1TnEBO=FQBZ#?V<&B%7T6p|qhqz}m4&7;4#^W>w zX_$1&-?l!SVa=|ILH#t(=WSu4-EqSWi_26GllYAOS9!&mJu}sRK-&5~^H=677WvWf!Cr~$w!cMUdEeQ-mJ9m9x)zTbHY-@ z=-DN$lBfvy>CzrnRioGY;zdk-&B4OT5!eN8?xt{1;3*K%J&mJhTGAKlP8UIf=HC*I z7t7wO$FAXcpofEgk8d;=4CA`b&n@BLbmB9AUD#_p6xV|w^b~F%C_8rH%)_i_ zv%b%Ke@8pz*ZE%mI*c2<7Jlre!SS|Im}o2Lzdy=@!=BUViq^{YHK!@_#K9UZ>zwQ% z4LAuOX_(j>iqDC-;rBH{*y14CYg51q&X$u{3)Vs9IFTChzW&dgA5TRGp1o~M1wCMO zM!QzpDo`zy7kk4GLP4y(1My#K+iKpfxghEpT z6P`4yeT-8VIT&ve*o0#EsG&>1hR^t8A~80kx~Q|0tmGaIob8C_0o-KxN&@D6pnzt# z|IdN6k%n2m_q4kHp7CJAt#Rg)_$3!`>;hhKR=Y&2SkTfO>lR(7N?MXB$IYo}m$;R2 z;Vp)K3;an*awfkd7poWMc*hfQui}vIZ;@OFJ=d9QHzL-OX=f@LclCY(zNxI)OE1)| zG35lqnk?N9zq@%EH;T{x6PeiiqHpqbld48e6gU=+{89W^iPGB?BFzkHuJ4$wx3Y{5 zHoF*-5SLpXI`tWmlGAv}_Q><6NAKB!zSv{fE76ck#;U3lT~iPCRSr-Z7Ems(dgw(A zce@TVVqEkVrGo#1-gpFDoyu*?IO%(;Y0O{t!25p^1x{At=5?1S%nbuBEDh4V?;x}3 zz01RvDSkmR(zU}^C#AmTSd=agHZ=cxpx$fD&lw!g`Ns>DFZ)K+SjJ!OE*$|MV*Hhg zDQ&!?T35FXY1}$=3nbFf=4G%qp}TD{cC`MwIkneW-t(G(<81DwYW~Hd>&pa?KN#jBHw`chyhQ zaT~khk$2xQ_(b{l7utn-RJvu*Qe4rs51(+A=L zqHBh@vwXM7*ZCzF^Ur^eRBr%5*p1e2ziXkI2w5S2Nad?R06%6O8Vxf|jk(4@Uhp64 z;db}WfZHD2d1%cAXb@}uc@e-klME0%R3dk7|CE!Bx3;Dsq9oNH>v@(AK(UAzIwsyt zk7t<6G&Gc_d7y^$O;F+GupgCN%a~}ItcupmxHWFbnt{mG@W_l&Lh?|fXM;6jVp`G}TjbZ%u^4@i`W(`TF(B`*34u6+Wihmv z9);uk=$0cEu~9l6LpniaZmK~e1P!`&5JnpuO?4(9mLvvTOq3%4mS`xAF0BT3qv{cH zF*!=oD)49vBtT87!!*w%L!5~W22yLpdoqEWK@8{C}~Gb4kQOPEW3{6@;ukf&D1Gp4y4I+{d> zKrwUr1h}UdhyoxK8^#&x`IQ)$l#@h}Wo6b*Brp?Kk0@elG+Lx2h}&8LO1Y3gk}yk0 zrn&wWVJ1r5!(EKI6WU5~!3fPFW&4o^uG(wg zqkWiYCw@yYoE{~1C8WUfd1d;sC1uTMUSL^Mq-Qz0gxx$Mg4ep}_@G;;&9%ldf@a?q z-YqRzp=#C8Zy#7OXy-+J7$iuy59ao3-N1z7zFiY#PU+9O?ivn?CGdlbRYG~!om?>J; zf(pmKAB{U5pz7W4ljzLELkciCGc>VvD?%d*WuQqWG}mb)=J`6$)hRfkqd5(Yo=Afg z*DQ?2CbFX@9A-CC%h8|NXIAI)8PcB7>2$^CE>%I@bYwz(7uNQ+Z_+EL-u|Y0pFwP= zlTB>><7iVxO|V-z$k$F4mdNt9vzE=rZsF`1gjUR52A`FRXvXiUoXO0;UeIe&~GBm8lHOoLj{+x2KEcCC<&=H@?7}X(XqHfP7Zta2W zAV%>}fc_@M9BNW@8D>OQH}MBzT56dLBex9Z7Ni|&B1;f)dxu=|OR}J9)hb&xha^Zn zv!Ji&ZM?jzdT{Mm^$U1CX?vKabIp}OjrZ$Fg;K-?c1`N#86##5G3ya7#Odph?EAKG zq<4r9OR#sM!Onr@BDii{z2m>$yA>QQ$9V#Zh_vJVw_Xs zNp-fLvwS?{@4-dstHo;>BCbD^VK{Q@6-8wM=~Y%lDVt-$Q`k zd?-~Ew>~tw1}|xfH3~OKnubv|kt{z|zq&+Ua~bdv+1W(#tA=jqRa= zk8e#8uD&+of%l9h9lpczHo)3vAOP{rd=(@M)}7bt2{FncvkH>5mp&airr-3N+4s;$ zFZQjqurKnd2u(8;>2&GS2F|Z)oNn$iiZ`y3{DY7O2Hc_Zh!O)$jQl637zhu-Lp%R7 z;&acyIY#?wCFmA|a)=u0I0QJk?>Iw6g!ALj2cWN5^(T8k_rgJ9-{CF!(jt5#(mUu{ z&aewQ49BFu&J9JnOFLImBvv!N)yB9@@o=tsK0B~Pz{vxHXB{3DJh~$duorTDZusc0 zsNiM+%Pm+V=4Ys}gnNchmu?GZgH=b;?STTIBOE81u6RMc7ys75k~4`B`{n(BX;5JP z0SK~dU9!QxUoh~O12FI>x5l*^|IVW--YUk2T~%=o7o9>f^aGLNKd)BC0^uacbta<^ z#-%48VbT5@an)LbntqioCbWEigK`rv&HxM)oNH+{=LlKtdPb{mNjU<2(_m@PqkN(j z&;Yb_xXZM=#VEM7g~;)xsX%HK;@bh8EwpA8T(CwAADK|l74HWx@LOVTugzKe9qCOf z@9gsIS)N;8nX~7|-KRI6Y(-7cQ!cEmG~O@hPPy2S9LF3V?`>VNF-S19Y8l*qXF82w zYFi=MODG}VueUeUv^CtgXL)^LR-<)s-eh@k8fmwci0LM6IN8QfG$y#B)@8dSG!&dJ z8-xqeH{ciVLuM2#Z^RK&l5o}=EtJY`>)G+k{D#XPA?5J69#N%zgGK_Dyg1H=nasm_ zm9Q=M3qE`*@DH6y@onm@kl%h=SyVUC!CV%TxXG89uerVW&;&wU$n3$b2etx{AP=e& zTq0WPn6?p<0nI*!PIT*ZEc5n}AT(>3Ij7Ob7uXSOW;+ZUG{(J>>X&hd`NdK?YJgo) zHR2W@slneB6!$|kkgi#TRxU>KjZgmoZ3Y*{#c1Rhzh&1X`|O|hC6qTpLTRB8V`m0s z8SPc4uP6J5D*MimON@g_@t2sfrTXGGiL-rv^Lgdu@g|REU!5k{6V|%F=QL)cV#1eS zQV^z-AbJxGW6zwRC-+*cB`!~wlplUlZ+3VsRB;YHKGw~t)NT(ZWNy}aP&DA} zU*CB7-cqJCANvqRZ!uQKc7>kQn zl34(o+l~xEb=3ZPm7DDn@)qfCg*c3=7+H_We8OEpi3%iSZn-#B@AtUnq8n2!v0rz; zuBC*WH(EB!8zJ#RJjDM$NbEDjaijD-|EGqNka+gLgSZUmfFs~%E$}Wgmf~~MhBw96 z%1Amm)iWi+ZE&8FmNrUSx$j9RRIQ7rweh(6G%E$>-Zvu$vjW6K2~Qnt2jM|yH{fXwYO7m2)lPi_tuS!KO@V3d1YE6Xz!4+ zT(0^1=--(&w$aAU2R~p9l2*I7AM7RR<`^ZXrnFAF$Uz$J;*gBqUd+xXDs$(f!s=ef z*>n(kIYjAAw>6@F-Z{n!-P_u8uHPXg`9)DZvFt!EvoI!!-)OsFu##e3d3Xg~tQg7P zOO^`gzSuvnT?ZW(20}A;FZJCGLF8B04;E~V_PoE}Tk$q-<;AGtqw2ig5aI4!wWQRQ z<>A&3S8F_G$2eRn3E?C?P%Jl5{QiCcs`!AdU&|>=_VT+E{*{crE@PxqPPaeYP#9&= z>N_)L1$nF`{Jy-~aaX_PowsdTx1nlwA!_?$|LkYe7gG>G^EwTNaE0pTxLD0pv!E{^ zY>JzdJ;$uTmE&}{mxi9Ao1MIJxCgtkFkf=&{yZ^4&nTr|*nh%wePEa~X_%WH%Ix;< z?drYUJu|)XXya|6W~D{ny7%Rc^~KbSM)oPm4s$E1p9vQ%sP9a)_`qF3U{%8Cd7I19 z`B3+sH5KBka`p3hXzIdbvLp8# z!ALJ$8Y^X6P~dM?+M0mKe%iC`fBb}6!>QdV8}(R(5JuZebr?q_esuPrfOM(dU8hzx ztNcrrxqCg!Y}vUc=|PjN*c%$T+-KhK82jR$tTT@hvbOXdsi;jTHrz8?(SM5i!W1C2QFl|)wMe@1Ff|?ghDiP zW7C5!Y3|v9hszEbZm(s~RP*{*tJ0Rk-i7jHSKuFfCtf%oBtJXVl@d}|UB3DwZ@jl> z72oSb$Rv~=I(YD7T|;lN-PU?)gsa=~RNTttp=YAKo<&ogqvc)pslm*7FCd(rxY1P} z(%IcIUb`~eW`kN@PqeTV?JU(Rowo^DOcR`dulkql1__t$p0L~NZ`nxWnqH_KW&2l_ zPiQUl&l5dQf|qxstZt6pZ2hEa##wG+!gD`%>8B?66v}wTW#?xXdWcg%nVm@;?&V1a zEJ*cC>dpZzR)M=?bY#jF9zC7 z1eVM2{C1OED;BpWW0yI5y~V3*tCvi5LN=DU)b9KG#G!y@zuGvb7GwmuHI6(!nuPE5 z9cc}&ZziLbkS#h9fiTL(Y->bp>-OAy#Vmj-CwF9tEl%C1gy2`Y1E`S;Z6{2D?pE4R zo3Io!;bg#l3pPJ-Q*q#U^03kqfBW9?u4ttQXyUq#j<%@`-28-t18dTXG_{v}Hw87k zy>5!sG%K}WVc{hn(E9$BLfaX6>v2>*IrW9eChKEUqNwj}s=q0DGc+Y+5;*7Xe*&_1 zLHgbOr1(9J=CSRjVlb*`uJM3%ONOYyBFSLf-}q^=Kt9_nyyS8q z#@_Q0b$v7?)KC?iJoh>`J5Po5xOLmAH?-pIZU^8_O8nr0O7iMnd?^Iw-idPuv&#xklFBa(_Rr2(;>*)-_jaTtM0WFR7u7hp z%eSKjlJ*UA!2+27<(A%w$29ApTC&Q<#$E_khY&Q$>T50DT;Kd}y{VY8Ab6+~B7ZG8 zDG3YbeDo37%`ED;g$VMB$tZs8+|CA9DCA6%rFq=FknPYEv)t_m=TpvBEN3Rs2J--; z>}Nd1x1qS?Wqj{NOTDVgBRf0Wd%bqMjVMn=-=aiWx1?vAla@8lR=>BURrkFoMtW^- zf8Q2uMkC zkk&)X*mUfyMUnJ`>IhuC5l2%D6uCx>RmztOPI3= z@=q{oDhugga}BdY^o+;5a(h$47hb*dB5(Ah^{i>F4?bBLO*ND=BW^riaC&cJbb0Vo zThb#{dE+}NVpL44OzlVtUS8_P=;~I1#bw%`jCMD_OK;Dz? z^~2Q+fRrNJuzhsG?gDfoQpmy@O$FYf=Y;n3rNESmyoslGkA^yto|czr_Kt6d=4@}Z zzmd^c+qfjJHg36dxV&N>Klkb?&delHZJBL0BEOf|PK)O`u7245@R}9lZqrfIx%PfO z7`nOGJ#A{hI^62@F}bubsi&efB*vaKVcs{8m|S}yXIRD5jY2#O%kU$y2G@};m7}cD zl_&eH0}2hJi4MK}lcI#)=Dkbj8kaOae2lBVTrrk;cxx%eLKCy@@cAmDcv|Ojl<~yQ zyWV=ByDA6_IU0f!6gKBh$XJ5!_!Mad7)ps&7|is63zid1{35r_DMcC-u+Y3r1jw)DHl=Kkgo* z|91ZC#b4JSJRhCt7%6>z`PI}f&F_cXezq0=A+hoB9^vWrl+(wKR(h+Zso9{_@KUoj>1sMj@3uXAo|DLMcSjAY9OS!73LS zQw?`Q8s9?3k+*Ao>jf8c(MfR~Gx(T&F9t~Go_xPs80;PTht>AqXY&62Pu!wqB>eaI z%I-D79|tCfN6-GW5q6FP%;KXLH$FXC`Ft_0H^pwFEF)*I+`l|=#dx*#)biNVlz1QV z*w)f`AFnet61TG2MtrL?9_HJvS)MBBKMtP`4$6-XD-Y%Yw>SJtwpWa||GEdb*0O_m zXE~g7*S*92ZJgTpi@s6EoETRHhGuPwun*^F6sO{UO~G%{|>I?XepbiN zra7bgTYKY0#$8P-pZy`>8@pS7w(j{&Y<>Nl7Q6mvD1xvTw2S%@&7qQ0JI7JoO(@Y@ zeH#tof=%st_%e4#^oi4b;pttbun{h@X$xK4Zgwr1AvdKqRdACTwvF+jv6_|z{Kh%a z&T?N9lSc^l-Po8U^Mb?9r|~VHGM78^&dyW?uPpV?t%t>9dsiY-WrY2+vz1HPJFVnR ze#n&HUQg4?QV87eJe;-6xtqKg(mi^qZ^DU4QW1#er6?t8UUn zs)+ioJhh{*7m(O*mb;03y%f7LpW2PU6VLVD_brQ$E!NUZUP+igXB65kpM^bAUHA6w z!P-Oa@T!