From 9fad423a5b8a4de3b8ce251aa5c341aad7eb9c15 Mon Sep 17 00:00:00 2001 From: Polarolouis Date: Wed, 16 Aug 2023 15:50:17 +0200 Subject: [PATCH] Continuing COoPLBM application --- .../real_data/CoOPLBM_completion_analyze.Rmd | 152 +++++++++++++----- .../real_data/CoOPLBM_completion_analyze.tex | 89 ++++++---- Rcodes/real_data/application_dore.Rmd | 1 - Rcodes/real_data/application_dore.tex | 2 - rapport.pdf | Bin 1870185 -> 1870811 bytes rapport.tex | 1 - 6 files changed, 173 insertions(+), 72 deletions(-) diff --git a/Rcodes/real_data/CoOPLBM_completion_analyze.Rmd b/Rcodes/real_data/CoOPLBM_completion_analyze.Rmd index ba553cc..c155e5c 100644 --- a/Rcodes/real_data/CoOPLBM_completion_analyze.Rmd +++ b/Rcodes/real_data/CoOPLBM_completion_analyze.Rmd @@ -3,13 +3,25 @@ output: md_document: citation_package: biblatex --- +\subsection{Completing raw data using CoOPLBM~\parencite{anakokDisentanglingStructureEcological2022}} +```{r, setup, include=FALSE, warning=FALSE} +knitr::opts_chunk$set(echo = FALSE, dpi = 300) +``` ```{r libraries, echo = FALSE, include=FALSE} require("colSBM") -require(aricode) +require("aricode") +require("ggplot2") ``` ```{r useful_functions, echo = FALSE} + +if (getwd() == "/home/polarolouis/Nextcloud/Documents/APT/CEI/Stage Recherche Mathématiques/Depuis PC Portable/Stage MIA 2023/rapport-MIA-2023") { + path_to_add <- "Rcodes/real_data/" +} else { + path_to_add <- "" +} + extract_unlist <- function(data) { readRDS(data) |> extract_best_bipartite_partition() |> @@ -71,10 +83,10 @@ extract_full_reorder <- function(model_collections_list, target) { ```{r data_importation, echo = FALSE} # Uncompleted uncompleted_model_list <- list( - "iid" = extract_unlist("data/dore_uncompleted_collection_clustering_nb_run_1_iid_70_networks_08-06-23-16:31:17.Rds"), - "pi" = extract_unlist("data/dore_uncompleted_collection_clustering_nb_run_1_pi_70_networks_08-06-23-16:52:16.Rds"), - "rho" = extract_unlist("data/dore_uncompleted_collection_clustering_nb_run_1_rho_70_networks_08-06-23-16:49:58.Rds"), - "pirho" = extract_unlist("data/dore_uncompleted_collection_clustering_nb_run_1_pirho_70_networks_08-06-23-16:41:33.Rds") + "iid" = extract_unlist(paste0(path_to_add, "data/dore_uncompleted_collection_clustering_nb_run_1_iid_70_networks_08-06-23-16:31:17.Rds")), + "pi" = extract_unlist(paste0(path_to_add, "data/dore_uncompleted_collection_clustering_nb_run_1_pi_70_networks_08-06-23-16:52:16.Rds")), + "rho" = extract_unlist(paste0(path_to_add, "data/dore_uncompleted_collection_clustering_nb_run_1_rho_70_networks_08-06-23-16:49:58.Rds")), + "pirho" = extract_unlist(paste0(path_to_add, "data/dore_uncompleted_collection_clustering_nb_run_1_pirho_70_networks_08-06-23-16:41:33.Rds")) ) # Below we will need to have the netid in the same order so we choose to use the @@ -86,28 +98,28 @@ uncompleted_clusterings <- extract_full_reorder(uncompleted_model_list, netid_or # 0.2 threshold point_2_model_list <- list( - "iid" = extract_unlist("data/dore_point_2_completed_collection_clustering_nb_run_1_iid_70_networks_07-06-23-18:40:10.Rds"), - "pi" = extract_unlist("data/dore_point_2_completed_collection_clustering_nb_run_1_pi_70_networks_07-06-23-19:22:19.Rds"), - "rho" = extract_unlist("data/dore_point_2_completed_collection_clustering_nb_run_1_rho_70_networks_07-06-23-20:03:53.Rds"), - "pirho" = extract_unlist("data/dore_point_2_completed_collection_clustering_nb_run_1_pirho_70_networks_07-06-23-21:09:12.Rds") + "iid" = extract_unlist(paste0(path_to_add, "data/dore_point_2_completed_collection_clustering_nb_run_1_iid_70_networks_07-06-23-18:40:10.Rds")), + "pi" = extract_unlist(paste0(path_to_add, "data/dore_point_2_completed_collection_clustering_nb_run_1_pi_70_networks_07-06-23-19:22:19.Rds")), + "rho" = extract_unlist(paste0(path_to_add, "data/dore_point_2_completed_collection_clustering_nb_run_1_rho_70_networks_07-06-23-20:03:53.Rds")), + "pirho" = extract_unlist(paste0(path_to_add, "data/dore_point_2_completed_collection_clustering_nb_run_1_pirho_70_networks_07-06-23-21:09:12.Rds")) ) point_2_clusterings <- extract_full_reorder(point_2_model_list, netid_order) # 0.5 threshold point_5_model_list <- list( - "iid" = extract_unlist("data/dore_point_5_completed_collection_clustering_nb_run_1_iid_70_networks_07-06-23-19:19:53.Rds"), - "pi" = extract_unlist("data/dore_point_5_completed_collection_clustering_nb_run_1_pi_70_networks_07-06-23-21:31:20.Rds"), - "rho" = extract_unlist("data/dore_point_5_completed_collection_clustering_nb_run_1_rho_70_networks_07-06-23-21:03:50.Rds"), - "pirho" = extract_unlist("data/dore_point_5_completed_collection_clustering_nb_run_1_pirho_70_networks_07-06-23-21:13:10.Rds") + "iid" = extract_unlist(paste0(path_to_add, "data/dore_point_5_completed_collection_clustering_nb_run_1_iid_70_networks_07-06-23-19:19:53.Rds")), + "pi" = extract_unlist(paste0(path_to_add, "data/dore_point_5_completed_collection_clustering_nb_run_1_pi_70_networks_07-06-23-21:31:20.Rds")), + "rho" = extract_unlist(paste0(path_to_add, "data/dore_point_5_completed_collection_clustering_nb_run_1_rho_70_networks_07-06-23-21:03:50.Rds")), + "pirho" = extract_unlist(paste0(path_to_add, "data/dore_point_5_completed_collection_clustering_nb_run_1_pirho_70_networks_07-06-23-21:13:10.Rds")) ) point_5_clusterings <- extract_full_reorder(point_5_model_list, netid_order) # Uniform re-sampled random_model_list <- list( - "iid" = extract_unlist("data/dore_random_completed_collection_clustering_nb_run_1_iid_70_networks_07-06-23-21:44:14.Rds"), - "pi" = extract_unlist("data/dore_random_completed_collection_clustering_nb_run_1_pi_70_networks_07-06-23-22:52:47.Rds"), - "rho" = extract_unlist("data/dore_random_completed_collection_clustering_nb_run_1_rho_70_networks_08-06-23-18:16:04.Rds"), - "pirho" = extract_unlist("data/dore_random_completed_collection_clustering_nb_run_1_pirho_70_networks_07-06-23-23:07:08.Rds") + "iid" = extract_unlist(paste0(path_to_add, "data/dore_random_completed_collection_clustering_nb_run_1_iid_70_networks_07-06-23-21:44:14.Rds")), + "pi" = extract_unlist(paste0(path_to_add, "data/dore_random_completed_collection_clustering_nb_run_1_pi_70_networks_07-06-23-22:52:47.Rds")), + "rho" = extract_unlist(paste0(path_to_add, "data/dore_random_completed_collection_clustering_nb_run_1_rho_70_networks_08-06-23-18:16:04.Rds")), + "pirho" = extract_unlist(paste0(path_to_add, "data/dore_random_completed_collection_clustering_nb_run_1_pirho_70_networks_07-06-23-23:07:08.Rds")) ) random_clusterings <- extract_full_reorder(random_model_list, netid_order) ``` @@ -116,8 +128,11 @@ random_clusterings <- extract_full_reorder(random_model_list, netid_order) After performing a netclustering on the raw data, we will see if the detect structure resulting in the clustering comes from the sampling effort. To test -this we will use the CoOPLBM model by -\cite{anakokDisentanglingStructureEcological2022} to complete the data. +this we will use the CoOPLBM model by~\cite{anakokDisentanglingStructureEcological2022} to complete the data. + +\emph{Note:}~\cite{anakokDisentanglingStructureEcological2022} provided data +for the networks for which the method was applicable, this explains that +there are fewer networks in the collections. The CoOPLBM model assumes that the observed incidence matrix $R$ is an element-wise product of an $M$ matrix following an LBM and an $N$ matrix which @@ -149,17 +164,20 @@ $$X_{ij} = \begin{cases} ARI_netclustering_models <- function( clustering_compare, uncompleted_clustering = uncompleted_clustering, - models = c("iid", "pi", "rho", "pirho")) { - sapply(models, function(model) { - ARI( - uncompleted_clusterings[ - which(uncompleted_clusterings$model == model), - ]$collection_id, - clustering_compare[ - which(clustering_compare$model == model), - ]$collection_id - ) - }) + models = c("iid", "pi", "rho", "pirho"), + models_names = c("$iid\\text{-}colSBM$", "$\\pi\\text{-}colSBM$", "$\\rho\\text{-}colSBM$", "$\\pi\\rho\\text{-}colSBM$")) { + out <- sapply(models, function(model) { + ARI( + uncompleted_clusterings[ + which(uncompleted_clusterings$model == model), + ]$collection_id, + clustering_compare[ + which(clustering_compare$model == model), + ]$collection_id + ) + }) + names(out) <- models_names + out } ``` @@ -168,26 +186,82 @@ Here, the completion threshold is set to $0.5$. First we will compute an ARI on the collection id given by the raw data and the completed matrix. -```{r 0.5_ARI, echo = FALSE, results="asis"} +```{r 0.5_ARI, echo = FALSE} knitr::kable(ARI_netclustering_models(point_5_clusterings), - col.names = c("ARI with uncompleted data") + col.names = c("ARI with uncompleted data"), + escape = FALSE, + booktabs = TRUE, + digits = 2, + position = "h!", + caption = "\\label{tab:ari-table-0-5-completed} Table of ARI between 0.5 completed data and uncompleted data" ) ``` -In the above table, one can see the network clustering obtained after applying -CoOPLBM has not much in common with the clustering of the uncompleted data. +In the table \ref{tab:ari-table-0-5-completed}, one can see the network clustering obtained after applying +CoOPLBM has not much in common with the clustering of the uncompleted data. Thus +we can think that the completion changed significantly the interactions in +the collections. ##### Number of sub-collections and details of each sub-collection ```{r 0.5_partition_numbers, echo = FALSE} ``` +##### Supplementary information + +```{r supinfo, echo = FALSE} +supinfo <- readxl::read_xlsx(paste0(path_to_add, "data/supinfo.xlsx"), sheet = 2) +interaction_data <- read.table(file = paste0(path_to_add, "data/interaction-data.txt"), sep = "\t", header = TRUE) + +seq_ids_network_aggreg <- unique(interaction_data$id_network_aggreg) +incidence_matrices <- readRDS(file = paste0(path_to_add, "data/dore-matrices.Rds")) +names_aggreg_networks <- names(incidence_matrices) +get_vector_clustering_net <- function(unlisted_model) { + vectorClusteringNet <- numeric(nrow(supinfo)) + for (k in 1:length(unlisted_model)) { + idclust <- match(unlisted_model[[k]]$net_id, names_aggreg_networks) + supinfoclust <- match(seq_ids_network_aggreg[idclust], supinfo$Idweb) + vectorClusteringNet[supinfoclust] <- k + } + vectorClusteringNet + # [! vectorClusteringNet %in% 0] # Filtering the network not present in uncompleted data +} +``` + +```{r boxplot-function, echo = FALSE} +supinfo_boxplot <- function(supinfo_vector, parameter, pretty_name) { + return(ggplot(supinfo) + + aes( + x = factor(supinfo_vector), y = parameter, + fill = as.factor(supinfo_vector), group = as.factor(supinfo_vector) + ) + + geom_boxplot() + + theme(axis.text.x = element_text(angle = 90, vjust = 0.5)) + + labs( + x = "Collection number", y = pretty_name, + fill = "Collection number" + )) +} +``` + +```{r, supinfo_point_5} +supinfo_point_5_iid <- get_vector_clustering_net(point_5_model_list[["iid"]]) +``` + + + + ### 0.2 completed threshold The $0.2$ threshold adds a lot of interactions compared to raw matrix. ```{r 0.2_ARI, echo = FALSE, results="asis"} knitr::kable(ARI_netclustering_models(point_2_clusterings), - col.names = c("ARI with uncompleted data") + col.names = c("ARI with uncompleted data"), + escape = FALSE, + booktabs = TRUE, + digits = 2, + position = "h!", + caption = "\\label{tab:ari-table-0-2-completed} Table of ARI between 0.2 completed data and uncompleted data" ) ``` @@ -202,6 +276,12 @@ $$\mathbb{P}(X_{i,j} = 