From 927b6abdc6d1ae8c48b2f9ff34410ee4f885d0f7 Mon Sep 17 00:00:00 2001 From: roberd10 Date: Wed, 28 Aug 2024 19:42:29 -0400 Subject: [PATCH 1/7] Original. Description of clusters has alread been added and potential error in text about cluster creation has been changed --- .../roberd10-dar-assignment1-f24.Rmd | 404 ++++++++++++++++++ 1 file changed, 404 insertions(+) create mode 100644 StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.Rmd diff --git a/StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.Rmd b/StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.Rmd new file mode 100644 index 0000000..1fedc12 --- /dev/null +++ b/StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.Rmd @@ -0,0 +1,404 @@ +--- +title: "RPI github and Mars 2020 PIXL" +subtitle: "DAR Assignment 1" +author: "Doña Roberts" +date: "`r format(Sys.time(), '%d %B %Y')`" +output: + html_document: + toc: true + number_sections: true + df_print: paged + pdf_document: default +--- +```{r setup, include=FALSE} +# REQUIRE R PACKAGE INSTALLATIONS +# This section installs packages if they are not already installed. +# This block will not be shown in the knitted file. + +# RUN THIS BLOCK BEFORE ATTEMPTING TO KNIT THIS NOTEBOOK!!! + +# Set the default CRAN repository +local({r <- getOption("repos") + r["CRAN"] <- "http://cran.r-project.org" + options(repos=r) +}) + +if (!require("pandoc")) { + install.packages("pandoc") + library(pandoc) +} + +if (!require("knitr")) { + install.packages("knitr") + library(knitr) +} + +# Required packages for M20 LIBS analysis +if (!require("rmarkdown")) { + install.packages("rmarkdown") + library(rmarkdown) +} + +if (!require("tidyverse")) { + install.packages("tidyverse") + library(tidyverse) +} + +if (!require("stringr")) { + install.packages("stringr") + library(stringr) +} + +if (!require("ggbiplot")) { + install.packages("ggbiplot") + library(ggbiplot) +} + +if (!require("pheatmap")) { + install.packages("pheatmap") + library(pheatmap) +} + +if (!require("ggrepel")) { + install.packages("ggrepel") + library(ggrepel) +} + +if (!require("farver")) { + install.packages("farver") + library(farver) +} + +if (!require("labeling")) { + install.packages("labeling") + library(labeling) +} + +knitr::opts_chunk$set(echo = TRUE) + +``` + +# Introductory Data Analytics Research Notebook + +This notebook is broken into two main parts: + +* Part 1: A basic introduction to github and RStudio Server +* Part 2: An introduction to the Mars 2020 PIXL dataset + +The RPI github repository for all the code and data required for this notebook may be found at: + +* https://github.rpi.edu/DataINCITE/DAR-Mars-F24 + + +## BEFORE YOU BEGIN: github account setup + +To contribute to any RPI github repository or read private repos you _must_ validate your RPI github.com ID and send a confirmation email to John Erickson at `erickj4@rpi.edu`. Please do the following **now**: + +**Enabling 2FA on the RPI github and saving personal access tokens, et.al.** + +* Browse to http://github.rpi.edu +* Login using your RPI credentials +* Enable github two-factor authentication (2FA) +* Under "Settings" -> "Password and authentication" +* Select "Authenticator app" (Duo or Google authenticator are recommended) + * Follow steps to set up authenticator app; may involve scanning a QR Code) + * See directions for 2FA at https://itssc.rpi.edu/hc/en-us/articles/360004801811-GitHub-Enterprise-Overview#2fa + * **CRITICAL:** Make sure to save your **recovery codes** in a safe place! Recovery codes can be used to access your account in the event you lose access to your device and cannot receive two-factor authentication codes. +* Create and save a *personal access token* + * Under "Settings" -> "Developer settings" + * Select "Personal access tokens" + * Click on "Generate new token (classic)" + * Set an expiration period for the end of the Fall 2024 term + * Enable everything (check the left-most boxes) + * Generate (green button) + * SAVE THE RESULT! You won't be able to see it again... +* _Use this token when command-line git asks you for a password_ +* **PLEASE DO THIS IMMEDIATELY BEFORE READING ANY FURTHER!!** + +# DAR ASSIGNMENT 1 (Part 1): CLONING A NOTEBOOK AND UPDATING THE REPOSITORY + +In this assignment we're asking you to + +* clone the `DAR-Mars-F24` github repository, +* create a personal branch using git, +* create a new notebook that includes your answers to questions in this notebook, +* make additions to the repository by adding your notebook to the repository. + +_The instructions which follow explain how to accomplish this._ + +**For DAR Fall 2024** you *must* be using RStudio Server on the IDEA Cluster. Instructions for accessing "The Cluster" appear at the end of this notebook. Don't forget to validate your RPI github ID as above and email `erickj4@rpi.edu` + +### Cloning an RPI github repository + +The recommended procedure for cloning and using this repository is as follows: + +* Access the RPI network via VPN + * See https://itssc.rpi.edu/hc/en-us/articles/360008783172-VPN-Connection-and-Installation for information + +* Access RStudio Server on the IDEA Cluster at http://lp01.idea.rpi.edu/rstudio-ose/ + * You must be on the RPI VPN!! +* Access the Linux shell on the IDEA Cluster by clicking the **Terminal** tab of RStudio Server (lower left panel). + * You now see the Linux shell on the IDEA Cluster + * `cd` (change directory) to enter your home directory using: `cd ~` + * Type `pwd` to confirm + * NOTE: Advanced users may use `ssh` to directly access the Linux shell from a macOS or Linux command line +* Type `git clone https://github.rpi.edu/DataINCITE/DAR-Mars-F24` from within your `home` directory + * Enter your RCS ID and your saved personal access token when asked + * This will create a new directory `DAR-Mars-F24` +* In the Linux shell, `cd` to `DAR-Mars-F24/StudentNotebooks/Assignment01` + * Type `ls -al` to list the current contents + * Don't be surprised if you see many files! +* In the Linux shell, type `git checkout -b dar-yourrcs` where `yourrcs` is your RCS id + * For example, if your RCS is `erickj4`, your new branch should be `dar-erickj4` + * It is _critical_ that you include your RCS id in your branch id! +* Back in the RStudio Server UI, navigate to the `DAR-Mars-F24/StudentNotebooks/Assignment01` directory via the **Files** panel (lower right panel) + * Under the **More** menu, set this to be your R working directory + * Setting the correct working directory is essential for interactive R use! + +## REQUIRED FOR ASSIGNMENT 1 + +1. In RStudio, make a **copy** of `dar-f24-assignment1-template.Rmd` file using a *new, original, descriptive* filename that **includes your RCS ID!** + * Open `darf24-assignment1-template.Rmd` + * **Save As...** using a new filename that includes your RCS ID + * Example filename for user `erickj4`: `erickj4-assignment1-f24.Rmd` + * POINTS OFF IF: + * You don't create a new filename! + * You don't include your RCS ID! + * You include `template` in your new filename! +2. Edit your new notebook using RStudio and save + * Change the `title:` and `subtitle:` headers (at the top of the file) + * Change the `author:` + * Don't bother changing the `date:`; it should update automagically... + * **Save** your changes +3. Use the RStudio `Knit` command to create an HTML file; repeat as necessary + * Use the down arrow next to the word `Knit` and select **Knit to HTML** + * You may also knit to PDF... +4. In the Linux terminal, use `git add` to add each new file you want to add to the repository + * Type: `git add yourfilename.Rmd` + * Type: `git add yourfilename.html` (created when you knitted) + * Add your PDF if you also created one... +5. Continue making changes to your personal notebook + * Add code where specified + * Answer questions were indicated. +6. When you're ready, in Linux commit your changes: + * Type: `git commit -m "some comment"` where "some comment" is a useful comment describing your changes + * This commits your changes to your local repo, and sets the stage for your next operation. +7. Finally, push your commits to the RPI github repo + * Type: `git push origin dar-yourrcs` (where `dar-yourrcs` is the branch you've been working in) + * Enter your RCS ID and personal access token (as a password) when asked. + * Your changes are now safely on the RPI github. +8. **REQUIRED:** On the RPI github, submit a pull request. + * In a web browser, navigate to https://github.rpi.edu/DataINCITE/DAR-Mars-F24.git + and log in using 2FA + * In the branch selector drop-down (by default says **main**), select your branch + * **Submit a pull request for your branch** + * One of the DAR instructors will merge your branch, and your new files will be added to the master branch of the repo. + +Please also see these handy github "cheatsheets": + + * https://education.github.com/git-cheat-sheet-education.pdf + +# DAR ASSIGNMENT 1 (Part 2): Exploring the Mars 2020 (M20) PIXL Dataset + +This part of the notebook demonstrates some basic analysis of data from the M20 PIXL (Planetary Instrument for X-ray Lithochemistry) experiment. + +PIXL (Planetary Instrument for X-ray Lithochemistry) is a microfocus X-ray fluorescence instrument that measures elemental chemistry at sub-millimeter scales. This is achieved by focusing an X-ray beam to a small spot ~ 150 µm, scanning the surface with this beam, and then measuring the induced X-ray fluorescence. PIXL observations consist of a suite of X-ray fluorescence measurements, context images, and metadata. The XRF measurements can be executed in a variety of geometries depending on target type and available observation time, and are accompanied by a set of images documenting the target and its position relative to the instrument. + +In this notebook we will be looking at pre-processed PIXL data that is ready for your next steps. + +* More about the PIXL instrument: https://an.rsl.wustl.edu/help/Content/About%20the%20mission/M20/Instruments/M20%20PIXL.htm +* Raw PIXL data bundle: https://pds-geosciences.wustl.edu/m2020/urn-nasa-pds-mars2020_pixl/ + +## Load the PIXL Data and display summary + +Here is the MARS PIXL data. Take note of the variables, their types, and distriubtions. + +```{r} +# Saved LIBS data with locations added +pixl.df <- readRDS("~/DAR-Mars-F24/Data/samples_pixl_wide.Rds") + +# convert location to a number +pixl.df$location <- as.numeric(pixl.df$location ) + +# Automatically converts all strings to factors +pixl.df[sapply(pixl.df, is.character)] <- + lapply(pixl.df[sapply(pixl.df, + is.character)], as.factor) + +# Show summary of the data +summary(pixl.df) + +``` + + +Create a matrix containing the measurements without any meta data to prepare for clustering. Here we delibrately do not scale the data to get preliminary results. + +```{r} +# Prepare dataset for clustering selecting specific columns of interest and putting in a matrix +pixl_trim.mat <- pixl.df %>% + dplyr::select(c("Na20","Mgo","Al203","Si02", + "P205","S03","Cl","K20","Cao","Ti02", + "Cr203","Mno","FeO-T")) %>% as.matrix() +summary(pixl_trim.mat) +``` + +# Clustering + +Our first analysis goal is to cluster the mineralogy data using K-means and pick the appropriate number of clusters. + +Here we recall the function `wssplot` we created in MATP-4400 (IDM) to examine cluster sizes in order to perform the "elbow" test. The function takes as its arguments a matrix, the maximum number of clusters and a random seed. It creates clusters for each possible value of k and plots the k-means objective function. + +NOTE: The basic syntax for creating a user-defined function in R is: + +`output <- function(arguments){ do stuff }` + +The following plot shows the K-Means objective value for up to eight clusters. + +```{r} +# A user-defined function to examine clusters and plot the results +wssplot <- function(data, nc=15, seed=10){ + wss <- data.frame(cluster=1:nc, quality=c(0)) + for (i in 1:nc){ + set.seed(seed) + wss[i,2] <- kmeans(data, centers=i)$tot.withinss} + ggplot(data=wss,aes(x=cluster,y=quality)) + + geom_line() + + ggtitle("Quality of k-means by Cluster") +} + +# Apply `wssplot()` to our PIXL data +wssplot(pixl_trim.mat, nc=8, seed=2) +``` + + +Based on where the "elbow" occurs, it looks like `3` might be a good `k` choice for k-means clustering. + +## k-means Clustering + +We create the final clustering with 3 clusters. + +```{r} +# Use our chosen 'k' to perform k-means clustering +set.seed(2) +k <- 3 +km <- kmeans(pixl_trim.mat,k) + +``` + +## Examine cluster means + +Below is a heat map of the cluster centers with rows and columns clustered. We keep the scale the same as in the original data. + +```{r} + +pheatmap(km$centers,scale="none") + +``` + +Notice how the means of the clusters vary. + +## Perform PCA on PIXL Data + +We're now ready to perform PCA. Note we have already scaled data so set `scale=FALSE`. + +We first show a [Scree plot](https://en.wikipedia.org/wiki/Scree_plot) to understand the explained variance by principal component. Note the elbow in the Scree plot should roughly match the one you saw in k-means. + +```{r} +# Perform the PCA on the matrix `pixl_trim.mat` we created earlier + +pixl_trim.mat.pca <- prcomp(pixl_trim.mat, scale=FALSE) + +# generate the Scree plot +ggscreeplot(pixl_trim.mat.pca) +``` + +Make a table indicating how many samples are in each cluster. + +```{r} +# clusters sizes are in the km object produced by kmeans +cluster.df<-data.frame(cluster= 1:3, size=km$size) +kable(cluster.df,caption="Samples per cluster") +``` + + +## Create a PCA Biplot using ggbiplot + +Now we'll create a biplot of the data colored by cluster and label by rock type. + +```{r message=FALSE, warning=FALSE} +# For this lab we'll create a PCA biplot the easy way using ggbiplot! +ggbiplot::ggbiplot(pixl_trim.mat.pca, + labels = pixl.df$type, + groups = as.factor(km$cluster)) + + xlim(-2,2) + ylim(-2,2) + +``` + +## ANSWER THESE QUESTIONS! + +Add a description of each cluster here in your own words. + +Describe Cluster 1: Cluster 1 is igneous rock that has a lot higher concentration of Si02 and mildly higher concentration Al203 than the rest of the igneous rock and a lower concentration of FeO-T and Mgo. All 3 samples in Cluster 1 have identical collected data, so they overlap on the plot above. + +Describe Cluster 2: Cluster 2 is all the Sedimentary rock. This cluster has a *much* lower concentration of Si02 and a mildly higher concentration of S03 Mgo. Interestingly enough, even though this cluster is made up of a different kind of rock than Cluster 1 and Cluster 3 are, the detected amount of FeO-T is in between those two clusters. + +Describe Cluster 3: Cluster 3 is again igneous rock, but this time with *lower* concentration of Si02 and Al203 and *higher* concentration of FeO-T and Mgo. Additionally, this cluster is a *lot* more varied than the igneous rock in cluster 1 is. For example, while the range of sampled FeO-T is 0 in cluster 1, it is 16.81 in cluster 3. + +What do the clustering and PCA results tell us about the data detected by the M20 PIXL experiment? _Feel free to add graphs or analyses to support your conclusions._ + +```{r} +# Student's code for graphs and analysis here! + +``` + +## SAVE, COMMIT and PUSH YOUR CHANGES! + +When you are satisfied with your edits and your notebook knits successfully, remember to push your changes to the repo using **steps 4-8** in **Section 2.2**, summarized here: + +**In the Linux terminal:** + +* `git branch` + * To double-check that you are in your working branch +* `git add ` + * Your Rmd and knitted PDF +* `git commit -m "Some useful comments"` +* `git push origin ` + +**On github:** + +* Log in at https://github.rpi.edu/DataINCITE/DAR-Mars-F24 +* Select your branch from drop-down (default is **main**) +* Submit a "pull request" for your branch +* DO NOT MERGE!!! + +# APPENDIX: Accessing RStudio Server on the IDEA Cluster + +The IDEA Cluster provides seven compute nodes (4x 48 cores, 3x 80 cores, 1x storage server) + +* The Cluster requires RCS credentials, enabled via registration in class + * email John Erickson for problems `erickj4@rpi.edu` +* RStudio, Jupyter, MATLAB, GPUs (on two nodes); lots of storage and computes +* Access via RPI physical network or VPN only + +# More info about Rstudio on our Cluster + +## RStudio GUI Access: + +* Use: + * http://lp01.idea.rpi.edu/rstudio-ose/ + * http://lp01.idea.rpi.edu/rstudio-ose-3/ + * http://lp01.idea.rpi.edu/rstudio-ose-6/ + * http://lp01.idea.rpi.edu/rstudio-ose-7/ +* Linux terminal accessible from within RStudio "Terminal" or via ssh (below) + +## Shared Data on Cluster: + +* Users enrolled in DAR have access to `/academics/MATP-4910-F24` + * Usually DAR users will see a symbolic ("soft") link in their home directories + * If you do not, type the following in the **Terminal** via RStudio: `ln -s /academics/MATP-4910-F23/ MATP-4910-F24` +* All idea_users have access to shared storage via `/data` ("data" in your home directories) + * You might wish to use this for data sharing in team projects... + * ...but we recommend using github for shared code development +* Shell access to nodes: You must access "landing pad" first, then compute node: +* `ssh your_rcs@lp01.idea.rpi.edu` For example: `ssh erickj4@lp01.idea.rpi.edu` +* Then, `ssh` to the desired compute node, e.g.: `ssh idea-node-02` \ No newline at end of file From f240a91261c9660dca0c7c3b396f03f5bb5e9c8c Mon Sep 17 00:00:00 2001 From: roberd10 Date: Fri, 30 Aug 2024 13:51:32 -0400 Subject: [PATCH 2/7] Edited some of the answers to the questions and added graphics --- .../roberd10-dar-assignment1-f24.Rmd | 45 ++++++++++++++++--- 1 file changed, 40 insertions(+), 5 deletions(-) diff --git a/StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.Rmd b/StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.Rmd index 1fedc12..9c10be8 100644 --- a/StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.Rmd +++ b/StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.Rmd @@ -271,7 +271,7 @@ wssplot(pixl_trim.mat, nc=8, seed=2) ``` -Based on where the "elbow" occurs, it looks like `3` might be a good `k` choice for k-means clustering. +Based on where the "elbow" occurs, it looks like `5` might be a good `k` choice for k-means clustering. But for the sake of simplifying this assignment and because there are few data points, we are going to examine the solution with k=3 clusters instead. ## k-means Clustering @@ -336,21 +336,56 @@ ggbiplot::ggbiplot(pixl_trim.mat.pca, ## ANSWER THESE QUESTIONS! -Add a description of each cluster here in your own words. +Add a description of each cluster here in your own words. + +**Important Note about Heat maps below:** The color and scale aren't the same across heatmaps, the first has 50 as a specefic shade of red, the second 30 and the fourth 40 for that same shade. Describe Cluster 1: Cluster 1 is igneous rock that has a lot higher concentration of Si02 and mildly higher concentration Al203 than the rest of the igneous rock and a lower concentration of FeO-T and Mgo. All 3 samples in Cluster 1 have identical collected data, so they overlap on the plot above. -Describe Cluster 2: Cluster 2 is all the Sedimentary rock. This cluster has a *much* lower concentration of Si02 and a mildly higher concentration of S03 Mgo. Interestingly enough, even though this cluster is made up of a different kind of rock than Cluster 1 and Cluster 3 are, the detected amount of FeO-T is in between those two clusters. +```{r} +#Heatmap of samples in cluster 1, scaled +pheatmap(subset(pixl_trim.mat,km$cluster == 1),scale="none",cluster_cols=FALSE,cluster_rows=FALSE) +``` + +Describe Cluster 2: Cluster 2 is all the Sedimentary rock. This cluster has a *much* lower concentration of Si02 and a mildly higher concentration of S03 and Mgo. Interestingly enough, even though this cluster is made up of a different kind of rock than Cluster 1 and Cluster 3 are, the detected amount of FeO-T is in between those two clusters. + +```{r} +#Heatmap of samples in cluster 1, scaled +pheatmap(subset(pixl_trim.mat,km$cluster == 2),scale="none",cluster_cols=FALSE,cluster_rows=FALSE) +``` Describe Cluster 3: Cluster 3 is again igneous rock, but this time with *lower* concentration of Si02 and Al203 and *higher* concentration of FeO-T and Mgo. Additionally, this cluster is a *lot* more varied than the igneous rock in cluster 1 is. For example, while the range of sampled FeO-T is 0 in cluster 1, it is 16.81 in cluster 3. -What do the clustering and PCA results tell us about the data detected by the M20 PIXL experiment? _Feel free to add graphs or analyses to support your conclusions._ +```{r} +#Heatmap of samples in cluster 1, scaled +pheatmap(subset(pixl_trim.mat,km$cluster == 3),scale="none",cluster_cols=FALSE,cluster_rows=FALSE) +``` + +What do the clustering and PCA results tell us about the data detected by the M2O PIXL experiment? + +The clustering results tell us which locations were similar in which molecules were present and in what quantities. This was discussed in more depth in the descriptions of the clusters above. + +The PCA results tell us in what ways the ratios of molecules tended to vary, both relative to each other and overall. + +By relative to each other I mean that molecules with similar coefficients in PC1 or PC2 tend to vary in similar ways. For example, Mgo and FeO-T both have large positive coefficients in PC1, and thus we can assume that when one increases the other tends to also increase, however we can tell Si02 tends to vary inversely to Mgo since it's coefficient is very negative in PC1. That is to say, PC1 suggests that samples with higher Mgo tend to have higher FeO-T and lower Si02. Looking at the heatmap below (which has been scaled by *column* to see how the presence of how a particular molecule's presence varies between sample sites) we see this does indeed appear to generally be the case. It's important to note that they don't *always* very as the coefficients would suggest, this is the case because we are *only* looking at the coefficients in PC1 for this example, the other PC's would help to describe the rest of the variation. ```{r} -# Student's code for graphs and analysis here! +#Looking at how the presence of molecules vary in relation to eachother +pheatmap(pixl_trim.mat[,colnames(pixl_trim.mat) %in% c("Mgo","FeO-T","Si02")],scale="column",cluster_cols=FALSE,cluster_rows=FALSE) ``` +By overall I mean that molecules with larger (farther from 0) coefficients in the early PC's are more important than molecules with lower coefficients (closer to 0) in telling the samples apart. If you look at the range in how much of the molecule is present between sample sites, you'll notice that the molecules with a larger range have a larger coefficient in PC1. Below we'll calculate the range of the molecule with the largest and the molecule with the smallest coefficient in PC1. + +```{r} +# Calculating range of moleculues with largest and smallest coefficients in PC1 +print(max(pixl_trim.mat[,"Si02"]) - min(pixl_trim.mat[,"Si02"])) +print(max(pixl_trim.mat[,"Mno"]) - min(pixl_trim.mat[,"Mno"])) + +``` + +We can see Si02, which has a coefficient of -0.747, the farthest from 0, in PC1, has a range of 34.5 while Mno, which has a coefficient of 0.001, the closest to 0, in PC1, has a range of 0.59. + ## SAVE, COMMIT and PUSH YOUR CHANGES! When you are satisfied with your edits and your notebook knits successfully, remember to push your changes to the repo using **steps 4-8** in **Section 2.2**, summarized here: From 8532be810f2c271e85d2c9f3c829b855204268cb Mon Sep 17 00:00:00 2001 From: roberd10 Date: Fri, 30 Aug 2024 13:54:50 -0400 Subject: [PATCH 3/7] html version --- .../roberd10-dar-assignment1-f24.html | 2324 +++++++++++++++++ 1 file changed, 2324 insertions(+) create mode 100644 StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.html diff --git a/StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.html b/StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.html new file mode 100644 index 0000000..b869a9b --- /dev/null +++ b/StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.html @@ -0,0 +1,2324 @@ + + + + + + + + + + + + + + + +RPI github and Mars 2020 PIXL + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + +
+

1 Introductory Data +Analytics Research Notebook

+

This notebook is broken into two main parts:

+
    +
  • Part 1: A basic introduction to github and RStudio Server
  • +
  • Part 2: An introduction to the Mars 2020 PIXL dataset
  • +
+

The RPI github repository for all the code and data required for this +notebook may be found at:

+ +
+

1.1 BEFORE YOU BEGIN: +github account setup

+

To contribute to any RPI github repository or read private repos you +must validate your RPI github.com ID and send a confirmation +email to John Erickson at erickj4@rpi.edu. Please do the +following now:

+

Enabling 2FA on the RPI github and saving personal access +tokens, et.al.