@XPRUO-W6;dqBTp&Ff=_ zVb!)p_0iP6jLrV5n{Th!=cqPwSuoi5+610wX~A|@Ylv;As~IXUCBgV^N+MZXo$g=G z*zKI)`@=WG`{%0&ZxhQ(O&yXiX!p;nl(g9-mSPQY36~t{$E4q;?IQs|M61?p*k_! z(tPWiWnwNdrlQLsTiaOKY;%|9a&}dbB&y?j*i6jaRqWz2wmfmRHs}j zp>+DD`)`lW-|+c7-tW)j^?E)<@$1HG)zqgumbpuyJ zGo8n{y!hbJ!0P8iO$nc_rp_eC%%w1==9XT%8YKrs=qBehZOFUN!v=3Z7IihT}Rj<~2RJlG=t?K1aEAXKT@tO>w|6NhVav$ywCp zvKYT@Ez^y$2$-5jUA`LR-rY)l-J+(tb~0wsb0l_rR0}~6?hG_BR0cCyFP4;od2+}A z?kt9!Y4FJF_Y@Mduah!j>tGe$GKgt-%Cx9L&2&BKSQPIHpX#(?mThKRbaggA0NRW? z)E*7N8QG20+N85Ec{7%?eE(yUxUy(}#4(qoCkpL!%Y%gOdqe;J=luCzM$^S-+uyNz zQcw3(#}K{r^ItM3If;OF%?uw+5XE=B(w^48#*F#L4iPp3-Cdow$+lv>GaXf)2NM~* z29dQp4zfhO*Y+aMIC1pkfq|JPAJogcd}S;<@7J9S1m$aNwsH}tkg4rEgF+k*`rCy%H-5|&cw z1&FfTW5wV^30xfYloaaqlVJ< z$Z5Kdw^gf@O&4|#JTY#pr>_L%l!xn%K$n$_M(uqstJZ>x)4dLVIPW+zl*Q%-lf!>c zjGg$Wp;|KI`^>bn;REyS*X3u#uc4nmj`_V!JXIGyox~jqDh=De!EEMliS}w`tDO;_ zH&vNUfW0(~*O6ySNLF=a?8#11`I0w+v(o+gWj*4$q>Poj$W+X$t5Qdj?iXB08BFO^ zLX5K$>efn4_c)&JHL<;k5>6Z0zVk^~C=KTUl>83g_Pz%iFVk3#5vv{ld+mns_;1@2 z4&=EfeEt;pcCB-ExJx~mixMJf3TR4xZsEW*IkfSY@qR4V3Sw)E zw~dVkaUntx4p=L}Z-b&U0iq7B0hB6GqYa4iGHkpkt;^n(x zsqWN{x=ocDE2`-z)wU`wFIV9twrghitE$Xn#y7H}i9`lc0^d{uFWH-GSgdAXZooGtds=#1+s|ATj^XDil>qvG=fLGFfgm0_p%> z?*n%qS3@((a{sr*6m#u`?`T^E?U>+>%^a!Q#@%ls@G{xAzn=NB@P#1lLB>NO7hWVj zYAOf=5LcdEa;19|14%!V*@>7^yN+lA#c7>%n@e2QaGWMOV&-9d5YCBi4hR|YDi2E1 zz&P6FxyExd=dM;I6nQwICrkDCi2yk$n(P*8znR2@G_&H#;d@)+bZZt8tV!bX3&pqbX=Vt#=jZr;%db6(MJ@dWDECA2 zf3Qlnh@%&FT>9BbKJ0o3_T*~srKH?Dc|#VSzL)vDY?G33?1_9iV2soVkKkf-$;YOpFF#I1%v{>qOfP@BSXxE#1MA|blZvqiDX0_z@jYj0r1mk2 zxNv6XaS87F6Uzb;ekUZ$-;~khD+nQHm88Bc3+xZa1uduTCv@Q1H<@vER{~bE>V@Cw zsZD)v?*Pno=DmLq-sT2N5|RfiXM2=b+VKd}!~2K_ZC+i!32?T@{4f(=H-Q4s^n)y(SUtLzB-cC)&vknlyyILU${rBIqA9h5gV zc|nOqExTO(TPXLc0ECi?GsdW`PI7wt9O4Z#bp5ZX-+LdKO)$juM!&dILpW!K{z6u& zZdw%_`y98^95|DHH;ugl9f}|zlYTg?FsHW|h z{~%}VvBfiKnn~y_UC?~!j|W;t9=4n(=H(V4A-zVGY)rJZr8r-}MDv8>?iJ}#To+6o z2n`hh2s9B*&w|IxHrWHp&u26@!WWSb{9TQUyT@d0g*i zqd{b`{+BIh2x-tD<`-kB8)*~zY$k~ztAKGqsOHKJ7~KM`42A77FZ5NSWi29t6}t$o zhtnX@8Ztz<31m*U>xb~|)QBj>xFgvX?q>oHP*U8Z(Y%H!SG2;Wh{|r*EL2&+u;59g z2;B=LWdqCcHZg)0YeNG8sy%q3K_P4KKoUeG7{{@ci(*+gdf%W|N(ZD$0+kDMZ4WUU zAmvYGk}3nES!mM)O3iCED+C=D@tiSRl(BE@cD)(xAyzTiOVaie6fl; zMkjTmVai4$Vi%5v;weZV8JjzfnHb{-Pt-c?Zrc%sN? z7}xbd7!UtK9GBWWIOriob_7pp>V}LCBA~OE4T?%GnG%pG|@U3nrJ8+ z%cGQ1$DP8${6|}gksX8%Nr!Nfat|z`|C74qk@5GD|09t6UVTrVtirJ*VWcT5g4|wS z!K$naBcH5Mh&}42$ubtQZhV}mdTJBl^VJ-#&>gTde~|Jb{`oGl#ZA((#?#d2MQ+KL zL7xR+XG4$mMusF#TrciE1L}1V)U)l6O%aJN&E(EIuz2#}JJIp32iHp8^s<_$EgZCt zMVf30q~B5+xBVZ7c*v!j)ONxAxqkn;@_WiZ5ppYUips+ZZe?$)oycTMHd0HK7IeJS zBamH%6EOl~G8q9AqF6Qoqh@zx->}Dv*`z&@`21!&hhhi1vBIR9gYX(m*scSE%Lwp1`G9Wal zo~hwe_-COnlE;(g^9inIU}!H~!*FWIRfwoD73ShfC3pZZ$`Cd)lq?3%M1l0z(%efh z0B9hfQ2A$Lkqv+CAAXm))B)cyr##l*5@ z9iLy7R2b3c(*>7n(hj~LUtsnWOmNqIij?e@6t31tDb}LtalcZTrLW z=aZRg`Pl)ViO1!e!*!1?ywRJ-LClhrpuPL49-3B0HO$;ada{{ip(xF_117Vuw?C|V z9o~|nc!~*2XiHTXKhRW0%=}7UxuBS9Qnxc!rz>Ym-_AUoozU2*+)kz5Ug#FKCF#`j zE$+J48h<^U+)|r8~s`{M%{b$w0*AI9GSYJC=yD{sH z=3@CaVRl61r&A7(kVn*A#dY_Z6cdSjM|(l0k>_HU`K$ZCY>W=B%g$>{CNK4=7UX!3 zJ1eO}c??uoRT6RK!X0XSf_501)V+U0ZaNm*FXiy^Lw0Hs-pu(gm8x_~HFBt_tH7Hl zS?r!zN^)W}o$Yc0D}4o! z(jjU4?!SNUXbTr_=bW&=h;(?rB@}vXEu!esfVl2K97RcRurXeJ^pSA|6#*@~k}vj` z9AEwE`gOhGqQ(2(4c~{}H)1~KooIkYLJj9@R=0HBn*ZLf2N$}BI{6`sh`CLcJkwf| zt_7^6Ad!arfo26{prKSwuC(K~m{pGRgfvXF-V)Ko2nbcxO$J@ z;%^OYK1ct3`4w-`&Zp=Sb0cG)+C4M>hsdc1Na&Fy<3(}9r$ayQti0TF^zw(Po8R|1 zUz$FQMlAVKrGclW=EZ)?gP%+-Tu9FXo_E0s%rOgUBi^g(h9C_p2#ZslfCUr$qXNJ8 zKlLvS`321{TcLf@o=#_4u^@R<@pNa{_E+s;(>{ATW@S|MH3KFgc;QCgrWmInyBzX z+{REjB%|^OCdWv@b%Y6T3>p^UaOF52W~5MP4=(f{GZCS(t#6Rcu|{=AY+~KacvC~?Zch%w%(EpN3E zNpa2z-YKi_+YcRQuK`8WjCa{&#WD4zhc7@8mZa!)L7DTczY%=7Ksaq-!#NL|`&TM? z`;Wb+`M21E7kBl21(Ck?Y{{GDe0}G(S@FwMQF|b@fR?ki?m7Iu!Kcsb+ipJf^}Fq- z0h}g3>urC-nZenA4KLZbgo+;dRAQlqUxnJwyaYTy@I7?>^3vP6Kdz!c53zne+ejtp z{BSG<(9P+Alz1A|yvs|-l>YW6VpQLk9Vzi2EtqT+L1u-IadO{Yw2+6x4}x6ONB#=h zBfoFETn3^~5T4({>WE#hWGGQd1-bO@1)68gIdD$tv@-S<{L zn*`nze`()dLwcM%53*uF8UgQrK4MG}?x*9Nw6_R}Cd4ivJf)%A6to{$ksBcvMP+{m zUTec|&ERvdJYM~{_Bq@K{E>7BB1`62)D&^h2K58D7qfn*7}ZkVWmX*y;j|ibP6GC? zhD+Xme0%-z-vQNc8rW0hlXjmM?R~@6-lR$M`jZl{`0iN%?gLB?f7K^JR3PN5y98*2XUG7(cXGN*UgS-Q}+pZ%0051+D??|M#VY^da~` zlevq;-|J2!+XOvnG8Edbg7pSriGy>Ff$NiYXi=UuP27OXd-f!29 zy}rG<{zn%oZPES!qv4OFh$N!M^MENHWzs$@9pvsScQgCj{F97NkZ*vKzHRaK>qDjF z)}KC}oaa-Y>+`JN`Xu=`j6U|LbgFe~-Rne_U>yztZhasJUD!f!m@2!l*}Dk%E!*Vv zs9WXkbgTo+rgi^SN0M;Rr{1#|<7a~I+kQJMu#B-~Ft^^|nrVpn@pZtbooN(!OysW) zkF>Sdq-Y!;Qqvd~^9j#6zI*!Le?g%Wh1EACaxeiQ8CE)H+m`I!j&r^^?!D`wcqE`) zIDXPj3-}Icg_&0H?dMP_M|F2{QBNiK&VN>^nC*Au*4vf73ug?Mmw~|#cV8EXcJlA2 zIUrB!`J%05g&ChyB3ING58iq9bHN<=BgN=TsJ?->eE&ZZaDYU&w`xU}w?Vi>K(r0k{FP-^Magp7WbqxPQPuKIMr1K+}q|oXO ze??06{E;a|9Y951K^;FZF>(8SBAI>5AwdsRi3UHs8tPdAKBST9@T3GaK<#6m``ko6()_(JK0t*R*9lIlbwgE zx5pWmAt>V$=5WJ@ccb-~n}yQW(5W2a!f#y~o?O-Grq6B^feTPROP36Okem@bLEeR` zR+2tC`$HLyL+#rlg}vk3e?R-**F_Ppk6s{h5e55kPH6^??`i`tp7WA|_DSs8OQwfK zm!y0yvs!*6?M*NiOq5CvE(scLZ+pt$j&uB_(5L2Zky=l^geN%8%myx+&W- reUL7EC0y&da_Z;BZS6Q>k`PW%15qd14DBwzPqqonHZk&xf8p}~s;5%T literal 0 HcmV?d00001 diff --git a/data/kp_mero_euscape.rda b/data/kp_mero_euscape.rda new file mode 100644 index 0000000000000000000000000000000000000000..83cad347f4ee57c3ba16122755dd1c67b71a7a85 GIT binary patch literal 29673 zcmeFYXIN8R(=ZyE(nOk6MM~&J=~6|ch2BE%AiXF>x_|=Gd+*Xo2uKMCA&5v32vvFs zN{iG`456t9@8^Br`#ab7oge4#xz6O;d(WP=*37K6X3uI9WeZms(I@6SM&?#Hbz0*3 ztv`c*{`~nhAc)jw1P}mdzSYta-VUL%DO<& z3TYk((J$qQ)F4x2X&u5pG$vzs3MQ-tKR21x`QlXo$<`gT7APsG*j+C$QYr(`6Le=C zYw|sQS|Mig`h@wf4)(=*ttV$QN8!EzJdP zekG03sD%{DTa|^n#*k-|X9t@Yz;dvuFC_o~{SV|s?9QLzk$@iJGJrnd`WCqmN%}_Z zIGaX0Q{}e)SJH{0GCn$Q04ZhbU)#U(y1b|5Cy3*Hhqog2%Rx?;f zBJvgh@C86L{U2&15U0scM@#Rjpq@4HH}iGN006hHu`1vb(!LTtFD|7!kKK8z6GBR= z7gLRlzCKaV)8Wk`;_)(am-zWcL6WU3o}Gr6jDxIpvRa9)>=uAB5&&@9xxPL`_}MyS z>2LO`GN+iKzFJhjcQo7Tba%2|X`@q1G8p~LC~?3k*Qtf@XFwGDHXtAy0n1jE=@RK~ zD6x+!F`0rs6f5Hc01WE8PV%-QsX@vqjNP-^IRD2$g|)cx8n6Vg4(Hg}9J6MMmx~% z2Z>au{7Gn=4iQo~Y+N>EKBT>BB-A%Y%Eq+fMdktQEmY6?9YYl4L;d1j+4g3zBDX^o z`cLHJDjH4)b`75?7!