1) = M_{i,j} $$ ```{r random_ARI, echo = FALSE, results="asis"} knitr::kable(ARI_netclustering_models(random_clusterings), - col.names = c("ARI with uncompleted data") + col.names = c("ARI with uncompleted data"), + escape = FALSE, + booktabs = TRUE, + digits = 2, + position = "h!", + caption = "\\label{tab:ari-table-random-completed} Table of ARI between + randomly completed data and uncompleted data" ) ``` diff --git a/Rcodes/real_data/CoOPLBM_completion_analyze.tex b/Rcodes/real_data/CoOPLBM_completion_analyze.tex index 2f9616f..a9beac8 100644 --- a/Rcodes/real_data/CoOPLBM_completion_analyze.tex +++ b/Rcodes/real_data/CoOPLBM_completion_analyze.tex @@ -1,11 +1,18 @@ +\subsection{Completing raw data using CoOPLBM~\parencite{anakokDisentanglingStructureEcological2022}} + \hypertarget{context-of-this-analysis}{% \subsubsection{Context of this analysis}\label{context-of-this-analysis}} After performing a netclustering on the raw data, we will see if the detect structure resulting in the clustering comes from the sampling -effort. To test this we will use the CoOPLBM model by -\cite{anakokDisentanglingStructureEcological2022} to complete the data. +effort. To test this we will use the CoOPLBM model +by\textasciitilde{}\cite{anakokDisentanglingStructureEcological2022} to +complete the data. + +\emph{Note:}\textasciitilde{}\cite{anakokDisentanglingStructureEcological2022} +provided data for the networks for which the method was applicable, this +explains that there are fewer networks in the collections. The CoOPLBM model assumes that the observed incidence matrix \(R\) is an element-wise product of an \(M\) matrix following an LBM and an \(N\) @@ -49,42 +56,55 @@ Here, the completion threshold is set to \(0.5\). First we will compute an ARI on the collection id given by the raw data and the completed matrix. -\begin{longtable}[]{@{}lr@{}} -\toprule -& ARI with uncompleted data\tabularnewline -\midrule -\endhead -iid & 0.1142823\tabularnewline -pi & 0.0263660\tabularnewline -rho & 0.0933340\tabularnewline -pirho & 0.2158747\tabularnewline -\bottomrule -\end{longtable} +\begin{table}[h!] -In the above table, one can see the network clustering obtained after -applying CoOPLBM has not much in common with the clustering of the -uncompleted data. +\caption{\label{tab:0.5_ARI}\label{tab:ari-table-0-5-completed} Table of ARI between 0.5 completed data and uncompleted data} +\centering +\begin{tabular}[t]{lr} +\toprule + & ARI with uncompleted data\\ +\midrule +$iid\text{-}colSBM$ & 0.11\\ +$\pi\text{-}colSBM$ & 0.03\\ +$\rho\text{-}colSBM$ & 0.09\\ +$\pi\rho\text{-}colSBM$ & 0.22\\ +\bottomrule +\end{tabular} +\end{table} + +In the table \ref{tab:ari-table-0-5-completed}, one can see the network +clustering obtained after applying CoOPLBM has not much in common with +the clustering of the uncompleted data. Thus we can think that the +completion changed significantly the interactions in the collections. \hypertarget{number-of-sub-collections-and-details-of-each-sub-collection}{% \subparagraph{Number of sub-collections and details of each sub-collection}\label{number-of-sub-collections-and-details-of-each-sub-collection}} +\hypertarget{supplementary-information}{% +\subparagraph{Supplementary +information}\label{supplementary-information}} + \hypertarget{completed-threshold-1}{% \subsubsection{0.2 completed threshold}\label{completed-threshold-1}} The \(0.2\) threshold adds a lot of interactions compared to raw matrix. -\begin{longtable}[]{@{}lr@{}} +\begin{table}[h!] + +\caption{\label{tab:0.2_ARI}\label{tab:ari-table-0-2-completed} Table of ARI between 0.2 completed data and uncompleted data} +\centering +\begin{tabular}[t]{lr} \toprule -& ARI with uncompleted data\tabularnewline + & ARI with uncompleted data\\ \midrule -\endhead -iid & 0.0429465\tabularnewline -pi & 0.0330057\tabularnewline -rho & 0.0187305\tabularnewline -pirho & 0.0357728\tabularnewline +$iid\text{-}colSBM$ & 0.04\\ +$\pi\text{-}colSBM$ & 0.03\\ +$\rho\text{-}colSBM$ & 0.02\\ +$\pi\rho\text{-}colSBM$ & 0.04\\ \bottomrule -\end{longtable} +\end{tabular} +\end{table} Same as for \(0.5\), after applying CoOPLBM the obtained clustering doesn't match the uncompleted data. @@ -97,14 +117,19 @@ The \(M\) matrix is used to sample a new \(X\) matrix which elements are the realisation of Bernoulli distributions of probability \(M_{i,j}\). \[\mathbb{P}(X_{i,j} = 1) = M_{i,j} \] -\begin{longtable}[]{@{}lr@{}} +\begin{table}[h!] + +\caption{\label{tab:random_ARI}\label{tab:ari-table-random-completed} Table of ARI between + randomly completed data and uncompleted data} +\centering +\begin{tabular}[t]{lr} \toprule -& ARI with uncompleted data\tabularnewline + & ARI with uncompleted data\\ \midrule -\endhead -iid & 0.0148172\tabularnewline -pi & 0.0265793\tabularnewline -rho & 0.0051536\tabularnewline -pirho & 0.0152299\tabularnewline +$iid\text{-}colSBM$ & 0.01\\ +$\pi\text{-}colSBM$ & 0.03\\ +$\rho\text{-}colSBM$ & 0.01\\ +$\pi\rho\text{-}colSBM$ & 0.02\\ \bottomrule -\end{longtable} +\end{tabular} +\end{table} diff --git a/Rcodes/real_data/application_dore.Rmd b/Rcodes/real_data/application_dore.Rmd index 3e1ddd3..8f5c9a9 100644 --- a/Rcodes/real_data/application_dore.Rmd +++ b/Rcodes/real_data/application_dore.Rmd @@ -103,7 +103,6 @@ for (k in 1:length(iid_unlist)) { Using supplementary information we obtain the following boxplots. -A ```{r boxplot-function, echo = FALSE} supinfo_boxplot <- function(parameter, pretty_name) { diff --git a/Rcodes/real_data/application_dore.tex b/Rcodes/real_data/application_dore.tex index 59fd815..6013b81 100644 --- a/Rcodes/real_data/application_dore.tex +++ b/Rcodes/real_data/application_dore.tex @@ -40,8 +40,6 @@ information}\label{comparison-with-additional-information}} Using supplementary information we obtain the following boxplots. -A - \begin{figure} \centering \includegraphics{./img/de77b630fb66744d3a3ed68e45be765532d1eb0f.png} diff --git a/rapport.pdf b/rapport.pdf index 30e954525ba1229b4cc60348c5bc46f0f05d590d..79f898ef919bed54fe1edf8cc4d4ebe3073c8e6d 100644 GIT binary patch delta 47735 zcmZsib8Kea`}J$vwr$(CZQH))&US=s9(Cp+0Y zS=T<-K234k1iCdEAOb_Vp=nzp5PQJ@iLO6HVUef^r0wNUKA3%cpYgs7dT*z8YQVrh zx^OPRV*~ckjdmf)gBDzj2JpUFvpqhc>x z|2{+t4JA$6!AHt7D9aQkf-@*EM{tKz$ZFb|$_MJSMsz8INkfZO)XqjDyjj*nZPeB$ zGGot7hVp?D{gJ(Q63ncK8vFtk3{(G~=GRdsxPq)4ZwUt$*(^sx37xs!JBsQysGdeJ za|ZV(82|-dp5y#^zrET4JcKB~XC+*@L3yF9bv@}p>bzFg3sY%uBE!$V44aC|P_lNY zca@a3?%XTfR5kxAIOPHEbe6u*^LWMXX+2l-Pgb(k=ha4 z3)XQhiHd!jSnSmm(`k+X-Oaf^X{Lcg9uGBtt`P3^ePU%aLu)JZdv}d|*(!cbo2A2& z)j9Cs?u6z|K}CNEK4s~1>vCEeihMWU-!159QlJ3YbSepfQ-AkAbOI(IlkQ(Je?}i! zBTb1gZ`7!`WiIE>(I3S=f4sda6m_V5w9#=W}CZ%Pz^ zKe9>kF(9NSI(FX+35mKkH*!I=r6f5E3tBAdOIP;$xS&+bSyT)Oo}%PbZZeTT4Ik22 zi>HA&*$3hm_Z!VhSgwpYyHOqV=FrWfvPJ;Lmz<0QZb`}upV*O8psZ~QGtoJNP7|hK zu1!Dw7+P{1=rDUG1G-s!TnDpjY%`r-@gXxk2Eh+ z7&3VvCr-FIf}0c%shlYm2keEZ*o+6zNY|=)Q@xSY+I_k>)7i&)_AFz{Q7dpRps~cFo#fh*itgRP|J?a^JpxL=eiCfu>2s{*|8Td4tw1k zhzMBAur`Foo@lU|(oJ82M|LJ|-hVLcJODs8T1ydZdHsps+pJ|n(LFJ#xzj_O7?4Oc zVkr24PVGr8PDQ0g54*>Vy2k|l2iQNr{{it2$c}qVDBEBl=`bE`M??mcEDXlB^hum= zSw%oKU&CROXzOT>%Z*&eem+zm7(^XZcw*`TI7U=^5!64R{{iz4*nhzN1O6Wf|3Lf) z(m#;@f$|U3j`kw7ZeLK=C|7*+e_(XD;$sGZg7L5bZwWBz02-4iODrgT@AMvN$XXP- zcSEkhDlTTXxxr!7UPBtAUePIV_s<^kj0Y6cMQxo0e!j|g)vs^5O?mPZo2-*U)A!=3 zwZGfUenoF#WOM3kVGcE_(UVT)auUAJ*2!RM^PF&~tI2(N;UP6TCb9_d<4rbUhY>D+n4p|n-`lp$BC5+R|9)$xm}4-6GbPZPBz z?`K)-y-?TU&1z^kVW2ml`EMnY5m^?cu#PH{) zG_D`*wW@0u%Zj1ZhqniJx2FR@N9Gb%Jr%O8<#4c*Y>QXA51x3CQ6+I3VCBay;G3{! zV`J+UF^E%C>|Kc*#>>NkIa|lHWMRG>=e9pfI8#+m()V?(I5JreNEY@zW1CF6=ITFr^CX2KOi=SQwI9Ne zGb-&psH*_ij|+%v`e;oQ<_lo?d_**>u9tK|{K&CW)zmbB$(eRGzBm3MAR!B9>15&V z;bv*-_@8n%vxDPc=K-R4!wPno5M#QZfU&ZrqJq%^0yVl)mPAly9x>G^;=m@e#WNH- zA>~CO(%3Rgv@#Nh+T$$MZ=N4G^?X<5NoH0)yWbyK?SBTc+6hub=+%e?60G)6Wo`2} z#7$yb+G@6_JqkQmH&ZdwRb-dF)hF6o9e4AWNjdMIpLQy+A7i_)_(5(q&s+QM4zJ#x z`+~m%Kz2js7^|=MI>>QLHY=Bj_qZF=jwtsqv#LC^Ds**uwjCsbOmZN6P(_k2zXrZ& zyiM`zR=WWbk{teTd3q=q5oIPq7-OnwgnCZ=Z1*Lv2nv>C$2)UbiKvTi!5Fnm;A5d@ zK%6y6CJB&B51-uy`kan8!|YdI#Ru4I&bA-`%WTI9<@R9xqVS|GL_jIVgXj(F3t|oA z4?{OBC37$uvODs>)9+QP0kA_Gs`cQ;=2GHuPVzF`KZJ68oOK{wYK$JA88N2h!fRe&=3Z4*lWcYwPA z;0-ZQ@1*L!LZC9eqsj{YSMmaEhy&k+;Bc)VT!;k*`6yNid|g`*?6%B6L!@f{Mk^DP zl!Am{bg0#A0i4dVwhvK!TV_ZTdtBgfVvxsDh-0#$ltF+1E`ojrM}3IcN})&Ds^Dp? z`Z@6K5s*5Gq3IN>hRZ#-Z8kWv6MO1u_3+bN+0+atlOl2he&Xl(!sV&W$s7ajrYPF{ zcdym`sg0(eK)?$ofWX#H>+i> ztG(8;iG6NjsRkIGq|6e#JfR|C-T!UX!7DlL4%NpbGcl^HbxZJRLVy9Z&8FSQ-FW&- zSXhrdMbNT|NcLDd9P?YqjHhN3HGRj-{k7~KU3w>p`XL*UzJw)o z`C|v9(vONvXXZOWl+6BcF3do_G+&BZFMDX7eG-wm;?FSe4`kQ9V`zgK6Zj{{FIVcA z#$(={)d?ae$5)uew5?_UtOwV5OYZQxY_t)xZ0-P#ih_LvtM$4dZ2r)FqdyATEcs86 z0VN|{3~)4)V_c-c5KsDECqAL((Q}_46#&$XXMJV^7A0BS zA?LQQ%z45|34Hh|dH`;;NX`pQslw)9kLerU?hTR7kj@K(zQYIZ(n- z`t$Q(MO9;;2slsW+AkW@mH_p`9xu{nR4;aRK+i4``h$wAasdkWV%lTRWxM>sK}Sw| zne1l+4xPi;Q@KVy9ziGcaW!d1htF-7FRx``_jDTbzES80_$T^pD6S}hZZ_Q;HNkH& zF1OOfY1EJ461@#TZ|^T8HI$*?dCUSSqFlZ3HwHdYv5gz2JCkhZ&0vXVJUH`P#NY^x zAB9(v{d+>UOcQ%$o>|;MrIw<^t3Gc?pPMQjapvZtYF83@Dg+QR+P~fKMShcQEbIM# z9G6(DpgmP zM~~DE86gYe{5B+_YDA3GP$jxUIulxX7+#j3aVU6zO^YR_V}|F?b#?~UECVwS!$v$` zH=^02P%Pfv zl3cCIzQrmG%ZMO}zWV({31Vw1M6j4kv`sUC+XJvB)@Q9^WT{^Hdl{gdYFf1+WAx@x zpdBXF97hKzASfy1ts{4-7;PNCCZ;TzD3<`61-Bqp0pegoG%G~7LFicO5pOg@F<$7? z20fKIr5Pzyg#Mh8YB-I3V;q-`e;?RWRUu*JYt84Q zZi+d?NySLMiBQ10DjBUwAnRVo9+yip=$6XBeIH#`HGaQUw2F##;PU}U00epEM1yX(GS`D?ZFqc}h0*vx8BeMOBRA)&pp9}Y2_|gaSCJ>BuZ|T1CEX4D> znlmX~0EoO{M5iGu3*y@fMRx=9nUpG|?4rUpx$NZeJ*8Vg^hZH5ygZ$5^7Z4=s zJajC-w#H(j-Dt6#@MuS?+ttIdxt7uieQ!aJ0G3cI=nIZNlMk$9o+scE)cwqArb9o_ zZ@>GO5B+~Yo#-f+Y+#7nho3}!JZDvv27iF4;pX8PLaiRMnpA7BkPC}08FCCK?Jt)| zgvGNd4({pDf3=m6lU@klr(3yNrTjrQ?Vj^LQ zN9a7lUTJiJ9Yv`x-2H|J&TS4?1cFl`i2Ib*-MtoBt$td{`O^b2x%~1ttx@IA1LyEv z3<+Xb9*6S`kuk*BGa7S6qi$k)NIeLS0Er}gV>CwuNYLDl!;GjTUZk1wN$$R!a!+PV zpA9;lN)j774~Y7_N#*zx2f4C3L1>qzb?eTZ*5YvMoW;UWaH?B`oV^sNzQsA@&7aRo zi$MMdY&tCq*J(zCg-b7HSOsXg2GM79^;M(sTx)#$EX0!T{K|tSoNaO70ek@*;3?|d zQv_8-?nwDy3XDQ!>6WE(Ha(`&(sUbYsCY2XpIb|QRATFA?MDf(uxe_w&`1SU7NbK1 zwBjMhW~)Na^fV|LBU$i-6}z3(;Gd}~5sg6<3?JJVg^2mvO$mx>k==f76h*7pr25XR zSy3df+~l}iaV?y~Vy9)A%h5f+TCNNQxOz1)2Fz9o zD&(&$yynaLtc#_85iy<=|5<60*Fl%R$yBQfK9Ft8tsB29ROFXs-Wh3POw$FiL)en9 zn*%YD;5ZA7@sYTOr)*u%->qG;zZ_X6b{M5U_RaoPXd=t3kKSs_ApPvhfb67~t%8U{ zbZsk_y0guGy?DPwJDWb_st|ivG>E4&!8pMFQM)mb3rf-`T60(2Oc%!x%w0QkjYSLh z6RIAe-j-Tw0-jAbvK6VBGKcj~+2wc{*XH)_otIZgR z=ztgT!Y80~j4@&1)qd7YZ2JdD%EVq!+LGup3^wr+j3ZRQxb0j-CM{CXKnx*;viioT9q})*A-oT*aT;ZJ^`opZCrB0~)jk<{9)|p|~LSv>m^@ zFycqO1-J}z0B0eQ(ufjK?uH6Zb=dnwBo98_AF~ocgJuJST(TG@gF6dQEwk>u6U#F6 zJTchU!KVH?qYu~#9E%t7|4&fo;Q_irK%;}Rv$6qA;h|{(I=jxBTqr@$#)BP`10#1Y zIfPI12%Ga}qs=48;2T0T?WsP|m$P0;NBz5mva~7W{8h;qr;X5))X4%wiR0JrhuS5n z<|f$ZAtu-gjmF+zMDb7!L8{rHHzsiwCGJ=Z*o&;xl*lIQHbX)fB}Gxicw(-RtC&Vh zrd6ek2-ySxW*xEq!v{RSM zThlZWy-Xdewov>-{Tl^6TCKr*QnEw}Gt z7|oM!ilPmmWaS+`)v^XDzY?^GVVF>+N(b0Pc(u)eWhePEU4hw%G~p>Jm_XL?RP?z` zPS7tmpS}5&656SN#M!uL_gw4HA3HUGI5N(ZEh{&Y%r2S14~g76{+$HC@aDohN266g z!3Wzx;K6{$1oTZ8+Q_k#X1BIslM)o=A-EAv0`afvyR zr_Vu>k1bME!;ZWZ%?8PJfjQFNOQk+GD=Xc}bSYLBdv0dek3waC_~gozi|45U@-4fc zo(U^u*-U~C#&pRVV|-bz;%A)^j;-L?=XN0H(+NimG%TxGWnbOP-;Wm2jAd)K zWiv~NfLVj~q?6V>8M@X8^WS7KWXPf20G$*<>#zLeXcpK4)#&98OQFf>nO53i& zWoP_&uQUqG?Y0_Jb~OQf@Gx70C4Z!GkgHpQiDAtHKzX>6PHz;6mwcQ6x%>=2o|hlI zG|HA`n2A6Yi=s9Bm)oFLD(xe%;T%xZRE%{s@)Fp7BYpnl_05UP8_LEzSREt-6fC>3 zp^7-{GO|{+C1=VyFV*Nd+XqKIa^>+X2-@jadp5jfkV)_a;JqRax?FFsrtR*jw!z&? z+~Mc$Z-ir)_3r~dKR@26@qb!=_8lWLQlK)`@ks!#7xowNui~tTmQq@ZSyB4qxxc~W zid|!Ys*l)oplttDmcY_SY!twsBKw_-ktZcCq`1-$LlY`wH~lNEMJHTFUR-iO&{?s> z`d#v<&uvF54E>#5k>?