+
    +
  • Browse to http://github.rpi.edu
  • +
  • Login using your RPI credentials
  • +
  • Enable github two-factor authentication (2FA)
  • +
  • Under “Settings” -> “Password and authentication”
  • +
  • Select “Authenticator app” (Duo or Google authenticator are +recommended) +
  • +
  • Create and save a personal access token +
      +
    • Under “Settings” -> “Developer settings”
    • +
    • Select “Personal access tokens”
    • +
    • Click on “Generate new token (classic)”
    • +
    • Set an expiration period for the end of the Fall 2024 term
    • +
    • Enable everything (check the left-most boxes)
    • +
    • Generate (green button)
    • +
    • SAVE THE RESULT! You won’t be able to see it again…
    • +
  • +
  • Use this token when command-line git asks you for a +password
  • +
  • PLEASE DO THIS IMMEDIATELY BEFORE READING ANY +FURTHER!!
  • +
+
+
+
+

2 DAR ASSIGNMENT 1 (Part +1): CLONING A NOTEBOOK AND UPDATING THE REPOSITORY

+

In this assignment we’re asking you to

+
    +
  • clone the DAR-Mars-F24 github repository,
  • +
  • create a personal branch using git,
  • +
  • create a new notebook that includes your answers to questions in +this notebook,
  • +
  • make additions to the repository by adding your notebook to the +repository.
  • +
+

The instructions which follow explain how to accomplish +this.

+

For DAR Fall 2024 you must be using RStudio +Server on the IDEA Cluster. Instructions for accessing “The Cluster” +appear at the end of this notebook. Don’t forget to validate your RPI +github ID as above and email erickj4@rpi.edu

+
+

2.0.1 Cloning an RPI +github repository

+

The recommended procedure for cloning and using this repository is as +follows:

+
    +
  • Access the RPI network via VPN +
  • +
  • Access RStudio Server on the IDEA Cluster at http://lp01.idea.rpi.edu/rstudio-ose/ +
      +
    • You must be on the RPI VPN!!
    • +
  • +
  • Access the Linux shell on the IDEA Cluster by clicking the +Terminal tab of RStudio Server (lower left panel). +
      +
    • You now see the Linux shell on the IDEA Cluster
    • +
    • cd (change directory) to enter your home directory +using: cd ~
    • +
    • Type pwd to confirm
    • +
    • NOTE: Advanced users may use ssh to directly access the +Linux shell from a macOS or Linux command line
    • +
  • +
  • Type +git clone https://github.rpi.edu/DataINCITE/DAR-Mars-F24 +from within your home directory +
      +
    • Enter your RCS ID and your saved personal access token when +asked
    • +
    • This will create a new directory DAR-Mars-F24
    • +
  • +
  • In the Linux shell, cd to +DAR-Mars-F24/StudentNotebooks/Assignment01 +
      +
    • Type ls -al to list the current contents
    • +
    • Don’t be surprised if you see many files!
    • +
  • +
  • In the Linux shell, type git checkout -b dar-yourrcs +where yourrcs is your RCS id +
      +
    • For example, if your RCS is erickj4, your new branch +should be dar-erickj4
    • +
    • It is critical that you include your RCS id in your branch +id!
    • +
  • +
  • Back in the RStudio Server UI, navigate to the +DAR-Mars-F24/StudentNotebooks/Assignment01 directory via +the Files panel (lower right panel) +
      +
    • Under the More menu, set this to be your R working +directory
    • +
    • Setting the correct working directory is essential for interactive R +use!
    • +
  • +
+
+
+

2.1 REQUIRED FOR +ASSIGNMENT 1

+
    +
  1. In RStudio, make a copy of +dar-f24-assignment1-template.Rmd file using a new, +original, descriptive filename that includes your RCS +ID! +
      +
    • Open darf24-assignment1-template.Rmd
    • +
    • Save As… using a new filename that includes your +RCS ID
    • +
    • Example filename for user erickj4: +erickj4-assignment1-f24.Rmd
    • +
    • POINTS OFF IF: +
        +
      • You don’t create a new filename!
      • +
      • You don’t include your RCS ID!
      • +
      • You include template in your new filename!
      • +
    • +
  2. +
  3. Edit your new notebook using RStudio and save +
      +
    • Change the title: and subtitle: headers +(at the top of the file)
    • +
    • Change the author:
    • +
    • Don’t bother changing the date:; it should update +automagically…
    • +
    • Save your changes
    • +
  4. +
  5. Use the RStudio Knit command to create an HTML file; +repeat as necessary +
      +
    • Use the down arrow next to the word Knit and select +Knit to HTML
    • +
    • You may also knit to PDF…
    • +
  6. +
  7. In the Linux terminal, use git add to add each new file +you want to add to the repository +
      +
    • Type: git add yourfilename.Rmd
    • +
    • Type: git add yourfilename.html (created when you +knitted)
    • +
    • Add your PDF if you also created one…
    • +
  8. +
  9. Continue making changes to your personal notebook +
      +
    • Add code where specified
    • +
    • Answer questions were indicated.
    • +
  10. +
  11. When you’re ready, in Linux commit your changes: +
      +
    • Type: git commit -m "some comment" where “some comment” +is a useful comment describing your changes
    • +
    • This commits your changes to your local repo, and sets the stage for +your next operation.
    • +
  12. +
  13. Finally, push your commits to the RPI github repo +
      +
    • Type: git push origin dar-yourrcs (where +dar-yourrcs is the branch you’ve been working in)
    • +
    • Enter your RCS ID and personal access token (as a password) when +asked.
    • +
    • Your changes are now safely on the RPI github.
    • +
  14. +
  15. REQUIRED: On the RPI github, submit a pull request. +
      +
    • In a web browser, navigate to https://github.rpi.edu/DataINCITE/DAR-Mars-F24.git and +log in using 2FA
    • +
    • In the branch selector drop-down (by default says +main), select your branch
    • +
    • Submit a pull request for your branch
    • +
    • One of the DAR instructors will merge your branch, and your new +files will be added to the master branch of the repo.
    • +
  16. +
+

Please also see these handy github “cheatsheets”:

+ +
+
+
+

3 DAR ASSIGNMENT 1 (Part +2): Exploring the Mars 2020 (M20) PIXL Dataset

+

This part of the notebook demonstrates some basic analysis of data +from the M20 PIXL (Planetary Instrument for X-ray Lithochemistry) +experiment.

+

PIXL (Planetary Instrument for X-ray Lithochemistry) is a microfocus +X-ray fluorescence instrument that measures elemental chemistry at +sub-millimeter scales. This is achieved by focusing an X-ray beam to a +small spot ~ 150 µm, scanning the surface with this beam, and then +measuring the induced X-ray fluorescence. PIXL observations consist of a +suite of X-ray fluorescence measurements, context images, and metadata. +The XRF measurements can be executed in a variety of geometries +depending on target type and available observation time, and are +accompanied by a set of images documenting the target and its position +relative to the instrument.

+

In this notebook we will be looking at pre-processed PIXL data that +is ready for your next steps.

+ +
+

3.1 Load the PIXL Data +and display summary

+

Here is the MARS PIXL data. Take note of the variables, their types, +and distriubtions.

+
# Saved LIBS data with locations added
+pixl.df <- readRDS("~/DAR-Mars-F24/Data/samples_pixl_wide.Rds")
+
+# convert location to a number
+pixl.df$location <- as.numeric(pixl.df$location )
+
+# Automatically converts all strings to factors
+pixl.df[sapply(pixl.df, is.character)] <-
+  lapply(pixl.df[sapply(pixl.df, 
+                                  is.character)], as.factor)
+
+# Show summary of the data 
+summary(pixl.df)
+
##      sample           Na20            Mgo             Al203       
+##  Min.   : 1.00   Min.   :1.000   Min.   : 0.730   Min.   : 1.700  
+##  1st Qu.: 4.75   1st Qu.:1.853   1st Qu.: 2.533   1st Qu.: 2.220  
+##  Median : 8.50   Median :1.900   Median :12.800   Median : 3.710  
+##  Mean   : 8.50   Mean   :2.672   Mean   :11.682   Mean   : 5.072  
+##  3rd Qu.:12.25   3rd Qu.:4.500   3rd Qu.:19.100   3rd Qu.: 7.117  
+##  Max.   :16.00   Max.   :5.550   Max.   :22.700   Max.   :11.600  
+##                                                                   
+##       Si02            P205             S03               Cl       
+##  Min.   :22.60   Min.   :0.1000   Min.   : 0.780   Min.   :0.400  
+##  1st Qu.:31.22   1st Qu.:0.2350   1st Qu.: 1.495   1st Qu.:0.940  
+##  Median :38.85   Median :0.5250   Median : 2.600   Median :1.740  
+##  Mean   :38.55   Mean   :0.6512   Mean   : 5.562   Mean   :1.846  
+##  3rd Qu.:41.17   3rd Qu.:0.8400   3rd Qu.: 3.800   3rd Qu.:2.080  
+##  Max.   :57.10   Max.   :2.7600   Max.   :21.530   Max.   :4.500  
+##                                                                   
+##       K20              Cao             Ti02            Cr203      
+##  Min.   :0.0000   Min.   :1.500   Min.   :0.2000   Min.   :0.000  
+##  1st Qu.:0.1600   1st Qu.:2.655   1st Qu.:0.5900   1st Qu.:0.025  
+##  Median :0.2000   Median :3.120   Median :0.7000   Median :0.155  
+##  Mean   :0.5800   Mean   :3.688   Mean   :0.8194   Mean   :0.355  
+##  3rd Qu.:0.8275   3rd Qu.:4.310   3rd Qu.:0.9900   3rd Qu.:0.290  
+##  Max.   :1.9000   Max.   :7.770   Max.   :2.4900   Max.   :1.900  
+##                                                                   
+##       Mno             FeO-T               name             type  
+##  Min.   :0.1000   Min.   :13.24   Atsah     : 1   Igneous    :8  
+##  1st Qu.:0.2800   1st Qu.:16.71   Bearwallow: 1   N/A        :1  
+##  Median :0.4000   Median :23.86   Coulettes : 1   Sedimentary:7  
+##  Mean   :0.3812   Mean   :21.45   Hahonih   : 1                  
+##  3rd Qu.:0.4900   3rd Qu.:25.70   Hazeltop  : 1                  
+##  Max.   :0.6900   Max.   :30.05   Kukaklek  : 1                  
+##                                   (Other)   :10                  
+##          campaign    location             abrasion
+##  Crater Floor:9   Min.   : 1.00   Alfalfa     :2  
+##  Delta Front :7   1st Qu.: 4.75   Bellegrade  :2  
+##                   Median : 8.50   Berry Hollow:2  
+##                   Mean   : 8.50   Dourbes     :2  
+##                   3rd Qu.:12.25   Novarupta   :2  
+##                   Max.   :16.00   Quartier    :2  
+##                                   (Other)     :4
+

Create a matrix containing the measurements without any meta data to +prepare for clustering. Here we delibrately do not scale the data to get +preliminary results.

+
# Prepare dataset for clustering selecting specific columns of interest and putting in a matrix
+pixl_trim.mat <- pixl.df %>% 
+  dplyr::select(c("Na20","Mgo","Al203","Si02",
+           "P205","S03","Cl","K20","Cao","Ti02",
+           "Cr203","Mno","FeO-T")) %>% as.matrix() 
+summary(pixl_trim.mat)
+
##       Na20            Mgo             Al203             Si02      
+##  Min.   :1.000   Min.   : 0.730   Min.   : 1.700   Min.   :22.60  
+##  1st Qu.:1.853   1st Qu.: 2.533   1st Qu.: 2.220   1st Qu.:31.22  
+##  Median :1.900   Median :12.800   Median : 3.710   Median :38.85  
+##  Mean   :2.672   Mean   :11.682   Mean   : 5.072   Mean   :38.55  
+##  3rd Qu.:4.500   3rd Qu.:19.100   3rd Qu.: 7.117   3rd Qu.:41.17  
+##  Max.   :5.550   Max.   :22.700   Max.   :11.600   Max.   :57.10  
+##       P205             S03               Cl             K20        
+##  Min.   :0.1000   Min.   : 0.780   Min.   :0.400   Min.   :0.0000  
+##  1st Qu.:0.2350   1st Qu.: 1.495   1st Qu.:0.940   1st Qu.:0.1600  
+##  Median :0.5250   Median : 2.600   Median :1.740   Median :0.2000  
+##  Mean   :0.6512   Mean   : 5.562   Mean   :1.846   Mean   :0.5800  
+##  3rd Qu.:0.8400   3rd Qu.: 3.800   3rd Qu.:2.080   3rd Qu.:0.8275  
+##  Max.   :2.7600   Max.   :21.530   Max.   :4.500   Max.   :1.9000  
+##       Cao             Ti02            Cr203            Mno        
+##  Min.   :1.500   Min.   :0.2000   Min.   :0.000   Min.   :0.1000  
+##  1st Qu.:2.655   1st Qu.:0.5900   1st Qu.:0.025   1st Qu.:0.2800  
+##  Median :3.120   Median :0.7000   Median :0.155   Median :0.4000  
+##  Mean   :3.688   Mean   :0.8194   Mean   :0.355   Mean   :0.3812  
+##  3rd Qu.:4.310   3rd Qu.:0.9900   3rd Qu.:0.290   3rd Qu.:0.4900  
+##  Max.   :7.770   Max.   :2.4900   Max.   :1.900   Max.   :0.6900  
+##      FeO-T      
+##  Min.   :13.24  
+##  1st Qu.:16.71  
+##  Median :23.86  
+##  Mean   :21.45  
+##  3rd Qu.:25.70  
+##  Max.   :30.05
+
+
+
+

4 Clustering

+

Our first analysis goal is to cluster the mineralogy data using +K-means and pick the appropriate number of clusters.

+

Here we recall the function wssplot we created in +MATP-4400 (IDM) to examine cluster sizes in order to perform the “elbow” +test. The function takes as its arguments a matrix, the maximum number +of clusters and a random seed. It creates clusters for each possible +value of k and plots the k-means objective function.

+

NOTE: The basic syntax for creating a user-defined function in R +is:

+

output <- function(arguments){ do stuff }

+

The following plot shows the K-Means objective value for up to eight +clusters.

+
# A user-defined function to examine clusters and plot the results
+wssplot <- function(data, nc=15, seed=10){
+  wss <- data.frame(cluster=1:nc, quality=c(0))
+  for (i in 1:nc){
+    set.seed(seed)
+    wss[i,2] <- kmeans(data, centers=i)$tot.withinss}
+  ggplot(data=wss,aes(x=cluster,y=quality)) + 
+    geom_line() + 
+    ggtitle("Quality of k-means by Cluster")
+}
+
+# Apply `wssplot()` to our PIXL data
+wssplot(pixl_trim.mat, nc=8, seed=2) 
+

+

Based on where the “elbow” occurs, it looks like 5 might +be a good k choice for k-means clustering. But for the sake +of simplifying this assignment and because there are few data points, we +are going to examine the solution with k=3 clusters instead.

+
+

4.1 k-means +Clustering

+

We create the final clustering with 3 clusters.

+
# Use our chosen 'k' to perform k-means clustering
+set.seed(2)
+k <- 3
+km <- kmeans(pixl_trim.mat,k)
+
+
+

4.2 Examine cluster +means

+

Below is a heat map of the cluster centers with rows and columns +clustered. We keep the scale the same as in the original data.

+
pheatmap(km$centers,scale="none")
+

+

Notice how the means of the clusters vary.

+
+
+

4.3 Perform PCA on PIXL +Data

+

We’re now ready to perform PCA. Note we have already scaled data so +set scale=FALSE.

+

We first show a Scree plot to +understand the explained variance by principal component. Note the elbow +in the Scree plot should roughly match the one you saw in k-means.

+
# Perform the PCA on the matrix `pixl_trim.mat` we created earlier
+
+pixl_trim.mat.pca <- prcomp(pixl_trim.mat, scale=FALSE)
+
+# generate the Scree plot
+ggscreeplot(pixl_trim.mat.pca)
+

+

Make a table indicating how many samples are in each cluster.

+
# clusters sizes are in the km object produced by kmeans
+cluster.df<-data.frame(cluster= 1:3, size=km$size)
+kable(cluster.df,caption="Samples per cluster")
+ + + + + + + + + + + + + + + + + + + + + + +
Samples per cluster
clustersize
13
27
36
+
+
+

4.4 Create a PCA Biplot +using ggbiplot

+

Now we’ll create a biplot of the data colored by cluster and label by +rock type.

+
# For this lab we'll create a PCA biplot the easy way using ggbiplot!
+ggbiplot::ggbiplot(pixl_trim.mat.pca,
+                   labels = pixl.df$type,
+                   groups = as.factor(km$cluster)) +
+  xlim(-2,2) + ylim(-2,2) 
+

+
+
+

4.5 ANSWER THESE +QUESTIONS!

+

Add a description of each cluster here in your own words.

+

Important Note about Heat maps below: The color and +scale aren’t the same across heatmaps, the first has 50 as a specefic +shade of red, the second 30 and the fourth 40 for that same shade.

+

Describe Cluster 1: Cluster 1 is igneous rock that has a lot higher +concentration of Si02 and mildly higher concentration Al203 than the +rest of the igneous rock and a lower concentration of FeO-T and Mgo. All +3 samples in Cluster 1 have identical collected data, so they overlap on +the plot above.

+
#Heatmap of samples in cluster 1, scaled
+pheatmap(subset(pixl_trim.mat,km$cluster == 1),scale="none",cluster_cols=FALSE,cluster_rows=FALSE)
+

+

Describe Cluster 2: Cluster 2 is all the Sedimentary rock. This +cluster has a much lower concentration of Si02 and a mildly +higher concentration of S03 and Mgo. Interestingly enough, even though +this cluster is made up of a different kind of rock than Cluster 1 and +Cluster 3 are, the detected amount of FeO-T is in between those two +clusters.

+
#Heatmap of samples in cluster 1, scaled
+pheatmap(subset(pixl_trim.mat,km$cluster == 2),scale="none",cluster_cols=FALSE,cluster_rows=FALSE)
+

+

Describe Cluster 3: Cluster 3 is again igneous rock, but this time +with lower concentration of Si02 and Al203 and higher +concentration of FeO-T and Mgo. Additionally, this cluster is a +lot more varied than the igneous rock in cluster 1 is. For +example, while the range of sampled FeO-T is 0 in cluster 1, it is 16.81 +in cluster 3.

+
#Heatmap of samples in cluster 1, scaled
+pheatmap(subset(pixl_trim.mat,km$cluster == 3),scale="none",cluster_cols=FALSE,cluster_rows=FALSE)
+

+

What do the clustering and PCA results tell us about the data +detected by the M2O PIXL experiment?

+

The clustering results tell us which locations were similar in which +molecules were present and in what quantities. This was discussed in +more depth in the descriptions of the clusters above.

+

The PCA results tell us in what ways the ratios of molecules tended +to vary, both relative to each other and overall.

+

By relative to each other I mean that molecules with similar +coefficients in PC1 or PC2 tend to vary in similar ways. For example, +Mgo and FeO-T both have large positive coefficients in PC1, and thus we +can assume that when one increases the other tends to also increase, +however we can tell Si02 tends to vary inversely to Mgo since it’s +coefficient is very negative in PC1. That is to say, PC1 suggests that +samples with higher Mgo tend to have higher FeO-T and lower Si02. +Looking at the heatmap below (which has been scaled by column +to see how the presence of how a particular molecule’s presence varies +between sample sites) we see this does indeed appear to generally be the +case. It’s important to note that they don’t always very as the +coefficients would suggest, this is the case because we are +only looking at the coefficients in PC1 for this example, the +other PC’s would help to describe the rest of the variation.

+
#Looking at how the presence of molecules vary in relation to eachother
+pheatmap(pixl_trim.mat[,colnames(pixl_trim.mat) %in% c("Mgo","FeO-T","Si02")],scale="column",cluster_cols=FALSE,cluster_rows=FALSE)
+

+

By overall I mean that molecules with larger (farther from 0) +coefficients in the early PC’s are more important than molecules with +lower coefficients (closer to 0) in telling the samples apart. If you +look at the range in how much of the molecule is present between sample +sites, you’ll notice that the molecules with a larger range have a +larger coefficient in PC1. Below we’ll calculate the range of the +molecule with the largest and the molecule with the smallest coefficient +in PC1.

+
# Calculating range of moleculues with largest and smallest coefficients in PC1
+print(max(pixl_trim.mat[,"Si02"]) - min(pixl_trim.mat[,"Si02"]))
+
## [1] 34.5
+
print(max(pixl_trim.mat[,"Mno"]) - min(pixl_trim.mat[,"Mno"]))
+
## [1] 0.59
+

We can see Si02, which has a coefficient of -0.747, the farthest from +0, in PC1, has a range of 34.5 while Mno, which has a coefficient of +0.001, the closest to 0, in PC1, has a range of 0.59.

+
+
+

4.6 SAVE, COMMIT and PUSH +YOUR CHANGES!

+

When you are satisfied with your edits and your notebook knits +successfully, remember to push your changes to the repo using +steps 4-8 in Section 2.2, summarized +here:

+

In the Linux terminal:

+
    +
  • git branch +
      +
    • To double-check that you are in your working branch
    • +
  • +
  • git add <your changed files> +
      +
    • Your Rmd and knitted PDF
    • +
  • +
  • git commit -m "Some useful comments"
  • +
  • git push origin <your branch name>
  • +
+

On github:

+ +
+
+
+

5 APPENDIX: Accessing +RStudio Server on the IDEA Cluster

+

The IDEA Cluster provides seven compute nodes (4x 48 cores, 3x 80 +cores, 1x storage server)

+
    +
  • The Cluster requires RCS credentials, enabled via registration in +class +
      +
    • email John Erickson for problems erickj4@rpi.edu
    • +
  • +
  • RStudio, Jupyter, MATLAB, GPUs (on two nodes); lots of storage and +computes
  • +
  • Access via RPI physical network or VPN only
  • +
+
+
+