*Zkv_&`NU0&(m`EF~!jAz5RGpWFGDNqWxDqeWNK%C-H{Z(Z* zz$>{O@~yARoD=aa4xn%| zZQ5Z!Hx}B8w%j<6PrSIJGLd!BgaPB)3+=rx3}nNbK@U@IQuUz@vpys8F-C)IFTOMH z3~7%gfcB>fMS%NA*Yf3=@ysj-n}Dw=TWZtBv}Ze;YUN3`kHhh3TRj-ueFhJ|4E^b) zHm~zKVSuzrl|`KMLEln(g@KVMgM@1my=syJ@C{Ivh6EUupr6Sj6tB$*>@`wK&T6{D zqozjMpQ)A+SI!Qq&g-j^c%7#`$wHIXUzs+c^H{xsy@1C7$Xr0D%;X@hX23KrMXW=> zkgVOTk(SP4Xs4Q=NS?#Nm&s?xSE0rSB~bxUJBmI0bc-@lJ3Yg`cHk4!gh2u&11X=V zSuFuM=RjPAJD)PO)U$GaatUL5zJYQnIwoN<)d~=^kOf~dD@}!yP=T1EBZC0B5G%2P zftnO=8yp6=xPp0jfM40}b-#PTbLDLshq$!}?JkLtv=Wo*j!1-erUS?!ksKBH# zSbLd?DSa>4GcV&I=Kx1SpV0Noh}Elo1Ey&YhbAu;E(^Xk3D-$WwSh#By`?O3;p8W@ zc5R73gI2d|GQCBT0qjmfl@wq3K<%_^8-*E^X@aSOOd^4pUX`ZRb=aPARMk;gjm&u% zOs}e95ZCnHAU)#`+aJZ>YFAjqHvTs&cBsYN61&vAq*W%>=DpXh%ueTt@HMR|M09YD zWP1JhBDwIi+*t`V*L@WXAEim4b6V=(!ODJeU2d07_VehLMOvgj+bM5wHZ*k3YmRBt zSrVrcS1JO6B=W@xDF;B0TEzcvu=Y5{1Km|Cz=pucjQJHu#Qm{9{Z)#JOelSY48d)8 zjglR5fA*R!tdqK2R4P1Nja|*3ocvCco=N^ZGyi{w!tjF7Pa^dra2lY>C<^6vwbIo2X#udDg7fn$!3{qB)cpvUy{ z#RtWP7y0Zpaf(m0z=X!Pw?b7UA%=(3boz8mkK5m@-8OxvGj%U0L8>oRgsWZP#UK0i ze?V33{Q5Z_Pc`{tY(LXJQ%B5sKexz*qFuX4Y_7U$jkWtl7d8}q%GzO&F;%9lv6GO_ zjB=LDo6flR&mjEoO$NOyj&@*Qe#KSd+(MeE9r%BOhg-!~mx67^9gNakKnm3V3C4Fm zmH?M2U;Nzsw~)hL7O2<1(=|*4Zo0vl18JkEy`bOMFaS=1|&)IwcVD(9(gvu?%dgU z#^JlW6x78u`V!@+4b;5#z9$Vx**tZZo1N&{HJaQ^OT(X0v|T{wRF%f@Rw%35kbtG> z#*-$>9|%*)W_R;HDpP?U<6aWE0gCwZs6ENtW0mv>CrAlE44Wdf1XAY+1Q8(*eRDjO zl|RB|5PSC9w*M%!d)5DcX`cThp!hpZls`c77gunh{EK6SN-v2Qc<0a3w%WDG;(AM<`9yLC${a2ZPFXTNGan8-`x*H55l zAE855b+4?f{446eF~R`ZQTJQ_Px@SUVI=SMN6jg@;-a<_JygYP3^!YdOP0>5C6@%S zd{TzgJ<6f=(LUaHH01ggRRH2bf>v|MyySXa=v`>c$?G{1wHI^F1nNZHt$5ZBa2-mS zB-A+s;p5?86&4B}eH#IwBM3H?nyC44d;u&N}9@py1U&JuQdn_u>3Q9F4aoW7CGKfZi2d_d%4 zK+oYRC&UE|abGC!=twqB6Ay)bc^G(u`3 z8ZohGWT@HTNIdI#TKKuIzQV$%O7c-B{NP|^%$E17j9BN!OZzly>gw(3rmC*uuBXzs zLGSWgWTa&V43~1cw#GI-YH&fa~`uDTh8nELf^FCL9>Sz zv@{yXiY>|_1ai48OkFH^E?Z3nyBxev@i5{>_)yX4@J@58f~pN`@XU&fTw7avyQskX zPdBi86N$)s&Z-E=0c&IzWbAV` z6Z}V!SpAs1Pk`sH`$FJSec^%GnC602O?1)0&^woB=x-~AwvsizZx}vfjN3+IIO2=j zAwJ2gLgq5{)r_*ffLSuOJh z>M3{GLI$fN)1->ID2bWf;JjK!PV;$}~y%T_}-!oKmhxJkj*a_6e2s%r~C3Mgv8ye>KyDOCi zx*A6sFBWnTw+aZax9dMJUDhe&!7>s%%zQ`Cf@055#re`sdnEx2yv5vUIZK}A1rr%= zs!S<7bT{0S)0YW*yr~1VgbB-7rd^%YgPiK(pBRXOyUe6Rlp|Z!dDWgRIcZOGbjSnU ziuj#!b5x_XRD@|K`$Ynus5W>LD49i3r@!a<;RN2Igx2N*`Xsf?5JW&hD!bMPv=i^p zv}H7uz3*7nR|SJ7o@)5zZoE`_=Kdz&1Ig!rC#q_i-9;)7J$Qal^rQ*;V+iu9Ats4W zI7oR$a+-=UjMwYqtEc405L5c8!srJHLW`{*I2n5Vh~gfxF8jDgL)@J$%qRnee>+yZrN_U+-6a8=I12k%;K{Py__8!{iU?mn#6^Tm~y3B zVG(jCTVg?;H^#!{Sw{BPfc){smX7u8R_|TE&_}c1pe<@!`7Q}8(ltV?CEKPCBoFN) zor5hE7Vn+bqYAsMsspxWD8HLac1i1Khz0MUra}UP%X5lBz7~6h2kPVy3R0eSs$w(g z57W(l;;$LCy?=g93&2qEl(OA>nrhQg5ql!2#&+Ao?}?dQ)iWXHapUz2KkH#>AA|6a z%(>t=_XS!@lHI-VWdXk#ObH8e??}f9lPq=Bxmfc~ONO`ZxOm~Q6R|NCkN@y9G9mZZ z{8=eCEj2KMZ_0=Wl#s|wXT<(qd)|qOGh?WNzw*6Wxztd`klK)1A2*%Ul%@M(K2Osf zRWH1L_O=(p8CiFg{%Ea)o1>Ywd0bZG%zCwkKvD zUSBO<9JJl`D`%939O~WUETIgp&?))~5oo>KnXSv_+=8Ti){Dw!lhZ zL%(*nL0>3nwY-q_IyHe6X(fa2qQGF4hOwNIjq(-YZZx7Eff_*|x*(kp#L)1{tr_c; zm9~RL>EcuTSP9;L#mlmF837&HLMvGh5 z06KAcsU`e+*Y3yn8nF^ZCXqTHaH}OS%Y1aXLG42~ugQ{}yqDXQM|6Gtwx!#WXO1Tb zH6-~}CI#CPd{R)2&#GVNWxW4&`Bmww83NAxYzxe|Tsk`b943z^UudIl4AEXMRif70 zWm2usQn;Xu4#b>Iy*G{TnrlZ#145XPa2dock*;W8Il9E8yqwjuHFj`Nd(_BsW>pc= zQI53bg@!Eo&&hRGpmz&PL=IBlJ}~8Sz@r%O~##Gr)&_2s05S!5zu@$ajaT z3}uCdUIsAgPdxli3^!)DC@sx}9cJ2+J(WSCyK=lqb+0_@`Qe4lv?GpQZPagW$xDMy z0vC1f=1iHztV``D(MlCS(R1y?0$gZH=MOqL8Ir1E#sXCgw#-Z;{6LN>LSSDOC@O2H zGAEZHHj_?ti97xoyP;uJjBvNWCq*{+vq-m;)Bl3pq`DyuD%-X%GIC6!1M;i#58#J?NAC@y!5*yDpt((oPOJ@E| z%;X6knzJb&KAs|Z&mq#{X^jiRbpTr$l3U+t+4~;smOUJPY28Yw<Y$s% zDh1#>sE;C*e3iIkXL_=YRVC7^029?Gswej3xi*Fw(3reFTIM$oRm27KOLAfP4%&U= z78V@4X@}*Pq@nlQQ?k5@+IgqrjlAVvOeJ&0(D$=NYZlXlw$|yUzfeaY>6cP@z|iNw zjcV&BIxlNqFMZ*Bw@DKIjqjL1eVXL{dveA1B$N@df@1+kKYkytGB&<0biOaGRNj=V z1^TUM=~KgI>6Jfo{zqj%&2(bQ!s*$w8xQNPKg_gFA|Px9_etXQV$zb0xE0p=&V=e7 zWIWWa2k+eF$@JsIi%LJUWd%bvg?NQ@B^??hdc7UIOmvtEm#gYB$>ZT-Dg0k-nOi^e zGJtDHCmfpVt5tjL@`ZR}d7oCOc<=~hLg~vI&@qCIR ztrv6E;#Gc1ME5iuk^aS1JkstdQRpM}8*Th(bG6+;s9y>YtlEVz{CZbedw&Zhw?QThy9INTo6YvU@0z<6YH1RiG^Rn&_se zSiY!czBfxUm(iUfCY1B=jH7+R0!5kqz1w#t+6>o~7sLoacM6!O*H$PvULVX6ym&zD zbmJ+o7R2{0kF`2IzC|LR@W&%9j`B_J?D?r@Odq~UF{*x5CH3^u2dXicDs4WOD$*{X zihfb3DWtDcah5&Q1uEhz4P6@A$7yY@M=3-;9MX+6?my`>lmiv@uc78CPd>u7iFv3V+ z%iYt82C_&&pZh>foeT6%^ev~=hb9r4VJ3!*=&}x!2yLB^{sP}ESXQ%@MBfiq!GIT& z-p_MqN$%Ux2S%yK(T9~89DRy-P9IvEE&t5`OQ1%ejv~1iX>e6$Ft@bw{c{A>Z|toP zzK7qtFHs{8Y$PH9tef)r`MEwUZmawoC=|v;ME>Gan4h@#4d-ic+6Ui5DeZte;Yca* zvx;R~pAv86%l*yje3{Ov-Q_Wv#>DQfNtx`onQ-VmEiFOeDa@mEx%tMFy-lf>7!w;^ zk?oq8_?Ha{i#Fa3aK*>+rY}FA81cN+W#caodEvOOw(WON=D#rA1X1re0h!u#ZU?tw zZCUz5O-v^DYoIA7cb1k?<-pw41`DGj7$1X;#_*FlsHMx32MkN&Ha^J;Aw%N8q0Ei* z+qetOL<4tW)mk`1`LreD55E2XpcaV+p75lI*Zpg$0{@lzmt<|Q_&?bfJeYn3B=)lz zUnl$*hxyKmzkL3S&?Zv*FE@ALM2Osf=esU?wUaX6^}let7H<6Ve~LmG`Y*`ko50u1 zQ>HENJX=Y6)%{nMzZ?>$QvOQt1gmG?`>XbR*L8A)$v={9D^m*pQu$+I79!;Ka7tZ ztN+&Rj>G)Npo&?i3_}o!aj=2AoWZNy(eGo%)`NeGd)i!Oco&W}eZ6L2F3z1$dv1WP z_*<^+fxFz#=KqKcclwXYwgsc;>ENN|e~P27X^ejNq(f0(wh;#5&ALwLyO?}2mDrvB znfvZ3S3v)jS~w%>uatv)UYrpWUE8xt0zAn>ur=cyTmGe2{q5;qZTgdPHps=yh3+@?xZ_! z3jkk(fYE8Io4;lL?EUV-l=uS^MyHHH#A!}x8TWjzR&ibUInXrdj70DYcX@^eh{&-gVNdN;m8qNu#OxT0Y(Y2%-f6fw936Y~!h;3EsfCEx|Qz2t)%k z%#L)l!i>VlxWU{i*&r~;0-m7)SIbbT%?2APYj~fXuRivEA!D5VpC7^;NIL`KrpdT_ z+b{fHAP!cE^R@If;vE!|<~p#7N^j?GXP+k3DE_?h$}>#rqP@FDJg-wDCSfcPk~iBq z>y-pX?GiH^P43|oUY^kst%D6U#6ouNRT-yMbe)D`2glFZn$|r}$bgW#88t}o2@n`F zp624+T%b#c~sy|@UIp8oSo8g z?L8b2n2aA(FEv4aw8q$$+6b=C&4zm%qVeX+-j4`jK2coK*DV6yT}^#?iJ#oJy|Y0y zY%!Z*i2`P@iLZYwXgD7w;M;9@2Q2wfO3l&8fL+E5c8_5^NCU|@`gb~a8@d*!V5{n( zI`6#qxohj@rJBPWN@uW`S%}rMM=6x^Q|bkQCY0LR1Dp3t(;r9ZvZ8;VbAmXQ2gAc& z=@kZF9G@@p8LfY~R-0+JA^h^xS>frmu(Tie-3HfX;70A8FTN1XIu7`WDW+6@OJnOU zp$Zbb1EDp{3fgoDJ(^1j|AoVJpX}NMb~bjK6`W?%rDbS%Kz0=sF7Zc;_%9%!oE)t1 zau<`hMmH1q_Z1rvezB_D%t!n>ik*VDXHH!O2w}fxBE6eA*44qlJ7<+atNI~_Hvo-v z2wOXyn_=Fu44Y|nIPLG=K)X|of|_-+ZKqfJcgI<*r$8FA$Auv zGP*&1NFBfHkxeuXGuM!+C}_XNcAGkbjbqOI0-L#Nsaq>a2s;9kafZGPN(2aLFMVYC z*aeQRb+`~t@+iz?9`j0K{1nI9W?*pFVWs2)L)0n1zLTcq4DzG#itLLhZ!2qYa7bY z!Bm^@^}&e8jOQm|SMKO=^XAb${BN2wXPg zthLJ-Z=<(7T)Z!v8xEj`U+b`5^;;gPFIM)4(Ot+b3ipsxEJ9$I#C|_Ztt1?Y)Y;({ zSw{M|))Wh!+&R1Y9YM6Jlr*G0oa4mvj91=xmK;a}x?`xMl%{8>0ivQS5&vAY&W{>Y zd*ZC={*33nF$&VHowq!H*?