@Q-f2f(6_i*Uf#~BI~g#hPej^U%@H$Bde;V zUshJ_z1g3*gsbj^hC^+mK&!qee_!~HnJtTj&yT6Q&yo;i<+cQCy&3?SECLe#9M%u@ z@(G{m65ryI6@ecmD~6iRu5rUl4$I)>dv^qUYEcagcP7gQx~YE2?wO0kE`&4KO4tjK zO76xTv2#au`aAA`^P#H<)vDWVOpjR42kqREd3R`F=($|JO5JICxX_^e%AjMSzS`g; z;d5~@62VjYVe60A&xz&}@6L(^ zQ^1^vj`YiE${AK?=epRqi&x`Ngx9aGaG+!f4eGe&!tH)-(;c3CRH`(O{+dRl+|j(( z;v+s&dl9x#)Q=K$&R$~RU7q~wl~%nKH;m!5`;H!M!K}M@*cHGA`bItIS9)|W;t29f z)0WA5nZmTQA9pskz`HxA%czvmj?2rtwUF3e%;QX9N+LJ=H$+`gH_m%g9g?qHK+*Fs;yPZ<9%W48Q9( z=6vCuKlD850%hwfBP#$qHFWrLHC#AJ1k(vwk`-}Qx@7)f+YeGDu}^cuf21CzY1aa* zSt*gquK|T?B~L-!ZVv1R_)awYpj?UsF#ZKw6hKIGl<4OKQlb-mT7&;p+#)4$WK+|| zU8K?dhp6VSR6+oK>X`txPJPX~LnzeSq7+sN)KnH1GnKp;56O65?jB;Kw{B~$wX8%i zv$tcH7*9uW*`jMH0gM+m^>m`4_GMWBM^x3tuggIF4g>Y8=xG90`>u`Uo)~-=s2(J( zWFeIL z+4H9pd5Zfa!@kq-a`$iBW>NeryXN_d?7zzrN4CyO!i}N6SDU0wi@v(*Nn1AenWD~4 zDyxW@bR^p$uKKm||IP>Gf?!UY<=7F~SAe!%xYveh&=CnXC45dIY_+K8027) zu4f;zKDPX~oLF0Y&IwaY_?!(21hDRe;Kug^97c zu8N7~w@9~*9)T?E!vO@b-4Ve?RYumxRlAmf%JgkY16XW$hMrbt>jnyBjl1g4Gf|9c zzn;#UpS6h@z2iVEb2yp%6LDI@)twI1L1B$GSguads&?E^W(Qp;aYC0B-0_0K_+5W* znbKX@f&u#p>Mxhu3Cu*#W`Lalpw2S1M$JI<M z*@{BFgra)l&J-ovn{x!qg|gx<){Z$H$NNcpLB!liua>9G>!Kr$cS%LW3z^Ky58|WX8W|nF6MNjNRLoRMq{6Y zFnWn^%)4-rKWM&5N(yK)kmH3QM?@tcW(s=owf!P2987A;$iX67R;tl4BjmP@?1LDG zUn~wDZ?weVgPkbh%>Ya}q2a4W(NliqwxhjNyyMDkG#t=Ei)z2-wGABPQSXXWaI8f6 zn>5caClly%_BrEvQ^@QBK@wB-1ouSG{AQGOFP;XqR&!_ zDz5HDQehS9*damJZ9?AsrksG0u)hezcawi(zBJ|$z zpL83T0{eIXOz#mR6YA^m4^^|h=ozW#0aUxMY%&Bl2j;jcXKk%{iT(xe^=jC6xLtKc zt3Y$Bbb{7YcL0+=r=EYrh_YuR@M7`^N6`el4?5eH#+P`bhmLo#M2KM{CHX0vRXkCG0m??G@P48Vk|HA*?~lIR!F$n=*_LpfIW zh1Q;DGlE1{D9J^{#f*d<<;aKmoQwEe0U^xcSE8f<$s^((jy@iA=?osT7INYl{tXTr zLBtnn>V%pt458JJrdAqxFrHNCoY?Y1KfkWfK8AKT;Y;P=LFMd_h^zjoN7 zd9XB#?(PsE62WK`563SB`A4K86wX>l{u@wPSji`Z0g~iCC34$20K`$P%7ZyI`|@z% zj7S1-iXzn^w@p_3#*x59vha8y=3Mqaa^OV`00_5!=$9rQi$0X`TKox0*KSkHj5~qS zEr^qUH#SUzeQa_e78s>ihg7+7vG3WDhTvsar0|Qu-b*XTIn)^2yx)U2ud~?WE%%90 zNijIGCB6*!`>o39Cqw0l6Y?nBQy!%F?~mx@dP_3eh+30B-%&99tq|N%c3V0Q zrtIrh_wmC^@+$flB;Lasv5DVFI%d?|XTi=0jXg01#!V$Vz02^IFG$~zKM_Wdf+e~Y zU)wLLgrH^Xh}jKARL8}gQ! z;5aZ33P%=cx7^TH71S?y5%1*kPpwJ&k#Q!VwAR@B~*fS|L$5rES&SR)_ zpqe0V7A|xs6VbvC&>S^fSs}>lky8F3Y2o$k^LAyjlFxl*AjQ7idk@Zd^>ZZe8dGJ7WOqkRU^Ywz6z!Bst)?#|WFC z#Zo|W1{pEWuAJCO%h7Jg=tHwyS%dmPgb}5bb>v8Gl0g+G*koyha>`)RFjG%AFoSyz`i4&b-pvFxa{p$htu{B!xngDh&`|8iUO&b&2NIA&eX?=MnN3# z#Z%S|Sof1gJs$6S-)5_v&Kt_|C3wVbbK8S36iI+`-}`4-doY4Fau_cC_Ld{sxY|^U zwZ^0N0Lfhj5IH%w{oSVw^ zw>Ni#pm&I}XF<)kE-qeP#B!k_po1iOaa}wJb2%^wUW@if3{V8qST>t*yHs!OCw*s>R9aH^#4KrdTabLE5`1ObZ_Tk+Yw=cH$L z*7uuxzMegvOqT_6n0MM@ouK$^zE*l2@~`pP_6ID6VxF^NkY(H_hJ|!EQAhRFBq^R! zAU*gA8T{*CEx)X;3hSu>N{O>rbp>(C8B2iI>57}>;O^?#E$!>q$Q}2%otW?jbvsD; zt?j}Hk~Mon-3db_X+y5v=#c1I+~|=IBkC&Zw^bN^1x|lSrZ1(zsb6^O3Oh@U3Ff#l z=9jVNeYT?*ff!#-JbGDuSr}F4PnF`As!QHV$;J?S^zd`8j{8|qQg(ugy1$z|q!|G< z=7!tI!(_fJ6inp27)P{vbx7!~Tx9QYe|V*zBF?eFUoE;F0$+}OxV~7vZ_NB+JmajT z$CuU@cHCUKbjf~w3xpUYl&9XZW^@0 zl#A*1sjcexOI4IL`Kbjt{9$YA7&8P+!z3x0V<(~P(GK{Wj>r1G zj`w(qetDt{;TNxEA3x3RZ^Grapwj>$flQS8fMHMcw7bfL5i zp3=F{VlC%UX=FK6_3|4eJg0!w*F%Fj|nK-<4^U={Eu6N7Av}& zI~LxALuWEI$MoF;HRc9{OJ}cu(N1^aR>sMDdqcweGoL|g$vF>cK~Md~(mBYqBd-BE zNZ37hP)lBp5jU5t)$Z2c7Y@$e=p6j$@}e_F_q(gim(PcQsiVnL;q1Q$9=)D!XB91@ zosR&f?23-ksRnr|g_GtI^g~(6JXy&4YLvQ0<*qN81&99N&P}bym8ai;Iu)@ah6T4D z0X;ScqZOydK|guy#-b_^*-_zYD{a9~ie8#*MldZUJN)x%H$S;hi6z85oQ1ruWtuzU z&)}EjBTyW#O#QC^E-8uB;&jz>m19KguI$rLg?Jx^%II{TWNQRc1`)8yK`~F@RCheX z!=@b? zo_LAI;5uksGl#?{W@ztl?y;0Q>}0yrqwuXcpsSzsP$N|!S2#9WvWe4cBZ;M@O2cd0 z(|tl}2G&y%QaG)D&B$&t?f65KB92VM3?tCljG_(k)|V8+RVK;rSP&c=s&5NxZ(2|0?3^I8bn3Sa5s1b1)eU@!KbXd@RH_e z`x82DN#41Tu9tTZ$4)r{V|E4XY!$5miDdt>~ z2&7Rp#GDkQNu_W$#(XGjCBb;ViKFQ}8iP;Pr%_daIwDG=*)oL+ypb3aojwUeBmGlE z52)-*J%6WMXIccdYmWS!#rX}q+sKb@L^_whyidCSa#?W(+*R+!VLxjJQco3rB_{># z9WX&hx{?o;%!$x%U5;B58ifgLN^VIo%&?J6lNSIllDzgc+oq&KGh|e!?FqG(Bx^fx z=gMVrwm39+uHK#n=B|l@96_tk&Q}M-gT_xD)QLGZJk=7WpWj)K-gt%ruwhtG6?xq z;f6&PpZ1z8>a;hmH-QP#*vA4njEOp2Q#wyY{snOf3Ce_XDxpo0)+M%9oD&N2NJA!E z*%rXpW8cC1qiULnf!_SLjtS|A^w*U~L`Kb^t`{M|n@0eh#TYM7*?i3(sI*1hD#}8) zcsAJ~5oBh$S)9MdL^f`ciK~a)dYCr%(i;$-LHKPASgx+U5AbvazhkY$9ii}xK`S7$ zu%7g^o+r(18x7jTEaj3x&K2lg)zV^)?i(K5T-`Dj=^1fWP9uubW(lt(p)YJ^ndB3; z{>q>LviIdC^FV1&7)9j-DPW&P76XK2Qz$~Rj@>!xonz2$*9~l;l?ak*3@_FYy^`n~ z^~z3B{R@xr(FGt2LCd#OKi07C%?DikZ*(@wCl5PEQI`tK6x}JFhf%3SA*e3!$CBo} zzdG*`cmncg8OZU4hk8+`Pbb57V?OI^~K~mcV&q{Ws;NL@}h!z0oEWlY`qkb z+ybRlg5Ud5KdkSq7+Y&Mq^x@H!eoaXOZw!{;--T~i3YbMSmh@daIv~+&uZqANKJAt zAS7c*pnn5S;OV5SZ>9V6Am`$~u;LKMh2nqmlpK?qsc_007D(Dn+_!4c%3ai}wMxPQ z$YAJ~KrP59t%(elg7JrF2zbo!gAMOnETcO>J!P)-NovEsvUS{n>bC2fMa-&m$Z_)?|ThzLv--W?i#`0)-b z$M?I**(PjCuks`vB2aF7P{ewpwz*;hiue)pZuqoF3s70I^Bs?A`8Ql zjijndPUzOs1_{)c^gY)t2Ki-4h;*O)Hub|U7LpMdIc0xnl_R(skZ{6~(*8 zvfS)~iX#uA@DG~Q)-Z5f+!Wq&5fLF!7$btZV7vR-hikvA)h3>YXcEQIWh?s$af22s z3kH9D+Xs7{kfyRP?{(s5Z&p$Djh%+=8k$@3O>-(Z84mNo)>G(+@4;f2ILzrrzW)6@ zIpLPl8`S#W{sQ`1;b3(nVByfi0=2?$Fgs?6acZT2d1e1(q7}{r0Z?`3pL7VrVI>2y zo&1x{WjJ}%z$|cFtPaZ=oGCmYyfiL$hx7@K20pOF78j$V0UXyz9N3+Oi`hXYjT=G+ zH0t>$J8f}6S%4mExR}6!34D}}oh)1cDKH8j53|Fq2N#?WIO2te(eYyq_gn10Phz06 z@o;ngza7s;!p6$Y#s=Ic#=(GOV`u-@Xoz|VMGc61hSW$qe}_a^k_q!bUfllo&k{T|O6q1l^U;E6y5(<1@>z@Z=+YesQKYMP!2jz!kiz%k+Zv9#Z zqd7ouv$nD}MF)|gvu|_Iw9G(P_KH(1^v7znMqGCzGV8@$LME`*18d4`AA zE$HU@TDSPd$2EEIYzoo9?A+YcgEpVY7A#DA3kNi4+RV0Nh*DBQ#@_@GMQeHf!k#&R z+&t`hcTW#YW3!*HZ&N0JR})W|qr?dy3&hClsvQKe5Fh0NwiWDy2&d5O3gW|`4a>qV zIHN9abJt7J+TNSlodpGim1jd2Ow=g}0XYd11tFLN+U6HMsD@#1VSiZq7m^9sM+-g( zKm2?D(bwdc;RMoyc5_!*Sxagx@5DHg1$bk-I|P`9Wtz@b-*y(rUy_>LkiQ84r`el6B~g#-$J_3NiEnD*Tg1{(9O+Xg5l{=@HJc$vn${<%#X@2BjFzoEuh`t zo$G6BKCfLMBHAGHn~NEb-oA_gV(dL*rKer12?)?2rdcKs`w5f*5Po}-L*(XyoGxmV zJ)|cPsF%;v7iKXlYiONy-EMG(U@k9`!{aj)_W3tw1m1wgJnn%c#9~1&kj?7?fH1E3 zq2&>R+k-FC_j!OW<)H^<*(mOJ{)=%zcz6rxvl5VXo?q#NHa@d)ILZ)QKl3jT7gWV*TL zuR&;SzIS=+H}ds%pAZC~K(F(B^+@q^8ZjzNheRgaq5oI(hXM z(1BQaakYORgl#d%LrCY80UT;q=o&VaK(hs^{gt&@oT+4~Fi z(j;DAj5+_#j0moyD>8ePgaKmF3liMMj`RBb^GBQd}zKn;&wWDj*w4U$4( zqML&ml6*8Cf!;5E`e!cxXO8_d7Xtp7djFa4xT2jW0^~5*+tv{K#n1m&xGnQ=A&8=!8dl5fur0tH+uov-M{R= z-^V`BgIk*dq>@M(F9$M+lzu0mn10MnBc7U`UcjL4e=`{LgOe(+3crXgPrfO{=7F=t zrxT(ec!UW|ez%EX{aYJFfB#xNOH+kE+-Cw%@|wZEhm-Tbhlt1=-MKfdLq2C+AA_lX69poPVqW_RcBvvA&>huwv*cK2tA_Jq4d z!5s2QEo`|=?uFqSMfokpN)*BDY|47*e-1wq%^R`?b%1)jCTIr_+z82fU7f z;Cl({4()yQ7QlD^eel|l_1OXQ#RCxYn#d^FbQ4e63Rd#^UJ-h}#wk1|jv7X!{bThU zVBAS!-p%_(tNpb53*ZFryU^6V85#m`NI&on&MR3V#s+QH^=3X6wiEf~_W?>8b@2)v zp7i)uLPW9o{%=kv_y1-$|D45Kn!=3o;a&6HE6gA`kRgY|`E zOvvBQW`yoPJ?;~(dj1(Pn(jd#Vqfm*&U%;*lHXHG)b|+Sc-z>T_q-|d*^nXryXt7$ z4c}yW2i;Fx7ay(aNPBka{qKamIT34o14S(lh~`E}B1>km{}Ff(aCuyXbq#im zxY8fpxa?rMH(O_fBu8MDq1G!R;2+y!NHPmnn$>|uuT zv!B980;zX!TCjoa%2x_yt{9>4lWd1)35bfwyvFzC~By9C`m&`y#zVM zx2bE&+5^Tn^!`0aL{pi==LEYRa+cm(75Cek3!PBJA8bWM`51-d01A_c(PRK&#|{?R-oRqE3_98Kqz<MAJwy`_nmw*f=5FZ|xS*&=(8PEsIc0Q$F20`8jWFUUG8~2n1O%{l0IRVxswn-Ho+@=o7p-Z1QeiC_-z-P=iAwW~zk9)7^IPvnbt-;FOe+{?rkC61E?uOHMV#S3-57g)_NtJ6 z@;?Lf1b!pWujRDjZX6-ke!A@i?NtWGp3AG60u=BevHH+08>x)@pOkZZa*OFRgn*ZX z7g%A=(xYI!hY)X9;E5UL&~h5gl0tQk^oQe|(b)6H$`)EuxKHGyt=jt*sdnQ5XhFfx zyb08MKLhA*nQ%&MC1=&W{C*<8rvYTR- zM5j~0Ar8X76aJb$$8fL(TWrIMvhrhRsV#efXrUR=AD+2lkjU0<7AS%onFk|V{S{Jyzc3Dt#8CZ1hdyT|feMR*WC)+=EJ{up!jAIi05#6O znUlP~y!F^9y3B8W2=ZR}=<+cdB;?DbuZrpm3Zi7-iu9{hQ)E6<{9i$-_%QNXFJmKE zpJ}M?1oo)<}w{qR(4GGt*c=EzpgDXA~_8V2B8G zqBfogX&`LUVyO%DmPz0&D~+HBh@0ys6z28R_)+1Q25I-edWXnHjsSA^?R5-z7`!xV zd0*@05%@$iW2nxs#o@B;d@dwXwn3{&zPsqD?Ql@*W@V$gXRx775~KM7SuIr@V#mYl zaocE6Bl(C=yMPQ8h_*K+CeSe}`r(PjgwlD*V?XqGiB!~Ex#yS!{CwI0Y?Q~w>gb3k z_J;Fzx#Nha>&oJoJaa9nblSmSX+*m$VtJ)7l|o!i30a0eA}(hzrYSD|i0vo11S;6n zYKTZ714RM_xfC?3oQ1ThqhcxYF)W57sT=a;e5hKfqLW;YPnkVN!g%O=TFL(sT~}k{ zQaAJ7jY$&qXLlzgC|qv=*c~76ok9G`g?)XsbKre#3@E>6<67Hv*Nq-&71jLYEXlh$cvkK0fUy zap-yn%|{zs^-F$f@(U#3L zz2QuTlZgw7XB(C}Y1Z?fFu%AVTSnJKI+t$DZI3hHnc)fp! z(Fig3t9P3iDE=MgY5ngXSDf%e5@gy#xLH zVRbMnNltT97V@^J_97AqHT9YKRS@0^Ef6Of)%GZFOL%q}0Haf-LS!ADQA#(10$^Xg zVfv6jb#<0ps0sng%SOk@+a7Vzi$+=O8~(0CF>bLE`31LWdW){w45_(YH+!mL5%I&H zPdk{Ao5fa9i4t#%S)1`YL$(bvIm+vRasMwxhPf-auLY9Zi+X9ynRlqAoU=Pksj6n( z2R2{N^rZ(Q00T~u5z0`=?_4I&5@W3GC%o|}mQHrql(UO!SE5-VRn~5)3@xWyPAKru z3%T0RQEYd$IVI$IC(7(swMpV?J%kV6h+m*BFjn@dQLWx+kN`u;**=g)(lI#YgC7M-<*OL0{BfHyi>B z1F1elTw#aYBB}Kr@d`lON<`R&8fNe17RfU^>|69^QL|GfbBqw7BY2HX7f($rEF*Hq z_=H2ZYt0& znf1rvV&|mtnNw=B1nB=C05L$$zb`;oesBkD8i(37-HNAiBuq4OAME(C2iV+%o>BxtgDW+j2WxGPrN zs^yw77i{yz^cNTc+h5qdZ-!ET4eyvGA?Wm^ozj0uOT!d|h&Eed5}?mtA1%?V8D{5=j&8Ro{yxCNpm zIFr2f*GiHu5j%R2_^Wl0Uh&u|dlPg!R|F_2M3J;tRgxJ`MZA1dm>=JUTlh%V#Cv>< z4&FPYvHxi~Upk1au6Nm;4<9o?rQm#CK0$wKG(0sqGp4&T`z?7lMMxsS2+SIM@GIj0 z=w=z5?tz}9C21{ej$tPaJ0YZZePB*=Jhq`90~BP|TggNF@a?ghxiq@CemcbSP&EiE zrcY=U=o|g-n^-flbS;rX(018V7P$+2lK2{kSy9{O5p>$NYu}$Qy>I>WDhAE-J zsu~`^_xSfByR!Y0C~tkCZfot;KG%OT+3W6wq~d8T*Ld(Yx}qJnU)wu5B1gt%a~4p1 zJt5==Cx`zainl{Lz%=vd=cB0SrXp&vge$wz*3Pxu~c(}m9rui`lgK{7U{2am$fbF5-IkMoN)a(Cm%?mx#iE1kRtO%Fn&G}gd5B$a3O1-7q4TRWAw zU_~(%vCOz1IGI=0wf#G*H(?xWb)|iF^WY-hDfmcgl45M{*r{=@x4f^9_&&EBg$I9# z8ZPE`2%Hmm?97w$a(PuLXn$HK4tHCPG-0NxVbrV-hyH=!v> ziZPtUHY+zSLif4RL$`D0t*?KM)>z}Vj=b`Atu@1XNjOg*F5;NwUd^(JP)4o>_qZps zR}I6iGRESY=$o^2_E4STcc^wzqC3T*3KG^4g@k!ONHyNUAliTV?Z{C!a@nHLML-u4 z+YAJDAoF!G&nGN=kLVo75xb@fILslqkNJkDm5ZQ-qMVT%u2%ga)a=-0HoC~nH_q>o zHYYdQ8#U$_moYmT`7^%IPa*e(WPX+GrQWf1M|nBY!d17tPr}D;K#aPvtuZ+K%b-$r zg^7xChWLfL?s9)6!>pG6csB-1n+vhUKqm)l&oW8A)zKmB@JKW?ek~URu{S1IVPk`^ z@52l2cwJg5IhxZ#)s-q6c?oY(e#=8eLJouW5W3+c0e?V8w*ohgLXT$_n5}=;e#ROU;CAgZo|k<@w-Uh5 z9&^;m*0bZblo{QRaOD9X^X(jeug-0#L>A2_+Ncy?@|OZsA$Scz5rYv0uC{l2wHzO7CC3Rgh?9yST)<$k7PADRFw@5e!SHM)FkKqQ{o4z2Dwd zBcR5pw>E#KexvFh67;5ZcbmY`x10d&_7i;hnJx~^ zUKu?+<;}!Ga9wuX{2gNvKGjGf$2U9Eta6DwUr)GWGZJITgCS!}#{J-sskpZAMtFv> z(VM24U1egn){e-lq6MSz;YS4LLGqQegfpi$9pry%Y|9R$mV9MWB#t&F;dQ-1a8+Xzex3T%=3 z%e9whdC*cHX1|}^Ib6G?7u$+7XPZSN6`04DtJTp3+Ec65M1C9|5y3!ilGSxgQwo2X z5{1dii`r>Axp{X9x0+N=(;I8+aREisNhS^*Nrf2~8b3>Yo4{{rq=x!RmhROW>cCdT z&BH}gc^)mN1)vjnLoK`#vy-H_DVL?7rF`{hr;sndjl;Ij5TKbd?i1?Mzx9h zsJ3a&vwUOR(4sWEH+!`R2tgWjNXm8K5YG|Wr6CD3sbAeE)bO1Ww#JG%NTO!#hnphM2rk$+nZDlC8d_^V2<8X!?YTXp;q9W{#?%jGXL_ns7FGlJ9Mpy>Sl z%f>e#_FY>52FQ161*nm?5ljiXaoWLIQ>}w}T#6*{>hn_dU{D#lMt6Ynwv5fodeSMG z?d7kM>vQF+;}|KO#Ns?Hp7`}^A!sh=yf};{L^B(KaTs5W2BR}J$*6yS%D5-bLU+B0 zqF80^t;-Uw`KO<3$<}W=9N(;h+GmiZrQ%T=T@d#r!2+jsXQWuWvxn-KaKa@!P)YkZ zTVr{;O~kNxe12p}PLkS-ErKoT?vKRVd4@Hy2J00svFr!48~ycR)w#%rzex(=8UQC3 zf8smu?A}U6xX4+Z7FmCvFrY@A==#9M?ewEv{&XpSlDU+*!k1Kt5;8?oa76=&tv|>> zPpNDS_9;KKvAIuA-ie+~#W4B6dcEVibf7{2u(+!izzO;55&9mH>&~R>r1q?EpQcq- zXL&EFBSFK53Jj8cOa6rERpDf7D;Gu31tqMKJ`2>)5#(7muKa&#Hh)K%9&v%=KLeL@ zefCvrF6`3#fZFWNmJyl~Con(mOJ404twJD0hP6mN*LQ{i+5r;O3RoMDulC*7pSS`# zPn}`EKjkR0Wm0zF{JcaB_lD!IP3dBcBvsww5k-++l4HD&eO?Jcav zE3iUoq_scs30Un)VhfvlW0t-#VMwyFwMMxn+_F?9JfRu=);|MPkbY~e-ApYX(Ov7GR(Wy4LLlz%9{dV+#8U#d654|P=kAXLmR5H5o(dsRWm zY99yvtHgiQ=Wziq7n7|*SuWkMeWVOSAWc^e->H}^I(51yuaxaNxTSlSuarz4fpdE@ zsF5j9OtdgP>;NqoT*}v=i_wX{;^oZ|gNB~wJiaOS0+}<}1ulutjKTBm*E$}n;GI+( zfxWP~*B>?Ylw76Xt83P`JeBD1P0g&Ab-xZi&_;F{au-F)H38_j#a8NRVEIYmUX z-~40b`wJf}va+9xIh|oyPy8HYIldqHP_mVh1a+H`9tC#wc3HZJ7o5ywypQdTtJp3H-nvWcpM6f%r!r_+q~QtZe^=S1HsJT&2guW6jGp+|Os zNbY~!O`$5#BYw`3Mkw@XczXO6O#4Oa8TMm3SibF@R3h&@fD z!!$)@fvdE3GgjD`Wh_J(b^ZH`nFVT&L^#wp~)>nM(OZ}r2-i>mMugPoZy|F5MXUn#s z#br6hIYvv4vXAGI$RZ-^s!EgdUS6SFwxg8*u>3Hhvs}o$>d0a2?TJec!7qo%<3)=M znJ}wRB_yB(|5qb*68d2f@i)Xen#q6gp0L<7Z6h~}J-J+&*Tk=k*k9_E3w; zi6pklF&M5t46j#O34R}@HZnL)*~=eJj^Am2 z0;_tk#8Zegy2)kRuc=VoqjuITvQsH9_|h)JB(T5JZPHA1CT&fps+S?m#z=pELU|fj zVN7j!dKPGHb*QU^K{VkCZaB5AVAkGs6y_G+LGD~1@K{lPQYm>Hb}oPql8dBw?d*$M zgTb1q(>MPBUy3C#BXdsTHqOuzUV@A$=5fiQSyBnEG&Z_dUeK&t_cgJjC}gT(mT2kG zCF2V`jZiA5N-MfG+Pep$I86h{^= zipBMVjO$582K7$_A>Yu?3ER#kW?SQMmriRzkzoHhQR32l!rNN&Og+l&MnhBXnK9u`NYRM+h;2R0nkyx4+inNw zQL`q~&>P0=z)&BQk1Rn|95(Cu=DX6F8<4U1BfU?zQf`1z^F_hqVl7`~wv@V;E~>E^ zP&6i*!