6 More info about Rstudio +on our Cluster

+
+

6.1 RStudio GUI +Access:

+ +
+
+

6.2 Shared Data on +Cluster:

+
    +
  • Users enrolled in DAR have access to +/academics/MATP-4910-F24 +
      +
    • Usually DAR users will see a symbolic (“soft”) link in their home +directories
    • +
    • If you do not, type the following in the Terminal +via RStudio: +ln -s /academics/MATP-4910-F23/ MATP-4910-F24
    • +
  • +
  • All idea_users have access to shared storage via /data +(“data” in your home directories) +
      +
    • You might wish to use this for data sharing in team projects…
    • +
    • …but we recommend using github for shared code development
    • +
  • +
  • Shell access to nodes: You must access “landing pad” first, then +compute node:
  • +
  • ssh your_rcs@lp01.idea.rpi.edu For example: +ssh erickj4@lp01.idea.rpi.edu
  • +
  • Then, ssh to the desired compute node, e.g.: +ssh idea-node-02
  • +
+
+
+ + + + +
+ + + + + + + + + + + + + + + From 5bc946217e8fbe540c88c7021b3b776ada90d092 Mon Sep 17 00:00:00 2001 From: roberd10 Date: Fri, 30 Aug 2024 13:55:06 -0400 Subject: [PATCH 4/7] pdf version --- .../roberd10-dar-assignment1-f24.pdf | Bin 0 -> 308990 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.pdf diff --git a/StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.pdf b/StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.pdf new file mode 100644 index 0000000000000000000000000000000000000000..c1dfe5aa9698d3170493e53a2ec74ea026bc8038 GIT binary patch literal 308990 zcma&NbC4&|vpv|hZQHhO+xoO^+qP}nwl&RZYudJZcD`@-x3LlLMeMs#QBidxFaD^! zdGb^qawRbddS(W881luHvEMLUL`*~uCe|=~d@zi10DB8pOClC#c5b5oYA}ovR<^DH zXCg)kTVq#%7{JuQ3;-h_0OR873^2BX@!agw(skMDME754P%oKuK4)8g3ZgKMVi&iDUNZRmNw5!;S~)pCcG)il1hubsmv@U77^^|b((NhQfB)D1 z-Q4%42{}$r0yLnt7ynmiH*%b$F;)*-P?7JGgN;9b3w{EVje4t1PMC&A$am{>(><|W zsI77g^45^yMo<3t<gC-JcER|adk&%iVR;R&L9A0)OG_2Be)*OiqOGFrvF^O1H zHAio92z|VA*K(vc1FUh?X^&IpS=lotV=1*l&Uzt!?V&vF3e1EDG_)jwtR7>eW0+(s zUROZJMQHjE)T6R-qOjlkqi7kEB}^U>L{}3o7j|9C1{5mlh2N&%Q22r({09K1))>XF9N604D1G4yAq9vNC23$5|=glFym6h z{=!QmOt(?Xo;cvvaocym$_Q+Hs9^E6t~j}`eY~OWicd=MEJ$8Q?e}K+{upYNVgin% zd}jp~z#b^#5-1X7L3FI2Nd{pJE;figN%9~j+mC)M1TR%e(RSi>$WG@`4K0fUVrcQV znl3fI!HSM5+xR+G9C8U$JXYAa?=N?+A`5yW)ZOhZ7|MmLQ%ik(vD=wz)A4?53-wqm z?`bk7sMfLec(yKNWn~C@bijoTLM3Xi`0o}V5^}u!S?9SnPBl5gd(Dv!C}L$xwvm0i z9ZQGwvNgLp^l58!yRMs;n|WrSmG}V<@sY=nI-NL!0Z9kfz+HKo1<9JgyA$)2`AO-m z+X%|ftRvN3tF1aN>;#W_=N!9(hhE$np#uH9`Sj)ctS`1K-gZKY^dljkpkUX;< zs3=1Lf5w~4n?06Yrr-!qRsV!95DFR}?L3*dy9L{ofzPT)LVUB$3=+0aps5Z62^DS; z5F;N_G$FbtA>)g$!29t$2$L>=YHUln{&ot)OC0R7Hp1Z4pK+>P-BWo>-5(-@ke&ig zPBxX2q2u#=XP#?nvy1lOjoc@CKj66%oR+^txR&mvyt*e@cs?rP$DO)d=oykV$?$~q z2l5jM>>t#6s?sY=SPofW7}RPr16*b$cES$VhK-U=X?Ec#P}UDrg+mO=+^mr zeJR~uHv@NLjCr>AASesjOtVH*X{Clvn5AIl;83W9`Al`XrymzdHgbkoUp1vJ$deU0mP~^ zV#`P~kQgWxt86V_C~v6!tf)SZOPZAg?x1^D7sxTDe0uBo^gxS&CsN2Q@2>>qXP3Nr z;s&pEmuzu89~|ZUBZTbAor<(Y&(y#?r&%v>$+nm2(zRGNJdIb`1Vb|ll74%;?x-3G zBs!8ua{8V`%4kOHO6fW|-&7g5?r(ui2m{F3J%+hfXY=jt|$L9au?PR^!hG(2+S zI7y@HDr7-1rRt2S{bO}Sfsy^M?8^j{!Xpz|Ab6qkTwpFe2 zL(0?D#rQVDc*XJUf6E_MT=D}`L=g*u=EYM$Z&8sllR_zj-NF$L2KxYMBUtJIf#!&h znFj;j*+}~~Gyt?-h9mOb+Q0P9^L#U9O2in7`zDkR$Bc{Q-jG~G^YJCMgIrkPa^DMW zfaGr%JWcV?B)pZlYmM6u$iDArW+Qg2nZL-xmSLDx_ec>th=tVyGY*Q|@dM$>Q^Fcv zj$k>y;|d;>cfAh}l69XV-25yfW4(!I+3S{lUv4Dl0&#sRjS56P?7D zn*R7n!rGE_7}bixp#D3Y^k6I=XR=An1MRsV(xMdcpo%RMn*whc1Yj`o@^yq-0?AIt{*SId-d<%2QCz_=r8|I>@L$-BKVL7u--TfxJLRh5GXm5*ix zv-1$`?$dtNTZr^f2q&|)xfyw?JPR#=h4qK9)gbe!z?%MzP&WhIU$l!73{#u__)_;p9 zN2hNg_~s-F%KT?&EFq0iuBN-%t&xL%Y)ffLRKRinq5-om_2ofadfSR4K#d^?LL%;uZ*FmN zP%q7pXCZB1#%^#pX4HY|-LY$P=3&gxhNLf*R(}D#quI;B$dfHcQ_7-_0^{+X#aE#L zc$PnUDEZ_0A6s{~AVNw_@3r@eE}aj5o`BC6Zd+!Q>UAPYbB0vu%1xx<<>Q>cz(zO5 zXfObKv;PNq{CoNjYGL90AK(l3zux~Xe9@8h_y=Eh|G^gx(L7TTut5tAHxpiU-X?wR zb8eSx2FvJnE!k2T75CnAhugkRAn_$O{E4iMNT8^RF+bl|VD6NyDAxCqB4vAL$06gvXfU^N5(3fn}D7Q_AH4#=j6b zoMdmv7E91k;fxtV;1OL(HuP3igDvR+{AJ^ZPY;LI{k>ZIuX|2q8(EPQ$T7YLHOun0 zL)uhtW?jL@C)~3sOV#VzVf5?KHPju|R~&og?`okM@(qNIc|SVkYy$N+&0p!83986i zV+M?B`{nQfL0$ef9t>EBUr}?Q7}C;YzUbTMbLUEME+A1?N+l`sNfqHIsR&qY9gg6S zUY6knc#KyIPTCt5!}$B*x2%*;v-?}M21m@V>#f3BH{~2pF*G$X4^B8TmzGzq9FS|> zOJNWeNvGe7@6&Ac@G0lQVx<7}KlkAV`Wa67L{&D)^ZnMPz!9ENQf+$+Wz33%k;%Q4 zsz!v?VD~rkP_%2=smD|112W1pXJe!UrN1-0hk8l$X`d|?sh$r8K3l6>NE#}0p4l`x zbR*{00@z5~@AF91Rr_@S@IjE>%JPt_QDjlDeAdglb%C@x$$tHO{Q9Pj*LHfpAuzm( zJLPhsZC!-kX5oA5xfxb@44_=q+`1HJqk0FuwJfHx1$NO2qlAs@q9MJL{I~2($WgI6 zIULZP?qXA_Cg`74Z9Q^ob(V$D@{8y!Te7$hfdUPXfK8-923f`0L9$RnF^ms_c`jso zg;AkNWVu2x_H?o!110#*7#s$#s5>@Ufs@3EdRRL?s|og$91FaX*7GFBgZVI(O(z!h z^j1IBHIzZUkrj!W`a65e)g|B-lG1Oixa$MI?IM%-4p2YgI3))bm!@r^ z=p*n5SaseoAqM_>1jYE+eD-w<72Q1GF~{|sI2Z3-w#L-9s&(ZMaoqnS1XsnxG^e>j zWq(#hkEK(2)HvOyGgir+Kk8DKLh`q*+}JU6ORXa|wE>!199~zKNOTt!pC4y9;abhTDAMQERjfZ`m%_4&n>>cP64tIWj4I%by#; z8^dY+@ugLNp=Ue(Aq)aoV{-OuQcwP+SR`bWf_ecJs&gqM=StEr9Lqw7*}qjPn+Pce zVBv%;*b;Ulnp|mUx_3V{u4VX2(#=wVCa6G(IKre>QmXrXJX~anr4r4c5{M>+?^v4V z*K_4UyuOvY14#0oOFpt}PO&NqC``cwkqit$A6@QNg*HrbUS-8AjXniqPtOGzr+weu zQV>$WO}gt-T*J6!N!;65B#_8qNP*qN7D4f%4JxI{lIhVJ7v7qE1#`{a)hOmq(Yh^e zEV3@RM+%AKaKpdguKiLpSkHOmQ6Y-Jz)FD~p)5NC3B>a&U>GV9LCTPU$e4N{Jmc#R|= zen%{ZDqIjK$ovL|PyFif*kjDNg-g-lR{PU32~AO-8kmM$6^e{D9w?)+JM`c`qqf=f zS7OIHk0t>@)H~uXKeDEDeLZqBVMT$X@OhDaBYJ%rC)hZ+j52Fxhhc2SDs-YUhP=8npA=cw<;cQbWN?#H921PCZ9|jUfd1^NG_9@3Q4Bp z@Jl15YkE+z7*W)`L)2+~Dau8M<&S0zs#s?TK3tMOC$s0U`Ld#J7S1$>|h4FFI$(4${$1g^YpD>q(ZL8-VGjk z#iy}m`z$vXRPZtMx6(*3p&Ce>Al;`?QEo5lDW3MGPndD8;aWy?%1&Ex-9GAx$FZlN zMH9Y`hI!f&QK{~QGdr1AjrX>enwDntgK*(;m*sTrb#(ZOsd{==EwsAfRpyA?&gY`h zXcupUB_jCy(l#l_=LP#5rKe29WxxkcVYZc+Moa>?3gJXqR}z|uja_R^s1S>vm*WWq zqi%eHf4L0v=M5?e+nfls#+AW0bF86-DxZLKE1$Hg(8@VKo&P}DlV#n;+*rf#NJQNc zp& zlErKV`3a}t;EV84eNM@bJt{Oj?Zlr<+_g>x6R?;TTOP=>&t0o8Z!(w&sq3}M|Lu}F zeFQWNS{!Uer#|*C5DXWV0B4Ir)sfu8EXW@J`I)MU=5xHm4p+A_C@^iRrMju!a4NIe zXd96{#towGJfy$)<_YMkf(p4B3Pf3Cbu`;^uy3xu0oR!7r_&AdKGvO@K2we(;Ms?1 z*>$v3O+UB5TkYRY(+144_MESqhb%#><=w&axRg6X#vPw`c=l|SO4{*bKf`OYLqS&}+BeK{j3U(5v)?(hwd#iS z@91KzM4Alz0%uTd$0s2V{Ax-fgy|8Ve+2eHW3IXx_y0XKdr1(nd2DmgnAlP8$WjaG zwe5}IkLMIv&_*5LTK_RCJ|7rju-}<3;%0B#y?w*Vts95ykHyT1*1+~9I$K9dNK7n? z$Sp2FcnBulU6Rb59Hkfr``gml?W)zq?J6LPP?@wMldMO5UXNZ055rqvDTN3Ny2w4E zc>TTA-$@gy)(A|W;JH~|e;{>XMHD0<43g0|9hd;|Dzwacz-hGlNhrph1}g|a($CVP z-=U|jT7%^=o68@iVF17|d`KfUdTX>FEM3nWKP|?KZWbRMuI!>&%Q*TZJ({}kFWY*% zir2gvVGs}LZroP;#jCv6;tLHrmdMF;LQ{8XzAP%HoZ9Jkxfzhzu5eBOVu$Z&)-)vm zKWss9m5{>I85swugFsf9c95C9bZ%AGQ)LIz(k#6Gjk-+#kb`Jf$a{zby zmjPqt{EHOy<10)n5K{ORqEwR=S4y%Amqqa+6dDxjz$*|jvz$~6uSgZC&c--sEbQKy z6j7MMz~i{|w|rWAEQJq9FoK|Sk7`U#6AO67;s7fs{z{zVb*C`8{W|rV84yeR@A~nm zL}DYM(H>b9Fv;zWnt_zU4jKTDRv-_o;mG5d3S1Z{mT-<*S9p?Wnuz0b@gU|8E&$_cC@(lq(6GB}fu(iKB9|3IGXvVw@UffH01+n>pNV7?Tj)beJyj0EX1WmH_5|UzqbmDMp!Ja^1 zz7BF*w!CU02v~w|41G$H)I!n*E06?IC*X(h-acN;f`-;7hPipjpeGi$6KpWOx%-0G ziuz*NcR zW)^ub;$T902=m9hnA3*abYEkNd+#ZyhV}it+zZL#wQ$MWBzl5@qosh@hvr~cF` znJXrYPYg}3AE15RT;I!oYLSCzd2GkHXNu3dp16yRm~&AP*Tjfrn-}RX)Y@nP7L@TE zh@|63{wB%``i&YLY+pTup=H&8vhj@2PcdLrVZQ!Mqa*EsI+DHD`G;a&Zpr~$ z-Z%N)6IA)%Hbe`LN50XGxd|8vij(;ohz+^!t zs@8S2_q5#3+FMAVun-YQsJd19a*>6Qnp!g$c8?Ae_)LXKw(znda4Fp9;w7>#f8kPEYmFu}IgOzX72o}xlIpr`m;ZdAQfIzHOU;gq{tKjB z0Xfo<4OQC4)+h`wS{$=keaN?wTR|tU+5td#;iO~{q9b@7{{DsIF3EdIpULw&y{$7i zj|FBg4mucHp3FHWk$%jtTknbIbCTqF)wx|9N}dp72T~7;;FmZf6j(I0fL9wi`8y+z zkIi*taFj{u96EYbAjZ2(yE<4K>0P}hYM6)5lPZ$USbJfAV0CZ{+gp@k*ng?Ks+vHh zJKVF+N*Lv0&>J>Q(6G;sl`V_#+^xpwW&SMQ*_^UXv^#DIXLsi1r!tj=urfN|SWlHB z%m876gDOy0cEENEV(e&8bH@zA8p@RhDt~AsX`(JRpsRyM$$CV7`CW~-;{@yV=c%`23_C@yHaKxi z^$N~n^}9HK@({jLBys#_KE9@%##+0-@Wx;PL?!S9y~}5Zs4pp!FYDCBA37WK^%&32 zz6fenH<_Gw3>zG}FGA6KcZcM1(01RW*u;H3r0)6E7G2n&B&ObLRL3*3nF@U&@SB!Y z&!&yhLW_z8!$n|5c)1fYv4??5%p^nIKXq5Bk?7CD;;e)0O?%BWHb2n%%$I0ru<>ZQ zI94l3&rY?|q9+q%=3^)jiFpyy!u~KV-x_tIdS`ow(4}HSR5frEaCXD$z^|}u9sVKP zW#+M8wHy8RQd_W(zjdMN|4`!czy(8>O<*v&XK9Sr*$++*V37-A+?MY}&*Y5bT`dtS z1+DGMr*u`z2Qd}K;{xH|!DU<9F^!3v|J|kCL6@(C{Fzn>?@~c9Mv;226Fz6hy{EAEa$~)3khfgjrLqp}}_k5o_p7a$A!TbqURiYUd&kUo3 z9~n~@=SoJ3Cwt@?-mwStDF8|G%6HLi6-x%VNI}R(aD2@0OvE8$q5u)B23c*CB;=PPv!zM>`=V-c*`7z6c zjx=i_HqYgNpM6KVNkFj>{ApJd;ay6oTxuGqk__&Emz`J;2F+Lw-FDIXI5kObbCT!E zz2&w%Z}I4%@e3Ey0LAW+npug(#_tqsKNXS|wr|J4fiR!nWI+zg=lv&mcN@)-xD$O` z`4Sqp-|IT?-NZVW7;N_NQl1Ia11~}Il|u?|NMjj;Gg9RDJfKHJbI<;%_c?0!4J19b zLn1)&);}nF?;0)8L!k zVnrHAWa6K@33@ppnr6{m!wLhT#%s}$LQ*`#{K)tb(8VlW+IFuvj<^=0k^m@d#g&rp zZ?>YQz#X$^l3zyP{w!!7JW(+mraAwz+Oeprul1;#_Q5RRA0@R}2G$u~^W1(`4Ws}l z)_dsXe}AvX%(N_bp(x}sJ5ja&s3@x3U?0*=Uwn5bK$ecQHbz`!=nIjf7dJrwInYU|D!b)tZ0+rt)3svA==9u183^9l-1Cp9zZ`{=K`(-@D|7r8NsJ4gv~50PV#%M3ZVJn%~P z^W7n2AXQ+lq;&XOk-E8z+^0wj0_qEYrAWM(SA*Eo<>7*#p;=e?a$je+%sZx|IzU+s za0iSkDs8$LdyI=d4Hj19LI;y23r;nYxtu{WY9^ zZHUXbC%ydV62^}fPdbiLazHer4BkA`rcq3S+@$u!?I?5kVpwn~zHqRLlgXl#>^| zUW`P<6zul#`*?`^xqeHV4IcB)r`Sm{f|(4?ko%SNY^5Oyz$* z+PkxwM3d&LiZeTbC5b<+wqCp&RNe5SN*ndCsfvMz$KfQM@wrxTfi%j8YE?b$wyU1% za!8`&67d)#9ywK6s~#~K@bWUYC2VJrros@duzfTIBD2x+^M7_)MTl8&5bCf+k=#^6 zZ@m5{?o{>QuntYx947BI3##NlKM=|nQ5kAU%9X3d%QM4r3QH#>FUdJqrl+6m^#sxZ{>poT*0w-Ak$LNI`*Sx0Bbvl+ zz#Xy=-vj;0sNtk>n2~UD-0O$_=&yUVgqW35&k_K-H>=oCT&+zvi;_qpC_K`9+xG8y zdXQ>A2QHY=&0587ze(C94E8pual}^!>p)#V1*!}6CQM0Gb`!V6VZ=EVp0+$(ub!yw zmlw8pzU!D2){amOld`O>X-Fm+dI=6Xg)2cXHVP^wqMN`t7w|7Aw{_}12?Vkey5$NK zI5~P6Xzp}B*)L{XR~ASvULg^#aRUP9@s?TRh9>qKzh1tI@HV^%lWYmjC*xG!E+xsG zs=3|t-(B5|5^4@JcYQ4qR=g1Mzr+;6pWFIw{yh?jgGrk^ zNQwH)?zdUBUf21ds@r+RJskk~DhPG`Rib+=Q>oTOsKHc0z9b5cTD+fUzQ-2`mT}3I zKSnVr%}s`)@ozW($O0F9ZIzbWO2xy#@V=@@DW<{G-M_+km=KxPCKV%=(4?x`EgBhD z?hQRlrTe<-HwxRDG(As$)B|=4!Vn{d7`X)DKU`SqtDc?(1&xpgy`c2=Ic%XNR2S;| zKN;(+C%yiAg22x5-}!xJPUinLzdxqE=di_rufb<9|#Xc6kTz&bC= z!kDth35&=WT-a7ENre(Sm{J(&(sxymx{qHLPb&d=*&wNsr47$F?)&O3q{mceXre94 zZgMlnlF;(Ub^pEp*1F?D+>Hm10fL}+G>!9)%l$UFIJ;b0K%S;mN25_AuZYY5;S^1@ za)xDn@3=YHdu6p?rdh?%-_9Jfu)u#IoCXalhnq)Yb5#BtLLmVLExaiHj~}t=ou*?) zKDoDJT}aR`T70-zGyDGNW$UCVVA7kA{K|9}#{*&9E1_`U1EeOVrSx42Kyi{Z?e_`> zaBEG=FD*svEhZHq5^w?!%8*5mB$yTLR7jYD&(cN21X8FsZg z0a|EdX8On`_aH_Nyc}`I(sA5oWa}htX$y#Wut@!tzznZNf#uT)Wt)Mb!ViyfRXF}3 z81ir^mp>LsbQf#hKSI!u=}o{D3X`gEg&Otr<B(G0_480{p{C?o2`);mM_RTERLLwySaozcBj=0a$r7dfIjlH*m#NNk-!3Q zsSv$248lqIK9RbnQeaww+Sbi1n?cXQ4|YEfu9v2e$8GS3=-8Yw`6;Z_V*^ZBLk*k4 zB2|69Tkc}{_ZUy8Kf8LV(=p03* zGeO`Eh`5Sl+_6N07(D=$=2lz8Y zNj(8hMz-Y_@0>)P@L<3z&D_BxbOg;!zO^m%iZtsoMzz&eug0*W`fo;ZDWh$tklRjS znq^f%`XuFtqO`@A^+AHB9$7@1msTQ)#yn-^&{ru-S1v#{hl6RLkjU?@Kawvu%XnA> z6>^QDSv9`$sWE>_IGO1wGag6f))8a=K+RvBvxX9P?^d^TC$|JihS+_ROSpPvP>!M4 zXQQn-DUOWzAnp@vVgtb&)UF3)O*(_WZkn{2zKz`3?!T*HlTS2`?WKG;RwICtaxtcB ztE@|}T5;RVm@4H^dck9csycybYgt}XDXD(DF$|=&kSJR4Ql6Mb9^6hjPyeFe-gdgQ)pp*qD8-kp^q1FMuS{@kSze!ZqqqT7@Q`$> zcD_$OF>q3Me$$r|hxAed0RBsxF$Z4M2mUquy_3?YACi|2g%*!OicY{(BJQVE!M1AU7x1|CS{y!``qz;<)2CB(_x+g0N1H zs3fI=Y27G+Y}Wi4RJn8a=6N*DLt#(63F0owgEC|G=Y9N1pK`tB=91z(^`I zBlS`1oah1HHL5K{a^5Id!>8H7vqL3$oy_>7^9{j5hfNxlDrqhaa@nv-AqzVJ5|Jt8 zU0D7MDiT2b*xSo1J-67bJ3#i*Yx@*ejUh{bWB!;Lx{KFlmV2i$w0?Z5#_3~9{KrM4 z_$j}YR$I!FcD9FN)vcUOYUB)41BO=;1y<_^Snj?2r;<%ht47%9#rJPAWu7V^)R{<> z-yDGpEf;FA!CmNDrlvLA6q)5-*c(|TAY+ZEXX3q^4ukLIl8v_c5W{#7dHq&Rhh66y ztv2ebTjWe%BY-XkXT2Qbd9l6$KSti#0;ond^r~&MViS2ceY0sHr&dR2A z=VTs9V@;^G1h+y=4EUm5*~`5|xNjSZD0G0@iB5);AhBl6svap^Crg|v2RN}d2C^(ty&~a@`)J@0GZ4? zI9XH7ATS>!8$yq5mt@G;(ICsN%-Az90r>!`MzSv+ci*>5_ zF^g!+iNu&QNoSaz})&1=YF_*PmYwM1Oc78iyN9u?frJ3U_C~-H( zc-zj+9GoamyP}Tb(#+pVhmO@Pmh$y7adzRj^x`7pCq8$zWI`cxhJ%-;Dm;S1$WJUhJxp}!%8i2Gtn_cF=2+&MZ>hU>~Kyl^8$18LB zsH_AkPDfQHPS6?!7WtaMCKRABIu<-acO+2d4K{{!f{NXxN+CPOjg~MFwvb_oM|pA(u?iG!oCtyF9H z)fcGIikbB*qS5WVh3-WjcS-vgVhUoaYT6NSxvox{T|5W+FB>o zw;8L zh3e|&oNe&g(=fPiHivBoC^Wu7Ay}O*Bg!{Z+@ov87{v)G_^*fYr60&pmb!<9@EX%! z;lS7uMrO_IqOiUGE#6L1u9|kPdsy(a%N8B(o{oZHH$FTtPmiKMju^HyWf{1DW=-Sk z^$c)KfW7anK#hM7mdI?XYLp$0&Hy{L`pa6cmi`xF{Yp;2|9}MkhjKS&c4nskEfSd1 zy8KT%{P$)+oJNC;Tm~l{@vt!Qdnsu`??i$}uS;FnvCb)~rl6soeEvXeD0-3U7$9wTht8brL}oq`%Jrb z$K1+&mP5eNzRNC#bV~YILH+IcYVjQ4*UFvn-=TZ$sD*B;Qy1TFHb0l=qsI(79NXj0 z(9fjf#Xzy#19weXZa1#em)_ZC=V_5o9(s)EKO2{|wvLSkhe~k;@GM?0it~&t3~X(_ zoNh)-d(JX;NUtNQ;Oz!qBP*Ehxoz2Y1{zWh>)t~s1uXh>s}k_@vd!)GX6mSAv!mq7 zgT8w>f;C}o>x;+lNqT~M^1F&uowIF~(mNKr&YYNltfqk|o9mNweltlWyQ+^qMZhH(-J zUs$J1kb>UJN1A$;3ZY^XZ7Zy_+8x@eB{8iyq_I7L+%hCeZK${1^*wHjRj;(ReK(3D zj))mb2&zB_gF{Kng?jlO?k1qZgX#jWfqf~ars4d>KB=Jux7;hhxnuHQax?w|U^*`( z+_=!U-RVEDZJQ8frfpRYj=;zJc{bD*6W7=Auj7%RVl&X9D9TPVbqV__43R*=?upI_ zS(;7^uiUE^p*_2cRghY3f;bb{ZlhqJMwmg5JQN|#u*2b3hPUb|jquJfe~kY0Ivmm2 z+0QGuCmE3;`7=sCC?!GqdnMX=9IAg4)V^ssMkptE<~tnf0UG#en4m6W5z?d*Fakfs z#B$n}4vi+`%vjey;f%mMevvkIMv+Z)i5CDrMGuPGY#^auBEX(RmqbJ!pWQpD`Q!=k zf<@TIj&LR*Va&01O!wGq5-dB)cup$JyFhQt9jrNWa0v5oMMR9qS>V!dXS^QRhD?^* zPP%QW49)( zy0P+kB+&6`CGPB(D7I=OJsvmH>Q;ftieY2nUfHP5wka{sWa&s`^xNz4V%2sgc=_M( zO-`rkzv6>*_b%b#1^Brx;%lg>G_h9Pg;=Yro_TtPs!tJ$qwI2*HEd~p-=9|r1uxftLX%QbqD1u(w=u7%j|gCr+&-9nw$!W?9y;F} zrYrC6tEt>EEfsCiu;5{+{#upB1F6nMoi;dI`xz=QG^!f41{#$`B6bEx0`Wt38H~1B zBRVqJu3{-IT$a_6^P;E%PKN z*^=Ya;lc1mN((NE{E5$BQzFK28qVT0n~H!ZH!j)MslZ~_vE1nXyFn1u2^D#F=J>wK zk8&@B)X5L0jY2-(EQd-Tb`ut5ccv;ru4-+%A{zsq#gl)#$+&4gQ#?!nUh4&F;r`&& z8Rw4GcBz$v)31eT!E2q}(BkS};^T*QQo-Io=9b40t%rfzqkQ$3${#Q|m@d7&)@-pt z6r`QD3#iu#Tz}gIFSPfJb60RO4voxS>wxBjRl1wfXhbQ3O6ZK2k^`!nyMnQf#Z(nm8 zj>IC`2_Z50{mJ&nPm!(4Y+I_NX!^j@sUfn(K#J+eJR-hTJ?v8bN0WX@$W5xmDI(QN z3HdW&hbWG3Sj4{cY0sKlCU>g27SKdXnZrK0+|&GZLejq3HhD*I_cY(CFyZA#Ps{cA z9#5-cLUgx6MwpZsVV*2lUn@|h_alexOk3+jX9ZQH1x58TgrmlZ7)lIE^lA8TI8*aK zL=Cq8PyVRp