+RIN)6F*DaM-jET6rX7ikz|8Kj6 zVZsl;ow55}o8)t}WCP|^Cw^!PeHGY&44T|bvDfHzzcvy6Ny^1H%qfOi*H)5wCzY9e zk-nf0m?@#+uRD`7S1K2l)#u|s;hj$$(-yjJ)vP{g0|=493+d71e4xDp0>4}hOSLIQ9AY~V8RXJxG&8& zO`|iEmo_b2)M6(j)XGUzE5gEFb{Uip;EjrRZr9KSm`|>&8>Iuy+4yP8zBs?`9lEwJ znOU#dke!mG0PhUqR$#`xdjXyS5UHN@TqRc;-+RWWjH4!(uM##`EfqWCcwO0lz|2I5m?Hh zLxrB#v%fO7{{+0RS|BOoPM=h~bFmsR;fVlx8lwi3 zgf`%@`-4JDE^YuK1qZb6Vu+z@S|2cj1*dFV@Z&xB$HdUJw+IwZfv<*NyK5B7p~ox2 zI2ZrrBVjPNaoX6$7=9(?J-q9mI*GYboLJ$f9Dd?lK|Be(`fPJhTz5+6UE7!#RAvP+ zFy?YAcq?>^=ngRU0{)I;=1=*%sK~fKWp%$uNl`|>$cm$5Zd&SHtnE z0j>R;Mr9VT>rIruuvi7wCp-fG1=FBp7h)CNyv0V>XW+H#^)UoeSMS4=?81T#%C8CE z>G~VPP=t}}zQI!^Xk^iw5o^^Y0>5#`AvU@W_DQlrPJkeoqAFT+2-1+S3~&MXo|piAj0=qt3IDHk#oM?Xio2^45!{{XQnr$ezrQ)4&%D?yxOt z+tb&9iPqHvEDBWz=Sz*&h+wyBUGLUTym*So8n#hF_nH01zWboz)bNOZ#~4ueRB#<3 zqf`GKoST{0>GnNPP7ZEra#0m`Diy1Wii=|XuG?0}PWrNJE^$_H{kBw|{4C*lZ+ zl_KWUYom6Y-rL@0ByKk{r=p0N+X_bh8YAm}xP*{syX`>T-_H?6=G?o?b1w7CGxU5H zVUc*n(B5y5kkjpD-><;-YavpzKP?rM% ztu(}JPz4l5@ETj(kH|c^2;2VQWo^XiavFDYCMiF^L_IYX(;fL@*(zmk&2+VY z1JxtD4vas{yfxG^)AAPau^9P{U`~^m3KxEL;(u#INos=7yp$>l#ePHQKp$^Bm6e zs(k=NPz{3cP;cB~B;eNYO<4rSmN5(<1_+pn1e`Avv>$7uw8siNuESe`wYz@_U05i* z3i}zM6JnyxM{t;*yELk_obO}K-QM71^E(ZYfrnRSfRg4Eu(M6Tv=i{K07#CmyDTsT zH;cVN3-X+u$c>&o8aWBUHvFX)O6?G+Q6uyE>QMmH;+IWA&f9Mkzm#OW9Z!yZ zK7bgMcwX2ElcZDD)%)8rU#)H)MkjK5NIKuAy4YpLH?D+at{KaYTF7_p*5fm!DzWCp z>jO`PTJ?(GDZe~$_V#|g#K>tiSYV0_8tz;TCg_aHl+h-8o>$o|njAE2X&TTy%4Ly5`sx@AGvGo;qOH{O)2Kk6v5`rg5-hInlwI1sEi7MVobHyQYr3XgF5Eb zO`z<0gf#uX@Fw`xP%P5L+Q$#keyW7tZhAp%+~D1G{sd}hS+6pB^ocyc-8=e+bFEis z2S=f)@>6)>0IZZg7tXu7fx#Ti#DUoTmEA)0?$gaGfE~~;L@sIJMTfbPW4^Y`P!C4Q z1YiV#UVlWSl6V7d(YsD`(&Xy0DUIU+XrFSY1LcPUjT!p1T?G(y5|3UA9WG$a&C-5Ap-Sc-$9R#d~bi@tpU`=`S#EPdb}6TX^jUso&(8GSNp_D)pOq@}NDDmFj+D?Qse4#3XNEQ`%OJ~w5IrG};s`cKOY`R-E3_RD zW`0C_r^`^u|BXPHk!cz9jD;w-fj%F8bE;+o@EEMM^{N`VY%ycZ>7OL{wo&$k;12SOgU^N2n;zm#W2F+(X z$M#qrWP4sJGX=>)xV+y*dfFLp7bf2HY!q2-JSG3h^_9j2y?e$J59ncPwuHcud2=Xn~Qe`^Hr4d_E@24a2(w ztZy{;pEfQ8KlApw;>6Afo_KRa0pjRF^)0pE6gfWXK`(!-0A^_H_0z-1t)3%yGKX|U zZy0vGcY9f{3Dic#8R3qd9M>%Ad?N1mae^tz1M)nUg&_Q^hgkrHXn1VDLwK#yoU|L6Ng$X7Td6 zta_kpbcZcCIDK8k{ovq0fEpmb83WcMhtxWAky!0x?pU3kTt^^zZFc>gN{}VF=x!2f zM+!h7wVPm5Pc<2)k(Ezz3-!fCT^J>Ef9Q<50Hor2|G?@SN=*joBhzPMKjv5Qg60eC z#lC(D*c9>HIH`~GdlRKm)SVUpxpF6*u^UE#Iz;Mf!6l9kq+Q6iQE6>Ii{UUuYur1fl>{ z)Ql$DSUt{jm`Nb8WD}X&F(N4voYk6H2(v2aFlo8y7C8uol=vk=(dRcqXLcn^VEU5i z;a1JR6BoANz-7T8Ts?f)z`2XJ-f(iZc%1QN_L1dGGWIzTjVxZ)wb{Uf%?It2pIUbGrFaml>3u(bdq~aC)UhSmxO(|V$+Bnf z#M?V5xzX;p^7i`&3yFAs(mmzJwtm<%Y~P7hX}Im`cm%7k%oRJycK6jZ5$E-cA@A6( z#|9$YZWMfsUt7dA89;vVG=JSnGqN*y`6YD>f}vb+syxjp^TP;^KGw6t(0LfUBDK9Y64-|mn$%C&iFnl zVKl*yP~7;}t4LXfke}TgyWOESLt2aaoPZ*tl?^pGb`?&js1maE(VIJS_EwLfvQa$>6OYgKMP&4|?7-;HQs?w;hm5M=;AZ9(jESG;&2aL2{~O#QXB- z=xzFlK$2s*qKY>EF>m3k_N~yLbJY_*pLXo`RehU8>G&9tO&kSBTbaz2=x-99F-K}! z;>hLsr$Gx-T?%_qW?BzoPz? zeRf{@co183kbyuV>rx|NjLeXMrX*|ax+5eE+c<0*dUKype&6DwYuwKa+tEb)S=Z{T z0&Rs;_M3r|Y>83pKWGrp>2`J^$%hInoUrFKgb)Z4Y)p_`6D;~Z(yMJKC#$9|hIjZU zmdXw3t=p{UiJG?*GkU8tZhl!%@0kqU7e_s{o?S!r{{O2n@X;NAI&Gndzc zkz<96Gx?pL!UdtBhM|+4FOTOqZAE-+71k02TT-6yH>~G+2U50)K3;zHJ-e-q%K7wpPWc_aR^=wK5JkCo8Hl)l zXT+|}?XkwIEDh?r-oJ?2@D;X?bJzyW$1Y93&OS)}__W^f4$U$nx&P=)WQ+8wgwMy& zEzpQ9<5(Am4Ig|2P0_tAaaUd*L((pT?3ib)y^)T7M+T&PM+O;XnhWdSSzDHX=SYgX zZw^n2fm;GT{P@5s^ONB2Tw^h1vDY%m4<$~TaeGG`;q4DmhXBuCjf{;+CGww-Rc_Mk zu`iM`B;<2qix;e12U-e5Ly+AyEAFd)SYsQIezrhu9WX-=a2$BDJRnMc9E037nf+pd zJdy8*l`m9m>n-T@`Gg(bGBX_zyln=Q#M0+aTFT>BXLz{14m5NPiTS9)yYHz8sn4UnAL8$RlzVIppuulAUk?Ur zQuP!|(C3Jb>$u!VIQZ`{^k1+MWg{^4ca?g5l1r0ss@2c(&oUMac0F*A9FA>qZ>1OV=fAz z?O{o42$VXa_0$`wSv-qVPS;nB%}j4Gq+GFzlujP-;ADt1{}kMMLr-$9Mu#(7b6Djx z2cqmBDA;`2VykDr^8ug~7v(1omZCixvs^hr9b0b3jf;<9j6)!-wX!dHZu#3Bshf|a zgU6o%a-Ho8d;{D&@nO93Yd>9_keSeuXTrd(T~p4jJ&c~Sw6rO&n|nX9bIEl_I(#LA z_m-~~J-i*HX$K%yy1yk@^H#tgy2J{Nk&-s|a$^~CYo2J^Yk9gxLaN%CXF_Vp$M|dL zMGx(Ft>~Uywc$SRCepvd1ODP{x5V!1cmAU~?Xd?DQV}dAvs|wqmvA-As4%cQQ{Q|| z{edX<(Qk`b6#<@)d3tm-&+E)^)U>Ufw2eN!*zh|8W?5HEvUZ6Xu5?$(XCJ81Vy%FO z+}d)9^&O{xpOmELoX*ZlBb zf6Axk=LXc5@#n@wbDK_0WI(zq4$RBqpl-RNg8Fqc%8`pE&-K~%;n_-f<16*On?KAN z7nH-o#!J^$W!7ddPkA1M^xvxH{3RlKEZy`osrx;*$?tBzE|=ZHm1IZR4?im@9eI`9 zDI#HktpVQWUIj+HfEvqjam#XA4SCPaNpvM9+jw^(c}ZM4csF}tVM$|~!sRD@xd^gw z{5faxCMpq+X#_c*qNUCVR`OK(%mAB5eu?M>cnfyTbP#5=y0-+5N;q>?+b>Q3gx`TP9jFM4#p zoo14?6|lLbMEGs8mR79ovy+pJMU#lUzpg;v_cvOC!M&2*rt4f)Vyc6lj^Ym&Wm{jF zMFo~Xk>>RyC(Mh+ON@cu*CB~f$?GAHpqS`Cj6@Ta+i_imh#HJ2!$}-R2Le*7A5}-(5}l8yxgdReu6hZmxkbcJw7-Gh6aA^|?f?!l9>k z9Oin%tC!9T3yxL}PbT6}Qht2)GCkMcB!crcN~x7dl&#C4@AN)eWOV)KuyhCr%c&=d{IXt9iXw+kBzK%jZc?oA}# zH#qQnn2^UQH;pF3mXLlDq^FUy$lpEzBaX3KC#)-na*G6}E(Tp8Hdal;1p{?9&;xkB zg7dNaVWh}TbAfAcnt(q29TvvmA&uufk{kszH;Cg8BDqQJoUMvKBMoOpsV@;B_=Rkn z6CZzt`XafW4R?5hwPov&Df_qpyv9#n&hfuS1JsD>jZ=Jnc3@s=pxfR`NVXhozXYN6 zfAaar;_rS*r>quZRaRrZPBT@$Hq6i`#_FzaF6+0FDP?Xyb)C!_XfBvvIb5npzH34y zl-*?c2=*qpdXA+PEvp(II7v<#Me{fhK(BbRdpz5|X?h6BT!r5KIEU)y5nrFh<3d+s z&g;T$um>b(On_em0RHeRz0}pCkJqs*?Vm#}zq(x#gkFYc=NIm-GmHgllZ*&ijOag5r8f0e;`BRYL*O{P8A;PO-W&E=fz z+%kKM?}O!5iz&l%O7MZ`&Wza-1=Ei-Se#dzvW7cWKcti1i6sbmQ%$2ZlG0$Z#(y}-2 z&g89SQt)@16ZF}Ym(5SL(>_XS9uYtXpy)kAyRwZG-1zSX0*9%XM`6ZDx-z^kb89bG z4BPZ&p#Voi%{3o)S9`pc2F?*ei*Lr6+Pv*87Oa0+jfY}N9?Z53EY1t`h})O4Q?w9D z38w?-s3}Q%iS^b`9-N$;Trbh%wnOAFZ~ivr^jwV~<#x^UBSAz+aBK!_v_%|ZfIuVf`h~zeLT5ZI+n!zOV`N}HoV+o19Gq!Pk(!6HgC4JJ&WI=&W)s!eY20T% zk$-4mlMn2im3O|Fg*x0-9sZ<+PLqyR*A?*T&h}B0?w=67EB2;|J-dK<`2GC|+SU6k zO=P?Ux2bm~81d7W;~y2FgCnqK+M-zN{J;D>O2@(*m}3+^Jk z#ZOB~=Sr>o%e08X0}Vwu;76hd1b)Bxcpa|u$|p^_mXgMRYb1`jaDs#2JCGbgB>s8? zoj4y2%zi3m^fsWxQhsx%&A)SsS4ZyleRkg;ooLkR|&(JpV1~Z0zFf zx9k={6p{Ex-iG~Pw5CP3rTDQrq_Kvh>|f zMaD&=!*rg=_Ye^kKp8pWO~Cy)=KRbH?C!;`1@2(~bDSr6&-+binwKX-S2ZIt2SwFd zc~0osr>z~IpLdVZjJ)7I(;evw7M~`Z#q>J;9XRqE7E# zC6P1)+rM)*F0LszLvCkwt1qD)Nx13!4Te?D*~!57+(@_dk>7V;eNc?+hOxVTdF|7` z7=Jqv{Eh>dK^=8;Wo?5oem55$bbXFZ)X;G4ba%reXBth@z5brr^#8rB=sF^2r3-R1 zdw68G|4w|b9WFdL?sJMq(ZGYuKxrRST@MSeNvp2z0SJ1hL>q158h1HED4(|i6A6KrPoM69#_hn)&ol-Jsq^ddKG8^=&Nuf7vvRA| z3V6?&m=LOz-J&Y`Lhd9`eK)S@IYGJ^2ed1;)XM=isAX$m4sL5w+}lWyh55!Qbfmm^ zd3yZn2J!%J)%NJXM-dgfgP$W}Ps81AQ{cz{Nj z7q5I-6+r9y@5ohh$aSRnxi=c1%AGfhIcN_qOopcv;_VkZhZFfn+W4w(Qr;$gbQ+a`%KSzup-; zMo7Rv1m?_CGAvoHn17Z`fbNyOxqHNh7+7HodMjO?JcCNkULmn|E!