=2IZ=eD#SLR^1B_=M6r!4WlyXc{9%^3Qw;g5cfu_j`&zc;BrrA;PKOS+3Q+ z-jOf53YI$Lx@_!)s#gMe3gT!1+NG;U+|{9~xd<&!hqsg`tSTbIcLNxeeSo92LF{+S zz+^JCPnPFYy_1OSTueP0b6n_8^)QvJNWxJ1=Mvt~6#Z}}N}+$c7fnsfK5Bj|X<`l) zh>x%adPGE~Gc4w{BXEdN#-Qb;7wO?=sMzCWhMX*^>-i=jgY&rn!;h%Ej|s#~DF+46 zct?f~zA89ZNFS5cmbUkV>F9c%{+_FYGz z-^L^!r-SRVwWEL6eWo|Dix96^)p;jIcUTaZ%??IBh{bYF;XDz7%GeT4Va}z;UI*jW zzC%=fQaN~4Qc1BM9Nz2(emGBB45&cWByIcQ8zpzf3qK)~ohP#Bc2y?>#(c#IgK^97 zX~LehiRiRA`g*=fO>MrGPZ}+hP-z9acv3)plEJ%5V7q^87M-XHr3Y4^W=V+J#AI2t zAyIlMZ_FpZNv}Y7k;B32bAsDl{YWyWXhMSJnv3GkvGGUC>=>SyLduUY>QHqr$+}u- zt7Jo#bh|9ggtD@^3c==<^`sSavxt2(%PZ^~9(cSATyVBLvu>deSdU%d^)K6qH#pq3 zqwX#r9w>i2f`NUXHAW2XV-R~`EH(E?Uj-4gdOjR&5yXgTX!6%FO}*4UcCG*Bl$l@2 zbqpJIX>W{vFBLmxaG)88E+1X3x!C+;lqjs=+>R4Nmsc=jk&5=Xpe39_OaEJu&zXqJ zfRw!hUB?37SxvJcL7g(_k$c(6^AC)D(mWn{=b9aQ@uC!yjpMZV(acL94{exn}mN37ht z`*>eh-J-lV;NAf@#>!dYNwp&DS0FN}zRT+4seAZ7HEUItwNr%D8R(8l==jfX~x9DS&m zj0rH~R-g*9pC zX{9YdXt9f>pj)|f*G?V3Mr;4F_p}#zoJu(BA5<)j9R8b*YHzDd z%#gF7I}!U)wG?Ef^|}N;d#i0XeCF9W7(%#T8HsEx=(vgV61rj5Bgiml!R$sbuSKtb z%y))ip*Szsv{SoYp3;fMFp>CZhffU(s){=xJnm4;xS1g05n4x3;JOiG2{M1VWD*{R zh{apqaWHCjt%#~Yxrw9C^k_1Hwh-e^Of)EwwX#LH5OuXP5x#0xUJpVO)inn&rd1y- zr*(L$@KGnsuig=i zl`jDx-WKnpO6_*^=CVs7!$g0E1zqT`5z299DOvLZ4Rb0E0`O&sL?(yoYa~k)8M@W0 zgn45%6|Ma^$%xop-yveFJmrQqr84P^Dx~hMq1qR>Tf=;8PMMxq-BD^vvGsvB}ts5SK!%sf=4 z3!LhY%#}Y`_QIMz_Qh&3U8G|LnKqcxMzY9bQZe9+;+Pdp$Dwy8dFS`(_Cy}E^(S1K zh!D(u3$OgCp62Q248DK#TA@dRT`Hzu#8qKC+SBJKf6@GHBko&zW8A2%h@7b;N{HIH zQ0RulC|z3Il2X_p^_e9uBd+O;E|Fu-GbxLf;#C-Q6>d^ndLLZ zUk|*{-W)3LSIB=EQBusy2Ah`XL5>^{>L1LEio2@fQ0mvyD3$uof+iE}JJnWm7jf`C zT`{$quYUiv&&W1`o^#HLqC=Ic)FE#*3zS0r01?oAEcuN`w8CkJW5`xDwQqh5-iwuk z42}$u=1xx)-{v29bFFsJjsa2AP&#~0Kj)w>1yv|dkmY|Z7>^n{xb~CsiHaPwFKKsA zjO44g8=K?`4-MWLfZ@g&3BLqraqC#y#2v?p9*rKMM2iPx6@#G)!|U|EU_FqYVCR#a z$ea;g+@F=x4F3O!CQ8feI`1ZcuKVXVhUb3}U;ctCvg^_uk~d~t(_ z*$+`^2g&;gn3tsR`O8SeY%bWWfhs}AP!H!po0fka{y$$^e8zocrYUVOkfNEdd(+d? zL0wlpVE%||-kPuW5FR&-aD!fO{3_%PZ&A5)M@4mRCdS||hmLc+$@KfgcvTFaAId12 ze0`3nehUf6y41(vv*6MI%26#%W90!wAI$iLdQhdStqY0Jb zR{OoK;_#Cu&S3J|j;&xaP@!T6Z=70D=<9X)(}gx2=tPXA#E4w^5`H# zq(F!4r@jkD3J`^O9`(yqBhl_AmWPwrijkNUDU#qQ?^}Ta%duLf?omEW_qcVISC`?4 zJQb-dK*W1?{wz6}04TTqgLLM#RO?1X4_XPj!Y2Q$&Xw`>Kyd5s1N+kPfS zZ64ZBt}yYsNr}9^bZH;7DH4N}Gd-9!MOihU8bBV})S#u3{;S-Ypxek5E?e%*0Z-cl zWq6-{92`Ta*Yun>%-aJO+xF@v5BYgJ0Ypsg=*Qb&_paB5o#u&5{1Hbxq&Zp-ZVcVu z179BVM6>G>G<$kcNa+o{pC=m%B+-AurpV=9`qhGFrg+_rVejas-V7PahK;V}MgN)# zrrsg(An3es3SG9wogfSO7HtqMQ&oN%Flw=h%&<=XV4Xp|u93j(KZ@aEh*zmdy+byK zrzi32=zJ#}o795GAoRn6XIRa;cp!>9b&i&hdc5jo@~4&K@Y-J|Of%*i%NKt=G~sP2 z7ok45Tf}Nt>OO5&G1)BFhy#=74h~&Io*)Oz1M+}}UbGF1b=zQZc!Ei2eH|q{95VBs z5yu9dkU_Jz8L{gXc~;@q554mVBO8eKN6??^SwlF!;MOC)LO=NQMC|l)X={!mvrU8+ zWcRZ=SFU%o#)jmh`$v+L`)_{~6BXa1c^nbbMvEsH@mxncMz&Xmgt#sJPb%~7^#vH! zy}fu3W0l*h+F^VM#I9YIjqmunw>*QxxMIYMl0s4AzXW6~ql|Ta6LBxea~laJj)8K| zLf`DIC(k$hP}d4Ak}<;ZdWmW-a?Yp{x`UUOl|A}hMrb|vp6cfDFJymcw;oh%mDd7$ z_`^gd0Yh0wxP*h=m&II6yHZN+Q{Cc0N3md_@ps$eFY^siFp^%LuC7OAcxgyTgwk7X@8uW*x8 zkBCJRJu-$?8g((^unMshU(?wXgC1OY3>0t?jYhWGGw|)w3}t^Y`HqCQx-$}A&f*Fr zC)Mv4TXOTn#|Zd}S9oYA3oh2X&s?IGY0hoYeiA%Ue6yW-c)x4t?Z#y2TgLGs5XF%a z@he>tA5Jrv_5k^yy#Tayp)#uBy)W@D4xbby<}#IOOL_A#Qy{qgom3PtR+p5_BGc&! z-y_QX4~uxJ&q06kF*(*23^pg31Jr4t(AhV*>ccX>Tre{D)|cx6BgI3VCAuE_gP`a* zFbHb@1bG^%)pCmQs`y}qwavSEy^&Ogx7P3}|G}LtSXbwLmCRRuCadg{yPhBHIEXbe zQt)eAW5+6=rDWn&^mzi6#VV@doMd-eI3JpPV16m`55|A1#&tju=8(}O9ZQOQPRpmj z$Dv*z?(S*iqL%V)vfZJ~5m8~t4}%ua7RH=6uWGs;swgIog3Yux_*I-8H_aS-D(5}Q zC25g`uSa>%wMRGl_4SNtuLU)W@uUGT2?$+$RsM^W{ldJ{2iHLes#r;j>O`c~O+e@^ zJFj7a_o#nCQ)s}djfa{ewklUajD}y=gFkoAXv<-cP7~D49`^Qq4do3(H0Iq2?qZ9Z zNkLXg5mj14Gt`31or{@OQc~{qg+TSeN>kaFd}XL|_N+UQ)k*00qm8LkwW4EsZZUv5 z;n_=VMZ|r>^JOA-k_cnb9VNm7sUoKL<|nXF4TXQ5wq~z=3zb?ok}Do5rpCI;QTG!B zUB^dc56z64G;gIfSid*rmW)S-IGrHb<4p_W99gb6eKjaPG&#Me5vz{JDb4X^ z$mI_+P?LGu%)|MfpkbpwA3d2O0>wopa!1vRN63t@Knd+~`QwQ_sB1u-A!$kbRjj?c zY=T+Sr=9Csrzb~yelCtETU@LAl*V3*#sGg)pNdC}YGPTjzZ_@~{Guoc%Cw2iZM!AB~ zvKp^$?i@me5}*iB1Ye)T#dGR?^D}x6N)8|xA$1LUT9h@#kh=hf@fxWu$ZaM4JTe-r zXZea05fI}1oq+AyOSx6R*yOx;zQbwLr-eku!VBfBhqYHH@JW|F*;;&?Us`{^dVWFu z3hRTq2e7l7y#((znLIk5`;EDYP58FhTvM+SP36N(0UOt9=bA`_gTG>9^0uFuz3Z2# zqI7PwtYD^>3MA6rFuJ5FNZ^_2K_VjVAXuhpuKLsEbF%)J)dcOYEm>VHy`jSa6q`o} zy3E8r@+*1rhM8a1AKj(JAJKnqa6m8QdpX(5hVGA8#bnx2vR$I(HO-?&9zG9Lxi6ru1E1|lZJGC7EZM-KiWq@NOPLBg zhtN=%7S>lSxtVHFWc}<5Df#p%-WQnq@5nm+WL@fyKN#0Kb0}etq7Z-Hh*GG(?uT!- z&9;3!t-em={^`T|nuf0vJ?Pud$6eST%UFSxHXhcvmb_BbxBs zaCN#@ax-Sw4PE|k1+=Rg6em>3L^(RUSe+zD&zWBSxN=i%-HD%EY!-ZxNxzZj)R2S{ z7JGjSqx)@bQbvSR=G}jVR?IGoDiUvB;;Y<-w(4Ao1YHf(53dRt(A9y{^6%h+vn@Gj za(1@3A2diS3d-e;~HHoX}A4vu*D`9)M?kzTUL#6<12q=D457;MmVD%e7`La+l6+a z?F_w%B9%xquax?^Yi~v*lBusY5jbZFb>vN@L+p!F<}CT6IDgGuH-C7yB=fs=N&k|u z{M8Nwy;g?rCB*Pq? z*rSi1Cq`5s#p+Kd?pXqKXOm(@4%Z7NoXfgVCCNg`2cQepN=Sb>JjOSjP^&6r4F>z! z!fPlv<=}Y469n!}5|ST1))Dq$bL<)OE*ZU1OGbZfJJD}zFJ@e}RnNbcU9{?O(5?#6 zT3MF54-W176@s5_(GMczQ@BqeQ}~JE3Y;1iW~Ul8Uo~y8oq) zkPAo?;Pvt4+U8gF6R*zEs2{ayM>6eJCpG%7bk10AIT~nBaM^_q4F}mGedF0#Z%eEdi zejAgBXD6o~uGg;%ZA}8Dd5CsIrTg&UMK}e#UVW2u+%!T^w}zKs%vaHH$f2N8Igu>T zc_zWe^r1p8mend@@P+1vrcfQ3f9-!R=IJHrJK6mDMU_=sjoRIlH;l*KBp=qLqn%Ze zDj)r?>@B)k z@{6YlSw^(Ha&UR+3vgFv+gwk4ZDG+1ZZVjdLus19_c?X*^@mMZ|hN*-2*V{sOxHfxp#oZ6Vx7M0#P^f3$>z6Nzm)Wk?``ba|FyIbHQBxuTM-0^= zy5g`NGHCe_DfO3r2@N}&#NU52-U_s?a@Q*#g@r%d?|(%vnB8o;!VS=)KyPXnmv-yT zl_pRLY~|ZR9<6>Sh@XiFAb@?#O8x6q@#A;D?!KjOm z7c(kUWF}e!!G<`-=~^zX4L>jKu?hy><#?B)j#`eaky+Xh>epr4r{aJ#NahlAn$Ugo?d?2wBrt@AQcP*=xPx zs$EQ45ajJF)po#p%H9XP*Z-XL4yb(iZWfxj>H2a~kxfpdVt$B<>RX`J~38>kJs* zaGE$2BETXjk=C&S6kM8Q9K>`a*1sC955eZ8^&vcR{=v<&~ok@ z^=C3a-R?Ttc)t$_oNsYUni)W8M?RfXtvb2OE)s}b0nZ6`)<=e~1Lv^l9_rn&_UGox zKnD|4g}7bjToQk$c`xp~X3#ap9E|;NXQn#tqv!%+jC7e_M7`#WT@(z-?ZTfGI#%jw z0R@>XSpHH5Dn3kSq@i)AY#?Iwgg<|+!COhm4exiz_Dte|FHdiX zksb~Fx%7jH3GJ%pMs}U(vphN^$4Z}C-B3}e`$f%*e-8Z2`hMOY-QyL9s)Td=!Cxzv zhR}k8k5||s*>=(5S2uCuK>-mx?!~tOvfWeqRO)gx^4h~sAj`gK4T6gR?tmNVRICC1 zPtd&b!})*R3h>8vJP6@IXmh>yfx6H&wLSvQ@R%=^pKRusy2d5xr9z2J4u*+ILM_$w zRjpVksIx!Npqfv^4qbR_z+BWTS_S4&6dU6~5<0_4|FMvon|puQF>rUH_sh)(7Vdug?8*Xr9#sp6 zRH$lh`PGo%!(+mgr#3`<&qR8plWL5>)hbrwx*l6-naq)sX*J8d}+J z8;L5v4?9FZ&S$QcOd3sd@lGT_dAYHW4=F~i2sdeJd$-~;n~VX0-?jErL+1~@XT5JM zThf0(3akmZt1~%F9%LH6Uy=E>hJGRw<|vi5=wA%})bXbdu9TJZ5|_%vD6Ut0H(-LX z(;L4_#Uf^D3jKDrP``=CoO!8%*-!AAZv`s|6Enztceus$L{=HnUbv~AcZ5I?DfVUDP|t6#jN5-P z(ks#Q8}F)c75h5X`uPR zSX8U{um;=EH6VWVb9A8otNy1V<>l!67k5BBm4Z2NrXDxr*G>^Q94dP#OClJ}0Qj_I!?( zdS@wwg)j6VB*^pl93_9;+Phtry3`VvN&FYU5l4Mt5$1)$a8TriDubsPAah*qwXaJ- zD=~(_RcT!$KT`D0${S&>6mQ=355#H1W_h^Lf^4Gd`|GaPtS_#Zdv2WMJX&*k@QgP( zvzfVSWp^N+V9uFH*Z7<>xgAo1^d9s=DO=ZJ@((l8d|ykG`7VFv7;{fWoB%Jq!IZ<8|tjwh9oM6*}L|<9n z-mm=PRp}lYUJ!qfBsf_;6V0-<)wtWMqKk_81?X*B!{%vbgUhS8g}-`76ge^r2k9Gy z`4)`=W*vWC3x%M&+|2U!l%7|fyuPA>rXDRQNw`i7E%Yk6@s?@F>R|($NYNhjmAF-L zq~Ntrr~)QEZhUGt1+Lz!xNdQuzKyQziXl^zu%E3$;M9N1A&*gWR5JN4L;??>>)BTGc+iPVGb@aJlDCSmu0MV*;4uh!XS z(>Hzq3=Cf^>vUdRj15obO}_Hn3i4R_4)m`0NQS`VX;q@`2h*q6S>N(t1Doj1>xf6RC0}xQv=E%^nPaU} z4N%32%;NWA1SiJY0+!7Wi&_Fh0DzA*2McDeAQAN6$Ep~ly8aGuHWJkt(Az0f-ZAV4 zeY8TMr!+6E15io|NSR?WW40d@vDD7m0k54^Fky5T*D1v6|^(vp$SM3 zgLEf#=M$sHVY+))^90OOEFEB|q*SULYd47UkjPS!$yN&%Co35}ROMG_HWX435EQvd z>;N>8S!znX2ZX+Oa&)#lUWz(g zd2nLA=iQ*44<36{K;-Q?!ie%TtM>h73W|R?gu}R{AHj@=s)sQNVTp!ymD3_eEtv+p z^_)uT0Yok{W4#lh0l2s_zX{vU4DXBNY^`}w`}5bb+UCTUgv2Thn{3ct|1njJq$~)h zyXAPHViEbcqyK}FA}L|lgrdUITZ{2WeQd9GNf#es5>Y?Wk&C!3I&6x1P@B~B9mCo}xB6GM0I?q(UCAh2cJ0(_m)?{4? z2&wgA^Akk$qDNKUQw_z4d-;%wae>M&#Glq4LDg(lj%je3QreKk0?g%Jgem2*BO;wp zfeKk*ZWdQ!i?H11f3c6oX8)WO++}~f%OTeUwWTO*j38B%ecb9rvM5_eMgxMs)|)MG znOY7R0>il&FZZtyf6O$11(u>z2U4Zf*qFM|Y&=7CnDDZP&s>dQp>2Dx%W4t0@d^GV zUkM}?e>T?r3)N$X`$lBtq;xb>I_YMxp6~+tC0EeWq=`dhw^ll`AC03Aj#xEy}t#O_$LyI8SS)B4woDz|FrS=@h4;>`%0|=YP|fQ zI||0=#N~sZf?ITk5Ceyc??U8Ed%;q$ATAY0b|G7JO|bd^r+RDq|JOJ%5^>;;)RP$9 zomILtCQaR{Zp+t#u#&6Lxng61J@ zfqaW-C6{bVDtUkEzmfoYUWk~^Yri2?IstLi{Y{6I5gz6bR`N0ybENkUXad08Da*Pf z-_P*yiBb#&V(*G>fJIxT>Za+2v%~?e!x}^an))>H+ix3vGAx(821kT3H2Ag?!~su- zLk@yg9R>|6oSekp*+5lZr#F1qvpK+%9LaTzY*&%D?@WIxKCmA-<%2LH(!~%uW^v~c zMa8yQN=TIqDFWc@^tPMuJsUyvH+?70b}DvyTJ54tx?j`GOK|8S>Czvk@ivGae)Tk4 zTT%MYG;At0Sch>4`aX>I*gTIZ=XtEty+{gef;~E75Be>)=RA@Li$c?cTmRg%7^%>$ zX#)uMA|-!L%T!|S6R!M^La#LKJ_l``OczRn6BS8j)cuePerRf+Fe{1DXV=xk^0cr-I+ExrpNBdLoz?_M27&xs=bpfyqSv*xSrPs zrG-r_@tvMqD4&g0X-O$BPbK^&AAQO8x!xd4v!;Ju8WdGaek&85mg4uIND(OMMQ@R5 z{U*>t2Sx%%4T}1RjJdLVEl%MUTL7UmGW6QbS4#s+BX@ty#G`=_vw9>WLizx2d&KLtW9 zy{2?42#WCKhFT^>=kT90@7I#W(d5f9cqr7d*Bhh&=d0lCecftGwXLJ=G=S6hadZBW5v1LE%~2{hzpo*&kI$H$2hoB=*S%v zy&?8^`-v!K5I`R)j+AQ>AF7}44_JTrf(J3T9hoW@B<-Uoq#aL(l|ngkJ$~LAmv3W3 z7}cR@DX!;Ppr6*&bix~3g?CukDl!N_cYw^^`A+Frosw0PsSe5vRc5_SGsDdy5Zmk~ z$KU3HS$~wqt2iF9A@LYtVXmqHRobfn^EN_$BqYNEq?>FKyd3d4cGZ?A98iDPvGiyFbMHb|GML%(9Q?xNzK$qBgTT_)7CE(Cw>6*( z*AIZ%b9sq#p=vCeU2Z$U`XhLoNhoH|3f@9iyhI>jtf&od0P+CTvdOQN%Hj%97ER9F%!Iyg?5qSkxl z2fBH|clR!;5}i#BO529%6s^ZzJrzP)emj=Gy0jji+Wt>j)I(-8%i4e7$+YlesYDbn z@Ou=u#|}@=6M%V%?INjXS1s=HPK_z@K=itGm*?6R^sis2`xc@#@NDI#x(I}rI-4IE zd|QlH3)Y(t;!jS61;xG>0~{MHrj-UIq@C3CGwUs7WQYVOoZ{fc^s<$Fub`zI{~14V zLGtcGK=zo9ovKdR*8hK2rpy_>>L|#mPHXwh*v$F9#Rt^R$DhrS6t3B6+*J1V0e#HH!p(PHEwAzrBU(8q;TbE=d%zLGe<;h|B@!X(U_C45q!q z^O<^SmMQ>1p^qRJ_JOx{&;Fk?!rX;@b8sbp@NH}xH@59$W81cE<3<~8tQ&1?+jce^ zYh&BoV3WLjAAbM7s!z?F?&+DS8r95npFVWXjc|?e@TnISD;PZauv5FQq4!#M@i3FO}vPh#yg@|17XpPk0tlPx-WEw+`2e*>P@ zPSJT`qB>1+z_>WmO9Ze;<SBT_YQ7PG zXK6G9{*rFG#7gVVYi>Ldtzcp(+xT-1r<8tg`|w#6JL!R!VAnpU|o1 z=}I@a!uVp76XUFpCygw2-wR2i82F0jpO%AynCLN!w!6!{M;;(8S*KXpA-Dg)dM9kV z+g9pol@RsiXi}1_%f*c=e{1w%hY2aJd2e}CM~3S3`qkA3IlAb0m%Eiao?u{n=O0B> zMWUDv>^A?an6c}sZ|ub5JZVUE*i0u5Ia(tN2(XXnHSLriq{0@DP&_9W+#4$SqC#YWHMc41Xbe8or47eZR$yI|;9bS69D$Qj32>JD# z7+s+V{kw?E4AW!orYNi@eDk=$*^YF;5lvTA>ABCaYg(GY-FWLpCmT z(3=0fi)@X-rkXcXF%|ed=$`63GB_a{3z_rM@83@)cr*IZ(<*vDtm6}q0)4|Ts@1fy zPHQKWk|9Ih_|_+kEEivYwev_j3qZp z26DraH_b++K-(7cwFp(j+k5GRf=B5t3rZq>)Ex6SuOEN}?t0K8U8B+vAjN~Z~ z1y&+qP^x~m{>IyUF;ps0z6nw~zvEAiz;z}3 za=pt~=!ie?O~yGi2e;fy;k($j!@;~s(dA27_01Di@wSUwM%q0YBtGCm!0Jl7q`!N| z?X3jx=;wBXK7)6b>%v}62`(JiB7R-5(>Z3Rs1j8kd^cbk=*~zJB*SrqQH9_A+d0K6 zcy>;FxwzZU!k78} zq)1F#3DCiUNXaOy>MlT-1EQZl(@elHkKu>%+Ypnd*1}&)vj)IXL`;aA;e4=COg-Q2 z_qHrwX@dOfqUzvLM^1>>ljc>9=~!sJiAsV?sqqD5vN!#2<{gw> zAUf%{6NSW=trR}k@j8>vj5M?Mqz!xBS^|qsO5uFRB`3z-Y>mPo;E^l!K#v*2_YB8P z?rV$FO;y8>2RQO-1MBqttf}$=ab7B&e)ZWHgYP68J*T+}f7%&5h9jUqJtqc~*XV5O ztkNUmg3KllVxVrnCieVYywqPYED!r@Td{GFH>64DC9fz=Cv!wIT z)qJEJmYGqWiVms5^osdt%K#_58hs<`G$U9%ryfBD=Am^Mq_Ta%UABgfwYP%vHHu`f zj)-voG(McqG5OmLh^FfPQs3RB3?;H`3E^~v;r&|Bz>M)9;Je`W6e_B%RkD8DsQ$0V z;h8kp1r?H*bnN!J(_wMW=zR9~nn=~1?_3M0RmK?j+Ab>-v&AoWxfd zy7RXg5hvHm0TT{8rUw@0H>1+)41a*L%-X>+D}EYV`B_mC%^3ZLZr&y8&RVDdpGVMC zFy?j?%4d>{KlOIWbaS(bi4j_*FBhRsrVT+~{DolO`tHm}hdt}GfmV0)_honf#(B_X zD&3|V-P5b*R1Z_1`>mCFvO_3FC?WJIvyz?lK<|t81oXYzQQsaY>1!%i*qr{uetrWm zlpK5Dke7=I_F!R4aW_rg!mn;gPIB`G7q?f8i8kO?-9=o)zbh#oy|eqy{_!?I!BGiF zjN_`0QiX;{*CrXiiX90;InL+w3Rl^+y5gXOejAPU|@UXNL<857$OQ3CQ#hJ{IU; zkN~G`&5OW_0mO9n1+@wZ;z&VW_=GrZFM|YJG@x-#LhLs2GXhQ)5VFn}jKwDuBm`}R z5Ms4$a1ydofU3s7V###~yXZinXI}w#A%vY$Ao0hqfUjQULu8;(Bmf4;r3)XbE%S`9 z5&@))0l;X}d?aMV1&!hXu-ej)0N)`%(1ZXiP#-&>v26zx-~<5@C;D1sh5?{}1SygN zFxxV)0W6RpEs8I=h6iAT02xt#L3~000|dy54j>AuX9Rq2Lm&o-Lx7wa0i$i0WdA`Q zmaiyV3cv#dsEYk-4_~mUjgkf+3IW>Y`m#+(0nBY>bbwI^khCCx9+jQ@|FuOY<>ut$ z0NuL4(t#=j0a(EFVi}@z#^}@dnx3NvJQI!Ajr&Nt>-oZ~*cERJEe$z)GE=>!FJVj2*saTbxowhuohUm#x zf|{e4W<^@A&w&*`N(nKgT4f8tbfREs^G(yi@=NS4rz%!4n!cAkSLBPV>y)%ZMyojA z+$f*sD9Cieq*_n_eL6y556^nWo`mzDXjwz8!f+08sjsUXhC~e2>Yav+?06gQA}F|pdukxW;V z#Kbv`v@X};2P;L#Lj+Wr>adn_G1)grdJGZ_(H~inNEqE)A_QDDsJ?UItUBS`*I=so zdNwvd)UVg{R@*S@HAo0KvntXza4tp4WlCQ?eew!bG`o5Y^yI9a;X6EBA+%!G(t(VK zWeT~Mu^-GRx)L_6eI5p0C0j zDgGrVvgZ$j!m5yV^izcUw6$Tkb-3$^(8!DLl=hq9YLKRPXE2%n2!XFW1_dA@zrwM8J8|(TsEc7}4%}^M zC&t&kWAkI{tO<^OgDqtfdbU_zCpI9i8aHtC&b|1+mvoYtNzQ~)jFN@=dBwHP_N($; z9J8O)3=2O(Dn%Gg_TF)fZoL8C1-{V}2NXOF$M=2s@8T`oGVGu?9L)OllDAAu_u_>> zY7kU_f5|#%{M&TfGnP@^3s&!o6fkelDzE=*SmyOt{QLbaa`OL--iXPs@hxKVyrVm} z4VdjLszgb59MSU{H$Bq*>8kOJ0}K=Lo*ki_wx|i+Z;!