~R)KWCD2AI0SFsizlxc*m@1Af7X(=H+K-TGIb^5{7=HG z0>daG;^0Z7%k=Msjf0Dbm4!_ohEWCJ;^5|N3UDF%k77;9*}+s5;7X)R#Q0CvM#QKF z@N^~mXC>ia@A}W+pKgtXi1R-jvdTZv8l$+UtE8&yzrFoutbhQcsDrJ8v#O)9>3?-F zx~NEs5OK2p*V+RA+W#wvbe?C59)@wi;%fR{5)op*0@`yQmN?EYHh3sDwBfEH~kDNPhQBPIzS^AT&Gjy+3 z2xuk9WJ1z{sie<5Be>Ft!UjoYN`bv8iN1K|^6BuM%Rm;ki34?jj zn@w$CQ)=I!#T85Z?HUo>6Ji`Q?iLXp7P5eOi2zO+@f3XdodItZ=RawV1MQW21@8`d z#Ez4VhjWFH>kOYF8bUIL11mGcu||AB-?&E^J6WCsiw2JicR_@s(Rdc&ekS=VAvi3A z)HTGBiYr4FL3BVdq?puvkohTIjfw|l;>dde_X>dn{a4Pek;h_Iz=NC~-3aS$32Pq< zj_>qabB=&2Y>Zj)Xgg0=5bV3PdXr14j_!mxsRwG4we%WET37CKUelusU&^6b zp4rAiub{x_!O#`Pa4YOX5-}@6(>*YEH{F2{;jnG}?!tqIAuL(JZ#3IOF__ZdgWo1o z-cJmWIej5<=KpHZAAg3Nve*6?(FW_vR@k9iWR-k&^*MI5r;Yz|KZhnZS24dV$;%39QCKMQ4VwvcQG`aDHYlhBfB+$)Ad>&-GKdcujG_ zgiKO|;pTB@o}AU=v4;NwL$>mWGmDQ27BAgmUmE`vp)B?xuX5Wj%F%JCQxmz?f@#a; zoM<#!=<;$owtR7aV%!qW{}7o#7?nFZDUHIz%nRra=+^o2^xZve|67CF`ztE;Qji#b zBkT2WY)HEb$$w{fq2zdObqA&&e_VQKh&6XbK!5n^Y3yN@P*@eW^1mMyob3O;{{JHf z75@PCw|?A#px|DKVT?xCi-ff2FL$JwWpj1--^ zXk)1YA_di+m*ZV);0_E4YRKsf$05{W?3+H2i>05!G{jXpTxi_kPZPGU0tXOP@;1YXi>jF|y=gKPOECSB7tp@cl;PbH zqt@&K>I~x8{HzWG3Ry)YHie#Qcw7o<%)!Ef{AtYCEE57}9O)tR?<{O>yaQ(-^Mx;M zG%q{sW)j}tT-;ntcJy}rR4W1cUpdLI?&$`h0XNuUgl{7+n*LevK#k>qwvCSnJ1cY` z{Yzk_p6`e`BSxU;=6*K>KPQ52UjvoVLplrEn(b{pS>OU2YR0qMj{<}MQA6JamHwUE zV`I<96s}}fW>Eu9dvot{vC+x-L&tZxlY)phLdYLC0u1CYvi?ZMRB^GHaycTo^fui| z)JX6wk#M26g6ucMk)P6yuJowQH{`{1Es!!|93g)KASxPUB4{5o+QnNx*l|hF_qmu~ zS($mC3&B5rnw@e#lNe+H@ureuES)II^HF53cQCU;NTFeqNa!jNu0*1fc+Fv2iMW42!9|gk@KT}3MMb1Q(1k7wRVwkS!!L@= z&vehITyeUA;6*zMl`T;|(7ho^nV`#ubQ+Ou!CQZM)tb{fb2}%jOqNS25CUwyu z#KoDF5SE#IEo{{AxY>MZ8&7T3e((z#D#V|-{ z7UnGCpS7GJKXHAaLxdEW#xloa1<2u1ptpduV7K5d$8(2akH;F9H)+-Ktl?co!;d*P zn%FY8!}uWip!k6E#`}ek9=bZVa~bOKDMZqas_*MKQaWlnqIP2UqU<8w#v+bA-p$+t z-Xwex{h5GyVCAefeWj%$-P@W?dMjeX-JHxf4`Na4X@yPqh zm8HzdIH-fji0z24Df38nNcxCUrX9+!(dfn^4@D1@qp3crET~M?LaP-4s$DB?D-svl7hLe7tmWW~DpqB!4wfOU)acRC zc`~gs`7&|SPUzJ5MYz8}&(5D%K8!!yK6usX)fLtIFDOgYKK`8~>y4LluGtf*1lEq7I@1{yv;;1Z_k= z{5!lME;i02mIKQTo1aC46@h7<)1JNGMufwOQ`>yW$axOUbect;b;r(o1CFDGQq-QRIei1_fLnHb~G-Z(%>tv1RJ9oNrBNGBDJ? z{u2^X5;9pdXT0=lkoi~B+C4Qmtb3xhQS zk_Lo^bz6%UnHOq@(XEA^QJ=+#L)2r{YnMIE1VVdO#J?PWae;M! zw*yZCtAr*7)BcGVN(;e-SA`LS=YqwD_=z2*j3!?admiCWVNX56f)@i9uZv!XV@J}% z{0QTr5n&sk1F(!ym63i81a=!u1*d~Iko1wvklc!8iAfiGm!OxR7Uz^0PIykFPDq*7 znP`q1L@!68j=D{l9+e#B99Cd{&~0})@(l?TaUFb+9Ep3yFwm`O<@Ue5p^TB|l1rle zieiqUkGkb9%7vJJS_&*{ldb5qy!L`bsNr4-zs>a=BMc62hB*zbW)Q-E{FbPX=8n4iD;Q^iEb&K$<4Ud z;~Dq61*>;zWF59+k+qP|Yq06>y+qT`sF1zZj-m_1E}c!G30@CX1rgkQLG;mL}8lf)Ys_aTg*~@p5qr zu}$j(tB!|+apeSU&y~13!>X}ti%F$1rR{~2)wM<}Qe~=1YMfQ|$D_u_DN`s7%WX>Y z9IteGx<@x%yl2-3EK02l8O74fG%Z2vbMp|7H8xo1 z6K06cqE4{6FkI>y2lESe-A6C(ab`J{>^1gXmce^Ma}YD74l>iY5*&|z{o0$=Zx?sF zNDJk(FQ;y^{%tX}e0}IKnf~kkl-qUV_N5wf0yRp@K=ZU^&!*VE%PVUa^cjZ@1Pg>c z7&EwqnqBi8J%ia}C+s<4R=K@0qZP&GY-Z>scKbwj(RxFq39o&)_3=pQsr<0f-fD79 z)gINeaW7-0J?uH<{+k!WYqjPvE+^M9C);nGZhv!}lAnwj;bp-Tr_Hfop?2K<3H!ri5soF)IOYbx1h8GS? zH?PX*l}1`gZL;3>Ta+i3@2$zsi1f`D)fW`p$zDf~Xg8PVg%Q%3UV!%j*U$g>BFget zo+m8})4!~ADyx4eok$;XNpM@f#`}c9i^j(JoMmgqXA9CAl={LP1x41QtA|i!lrao< zZsNgGriR5ki29uM=a6PRJ9qFG8i>kW&C0fT&d?po#r>+)j%($5eNrjzj7D3M04FHP zBl8!QorxPuC1_3E2Z%xmpcp|bqT72pN*a7R%ys8vXXBzo{z@N4LB~$QO5&O_tAJwA zfSZ{U{t&&)UWJc51X)UGSj4gPHGNMWzd52qT1Ib7I|bog-ep+Fn1l>~_dygbmxv`I zib47=0Gy>qoB~gVZt3gruKd7*786iz&KB;uCQZvakQm7_MxGP-C$mg(@+%W%C_$wFV~kRd}QHM9S(OT&oW2PD7E zX4piCXr3J1atMaVN$J6svi1}>$1IkI}N^rIQKyWCK>go_T>I;nw zY(~--OWkg}mxk>mqdx=Gp~{wAtCsbfj1zzK8JOrFA{9wz~K_!8@JF`%gfP~Hq-T9yJyxHwznWp zS6^m{WJ>CMz~#T_CKcV~)?0U+c!Hf#(ZJsdQCoRLU|D@_RY|P2;`t8k1td-C6@=+3 zs7yPVYuQkz_|$)iD0Z|my;QXE)wr4fS;MkzIue~G#pV0kLQRE z^hcDjW(TDlPqr{{uIey2#Wtq!g#VbqQ6&&=SlK4j#&XsZhO|fW{QziVMXN5iIbDkd z>cD|HJ#KC90vMEidj+FJnc$aju||9A=UT>t>$>w&C#~{W@2?7){=mKm-P1bMsQvMr=XOl~z_%TceHM7Y2_M4-KxaYp>FuMpeUWyuy$Hc^Z;k z%!Af)$nW;GTyX(_-0H0Mb)c;;BHzq$_I}@vYo_q*$yPh{ad+TceD8iu$tR)|pfxIU zwtNYIyz4}prV8@ce=?_oi@b3g{NbfCT(o5pg;bJ1sw2 z{W`kOZqmG_0@$b^T`AVh)2xUHS#I3Yeu@c3jA4&SxUDV2Yj{8n?z%-sv&_x)CExKM zfAN@^{%-00zoybL{_85;$B*%UP^Dw}V{QG*Djmz8jbm~j8s6WjbaXVd%>P`BC|47= z#$<--n5<0Jw;NK(*%)Lqfy@(mS^{-!M5k z%KWgnwa}T=c%fAPR&#WV{N|y;&|cM{)fG&6)bhel@vVJ>I_9OIM`7UpB572w%W7dw z$;3b$Y*z=;lspL;_n5MvWH&p30IsKR{G@n{LJQ^W6y(i_Kf!+m3eO>6Jay1c-=BBC z;*viW9A1=!4T{*V9$dMrGjFa;#z25jIs?)v+>HD>tO*jT!f}2iIMsql+}a2DZj_+8 zEQG>mHO}lsW^bz&M#kz|7e5J^S{x#^wh=fCZKq&(c7;7^onU#96D=a$3SZXHuBn%~ zOf1!Z@QM;)RMbVkk_ecyX*6>1pz2R}ov%N}A69GzYU0x^bDs73lEkX^E?fuv$?tH)do#2V|J18UV;-lJF(;TnzC@iFjPp4PGeupQwy;t)I%I~NwPx#FsZ~L62_5hV%P2fy!GX2>FCC{MW4mgYGU5@K4 z{JkIFCJ}99bZbijH#0vV;UZ7}x4R!_TW1B?zTVN4Z|EKX$9~oiC(Tpevb<{6UkdH3 znVBr7+%9eh=_i=Kf+jNEReEy+HnPAH+52~T-rZi$7u_ybZnigZc{gflPxDEO)Cmda z&iWOaW(+`_b`NWC(%-?ArEioO|7MU0*2#n2L+?4KO@RWd)zh`*0yz$uwUm{#N3xx^ z21r$g!$x2R9zQ;S0pOi2t6t_6nqm0$)j1}fLDFpwYmZ3M_gN?igxe%6u0XW5**`98 z*vv_Q$}&3|F*4X5E?Pv39?ZB41}KhrFpEwTI;AXcSbqBkD$;Cfk5JMhf`dO7n*o?N zUVaa3atiEqxpytY+|DBcfZx2o9JlmO4*-7CsB<2*nLPj;#f|tA=>Wz!VlJU>bdXz; z9yQU~yzymTt*O07G~fl)-mMT^lN8Anc9ESBH{v)W8Mt5j^}*9tyJ|2FY=MLlAmA(k%y9O8l#H&2KhA|uyBoWC^~M&{ z2VV#40YZIYQX4pI9X{IZW)INjP|g1IUm+nVx*+&s5arYE zXz!T{h-=@sd*SI6GX~#?y#ON$Mkh=Y5oG@tV>yUS`CfOGBqAzLGKH3md>Sh7sRV{a1-OpBUyK z6tg>vLpHTT6o|r30K}Hx@F_<~y8~x_jRQTUqsSMT)h|3^7g6^q2js3Px+>IV@Ijq{WZ`B7vgb2;+E%S;=BkAa0_1qkx6!xy$`r&*Kfj**ty z1Jj%Y@OvVL|7hj_+FvC&N)@o#DXSI+SeCX?DsCQ-K{fC5}n^{2qYCa2V2hf=F$UKHQiR z^;R2lE?Ag!F{o2o9XQ(9EX}hU6*s#0anzrUDDFaSIh_7dq6NB2k`-&q*Ae1m)+YI; z`v|IDKKk;H?^UdS{KHR6v*cP5~=t?tM4{epqYF`T^~xMps=ac?(7Z6ly$@$ z6|HVhMskIDOoyC&l$Zkeh=+{p^}>)vgCG!V5K;($$T#i4%JOVDJT1My72TbBxpnH7 zPugFs0}y$rBu6e0z_*M3MDwD!8Ig=(lpAvGQZ(KbT%UpTGxeZUm22LyL#^rJWG2Kq z{XwpBY%zUxOL;&9CFJL?CH&@GOjh@Rq4ARVv-1VsX{(7YS~r<$(=Y+zYL zngy;;#8SZFRQ=?HMD*R%qtRA7^(Avmx_olH?_n+CwqCnQwWT`kC0){-SzCGk)G1|r zZE>$6cI?J%w`XTMQ!_6oFf1!XE)Bp7vLtlR;#~i+sW|JFA4!9^OJpfX0@(Dt&M)CU zX@R{gke}uwDAqB`fW#ukBt`oejIK1=fkELliD(Gu>%;ARLB}}{3D6_XJ~WI{S;Z~o z8EFskgCL7)DO%ZSHEXPoQSf^kb4&$0&2AlQBxqrGPbqfCa{kWAIa!R`c`{-dXgJo#<*Xn%X-3u*D+KewWzvww_2RD{VK7w%}CKH#XYu-oiDpm^2p0H6XuM5zl z=;`v0q*+z%IB07y8ZL2Nl|h6Jgj>0&dAZ32uDTK)F)>Klq!nyU0g;R;M_h{VdM`Pm zxp9T%)cOlOpOuTVemzgN}2w4dGgqB`!bNSeELt5(a9%Bjn>TG-|J-VFU1F?ti zhZ!dt?zFSKYYRw(qd8>~)($E6gvLo=cYE_=k`SD>;3t)!(90$Y`Rg^OhXb3Yus5u4 z?^`@SXkD`F#Qm~{(5-yc*cHT)8TE!7o6mM zNbOzX_jpf!r`I;)CX>Rm=faaZU*6yI6%|955mzvfsl{p*ee>)%|1{}5Nq%KFEH_*c1NTADvP#Q(># zpk<){SIA=JQ7d(3xb@A-Ejg`#{nR#fP|L4?lqmx|sJti@_<&4=%k{H^ht3&<$Rv@G z4%z0JKUwL6Kfbv%G@0QuWh~{r+q9MGwF8$mbvwb|jT*R3izq7s6aWH!0 zvYLN=Ix}9g)_#vzFniP5XlI`AP-$!S**x1RUXvb85~n_BgN#_N7#FZsww5DhB0*HE z?&pp@I>qq&*-3iY`4HaxriPd{Zp+Z^IRhlM;YYcQnW*45&b#I1N@10m?P&P`9PI;_ zJMIMphW&M#v9$mm7Y(p2yn)DcQ@1O~77b3UVffw$#{G+v*hO})59gKxlB%p2i65Gj zB+SGB8{^MQq$(rzMKYhuIg)vGwC-t=2vKSAhJa~(gUVQrfE2i@e3e0^>*C}3 zKoa}DnH+#ge=*#bq3hDS<#lb|;t^E>K^kG47dH!FHb;I0SL@t?TNu0QpAwN*vm^qT z;(#*00VtA@YS=#yOu$GW@u{&R{g!1b<+>bCJTclA}9?W`XAm*e9&shOZ9<4a>RDy;fIQwFX>1R*BM`f%exX7SNL&gIDTsED z)Pg#Jzvv1@N)cT1)u3qt&^Ozds4H6|zC9<%wN@!MT0C#!s=tfQX50XI$oPN|XVKIe zvqGnm<12p$no7`bl`I3StNa3&zujV|-EOc4ZB+!seNYYn#r;+c?C!bS?v~7@tm}tX zN?QfBUClGhwkIxmS%YyfuBPf`2i!P^rwyIJ47xPn*g@EYRYx-{O>I%@} z!59OzAImfT5%E>>F6_@3K`#pzvh=-hUqha_vTGuu^KLwx#;TQeWNE~GTC_h?4HyI< zI*FlXT&6HfW;Pdm{Q8rm(WRYt7+LCq)nR;z+RZvk|65jCvIErl?ZEKhh}Se$dV{G? z4gX97Xw|Rjt*KH96{@ioe53_aiY00`J&0Kb#Y^mGBaXd{SN6^{Z3!DuhU+A3NA50H z3#!WT6&#ZrybyKyo?4WwfL>8fGK&y|R04JNw!umh)irfs0WaeJVF> z=LPn}M(Sv|>OSNTiG6L!lHU?0MwCt5p+8!m*?$14A0F(EuTQUOrmmx(Mj2gCzP=qF zG(GFQvH6E*Eo(R~D-WKXhqk<*HNHSb^ArjE;{%bF=I_H5ed6<<`1~h6|B26k;`5*Q z{3kyDiO+xH^Pl+q{}et?OY`?M>Hi}((=gKht73DxlI5RBA#dl}-SvRPfV91+?bSTo z2IaE`OL7bgQ?TZ;Gzj{T^WhZ3*H;(LbFxu;1)8b1;Ud@4{2{K&mW&% zxpllUDr96fcT612=9!DqCz_Q{S0)&mHo5}bK~S6N+iO8?CyM8s>Yde} zy-J7G!ekT~{6@%jFG|}M=W5P^v z+t80*lAP0keK(0cw1DOp0$9|CBwSNH$O~nvImg74&7o;XYA&ydMq(~;D;~UKwHr`Q zm0mBE+F~i&@->T7;58%O2aKp)_|a=lfLck1ce!75(i6=ke3@PrEUv z*cp@oPQ(}q;ciPqi>ccpBEn|m=9`Qw>nL#dszBT1#(F&v`w6bG$j%dpd1&d-+0Xac z;b<;L!e~#Z6RZ?K@t|AtoZ3&K`YTou#&wKh{yhu=@eG(-W|&)1J_8$GL47bWIl+9& z8;=|)GDPR?T4Shd;vk*4wiWLxi%1X$^kBVr@IOZME5b>0#K6Y@ZH&~>gnwmsx1lxS za;*V=8{fR6uOkpQ0c8m;4Ry1zg^YI^h-I5i=d#T!vkgdFk5of#v4CiIL@i*`dq)Y? zvmTI?u8dWkyhP6>N8sg&8Z?sZsB?Thj#U~pxLF7&>D25AmNL@*MsZ63zCsI+$MJn@ zJVxEc6C2#tW#0tOPh&;WWzj7+6v*NEJ`ynH*~&Z|OKijs4X2(T%zg#$M(!~*}T0ZJlTx885HyJ(u6l@=JzOGs&D z7P?E;NKcz^lnXQl{qHaLnb@A4i;DQ$WA=TcmWFd}1? ztQL}J{J4n2fIK_NSGcW-kDta~TxOq^`qiJ96k%2%DjXQg- zccXo#=ALoDx)ZnGZ$@%A&nCT236<>n(BmUCABLvg_ExN`3i(RK>qG9>x?E1KhxHXb6+y}dUBu@BT zC8^x`45k#q2Lyg8#`*;m@*6-8aW${()ycKu?brj`>GhfHU2>G{TZB{zo*wKZE0cVtQiGj;Gu{A}RKY&^-! zX5QOzM!Sqqx^o`(_MxRP{<*Dl_^A{pnxcegY8K`%zLA5X-G>u-tVpUv^oDrHw#W|o zN-ksn>2AhvV!#k48^>rXp0Lb7=5bQZcsIX+@Kl%Rd5dTW zVu0y4SDlx;%J`#W0+&N*dhcIL6Iz$Sps#QBeOg-G!&XiR)kIKS2uHCud19W5Ke&}8y~#tScl z*Zq?f-&VCs;o?!V`symp7rFL--naKb@&xn$Lklqw)=~+ITo884* z^-9NC$0ptAYAC_4A&#~Qr4VlqPshu*-SG~nGRlI_xm~_v_-RGnm`h}^~jD33I`QufnyuGzCB8E`i2LJW`x6%lk`%;7-`2ZI?TRV%l zy{ql*_UV&~Wtyz8H%_O_s<3-(4`m>qjFP7do2 zrIY6oW+Zc6OBUBQn4*5MbgHUtjcOzZzH(9c;&EgE*)1e98&4fL=zb_AAXfur-2&C5)tnG@f~UmI-L7E~u?+tW~wXMtY<*_B)VXFG=;2 z8mYB{+=+I?GDtRDfy5>npEFEB9R}76o*A(U^tXrq|QABOZ|AEAb7bJ49N>FjNzpV_YqurenPkF&0SWAR?`iV8?wwV8KYE zp>+Le85>j;E3e}vVX*gW2Y6J#!Dw8L`bQL>Mgo)F0t}!X3{VEHg#OiFgy%69^G4J8CqE2!Xkx5P ztY`Wl!BKPMNKX3+)e7sVY$cMfcz*r{U*svkgvR1v^|I^2B+ffqd$p*!9`3eJ3%+%0 zu^2t3Xxw$;RBs@;@3rGxtzUg@QlC^hbKuGJ zFdls|aK$+{ZhbLu#G^R!*2=*=|G{m_cLgJGt9 zGkkoe{@eZr9aaN^9pXs(eT}!G+DEw8=KSUx2t@LN!#hRxo7&t|SYzcw2q)&P_HB<1zAp z;SQAw{G+)e_UW5Vq0W?eO(wd)?D{*&%iG)MXz#V}$^-M(&4Ay|%Q>{oQlGDxJYnDb zc4%%?v7bWjsTS@|A(5e*tstMt+qW`U1v(U5tO}57UrxM9Zxstf`Dh*V} zp)%My3`9(k+fo!~RT$JhH@3D)ZN2K830@1aP;(Kuv1 zX=Pv}#spT2I0RoQNc_eKWqk)(Pzgtbf)9U+M}PPg_S{Z;@W)bSbeLH=v@{#QeZV<_mO5r?A!0Vd>1>~5SwQ;=y`DqDlr zf!j|542vt;ri$Jxn0>?PzOV>~@rY|5s+|Stxk#+wNC%`zN%_yI*kYZG+)eOg)wSLd)dhB1eDj%?)j}aqrtPM7CE+qi1%k` zv{xckIZ}woXlf-cexs3;F3BkFRD(C^TcIM3;ThTM!>Co*bY8!@Dxz_5@=i|6CAAc* z##OF}!~|#cJ0VMtEf+o=qRCCOnw>0}t?J98*tAnaV)D31?^N^#tlHsFNurVlrxYx2 zp;WVre8l75i=zOBgQtL41Sg)|P+FquFh$L*kX0PijT-SR^i#?DZo%pBBaHl8>l~s4 zz%!D7c&}`Eu9|u)4Ml^d1m*c`HFfbDo#qyNu`I)IY$ObFltJ7oc9YfC$;wuzWzzzR z2Nr5Vf7K#NQLTsa*aNmL%2?h>+_qZ95PwN{t+87AcQ(WUNHkPG((dfy@fcb?AYVKHig5`Q0c~c7Qx@_Ib$et18f)2ZV7D~(aiyDPH}4S)F+Y|qMgAFI-jz7*&wsG zHA18N%M_C>ZfJK{w4$XvBJtAVR(VV} ztb(!-?`Y)v(DS2rF2EjWCVmaD?_L$RZQ=H0P{x6_F~QYpi7P=^*x$}C_VuA*+AS`e zy9zwX)z{>8IDjfh`?wD5GCvt{vs&<7ikEq;r6hwIt;ys zXG9>-LTm1EX)Pc=)wK>>Ao-wo^hE#8vTp5Og|4zx_y=2Anib#%zb#HU8dh&WwMTZ8 zzgQvC{QU~?e@*0N{WnBj+W)M`OZV@IymWsp^8PE)Qh!QEBQeAEUtE(tfq}9)CA?