%&tS@}|2Rm1cH zM$Y)Ojo(JAd%M{rMzBUEx*=XJx7b>qfushJgR>0wbM-R^1+osLD%2lfWJ#@;v5zd; z%WYro6g;Y4m17Q-TW*;16WQ8rx;CC?`||nba~`(OYC}y}R8DS(G}n9LwieKf zGb7OlQ@ehhE3-n(S=C6{Nxd4>ZulHj z7z>Nt&)xPvAy?XLawYTbZQz{)wTq?U#pQ|12m8(tXFTyJ(M)mq>1pe>+Jnc!4t4-*4-!OB?CvAYR!rRl5&o{@x+3>{J^ruSzA~uIsEsmcfda+76bbI` z6bUXRkl<2Wg0xuh0;RaS6(~-E6qf+S-HSWLp+NCcDx2@y-I<-8*`NF8wVC_8cdp;_ zoO>RI0!M>63#@is-zce7+QkkvHzBu}62xG+O{EnDSY<=(DX0xU^Z4B>9T(aVUBH_-?pXa+&rm7{zJul1)TE)ud z&O1|MCwXeC-%c3_|M*d@?|fQ0TCE{LDAy!_lr~%m4tHH)m=+VTncc(RBc3>38Msi| z)RQTCOnMl9>GqIld7rj@CveQv%Y@HTVT|#1nqZCiW+cy^ z-o}EhCC)W{k;VM=4qh#`kODhPR7$9%$2-X{h4hQJA7Q4O85$%yJ+HVZJSB>rYz2Ch zT^Pp3hR=eXnq00?V5h}iQ!%PIl@iETf_zp`s1GnAMSv&)%aq4|OX{^R^IU(fn5tC% zg?Ou&0Ks6@{KuHbl;09N1wI^K(5X~cTr0(kx1vnk#;x9?z?Ds=d^k>+AfS3_NcX|B zFB{fbng3#^3m-i?Im9?w z6EQr!7}DJwd`dfoG&7F~RmTnkbAd~2236}yGUx{5sD_66I$cs{!Qgsi_r=8hno3>y z`MjwZGsKkpYy-A=5~otz>RaM8Z^|up>1we|PIe6o<0AXP`>fEQ&MJ3f445&e)H@D7 zvUNELxIFY7#gm|>t0cY%c9fWsvrS9%2)1cD4-R>PfOdq15EHyaG2XVMbw~mf7uT;98f14KLyN#Q5mEnO#hmkTNty zoc>?~pcfoGP51bCvIoq1{@wj~Ur#Fho#f?5W5T%N#rk;I)O8HXu*+3`_$X=o1~*_T zLiTCUw3Q93Tws_Dz8IwTFJ2Uhj^o$%{Gd%4l5uK8H_mvxEnTSAHI=rtIaDuCx)ZH0 zG7^P}&x*MvIdwMRloNVl%1oqvkSpFG;9`736_0aGe$;+i$7oS5eg)mNh;k%5Y*^yx z53I9b)S{GWKRP(-3bc^=By8ARRnds*`ns{O7SMeCe1MLrGn2>E;iA?fu=iZfBzmVu z8}JRcv|Kh`qF`HPK$RV!B?>Z&o-M*ssPj2D^q@po=PY7N#WxWPk$y3v=1`)opjn8| zt`burNi$un|2(NdlBQq6G5rp@(Ot24)R~HEC~E;X@wKdvT0fO%+`P!}FsLmII`Kgh z28rsccUKPQZy$EMgZ$8^DpR^n<}`qI)*-lA1rOiPP#-AnTHnb2yuj@WgUBmT!u8p; zP}wOWEEi|H8(U3nt6x(b*XvNV!9qqGhc@AikN$o`MZqbR*&BSH-s0Kd6psk=yJ@f$ zLBvz|a21+}bQC(rK$WRZHU^G!U00n(lkLUpwPISS^AG;>#`TJ{J6AvLsP=yS4*K)h zd81VDO=*kR-$!fQeaiuO{@PwICucM^J6od}9(;|P2V ze`a4^B1ux6=$>J`FrUVJ&P7>)@#DgZ_6_HZ4ZrgD9l?*dnTMei z^_ymVo{jv}Q?73mDaFl`Q{76ZG>`Um2GsI=-jnA~6Vp$ML61T%Np2r82PR;j`4(Lz zyLl;d@lxvo!(UYVG+ptV6am!?6N`-Q%{SX6U`JEPOc027&x3Ur!TnOG+Ib zhejpaK8C(I^4~*To~$B}KwDZYU!*L0AAGj3ZpD6n{^$c2v?D?^AP{{B#29kWSo+xh z8*<{m&n6#?VjD9CY>lIL!3hq;_wgUgvY~!R!E2#LA=&`-n0ix5-hPqiBqR)zv~LJ| zvY*nTs;R_$=Xa2kCYi`D84tS_>v@-_ervDbLFeZvoz=aJtENfhnMGM|9&MnSFRa{- zrC*%yif912s)+pN;$Xfkk+w`tkrwf{yr&I9>54KH{BBrSmF!Sa~8tqWvddAXg~)1J2P4V^iAE!0p|wCd{y zVwNB~>JJ?CJ!*InYsQ7Xo+{4`+w7)E*JQl-S9g|%-RCAgrWhu&_UmzlVurHX0G0>s z8DRvAS@=$Oe!O3`tLX%t%!o+eJe%Eadm-EzY$E54WcG7bsSYP#I~a zGlMa}?mZAc1t1yciG9lzSdvlXLusrLiDO+I@2P}IGG=piG$D#&&4Jy%HJO#;7Jvg` z!jGQGovMjQyjS(glj>v!&QXZG{~GZ$T|`?YKFi-sZM=hKaE0c?TSd11)o=y2I^PHY z3V5xYY6F@`Gvs3<0nf1LFLhvk%ob!(z(CpG69{*+1ZTw|Dkq-hv z=5*N;=9V$IKcOIxAheS`Tu40|clkO=m(p-l-mhN!eJ<@+gI{tztP&$w#XMP+e(L~X zmRo(0N+`F9L^cx*wZ9EcG-F4Z*r@$+ZdlP(X}qSONAqQu zM|uzQZK;uadn6Zeso{>(rvYt~S28fz=g|RNy!g%{ z90z|A?48UE1z;sUMNp{c;8t!*@UBRbC;{mc0oAa?#U8vaj2|Pj82VjOG2`N1O=>K%c5A~YKWFk8Xi>yb zYWvnNKEqE*1M`YlB@t5?+0nK(P+kcll{b45v_cz|;K8VKq{pnIAZ5zJj!l@xB&9Ri zquGKX8UsaAg|@_|baRFU4AM5vX&DcBQhUmFI-h>mIaBaF90}v-q{iTmmea-7rK4g| z<)(4L?0qAky+GD zu6y84h!}~82pd@j95T;yL`5iUE=OKHDr+oxc9#_~xRhJ#Ym^s@K)ix-Cc;V5pgGPB zdl9Ks(u|b3dHcmEekZIn-@NS2CR>S3hn&7tou(WS7G)nV2A0m%-gItz?)Ffx!H7ou z8UWVfB8fz~ZfV*S+)zRHeL6OzPb?`Wgne^Anu)+YOb`3Vr!GHh6!ilCYvtFWW^LQ7 zY|QURNXKf2S!8hE(obEIOW)j%pI(^k-P~NBo}M0{H{9pvJ~Z3(J5K+7{GXRA0D;W^ zaxwWKc@}*C7oOQI`i;42h&5}%!(w%66I_JlI)P0}Dv;rkce8q~bZZC5oyzhvkb6=)@$IIiCq;8VLk4vXR1Bu|g;*`73I4Y^WZ=hqyh zN+r(Z^@@d3WfnPgS$t76&|#kb)N675 zi@AE1@gJlm1a+#9oF2Tq%x4^Xc&J)TUl^Y|F8zt^QjALdQ_SGsB#6Np=$(Avpp3|N zcF>-1)#1iqKNPpa`-mw*9bfB{e<%grU8|j>SkTTH{RksXfJseh08_2t2ZFj8=~_=s zo0YT@U}l@QsTvt#A|j$GG{y)FHw>MJqP}EN?J2!az(L%>h$6flS0l62?B)xhUe>M? zEB}v7by9YD8}&SI(aH^~AVm%UKcI+s#=CF1!iK!~u1utn!BHPu0*m-w*Cg8DsqnSI zHU4B;XJ{oUCk8*XUo8tuyJp94lyy!c>(wTzPza=n#LBb`A;!JUMKRu4Td0=2EB34iHVOKz`VX zd21h`PO`|0g*}qNk{B13Dyk?)#fIV_U!Sg2c+RL0m^2y+Qpe7uiC!j!d5i=qloZtY zC6s$fV=k}Kr`X|RC#SF^*sRghtC1z`QKcLr&y*xNfi5GADdp`2v?$4eO)iLuG@cq4hm*GN(j|L|V zz)LrkGZl=>>OL?oUEGq|+XCRfANR@-~GP}IlYAe&l?^TSM9^Q75*KX8f!sCQ} zARZ|!pnCjbG?5;@5Ya3(37fQQ3l&-qaooIhhTsRtoNZ&9iSy$smQN>^RK;}F>9<4k z9rqdQCCK4WbI`$<%S=S-vo>0VKNlT8u(By$ist4{)=4OyY##C|vam#4$^rO28C$IR z!l=lU=7fm#B}X|vSDmf8d5*it;GeUOU~na|^pI|6lTHzSgfi^Bets37gumG2XsR|{ zwN>X|k1rxvstx+`MgEWF;Q=akt(u(uecEjrM0b66o_yoU2#)8XFh&7D#gl__VIy`q ziHX==KqT$@MOKC7ZdjoC6Y_cty7+A^6~-vmNpKC!l$jYA(>}V;acWTOScBhfv#7i~ z7k?~n`ka|pm&qTK67Okk7%8#m+XX!Kb%N1dC@j*YkQw#RS?k*JXoZ``%qB~+mO+hT8xV8HP)jlL>UmYs&I`ub zBEWyJQS>*{YFm4dBbd<8p~M^!5T{iJb=oD3XY-)(YKxw55Q-U+i5_Mc!m;MQ>FhA$ zi36iCa4E0^?#M>GG?60`lD0W6BJf#asZOBAur4=8GOQ-O{_<;=k;QmpVEgQ(`!tKj z!T@AqPS;G~U}Zr?7^BDoQ$5j9n2ZOaU0Ze$XQdHrv$7ERGt@@qGflE{s=kREU|E>8ef!X-#mrqq1xasAMTph0$Sk#*BE_w*9nJ~_9yJ?XPtgA za*oZ&v8>5@V*|7OJpFdd0+Fw)!U()pMH+d{GqUt`S(A-E73^5o!nP zznW`qq4!V@*|d!*yt8fyaXTa+sII-ka>&y}sRe!mM=9{m&lh zJ3{gb6k zXz~Q1P>DtPqtsV@7vI5_o?kLDIr52QgN;?BXvV$NWzE?#W>g9pVSjY^IWE7*4xoq3 zS%8|Z!$ywV!PZEI3Pk20$8)+~_l_3rFNwt`KKT9XHc7liOpc=aqQ)wQnGan!%v~vw(FK_nk7j6_3rv7Ny93di#-S3}c%Qt`!fCFsau;uFV9%|O9h)G@6hJ-m zy+b&uAbrlLDihAmYG2=d{@hl$n%)IPW@NpSl1A=RPHy^Q3>l9C59r4LCL!`>RE#>EIr;h+kAL-m?7N$Cr`6W>R}&F4Wza2?tPi~7El8uo+x3Tg`rs`opc7VY+) z8|iPaeMW(aC0WHYb7NT@em?t`$cnZcCBkr>vYoI<@ml|ol&~sL2Mzm2_i+cqYb-l# z8>V~`J6tBgRKp>^xW&%4CnH6+6f3rV%L{BR=?uN*G}&Q+=~Q88rp4*{=~kC0Gy{_?3ELb) zCzPwT@jVCJX! z`-agg4!h&-iyT^5Bm%f4L0XwlceuKRY)R_m%ew*=Vj3Wm1Xvd{oJRFj{Aye8g!L5} zrc*y#y4n8`cvWbyG)&wX#j6M3sL}}k!$sKth4wu(b$dYDxFa^HxWQ&fk6OYPmBePR zbd3*Bzi1YBWG2~!bn3rYbc9chPj*i{P=XX3tGC)a*N4nrH-P5P|rw(`y6G z>GGvh!1>QI+^|?k>VU?#^W?wl@FrWy=!9Jw+K-5&{~lA4`XtuuLZF>6wrKycrK)Cz zj%LX$%k)>4JF-z0m33`#v?b%6b1WJ3|I!Vpsu|!P#xm}ZrLEy3kFm`n8MC5|9^kx- z#6Xa<7U2i+8`FZrp$=xIFv>F%3$>PlTA2wW4|mx!NM?@z#D?bH!-~{OPW#kijcj|z zu1Rhn+@~Q^UK)-#ZTIznOH0+P>}g0>;O|}CI2=zNcG(?Lwx!^>Zys;VyKi`{K3^$E zx@i<^%o*N0^5mA9Xvm`MuFs+}sp$Cc9^8h>J7@f$gU$^3`3rq{(1u)WWlVj+a)Bel z@R=N{LHyfW`7feNg-KruCpRP>>faf_+xk%wjoGiQZi*BDAOf@XBH_~E)h6%OCsN4B z6eYSuK?CPxqMgslXsI<2j0(BiT~pxE?G?EB5RXhFF{5d>YqgH2;rAKAUDTfy$&cXw zZh@C2jP{|2+Hr<~nW+|%sncuhnSwU*Jsqsl^^~bY6@jliD7^r@9RR{UCj9Jh)z^YC zPcrQ`cY_LZ_5ciu@=sHIIjuk`w~l}0KaHBwA<6L7*2}};_zAs& zG$?A^b^&3zvRM9f?7PznmO{#624VCMXI38t0@D;Gw(vb;N+GB0N`M1F4}6;7vP1X2 zlZiQqK7o(5e9^~yni|4PFZi4h1qi62MCnfBc<5UGv4rS`yzslqJ6SEJ5N z6|3SMJW#bXHsu{n>Yxss7u;`$5UZ2G2hP=|4v6P8E2|F0#H$~|m*s$-1a-iIwB(vhn4UV~d zy@u=H85T6A|B0X_!BnAAe2(sf_w|)9nr^{Q`Ih7FED!Sn?