~@RF+K+*+ZG#hG+FISb3yjN zKD8{G7|C~$S|zS1aSUE9$}>+pQ>ASSkB}++YA*$w^%?9gsufbG+=x;ec`{$Rc&|@H zQ}hW#l8A?8Qt6N|=mZh}aHcgjkBmp zPt!7JOO)o|UJ&}K^uWDxIl+t9Tj)jcvoY!GiM(bV{ZZpTeDBlg{aGoj67Pj!+0ITIsxKz=LgA)v6Zy5FySM3w$Zur&{l zgYHR)unL&VqP0|{i1E7ce88Q$EHLyGvLq-LiCh_A%LyrWZfF{5Ps4!BmKNQfYDDnl zY;&sGcs2*hhf*~=b!M3X4paKI`gVa!Lz6FEMO~jN;4=08@~WhEltBt%cK0 z^)8D*%?5*2Bj4C$6Fp~;&lY16Winip*_eekVd=ypxmXo3laAl?Ku%{5HwrJYQv?9Z zVMYiXROf<$pqJOl6d9BvB8aHf$ICKvJH_8|W|`!|tRk{yInR|%<@}Q-k(Y^tfmoDTu zArZwI8CH`=dE(2x$XS0OnVt&92wrjUh{I zic7AHB!;UEFu+7ej`Vhf3#BGDZkFDJYeK~$dJgXt*$W;i=_GOIk2nTNxJB+LC7dV% z^GuuGKjstnMDG?>1Q<0rgN~~^hT~C-dxXiXl_W=ozy4O#rx;&M8NO;bHd-+-N$=8e zIR%NF@GvY75!qhKY$C@)-e{I>-#aRpao)XOZVAF}*|K?kM%Zgf=L zI3W26vangTUvS{GK6o5-@>mwfHU$y^p{rqeqDbb>tG?eb8CNJFHSHV{`bNR92rw`S zjaGITf%H>Ka1six7+uJSg=2imaWkE>a%Z3#VIquq;r^*;lHm}S{Xb>93u-1^M(GdY zThiOAII*U0S;Lr^s49CfLndw&VG@oTh(Zl_h$zNOHx+|~=Q#1t&qC1*^Ry_v?Yg*B z5#!vGdVIfbz*Cb!EN=)mR}c;h%5|b-Rq2$;K%D&aXa*Z!lii|nbre8RdtPy6ceu8^ zppdV`m)2_Dx{s65X8qeV)Xcd68I5lB$kPL6Q>TPSi&kPV?&JpT8T8-wmLc^X1B#|W zPw7dx6c-4j^O@g?h1zI|{2+kz+L^uZ*S%M^YtvHQ0kv)D@MAGLA8`ZL-pB?X;;V z)M+@7HrXTvTJkXn+}K-Myw-r^7FB{Imi;@zuVLyG-JJiXv-vw3v)n&-Kba+vlVin| zrxs6zUnu<9C>|#3{#&yPpRAljCHK~8M6bG*iLiNjV{`4Q&4CVvWm}$ji%(-8QHi(%DC+jd|4WPyU-g;yds#|c*Fg>@ ztbaTOb=((eTa02|b|f=AT!pm}bk?4#Lb{XktMXDlKGG3PqzU%qnkqNU0N?;I!F z?y{9RjW4A|te8^KU=IgQJT2ZqRXTHo#-c!_+a4-C!=}m~q{`YBkqB}Tdbw25QoAmZf>_4io znl<{%icJB|W2*|Q}t_a$U`vxKJ-$j|pbzsS202{DkU6 z;CYVNq2%?b*n3rr+SXGo_|5wC!{6-R*rf2vpF0QZ8OX?}?gdMXUQ37N z@h{wWTG9j1X;hNYEYB=vGmCEM z7`~a_au{_Nn@$k%HvIcavZ!Si>-D!di!2>eKSqRm5@X}Va#Q>r^(`z}1W+0u<-yS0 zr*wJ+pDl9v(vO{^Zc6(pKhTJ<2#Ne;l*Ncry+xv3U%%HB-*l`|t5KER-Z6Xshefx$ z5i$o(QE{DRsB!tUWnM6YC!M_LID%)|2Bpgy^+#>L6^U$v>5y;4J;M z6|*P4NwT6xIYp>LA;*wj-^4;A665@_QBtcF`7J{7=b#?9*(959ZL@nP{{pp(k?K*p z{ar@7b3o+iW1}`}GCznUh6VMuVKZ#t!i>K=Q@Ql+c2oJ?{^6h79q@U#3rIvH1bh|Y zTI4u0o}yr9Lsp`CZEvJcC}ExPTE@H64~ zeePz@C4h@SqxtD2z~vng{V+c${T*QOL;U5hyYb4o^^%+ zm>n|VAIcK(Js`dI&Q{kr0(VZ5^MCkQ}21HzwZZ!hvZ*WniplyxkY zg4OooD@3MDzP7DT1duW<_-W0+^exCW?SlM_W`vbt!~8zRihFB-b)V&Zi@@d2+E1Yj zrA|S%uA76Ki;=l|nw<&4l549N4if}5YwF8rI$H{Lk%HA7zwzR$y+f~o^Ml8IZ`1_5 zI_(6W=xilj;D$#qi}@$L)izz%Fq6aZWfas!&hUvF9a)jzcVAOnO69zN|DFzr$b9dt zC}Pr86o@kwt-I_Xjsv63)JbJ(cc_WbxzC~!7CuJ6)B-uX3)N@yKH0hf%`>+8nNy%W zWk>;*k@Ydtza;?-T6h7v%f~z;u6m4{y=iqMkqpj1wN~ylTF>thxigfQomq}RL#tEe zpVmTMREohY9V-Mj)I@)FPu#$YyBL+a>Yrb3Cl~fHtz0+ycfn8uK0W~Ha@YW`E_Yss zBNr>vXygxyew07m0ReX)QWXFWu(mYp+vz&9oB-Xdv@=Ogw+|()qe{M13$1M*O=|ag z)I552bEL!X;lzR1p4#oj>$8uOBlkRHUHd^8o+dI|J;~OK$`Y7N)<3nXLIl699%bsS zIJiR|F~mJNs(}=kTtodEpa7p~pv9xNnr4f{ zlGbH(xhse2497%m2K!3vYxj>WrL4Ep?4h>fvRI>TY1jKU!^+haz9_=mu=Z|B#<#!G z<7y(|aQluW1@h%TAGTQ{S!RsBnTk0+5Tw~lioQ6zs>pHF{+8m{;*(RL8YIrxj;mXf z74H=a^74AsyNNRv=cx=V0NV5TTdZW?tjQ{V1K#c{N8Y^8aJ$ZN*Q7hlx551zOn&i5 zh!>Ij~W}u%=7;Fmzm3ZK3+P( zh$Iid&c(9|U{LapaTOlks3z=k#rnwGNO>JYp2M1+*3ZcWXg=0O1MQkVo|B_cVeeK3 zawgKw#dOr9hE7K=AIs2R%s25a+;}rktcG+0`7(#}kPGU3=1l@t^8#yO`!=7XA9p54 z%7Ih2dOQ|{EvoBF&C1uqck8#BKtF$>v+e0mH&R$LX3qT+FR9K33Z%;)3Oa}{ZV&2E zz$SDT-SFTWhCTu~pkGUhq~F`YZi+Pxqnc@$3_f4}#9l6$Ba@m_m`sP-NLDF>T7qnV z(HFNpZ{|=FpC_85QLO9btYU3qxm)1<@KL!=1fp+%x{Y3rstKfyJvFMnMB{2s*QGv6 zs(}{FLgewNRC+Wqaa)9W^b8|z9#EAe-h}HBwjFiF@I;{hRcBXW8RyReU;49o9Q4SM z?|pxm*XMH&H$D2Y{-y>4P-1u{7+|s$gL<`hS{3?Y(P^nxs#MJAq&+#)BD|Ahohg^4 z2xqVxVEziYPzDXOFS?B}Rpjw8EX?h^dU29$#eP)V{^5GSUbHTKb5UqEM8ZR@Skjwx-Ucy)FcS)07<*|tA#V_FI zu0!CR++%$>h>X0$jCxY60`E>9*YhMQxrsRE82|%SQ5sHbkt&Yg?8<6Lr}Fu&`;7h` z=UroGXo+2s4lBJr9*7YinkhiU61n%0m-YgP(bvNT) z-vza$Xq?yQ|8NA4$s44YJHJ(U^5(!z37;BldbVcOl#LMJ=&n2X=x@}8o4dL_zBA2| z{1Ki}d&VZZJcqqsPL-}j@Nry0_j9n4O>jNg| zePjJE9V4Opl}Guq$sj@ahF|cW3qTGDx-tP^{ud?H=EMhBg#Zm$0B}J4>;Os7m+jcL zto5~O3IshSh|v(x*@mtMfQ1B!*ncH|DC2IdQPv~`*S;2=THt^n+|6$=18 zBm_4HXqW42<6l-&+k_3k2LiOG4~N;NVGm${1m^;|5@KStr8)sNAV97sxR`BWt^gEB za2`;y2OtcZi<6I?4MgAxApXBl$Pl^cZa z1)v9RyRUO&1g#hkjCB&N4m+Drr|_-2p7Azh>nUwEFTm;*T5@AmU{-MU_I-GPtB}M0 ziuZI!B@X=o{j`qyV_1Fj5;Z4mXiENLn9a_p?MMAlAoN- z6rGJV6%LyX0vRU-eHUp-LxL+Iij@%qs#FWeE4D67%ytq7t$+wgw@Y0p7*9JA0RbNd z6DFE!E-ohS!m-E3Nh!k{oR2^_s>hZjK{N!<=`n1!-cJ`5UmWAg{H364t|exw7LSa> z_SNc|p4b&)O9t8rv7Z_HnJ7#i;|2~#-R49FF6KT%h8Fx6L8m!+KDZi0dI^k>lxQ`u zAe(_Zd8axR%M)t)J3o7J1cVi-!3ZyGePMZ8hK%ctK12mVX#`BPNg@$C9b~P{jyj|{ zg{=t{UOYSbd}u*qY%@lA5xL`R<6Ke!+gZlA%Z=EGs|6HeZRlzomI;0_%!CHp4-+(! ziVW#dIE@JC1oMzJ41KwHqaFgHO+jYh!pVuF?qX5V#A|J99W7;1QA)8~0}cOcz!zQj z>8WgCa?+c|&thr2c*!G;>D&!Ez!k33KGC|W@>`&c78-t05vuGxM)usCBX<=Ey-7CT zmynQplH#N;foyPO;Yyux@Chj4x-K3FE3raJ3`Pkl(u^FH%tWfw0)__U%TEE`uP-#2 zBSxWs&4ZK9gBR-sE5ONg17?qZDp z`DjE%b^~VW@)Ceuy%2&t*AY0e-_e=YqGaqRC&4A&C`XKGNIo)nB_L&^Zmk>19Y+%3 z&>Mt8{qDwIu5oeZX0xE#92aX1sXgIr5;y~0ecj%#0N|TQYFH92rw2gW`86xI;6kCh zhpEfUIvQMI#VsS_&>_f>;jnRPg;vo99NI(FgeC|y%Mk!2XwsjNz>%wK@xMDDDmp}VnE(*P1%~ao0g9wznJMCF6bGB&QY2NSzou&VJ z{_oZNZeP2<53LpQus6VsZPdzt2DQDxWp2v*2aNIW>Q|0o9fJ&Ji!+DGZo|Bf%AZ$f zk?#&N2`iSaw2eJX*QoaY*jV=D+8kZ_S~r#)(Y=?z1mC+7Sf+Z##`2 zjgtSo+Pk77G%G`%iN0Z@F9-g0r8Y1S;^MIvFyTksJt7|*OZp3pr0+u+7T&xQvV>I5 zH6`?6a;NlV|J{@Vzl`)0vXIz_?~%r+cJi_N?B*sj4sHNXw6D}J(toH$y7RLY3kxNx z?HXpg=Of#VKX-AW@>|r#>Jx79h(pqnqdQX#m|F78dBW&<>>~NbZMAHJ!z4(l+emhWhXOtUhRj+(zGP5Tef|6 z+x+{w@yv;>*EsEmD~xXsg<{NVdo{`Y(zAWzujInoeqU^#zQ>DCGj z<){0Tc=VG$S82sI-MCjE;%BO6ibWPpLjI_vG!tDi%OQwI7do4X?g)+XUbaV1`TUVy z2r_h%FI-N^Ty8G>EVgHIUNcFd&tgn7O$!^T=XdXJzdY}-sRBTJQMMxt^5GJi<2zPI z0qeS9XXO~smm6~FpLkX^0v=G08OO50wFCmyg(9VWe}GX}9C^Og6S+ZyxxWzRQpdYx z;q2N18nW`%O|$miSwD0Odq$=<2s!_Fv3v45gz()t$XW5M!FH;gnJw5^Hg-kz9k2yz)`UW+8bZ4fUQ#S6b$pBy z{47<#6bDN5{;PPDioAL~E#x~WUg*Nii0_P&tn&tM^9?HOfbBaDhM zR#csYt@Mq3)~A*Hka9TO0ziY3rr)EB=?rGEar8ar*nKG*La`B(r|E^E<_9Ej6Rzyp ztI)D{u38%)1|AXsQ#ZU7USgRiKcRSk8MX-Ur)XWg_fx#7W&7#_F84X;Z+@a?;zP>6 zhF?1#yHg>ct!?WCMyApPB?d`Sx<&K_EXd*epCA5?Nkom}b~ExArKi^(HNx8cs%0do zriHK~CRT-R`C;af+c1Au0Z-dxfb`aEnQHi97m`KN>IsCNZ@>2i$H4=0cFX%)a$&-N ziB@KRs3C*IVBVBT)Z7lzc`SjQv<9lQYFw7CR}z#lYT%z;t{ZYTj( zk(t&lSdqAv=0yGY895&QBoXYf!|K!joHL8{?y9;ES?{L`?PS7xS_ZsN`#; zSif+wkZ$SN8CRmY>li>((TA-AVhQXa#&OFH)k7sx*sKSGxk=Ed!jVdQBnL~RIAT|O z@b@gjPb2?Ejy3tOv76bmINOQ!nY=G3Nmi=jK97C7_-Pz8kyN$W=Qg|H&+&tgitbr^o z>LKL0GFjH3*QcZIC~aMrW1EBix7tJaH?Y}%0%%|->ncpwgvncYYI6 z3}K5vc>+U@Kz{0naB_3#lGYP2{ROWQF_i13*e*iJ*-W?5N~(bb^jb~ZxakY$FbgrB z&`RiebHr@-bOW{3D(L*;q%o>P8Do-8^sn zUPye_IFd);F{>FO%8u9&v7hTYo6h4mOREL8fy5ux0^=N?c6t20VBh$(Ox69zYcw4< z$}Zj!V3c~y+(1A9Pj43dLBJIx$GTDIQ zc=po@?3Fs%g=a)YqW4CH zALjB35yr)r-!8dE?iAR2S!mI_5tGf74jp*d}bE)d)ntsFx05L{EP$PGUl zcP(;0GDJ?MJXiwJPBdQ(3c3YDvx9-%hV zkYu*1O}co~Q9Sql?7ux~O{U@kBL&Xl9{h5|^Cr#2P^phnPEn5Ler}n3>@`wEK3WlU zIhBaZS#W`T%uW*;4{_87G2x5Q9#%O2d{Kn}Z4j_4o8bjdlX$HFRjHphClaw9!5*9h zoMvCQ$NDjM$sgxHH}QBUNEi@`5IaC;@=X}py*`Out-|az&;=}Fhm=*66N$nFFN1|2 zVQhyIDatluc7cD|wnn`n)CMcwg~5(jg~Fl$0@nmQ9nvY+?t6@@6U}c{V~!JSVPtc& zwGUva^nPq1hYQX$K7~6O%RAxPq^=aES!14!d$OeksoBwwe~QliR2eu6kA_5LL>%=< zppgep`!Ngya|p$S>Ws}oB7+GVBReDFr6UM~q^!uirK3U#X(fA4Z0;TE6U$EKxu)&K zE$nHvRj~M@(;Eo79jO<)St1wl!sCx3aXX++nh4}nMrC?aH#`p|vGq{QzE>AtJH!uw z42{X(XZ~{7pWiR{7BG4qDp71L>Zf@SH+Z}=Q6Mh#DPN}{iQ3{^d2~W*QymXiwQ`9L zS5^O;aP*SS{dGQ{`D2pnxFhgf^AT5bwEBe)SH*gz3rTtkdK_^3eiSj?|Hz;QuKzk4 zT=mTrd;^c(3X%s7NIgJpV%iB)&J~GXl3wPj_+y+)Q@+}q4-#AXwdT=We(=_d3&}ow z`Tj1Cm=Zp_!WbWSqR|0Ss3~igiLNIqXv%WKUu2`tnQdU-Hk6xOautn$0;n7q*1!t! z2mTp$iEH$MhZPgiJ)-NgLKy&?w@XU3(~5TChSyVl24$FKVd%nndlgmN;pom zGxvGBmQ5JoprHS|VHy3<(+xLkw#GZgc3+Y3IyhDI^@m>e*G1V?fD7cO3My6d?+T7o zC?WJSVR?}K_nqWC(XbvC#)RY|GK`hBWfC~+3TqO@v66zHzUDt;KZedr*>aBB!Uqv) ziWNWL$_rk$TfVpzqz;=G&c+M9@A7ph-iI?#_#myR-kYzkesLH@c}2Qd+K`bb0W8bt6UV>6NK%HKk|U=^B(8%Nk<7?v6Po>9yj!i za#rtUYX+fX!Hz0(GBvVC>UFj(JTtZ}=tt*EXQc=GqJi9+Aut zEVZl0hN$$8LAC`@yNIZ}5g_Y9MJscaaBTzI;JF@>!FPAeA41yEc<}8HKTqRPR1t-J zd^O+R$!k8zcos!jd_Nz=@p#t0<|z!--&>)dF=+e{#}UDlo#L!Wl)rCh8#}G;j-xUu ztl~5H$Pc4ZDS&ED5YrI5ZYd&efWPzT;5_slK*9O26l&?;8>;aIE15a`jptEC`z2RV z!3&_y-WhFQiyIr)6-sBL#fs&f&Q#b)&jF@#2$ey{0!eG*7bg-43??uDa!2< z>T~3Q27#zsvuB}LTmI5jbad&$vvzthGXb(yKhy%y?71jLc=~FVsOW;8y=$1|D?ALU zbm`&(bgTI2n0jiKx>K*d;zi|zJIa=@=>k2BswC;&8ETd^>3Ea~=y*QA&932$D?-O` zs{}F3Cc%49h2*;B_X*Tnld|e!`@E+0YXq8D0U24}GW!SHAhdymI!^G_5s~`7`;YxK zbx^tge0P-0cdk5k=!Br<0~l``hQ}~S{s&ZTvxJX&LD)9_`)l!XJ@Eu4+6Xm)K`EbD z9n^{THDmmL_7`}~B@<6a(q*@pNL+GMj$p)Zd|jrY!T~UbP#0_4(@`37FDk W4M;c|K#IV_#fv~iC8;ch@V@}1J>|*( delta 47056 zcmZU(b8sNd_r@FBww-Kj+vdi$?M!TKY-5vbY-3|P8{2lW(cSlZ>-W#SQ}wCpdFs^6 z)KquZbNZb1beGd4mpVN}P?lt42%5$)#4a$PHcX0zroTUQe>F>v|E70mrgP=ycrPyh z)d2IX9p@4}n&0n+TpIQTfd+Jl1fS-2(~YNWd&{`K@&4rPQ(%K2>5ALH%L+tKjirNi z0dY$NGs9YF}0=4Cs?3|5WtB66bQe3Ly4 zOXWE1W|AYp;dLY>#Ptfc8hRS;SHBbRC!x}4+#D{;?Ff%m5Y|35>RJ@;Wpr=dHp(NK zj>g2c4tc0?>CkN^BW2B1%L}ZhBJ?!ZOyhJG(O_P787cSI9_n7QQWJd3cZd{IenraQ zaJYE)4#aqT{CfQGY4q?$y6yo}JIS_0N;jYO)T^zS?k-a_JZ-RPmt~7uZ@yiPujy-e zNE1p$(*&LtGG0U}-LAG8B-66piM4<$0T)oJk;3G)M%b<~q%W_e6J9p_?EK<8c^aR} z*|IUI+I(mbcS7@4->fGXx4ih}8F@8jY5qg`*+z6UNl-wWhWNJRdMc{wCJ>Zj=9NAg zdu0SC+*_Ub?15NX&;76D&9k|R97k4em-2Q;KPEyJni;)pdxQTzSPxpN1e`7;}ZF?b40=+ zRUz2nk2>INfxe_@Y7sw;6;O@f9y3nP>&A!mwqu)&y*&8T?S;}fyp%V)``TsM*6KSf zc*l@ZEVAe9p5v7>69f%K)RW-d&ry;Z_!IfBOvIC>;OT8+I=j6r7bF;C`Xc{OFscL! zoSHFL5lTUXp+n@S4-a~(27d2YX6(H~rLfc>1`(jt>3usGk`cT%!!M1OQy65TxcE}a z$4cH6aU0{AIu~o&y(sZ{IM}J6s%G|?+1gt3U1g>?;O&qL(Nw}$2^E^)E0$Gi*)$x&5AQI6HKNqLX;sy$LhjnpEr^I!eLnGiuJfEBjJn zE;g~81XoWqr!MGIt)E==nqI7p@T&K>xDKFMx+`Zt}TK8?H1Bo%wa4M~lt{j_aOVI51X{Xc37o5>dEO*=GAbx+VwmC_|Y`^AVb0R`e z6jk?k!B^yl_~eq1UCfAGOwfOT{R8|T5dVN|-Nl6R3rt51gQ9H>PlJ+yLGSP-$k6f` zFR#3pCBhfi?SdV#Y2D9*>IQ=l#0rf_o&(2-Xe)&J2lPK+{sH?BxPQR^1K}Tt|3LZ& z@;^}if!f+uh}Pi^${gW}kNyvgR#$w?08lVy)?`#LTEJaxENOumrTdNEtqECkV~xSp zG*H>egoQdfgj#VxeJCx874zu&G|g;(tgo>7(Us}Cnd>rLsV`oz>dz02i;srw=2eSz z5b&W=*5GDn3q-A7SbbGG4K0@2u2b-%L0Bp&${HGoybZ1rb0lswV`6(qDP<8RGqrsJ)|k9nFgp+PP+ROr+n8C&Ye*7eb3 z#Ayi?3ak;rzei)aQ4gr586Qm@1ju&9+q#pLCeThhpdQyQ5E|IjxmJ`hLv-rOq`N@z ziUSf)#+=I(GklF3WSOPndn99X(_>8^O357ob0rQg`7dX~Fr=*sjH0zgpN+$=?{rPE z8G_8=SJcGB4kj;*=J}L5Gh~0udCuf*qKdah2+B*s%QJk(2V+#_Mth+SvS^^Nyf&@g z`S2a8<1lCk$JQ%8z!zm<72wPr%v{}E%n^<4{~J1**ub%~v!^>*AiKAo5M%P4fbsml z^TS_5Avv2Fq5D|N%cp`T^v^Iv!$__N-(|(6)A`d5rLadwD2BAqr$40}6-D;L4ok}+ z^{IgNujtzRW~=Zpv^eFx-|XAiF-u}5VavBv3UM?xKWa_sS&L0mDU1F@JKlMkv1&_9 zP%JdK`MxW=Y)DY0k4R4hDTYTY1C7&t}>$6u9# zj=?6c6F#veVtz#u=|dWL(88SMI7WZR;JI1@v*K&GS^xO#fhbVM znQl$+O)YiQWaJ6_^&wCS%542?hQSpZA~@sddk3AD(mbHTM$E@-u$?brUKmNIVW-dnsrZx)`L z2xen>?m82g(K(xqYSGb!voOp0Aol&QDv$v^#P3L57d~aR1Ld~!T1<#`j*+>VC~_=H14;Ss_LlJ zF^N@1O=4a9!A^(ULtsj$ih+|3b8Uy{`5f9~GxUT$ntdqG)@TED^_ehSz!7m%I&GJy z4n&{k4>s?Wl0L-6#$vUl-wW5wU!1&E9{hu1L0T@g7tQ-)-8W_8ZvnH#&zI-1n-kh6 z3<+wTsI%LqoyK`LD`rd@uh4{jKM5l0;ILZj;IIQXK$+87_MtF9ng6%lX(TErfs>+y zU%$~G!9>*|fW!MX#c{9%u!rkD)|IU*EG%sg%_5 z?-wPAd!0AD_luY>X599G_9y$~NcrK%MPXmeZMfP>dx`0)dAW0XGKCM4d}+-@qdTmw z>1C>)g6EF36ooR5n_O=%K+rgp-gLVGj6Mv<#hoOmqG}uK=0&gWG^G28AfdRQe|XcL zbUz`9aNxM3$26LD-qc=FX$S?)DD(f{GXK9-4*74Hb8-InL(sul*m(Z4!9X?cSkijS zouFaA?$1gXD$ZcHB|h#7Zn>fO{Nl>z$~^+Bs4Nw-D0G$m`Y*xF6R0*AwtWU@Rg&3F ztB0-G#-(*G*3PTi=nG!@2FLwtt*R6 zud@ZVP#2I?y?fNFo5%a+w%nX4-tdypdd1)9p??<>;$9&8>w{d&x3%2plV$Aoi5?#R z-N72~lnegw&iC)ui(^4hEt7LiIOTWC7hj6b=Y+4}4;_QwrQZrklz?J=&Y&3&e+&M1 zUY3P(%5hjo@;K%)ivAq$$3Zt)so$UR+T1e-U?6;g=Guzi15>FfAYjhp%{QMy8-^~e zl4#;bNmHSM95XX<>!0*V-A6X^hfJ*PGi$Lh(PA%}KfK4!r|*xsj0&j_SXF{r+-S_? zl#mhg4auQ}x?fSZ41xapXba@e?