$T zk_zDa1<)|}eT5J41C!l~sl;g=p=URIVl;zUZCzPmp0rec)wp}w|Fx3@JK9-@x_c5# z-TCg(*!F5?N3mGf#E7z(!8*S`x++cZ@?Z!_vIuxTnG~JbxOvd@;_PQ(#c_| zjU%;DPWg6<^vs-7XQ!2{EG(YSczN}>ZrVIsWZgL#k<(qdVF|P@mLJW?aL)vUV^F5? zw8_g2&Cd_5KiJpdu4pzXCxTh4t=ScY5fp_n5JhBjeU*P>Y+!psRYs*d3Ll(7;ANr5 zc{rbdB_F9TA4wpesR_Fky~y(B61nTFcN~t=PRMj35Vt#jVK5rPKMOBh&}VwfUQE05 zu*=wSE%mKmthmC9gjEPL)$B!Qp4E)CMcxTx(6R6mYjzEix^G2N{XC3pFu_UAsIR(s zAeOAKW(He~A&OgTmz}2Aa~)#;u1rc7Ax+zq#83z`C5nZv{mc8g$EXJhOQ$!)b!MHi z`ozV)@+d)mGuQ248xsVR7E|W+=BWRn^$@4V1dbGU`u=PuUi4W)Z{*8z<~ybgs+Rh} zW~ukf68WXi#&g|*-St=McRL3Goc-1IH)gxbkdC2|wFevwuKMlP)n)gW%Mi9Xsdx8V z>R_cP2*;?+g1+ZEBzZa8VAXy422uZ~WvDSoG2+jGVF`&vxFU=fG zg&^37eGGaL%OJ)FEG*ycR}4V29S+3BuWj0cBZ!+S66s0AC4uRLNF@!Ns3kpV)H83ublV%j8;EO=JCcageW#H%w$yipNX5jd! ziKi6Q_Q%4;6Z%2k8?ULarNI|b6j#N+7moaKG2}Rd6mfqzf)cpO$<&Tacs!w-dy~mA zZU4ZJ34bpQi^Ka)t0#c`U0G12>ZC6Oo>O#H{%*|_5LYMyZL~zuun|MAFNAiPyoOzu zn+1^Mryuzu*=&Y*1X{MWJn(4qlA~T9*ezO4F#~{}Ktj1tChLkLL1S?%9~*j1_5x? zqUXTw3t0f@+4!bTJqpsmA9I{h3M|g}Xbj8qg`6;Q^^K5;tqapQ`+@o~OHuie*#ae8 z0)addvy7BJh(F_sTvq1D4FX(_hGPmP%lU+ch!KehKI)FWaNx}jv87Yh0wbngP=u=5 z$Fm{O@j#I{?`9p2N@C#EknE1|)um5y2}BT!q=A;*j+M`fY6*t}x!?^>La_`2I`{Yx zmx*IPN|=5(cOe$>LogYP6%=y<4Wb6YlNh4J>H-@R8Nv}VH}PEQwfHUzF{{XN{kL}z zA)I;v*exPauNzuS)xr@|`n1D4Zt4N2@B|HS(JsiA^gHJ-uuT_sLGpaEbz~}$6h++vU97>tIx*^42^O}W^XW#=QQw+4=|1dQltJAQOdXb zOppD)yzTbYJO1JUPWSf@@J}@P6HWd^lRweqPc-=xP5wlaKhfk*H2D)v{vSh=>HbpU z{qHas|B}S3X+2AWKg!ypVzT{kiHw&*VCpj9;qow`M+8ogmS00$0!%R6qvjqj>8L8rBfTwM`p!s# zAhO;7VVoMSTkV#ox<`PVVRE{0Yicf>oD;TC0+=|>ZoQ6~<6~(=&NA*kIZWo|P;Lq90{zYRuHxA2izf)ef+r=mcx$ za|a9U4Pv2W`&5;hUe3r^eDWMUWwY~78~AK!hDd`cFtM7*CE9|gr83>$74T`a3+$P1 z^ZU9F6+_Eg7+9*7_UY=E2uHnw$swH9bEF92;J<&_aYH4g_QoWPRv4)tkQm?}QC;Sc zGZi3^2u16;s-d%5)Xt9KmCHB!wZw3ecZBv$8g8i~Y#~C6dVNux$7|b@=67*p&3(_# z!Xro4o2KPARKbS&EtL0}HNrJgxh;i@geV@w_LVW8`m zxUjTWtNCZyVGU^Hv_C3~qOG#wPP17X%75~h>k$KCM9)L4-yiQi{4C0Ky?}|wKy)WY z_opX2+8zYB(glh3|Kl@48`iuw(Zfm986S?dM0d=nV}IV-z`9qgOwgqpSq;AYD*EHuJUswA-u0-oyl_)YE6;`6G*2ItCkli zSyipfTW0EqTv>Ks;{5zd?eSqC0hxPDh#oSpTJVDu(B%xbr?c-elWaR{rR4S0K$>0! z$T#hL=4Dm+eAbD0qkFo00i=366-h8#0gzbs5Yj-#1kK|`*yQQe)kzAhg5YCzrTNH#_wS?)&q*yUN zrPr{^Jd!Yfu{Nar`^Yr^YvS%lV!3}gLmVyLe^%Y4|M%2g`oB_lS?L-6sXvvLt|s|M z-TlZCcSL}Bw6uSrj}j>Ijh8R^+l~*IfGT`W7oIn_Q^NYJ)k{Q5FN}$K=IE=&ZOI6y zTeJ4fRn?2TtE#ux!`1Vo^JptIYCT3JYCYS@m2s8n@`{VJi@R!xC z#CNL7&F^N9yE#eEFV{BHX5)88Vk9CgP(76Qt( z${A`7gz?Cub4IoNXNv<#(a9|xh?C*vvUoHp#RdOI|((TFD(iic|j>;x2aZ*K^hvqOxoT8OH`q9iu zLIqE>oNeIh*O-^$kV>uoh~D?sJOw49^)qBUrL*L^BS_6XhxOl9vSS#5SBDD;-yt5U z(G7Y^b^_|n2Fu{NGodjNSZ|z5^%hF7YMGWPj3iH!>xY#{iiaV#@k@)7VitK5xChG= zp9Mw*oK?s@4s;sHjmlSO%@>%lC@}l16o*olNZbb0BgaxokF|M|84JaN+=w~iWF$w* z+~mHbylRvwA{mq~ljJawT0;k_l-`MsV}-3pARVhM+B?;MIK%|9#BBF=LSQ%`)iW|51#Pzrnr@s#_*`r^0SFyIK3 z7LJrlis~=wuXu*IfOM!VS8uyi9;RMqCS1nIZc*6hB~?#xM94jmK&j_df^{i>mKH$6Wcvq|zqlg5EEn0Iu?%@=lk3=8$K^g9> z>gr~tH)4pMR(IBS033@z<#(lg3n`v-%Qo7SWj~*M{&siNUEu{L&W7!NaORc^9j)hs zmi_TJXYqq)#*aKnC!lZhR{|iWk3ZgnH~^?ze~frlcvDAfwGrLAG;?WqwOk!<`n0y$ zw)%6wUuPm7nOuo9^1naODqkbIlzSdnHg=VEBBgh;za0j>NB&^*Ta|5MqZJhxXzWZm+Jcvt+-|oJ?;IZMorToqBdK zdRJPVfwK6$7@fhXRkOh1_I?t7vdcVr+wq;DX%@pYZM<1De^`{6x}}JBcmbBj@*8QD z6%~?h}~0gPxd3( z^mhi$khdP72*=1>AozQxQ(acL;T+HfBhY&>BrpV%Q+Bemz5u@&QZSfhfHE+HWpzv# zDgcQBIiRTqnPP-8K$I1~4dF`r-+2M5?uqL8UcilNN`qc?#UIi@WJjK0k$#b;L`e== zGPdHwnAY=M^;yEABFlr%m=~cs)2rbGGYv2n4ehfG&cO~~z^}p(>|N|H&o;x&gZCvO zx{4?AT*96S(b*3e*(PSQfHf81T!2Guo;~LgA@IA=kPvRJ*zjkV2^k_Hv^C4q`YuWk z8IqTHhSG{EJ|jXvzC5ODiog!{(ViemwK?kP3d)Be>$>Y9_EyE22TxSPJf-U%z>pJ1 zNm+T;C@eyN4+|PvI&f(NZYr?jQ;v(}{xNjgJqY?^X4N~$8+(sze=5S0J}PpsOMN^F zs|;d<2ov`S5saSg=|l*`ViL0jJT<=z;YOlK(f#QaN14@ukmyde6-pK}eJNu_z= zsQ~aLd=k7jtlh`0h4>HSkZ1E_$ns(~yv0bvm#{=h_3xSYZo4Lo>&K3d-fsBHD zWpyor_jmsO4a_Wn!7_?BnC~oGC~twpcq%&@OogDsYqQ0-N=QbL1O18(ZXrY+)*Mz8 ztxAYSgsN>v*Ik9c#QY;(G#RW4LD6x{*u1+;00wOfqXljeJiw08Aodj*-^Uyp74KrC z;mrbkntW?ZqOZUh`FPgIQ|9Ec|I8s(&Ysi^-VDg!AcrZKnD)=jFe@C$%puHy-QmS& zvm(_4G5!e?9YPbFlX&16ASrl1mR&?t1fL7J4&sN=4Hy>j>VVer(Onb*yQOH7BsWVa z1_;i3GJCS{ssY3?v9DStB#SFE!Ve=`{kwt8CLsneqhBy?GiOeRCxfa0V3SPg>sx=6Bz#1z7`+fPC5tp=+~A`3%ZZCi2lCd(q}>j4AZ`&XNGSk zW$@06*6rVx*2B-6>Y6Qg)Fm4a5UG^QdY|`MSq9SLps=;dq`M74oHM$g+RW*kZk47s zx7nEuebG2OlrnSm$!7exE>=n7^^>NJuGcGaw6#8xw^s{W|HYdS{ijO)ng8-L|K(@? z%g_9mpZPC8^Iv}Ezx>R9`I-Onef=3;xB$s#qlf6E@b)yr9OfD+D_2fC}C>rC10rU1nt|h!q%34Hp)_V6bReOYP>#-A z56t8fTtw~^@Jh29N3(;QuMdpLeN`p+jan9+B8@ecw2tda7ZW^T zPabEWnIs2>J;rS-N9esQTXz;DT1IBSH@maZFGkY_JB#kdD65M{+jE31$M$-*P?`xl~VYOS5v2!0>0d zrk7~COFvssnEAfm3CD)a`rUDNlaB8ClQ+u)8>Nv?u_=aJ&|H=9+^40KGlm#vz!|~F zp}F|zlob9fHPgWhj`86Yg*Vs~uvJo$xXD;ZE3}hfh^xGK3DBb~hXiR$zXe{B2W?I5 zZ<|^J@S9O1l;y+4ypc`uo7|dY3=~7kpsdR&g`Q?huZ4`X=V54S6-YQK z5Jy8Tv3b#$0ggm6)oLf(EoJ)cq+P*j;iln!b-gXc4tRZT($(;|1FQWzKY}mQ5yKh_ zhCBu#p~{2_Fv1{%R+IS5l)Iv!ycW&v4jD7TV5EB4B!Ua-PdG*U-*Stq7{for5CADz zITdlWa&8j~O1F8XIS*;iIE9jJ-v&I}!YTE)BQ>Q7;O-gc{H%RLO!M%ze-fZ;9{?G^JRmp)mh_J|$7p(Dpx)nN{E9sgZFiC~pVmt~2 zEhxrNmUO_c^;q(U&UeH$i3pT z*CSlIx_%qYLL=u{iG|P_+j$6;?=lakg6#%Z)U*e8>oR{IsN0nTDfyKwl){%-%h|-U z!INxSST}^EOcQ*X;I2+jGb#90LU%sw{LD1lZ!p;d!0oI_fYAQIHOR^G+r5C+Y)rxd z=eP48G4X2zG69E3>olsCq6Vwb8p`8D%x5$sv|i(e6Xumx*E$azk_e=e^gkzMX>Jpm z&$*>z8OQ?`%)Dag(Y37yWT=Vr5`PX|C7bR;ma5|S8W<1jP`Rh6uXvvEG3`pw+f?_S z`#z2+i{`4#K3|y$bTB+`MCn0xn)$Re;_o{KS0Q7d7=zSFdU~=;?N&pX6wE$WKarO1 zr7701!~N`zjSM8p*GhhvazgwbbPaae3TI!t1z z6e7YmF`B@0-)&4eLE;Maj0bJRCl+Ju5BvM)bGq2mq-m_tSCszWfH+g*$giVp{x5?&Fe%4ve;s9zK0IyEJLXT92A+_02RuG0YEt~oW4A>CP3;YOGXjO z9Rc;tfO|+g&lf(ePbsQbGxnYYk7Zda3k|}h|4h*zsC~>QcWVqLUe6M&UcC%7=znEH4j!*AD`Mm)XI!k zB;=O6W0De@P=6e;p9KEKu&1UN;R2#VgtidT-wF|mjnsG&-*L+6k!Jrw^P&6yhx0Ti68{ecGN)zu_uMarzjD7==o$a%OG#QnisYZ^5?o9oyy&_B;t z0d^j0g%l~?OqjR$K-BZMNII1%nnZdgcxl)y0J_4w&~_2rhq#^wzk*#Xsz7R@)hMUQ z`xxXW3(p=AmONP;1XI%HiIUKVM8WgBIQ##w_l_}|b>X^hSzWfRF5Bp`ZQHhO+qTUv z+qR7^ySiNG{nk3`WF>nid!OWF=luAR_s27b=9tNwjFEBO_jqJQMam_VLoZZ+Vxlz+ zmWO*Fr}Te_XQ<2$J2NcAaABlKP8SxYOIA)SCkQH3xT2<5jwoQoF1@J8k-2azNXis4 zm4`_7ms`7X_%#f^M!jyu3i8!>7FK2XG}@2oaq~e8q`cZb_olY+agv0or%0?`IFepOT(9vD$cRTU0s^iYuRI zFQ~xG_HOKd48xz&pJ>!6n=DGtJ4$u8^*~kLZan536^%)w-Vh>tsDDYq*?WNsO5BBvHdun5jM49Xq*37p$FzO0{Y9G(+Ep`5v7+auYsIUJ+1fX&T0Ie*{uSH9Ovdl>mFs^5?;Aj94!5 zM-Qp>V?hYd?Ga~8pff?i4`HC(R_(oCL#>V|3*odFG(yt{iGtYs8ZpEa*3zvZ@uKdj z$>L;3$GK$z@uFa=MdmMt4p!xC08FDV5y8_`+__H_1Es23PGehW>n=`m-WWP2Z%G8; zTJ*!jVI&#kB;q77m^w+<0Hh>d8TyOP>>t7d$2Q9F`=92-H_{8yit5=4WCQd}cX#iydW@11CqbsL4so^yjPDY{k@2K(zkAV}^G#mz5I0s=~AIHkXxx0aI*K zX{{;)pejP!y=u!Qo`34JM3Oe*#QtEoG%L7)4fYnj--g{{im=s z7eJ>35`U2)F0ClN(t)|8?)vWc3dxf^rvAXP%n}A5E!Zy!{jfa^BfSFH7MVhYm+F1a zHP|yY&;P_#N)_mVW^g?^M7rABy1-a5EQ0VlL!-Xix@`Z%vBN`ARhz{B!L0m#xdNC~ z+v<%EyL~$b@6f_YYsHSb`=na6r+Yt7$)o|%IQZ3zr>E?x50_nh2;1qIB5`VZD|fff zSx?Ugg6GMw)Bm_l`R_N&|EEMp&d^fH*#?GQmJpCz4`M!L&*j| zu}eX?nz82w$x3;ZsK84Z4U>&B(U}v^#!zVs7#Y+1=1K%_n{y)LnX%=(h?m-c4;)6B@U#XNYw)ko6g|Pql}}7%l4yWh&R(K{ zIN{00A|kM-WZZ`?8(>MxCg?-cwU`=AgvmNY>`qMuS44Uzf5f2)CAnkUGnWv7K9!1q zP*p(|1v8Jwo!MCf&OSg{8s3Mfs0T?-iyZ)7DHm2MXbmNXK|-!B6qh$AJr7{`EwC>x zR8NXKA8wm3ULkG}2u<|*>kib3S9QcgOr&Fvun>L;bdq%|U)gwG;j%w%o|6U9V}9}a zCA4%rbi(h0kP z4nbvd8Sb+~Q71x!L%{FG{@HHQJaum*&x>-H_~8iO8K&er=w%*+&siO_F1rolj-YpR zZqwDYPNM@Jqg6bWk$G8mmr2556lP>TEPapY517%pQCG_@K`MN}`OSG*es8Z7xWaKo z{S(g*(4coti?NQ}dRq7qX$SI`hd-owiFGD&eI#QCD^@gQbAb^#;E{nZen&$n-k6Q@ zs-pHPKbbZBeLVB_X;6DsQHuI|V0Qz5b`#drljq70>&R*ynpdI zh%h_Uztg#2Rd^LT+u{SF)24(0*^e{~RC9z3W&olFc9icPd2R4kThZCAsp(}KQEqsI zt#DI)1YOUl=y-KG_^JM+qo&(&SB?4`e}+q;*+(VTi9)|OSs#m`9J{CdEv@NrpLs}= z+op;RVb^>7DviqTGm7u0t9>gBk7c3OEJh{WT5Yt~%J;VK0>I$EnvU$)9jgGG}D80ahZfuTsu01)p; zX}`GiCc;4b8%rul{Gd*?DG}L_Sz4$KsGpO6)J3Oj#Tl(4Heasd4QCPzXJi;pRoB{4 zY@21WCACoC5Gb?c#TY3}dCO00b=b04YznpQr4pS3coF9kR*pZ-&Qe?k1{xC_5gElU~uk}=TXvKM`YpNy4 zdr-!gqZgFB#A9#zs?&Tn!^%slyf9Bu(}W=|b7d=dDZat<@p`$#@LiE>Wrur0QKYA1 z%Z|MJF^Q;4ett8>G|^|!6ilG%K0nZwA9JG17=kRd zU6u8O1c`EumK0&74SS7L)GU%5I;> zluqi07J==i^Aen#(_)HBEmDS*sBCjETvIFliijGlgngi}M0c-jmEECLNQM%Q!)hev z8u>w>?URjscMY9pZO)&R=pXF*>ALgn?LX|hH9>7Xq3r9Xo*hYUs>2luEI7N7yJE&t zqjjE_BE?d>Zn@<%^g0bZ+Cs#hH+kx`?C*RnMDbDrc*&Xk#>E=R6zNstRf;s!9_`=V+J@_Z#a3{ycIXy~vNRq}z$>0&-g;9lP(-9nv8=7>pUX^-X6yK!oL6jlB`ukFC* zE0>jZWa2nmc{I2r|SoASgh^1FQm z%79rk{92O=!GP6c7dpZol61fgG$P&BUl{PuL`LwviYok}P)(U7=7|z9Kqe}xu@g+I zD{_+QSHq{K1S7iBTo%|9@z*5lp>EM(vF_xuT|+gpN@E<7^6VyQf$g>)X~=F|-p%kE z`T7D8^7excQSO;*D9IOU=-cmBnm@e;R8!(}EKz&olGj_)C&0G(WTEqYh-E0TDNDI8 zOSxm!>X6&tP<^d}OLaj{4CeFkm7}2WQAS?jBtam=munY{y2=qqinN~RQRVeMD|<6) zkh-|qsIRfub--V<6Y=LU{!fU<7|gjicu>nAsrhNx-VdBvS74d%FhkeKKTiY-DZbT6 zHn!2`4}XX?zY$0>zs@YnxI39HkZka+gg0?WHuy5bzv#WhEJXgtJq{op+JC$Kc1w{|6?Xqmj9Xjh7E8F+W)5f<`{E5c2o3n zTd$xLAt9iJDQqU6GTy04WU*MIOr#zfriQ0AB!xyTF{@Zl&ry6l@o<}%0_Jg8$bq9P zOh}W1T8yI%rT-!i1-i<<80DuJMFB;ybEBiToWUk(n+R#`Wjl#SBTqw#>@4PpeAg)g=oB#QW&fg<_n*4VMk3S}N&Q>M7+8 zID?&&tIT}j8nsgLmlmiYrkYKcF!dD`iFkir34PUm?9P*xIfK+Jxbu0Y-L5nnCSoknTW&3=?@CAz|q10_JO%1#U%DVzWCCXKUY?NlA;$i zJ3^k8v_1rq5KUU*LN`WLy|#qjn+h$%RoiVusBz**Iisv)6ppgc{PJ6%SS)^DEsMA9 zN!oEe_?+d^p1pXXs$HpbheN(Lb{vqIjT!dA+g|a37#OUB(;@t3UC-umocAR z_YG~P7l=1jZ16DWAg`>*dzZ@!xyKS)7dNj-gZsMVVR`OB>3K-nn?C9)U2`3Gf>@%E zmy}F;)jZv0=hH^E1sg}># z^%qQawbbO3{fA>;pF1tjvDkKteu7YIhuOsqbS82n3n#F#T)wCX6;$?M zi!SG?O*hBqkW$=95EC|eZu~;P2CxNz{!fuE0*m}OypUz!7c4XAk|&guOUZVOVE@&2 zXpv2PYyH__o~I7T@P8PQfmeP?#k!yMfFhOotKKWMVu=s%yzj~7BY0?qFSC)y?Lk;J%%1K#)>_$|r`gDn3L zWC^wom8DmX`RQeA&!~84SS+}^$n{2`vsspPF14$P<_?_s23K42c5eG(*`_*BgbTi1 z16TXIWiJVAc$eWxd{&OoDIf+0#nRF@Z$x0V&*bM{V>s8K=piZ>!O!VUm)w1@hHI`q z)1?=k&C{_S<}87f=b|Kq&SLG%X#3Cu+2~S|V6a8SBGS8Ylc|Eo9)vBaCYNZE&K1 zUJaQ;Z(b;2hWWyZOF~!j6a|!*T;haA#PqR76X_3LO6~U7c5(4OU^RysGLFGoA{WpOjTo#dTI9Nos4?jXD9S-Mu-3onDfaD129k-tE5a3Jt` z&a%Mw+Y5H`D$XWp9J%EVUZ)Go#Gg?aATy*gUH>i;?A5V-j+>^Llv<>6@S`#O5_&G; z_7*2p%0ymAf*j?+6~snJ) zgP2K1B`7@${f(H{g(^82GI3jM0HMkQwYN091MPWKhwU7yIw9@C6z$kgnMerp zC|88f_Y_JEBP!4Cbld|VE8aqyggWt94Sb9yZ=J8-T~^<|?r%?JVaJP$CR*KbldYm! zxtG)Tk7sqyZ%^+ZT-KY8-aUSwPG44!lYVIk1Zg&}SB9yhA2%1n)>gjX&j*u!uFO{T zQ4JO{UFq#7uiu~E8u*bSg@z8)a;>^FFv6FrFiw<=X=rQ7dA3fFl))(|{)%IRO1I$C zc6RYnRgjZTE6Mw%`3Z6HCCmB80#YM24jnumHj3JK+rJS9J*s$fndh)Es~3}lnj2*u z?-TC5uP)mwOb9-hj$_=aNLtYOTib{LS(=2 zM$M2Xj2taF7M!;IrRbR@ZNjE#svORB=cjlTUhfc2q58_=-SfDSbIc2N&11Qo0%+Ej zHI%H8IYV+hd$-6OCu(00V{8~8Fhm!`Cl;4Oab10%Tm(W5rjxUi&Stg328RmVUiGL11iZ40;kyzjm zjt$eN$j}xQb6Agrq`u)3uz^vix(}X-69;s2K1E`&$fVt6U0sszMJS-zEJ|q>>lqG>#A))5YQdZDkM-*y-}Pb zam=w2`Q(vPqZnye;%}x`JJ1+$jQOZ$k)$50ae`>`bZvYO^f+-$xt9Fm!Tt;xK)c~9 zL#?8omjtjO+pw5J!G*CHt`M9dE(iP2;)#9DA1+wm6^j-b80Bdp<>82fchcHu^XUrSjcT&juaA*C$U^O z0mr602Vy0@@^B0d{s{_`So{t0Km^g>8gnkDQw zg#a@qEpcsM0yMm$xcf>PMUn)xktqj!3nESnQ}bX6K+rKpb~sFOXwGf737hn||rv^h^JyU-~!w(!c4K{!PF1Z~CQw(=YuW zPrttdz+GIoYovo9<7oHYIguZp=&Y`?xoEeH8P368?