+sa*S$yUw^gWg{@71Q? z`8XM3kT7DDSW)TUZ8=gXnqhtRG(|{w>b&PJGx=7=f9ZvY@E8fEmxnl9Fq0Hh{TF&xJo*^L z*zzbAsgO#WKY}mS0H1U@;}#GZD@%$`0+8+||sfW+xiH~Pdf#`RWPTsHZZ$MJ(s7_JLQ8{m@D2?>!!{PJ8~6m)_7#Qu(l zF;z*jOwnKY%xp9M^OR6LTgrzTGv-*bqUW=)nbmK1c$KzNVl^HT2e(}pfgAlwl?kR) zMBD*65$A!WQyr&E#u#q+2dE}2E{(|!_MJpwB1n1*|0pmfeCjq}S|ZqI(KRUo`=jRy zziVQCCKErZHte;|20o?@;(%&2Gf6~90c**815XLJuZIhGF@MWQBHaS;*^-)4U;}Pg zmRqNhC;@%G8CrIBormt>uVQvaS2pVj+X8aC*mTgIvd9Z-US!1UZ=8iA0Pr9rYZc0N zm;_@zUMvxocXKHLS0b;?=Ux7IScqKROC)%?h%-|`^uBM!%Twh-w$MfUD z^ysfY%`IgxH>>LZEg<{<<4(M0xFu&LUiSqBMqZqwGejAD?jjZ}eO&m?%WsLNFrd~& z7CN4X&hEn9Y5DpRPi}%5_W`=h7JhW!lwwrTfYSR`S9qKwxY9E`rN-b!@}}K7R#9kc zXB+79;(nB>T(~(c4@Tt;wVOYpQx2N9w~EmvSh;t&O?tLh&U@CP3n9Tu_t(!o+5gj8 zdU}|qDonNUUBJ)mdXCB5Xt5+$0{J;M-CKRDDTLN0sHzy^TMYRN;QVR-Fw5;r*-KWD zqA>}{8bN5qCK4o7X`MWdWJuhBx#4qGC&xJH5V$Y8;;#^?v)s~PZtoi(A;G%YcNGa8 zd86KsqJ^P#_a!%vau2oDi*7Be4>t2(eXM;yq3jx6ds;qlDTL+NOgPwgu<52CR8zPE zQxRRGY-WhgT>HZC6w_EBK&x1Qn+hwBq*5t#`pT(WYOZLy0tFk-yr8(^pm}btO!oh$1 zh{UZjwLBGqqaDrkebnujYy#<2jd>i}y|cES5=19sM-~5!;g3UqLzcvops~^pu?k}f zH&05+D@a-?4jpE~zZ9|xR*+_%6M?W=UdBd{^fJUK%N)P{_ql~d5BTBJJZKYwB>3p1 z7SMj@yUi05ZMe_p1EYho-BW73kbnEY zI2N}V^!#^>XbdKqGMPrUHW719JlP~Es3$s2okf{2hIgcxfQV`^qD3qr&1rdg^}Vap zDxXb@_-acLl4cDj!PV7`w3#lRN+9haqCgD^f#s2(^g8ZT_4q)%JM z?xe3o!qVs9G`cp{EdEs|&n*(akE~or?`r(^Fn)Lc@EOA-%tOtp1&86D1#(fBAwn>i z<6!LSmZl@lrQ#X_gfw} zgzX)ze`EqL;yiz@{~>serplbyr(;Z#s>dAI?J5_W-0T|pkm9*%hUErSHq&!_ z_n1kUzkRJUa(F*CQh66cHZ5M)&IN9wYgA2bV+>M}Lskw3dvj?|ln}cJQ54AZ{HPq0 zZY62C3j%X{fvP&CNx8kESgLfP3^aPR1n(8Vd2)N21v`+6Hx&MyoYxp?tC)!e5tL^? z3Kl5tLQ9~PUYP$GK>?h*=wV2PqOxOWF~%S+n!>xNmj3y?!Imrx!WwMxcbmf7Yp0(! zXV;#44X2r65t)t?qC~@2u=~oJKuSZ6QLU#YAT~S1`KKmj|Dc9%Ty#P@#FIPi=NktH zn|f%1)8f1--v>$uu%Y;nt!kySib*8`Ayvt!$2r~oz+vHYO3Ljqu@KZ^ols0@Yil=J zRH>u-URjhvNm$USQW*kz9Xe;o&Ha=vp$V$`-d536oU^j!J-+cOp17!WE)Qvocriy#-bpPKB{kqYijCya2OOyN(rRy^vk3MReb1O z)4C6E=u^18<&3mHS(u}aD&($RxH_eOx#N`x_HeEu-rw7I-*)+cUj;#o;h#l^vw7tBQ(Y|Bbb$R zI7`7FfOHP&pS7Az*K}55QV8cFZFy}b8hpSyy2+e-vy&9?(2@|$*kS1(7-}4B?=ZMu zYF6=k*mxEf3~KFRChCSjH1qdY4)l(Vp2Y$Sl@QxF47~gE+&m>!WEB$ilK!6y>f#Bc zDl`nX)Z}_f&cf8l%FN#oNV!-MkX78FI17DCxZ}|CPpah=2f?rT;;2nCQ#Q@0Uz7w< z57|Z4XvK*Pro&QjPE!W3hYr)y*$vFtjYfQBvJ=G({mLE*(7{L) z79EW#8coA5R~T_3!YJ1v1mt4j%js7Mr<6x30B9mZ0f5<*a5_3sQqBaR8|W6}ga{p5 zN_jpYJ_l`C6hKjir-NyYn>I#1iU@(MsHURZ1zao_xs9dv4--MT4Xr%S*e^uwUR%F6P|ZGMJ2<%zaP`1 z_F+S7{r!^z>E_2BaBp`LZeFuoF;Y*y@w|*txcO{cCRQeoCwIFGoQfw)|7jM#%D87c zxYl{2y~%BC2yV)^((d(yoUYx=d`ZI3Z~-=R!`Ix5`+8O>)q#?o##u;JNXE^r8D-{W zqbU|gnt+@(YzG%1cwH)2xruCgYbZfoZ zX4RE6m5CY-axyWMqujSGWwIMKq@v6a{#F75n|6*XTq86NSZvgqSG(2v4W z_m_OnbcV7Ubx6x~K7VDUs%FnN-O3iNs#Nge&ynQWF!xFCn~}Zgcb0#H*J>WTeDB_z z5O}*I*Ub2X1Sk4E2-#yA z&V35M?Gi;b!ID0vuzW@08|7Y-zeiCL!#_YTfy(2BIV9IC&yS+kqy1Q(<3+N(kY>IB z$-*!8C%D`E?S<`G&S*c>L_R5;%?=na{eS@uCOTiR)_OgC_{IQMxS}1kGrh?$v zTjt`dB%_w@G4Tz<=)0uVAiP$tH&U`kQK}7=tgq&yy&=*Gi3YzOg4ZRhWJbM{D@>nk zOG{`b{xi+``;Nb4~cdf~TWt{w?SFt24{D-#LGcbn>R zmkSMjwM>XT14$giJH=|=0}R6`gvL#alfmKf-frIGur_I3v(xJ;&#TMR(f#j@nwkj| z&n4eXKde@PcPAg6hAUE!^lyq8w!7IvY73G5Vbe2ZUlS9On@-en-Vj6#q!XrmbkiAR*9O14!D_!RW6jMim4WHA~=gbuc_3R zK;x+5j1yc9XI%!tFsf)C*Niv{%F4VUcVKuT<#u}RrZ z+2s#jly{Y{tgNX6?4|fwUQoU`xJ9)c*STpY1;xrL$S0ibplah%?e4y&6YajHUDZMr zQ)~EVouqp66eP>XVAU7}|3tETNGbVO)1-DvB&X`y;>GT-<=c0H`>~P)GI2sfoF8r@ zt+Ai7lvKXTd_Ra_&TanjdSb-H(551sxuWoyQBp#8N&|DAGf-q%3#6PH@pf~6B++dS zX~M7M@h7-2adFzJ_0vh2dF}dKd&E?lNZVwt7ElB<6MSOU>S~tK z9uYa|le(vtRZlWYGBbc~K?fi?xh?%ni;*av7qtAx6VdJ$K)L9sGOZoGGX^-cbur;6 z%Bz}Eb$8yU_{FQ^d+wxXY;)HZ?rSYc8U((nm$K?nvkgzi9uy(LMoAkt0bOgBQI{Z@ zj=OKiAUVz`sXfUbMc3!)=l-P6l+upc3cr_Cg|-~sA#e)6>-8#PSu8RU=Jh3v70Y;z zeez-rVE(5;9|j33yy)e;J(<}|lkx_M#C<4_P(A=j6w|l*&OW2=`QT8v=jm_z`(8TG zNy;hm_pz;{%LkYUFjGG#cY&TBl8Wa5$`Lqho-$%zLVnEUa&o$aB2%=|lQ(8(Q9jLi zQ_X&7Fw+YI|ATqDJlr^EQMWV=S0{Rit(i@{OL2Y6(1I<@rlt5(Hf4@ttoh@qUBY=} z6jBT*#XbL>g^m*W?k6ds$D8Jw^{gi^1nNo7+nrxfeC+(1IrfqkydLeZ2=S8co|ZDl zGq?jsbmaU1iG&q1{{j - %\VignetteIndexEntry{Example comparing AMR genotypers (Kleborate, AMRFinderPlus, and CARD/RGI)} + %\VignetteIndexEntry{Example comparing AMR genotypers} %\VignetteEngine{knitr::rmarkdown} %\VignetteEncoding{UTF-8} --- @@ -12,12 +12,14 @@ vignette: > knitr::opts_chunk$set( collapse = TRUE, comment = "#>", - fig.width = 15, - fig.height = 15, - fig.retina = 2, - dpi = 300, + fig.width = 10, out.width = "100%" ) + +# If the package is not installed, load the development version +if (!requireNamespace("AMRgen", quietly = TRUE)) { + devtools::load_all() +} ``` # Introduction @@ -37,28 +39,16 @@ AMRFinderPlus results were generated by [EMBL-EBI Antimicrobial Resistance Porta ## Load the required packages ```{r setup, warning=FALSE, message=FALSE} -options(repos = c(CRAN = "https://cloud.r-project.org")) -install.packages("remotes") - -# If the package is not installed, load the development version -if (!requireNamespace("AMRgen", quietly = TRUE)) { - devtools::load_all() -} library(AMRgen) library(dplyr) library(ggplot2) -library(cowplot) library(tidyr) -library(gt) -library(scales) library(stringr) -library(png) -library(grid) ``` # Phenotype Data -The `download_ebi()` function lets you load phenotype data and interpret susceptible, intermediate, and resistant phenotypes using EUCAST breakpoints and ECOFF. +The `download_ebi()` function lets you load phenotype data and interpret susceptible, intermediate, and resistant phenotypes using EUCAST breakpoints and ECOFF. A copy of the data objected produced below is available in the AMRgen package as `kp_mero_euscape`. ``` {r download_ebi_phenotype, warning=FALSE, message=FALSE} # Download Klebsiella pneumoniae AST data from EBI, filtering for meropenem and re-interpret with EUCAST breakpoints and ECOFF @@ -83,6 +73,11 @@ kp_mero_euscape <- kp_mero_euscape %>% filter(!id %in% contaminated_assemblies) ``` +Check the data frame +``` {r} +head(kp_mero_euscape) +``` + ## Phenotype Data Summary Summarize the downloaded phenotype data and plot the minimum inhibitory concentration (MIC) distributions with EUCAST breakpoints and ECOFF. @@ -128,6 +123,8 @@ Mutation notation in Kleborate changed after v3.1.3 to adhere to [HGVS Nomenclat We are importing the latest version of Kleborate which is in the [development branch - commit #4ec1dcb](https://github.com/klebgenomics/Kleborate/tree/development) from March 17, 2026. This version uses HGVS Nomenclature for describing mutations and includes an updated AMR database compared to the most recent [Kleborate release v3.2.4](https://github.com/klebgenomics/Kleborate/releases/tag/v3.2.4). +A table of Kleborate results generated for the EuSCAPE genomes is available in the AMRgen package as `kleborate_raw`. Let's import this to AMRgen genotype table format and summarise the content: + ```{r import_kleborate_dev} # Updated Kleborate results from the development branch as of March 17, 2026 (commit #4ec1dcb) head(kleborate_raw, n = 10) @@ -150,7 +147,7 @@ summarise_geno_pheno(kleborate_dev, kp_mero_euscape, ``` ## Generate Binary Matrix for Kleborate AMR Markers -Generate a table that includes each sample per row and its associated phenotype data, with each AMR marker assigned to its individual column. Within each AMR marker column, a `1` indicates the presence and `0` indicates the absence of the AMR marker in that sample. +Most AMRgen analysis functions require a binary matrix with one sample per row, and columns indicating the phenotype and genotype data in columns, where a `1` indicates the presence and `0` indicates the absence of the phenotype or genotypic marker in that sample. This is produced using the `get_binary_matrix` function: ```{r kleborate_binary_matrix} kleborate_binary_matrix <- get_binary_matrix( @@ -168,9 +165,9 @@ head(kleborate_binary_matrix, n = 10) ``` ## Solo PPV Analysis for Kleborate AMR Markers -To understand the individual contribution of an AMR marker found `solo` (i.e., in the absence of another carbapenem resistance determinant), we use the `solo_ppv_analysis()` function. +To understand the individual contribution of an AMR marker found "solo" (i.e., in the absence of another carbapenem resistance determinant), we use the `solo_ppv_analysis()` function. -The `combined_plot` is a visual representation of each AMR marker found solo, the phenotypic distribution of isolates, and the positive predictive values (PPVs). The `solo_stats` table provides the PPVs, standard error (se), lower confidence interval (ci.lower), and upper confidence interval (ci.upper). +The `combined_plot` is a visual representation of each AMR marker found solo, the phenotypic distribution of isolates, and the positive predictive values (PPVs). The `solo_stats` table provides the PPVs, standard error (`se`), lower confidence interval (`ci.lower`), and upper confidence interval (`ci.upper`). ```{r kleborate_soloPPV, fig.height=6} soloPPV_kleborate_mero <- solo_ppv_analysis(binary_matrix = kleborate_binary_matrix) @@ -293,7 +290,7 @@ labels_with_n <- setNames( ) # Generate the plot -kp_kleborate_grouped_plot_nolabel <- ggplot( +kp_kleborate_grouped_plot <- ggplot( kp_kleborate_mic_euscape, aes("", as.numeric(measurement)) ) + @@ -343,18 +340,19 @@ kp_kleborate_grouped_plot_nolabel <- ggplot( ) + labs(x = "") -kp_kleborate_grouped_plot <- kp_kleborate_grouped_plot_nolabel +kp_kleborate_grouped_plot -# Adding the "Carb" and "Porin" bolded labels to the plot -kp_kleborate_grouped_plot_label <- ggdraw(kp_kleborate_grouped_plot) + +``` + +``` {r, eval=F} +# if you have the 'cowplot' library you can use it to add labels "Carb" and "Porin" to the rows at the bottom of the plot +library(cowplot) +ggdraw(kp_kleborate_grouped_plot) + draw_label("Carb", x = 0.08, y = 0.11, hjust = 0, fontface = "bold", size = 10) + draw_label("Porin", x = 0.08, y = 0.065, hjust = 0, fontface = "bold", size = 10) - - -kp_kleborate_grouped_plot_label ``` -From the above `kp_kleborate_grouped_plot_label` plot (with ECOFF = 0.125mg/L, EUCAST Susceptible breakpoint at <=2mg/L, EUCAST Resistant breakpoint >8mg/L), we can see that in isolates: +From the above `kp_kleborate_grouped_plot` plot (with ECOFF = 0.125mg/L, EUCAST Susceptible breakpoint at <=2mg/L, EUCAST Resistant breakpoint >8mg/L), we can see that in isolates: - with no carbapenemase and wildtype (wt) porin, the median meropenem MIC is <0.25mg/L. - with any porin defect (no carbapenemase), the median meropenem MIC is elevated to 1mg/L. @@ -365,7 +363,7 @@ Notably, isolates with KPC or OXA carbapenemases had median MICs ≤2 mg/L and t ## Mean (Median) Meropenem MIC Table -While the `kp_kleborate_grouped_plot_label is useful for visually inspecting the median MIC values, to numerically show the mean (median) meropenem MIC (mg/L) for isolates with different carbapenem resistance gene families and porin statuses, we will generate a table. +While the `kp_kleborate_grouped_plot` plot is useful for visually inspecting the median MIC values, to numerically show the mean (median) meropenem MIC (mg/L) for isolates with different carbapenem resistance gene families and porin statuses, we will generate a table. ```{r kleborate_mic_table} # Simplifying porin status @@ -412,8 +410,12 @@ mean_MIC_table <- kp_kleborate_mic_euscape %>% arrange(order_group) %>% select(-order_group) +mean_MIC_table +``` -# Make the table aesthetically pleasing +``` {r eval=F} +# If you have the gt pacakge, you can use it to make the table aesthetically pleasing +library(gt) mean_MIC_table_aes <- mean_MIC_table %>% gt() %>% cols_label( @@ -505,7 +507,7 @@ mean_MIC_table_aes <- mean_MIC_table_aes %>% mean_MIC_table_aes ``` -In the `mean_MIC_table_aes` table above, you can see that isolates have: +In the `mean_MIC_table` table above, you can see that isolates have: - a mean meropenem MIC of 0.3mg/L, when they have wildtype OmpK35/36 porin status with no carbapenemase - a mean meropenem MIC that exceeds the EUCAST R breakpoint (>8mg/L) when a KPC, NDM, or IMP or multiple carbapenemases are harboured @@ -524,9 +526,11 @@ In summary, the presence of any carbapenemase with any porin defect elevates the ### Make Figure for AMRgen manuscript -The code below combines the UpSet plot (created using the `amr_upset()` function), the grouped carbapenemase/porin status plot, and the mean (median) meropenem MIC table to be used in the AMRgen