{Wp#j{{~~#i>BiEj+)>J>N7**fwmfz=BOkHas3Z z4%UmR9aG1+q37ru^q>RsOMsH3Kc4bg&}MwN%3qNJGbVJ{F?4v~muH6blI297s6Ch}laMORhpp+$VtReg4Ll=F<-a>qY z5&YzEytD5mHMwgG7Y4(-(DSXE_h~?WA7$(r;?bHJgSplwy{C)zM~Wbc{0`CM_a`QO zwqqh>^%e3E+XFxXCN^yUYUGHmE^tTg2g^{0sW3X-@QzWO6ecRMcnjTKa_|l##%x=u zs2^Fs79XWdwKgUv-S*xJo;8P%R`8+SP(dWub97rOgte^_t}=p zL{KllxNK7-w4n{FWT3GP^c^*b^PR+?;Rai8+yLdi(6v4EBw zf_b8n7zcuc&p~c$>Lj9pI_@eO*mdu8XWa6(B}f4{(k4n7;+}c*j*m$o%Nt7d<#Ncm?ZLMFRZrlqoD@ebZ&QA49E5)qD0`TQuMhqbJ;&CJoJ*3$X$JT08q8V zX0pw)$Hre&*G59wM*_>R<7(6-rphlzQ$Z9dowazY_x=uTm%^yFx_^eO;Vywd_ZYcHF*?@9+?$01DHvu3vQ_# z;P!^!Jhsbnd}%p2IhBQME`lib0a)R>i{ECd*iR60pH_{^DBs)dRC9lZ>pc;^8g(ct z8X`|7-G#VBmQ9zsZ|6nm|H(~)EEAPD%V5kak1rHis()zRSPbk6yH8_w*-D?hi{fSb zqluJmE34?}k&@$cz4@mflNuKJY42NXZ~3W1MxHcE|mu_hhQ~Xp@JU-LJ(w4x~9roP{)CN<^BJBC`sqN{}+;)8l=u9HzQ=)*d@{|wl$%`{p!{C*`Nirx7zDbUOTRrq| z;4Cn3*}k_K7<)!n7hh2@xpQ{`ZM5*~@E4r)1|Mx+&M%XHc1dL?o6~kg1&y8iOd+c&)w53-_KI7UwmJ z3VAd^nzBS#zdNXePwJ}XPBXel*_Iu)g}`uhi6!}`NCzY8`ZW)`xl1T7@?51isJ4?U zb76_b6Uq+mOY=gMW*J%_Q5Q9JmS$oaL7^zfvxK0X{JVAaM8gULA9Shx3!_zCahcU{ z*pGslV6LI_Y z6ne9)J51-VEib3MQq_lj#w+E!tKkZL_1Q=kq0zjX0vVg&5MrFbX>22!PwW=fcGc%| z^NrNBcV4QuEPKzu)r;Xpyn#i37IySq$xZp*zC9#~P|F&poG4ZL_LGVbFS#$TK`K&) z>G-%|tfUsdlB5q`&#~ZiI>tL?WrrX%61g3Qfy7W048669PlM6p)4!xFegKvjvIgV%#QFQ)o?s~`xX7$ zzB50~O3=w+0c9RR;cuXr8O`@jUcL1KG6h5A4QwBV2FLD?^ zh0s8~$%cZQ?6!Chu&9*RUlp=ho!?>@^)=yDIS{90PugqpT0U)9nh7U?UX=)0O)imx z6RE{VA?^UH!oLIA(CIR0^kIag_8!zs5M4|+94pxvED)iOl$LR^a$=zZ)N+ke)95;g z7jXj#Q*lu5O#RP&dkrmTJFi@$f;6Jr9diqR3Ky{D8W-gMV(Uxgm7!MM_i%^<$2ILp zaE<-+zi=iXT*lQjGS_Wx{&>|udVGQUG+K)Lw^^hQ9bzM=?>}PWq@!L!(WX;8VWR+K zv}YMyeD&SQap2_EM%Wo+AscC(sZF|)a*D&F`S~3*DlL9y^~k)^ShPfsOIjMddI24? zjqY!{{JJxHtJ+`u2A>{YIwzSj>S>lfEnRts6|xrAMX6JhcHSIsY`itcyd9yoF-%iF z$j^6J4%zKvMQ^X^hi_8g#CbM^GfjYIm@8C7oF#lZjhY$%(cH$V6^EyDQ%BX=w|Hl- ztT>-Oj3oYu_{ClN7=9cMt>qGf1A?*#Xg#TWiK3Vju=4iW^`T>z=5N>Sy$SDh@fbs?ckQQLS4F&^@z z-)&awO*x=+WE^)js|w~GheH9Ib4WYo?U0VPjZ1O`aP&9FGCG0Ew>hJw)-?K^ z@6M6owt~r2V>CstYrPHtUtSV2W7u_DLW-%ccAkU&|0salA39 zP@YP*G$>v>@#`4_=C^610UhiF1|!VfdT+O1;+Rxnee3BJu&e5at0Av`qTKTi=+du# zwQX@bGL>P6u~eyDKWGhnF;P=Yd;?X3vw|F{Gw~e{hUsghuCHNg#2Un$-gGVQ^yT4@ zS`E=Zg~2r11Tco!xryUM6Fko`g$158t*=o#MF#_tVMlodvQD~1|EPPiDpUx-Qy_Vf zPeag8OQa*bVv7Li%Hzb38z7SPC<|I#??Z!lsHw%(%UhwUr_sK@vhaECs^u&1^^DqU zEE-|)PUP^lrSTXn*Saz$!<>ZU`FQ&A5%SIET=Lo@K@6|fT*90jB;-o>rFl>;WG*s@ zJ8RbDUagSSR#VsCS{&NTHc&Gu2Y(&fs9n=J^x?6Nq;wC%1yC?2#2b}CU9ruPH&9oeO3r{zIEW6q8 z&Mbz9iZY(13jRy`ztEb@GyZ%On!HT5a7p;~L~JKhh-V$3YLF#-%nmW`*6MP)W5}fX zn$~5;RFZb$KEr~bb96Pvi#NXBzMa+9IW8w_9PdCEl}_n8=F0m|M(VL83!PIp5;g-W zt$0ltd_FS0{R}}9V?_Q*ZmdVSeVK-DeUc@;KY$J-~SceKEt7}+s`#$ z%KdYN-rB*#96Ei%1{2Fg5scKfIk{RrbB%86hdAjJ^SR#J>7Y>S5^6c#EtubBEXHn% zB(VnU96qOk=O18a0uh6Z1ovmlgqgQsnrpM|oruXZYjR*LP+HiQsH7{`z-) zlFfrS231pF#hM=JPLz5KbvY&eJie6P1xZ?$TF6DpOY1{n&*uJ32Le4!IBLRKQpB>S z9Zx-RFrS43igo>nvdvQ{e#R55IA?)X)7+mB_U~JrVq_nRFAxS|g0~SdQZ-(`k~M(+ zSKDvsdZ~MGqK>`GLx1oeZsVUpCom;cT=w{u5wgpO_-?L5Em5)sRsVcx{nAfRuIx>% zc3=djzB!WdSn#flZ8WH2igdD4y{69nDSArbKNcaYkU#09R?Mwo_R0)1)rn^U--e;3 zNJ>T8M*)!{J|Q41M>d8^yo^u;mMjkVGJ?aGMHk`Z!{s?iO8H9@Qjr`y_XD%TCEAhJBN(g=i4`ATh4^qZ*k z;GMN+*sC+N(p}%xV?<2L6*U#TS3J2XyV zGX$gJVvqJTT`~E9!!KrChjRk3?4k7GIC332=-mh=Kom7^YQ1g&>R!t<2eQzw2GUxq~Fz{ zeaG_j;^!bZXMGDY!;{hnVnbnN-n(|x6)6>nUNe*=Z8BY`vd0y_=gM1B7YwP8fl)Hj z!1qgnoR37oq>upU*#qJbX#gdvakWN8^NguE>-1m9Sqc$Rup%-Oh7!gHIkl2M7q4D2 zjKPwGN3bfmbrK^%pK3s1-x(#3gVY1Ocvw4Ec_?@OI3ES%w|x!fe)jRzL>1!Q6 z*)P36hKRHE-UAg7(6gt`Y_VQM2odmBenP$|r@UI7e88uVO}z^rR9t+yMx% zf1kLs+YVRZI?6KcE>DmplpL27_Xd4&Kz|*gB@{n=P34h>{-FbMACGYNDzZEE6UBr< zKu}F;!19erEP|e~^tv|^zy4fYw`bjgAs&l6;!pF+Q{l^JRgigpfz#RD+Nl3wp+kY@ z#Z;#VZ+`fSfQzo&7Xt<1X+^+DfcJ|+P31);)t}5qswqRctECz(d@SUAUBnBa`5hD+ z|5+UFQ=9XRI`|rhNCRRXZuuj7*dydOYVRsrV3ScdNzRjbSPKQQu0qN)C^|vl zh#c%!-XcjX%c8`UZozWqF+y_2y?lxMjDMvf@Q+|9p+-+=F3ar$zq27jkh%v0pq5$#G4ZMU$el$4MaY#np;c^^H8{Q^Vuxj<$X zco>iVef+6Z%Qn6S4GYPCHVL;;2M`I@-sC}t5v#3+W-3-UFcuO&YVW>3?XZfqCm%X~ zfv}6Pkf+Z*Vxy;K<6wib{+CfUuj6n)!9zQH3Hm=0Z@3DKrV~Kp$bhkO{x98}(vefc zmqF_}*IJwtRL;%R&`v-!F{u}r1yVzIscxqh6py$Blz&^s!Oq8 zXwjXRddTB3|BTmOVp%q>8Iu4gHv$=lLq(v};=c3aV9)-dW`>@>r5qHzec@b#$B2u9+;lyJu18u@YPzB`SVQ!8>_d5b6o8e@)4kH!xMkXu{oieAH0N<#j;*vFv# zL6?no&^b-8iUe@+pQStMG3>ga)bmu_hn;;<#^5GxXmgEM_Ew8@CN!KeJGR-Qa^gp+GYx^Wr9g z@lAI3s~>25g#M6ek-lzwHZccu`L*WehmhrcLh;e6$!m|k2mOu8eZrCX{rhZSA$c+^ zpCATfUgA2yYMHOXTljPv3Xuc;3R2mPlmfo;-r&{fq`Z{8ZMm>ueono=zhuYq{38!f zK3%<{zT91p^un#CU(T;-)O;w;f%>#`YPM8NEd2>l-$%gB97*seKVJM#Qg^;r7JFWK zIB;kA+aLG)aUdJ@w_Vo46$r5yrwnB}ovbt_iI*<`nTarI-khmfc!jo5P@l>-qev!I zM+DsD)yl_*=Ucyb=iA$%3y8b;;{~P0*9W6!{@hB0YgyTad*BcNk4fZ(ZN*5Y-{JXKexT+q8wh z%1O1#eVZv@_(3vT3XyqRu1A6?swnY$0<^?~OUmb#i+|6LpBo9~PG1r5-u)CU*mLfO z^j-Xp7&Zx4qgF_^tGjkPOSeWmnfi4q%6AO`(ypZ(E*doj14q`Mh_V`Cr$d4%e{_l# zL(m9Qm~@CX6??4lp4EF@+G+yKiEuj3GyTsxlAFc)ukx(?40fNWk&hM6x#^&U_AawBb1D@Q=$qv;zOwsvc5Z?J zQ(J>N`9}q>&*$k+&j&!&((TxG*3rFPm#g2N<^5sXV=q&7`8JK|Ra$J=oDO6;%;9Fg z5vk*Gh7L-&>j%9=Bi4^jHD&H>LL2g3EC@?Pn)>K~UaS4X^i|@3`W()EPwF_BMoT{Y zEij*0BeU|)RQ~=?jUuH-J_$b**l)K0l#FJHFCVEOSNC_E>U9D6>kpG<*hoTht;OM# zq#aLp?r2ndp2IzH6-^3yrleX1q43zOet1^ZM;dWRSQ7kSXkAC#8(6g7WD4wk`e^P~ z^=ZrlL7mS$VXr1{$d`K6(@m*vsOSITdZ>kR(I_7e;Mr zv}L*c8{8p0%FUj9%n*xRpyq<(U&OMSzm%8$p+fHyX1d@oh49~P^8dEp!_*stuM9CUFb_3+>ocf=BM{r14U9=3!^B3 zH7s6}5zI=TC#*iwi-?%ws(lIo{7)gL1FR0FG%xLm^GC zPU}SRa*)^;Y9p`?4Xw;|9tKVd>$?=`mU&y;caX)nVh$1XBHJgico2y~y+sR)u#scR=VE_bb=X5Bq^H+G zBU(-$AI6tWW&g$0eErYn{dVuAJr7{Z`RcjilYo9qh6uDzBFy(sP3yQM=KcfU>3`@A)MLw%Kf96{5h@O`6F zyp)LaM@*abQgz1z?|5P7$M(OuG-J{BYY8s-TLZgG8UatUALDN)Qr1(sCPlg>s3Nw- zrklb!8v3QG7a|C%D+;fT8< z2>JJ~=~XM#F{4_1iwUfHFktagLMz|j;=2{4BWYnoR3Gc^c=KW}pEK(%6FO^;X{chz zDXB!G63(AW_;>~5Xhs8(i6pqN`h!rXNvxEL@T1{hz1Ir#7_v2OlNz0EnlG}94we#Z ziSSByj~d?G{D8_h;ZUn@lv*eKI@CIrfp!*Aw2j1Pt?msr##4`LnOpuw!CwS*>ZuILrT^?t+anPOpoLxYlGDBLEpW&wPdvvk3S+w7&Aprsd1>)^%$ z@0cvvGxWK>&BbW9!>AA^E~&W>B%?uUHmvL5Q4Z&+{A zD|F8jo&+4UA*e0ivpOaqsN4gNk|;vtHgCayYk&S`p6d!=)``^&n>5Na2p3r2dix2N zkrE+{A2^5I*cV~?K&Pdqr}g7FE-=Bu{-vO^Y}?LNAE`O)pANK z>h}#yM9GiYj%gDv0`KWnyri2&ji!)L7&qoeh&upsOdDhHm z34_JLpk5MigH*v!4(zNQN1mkuGtg&8A>A}`0()8UtpKHFCcr84ryf|-c*6Vx(R3hJ!5jK ze_?EXV*qmT=${*5r)mPxG%#=o@0|xFYZ0cFLnr48?D`P{Ig7P8H#iDaVB=^4>vsFD z1d9g>kBtp2Xkp>$=}ASdYf0rxec#%I0OASAVZ#T)&ElRMK(Rx<3Tts6qCy>QxVAE|a`CMJ&OMrOy>)|N=jjZL6n7?g(@di;7gAd((syfqRX|4`=G>ip44C7p$%Eqs%! zv*gQ=(#AZj6_`#Z_5C)rt-a;7!|@05zn8Faym5q9RDm~kKKfCg#Gy)o1KDs&4A4l(FY!`Z1-+I z2;Z?bw>I9s6Mn9|veMJgRM^VRe+k_73aY61A_sDj^Fasxh)c%ooA?dB100!wzI?Vu zC;d1SV)!0VKK>_j72NBK3Vv<=3#RkK^^^T;15u|Bu%-PIA`TBR`@Y=92u~dYdlK^a z)j0np`}#$FW2o`D&Hf3%%5<##c|RrGY{7&;{%i@pkK)A9qtp6XB7}>-5&f7;08SJzhgRF zpFK!%DF?nf!sukRC(q?WeitVE_IU!0_9Lt+xBW+QRdw8t^Xnj<03LoqhCmPC00_1N zt`M3itAt3b)|UZcWyfqGl9PW2R&ewuB>`GT5T$EDL{z|wh;PG}0#u6K7crNWQ^dA| zG7I#q5=7_MNnFSy@j0+GjC2Nx#(YxVM_i}}tTJ2zF%jTR($M%TLT>lA&+)zHa3(t^ zHrHV694)U(y0dZ@h9h66lWz&Yaj(U)A=%45jJAmG=Vlsu$^k-C^Ly`N>V7 zsElekvHctd&R*6ymG5HyQTo1ZFT%uYfelZ+LtF`6JvX%ZnE;`TxbpA2#Wz0#Ni41a z8rYP}TWE;X=Xdbn<-^Bpf}cs)v!~aZU*6goZM;E>lZUk{JSQC=$X~$YIs(iCNEXR2 zhPCXQi0>SsZUW0uC~a&+^03n?L{=8FtUk5e?wx|geP#2@M-cWrn=vKvkHyv3GP4`7 z|61g31nnJz5wE2+ul#Ob9TI=Cy3R(`y&q29xZPGr@1vmdlNM*)6wV+^5yuJJj(XfE zHKahs*YMNGN@OHlg{T5VablRZ=*BV7;}Okz*C@SOldQv)BPUR4(`s0F$Ba8k{cX%> z{d2~8J_Xa;n={4-O1(*=RP*F7c|#59Ugvg=LjvEt?EfX!JkNV7JEuEnB3s7tlgi#P zM5SYU4BqLfc039tOkJmW8}$mt%{)c7yvoYnZoECqsQA^hM8$@0 zlnTMSquqMxn|F!rM-E&b7RvGsei}`?4hQNY2LdO)(~b|k!KM8UvqkV)^?i!=6!rK! z2-ILRjwPZ|FHS~+cLG?JYMz5;rhed6?Qz&c%E3Ro`HWWh%lidxyu{+%>^4o+Ek0$J zZ8--ny%MIO&hLO_iuHh(h24_Iif?&>UUcTJu8BJ;`cgJM+++eG581A?AX2)GbW&8 z#9AlhZdS>rI%wbZYkzi>QI5ZaC4gTkm!*_1o%3fmStOUE;d%NBVGmj(RHe;g(A#jr zjsL~wFXj$_#k?Lz@9yatyDm)I$WyBDIZ8nB)QauG`9b9R1%4sQeSRXb05!*q@l>hrI?&Nkq%Pw zqET|CetN|8Q0ra^mx1dllYD#S+}K?!MU$~Dm}xb@vb_;NGo=lY2wyjzNRLOr?TF!t z6fY~7(YcIxk=x6%)uL1E83gO=r=UpJ_;SP-xkQ*N?<$LYqb+aw$}=$-Ky z4~1_F`}q4kTDr$Yr&SHKM?-y z5TO#_S|vaU;SITOIu(jJy(PC#g|1-nZudwtZ!?aL^+NhNOD&6#5P%p04TwpF= zKHK3Wim2RpiVQxEA~PM&yG1Y3&n{zb+p(HCG^%&sKY3`(%`Q`xm|%e%{!%4oaOHW| z$^WnDy4K-&)9WZ`t>I<5X}T%?qop0wJe&Y<=0shHP0GubR4tVs8uo^pMHZ!7(X*>G zFq5oqqXT=O5mfw*}cR!u4Vu4vIwp zSQI^B0i5LbvD*1^P>-4(LMJM5n|l_`fKr?ADFU@yt2kJCb^Am<+~@Wof8N!6&7Xt~ z;s_2^BnrQAVswEOUcTCQ#kAgW2waguuCOa8Z%WPRx@Xhdr)VXQ`F9ZKP@mhXF|#Sn zIn?p*nNwX~imWTYB(Sg_e7#yytB;s~SJ*)c-gSqwR_#tseObYjCOmR`nwE4zxzu)X z9GqZveMuO@s;!OjVMK1rP#hHh3@hpJ(5KjY!~W-6O<20X&uQ{tw%-8M|v{MeTjBId~7fgh=&=9Jqx)>RhcYLFyL1xG0;I%@)#v@^i ze92yQg6o$EjSrZ<%@4wVRc0mu>0Zj7b|*%mp!mw%{c+<}>lN~+HzaD5q&5NrlPWt1sw)CoaWshi^z_abgR-`Nq6P4kC3lDeAya)VqK!SL(v*f z6>hhf?jB{cL#{p>9rFF)T9o};khN|rZfivTprhqmP|B|!SJ&gUiRNs8v;{{YN~omT zL#o;ZpDoyt13t~McT|?b(D<1CnJtg#f;Cg=){^Z$bT`E5W~KeTy$#%s`GO_BrL9a> z8zKcorQ{?^C0f?LIE>fY&g+Lb;F`w8I!^1w1(yBJe9Gh?2zIPjcdttSHo#aPuVc*O z=sCPcXy#N&du|ok?63)_jv%-DYiE1)+tW$dY*#Ns1SUJB7W^(PJ*9juoU;^gTv?~s z!gDg-RxaPo4KOz3YARC`vni~gU75faKHO8+w(#4QB3JRJB9j}xnuJCyL8s-_{$dV- zsJ?GBQ6FfRF{T=B89R_0!bD$KThJ}J`HXBo&uJacAE;P^otFgoZIBeH*SarQl?5e2 zwPRA3GI?xRYf3(0j$C4!B1$Km3M@OgS{vqQoyc08NF(#nOpZ5N}lt5$qMw6>v`k$e;*6 z404lt3j1f&gfs!ak$ajeO;y*GBp^EBM+Ay0#gUJBGG?ADiN{kL5_T?gGpH9vDgxk? zMd*hgV4mklmxx6#ozt0hSgZ0sIG1g#-?Gpr`bGNe^onnMB;)eEkzXCE^FIpkKhFNP z3D&93ndoSmQLt6jpH~OaLe=Vi>IG91f-*G6R?DsHA?5=WV6PHBvk@5WJi%h*m+}}aDZTg>PBdn9o?Hv^AewC1G)17Ir(p(hf05>bB=!)EyUiA?YSuAKq=DCLys)Q zABmJUPYx;?%7x6vPg2{a(j*rPfM}Fa=g<2Hz#T~hWaJ>3$9l?RWBIReZWh26?oaqO zC2(-W($Jy(05n;VqF_y%=oJx!YTScl=gA!zqX>W&mU6so@U&8`Vxm%9*DRCiSz6gX zS1OW~sw!>%efvLc{(F}c%mt7@)<|}N6UxLio*<=YaejeyazcpViH?TPT%@9^8w~-m zGYcx)#dn%N=40{rb}&D8cYn=e72*~NDn=WnPKlOC4Ac(EXQC6dq9-{;#;mirh%-gc zSNj9Jg=HUhef6S?`)`V!b!k1TZnxDvV`Y-;E6h+aq0@EnzfX`E-_94mGF-c58%u`XNv7r%^d z{gV(Tv3#)3aV6@H1kR^Wn>+?C5jOtJsaWyz@x&Ax6>dgp^ZA#pl*b6^<<|9ll}2hPHr2S` zh3I+of_A+&JRcqRY2g0=M?!*sq5y%nlciV30vEU?Y>m(1&YX)_)NK^QU1k+6^ri>W zLC;u-1TC^~GWjb8-Zj4C)ZJRt{6wYcx9-C--JORPPV{pw3z!C`#Oc*A7zSr_|h}X&upqyy)4gdg!iqy zzwqwT-}uoBPo|w{lS@8y?nI%xC@B#L97V>kVG;Q)q3t&)il!?^Ja%y8V8l+KT^Lwd zo#we7EI`WZy}y7Xd&rN&7N-8YRD#z^(ZQ0J@KbP=&|ipRHlAwGjgoOQU@PySaFOJJ zVJHvLT*;`o5sZkeD9;I^9T_v2dqYf6YE5^Hs>dU6hFvAAb)?Ny>=)RGC#m@`*Gs0e1{y6FPuQ&lkK! z66@1YZ{muC8YbJQt%{`p{KtMLcB3~eBd0^8#AdrmBS+AkQK~sqn%LeN1dCubFlz>{ z$Q3BtgQd;P>6w})2!Y54tjWuq`JRb9jRed{9g8p;9ecHlHerW2sMTQB$4kfmzmIDb*Z(B?uX-Ub%LVu zF=L4$BNlxQF?gw9bGnC6HqD&4QFmGbl)L=wS{VUyoRP{H2j|T1qaeBoao;Bg1t_Yx z0!wkezdeu|oJK710(-8tQuG~xe zuTxUUDSoUa{4tuL>mUzl11AN3qX|^mle&85cg1mjKi{=7)Hd`-)3+f}qxf*+C=+Q< z$Ry?+J+RQ=HtOH)-AaB$<3JP z;!xf_4Rq!=&SL3R2`Y*ChJ0T)U|S!VxBhX5g-LZf41sve53HBsUP^*4kx6@u>1I(j z>tpUnyoZl^A;H_a$j$?js_y!*#U)FA;g4NRu)_{u=ev`#N(g_T^|MaRnplyi7Ktuh zQ+X>!*s&$A@B6G5W-2G@+J8plo-sN^1z3=hr9-`#?@^6q@xeM0^BA`ORAQ+R6Yx%0 zK{zAk6f5JwtafmJ<0+VJv#z+`a?z=fdj>j;lCTKVBWh-nql7#9oab}vc}PHg_-GNQ zwci5Y&+c4tcL%aceygiG5vb>C_$fnG72OtXD3p4pS$BnPoF8KKiGS7yo|u(>o37I2 z$22@B(+b>;05{YvW*Hn}M05V5WEOcdeDCF?7fE&^_~h7NRd;DS2Ve1emUGzW(_7EG zeIv8t;DE9m5q2So`#2^Qw0uz%@Ga}jP>oWRwbs~x;ry0SO@W_N30=tAC zOq7`vKQ`=y$=8}yeS!2G70yXFM)w-J z19{Zt_=u;QG}a)EqK`Z{GX+psZ2+W84 zx)6AJ7#HJ~PC~mUv4kIKe9y9RzegUvQOki*LzGX?2~n!94>G)Pn2#tl^osHRNu8Y& z;eix+flZ&4gzySd0X;t+4UM+-H-`j>d2$7$8d`M?ufO0<+viEAd z&Td_Yli77u5S2!yJ_B#OjKdky(5%3YA=ToV2WDw?-hVLr`#L{*PUdEv)2#XOvPPbF zv-IveuVh3F!aTS_M;_kde64dH`5=Yt8KGN@BX%tdRzMp_wbg4YA4y37wO26l2{ua? zO5{`Dmx*g`2eGPx4|1g#C9*WS@VMwSac08hILVpwxI1|$m(gaNxJpR;N zb0AN^(%u#JP`IQ!IrWQiW5GLdy%FY(1n{jQ|!n1kaGha6gwx(H$JoSD$lKqhA{-&wMgasT!-?{ zK7T{`1Ll6$0T0>$*NXS`HrF)vT`R9J^MU60nKlxrXYR?ZZGDR&^Z_yc4!5SOjaoKX z@#0#pBv?gxQi$!u#%%Hsz-r`!NIKxs(≪%9@r3PrJxbx`dr7Myjp~b|FlGXS&4P z4r*X_KV)WqFoD(dcQsyC+zX}TQm5LMm4913HJ`y5SC&k#ZB6+o)vtne3CWN*b_C!X z_`$Q**-zO&2V>!Y^RWy^v4abbBqARcC3Bapo0yGt@Ai%w++;Q$4#yx`5g`keF*Y%7 za>2#x=TB~4tRJ1ziY(r?WEqAg<{QP9E7j5XSy3w0gtd*1y+uW6meRCIl?