%7G;l zM7F}G648HWI)bQ>Xx7#)vIy(P`6_)7Fc`J6ETjt`or!bqD>R~$)r0t`p zlftPsD0-`rRMUE2h+fBK%%+ZG&ILM3lyJ%$(Plz|ZmFz##zVXGvKrP{v1G3}JgjW@ z^C0^>RCw=NKZoc%aSYzSz+X7}Co;i49XbLuz zcvP$=d6*Gx>e^-R`LY6)RVfDsTuEE~4QcTfX=u63eFN>$veO&cQL#ax57rJ`|MpfF zbTz@4*oyb3=iA<}ztp*R6{dfIGveRGh{#oT8~VU}u>A=g2dk-^SS2eRImIP;?CU~$ z8hE(_NW9V6HELEA8wSmnAc{Pu?BhrC*?wCE$<$lxD>XsWxjkD3b|lx&eHU6?D~T{C z%m>~NpF0^Td952~B$gh0v*D7WvQ~3j+Ni2>r$BC2s(SDf7C+zmyeK%>e>qf#=i%uP zGgFAs>-8vSK55K4Ks)(#AhAX#jxF0VceHbG@$-Bh0$oG#SS^{wvgSAvEg06O($$@l zOGvT)K3K-H-A~C(3wc}lQ43KPCPu>QnZ{Ze>a)p)zZUF)bbA;tFSete3u*D_fe1Mx zRpL~$X+rjSO()YX?*-mFh^AZqQ-8g&;`fG5pT-`RZ`9IdcD`F_O2Qp-hKE}Tc)2^s zgaCu&;Z*oQlzZZxu*~(snl`hXh|aK!=6RoNjAoO1INd@WBwIT}%U~?^=F%p02Alyt z);Nd1Kxuh5Jx1mi(ug9J(3xs-W(M1JAI`7HEuiVp((Uk3?5bKv$eIO(2}tQtRfnawVQ>C*dhN+|FP&T zAFi%$*`Hib4FbtVi`Xy|1U)#*K$(QnNCj%#*ROT)aHyoEc-RjTFKcM^=#OazRt9g= zB((XnOF#1@n853ewbDF2L+FYITQV$dq{b6KpD(CnrH^9OXX-C4;DON-U-$?mF%OX$ z9UR+f;NWt3^wu0ztfv+l96wrkGyl@E2RVzATbdi-NUpU34-6K&X;~^r8)#HQwnCS$ z8!+5wPap>B^EqoGk)nF(H<|Gbm;K70(xl&x!ICcJ&F&3j>ML%NYU!L9Qa`y!ymG9@ zlS51`p8&LXasERos8T}b0-wq{sY55*^b)UqF*9>xKcEItP!}Mi5e;K zTE_C`;8zq63!wq#xuYYJ8dE0-gnmgcG(EOTE&(!?L8Fg~sZ9sFCztSV(Xvc*23APaBY{$F7yAg5)s0-IwU^Cc)U{^2L%Nxk}I7bdYm=YlHcR?#;0Y0Uq zV&&b!>VoTh+hVHduo73-S0&Xujy@pJHieknOE7!1kkX~J&DQr$)>d=GguXkrb?m=I zbHN9(rTSMKMflL&_7CmRDo28&Fa30FEEvJb@^wP|i*|6J1wC;bHIj&ki+m)uZ93SmgQ7Evb#fpaZIym8?;^)1iZ zqA<3)1yvC-Pb=wHu`zfuN~Z;30&$o;6`rpsNZ8`hjsymJN+jFHlGMPc z#KFS!|2zT~-2bW}Wa8vt_)o{q|B_H_Ge!VFvUF&7=u2)H+(%kyOjOx(b`Xh?};5rDQ-Q@?;A1HlOrIX9g`# zw**p75lKk~K9Ibxgqcu&B#21SxxBi<{T>!k*AP+3MkgeuEF*?tP$>crucE5@_^L3p zeDB`{l$YHzes#`-9p2b$D4+?T$$%@6hweH7F#v1J;N{TxrF|0E9uZ6d`IY+wXL4?= zf2aWcve>`0{*DOfpPr7{*%}_t*qNEn-r0Gh_oYHll?7tw7NhPPEi0;MInx_xU(56! zJF_-;a|_&+0*P;6VQX<=`otqO{rfk6IxLw$fWYl{<;?C`ws&=E;h8?G zIzPKOy}S`7XG-jFePMjVr`$;D=JNU@?eC3uATd)OPuy&5!=0U7>GH--%wfpUb20tPM>q z&p_$vnf(l7>zsZppvT{NywChCL)z6f$FMfiKfkr+zMq(y8=9YA?0UZ)6xcsyQtrQ@ zTAh)boY`3w>YdqIU$mBcuM%fM31sNat!!=H8i@Tel>KfYJWIJ$MnVuLHpb_R9E? zxB>;u5exzABYp*O0K*ddA!7IoJo1MJA@vbHLoxzm4t*1v0tF2b41ws!e+2PWN_`6u zESr4g$DKF&&561E=KoXF@!^MfD&`XMPk2D^sGxI(@K#>?0oee8sr;3XKvxN92tNHy zSc^ax>Nf|8QN;geaPfsd{K{x*ZRX8r`rF39-g|2KQZ9FQY-ae5;E;gvt|qMCdN&zmz9>z(TJ;^oV{ z*za)nFJ|A;()JSO$z){?qucFi^U55I-hAP!q&*YeTa+a%A6x}kJ$=T*cDp+9>-$jY z$1w2Km&VbsD-&{_vyT#pwG``E;C#)lD_5e`iElb33@+x|#M=RJIE?IZ#e5Zn>3HqC z+B33Jj^r_#WoiSRsSCL?GLUlFOz`iH_gtfNv)u$cr3e=)?lzddZOPP(jXB&Jg{{>D zdr$k-Q!oFV-MsmOLO4k9UU_;f)KEid34t|)M)VzkOX?5nlD%mLxGIDLaH3Z=~< zN-hZHUVsH2vL=C4U&a|1J+O?z6+a>!Bi#W0=WL=!;Y!PnHC5wn2%;{HveO+M8^7KN z0(NNlg4*b|YV6Z}Veua4=_M;M><~|e+A?HHRqn~g2k<*}-B<%39UM>>Hcgmhi~|MU z@mPoBQ#E{!S~W#9w3@{`6mh#61g3r|9V2UYb~s-MOVsTpyD)QqI295;BMS04^~kXc z+$otb*Hf+H$NVH0Gf|NI^qt4f(?;CwuPCf%)44cANe5c$nwq@QKQGjctM$Jl3? z4m=yCDW7AmnJm?Ljyxxk`DH)Xh$BqZ_26&v9~pWBB+4N|K(5gimruY6Vac}z81rQ}` z543B9DQZV5{eBPgp$$LbqBa6NZbqya>Zxr9H`>YR0LWSo9$t1LpH>Mg1-LIop~jM6 zpH`=Vt?u+=I)a9+rEfLNn7R@cmNQkK@2ARLbVpnlFMAeH$TqFWoklGC!{$TNXQKzzs?*BU(^)*EV0 zw6#$KQ}#YHaYqt4?H>p^qe?uOM}TY6+dpCMe{cj5!HbC`9U>5rb8Ds3r6=FUw9LO=34inWp2A61ucRcL=eiE{TxuCVZ^&c;?U2(D0-c#EuhbMq zLd#01H+zVlUOpWL+RI@rK|x}TS{F4gd_@V=;X-d$3_~>27Ho7#!B}--%>P{YD=NdX zp3ZUJW+zcZWjbZs+9Lo0wT<%q3LolYNEA*$EBur#uTMEq8z|3YOAcWkDfNb^fEd`Dbjf%8<3)sg%k}bu+Bom@g5Gc_)Lr$q zs_8v}#WB&b>Zw(oM^R-Y>`If~9_w@_Iy9ss_&%k)vd}>?9_>j2Mb8|C z{7pb2b+7c6gGdMsw8PYK(pGH{*eO$I*LG7~f|1p3g0gRe<5$akvdF5^_Q)gl#X;V+OwBf;J43Q6NUxIk)(+AjQot6^+9C191=$iS(}u5s+Oqecrg8D)LyY z>vB@sS+7dMlM4={p#VzYmSQ7`4b+uWgx60ym)+qHnus)kLGyOeUt0Y^c$SMvj^U6i zVTwlSX*x4)>ObY%$>}BC*#^}wIU;X>^WT>QmW6$QX?yJFWl_FiTo0`u7t>9zO_cQS zJPuqhRb}Qjf0-7$bHO2NxQgJC#fnKrCO3jhS$GWQ>B0&McWppG`oI%}k=R^k`9`&B zvSNzc;ocw8I(FLR)AtasnvlZSbXH)9jKQh@NpE0sZW`{0islLmyPhx2Ypj0VYASxw zfM=$!mjP=t^pt;s;3!*OXJICba;@TKf(-s6sQ?Dlzf#&4HsEd-ha{wEF0`xr{EIy& z&7LArD~&^`9x-sO6mb;>_(zun@8u+#jy#L@!emCup-~rx8rhi7xKdyAg#iikdpE9! ziF>#Xo-8%(^c~EsPqDqJKh!#@kp6LA(Gsf9R zI!o>NF_DF1yWY#f)G<_nRf&xnTywR9ksS}&Kj#ocdFEyyXui&YHGO95?radXe9NkM zi^IsllUx)AvC{Zl;Cs?iESDP8>Uu#CBX2+1Cj_*TE6^jYG{P}OA2kUqoby-{8@PSv zcbB*#)U=lmoPLMuSB&T<;PtF zaS^u~50=DTA#3@;k6L3c?GVkCtjr5}#%Hi#FF|AN6sx=CMIy(*C%Vkp^&}z zaT4G6Xf@elAo{KKQOg1yZYF$qdbtS(Yx$`V^(g%8lLC?U=oP`xg7F$o+rSmRcc7e- zvn)AR<{Dzbxvh*)8nsgUFG4}H?8LQ%$a(4xEI+s&VT8z!r0NrYxe)$bhr=+{4Krpb zRN4PU16mt9vSZTACG`iYFk|c49z;>`cs`Xv?F<#%Fhr5w%jS21*d5H$Cg9~pu)rVhlah(iPYZTjm{ zKP7d^8AfjKby@0MKw6~Eu4x2x|eG z10WRQs+{K4VTnYOW~slTvJYMl+1-kIgX_?c9J!SVD+5mNPL(wl>%q!2)QXM%_o6A9 zpvCC86wHjp3m|Jh8plMU-I4SRT()NFRggynpgN+!bAZa!a zx-M*Ud3OI1uHt!QT=IBQ$S<|_HrErl<{A#_GtjOHEp}Tux9sEsrEDp#%L7Kc)6kS+ zZl%WkBldx zAr0juQNP)rv+16@BgXVC`XkUKkPP;{p4K*Lj9k#4w}Dr1Q7bXwRjZmQ=2e-JwuREK zFY+!9qKqfLp8f)U^tpBRpKmMR7rE{N6So0SKW3+FODo|Z%vj_aWELa2#CgTjKjo~6N_XH< z13?HiLHLJ}L6lfcpE+HB?_zInymvKQ-)gBUfKYX#JJ*`t?m3V5u9x4_9D|?xeY!nC z1HU3q-}$elfV#q9`N{BD5AVJ)QYseFv3c;bN#40hQRH}(QH%8hcaj*327@YBZ5;UL zuSA#nquG@!6)0{w!X2Xi8Qh`-Qg38-B42gc2ixXJ*vf~*`QCme_?QkpnCuE&`->j z(}SR4^3qMVnkO6?rC2|;`-YQ1b#rq@S^I=+`<~2V)rnC2AX}HhG|()UMvaN#=q?z<@iYPV1D~M zI&H22Bf2jgj>X;h^mIQS*Utj|SN4FW`@?yjr<;D5ZqUAEh>}^x6w1PQ4^vL47CC~R zHH{*$FSK zt=B{EgwN7WCA-^=8?u8Q+6`*bQs|SRVwnfNkH!Q%J_m|M#@;;B=Tw*IE9~klh~A_l zzQMM$otdD9qPRtPZ)@5DrUqy7@cGpbza8-86j$pOR|W}Z*Tk*d=o*cs?vpAs3_nq; z@`}&uMJE&dLhnQS@$#7zE4BS zf7FQdHqE)!(egZ}5C?^pcq9PRdhAKUA@(=1oof;@xrP!8;r-xCF4jJ)9PP#{YJj-a z{m}tZar>|04O%X2pz!uHMencL0DLA&eZoc-a`R3fQ-m6^&uuqq3q3gy(?wUJK*X>` zuk##Bb1AyDtP>Q?g;HHANhLP2XgUnDf{a9+kK-z(qrUU>%D@>qsfH269A|=IreN?W zZ^(^LEN{wRZ0mpWvqj8-W{7@IOO$UPeQt_~_rvhUIZnv(rzv})F3>leBPRL={#*40Z>_O_8h0dlIjM*s+h?!*g@s(SeUNqIdM~C9dkf@214Em zC8Vi{xl7Y^b?t>0ehpQvP_j_k50b@P`OD#JD`sZ_&Ah?M%)zDOU;_u@n{R=kSNf2l zE|%ffNUmrww%jKW1g;jc^M!VqK#V8W2btcAkm=Q`Gy<=O7yJswZs;eg-0+q&xBjzo zpJ-DsOBQq&jovcD^}T#){B=7eQe&t=a;aQW7Yib=`gi9^inyS4QCZz$;|uRBB$T1; zB1#7)W{)=_uTm|oD4OZ2i7#jgCmC=RXz`(~LMl*K%q)-?c)D?+1RI{-W{m~3yy!$^ zhCJ5!!#2{?ad90|4kl?mb)XYWW$hJyg5sZu+>H2N6NxAq-jflpEUDU=rZ#p+e!C_M zU7|QWkC=PFK8(?30YHYG6;r%CU5YZNbVqnq@BPTI-E7f`#y;;pp0ZYS{P*O&6|2WA zGb;fwO{-$AT&lZTDW?W|57$EutDu|LZ^iy)d&)%atkoOUEm6p8bD2j!X4zRv?JlRp z?0@RpC>udQmRID~pDQ1oU^6m6ycV{c)9wBcmn}^3kZqSsj&W9NTLq0quH70-zN<(q zSM^i~P)yZnNXZ#+v%)a!z`YDKI_$972>$IbXdfLbkU}6&4?EcU_EB#td5!xg>z5-f zB1-FA^U)`jlyW>xJK7D(D)m4>=LiTI2Wmnn_2CNR+xtk8nl>yv{wR4pnCwabPJD&Ih`MZ2Y?;jT0A`j`1WH6ss@y+AwH7ksg`8zz*?XN+vdi0EXNUL0M9Y^rbw!(d8 z;1m4hgyhzdt;)I5i;cq-C8!*vf=s1E<*xWzjC8(qcB16j6*D2f3n^a_)|EIvB3DA2 zlV`@+E24NF&jBFE9ViPJSj~SR(X9%*pVNnzTAsvkEoo6a%)ADq z5e=}1&Tjn+b$Iafa`m3c6=~}RPwoh`N2RcYH9?7eZJI5HOR}WQ44EOA&^k!K+`CsY zpjlwD)K~cx3zqrRhc1{BnN0j<`jiY@TrbU++q3ARjVHpAweaA*YQQB4g1&8?osu%-RIJWSV9y>CcbG>)B&sini^HTB6Q3WFxllv8!rxp2LjOt1DGh3I4(`s}J7%toQx5q5#COxX-cHO3ERqxFG ziBCxN(ADWD%|P>$E>2CKNHilLzg5y_Sg~YR`BEGz$dW$|q&++51mBl|*iekTAgX4BMwhc& z(do(~JXZ#zZ4XDn;~AkFh-vj_<7K}u{8p|9wDY?4$bc7hAwvI~EAJ#38JXWUQp5Ah z78skXvh?qHb7C+l%EBd+zl5i{)#W#_%H%r{oqcMT?HEE?Qe!$C4Yt38( z-ktQ{vyMjwa&WkitThANZKtao3bgymea0Pekr||J*2OdJ*|pKS zx9PRz)EOj*qIXlaUEJf{XpX2*fBbSWCVKOg4GaWD>l~USF_6~ct#nIlx40etRk~ds zvp>8lHEr2=uZXJ}yFzFnbdHjm%S~-bI&zkTua@AzvUjIV4)Ohz{K*4>HycnxwI7xD z@M0Le@UbnfGgSF9Qif(*?HjzPV%-uPjyV3{d`9JyQ}wXyrBZQ+rqPsob*Ne~t#A>! zFyNk%2jy)F5fZ5f zEPDRZk~jwRKm$xdXK^o?)~Q;+Z)=WmAfNGHSV(6Eo)f+Cn}*8-6w^&p3T$UoTpty` zZ^w|->@4gd5^|;hyR9PmfFGwdm9hLulyFH)zgM_~la`E`Nxx@^)?Jh&T-aA%H0b0Q zW7~)%#Nn>|d4k{X<%@eqv!Px#K=Q<(vOhR`rC`-Yuz79`FleyDQ;_C|xcZjk!1K~> zdPagSZiT_y+VFQt18loZmAjHW(Khk%2St7%&?nh+PYbz-%L_eSK6P@~dqYrxgT(ja zjPInb+WrcpV8J2T{Y6NjLBJaX@8Ndn21{65RcErs55;n@*!%7H3UR5UP2xAM0mlek+zV2i1ueJ3{7&DAXw|V zG??JbFh-rwsh>0m59$CAUqS3nDgb;5>};5T;`H3Tdi%Nc?F7HABxIhM9?xu9?Qmq< z(X*Jaq{(t+4{i-t?=mg`JfVJq!mu0g<@o86F`lRI3tIk^LnkM~1+dKd@T<$#vFpZI zpcBR_lVLUiNrKmO6Jsg%i?8i8SaTKt>{Ozhcse;13 zQNy~WFZm}F&8h~AKEd?RBOM`tt{Uh|rAK<_UFM5Yo#KHuXDR`IMP3nk7y%(lfhXI@ zD}-Op&@!T_dpqQ0zoUwsmNgZ=eW}cA7F5y*{F%r-RN?MN7??9Bm#Pj4yl2XL_nB&Z zh)h<14p`v+{jv~}7VI|GW@+*oRX!JcH%_Z3bP6$gn@i=%kz7s*Uq@x&1}i>rpF$l$ zMS4)E$t|p}?pG#+wanSqOAXwS3Q$j36vLLP^%N!0iTvF{zP)1Fr29g>7$6Sx#8jsK zJpprC6HymiIpN93(h1f}Y4;OVf7zZq4A@pA0h18RHpq|0J)47xeh&G}45g#my zl*E*U-vw&7uSBpX$^hT@3uAm5LUOHcc?T0#NpYpmKlQn*ea}3ofG{3rae|o3{M=hC ztAzDfivy3FA9F|GmaB#_?>be#5KFXRAfJ?n#esZnPT$GK(MJXqZ)-(Cv(iGq3EfhD zdI|Zia_SUH^Q-Em71VWylP{hTR=mf2IvNf$arPN#u?pB>IEWq@CxL_C{Lo|_+*|L) z509^nwzkvx-7v!`_n?!5BRx!5UO9N=b764~a*^_`z*1y37P2gr(!5qM7VN?zpO3ik z*W;cS914X&z4%7-fnZ{%TaG$6vm3UzDx>fz?_~APU%5QYM-xp+;u z=hYI<&*I|ue>L8fQRUE0$Ba93mxWR;rggm6qS>1BZLot_>EMb@vT3|m(@EoK!LIE> zGbKE6;SuN0Xr8#Y!2?R_>~cf*?S;y_I%CHid2oir^!!+v7hHdv)oJ*rs({9P;bI-w z9G=i>&hhUnidk0-1U$zRkkZSoL?oMGq5)+aWXAFk_Fr$mf4A3w=rC&Ak96vVtrqBW zi2y2=7TzdluF<0Z0lYx&Al?LB7!q5C($az?N^-_s%i%aq-GAv{A7^?LGqeBw5Y!$| z=$rBmrJXc^WH>}pozna-el{+!Sba{Yk#z=r3S{x|Km-Wb*{OGoZ7i<|h^rAuo6b*7 zdHwpO0|}4iJj_zpMw#U44Qqn?1aCC3k*cslCa>pc?=AtKQVR&j(Kx{%)Ez8 zqxe|Tz4q@}7yK==8}a%G?5TwZQ67JFVFYp5$9mlQQbjPaY@X>Xl!^4M%6Z2)`E!~l z165n0P^kpcQap#l6;oGxd?OPl0krsh>3FYB)my`4M}vVEtWig$8hcYQR1i)<3Sdgf zF{-p-Rd#BL`2oZLwtstZ_K-;Z<|*OnQd{XZBL)qsV^8BSpl~xV34MU#U@Vykgrqhhl?H=8JFH zz8I-ta)$Snw)H)qwH$v_fyd4Dgl6_S59}T5io?SX5qN>nlRb%6J?mDzq)Xob_YAXZ z(ii()S|M4c(UWy(RKUP?sOI#FLV&ZT4=DfftuY08jMwCFJN%Zl>fu+Wg4cQgH{feV zF`*Gpx&r|XqVW^C{Q*qG+(i&WP)BNavALz;)_Fy*3*|_0dV7(f;32dM*IL(e@=8#t z{<_3>X-_9V{Zv7|mu|(aS;b!mg)01M$p)ln#0=9LJc|_rN!@CE+Q35_ct3-T27m?8 z;s_?$KFxcJ&AaZnmV`_*U}LoFaWIVLo&FL>hk@(Ie)YPg=1$A7-@qbe=sCOf7JKp> zw-U)=W*_ySO(Y`xwgu&?A{}mX9D)-ceAxb&>r|yuKOS^>Z$Ex{jirskYnT|^yX#kL zOj)3^@k39TJ6V!3-#Km z9enO32N;5`!?Ce|;UB}uk6HL6<(?Z%OU2O+@eODU?VP-?x@9F5&X9LIKZM%1W-jQq zvf=&IsS+w9V4|$s0Ojv41Q6t%mp%!8Dmz_DZSidG-sM8zJjl7T`#kdy<}Ay#8wj=GCIQQX?^rotLy#f+mHWN~=&rv7usKJcg19x1^ zdc^LwW||a`%4XmSdxC3)o%NJ-5$462`(k=G>_gnxei$cfu6%hYx{dr!3XA>lYON?s zQdWE~#I)bdc@-A+eeC6_cme(?+9|f@T2O@sOh4OS9+x854$qqiVw$XUuw(jR#CaG!wf>qE<8oJ4!CEZhT_qmS3#~AhR=* z@1sF-j1D+!frKeBa*-T=QSsDwbH8I9KB^Jv^K0oIv5Tb6s0)K8RFJ1)JWB1cZj{W| zC(hoY_2L&xnr9xaj>20p%v%x~{+uEwm?X`nsc8pzCAAE>G^C!+&Is6fv5NMfg1jX#&EpJk=s>w^l z>gcc=epHwfbNW^27YWF4v$0k=gY(CrEB$B6c1bAcoYhM7*6mP7J7h>;yY)!WQjY`v zD`CmDW+%@Til7lEZ;|J3gv*$s{s|8jMtIKFZ*^E!3F+15vM{b|1sL{&k^k2-hv8ZR z+%=ej|C48yfuwBC59qt(WN0~VL;X7%@#P@fX^H7t!nVyW+clf+W|#`1H5+P!r|o%ym= zVfX>thw#gP7-i{*>=^WxWs3TgFLul`xDl!L6(JV0se3*y6@UVkSs4aS^O0 zXA5w4@Vknij1hoY-o~Mf5hOL&)OE=Y@c_xwbR3ov3KvH*{)@9-hb3hY9LojZQfZn=G1i{((wJtN3DGB@mq@QS&?Wg4O zI_@SLiZP0hYIJAZ8O}4A+2GTXTV$xb!