manuscript. +The code below was used to combine the UpSet plot (created using the `amr_upset()` function), the grouped carbapenemase/porin status plot, and the mean (median) meropenem MIC table as shown in the AMRgen manuscript. To make these components you need the `cowplot` and `gt` packages as noted above, as well as the `png` packages. ```{r, eval=FALSE} +library(png) + # Save the table as a temporary file to retrieve it later when combining the panels tmp <- tempfile(fileext = ".png") @@ -570,7 +574,9 @@ ggsave("Figure5_Kp_EuSCAPE.png", ## Import Kleborate (<= v3.1.3) Genotype Data -We will now compare the latest version of Kleborate (which we've been using up until this point) [development branch; commit #4ec1dcb](https://github.com/klebgenomics/Kleborate/tree/development) to an older version of Kleborate v3.1.3. The older versions (<=v3.1.3) of Kleborate uses informal nomenclature to describe mutations (e.g. [gene]-[mutation], [gene]-X%, OmpK36GD), whereas the updated version +We will now compare the latest version of Kleborate (which we've been using up until this point) [development branch; commit #4ec1dcb](https://github.com/klebgenomics/Kleborate/tree/development) to an older version of Kleborate v3.1.3. The older versions (<=v3.1.3) of Kleborate uses informal nomenclature to describe mutations (e.g. [gene]-[mutation], [gene]-X%, OmpK36GD), whereas the updated version follows the HGVS nomenclature standard. + +A table of Kleborate v3.1.3 results generated for the EuSCAPE genomes is available in the AMRgen package as `kleborate_raw_v313`. Let's import it and summarise its contents: ```{r import_kleborate} # View Kleborate output v3.1.3 (using informal nomenclature (e.g. [gene]-[mutation], [gene]-X%, OmpK36GD)) @@ -670,7 +676,7 @@ NCBI has developed [AMRFinderPlus](https://github.com/ncbi/amr/wiki), a tool tha The download_ebi() can download AMRFinderPlus genotype data from the [EBI AMR portal](https://ftp.ebi.ac.uk/pub/databases/amr_portal/releases/), filter your species of interest, and reformat into AMRgen genotype table. The AMRFinderPlus data being used here is from the [2025-12 release using AMRFinderPlus version v4.0](https://www.ebi.ac.uk/amr/methods/). Noting that as of AMRFinderPlus (v4.2.5), there is additional functionality to identify putatively function disrupting mutations in genes (i.e., ompk35 and ompk36 loss and truncations) that lead to resistance, which Kleborate already identifies. -```{r download_ebi_amrfp_genotype} +```{r download_ebi_amrfp_genotype, eval=F} # Download Klebsiella pneumoniae genotype AMRFinderPlus data and re-format the data into an AMRgen genotype table amrfp <- download_ebi( data = "genotype", species = "Klebsiella pneumoniae", @@ -678,17 +684,17 @@ amrfp <- download_ebi( ) # Filter for isolates in EuSCAPE paper with meropenem phenotypes and remove contaminated samples -amrfp <- amrfp %>% filter(id %in% kp_mero_euscape$id) - -# There are assemblies from NCBI that are supposed to be excluded and flagged for contamination. For example, see SAMEA3729690 (https://www.ncbi.nlm.nih.gov/datasets/genome/?biosample=SAMEA3729690) - -contaminated_assemblies <- c("SAMEA3729690", "SAMEA3721062", "SAMEA3721052", "SAMEA3720966", "SAMEA3673128", "SAMEA3538742", "SAMEA3721188", "SAMEA3649589", "SAMEA3538652", "SAMEA3649503", "SAMEA3538911", "SAMEA3727711", "SAMEA3649452", "SAMEA3649453", "SAMEA3649454", "SAMEA3649467", "SAMEA3721063", "SAMEA3538862", "SAMEA3538667", "SAMEA3673004", "SAMEA3729818", "SAMEA3729660", "SAMEA3673078", "SAMEA3673097") - -amrfp <- amrfp %>% +kp_mero_amrfp <- kp_mero_amrfp %>% + filter(id %in% kp_mero_euscape$id) %>% filter(!id %in% contaminated_assemblies) +``` + +A copy of this data frame is avaiable in the AMRgen pacakge as `kp_mero_amrfp`: +``` {r} +head(kp_mero_amrfp) # Summary of carbapenem resistance determinants -summarise_geno(amrfp) +summarise_geno(kp_mero_amrfp) ``` ## Compare AMRFinderPlus to Kleborate genotype results @@ -704,12 +710,12 @@ As such, these differences make it difficult to compare, so we will simplify and ```{r amrfp_v_kleborate} # To count and see the names of the carbapenem resistance determinants -amrfp %>% +kp_mero_amrfp %>% filter(drug_class == "Carbapenems") %>% count(marker, sort = TRUE) # Massaging AMRfp marker names to match Kleborate names -amrfp_simplified <- amrfp %>% +amrfp_simplified <- kp_mero_amrfp %>% filter(drug_class == "Carbapenems") %>% mutate( marker_amrfp = str_replace_all(marker, "bla", ""), @@ -781,7 +787,7 @@ In the case of `CTX-M-33`, it is detected in n=1 genome and is annotated as conf ```{r amrfp_ctxm33} # CTX-M-33 is annotated as conferring resistance to Cephalosporins (3rd gen.) and is identified by AMRFinderPlus in Sample SAMEA3721133 -amrfp %>% +kp_mero_amrfp %>% filter(gene == "blaCTX-M-33") %>% select(id, gene, drug_class) @@ -804,7 +810,7 @@ Similarly, in the case of `KPC-12`, it is detected in n=1 genome using AMRFinder ```{r amrfp_kpc12} # KPC-12 is annotated as conferring resistance to Cephalosporins (3rd gen.) and is identified by AMRFinderPlus in Sample SAMEA3649729 -amrfp %>% +kp_mero_amrfp %>% filter(gene == "blaKPC-12") %>% select(id, gene, drug_class) @@ -841,6 +847,7 @@ Import RGI results using the `import_rgi()` function. This function imports and 2) List your sample IDs in a vector using the `samples_no_amr=` parameter in the `import_rgi()` function. For example, `import_rgi(rgi_EuSCAPE_raw, samples_no_amr = c("SampleA_noAMR", "SampleB_noAMR", "SampleC_noAMR"))` +The data frame `rgi_EuSCAPE_raw` included in the AMRgen package provides CARD RGI calls for the EuSCAPE genomes: ```{r import_rgi} # Sample IDs with no AMR determinants have been added to rgi_EuSCAPE_raw under the `ORF_ID` column with the rest of the rows left blank tail(rgi_EuSCAPE_raw, n = 10) @@ -915,7 +922,7 @@ soloPPV_kleborate_mero ```{r soloPPV_amrfp} # Generate binary matrix for AMRFinderPlus amrfp_binary_matrix <- get_binary_matrix( - geno_table = amrfp, + geno_table = kp_mero_amrfp, pheno_table = kp_mero_euscape, antibiotic = "Meropenem", drug_class_list = c("Carbapenems"),