$8^f`7=& z4c~9ReEN6~wUJm()fZ*qdIv_;O)LT)Mu8R+6gyA(9LH;-tAs=*MMJiUG_+gs^y98M zZ08JmthWy24LTIhIvwHUB}{BWhP0 zwd+`|VRE)|4BR<^alk<}2Bxx4tbehgz>yCj2$GlA184%Hr!wd5B~}j^-XY|v*rB?} zbV$FgMsE1skZc(c2tRC{m}AW*lKu98iZEEeVdDr-#cM{;3_bEVjrP&pN@OFM+9TXp zRLNAJcCSQ#HjZJA6m_7`ZQ;On8Bvxrv7Sz#rk+`~0b;ZtLQsB!*H??^{ePMY`_8in z8@)oX=_%Q+8<->)yu@A7`wJ%2!l^kO1%)7S0;0YCuOt?@*fAe`NH8wneSOP08_mQ? z^KR!Ed+segY*;WoN2lk4a2fU{bZ*=i(S>jCwMp8#QtsfZh!_pOqsOF1rX*fXCX$wv zGWwL?sc6VMalxBXpj*X0RDZhH0P*uXs$!o8s+Q z4=ezvc3v}UK$YC>0CKx0+kLD}#X5+eD`B|q{qBmcbP6MnDAr&eCQ-SWuNoib`*^FQ z`yF}e*v5*d(b=zxrmnA-{1>usi-MT~RkL8|M{$IyP`jfNbq8nkdVh0`HMa^$ixf6X z99FQ62EMT*nZYq1h!JQh)fRrYB^~{vh)GH;3|9$$QBM95LB&0Rv=NM`SzUtsj!$GYZ?o z{qjFLSX^eOUxaREA{jg(-9K{NTT{RQm|T?ep#*%i@Vw4RH0RPZQhL`ouTm?kGd)(6 z;lZJU_=brOlLpY-D{L(+q{DH0zyuZ2=7B02{9LPgmEQ~(Uw_EcLhrDA=Ag14Z`Rco zg6}Xxq!-J5 z(v5Lr^FF8ys(<;o%GEAmH2;im)=80~o7Jf?!Y|C-Z*dnYM%n50WnZh%zu@)4G}(W!0dL=S5W;X-xRTl z+UnBNccUkfC3qp;Fl~G4J>lB!Ci$jd>q?d2lxjqYPdXAm?e1pl*=12UE;wFW21oy) zkpgzSWb(_v8xae1+c%F=A^NZKr}AX4U{FRY4Td;DHp=w^MZA0=k_b`{6?n{6G2qu9 z3_O1>y?@C;W2umrPJ7=uR))%#sws_QTSOd@GTWP5%<>q}`sskDm{870+zaz`2tfj!9qDv`&K&aGs|M)KgFEyYw$vJ zo2r(aqeQ8)YD4Sm2MsPt_jn?RVaBfSM>-q}+kf0UaL(Kj+~0RXwvWVS@Trbk+mnHM z-wkK?w*>s^kq__QJ9#K#EriXW!s{y;oj ztbZL#P@W!WqDOJc*J3_+M3Am;!&X#AFcRwJsvB7E1v9_+UWw#8pY5ES6=PzS-;U9p zUerW+=V&i)2a{_^?m;=4IHXDMlcUndj)mHmPSN)QjYdoqj^2dW7geZ!sIuf_0&@Kf zc>$ty+_%9fH6@J&6-`=iPA_wf>j3xJJ%4qG^70)u%!IKY(P(0$Pa*8c*~(pcge*je z&Ko;V?16#N?e_=Uc$nOp4(tiF7gG2cVkwsf8j+f^_a8j%F=ShmC>IVP-b@AcT{CP@ZKMvtz88sd1 z)f{{p9r@_=f+}z{^Yy!G5!uI46tmAp!H$FDYc7lUF2)zOL+bj$^5}SUYm(FqtX=O# zgeg~IxA^z9z~er$;6q(O%Sc7i5hxopSMAGV#~%AWOjJ@QKVxwSbxF;++}vp?$y+=xK!I+`feVVOn)tXmpc@% z+ta4&@NNs6U0!r3_-!oAu#?P#@(c;bLjBh-JJH{APU4NYWl4pV2mPF_h0d6TEudHB zOlS|^K_UDocO783zRACxw4j3A^T^ij2YN)8dJR*cCN~;%8F!_kAFW~YSJCk8*75UDdyYS6;u8Eax*oj04(L`wRBVzHocuG z6pw+1>es3k?&1yo;;6WUKKxv#)0By{ zPMpX2Cgcwl40J5dy|eE=v-D8lBP8BXdDp6VE9y%G`C#~5+h)PU-kdSS%MQfnTNvW` zlPO1QJG`AC891Tu+bwon`7fDrv@`?}}f1(6=5!qc_UeH}7cuDQuq%-;a#$xafU*`FWB# za5cm-Smm`w|9`R7K(Ux41uZ>p_d|I}M8#;zCVeJ4;qcvi62GmthSS+Mpvb?6>q+Eor;^mQLq&@P9RW9%CI#?*G$P}+9g$>R@D!)4tCeJ%Yr8&*0Wr*R?5m zQ*oV+V}A(Xv?i%f8c>WtNUj(8TBCAw?Abke0dt03l1)dyYH0m#FyPIH$Y@L61k;V~ z)PPnCb0>i}Hzn}5iYHGt-xj?nkoo)!b&3L%yDUG-D-~_xytIaqDaeiXo;}tS$af2x zDR4HS{4jljqAG$hzpF=sJY7=6z0~*1;h@749e-?N$@AU4B*#)61jOLD+;)h@n=Y)`uS1b{JZ`QOz@|VgLi-p#PSz){dM)_T&{Ig#jgq? zs2Hze1oLCy1)U zzJT}XFxH14^0ved$Qpv-Fb9_7r=;vTHh+aj7eb+Ec^T+rt$85zhc-CT9_S9QIl3lA z7>&oqPHHqQr|IhH_e;eDCttsr;C$%a3P3dw{>FddQ}_98@@lA9Lwv51rsU%bE+e+= zD?O{!(HsBZxr<3u`Y6u@?nn4;e-r`$@W=VsgQoVgsGOtjwnb6F7gLdVos1P0*MCvD zu{vflbE^l#+W~30U>%oC>YcJZg z=N6k5?Krgo*`5R$6ye{X`((nhW>Qv@K9XEW}wc7$CWKMYmp?9$@Ymo`#O}=>-g0evVT?U>IRW~ zzvQWJG{p*2_rEI?y3fQ2Epc-uSk)Q2Q{(N&gb(xX*gw~4>2K_=v zKA1bZvrqi0X-ub3u>}h&QGfhQIa&C<_bXie>PJd`<*uApnueo54$~Tccw0x!1;LK! ze2?}0T|VpF=uK_?=tA22Y#SFAXG5YUyFU5aJpy%mZmFA#XZMoa+S*T*+IBb|NLSJ8 zkZdp!S<-+3rh_`SbqZHpIOcv&H5?2f9CYO;pSU3h^?peWUz?4)pi11{Fh2?>mfBiBMV)m>Q8;G-A07-xOjJ z@hkfFd_RYgDzy<7@4e6hZ>4Ub%@=BpVh&GE3?Ei^Zj1F(tn-_)Z0W7>yCw?wrk7;m z1PLnuh=?~5$?cwS3V%>GN?YSZ1|N_ILyWoB^}4LYM}}9$q9D}h}q zR@up6$t%0z()TXOKry~Vt)02Fxs1PaH7Id*L?EopL0c?F^o8*CbLy>`n#6fJw}|YN zSETNYy3fYOqLw0E&?X}_$KF7ni<&siq2kfa9fFeT`2<^Z{eL|0o3zB~aOX9mo6EOn zO1fd#QUXLDGTv#15uwN+{gdgm3E5ci?NIL&b3pylnuRxc!ci;fNK?g&TqV+0Bv$$K zbV#&WDqagmdqEunzImx_#nwtUT&@CG^|%vgR2 zTZHRYABQ(At$*G#x;cBZ-BEBa)y?DNkoAybPOJOoDKn>sD3uo#Sg2r((w9T(vON{J z2tl0wPNDSPSaMZP@krY4^;K@ zmXx9`D}~xdyB7U49NQS3r7lmS*BU#>qogGeu6fel!+(~E*%sH3(Y?CkaW;vbbs*e| zQ-vK5n5FA4zT|$Bu(%q(t&|xfI0$oy3n@yY*Fi2UHkU@iE8!B%!}Iwylr6jm#_ zRS9=mr`L{R(1q|ku8DmazGC~p$-oNN&8@ypjW+nG>=r!7PG*ga<5E#9rHs`km!2Rl zUQa+i;C~}Ok=)NQU0>TYNE*zaj)A+#kMPV@<>Ji4smO({wc{;uv`T$sQ#JkPlyr4K=8x0+vm>`lIvG74Tv{BokKqd6`22u3@9$=$uRvjdW+MI?LhVr4vVrak#~{8*{GzT{lc9-8T|0D$VlvELphW7wwpW(FLLVE~0#x%!lVb z7Ah7o?~aZ{t15FWn z_QDH(j_x|amiPQ_o*!@51ZB|uk|D0vo@?t~i0fkr`AAlJHR2e&mO3Mx;}N)134ifB zV|-CKW`z7MngiaR8;87sZQC+$r^3vl*#r*cUYzUJLK&)q587^(=8FzTd`$WF@?zxd zE$7ecy7_QoN_i*9c;017qif8bb2X*7Xq>>>=JCb=h59OaI5A)9Cqu%do{2{&gUrUk zq8Ot{xk4Q;jL%>!p2{?O-*nh91b@z<%kYOXw<53NnW*xY8b|LjHgU5_Yz+A6D=;9% z9(HEPetwOxV%==?59&EY-& zMxV-@=ll zTc?mcALQPL1?y@x;85(OV_g;H?1_!i{lOm5R-?a;>VudV8zAnpoqwX3^^)AnY8zi` zPi{J{u%8EguF+l`(Zo7xOL%48h?%v z{|2x3esBeZ#+v(`M}Ngv0U9KQ?{j<)yepbCB%-iKc*_Dswp!vttNIas7Rn=Wo6PLGc(J>0!(!BR-MM1@9`x@YT`aaWZaok zrPk)N96@xD)QfvH`ck@foR{bjwvSauC*;b;vEnQvdpP;+XMZ#!)3%Z{_1&T55Iu^> z`cbrt%M_HY1PVl8306yPM!RRMr(zCXePq~l#E>2^Q>Rc4I)@}+=zIDW(B`(1zUKVJ z6AJci>+bSvoVssS1zMI@`%JzaPN`RdxN)K3Nt@=LaK-$kaQFHwJD%e~Gg`;E_p`Rp zhg+vL?HY#$r+>-d|HzdpXa@MSvw zfbB?Jc8nodjnEcal6Y>5|G^fJCXvweO*^7PR( zJVR%PK6*;EO61=0qu!SYq3Of}w+zDF3}+m|yALOyhJWrT8sx>#i3Nq+=EOfhXCvFW zDe_muIsLR+iQn?H%b{P#^RP(oaOW~fG8MWki$!*8bl0I3aU;pT7zC{2i` z^pGc5$R*pGA*#~6{OseM=omUOw4{Pr_RC*tI)wJiao6q`^7@Kl)ksN~k-hC)49x)h zE;|a6oquGpQa~y|R2jNItZw_zuIWojw6Zah4GZc(hKKElgS8`_M|}wK#ZLK)sgl)| zaXDOY#uq<~X2L`M0$KoHj+AolNucr_eZa{(ZSofjyYQ;_6VKm`JnhBBr7_)W94Mhq zLq}QKQ?J%vdXx(Zm&rI0(T=_69D2LGaF7Q%M1R9B2ut%-xwsQ^HF;2T>Q|*W!9ur1 zqbmB`wa)Lu>-X%`JRWvGNe()+U++0wv zZB`;`<}??h1+!(~=Q#_85@;L}OXdx%(pIePQmTb~sGo!RN#--HOl;cT{-}-bTy=7H z-hYT}{HAbPYLs~SgEJSA8(0Xja+&^Gr+xCNXB|rY^Z^GY^NoZp$)+X~E@LH)o~GRNf-uUo>Akc4YZC_Y&<_Xp zqVPi&C=-ni+A_NRT?U#qhnIIb97B$hI)4*q%|;^li>h;W$yxl3I7{w4t$sc~4!Qqe5!LG^TJ#gLQ=MvRN}c8YW8%Ka66pA zm*<6;gamT3lgqfu%OI0WT9tPuYtCt3mb`saR0yP7P%sXBp}9LcJCyb8+kY+@a!cVN z7--55oO%bGm%RvK2$JNf?n?876+=uYNpkI1Ff!2pl6d_cS;NwtE;7fb@>NPxx zt$^yvb1!u zv?$5d4isyf_Bm~pYIe20oJ^N7J!mM?l7+G)R$k*~xX1-r3igdFuz!ZnGpR%$&E(|K zx$%n1NVvvOB2K^i7?aro8S}1GfLA6nd!naomh7voD2iHqi!?fkHf2pNBr97m_Y}u^ z$kaHMYYyW{cCmtL)G!4rVzbX%yhbElO-*Vu4d5tefKM*d!s%*NWqEdt30`yMdu5wP znNSY`m6y--<*RT4L4To;j8BAb8<^+?@tzEs(GuQTyd{iZCKaK4&0m??o&Is+4d?bb z*|+q~FrI3h5R|c;?2{AY!;#bzQa=2up6(!Ffz?@U0CLeaGy;ZqWxnz)wE4bmTE;tG zY!dQ7->L31A}whe>Rxuv(Q+Irw9Jk<>?<&`(!#HEP}}>hVSl1JIJP}?s6(ltg8lfB z#ky1V*)T-}orM$~Zb)*>(U;vpFj-x~F!Etg+x3H*WrLrbL(FGa)*MO&{8*+CUX|!D zA%E_WmXsf+Fs!CSEGL#3_0U$-zc;7R946h=XacKdxqcL@HhZM@L}`Xk8lSJqhayg^ z%4qNFschyFK!4pH1d}&FQ?8jQ|NObw`;hT~=sffljEe5IS&re80~?%++Yg{}c9M#O zIj1jY4XrUgWG82$y2PVo2mV)dVBH=1WPRIFbi7;1L5gzqo5J*nXI`3Q5|;&nmT287 z-0$(a8LOmv0s!*9vCNvpH|7>oZb)lLt0wP=dSZrLR(}%Zl86(U1TkIWQoeNt!3sz% zZE}CxZ?Vr`e-Ch$;-=76Ad1Pq9@8eEt0lU5=rxm=R4w`XUWjxMOUg~|ZjwRf_?+wb zIz%3)a~(&>i<2bP>?S`oohaHm4p4V?^4fc0syb}9d%U+0qVK!)tSdNCo;&g2Q5E{& zA^9+e5r10&!}ldD`ZK!Z*G@j)*zehnBJzkSi+WWh#|BBhmruh9Y1D`_A@^rgEal$( zUhqVb0l9TG{8t_Qm0^9T+^kxo%Uha_RGgO z?;|eV%EAq&hVOLoVI(`O!UA&@+3%5O|M>@uBCTu6DE??owVes5FeDv0r8# zD1Y(b*YJq6gTi3O7V1?5+XF`!d96J8gT#WFj{6if6|wSIjxu1>t;KN=)w`B7}JYF$XLU26KR77|73-!-cn9xq-1RO^y2!@=NADa5r zEKAK#9xf=OSD&K!%rD(Se(;ijCtN`^zke{wZtkky23|+1YcLJ&ZBZK$vs6yP7>eGb zI_vjD3m{wtquXy9jz5Ue786|w5nX!>S}9U(CY}+9m@b_&=|Wx_kO~-o0(=}4-z3y> z9sN`y?&#?fCDVsv76_(^apc)NEp#i48+i}VOhbBu-;pYM?n!`nf&F!v1fexJs(&8V zmzfRi3u?JRNBzrI_r9qj$Iu%twCFgsWnmj#fHzYpDFsTg^8h&#_hjtMYm?l5Q}Xxg z{@3HBB`l1`=N=sj1Ss-abh#`j?)4=iUJ_^(K_Tn*|H_QlepgOI7Z~p6Zv0qIucD@C^rdpr7ki zm)Z!UR5kC#=ZxKzxZmHm-g3ODx@xl{&bR;zckT0?9+rI5__c;QY4<0(+7CXzUPbu^ ziQ>KdN6a$Edi_>g1X;yZwSU3s8XD#NV~c|8Gz!)q=}(!^AG@7xO?C>r6bHG#6W+bx zU{{D?Fl}+!bewTW=Pec6SaC@fh*ChWF9VkIVvqz@EvB;cWP9McAd>WZI}xR??B0oZ zq9^m#iBoU6z@L1roq-56Roy*$c@YD62p1@3`Dxp{r?i7c-Xgc&i+|FlU1?>$glrKO z*P4vXB;Ke0uK*a??aBf-F4iFD?|TG99&92=&gol_igg6 zXpKKEPiYBvD#6Tyh2PLno&^b|s9j1%J0;lcCV2YLVzuS-LNTNZda5Z!Y$-=uzz6cr z5hfX5yAt=nH-FHH^?wKA13%wiL=NJL={hwHyE?eVr0?x%06!Y`t-O|6i>xF{@7S=T zN(O#eDX2AG#88o(RCAs_o-2^>)b7UC((M%N1M_MytSU)s{iqR}0*H@#GHbC-{h{41 zK)z&4vk8l%0fm)-y2=-j2^}lHp|A9g5eEY1hTA`9qljBsK7T$f!cRm~mnYcbX|3#q z?q~@ERgq?m$Va2ZhHiU&wGU21#Pu;RdexXCgGhz}OXW-A_6jtxLc!fKSw>2k7h)Bz zOkJ87C$7ix5@NSUqQ$%LD7~=NoyIvSm3w}_=_QDI={y_{uZbsmziGoH11F}vF2smO z+P$;fT=#(GbARBBTCyv{0oAbA^#U`Sitx6?dVS;(^|#u7hJryMH;B5}p^x@10|@$h-wNM+r?R z<&G(HjVS}_b@r<&fXEA^|VGe zV@LY<3x9;vV=LsSfM(`YpU@X%!C9HZQc0w11m!0TwEii=72h|E`eg&EoguX4ltBrs zr!~%PKCbeGi)2u?<_P!ehehgxGjHY9PC^4&zw@82XlR15gmd}2n!>>%cufUJ-kj{& zZ?0>ZCd~b)JV%j8;W|Jc`IL7?bGid1YUHu^aeszg=m7mQ=GH!%c(U|$7*b^yl**Ar zuBL^N&6~PSN_2X{vsOZWsi>Qws!2|K@!jt&tx`hJ5CQL_&o+6Q<;}f8%UM+XM_m_GW5GB|O3O@trybknNmx0uMC!FDwD)Km zp>2;pKhJO*F72*vA$$1>v^08B3cs=-C}nSYFFAA5@!s{2dIi4jR{DivW|Ia&Fh{Nm zuUUU5jyJ=Jq;l?C;?Lo6D?@v~I?Q*qFn@=!5H;V;pH#kz`l)&6qIe1`Rvj~w{R6#5 zNpd|N%Y3N_oC4m@oKh~ggBXT+NXj7*LkLN~sT{<}Mxs|Nf*yE&UgyRs1QnrUoR^w3 zolO#9C+(v)+IM$ZDT4ti22o)p)etcA1u#lqM`Q|;x0mJ!&@H3sA9z<9jhs0`{eQ}n zuVFvBYwX+*6-sOz3)+Yub&{&miB@auQ>uatsUGxNVvD1oOjZAWVXS zcWg(giY@!9K=T7Hwk}Y%v`hDgf`8mS7MWrH4OD~1!oYlV4mH@b7Sve+7slNIV|Eh- z)!gal(V8o3E~PI%8yh)&l;!|xibHyPKLc;1EkB|>ru81V=1u51&fQs}4R|+BxI;8w ze=86L+uA{!#_nEXmtvGavcAwPs7@YK%nkBJG{(KWUA9b{V0m7>~h? z@rn$V`W$%AhY<66<+)5MsdP@V_O14QIp1Oz^^1(U+_$&xVi@>q!5{avD6_JL#S4Oc z!I<2-Jx`qcr)#%c$CCV$i+}j|@QmZR0l0|)To*qrnHaShY%rShNusc9Q^3^}p==!k z@{sD(HzI&jr(~vPhG|$Mf&w1Lu}ME7uOh614I=eXEpE$KF?WEtr^O4kM!299w4%D&`F|A8eF&hnTFtWB zJbLd>2{-Ex#RM5lEP&4ySgfsIw6@fhg18@8Ahw8D1ZblLVF)8jA0<2#Mr}O(vHTP@ zB1S~AzZD}Ui!~xxk!9OnAvFgm8oEqTYkNF4juNH|jv6hs;Rv-)#BitvJtvGEL13$l zbHDuGcUIyjbZ$uwqkkF%uIKqt6>hZ4)wndyz@OHOrrH!Z$uQ3G%v3GO1z-0Agjokt zCkzjSgc#k3~0BI^CQ=Lhp?`i{1RMgJ60^*TF9zDSu6gd5># z3&3o*O*oT z+&6w*nQ-uB78YCtTT@6s?yUGR*fCKFlN0b^(@2j&*}wMPjfn5OzF@Sd9eSTqEWcOg zS8-rm%5+jBYtmW5txCf zblBzjpKP$JI8AFjo2z0QOh$FKfWZz2P5TZOm`-CFtg%jv!!&`MBZcPA?{6HRYxU{n zv1`#OXr98X_Mn|zc`frJ`4VZfg~u5e{Nt~L#FIjDBNshGg;;>X zl2`rvAm;KXMWQmovO80%=_+-xH1^QXH4yq4Fkv}hp`Tzat@Qb&*c{!#{IoTYEZylA$FTr;=>;j| zSCMc_i>(Vi6(dPQTT)*pQF%h0AmEv4$t&}B?0Z9y`6cFXQ-FEvH5U^va zLUY#A&l^UcG7(B93iDqz{;^$N9vojyEJmF~t4>4!3@!xl4e3+PAAP$n^%!*zaWceU zjz8DLT6iMKwnp~mm4V_mB7mUs{HhTM&ah_LJ$zcqO_54*hY-_P{R78p0Hozez<)OQ znz{d9LY{6Nqr$=X#a0e{=EA2acmnL;&YosDAe_e1MLNL84w6M22ziz zf4O>z@ zU4J~Y+dnJ*$|(F|WEd}VZ*?9Sx!<6JjHs&yJh_AMO{QfdD7$-GFD>R0H1|ShlUDV1pAzXqL^UL@5N?5^rr^(jn@o zxmd=!b(ak2{g~Ac$$!R-v=;v@VhA`eH!T3o{Z2(WaS5qLquE8U>v)&eJa{U+T#xP< z%XO!=E*%6mO?>sTkH@s%xPOa0-qo@g2}X0>bk9l5X0j-US0YOX+I+#H74>b}!Z7n; zvLQO(NNUpn&C8K!`1xi8M1L^yh1_D1{IBJ6_pvi0ijW7)2_bQv%v?^AESDI~Hmnb1 zt#?!Fg!RD3kMbXe8MU|Be|Az_;#Jm}d>R6S7SP(lJ!57S!ZF;-C`P4743olrQkZVo`e-2=y2GAa6R zsZA{Ytv}c6_9{DtJb!U>IgC+DOyzC~o{iMHvdaHH?nO$t_ef*yGn7qlDe=I9l(sbf zMPMsFVqzK5bd{4nFl zD8#@bw(`f&HGq`Ma1l> zbUVTlPTY7dfJa$=*(Va1vaBV#3427d*N^_Qq80}$lKl?P+X^k;?f*o#C9TOpD&o__ z&qj(z|EQQNjDN1apP3~$&Gs58SM=T{Q40Nl=(>GNJjnvg{q&%i3c8?gd>WTv-WJUR z>Z+DTnzQb~Un3J@J3q6}nTv#ZYI)L!cc=nph<-WCZ#KbLf>!$(2$6?q0on7>^u@Lz zVd(Q8P)jQo}q))_Ix20i^iFHATyXd;hqHUDgSU`@)ttg6@ zQZap|0NY{U5fgJ@x}xMSL z^@9aiiqcz#Iebk?*icwOuwG-Im*|#k49%sNPA3v=?EG3V!ktqIVK(J#Mz4h`sDW*O zUdDp)^`S;E=<&@#`S$dh=RCbFpu`n#p1c$Q7Y?QX?!?W`!J{cX?a3JqrePzk2M*Cw zFn>Cb>p(mnmpb{vA!==|0iI~Ac8hb6ng5R$WqAafnkCC<{j*L&4^EM0`hsG zBR#;s)PljuP1xc^qj?X=~_i~|R#+P#IbL30uiTD^de z8=Z%hWQ1EEHkvm+$t-G)akoKIa2oLHd?M&?rS!l@+`cD83g5~;nBsgnw z#trPwP6?)+NA!cU>5$%YIJd{GJby8uZjhoMp;*ySYF#YWPp)CE8nOnvIVwp+S5}+> zdn`A@>t1rQ&Q0?LSaFe5JjUIqg0rx(_o4p=yD8@}*wf_x0(q?Wo@i97+Xcy$9hqM% z{rK9fh(H`(z-^XLvo9QYiU-X~#i{%SMitBFv8KES{9d1^;CY)}p&5sQzJIgv>e(uC zx5D}=+z*B|aCFUKn$^LvsdTf|KirHPLf|0Z8%v(BQ4Q~rQ?o=s*R!9;H>Mqu4DC`| zG}1I=d@&x+`N4ry0z>0%{;t5@-N8@8$9ysAtXfRI^VcWUk7jDKQvcLVFP2KnMOaK6 z^u$2=#B=93{?@55KW(pU2Y*%TafhD+j*}z~(=5F;sYvGgpT}+Lk2VzKf1X}8l>wcg zo#NUeV&^H=mqZ(|h!!9)TMC4B7;ynZ_mQPWM85k@Sbc{wV;$TzG9#!X7~JJa0n-0i z6R!GPCD>3I$a`|9*mL=7`!R}p?{ZmJApp)!0@j(usG>NU26fXxr+=5ScD>@;;TvC7 zJI_mDdt6p}GUSihH)j;8O5PP5O1d!qG=(2jy%ixRY`kyGjvr|mxzF*tH;Z?(UlhhP z)!V!$ul+^wA~z+J5EO>L;p_VuJ<|$%Lh!2bc>vwyRyiy7coGbsWl#170YV#|Lx(sG zr<1ioFa@)<5h-8i4S#)iPKKMKdkE5s7hXf0AQB}(D-2qESf1IvQ$}mApEe2#3b%=? z26S5-pu;BFLB|`Em}nVsy^Rux#zvu)C8v(cJ>Bt0fZX~Fa*PW|FM2sroW6WGGu#JjY2Y|%JL>xOSt3qt;Y z#?j}36~@^GFm#d0aj!m8Kt>Ysz*HabbQ)F_nm2By_KQ)I*x_W8nvz^#Kt{HVLHS7o zE)+ztqWWeVSbrS*XB{x%;bG`WZ;A8L;$D2CneY1@+SyhM;GRShlwXP+k{}Y3KU1&q ztGZ)TrOAgRe%jT6R_yxniT-O!aN;Sv(wcHg}uuPO)`C-W1CwOeu%{c})(1zAwCT6r(Mb4b-y zavW=9^$Lyu)SZ1vzg_T-Ni$Mojx6zoH+Tdz<<45N2iZZ@@@94}64}E6dIK$g?