#+Ryeki{gyiDLB;u%YiGxCQg;l_sjA1~B0 ziMy(q^9ea7t-yk1qKSD+OI-u=^^a&|Zmk}Da+DsXVl16^TO_b@ptO7ra)R3$$k)mA zaS(Cm12mom+!hiZ=vIO8p1yyoV*E5INOU>@P*e{TLD$z68yA0q&%fh0OGU zSYO*mfFr62n0OlMM+wX;&58?q&A)k?e!zY$uKNW1_D*zKtDOIhMUG#YbVt^2vzpHy za0YlX=5%mAXlUKu8Xh((jL^w`RyK=Cq)Y{>rv16?p2b~eq)(@;Za!4eaW#t=p8QD{ zFuc60=QnNG+qXd)nTE79m_#ABI5IguV08W*%Dl=wAi0HQc385AsA^^dhpJwm!W)~R z;LnGnAumZ?Q}Sp@pZzpRu*eK44vE}M{nooIXecc2HgEJ$d1?_5%qE(M=x0XSOgJM; z!UyP@5qgXkTcscF1s)NV10~;mhQqT$Olx!!tqj80kw=ArRV0HNo03#(p%lo%iS0SC z#OG}b@Y+B1oU?G<}`2@Q$H&OuNUQfCy^NysI+&vnZ9HG<7Qe0$fu1F{fLCQ$U-&ZuI5OFfw9evMI(At zc#sTr^dWDDmFIvD6PQ;5pXghsF;INnl1LY^KGY9)i`C(E^;umjGJfv^XZ_O``M&qb zebGX`Al#oJaDu?qp0#dRJZLZ4uJzHp=t8E2v@7caQyS*5dapZ1{Yynso8j=KhdwMB z>+`Kb2~rD0(owI%=qbRRXN|@$&w#a0BbNrbe6l}RzURlLTQnky>tvmJhm)1G2zT72 zD8xO-vLe-#`hY6eiRMpeKU>{`e`d8awSDQ()Urx!hUVm%991L7d@eyCmRHC>z0n>C zV{2nzoO6}Pxa)&b@_$ZAsSCcAwOyVKwM`0V-qA^jurK%;5__(ic4jhQl0%6_S?b{Y3e;PLLD&j5F<(4oRcI>TMH(ekNqzcL*;Phi@_;dcTo zxoCi+5ppi$xhm~w^sG5=^0pL80^eL-&Lzqu3^!-?;o5k6w2m(nFa;4k!_L5TwU8m^ zcG*&XL*S-bd5j9s_`14Ni2b=gd!uTf?D^H1HB_PJFpt(?iTbkstW!&5nm*FS^YY=GL_%2A#}PFiwbN`Ya^Hn1AK?EgHRPlP1``oqnBqpNHAg=Q7O!?6FwZ}l#R|{<+AIZ%4kfRn zUJpdFd3}tOboaWLTH<=aZA4eJQz@*XZ1Ri3x#bYy>hyg{2ZLvNI}K(i;cJV$f=dtX z(=L7r8hNK&a|Vr;5~o{1Y~VCy+DLeQ-X@xfpE_*sk?z=S?Q)`Mi;Ml21>NAeJjC)W zhHFh0EA@^BMy@d{gvPiU-yrvo1)p!@P*wVX!*CE`v@G}@X9dwl<~F&G4e=7mG! za;5D31j}*INi;SB0IOvE5D}#GoTGrc#VzZ*H8m4Itupys&J+=%#LTiQp7}lxRytN7 zz4g5EI&x$s+0TqHrQN_Hp$>Wa_AhB=z)28?VKIlue&FoX<~WGEiTiWm{uK)iBL3z@ z&)-ujl@_VHW=GOz8v5L-1EC9lBmoM78WvR2H`e8=z@{&%2`ae4d&%TNHPVe`+H4jh z2^^oco<1pYu5hA%eG!b`?ga%!yAX9VE;>Pb94sa&4N`CrlV?+t01Vx%5oz1cGDZZmpjN3;!c?~slq+{U205lu>sb2=)|3LXd`M2v*z?0SofjQV>jdKCpXzCG6z-p?|nv0=;hVjP;c zKpXkeEDJWRO?Y}?W?cTtvm5}r)X-ly*C^ECHlJ4cAEm|z%zkieS5P1U`p-zpl_?<#GZmtVe+Fcsjv@Q$Yv%M8!T@$W4$G9wXb;(6{l z{Aq|dDL+wDpWe-nD`<2x%mZUFFepI{JM;d<@KgV=9WS_F%MY_V-r^DH26Tj}C*h$; zIp&G0(YBt$b&ndBB!8>Whe#UIj95Ue?^NIp5Oky5^**&;DS4QPK9MW`u9#iYJe z&-DNCW}egf8kbErN#!#YmzMUiA@BuEkmTpVA7Vx4{mq|hmNH5IH+5uZyzU9hX^ zZO?o-9qp*G5?EnxHu5AdOHkL&n7defU%zXU9l7Wk)IC*y4Sw`_uqf4-=29(75CobJx zR#?!$T3xVgWMgpPTWBQzxrqQ}xkHX`)Ar|#@nGwe7ZL7DT3O93xzXbW0R}#5@%Ei` z^rU6eoCJ8dD7hSYb<*b3Ejsy9R`{2fHz8=vLUjxU{yv}S7+m)Bw{78;=&xa ze7jQ7T6K>+{b7(Ht5P3NX02hkJ~i}Ag?BB`uD|kK=p++s#JDBcY0XO{iO2G(h(vqQgkyr1-iSq0 z+9fN!cSZFbYO^iNlFe>u%PUeT#n4Mlx{uV(rnl_m-2Xgekp)i^XdYiOeUs&$DZnZs zG2!bKIjmoJw<)X5u4?037a)&PkGmhU;j;c#FdxRK!K*k}oE>Nbo#sq9680ETLp9ru zIDuMWn#uP`3GaeEO>g-QT_F;TX8^{kF&NCFMt1+( z`)3MG#cgIxSFXO-?2Xpjogpf-FFm!caKtzFGoaKIhGL82A$iRa(m>LhlJnp^Unt{9 z*Vu!f#tI|7u5b9SGgCBLx0A`~PDB7#23SxAhKprM`TKp++>jKVyeRiAFY3NbAW~%| z(apn91^M;xL}@^LLIWHpiHqQ$JJ3?WqCwf?A8%tBc7sR`5#RUGbAjy2h)@`B@T?QR zQ1_SNSXDkBJ>najzPdIt*b8+DlNx6KtbUe~vJEjKBM-qDnek5A&k@2bcu|e}el4L> z7jNVj$Wtz=1QaPRRq~0o}{f1VpHuU*^ zI|GZ2T&t4x>(T3CX!iDDs#-;r$FW2BQP1APJs^Y(Js$=n{JtCD!|boiwAg7Q9%(xG zry-OJCVTGK0xy(Cv*=FGtZY;BShvKoaBGGv9`jM`EwX9jyXCRgv78z|Cwk)o5~|8C zja|pVYeIA>i9CY9?u$34yniZZ%9nHRFU1y82{sh9YU1#!_e$>tHXD2^V_>s#Ek*Zv z!%A_QF+Pez4_2t<$;QQ!bpd-3#u5!a`0+W#JB%GL+lE_nwBCab3wySr#-i`Sf>|VI zlryp+a=R03VFFAgrTt4`sy3;g6o0f?o_baJ+zsuRK2wqgdiELin_utz4-B$>R{JP| zHcTI=5iK)Q`bZo7^FBqA+zIp)jb?*>ZcIVek~qH-4x{@}>o%y??9hJzAt(9>$hjF`S`!~=pYH*LdLBq@a?&0nR^qCdmIa+os!bdHmTDkJQSsAZ}c;6H~XVV&@iY+utLs z!*d)r!cSVTJES6i$}x4$s|j(x&_c#Gi*IG$)d9zx&>D7DB8D=o*)Z!|5GLS( zEK_$m5LeWPQ2L6k{KdW$4#t6n~lMnYli z%(iImQ57+94O_aBYLzOz!m^W*vjzc)joJYd?hV8hrzy?Q!@w3jmKw(!8FGE*hdx?a zJ2pWH=VqXQa1$p8(MV$>L7FW=LM;QNR68IPLJ{3WYFD~AUm2bOGlLUMxS>Bh#Tb!# z!awzm^auSAIJ`2xKgkwY+RK$#7`%Mi&m&d$4x~U*M;14K8-%CpbQrfcyo$OfSxF!~ zx2wFqrLgs)k^xChG6bCow zz&}`6xk)(1DGn-VHAn+(AL=gFStF??3cYikz$SpT$ZT=8zcYr4wBkL>7I>iW(-mVg zCKfR2iI_GBbp%W_$&d%Gd3`?3rgY{n>+ZT-~{ z1L7Gz`>}Btxpe56g~tY>37AFdG3mu4--RZeeA#ImHArBECkJK4GM}GSsYQ>`zEoqP zCiLoYhX}9B0zTo>p%#q9OpTKwHK^p*!F>FeUwCCdE5gBF1_`c1DMcGlu3t2-x z*mKKi)O>|?c+IjBg+EhYG}RzA+7ssN7=9*C2+8lc38!fNuzTQ|+86FP- z21Ois^7y4+A3FAwa*P+jjs}obmXL;x70+{4Y3^=~Eln|QpL=n6WC1lrD2Vkywf||m z0BGox6QOcFOIh3x#<7237nHBTahD%8Bc3gkuDuAjxwTPf`}Ll#fPzWo#)DDzBska%Rs^OwB>J}?16f73B;4>E?PLN32#pp9(_`VW z8nV~136VfDf46jf3g%_NLITLFLaAv)&)_7O0AG>;8O`TvD;42xsBU-82LQv!l^Jc3 zum?ipnOD>ZWh#Hxk*3=*jDKcelRr(CKUq~90A8qlqhwG(UfC5Ls5O>V&Zi-{O#G#l z6=;b$YD9_9M!=Z-z|7|^OErYuy#uqwgJErY>iLo9A(rwq)klXJc$ucq-weXbKJf7g zvVNfz09d++iz)ABm;!wYuf%$}5zjBVn9YkJRDOB*`HkvcM+y_>@0Mj?26Cv_$!TLD zU_oUPX=nYwkjo&j-o^gd5q7$m*`pVFy20JHF$-CNdcDX76DeF0emdDGC;^tz4^Q)Z z7KZ3?_zwSRH?k~vR~k1bSj8Sp7lP^B)`5~v{Fr)0IdevJrq`Mlq3myoUgfPdhl0lk zEK3S$s(dc-a&w@%3>bb^Ua(GDeU&b8YDtA5CZ|>Sw1Js1SOkeUFtb!D3AUaZVWWUz z&L-9RxPa$zztlmQAUu=?gXUkWi$h+9CkcPrK_sQoj=(WAvnD3m`CBaY*Y}h zIdz2r-{q_hc_F_EKO;F#X=b|}wt(j5Fe&`v&jL~I7!KttV!$mL z0)c~HQ!y%frkmKMCA?n}Fv#8ebnWj!7A)CT>Nn?KRpwqQ75Y$}Wf+Q}uGd@}@i^#^ zKO#*GA|Q1)98;tWF{vMyVJJ`<4%^czZYG}Ve3%(wZ3*YuSc*>#sDR~Lda8T%0VjP@ zb?&uFx}V$%b{wkhmap31#1A?sII@Lf1%V91)W@h~RD>&?_f;u#e8ZrT{YmHd|L+3|?CyOFTT95~aLFM;Mec9WXD!tfWe zPwa*0Y&Y+PAuaK9m^Ln{`ChrSju=ehHPklKeKEZ4m}(~x-#3k>JqD(~ zT!@pzS5L|wqL7)Y9(bx8n-yPH`jAZSO=3E+5aFcl_K<}H7oRX=&H~u-yHi&uaj0m{ zw$lyP2FvT8sw{~!i@)M@;}@hGzz(Z$n9wG~cq^FSZDA511aNgK>%(c$W0l!7d9%F@ zhf2Im$q6Yl;CKt_f8m5--hi1IC$h6k{6e_F8bg+H%1uRxH%R_{ojpY9>lD=QrC-VP z{Q7L64kPm;Z>=sUYy2Z6xhBEP)T)i8X#Uaq`jef7hGDig$~+quTeHz)hlK(IgIrmUt2=of= z0XPmk%zVBZ3I3_SLFW|P{x^p$jzlZ7$r;8|@GNND4ug;YS=J&PpJ)3{(C`Oep2IRmlUH#9UNS#*BD=8 zdfaH9;;Nn7fH{;X{xs?O+d2`NHhvu$PA;BS#bH;j8HfSbnsXVksgdHs%;aX6aQ!fY z|5xCL==o?Ss;>1J@qpjUaac9oOcZR%*wML$vg@u@130HK%Scu)fl74Ra?2HIIWEC< zgmgx!O>hhfh+>d_$AQy7$cJ#@cGn!Y4_E1%jVAOs*4u?U49q4DYcQ->1LQlF`J+(w zZfkL%MO{brj#Wq19=4I=sKMP)463nwOjtO}m9?712~hspTze`~imr0l9U(3OHx{Sy z=WTfC`Z!?O<@(cF5REXIjGS&=W@baECxE(o965|d^mGlu#~gCd z>+Pn0gZhsXBBp?sL>;419gpTTMr0j{^S5h~33`;aAu1OLv8ib5GV)_k8@k~PrZ_XJ zBwBU)V0XyXa5*c-!Yvm(lY*dyqLNDb057OL*llC!|5jF};H%7);NXgKKW>2W4M$Ya zXZ%3I1IB*5)f`!T8ukz&m!ZgUPKVy(@YH5V>G_UsbpQo6{y|Hs%G1NQm4&d>$15h*%6m1E>9rm zg5>53jd>tVdwwi9YP_6W_`ea0n%*&gq&EvoNB+TN(GyEUEr03wE@$@?(s}O{{j`7K zC!{FaqeTMwx$N6_oMl0hmj$Inmt#syMf8u>66`J~9$d0QUVvqvg}3{e4}Up2Vzt3A z4qaY$91&zPjXiR(v@CyV@8P|~qXK~EPh46}%bY1YWQGpOA*NSI_ zzqSE1=*$2jVO6}H8aDMlmF)UL%I-9`LaQKO7rqZAEp_)0Km3jqx{&1Ev6|deqfu10qeVW;m(H>Esl=s3OLv0Rgdjgug z>6-+>>Op}DDTStQHKIE5paWNLWqcocbMja|)!jXo*OeGx{BZd{0d7f8&z2j=IcaIF zjEWeQ>iz5-j85t%)T1!!+ffyM!Bf_SCktSzV+9@8zHuK>w@4~QQwrAxF!xC6zaj|D zjCpfme*t`Pk+J~TJGbIni|{-RVWfT-&#TF93v3lCAxnkVey81R;S_^@DNr1D&N>Vo zg+LFQ$?y`)waCF>hPa>PyM%NS?Lohc9{iLu|0~05O}he7wlGIOcHp<#LZ$HK4e^W- z3z)A$n5k@0~v9h3I4DoBEWY2?A|V z^9SENEHc@^w`~NQ7jtac5-+yU9TLL=9wceaSo1q1$~T@Pr3$3LI{>I;&Z2Y6W6Cc0 zAaMZXh?aZ=IXAL#z}Ii<0ordY%KIS0r*$jTc(To->_Qhv6xc9s2D&7_5O@yO3cZzq z^gF72tf8i@W|zNNU)gs|^e$(5-ESo7WkEF%JT{SH)d-vDn+%YqhW8Smy(N*2(xJ6{bl!6SnwV z2%Z1)BqJnsH2j~<@lFvesTZ~CK9>2LF$grE#?>xQ7A3NBXWh3M9ET@-0h9S1or#Pu zU4>CyDIl-{%|Sn3PiH+sK@#nr$1;vGd(uPiR-|{c-@M4LdvCUWVgdlS9vMKh5Gkm5 zEg}3PCT^;Y{<0e?II7558u69S1Lu_3bpp*Rrar1$ACiJ4rL*9tS%|H?c_vo4Siq5+ zss}VvvQPW0?B`{s^~0Q6C!uB?oEan`=bBs#tD-Ctym#ZI_1oCKl?CVaYU-|)Ql!TD zRP@#)63IzS8+uzL7Yu#l{Z~kM`7yr3P&JKWx3CqU8E2adj&vyks{HiZSOlL)c?+6% z-L7&f4C^s`_3I{?R*rgrTA5>XE z)-r4T0Qlm>YfP6~%FB9+S|TCnxmuaW#P{<|fv~!&`8wG{6_M^v}8zSJ>pA zh+K*f?@T9OK_Yx&LC(y9M;2k|Fp70w35V~#A~-d zWv+#D+wy}5dkHiFO&+B7;!8^P*(uZPbYLqQ8&MAj#zq5n5qnpUnd5YQguc(H+jW7O zl4o?3=8iNu9wkDMGgW1a(s<@}mJ-7s*!lLGvI~7CfI-G&kovEMomU`k?p4Gl(n7?_ zJ>Fb=qaes3;J*qXwjn;&hl8L0K!DtMnM0daxrpcn$*aExXfh)3d$I6$#ou_iVV$IX zr&SKhs*hvF!lz0Zo;>H!t5vxcqv0?@%6RhK&@F~Cv?c<{U3&T;69PCWaJ>=K)&d;#a*9V*ilL8?n63h}fFmQs=jL#~ngnlnIqh z@o1J|S+b)7xB<(d;2CkKBE*!QoqQb`&ljCz__+j4OD<)V0wra!`2~;+bQI2XZ-$!< zh;#!rW;u>apY-(qc?DP~pBI%ET<8DZbDZjgEBF7DZ<8oe(~}TG@?f{VtG2fE%Lby; zwkqJ*xUG@XyeadCMW)`ZB>usS0X_be0}2b4GOd7;eB7LA*N^f19>WMqeHEM9`U!|Q zb9?e+%yZhB6-5{$>jfpH?}7ULX_>FyQCP0Ohl~Aq!n}C^aI(bDz8Y<|M<|29ZX}y` zWrK7IVA=te-AfLN>mzfT`72kKAh8+!E#_6>Ohdgl<#5*P5=XFoq}mC*ylhgr`x>b( zNE6j?KsjD)3jaR)7;ewug2h#PS(}LjfjOU$VuNFpaA%x(lrrj!ZwFNV)woFem{t2y zlM1T#3bNgyflCF7yz<71P@U#)5id#RIu`Z|XO+(llY^S#|DyoX)CH%dU~a`lDrw=* zIM3zv4EF1hYG3Y1yI4+!^ud5~l%;ZVd=Uwe+RkI~Hdzc#XF}RQFG36njGN|U*R}-H zPT>Ne@Xn!`nuU@d55ri0GvHw*3%yV*I4gP_`u*>z&Ds)tLicrO5B91G80SsFNacYR z$qaiWYWgt2mPL6D(HvTnL@0nF-cC~hWPu9rn4+?#jEa*hY8Kopai-z9Yu|z1^Fq@* zX+H-}SpTuG%e~PiI-2dWo=HUQXYE21VN@lOWA2K+I_HH+oZWjBd-y!#KaWOi3G2DM z!~v4dhSxTHJ=e}}7oF^EH>p-h7Ebw`mSihI*a9Fm=WMMW-J1c;>d8b z4?0-|?~IJNyVKVWxV9c_X=}jN@0Ixvt>ef|)698=Cuw4ZxS?*dWn=WbRtO^lT89`6 zr_*sn7IkKKvjBt<%=9IM_S%^vt8|&lTO!(nY&?mGyJz_9WPMU=Tx?~n^$e^>OHti> z@DVZ0_!DB7aao$C;=b&}Rp^Pk@yqy%`@Z5Wt)x=;AeZf3*su-zY#>8CPbOIyx_e~i zjL`Lr;nogVk*iy&I~#Hn*)L!WSA5@5O^G5aIrq?-5)l|ejN!d)oK9vQqX7r9lwFwU z>9`bERUmV*wR*js`JU~XtEUdU09$^5dWBEd4A)6R`QcaP|N;==5x5yG!+ z7hYL3wyvk=uT362P z_t^iyvfDx{Vy`J-oFU7t6%=g; z8rF3uYPq=V^e?4Y98{ztPs5)ztY05PU>nSTIq09))#>ShUR96oT*M*|KCE!t76U{U z{O7<*Iylkm`a|YAjQ_|2di%dz^2op3-YTD`;+4%1pYANn`sF*8l$6P~!FtLp(7}bD zsrI-5F7XqI>t$glTOapZk+YRkGUS3%%s16HN01o)0>x~R3^5}O zW@Yh^=fJ%O&h>(G@53`9hDUCe41`=-D}n5_r6bEJ6{#h$WnaWG297z2fXBw%?L>_g zi2aEoqDp(Pj=35<(Us)4vkL{c9iNlf2f*d3*IZ|`kjd}o6mDqwFDr*X5 zNpTuTHSQ%!8S+I$_&@#;8uZvMCcg{3s}GG;bq+& z+g7=gzp^tJzTG*R46*qE$IZ0ARXi63**Da}){=hk&PoEpr`jNJ4X}U$(ADv{8sNFT zdgp0vF|+Mos&9KjW2}D^O`Na@oRQX{G(jDdilX@r)}S0WSTqi8ZcDfXB@=I1_)Uu~ zHAuzkm61VoVC?1abGGsJI+C^lW7IBSJ@u>3dKIVCvPsU`#Q77bm2c`}_otgBxbc7B z6D1j(FCdBn?nOUTUB;bevF(>-mHodP$bE2vHyu4lbPMKEwa^tG3IBB$6LPBp7vWsW zEb9T^BFIsxw0LaT(inKZ^XC|vwVQ!WP-Tmb0{q9k{&|>wv4C5}a73G>8vdCOSPrzFm`oR@lwWPS?(A-QT66|msDpkTd zap5Ebq(f45@rhitOT7JG*t6Mq$9b=aNCk@}-#bwHNG~ECA&=n-T+mMyCd}s`GqZif z8Of66aCJFEk>o(UAFO9|E&ND@9Qt`GvzfVSWp^N+U}RI>YFxbiOfx%*2F#ICbYl3( zvfE&z7~jy0r8@jPQLaG`H=Q5ltJVgt`vCTji(@2(ciH=sM&t4fbc#lh}N- zR_t9g;k?drzwZ25&-quWIS3E5e?*s?aw+!D|8PT7+tt6ewN7N5r!(fmlk|n`1AR-r za>ZD5u?iFuViPdC``ODJSjX3pNx*(&n-r3B4Yf(0FeeFhY1k9(_`ciEqZXRMc?qSv zTpbJ=)_L?d6pPQIaX^qjJkV}!4NjYoXYMjssvIxVf|_cC^e6p{U|~F;s3gA;pNOd{ zdtY%GtSC|~ecpEBY$pc+7(M_;lq@jNX%B!?u6QIoQqw`y%(O*Fh50XF=l5^vHA@19bB)H*z{C$FS z2ASZ^#2AxDj_s_~52hc|yBL8gWMp$+oI=pb-NcBYyN4ES!B|W{Ni~@Fzo~!!3iJy}WDjHJBDe zn^2F(>K1YvCv7fuWEX*`Ki*K>QlW6wNofF$^o}9&q;+yIgv;89L`<)Z#*Xvo=RR1!f;G6+0 z?{qui9amDE2f-B4LQ8u4*&a4e`=pDwM73f$Q04_Y0BF2q>!new$L^mZZmFzDJ4gPt zGR#kq4}OP$SogpAmE0iUXYOl1ef|o(>Lk`Zy_Z9WUOImR+)(r!Mpu(TQ7}3OGr0+3 zd(x&TIU{J+j4173&CU$bKUDDc|5DJ4X81*D;^B4^WsQP6Be)PM##I+WwS@j-+iS$E zm@b!0>^)y6>ASIG8|o-;=?pG|YQYD*h&nS+bzuI(@9a(wgMx(t8|b*du%htQD^Q=} zD~vHFo_oGLAf=eKE{H{354e`w__qfVlS{9j`6B=<@1e_{-axAWJc1-3sieYwyAp&G zFCW6{am-yVDimsxwe1r38ZLaGj8n^Gr=Wo?NeUb_6qz^WvN38!