&{}UO~4d z?(Xv8?(XjH?ry;)Sbz`r;P3&#g1fsr!QI`0yAx#i@7y~xZ&TF|YwzCO=Tx1SuCsQp zMJxE5Gm{So(Z8y`@|%gs%U`@|M|6*xoB3_J`1+A27-4lWBshLnzV0j4_nUd0=H=?^ zby~Ph2&*Pj7=82Aer!GaO z$fy+BW-d~Y4qn|>7N+Y%@z^O=cGoH;kr{FXa zgOvJZj0UVHYNg=CTXh6U=2RuDUl82yOg6;k*tiG(rQh;(_`uN+J9{R9NqUlhpB@vE zfG$g(`lz6!hDpme9NB2%&GQ5dWGfZFx&QW^C!Tr*mGe?}n#H2|iw%4%2f~ZIJ=B}g z4Ml~*Z?M>U60eVI23nKJpCZNB6}zV~$-`|0%>kb#t_gOwB?h{@ea**Elc$^i9XPf6 zv~^OECnwlwQ|+3qQz4BaU7w21x0K0;_Sj{fKHp9B7ACk^kT+Fc%`Iv+t(*n9 z>w!U$sA`hj-gaom{tB?K6EPw#YFs@$(|)CYP>^Y8Xa(sORJH`*;av@WCj(N^pZq%- z3rp?(nCeEW9!7ZmPEn1?{-<|?dgbg7@q)1s3~2H>R!Nk+V%Y?9B58==BtetN`A|0% zTY>F$FU!n4|3q0lpjJ|Y?Z}E=j+YJGl>t_svm^|+zXUzk`s#c;)6zomt@*%?MG7Q| zaBsgvGR>GZV%a%iq|lV9D=9b`nZ_j8xnCRcK#q`hnQ;wENa11%o#zx*ufQ7nc=!uz z{oq8_hRaj%l+F3rZzjk?t$YqM*;P=->O_7Am-~y;^^I=c`}6$mJQkSoLX{=+83;5Z zV6B-vR+2Ts>@@q%NQcwD=KdQS&%o+BQN=gBnLwFVy9fp(J>1EsA)ZF4dSmb{&R9NP zT;z^TWaU- z%%P=)2>I#{g7{St0PL%|(3Caquo7z3}JZ5#qn`EL~{7UF_+bA58}E zvECr@f0%5kq-*u?Ln_T=$_$gR|W?bcdm1XT(-ZZ=hlZ=1oQo!|!jamv0_WyjaPYxMje`mdy2S z?v)RNlNR^p_Qc0)dHc~O>miiA(&lgYTyf(C5Hy6n8m}YyzeM!hdzZ~Sp0NpGo)uk@ z{0X9dl_VldlDPyNE_tBRY)bf4+`6L{210kQ6lXEzllBB$0vEy2HXY2cdWW5E!nr z);ken9PQkqJariUVUZ{F9FN8r@Gf}S6JI&j6?{jz-)|bjDBPx8Hk<7r) z%zi}2Zf$jD!2HYp!naF-9OZhAXHqy^L>3fE{jY3Y2Q4s@TjKScy8t?~&XkNJg zzL0|r3LV79Y=&I4vEUQIIRX}i`s-B~!>FG#UBh_&%CfX&R$4;{S&(l&WK6PTu4g(f z2v7@O*q>&d8;S`dq^idtxz+yZ);?-r9S`|@L~>Z;H~2hkdd%0T39c?}427snvfP#6 z27edCPuAk6KFtrDo9&;3w8!g_=$!h{K6gUzqFmKJPd2_?9@o`s7UU1;OpZyTN1lXZ z9|<$SiWO4BiFY#kT>Z{K;IVWKa!tDGR$OFdi4~x+uP2H|Qqm(mEc|jP_M;W{!L)Xi z@cqf>Gs^9>st4SOw@R2@_2a>uoBK|T-k#vXmq1IBJqQl`Je^(ZKCiW@`)2ur!D?wF zpS@$HId6u}cn3O8*J8t>{UN|~$*QycCU7oB$VOj+3EssC=)73vLv*lr!*skc=a8xr z3)d0}bP8^TZXo~yHxx$7Mvs}2F3enO_e@5<#f+$@FGfk?2Cy+H*oD~HlpRcH*Vrz! zgDvfkKbrz+?Yp7j1FP+GBHPXd)cFw=3`gLL^AP(EZRgA=-FT7Pc+IgzqfOqA!m z#va$+=)C};X-Z5EGKe37?k@-MJQ(4pE(9Uh8XNuufm7{>IJFTPH8w!H>Uz89vkp+a zbzv=>bri{d9YQbF8sp2x6}VL>haQnLbkiU&lk$O;lB9G?RxgV@h-tUqYNcWhOQd7@ z6%Jq}`Tz2nzZf(Xdz~A7O0I0fsKh??TQ`rvhaHp)Whw}HgvV38_rYAZ^s8Fe|Jz}{ zWvDQTla=TZ9k%UYjvS_~kVqviuc*;BUcq(I?V!X3+iUI{=N7wv#AoOjG2#9nUs=$o z9w8!VaTOoCCC{6{mH~7OAi!=RDkO*_1;uz1;I{M+5^&Oh;0wR9i01^HETGE4FQ`dK zC`br;Jo|!0+=MI?pf7d`r{z?Su!9a1&rOKk(jG$CE)81LBg6)Msf44pq>m9ckb#Or zzJ$q5&Iv0KKptaXkmQMw9v38kPKeoJhynkN_SbKuWk@8-2mX zmJM=%I0Pu3;49{%1vIoAPyxgsK$8FfR?Am>4*^0X0f@IaGXRDmK$zr!KP}_3|5-pp z1;7GzYXYP}UvJ{jGOqw|h5%91e(myqldvlPNis8hJvB-VKn@9lmi>ZX^CXZUE@l8d zDhKQT2%wX4bMpR|X%Z-n8GsGcPLU;Ak{e5-4I?JS$ghO~M*&;AeS4i`X&@+tfkQ|z zy{aB4t*+*%8LQCuSkqBDtSn0@E}2bb^UfT5l~ghC2@5cRE;-)RV#D`+mFHSGaVSke zh|@1MPZ4pU)*fq@Whzr=o+WQC)2!wE6+kbY>10$ycwsv&i+xolrK1nz;*7EWcEQ=C zIy7fKRV?3uhMHwhPlUxJn{a##&q!dC8LsVF%#L8dYk*H=*Y2KL*BIvB&5mL)1BFQd zp+QrwdyZY2lnJSoA^GQcj9U^#yo;?dMMo1HUGTdtQK`65rtD59)h(|_+t_e8Yd;MA z@0j6}VF0fRp>5cA+bk5ICR8vlL}4DiGZr|$$DvQQY57c`w&WNZ7873Np4j|7TDdKj z^$`8q0Scfh6^k@hDHURNPHN~pQaATo;>uy>{#m47OZZ4GwM;_I0x)Qj5Bwc z*!t(=#$fkwLgijk?t^IFv}P9eu_xgYz-nxzp}rZ<#@fP>tC*MN(>!+;PosfvEgdd;^=4M{0}~B($;~n3f|6@}%N(=@b7ODHXj|7Vb)E z?|~*Oh@6Qe8RuOIgm;G}E&F>?X^TN$B_0bKUX1BzMLK>e5E0CNItr0@9T4*u#GkGp0al(`^ly6Odsg-W!5Hk{?&rnc-T3)Lh$bqY z8uz{=f&zq|*=vLWs<;;hJs)?zfmO_~uu%Qp!g$j**ayMIBnvbls|VJ;!s$0Rhs8D_ zF=n4Gw?)3&qE(d3^OC`~S}et=jRrt@g_*=C_O~r>!Qa^14SV3Ss)DzTw~fL*9d8p? zgCP)Lf8RUTsVkL;{cV)ffzf+&R;xdY5wB|Rt=*r*^S@Ag zAF?6~2{sGdMMs)&G1#Unh#SrBg)Ho5go>Z+v_!Hxb2J}9PDygZK|J$fSDip166Il` zcNH}Mnmpb`M2|?>zI%)_lEA_i@Zn1mJjWk}00#u1Br)pW`z-GD-u$Xn3!*Qg)=Ksi7wu8FXUJ-j8UaIfWT#i(D~h>`i47D>eb||#;I6;9*rg)CnZ)_x(cyZ zEOB=M@iw)42j3y*(}_DN&m2*Oe`tH4Go&v&N>+-CO^A*z+16}{Y4kz7-l7-l%fJt};iI+PD zuJ*Kf!h9PdZ$Ed%vfdSR7%Hv>n##^|BSTjqpL6lC9|#<`A~XJLfv65*CI@!ebGD&j zkj@!4-hEAk9cS7mixL@!+r ziH3YA6Je?ZQI1giN()x8{%IM*nj0$)$#<4dObgiF(j=Z1B>KSOj{>dabxRy>qP@ma zYK7K+%SRTX{cB1n=8-9 zv@seW?UoB%%&9lqLy2lZZ8NBNc==e`Smg^YB41qz`bw zzV+OYBm1PdWheMq7QqpRp$B7H9cj``^2Qnx2ucv)2=|DU0>EGmUK%CyRkI9MrNb&? zRpN@-6H2)P92?hu!8W5o7Bn`}sX>3R2{7^2aC}B>eBswwT=vC*01`G?JJ5P6w!}8*h2~vt9 ztS%%l2=uJwc7Pa6+kriXFvfkbj6_jWc|a&NEKCk6Go(l)D{*kYYlg$5Z)qry@H9;X zg9@r9X+w+b=??Qk1Ak?GPA6RKdx;Up9e#%+6H(}EC3Z@jI%o=QB-2t;QgY*qD*T3R zgv(VfQ@DCcsaMt;GX~>1P}g_KiYgDaB(Lf%B=15cm*Pi@eUKODr;TsKS(~zt@g&N? z4cAN09LnqDWJx@mwR~(`Kls^3nP0;#w$yR2TjNzaq!6N1tP!zq1ES*rkicI$r3x}l zQJd+3)Oi53KyX|$%i+U~GVLxxZYY=t@V}e;!bls`eq^~~5}5^k!f^{JCn5BU_T|%r;v5yF=!Baty18m7SoEc0VrqIMFFY*WabS|49QSe>0l?!2=N@rybHZbI zCyaJI(BZVx4Bly_9?BIBgUG)aTr$+zY1P>ihMToMFZIDuelc?N(5^#y>)XlO%7(_} z=EaHPMYGQ@-JZe@niIHxiN7Gmi&C!j4VkHSVZ{~bD4_Co%q9vM)e^D`!Z2>&tx*GD z*kZe^j$RaN4U>_+^!|Cb&YAjIF$V~ZmvyQ!iNBC5JPPfm<6UT#) z`2hGpv>InR#Nk?hrM;*qSX$Q*GuE~Rv3%~!upHeNX#SEkf2jbA&3<%}9vW9Ef}uWK zp0oTxv{h?81{r+eK=s>OD--Z7$3Vx|6E0fI#U#l&hy`|6XeLxfKdkR#K^9m~$(pI4 z>u*sdH1V`_x&Pb=rza~2J-0J(t?+MvklB?OFX^9(|%t{vhQPw#S& zy`^^Rr7gZ0hH{|Udj`JxJpzRKQPRGwf&WE`#K1Ktpel_Ew9^sen8=UrA?8hPDIoqD zN~E+SyU=9OG$;XpcF9fg`ROLK0B>FA#JmgFuepy^_oMtbI%D@V8^*7G*9(1EYaa zqo!J=?kz>FQv$F)E0yTEiJkp@NrCDctqA#9mtntG$TD?Xi@$ItjjoeVm9 zw6v!DoVBo4OG_6)tH@}9iI%Eu|hysRH)8G`H z6iolu&+LQ51U3Y|p9nSTf_VQHLo_gyLan41g5OVq&@G`T5k*F>nfyjeU#ig5TpXo(O2zqd{JYh)@R)Ja2o65Kv zS*ABTd)7x@*JkFR3!914&<<`sCV9*eENM1VF(kIjx7O<8L0GezrRu=qEa~427Ooes zc1Hj*jZ9;3jCUKBQfF`RRcv#NL`0LW^x;9QQK!)mBOTZ?OWZjswk41OXoXwNvsd1igBb->%(s=Na z)f)3m3`Zm1VU<3}oM#I?im=;GQ43kRY9#^W7b7EH3Q*XD)p5r($7lJ6k2^h6S1~H^>n+wgHJ_Ujb|W-pZG{S%U)})C z>iobN0o>2tb!MZElEW{w>^kcn6`@YL<8IdY+acsgntn!RE2#+yNj^F1EdDxsMM#f) z*ZK>@X0=atluJkM-W~xV0GF-=Fj277fMsp8de@BklR~pj!)YLpVEC^k zQi+))Xfrh&otD%p|F_#3G(3)6ORvXGMym$qPOL$9;@DM^BAthrWfdsN_&BnfyWeSi z%}vrrS^;^$-`x5se^%cX!T;}XP+2`7gtd8R43rYB1;?`?xGgW%}eBRZQEpv9%U@46C#mP0f=xQtVrNHR1R% zYIDo%eJq+s^(wuo?I}g1mSOGkP8ht7m_QxVhWNsj+Fikcm+>y-iJ*m|ryufqC5%=q zevZd(bWEn~-S4{{irp6o$b>*s?l4_YXN}J&+YXbrhSq(Y%SUmX zr(0s*ca;H8E_)nxs3hWf<+9JzQ<%tjnnvU0`O@bTL8ymVDB$_hBmx-0k|V5&{1E#J zY8V?!7=zG5?h)0M6>gZLv56kAX#|&w;T^MFh1>GdJ{tMEAI+6Y-;50!`3^% z*^iGvv+?o7&*gyu{V*@!*HOZin1bJ>$_>-D$Z5f=&wIUa8O?s52z2m1nbLPPVZfE2 zQX76zazn$966eqFpR2%Kn9zXh_E$0YVZ~kf#x_Wr9&F|EC}{PiG}+Ax)U$sNkm8rE z0lFg9xl7YTmfrQWZ8f!M?VgupUj&1Y%P0&wZG?2{v1xm{4MCd2>Kw`0Qa{X|GrVhlglqe8qX_9M%fd8uqi5 zC@C;I3D1a;%2LxS12n-bODytocz#So=5y~!5uK*0*u4w10&Zww@?I%m{elp4gXTGj ztW}fo%X*xKO*kFcrOFQec#Gd1%JWxVA9Lu&0urqF&}|8$bg)b;O-*9-SB$IY9c zJXZO=^BVe`b*7cn8|9kR_IbFux(oN-bHgk-M zfj>=Vxvj@J@b9Hlm`g&0Pu7{`1?XmEY*6Ejg)vgNX;lmKQyRB1<+mIqPZE^YB)F~3 z|CkPMEjXWfeFu8Hw@rsva+!skttN0*ksElfs)s1z0Uef0iIJ@vd?|Gs@PGCCM*VIl zUizfQ1xHDc{8PEPLKZB>j&8_VE3ot-?Vbv zHeC0O{jqcti^qj^{P{ObV}Y_!TozzJ0BZN=C^hq1@nVwFD{+vCE_?3fOybk%2`-2P z<&#d}m1LF2q9tJE`+)&ZfB7$L#V_c`!Zuu!|}R*>Ces}RJpyf#cf>}>PAs|h{337?v{b}k{W z0;L@nJozr>1?t|c{Z@0g41d1z+&QBhh)#rA12!jQc|1dZ`zONNlbOT?MDI9rLolz0 z2O3{k#!Tf1`rV#KhS52oQB%lp=xwkTR)vi^qEYM6>&$zEov^`Aji0yN-$ivYQc$}} zXqR%E2&o9@Wq6JBbo+b|P+k*Ox>jUq0@;7?smwYEs`z7Yrqvh}A?`teKhH^d(NNqS z9Dfv0{C$SOwD7Blk!Zm62-%Ljw131kP#*WOGWtRD)o(O^eVE2k`wRDT?{Hnlg+qDz zQXa>Jv}(r+s-+Mf{dgTvFTn1kTAr``TQRo|)PG~P_6bJCyOszo6C(sVo?9L<{q@R@Tv@J3oLB@Jz>QFw+PKlMVj@bP!%pwz$^ zd3erMst|Ya{a{vaI>}2k-d!=00#drp3x|HYQxkB4wu4#Z`*%?;^66L7+lb+YNai_L zQ!{n>?t7aBSI38IqhFH-(e4jDdV>OsR>sTg7os&^e?8y+d|7B}(#h}tdZ~H6=vAg` zsYTep;x~ySyfzRAd`uE*Sb8y6cJm+F-wmW^kKOdNsjL=M9U;Kp;l%x4Dz1E?t3cu4ksOBlE=CR^3 zYM9-}(pnxm#5wfj6wWn70*-(hm#^n(qWOoP=jE)!&v-=U?Iq-r_7Ps z)koSpa+CCeXw%Sw^0;799Vn_BM0txHWm=K<*;sCN@Cor}U`3nYK>Z#~edy8ZpaXgG zT}ftBH+$C6+_??4IPJ?oZL-@6G%hMpC2&>QGqAEvaQ(JA-7p)aN)1M^{_$YZ03zZp z0l^9{6r;fF#d!qL?i72I$fo5pu#B(LE;e0gTct`et}rBQH=;>?$wxxnC8g#Xh(_uK z=I>y)VMt})12-;#U{!@9I^ee^zg6L9UPnP99vy_D_IAfw347V3Ma6-~ICQTtj$N6w z#^AD56=y4a&qbb{hdaQKc4N7lYKX!fa}jwZkMYq@nD1RlR7TK$wwR>&v5p*!bUK`8 z78x>{wE~w0*9w)eqR+70w(}}Fd}_43mxL1HE@q0pJgcwa89g38!6f66D?m3gUz|v} z7XS&gX$OG&4^LCyQltxTf&hste-R@y=76@AZ36%tB!|3IYDf&c!UI8ya+7Pc5dz-q+D$5|A&70 zGNWZpHiM!CHt8F#%TUKoj6?wc^d4-DOJ73gqQuCO%1V+Q9(x#y70Zom zoJ%Zpm4rV;m$IT)8Wiiz$W((z?vosZQe>z@50MlDhV19z5h4%}5Cn@3m_j;YI`sO* zihqd;vn~hH@nUimQ7X%e<>!&rF~p_2Vc=QuawD0iB}U5)wyDkJp)Y5NhDbrAXI zah>J~L2!()CxsT&M^kbT5V%r?g~D67XrlwH0^#BL3251%JUBftp+D_#=)jPXXZFDi z!Ik8J>cSef(qu?KKTT1dS)$>e3wt$4A&=P97+a=>Y7Edz4AxmNx+UyAAXtC z7=vXUI;X^fnfr?tB1e|ukg`KjlAs(9O^5GGcR~m{=f*Rq6QfbCN7`>LF@7detv*xSORoEyxoye;-N4|B)JdEk)vBghXM*% znB7HF{t_m{qK$;JZc`E(Oya1-2n7biZ&MZxX=7%Jl$_DO4n&~IZiZm&=VrZ@knWxY zKTT^es^$vZm_DdnTo2e0YSUB-mo07lU&l6-!#5B^FqIgD=k`DZHl zxvdoG2I~=^UF1Y$>;0h;Es1szp8)yak=N~ zqkMvo)tBSLvO|h?N}F&!rH{adLOS9VawYbuSC`3hR#-VrPVB&JT)f`s^vm83nUrd^ zSa&m3#rnltHDmJ~*6k0O%!4x@we5Ac4>r1a${Ge2 zVPbFK{rRW4TkpZC@akgo8!^-CIX;mU1dfvWYO=f=jEujDj(SRF92U(3GqIGY58$cG zsle7w`L|HS&U~Xl4etO3u!UK8#Sl?b}T_V=8(UW`hF(*H^N(_wD$8wnzdx!c=jq4+sHFd4LrTWdeo*u5=0 z8odY`7_}Oi&UOfr10vg>-b2J-?XMy&??aLI3@t50Z{q5~FtVIMDE2#pB}4 zVQV4pCnIP=?uLJtzDkP6XB-t~D5p7@%BUAf9lh+<52*gu0fZ(f9X8A7s8np0;`(Hm zR3Fsu45Jed6cx*IK9}llmfNb7^cv9id0k#hTclF0|GxU7WVc)vQ%0e)fQPH)YmVKM zxPcjq0-9%$f*$!Jf|hh=+2x6tWO>Kg!yqq00$|GD#euPGZa(9K>Z}4gCGdUlxXLo` z`S$7#dWaEF1f;3ImQrZrKvG^ier^d^9=&C? z-6f&S-}AID<=XeEm5`vCmCJ~lS|eavwMdxCtiX7kz&vjA0n(~}(O1GBc#{BZI!6(@ zgeUgR6ChuCBMM-uA2@kKIYIl}e9wIY-|c2#*Wr4&fN>AIY9%8jSf{}6L6tFS; z5Z;yt%Wqh{ajIn2?glmWLX=;IRl=Hv3lE4`EuW@_ttkGWtCj>(R@sVorgE#LT%zg} zy>))M280gB`u3}noiw=d?ht-l3f>KZ0fC(M-4AR^yaUC6FjSB8JQ34AFH@+yI9DAa zFG{=y;AFoye2!XuK}cN%e_ma5oE*ts->H~A1YXXP>j+fZuF^MG3?x7KbqLCGcor71 ze8nFGj6ZnI_FL~))$9Sd#HpQSrp zBm*rSN2n4g1j-~J_|%&~`ec#K2us2P9S42Z1)OmRh}@gjFz%9=vRc81BX8Vgc@XeT zaMqRwRHUVT5FcAdt=D?RR6~Nx*M2GH)*Sn1G4O>|yn+7bgHX#@gRpegtXqcIaq3>= zwcS`P^d!f7o`?P_thlmk5gXw1+BxAD>_BPESQ$EN!A%EY`VHw%Y;mbIN2NPhE5f%^UX65h5xCY4qld-Lk?T-K{D;JJWQGe+UW4m{e4p7_ zJ(cZmt!!-%V>AG&+&#FZ*FVGnIsAg}#%iw5vuwr5+mD|SSB&72&uwa9{Xm1Ts|os< zB5`Y-n-dc@7*P7K$2AWCo<0kL9uP~f`5}K-vmp^~9QLzN{8fW&wJc#f6{VP_8pD@f zE8=7zDo^}UolN7)G$RGwWGW9eD#>N0)TOdQwU`dmkky)VtGfmpMl$K=Idb zuBqLPugx8zjN%{)(CWs7BCg8de>%p@9RGuy&A%b=uyTS{LjdGJE+YgM4Le^eQXW<= z1Qs1q12$3)Qns(8y0f##SCXBSl~f&pMb63E`77f1??{r=K#-F|N=iaPl9!c}hfR!| zi;J6ALRw6MotH;~mzP7FgGZS3|6gK+{C|%4Y&^Vt|8>NtS~gHL93dLHd0}xu=`h6c zn=oEEG_M6;Uok~`3}#uuBXsD+b+D)X`Do>o-A*7Cw=tqX+FW;DX0DXGhz=wgHus z?K6zw)))3`vEmJY%(N1O!8p6l=eNV3xd)t6?fp?7|rvMHw7|p|~Xo z4@gm^Y$GsIenYnB5jKmW-uG*-!1%L%T>->B56_+fQc?$~gE~T_j0@>SY3>Ki(u0#- z5Qu{w0^0*r=saTIn&Go`02Rw?kXcp zy>>JHS=jU26+{fR6Hu8=?&h9&7d!IOM@5&5(cCP(Qf2=h=GP39Y|Z5>6kL$2C9t)r zUO!kGy?z?8`{!dfc=LCPBDAV?zkGB~3oiO*c#cclS z`oyIkN%|2ig?W8)1pkReZGDCWgoGT!x6>>HNan}GHib0)5WkSC+@_g5`kaq@SDgO& zRJch3p{?3ZkZa!`e1P5G(Ibm{AG6gp4;~I&wL9)YaBP&CQ?E6v}{GAf%(G zIPQ6%@Cx~jyWPb_knsw_x+(6x!rNO1zoo!=s2E8^t5{(l(U3=7xB542M?XU zX4-S{&bD`y6W}!6^`s{y-7|6XKo=O^QS2OuRH@NQk(sT#bBQZ-wQ5F%zq9Mo1fT!B zC{{Wr>>QmzOR4MHpM;1`HR4cimo;HT)q)|jwLrIN(?oY3YIT*n@1l1pW zHW>)WW>Wy;Liv*ReJMXjy&6Hid=N)}3eO_INnPS<`PGlU=98Ux2p1gDNq87vSQPlN zXWc18sW)k3!S&n+Cy2m+^?(0lQs~4P^0^&;70X^iC9v`!j@LqAj{?6N0e|u|Q>ZJO zoC?wcR=*d{D?ygIAM_?d%AjO*&v*nYsIyvC-7C3CjltR=bSv`kU4b>jOpgiX(5z(I|#;s~Sk&C;{6jPxb;VQq~G)nt|-9#cmcO zxgP*KMwI=`T!#;-MdX!%e`3P_`udQ9v`Jm82o|-d_f{G~u5<@ZXZqBIGY@Zb?3Ih?bW5G3i)wUJoVHw4L(bimi)?h=&n|!M z=)Rn!7hUNBu2X>8G=*LF6jj!R@2mgxC*}V!BVIyf=osuYzgbhC>oY$MfZ8z4bLc7c&)vXXFCH=De`h_IoYg2Av)S5ei>> zKNr;bxwE^Rz4UtdlovAI)D4bckSO^5zu;gfEr?X_L!@#`)BoQ{Vh>9JdmCQwPF{RfN`z1^$y$H8B2aDKuDq>faB>S6$-2y7gD M2vk&3D$)r53&ilEKmY&$ diff --git a/rapport.tex b/rapport.tex index 4c73973..c74155e 100644 --- a/rapport.tex +++ b/rapport.tex @@ -1098,7 +1098,6 @@ analysis can be found on the report repository at \chapter{Applications} \include{Rcodes/real_data/application_dore} -\subsection{Completing raw data using CoOPLBM \parencite{anakokDisentanglingStructureEcological2022}} \include{Rcodes/real_data/CoOPLBM_completion_analyze} \printbibliography