@lo|zX!bgV2g8Q^ zw*|ZOYOZ|aJmKnVrd`KXB**J7x0P0Get8cf&!7dgv1IhOd=)eXm}?MXObB*iwKcIi$R->b8~R+1D_Tit2{ zDQ0`yD|x2LdsMi;=qesX0aC4P@$K&h!d;dh1W4M(l+LgW5BJn|2x7;EmGm zJOFfKa}BN4?t}#s`RA68rjdLzxN{!VK{w@^`$AF%J0^(J`5JNo5P>b^xD&qCk7s ziETm{L1MpZ=E@L`ZfX22qs6BjYGOu?3bA4g^%r(p{#JjS`f)Lp!nsg>2cHA5#jG*v zSu79P^tY`NlC>UU&OpLldype!!doohhH*YQWH-}#6IX-VDx~=s>m2YBKYlW`#in6N zy@`JH@ZUS`r`fqpuM7Qa(kn#?CbpUh1|U#S6#tchN-=kPYcjV1Wj8|h0u`;qc9&>X zZnParZo%NNllI2#A=B+D2$ee+kPP7D*S5`IG8DKCd3v|wmKt;tbKDXMY09ru&0mTA ziP2NVj}2sxE3l(Nh@_mNJE(=x!$>wHn(vC6iiC#kq~p zdx;4!Kf(9#?0v3R9bl}9E+KYlMvbf;7DeNkvH+0VwhaqEUZJ5svWTkk?^8FC&kn9K z%}v{`;`9bn;W=q9t5OJ_jGaTUD6o=-k8RtwZQHhO+q%cLjeBg{wr$&*`xb98RkN5Z zQk8U)O>a_NfB#=jP5-$GtLVJvx}T%wxFh^rP3_cTgQm;JJMO4=WEBzT&Ud>>dr@wu z6q=iGUfjKQDAOSKWw)xEfT@N58$Cv7hpXg12L0smPD(p=xOU{ZuFU+mk`{!&{(kA# zG*x9WW23z)q@Q^18Lo4vQ91PmvmFTk{iPW^8A{NF6cw3Jk=>M?ko;cpD>3hTX}8>| zwE;K8qfE%sp>eHi7{^b5r2uN)KzM4xO@2(8mY#Uu6b?-TZ2%%)zarp%horQidAmId+-^OV~(sPj7YVs~2YhBPRNog7vuh z&(S*68n%mdn9>}bC?sOL3)SRnxJG&xr9w}|B^8geEKo_H3wg&`=a(>*KJVB$JS}LT zp0wuYAekpdAbJ5^8bIsqsa^&%DLGn*8h)A(2i(~%0GSz+SjX40muJ4beEhHQMAr<+ zfgf*9)w|9<;e@>V%3!TKWC#g>m{~^%>kq<}5nT`3fgAdT*12p*bH~KDG6MvGXS*C| z3=Y2FJ0WE~1KwW3`fKr`D54PSQwK!~Rgs606nj&&ZEZV!{{xoX=pQ*MSSQJ3k{`kI z?Cpz~lBQ#{znn?BMgG!!w^cU6Ffbo@pVabMR}ulCBnt3crj8}#spj-!i(;S?huOG2 z$n-fc7PL?#@fdbHr>^x2^cD_g=$3p7ri4Grxzfvdt6r?i(#G-E16$Kyz>z-c z@14-Ge;iIhN#0*;An;78@f}yD?C%t}jfnUl5xNW#k0OdBVpRG_#^>jPpT-^?rS_Ul zdV1&|^`>N}=4Dt}%oq=j(7y8bA&fe!$@7wkEjqg@u$NikhZ?02-fRHZ$4!s`Tlw3X zViA0;B+3sM{IwnE{}TBxb@=nd_OIhxVvBtvmKeo*AimFL0#rnQ@ERl3h?CzM1=&W3 z5O14zGONA?s;BlUE-(xSu9%x2LO_7&kPL1d(Db_Rp;a|Xcba63#{{ZpTLsv*Mm z#O38X$vu5Cb08b&grfIa556T{=#^Psh;L~3&mT2d>MvEmvW1MA6TjK}YlU#~x1y&r zcpUkPrB+H4BL@T)1EDI~F!T|6Pb)&C`;H^Tns#M6`i8IK&4gX?->Hjl(PNgMSrBI# zoWd8~Qw(cfYj4ql5PHzlMYOI#%T#CuZ=w3KUqrq;q-*IlEmuq#7TS1X!9FmGpGW|wtV?Bf1TDX*ii|G z%Mm-dpTx#L?r!{!vG@7y)Rpr+RYaS#{qMp7x{khTL#AP(sZMqg#AzPy$o*#6BEcku zri|Axpy(n80o-ufvl9TkDwT#S;Ru!0U$>lM$apeYJ#ImjRSNSztUC$rc1c-k)w0G0 zqNGi@1Cq(DXcS5hSBOL2ulmiiOi}v5R~t*Qw4!(m;wC3YgR{X!wsrQ}_kGq#`R2WQQpZ zGlHt#oDGqdZ~)m3vGH59ua|#_QazMihg?osaTdCR+=un#ynTFHd{%~-P?i$nZYtv@|O z8^?Ia9eTb=NkuwUPEn8P56zr0H6$~94G_)AV5*g%)+1It?AW}0xdhTE2V+RuoC5xW z0_xO4%Rd$%nZB4`?BRxO^Xh#P^F>0O77KFk*~6Ro&I}NXr@fRu~+qC&mgz`w3DH<;{tPP9X!k*FSB8S z-Qv))DGDuMHlRhZr&mtsn-JMjgE{A=Cq?zEwGWG|a1FZbx@^&CH6Lni8zfP$eqf-5T}_QepDW!zB~;&VCb{B z%k%pAj5CA5c?FWLQBw3auBbO`m;SgSbtV8xL@xmEl z##$`O9Mn`p1P^hDu^bgrzX|wZ&W%~4AQju5G0x(ogZNLGmKs-OLaa^zgXW>6Og_Sy$hMk((y0d5>mKs5dSW$E3HKi8b=u7NNBZKZz_Q zj&Cexq8A}S6c}|?(L01dcfF_O=j3GuV5@Og3jqlwg94Evi2@MY)}rJEB;PJa!F!)b zm1`GWMJW;K{XW=K)kT(v;4}AO zL1>|aduewNlzOHe`5%`jF_eyAfQ&Q{r7I`LJ;e#d&ShsYPA)Cbt98`ggyTDcYxlzL zUr}X)F$jb}V0ew764_(a4|6|B9p9EwJ-jlhcaqT5^WqK5`a!-pF=p*sW_PM>>%}TW zRsk9ZTGHBVqj-=SQPM{RhSOb;i}j4lzB-hG39OiqSgWhr@V z57C8FDETbt`296`wMP~(-jw8n9;w&J!vIwe3Kr4ooZ+2v*>^?yGFWj_%pV=((Ot@n>LCJNU*<2NeC%^8Jx>! zjU+WRg=#bs9?29JEGxQxK`X_|sBXW3HTg)Y{R0`gJ6wNT_dv9ZokttX zq{z>ov!slr56A4&OwLzPgchvJ84WrUeF{kaLTv2PSG}%iA4jV~bY#HDzJ3bP(Pl)_ z{%Ei3uOS}{}&jOAK?w{yqo}iiE z15Ojhdmay7sqd579~X@XazG{s;8xR*#6zzXmbkkm?c{Wjg$bEh9^)t|V5hPILmxS0 zHsxb3qAi0dSOYUSR|1!Vq_|hgW$fg z17Q`Ip!vF3DM&o;>1c2B57P8WQI%muzZ>c7CxmW65npEdyH&YnKn7XK1rPFEMdv$1 zoJ?WyM(3Hk9LSQ>TU&LK_tf6t>aQ|Lnwy@S2PIk^@%2*r`dAB)QlIS<*1d!^Y*e$c z2jR?@>9(-k#LZjF0#P|AZo2t42+vq3G>k{pgWrc&NbIouQda1mR~3Aa1-UcUQ8{}E z&vdE45!lW`58^CZsW$|^YBDE!E_tAj@E|+#1c&(Z>71-MDBad8a7tbeVkq$KVdF3N zHc(P1q$y9QI=C*C^;Z;(WXEju0pRFi-|zfHc~u6Fl1eDbV#hPQQ*}<~nLvquIVd_l z7;$qc*((3=!BVi5F2gC6)&BA8^27P#;ORE_S76g{p27Wmv+3GtZG{Gj9>DSXCbv$9 zFi*7@IyYW)>-j}yp+OBFd)F&RdrYGNar!-J9|3c*3PeN-@Jd0&bTF4afxHbA28D$L zZ<9He+xDFH9VYJCQ+or!TlUW)$kF|+3{etY>`KG$^}J?TEnHV-y;K9tsM6Lfnb90O zTTLl(<)EgenQ3qTkzmD1t|v{|ewno5X6uO&jEF=3C|Da<#4qee9iJ~J5rJc_NVUQ8 zW^Qj-)GTOH2q!S49{r)G#`a;9mM$%Ab1AJczaqp*CvummtFWC2Yt7ylmM75u(QScF z4H?RfjXrS8M(3Y&(*7zkB9mg4G%&$2j{$0iQKyHQ;n%~%nuH`nNK+74af%)@m?HCO zB>+ePETVWHw&eA_OSp#Cu=5PS0|SX&CHt@jGNXWGU))(90_D%TXeFb`i+#M zSRD%EgSKiX%fB9CTiB14(@dzHPM0c-p*PIC`Sy53x8Q#U; zQDo^z*HpWf5q}Dqi%s;_?yl(7Dsye`6YDPQ5Uu(22Dzg0pdUO@=nJo(a~wwQo_h>z z$q_#TD+SMD#2QHS%(a+gcT3#h2btrLY_gTaaeZcUrq#FSO^1pSxs`&q)J!D=WwWwy zg5YXI@+WGWDCZn^5N-BmsP;ZexhU`4-;v$7qnDHb=mUVU=-w~`43OGyqyEzOTvMW>pxDHiJWFERTN1||D@idAsx2sWIug_(!)!Ax2QJFQoH6N95qbRR{wFss`X>C$6^?2cIUnaW_ zH~;lr5(Z}!HCXEcRLGEcYUPkMVtmSrgQ_co$OgJqhyv1%#G{EMH>;;tc=*p{0TliB zuEt$$;f0$Vk&cV)xBAv+I@uTB=I0D!Hz5N|vX5b`0QWW@D*%a|%yUi`tbK&b<*v#} z)yYxQTqVy;FJ^?bSWzY^P{|1G*68$O3TpUpQ3;1~Pkf_At^@BjL-V-$1CT;Q9dq|# z)ng^MWuYZg?KDtmQL5X?RpMK`K9EQR(5yX`k*c{n^jA`P;PJ+XR&@2(+$#ToS6gCX zyd{R$INRWC^n19FKeZj$kgakCV}Qd;*wnH+1&(wPcGwTUCy$Mps@NE7Y9VWcT=-R^ z#e1oZ&Ov;|;WNkfJkryR6}H%7xJcXm-uyd<^@oDHt)fvgLA1=W^l}mvgZ>9tLz(#G z7b3|4y)JFP^D)>OiWnfN&k!moSRCoyBI`On-7>n`BI&RdV6mF(VAo!{GuaEhb9rCGmM1oP9Ikhl1y@7SLT@4By+Yx$Oia_>P&QD+Y%m(wVyrw`IAQ_n6w!uxbJPLjeTDO5xm zd@dN5P&EA}1u|B+SR(fcEYCLzgu%Ak`8YdF6&LX=NqqJ2LF5aw=Eekfl*NTXyCDjO z`*>v_5xSGbZ=7tZF$1Acci)uLD9I3w#c6Cy`==*!RPT9vUbBhQi1bJu9UaS9#lpyi zA~tGv3Dx9-=U7)jPn9|J>X(;!C&ycgEkErtAHfRV)@ROr`a%3GynY8B8%%Al#tD^1 zpbZyq2!a@?KbHH330cTLn_k2>iG*P%fli4HjOaQn>7Dk*0ZPe6UK|+wj-3Wr4u;WV zSakvu%*nEPV^(67v- zm?FkcBuvzui2=_Ui1H0`La6j5r^GS6n40FFcIfG^{TrV5Dp)r=VCG)F-94*25~C=n zsE9!Ek-a<~6_M^F1(<_>@`oYoEM^y5NckCzn+dfsI8xEZ>@E{5xxV!c(9lq$F8K{A z3^6NgaV2h~WS#Y_%Sl`ww!CLPm3K%geF2m~j6fR}ty3td#1LEIOu`58$m zE)OIYEo22ijq6Nv($McZzrF6)_J;*s!VrlUwycdp;1OGnV(2#I z(`i!>ce6fdwu?9$(sdVgvnf5|;~zug=g*YWmi1fhr6k`f0g|NyNW6Lp0}hrS ziW(`ag~Efh=E)M|1M5^15s3Km9X(Dh>ILOtUc(Ysp{x>>Dp?s5|1ZiZ$Nx<^W&AJ8 z^dIGvorR6#zsvtcIpyHsWG48}_60!QCNA0tdFYw{!OFLWL2xNCh0+ z$=j0t&9FCkTief7F1@G4@^PQ9a9}9T$hZJBGBR5c zM*x!fxO0G4ET9;jz(;{{VwE>90%iay^ZEjiM`t4THb)R{z}Hi>*8xj=D2nmjox%S| zr;E3&8t3Q!wNKpIA%FzNCPuJMu1zf<80#58CKyMU08j+#b@NC9pbfwnz_igeQvd|a z0aOae`7eq($HW3kqKdNT#H_#``*AZbF9hMgi$ouasY zDxjKxFWJk0DawPsdp-LCdl!#~RYO&qlZP@e{Z|1Dz}f(CacKP)f26TNH8A($SR5)d zfX80wfdEoMlahGhiHoYLsDs-Zi;#iG`m_6YPUw9r(Nbdp)Z>F$0lqE(ngD;6G0eG@ z9k_F70{rRkyrlu0Qpp6k#rJMWAm?`Fv>mAXB@H?k{X+w>_n*9Fvw8;sV+Hnp=QJ=l ze^RK+ib=rhSR0z0fi^JLGXj8fqO-Gc0mJ;)`*sDCCwf7F01Ic};CeZaeh;1A=%@XQ zqXPO;&Nn=~u-kvUN29N@ae05{vwmqeK}=39&d-kCULytmK~7=sTD?Yhz0E9N(`5BD z1hs^|im1AAJnpW}js^E_))+b3IlocAy?G58Iq?9{k--BpvS9l_@RS_6l@;TwX*HUO z|IvH@Xa;>AfjBvsf32!$ZwBgI^ZeTWW1KRxer~%en|q6~a!<<72w2wtMuBD_{H{#} z$^no8+#v&;nHlxJWnI)tzT2Ap*n+k8Z7$-Oz%wv6ID&X-X9D)qN94we(Fp`31vAfW zKIX;#ibhOj11L))li$S$!$TeDS4nSX1OjaNXZ1_{9Dej(mwjBuD+SA!Q;yAy;2J=& z2%D$?a0Z44Ui{`UztGb`nqy;w5^EDI|FS*pDvGtFvfcb*zt$qa?%7wU{Nj(N#v-NK z2`H0FlOspPA0|j~C(Rc5S{Hj44B%>gvrlu8queN=mlGvF8F*P?agV)tL14QHCL~kKx z^fC7h%)s55fW5!cQU3&M07NVKBTxq@e!v4YPW}iQxV7^`Ows*< z2d<<35HNHe_#>jH|6`g0HB$fn3#R-F{@lYG0W(zoJ4PR(BwLb~gd0vwt))erG>kVIRoRb;1Y#U2Qt# zC-Aua0ci|YcXI;$9)ztKfB*Mv(j@*E5S;rbI0&`FZxJ}oC7{cjcl|H#U#Z?aC4b!k z8GpIkU*4YI0sI^sffWH*Y2`cZH2;t>Y)(#%j&p`Udj+#P+^^@n-KU@MfUnu(-#8mY z#P}?7UhKD{xyAtSgbZ9CtMm*_&hB6G)uUVTbNyEKx6F6=pKlCcfIvF|elXdnFAgyRafB9YEO(jr7o_`&4)PVJ9|;fS~suSif_WcLGjIJl;GJ|4t#< z2LYU{wB?bI$a-pJ(*jvye9t`h@`HiF^$QrQyv5_wZ>dd*@>kOa=jO;Yvc)W;EC@iW zLGZ#Y+UwT@nxa|^bV-tq64^<8LtW_7jLUjl8;0$Zc}T6@>9|%QuI?RUad8Y+NcuS$ z%oD$U+|(wvU-Sp{X*Y(Wb`6^!uipZa_KFW~7V} z?DzR+k>#t6BrxmE|l!$D`&T}Ro-kLQEu37=DYFY@So`Cab2Bx;z zNJ1Ve-zd5=Xe{QaT{zcX<1T0l9<@CEGNe}jSC!t{k4o;)xl=e(hZi9?x!CS7w~u28 z1yuQcS2T;GDN?Uy%^7l2>t<|N+$7BRhnupFw$zkl*x2dsXqU=FO~n#&N&27pQWb9Q z=X^fieFp&C^~GkLy|M^n;zcO_m%Nbs{Th@(oWX0Gs^FT%rAqIDBXP#R zmN9mEQSaeh4rz%zWUROMHu<+;8PFHj-d!tfdtW$mstRk%=`f1r22DprPI|WW`RQ5v zl03)%6u?`5gj5?3Ke$JH84OM6(cwa0yZ4Vizr9;e1;8q8Q+6f2-$SQ862_6&P}|GQ z9{e0X7aK!xBM)it22K_^UN8>J67h%c zcZ9xny)7Vm^_d&0Ig&nKy?h zWcxWn!5#S%6iAK|fe%R~2Brl~ER&0guPHki_^@8IUWsNF+CePN`xGC#jUCS{_Duoi zpl`uw-1=^iz^-LTG$0gjO5g~f%Am*_(w3xAhb)#XC#PV?=%MBK3O|SXo&Xo+e?j42 z;EXy}zp*_dh^cjj2Nhb=0;#L)IKQm2k2kkd$9Xh_h)}<5n4{?IrVqkv^vE8nd6Nym zgt+lB9&75VboMmPCA@mdv7%xosYG#YvT2KO_CHNXY3|_fZ8x-M{Pd)2w@*8izn#E+ zOa=&7d&T@|fbN1g4i8KXES$Js?IQNLxn*Eg-pcS9f>YL2Zx5xO`%$$G}t;P`wLZiBdEqh_PaqFy(s41u}`>XlwQEMg_6%9k&NB+_zmlbk2`_R(cH zI6nitAN*L+d!MV_THSEi>pr^S8?4MP-5`L3%2j!A&l)IL`nau(C@#Z@$2)-mvyQ8p z_U}c^6tHX)vI;j&W{KjZ`v%yo67|^9tS#K~D+Bb(o8PRLosu1lFuEhD0n;j(C{45%qKHlLtxiEc*8PIc^Np z1#iM2$)mY28(9~(qE=1#7vUKYk&G|rK0jW9dQ>SX$J{yTq!AY8qofEjh?SeKO$TvY z);acu&h|m|HNGFC&u+xAYyG(Gg`dKrtyULCPsQx8Z)94CY6G0>J6WRWXsM3jX_pPW3dQUjH?pr)uP? zIGaila`KS5w~V0k-&XkpxA#~xVrFYCoUeA4m<>48(t$ckmF3 zWV6VYIJesVgb1{-gT8yW)6+ZG1@KtN#SgZJPwr@+M#c0RMO*by*-8c`*vSv$(lT%t zrJ?nHUXT{|)ysR%qk! zX&ok9)vHIPH6%+0yX?Fidnuc<^wCLCs1ds%`FM?vWuWDTaV#Cqx;4gXs%V%7X@r>j{GNyucZHcFR(BukPOwmBpgEOj3jpNx*g8-Y zmmzV@B!*cS`a`_xiYjnq;a2$&hQa=!?w9Ztp9!HS?WPj(u0UeBV#j?fMwMx{KWmf9 zKfQLi!C2oaziYfU_IvlVXwKp?T!-O|FRWim-(w;DmZ)aXE2fMf621KSLs{+&4eqXz zegp1Boy_j9(A`3f2k`%CDQ+w@Uo)VWT ztY&pyR$g~{EB#?fL2Tf{7tf8;Uu%>k8<}4&*wI0~^0%eg6ml?CjxzT!Edez8s4m4K zPj&KRzhJeP<|>WC8MNem)F9$+X~cJp`>a`O!N+Iwn2@J(NPT!u+2hc|rq6AM^N&e- z*kB!3s`dWd0Q$aoaB%C~Yc@G0o_B5q;hpTe7AGobX1iB2?`;lJM?NGpYb6w}oPHNn zDNu(KBAmMybs#OdjPzseYA4NeJxn0>+8jX0&y8gAsQD9XFb_)sOPUnF5k_}x^iaQ) zW~lZHkl{NDa6C6xWw!@0awz?U;0N9wx-<>iG~dW3?W{nmT2OmpUVU^^EnqwE%La=4 zbdTb}U^H|I45^|HNW82Q)RbJF1U&*G?%mW4I+Sk1ZG1>PL|X2Ite9gt2u|z}54D*V zYp?Iuhuusrchq}A8b8F6lW?W7V8}qT;o#59Fv?-!o+eZQae4O6UEuqmfftR4x!_2J zPTjZomb(^O(<=HS*pn!@1^3)y4ZAl5_$9j3&#jn@EioIC?G{!dG=TyRwT6~5Hs+Pg z2JyD;c2n$}4>f76b6C*#evN8OS$-G116%b3x7#{XA&fb_NaI;bDmJ=}4FGbwS!?~) z%Qs+IOJ)xl;1;sCrIOuf@+JrUVN!ll4oUfi+BD=JxYcmKLQLD`^gxY-D1r75TsN&T zpNexe__lXqmWZ6CKH}zQ{QlW+)>io-p?hLC4cM1JZ82<~2ec7$^7g z%gG&ujwVGH_7y1X4nP>0FXDKHnT<4?cnrqa1sViev zvjvB1zUK^dmi$$~lt!Prl$8XmQA%V^U5_xBI)~(!H3I{-J#6kCUte#~>4gm%DTR=| z-b=;0ZfK-!Q>}EYG@M#aChqS(OzXr4jQZM_C_b8|gZRDGdkvc^Z4(yIo_lz@&x|$+ zo$}W9@o8n-c9`@}-nShKohw{OmPVzXj`M*2pd*d8{KS^(eWNJKlt?)d*YR2FF6Nrd z*|mR8MNov-g~*IjQJJ-kP|v$%JiShpOR$;G{>LvbgQ3u5%Jn$CcaSxH*4V%O8W?i{ z_C2^OHSE^S86+Y^ML2%vYM)61$H4ou8VdNHkQaLMTp{?#SVUJO3arnM(U>j0Kp({K z2czs`P18mg&|&kD=F7c&zG804IU#bYN+GGf3BXq;hKgPzXDUE`&TB2$z8hosTHQ_Te=XFggX6 z$%$P@`xTBarBUV38G^iZ8r1=V{|dT6XL}+B81#rRUk^Mf_bff?5=5T>-K*^66xg(& zvX*g{G9^_9V$I!vzLKg5<=?@q!$~9w)oJ79S-3(Eh;^6;RWwx@Up|6%1+Q)^ysVmT zdE_jt*x^Y^$v1?^*9i7ojtD1OAWxE&oE;DaP}0#zgNmd(1wNr1AOPQ6ofiAg1RIQq zCd7itTl(#hpu6VDgEHY5@Q?RVubrYO*RZ#|cJp9_;iD=s4!s`J1l*xZ7ZiUfJ~r|T zx)4d9?HWqAe%4^{VVEy`lbD;rB&L3D`{mF0KOo1o^w6$ol=fdwWjEhe@3Pt@Z=%OX z4B48oBWnxjjb$ycFkAUpZphN}(FrmMW9RmDsbpXF_EHTAb9RwoTLF>3NiB`wp071b z@x_2zTZzJx_K4bRXZn~#)PPX;`Jz$M-1GXmxw}ayTPkc8vpl84SrX-$z{+>{-`E%( zozy0?kWWuyvddlli=WpM#{RMHbBuoTZMf!9zP7gOnCo>;`&_&{0o_$tO0MUh6oWjY6Xu&zQW*avI;Sl6pUqJv)~>a7Z|L3IGGZFd z(bJe(uZ9|xHCzd^2XPK3v9MDqQN9h_t9h?f(_bH#02A_C$C^`+ik7?^a?ho5OE#>UUPeuw#XaUq#@fyK2x_s6 z*^G1gw7r#An?5@Vm%qjHv!MXPg!TGx8nkWSihy%vQa4CFqFseRjaGT}B0tlO88JNi z7uqiP6ZyPg zwoF7*>{CtL)zU)5q%(UO!L+zdU+r9edz>KI-2MoOzoXj!cJ(4uhs=hPPyeuyqzeGa1=iHXTuWX-44#7Eh&`1h8we1r#*manmHiX?6 zO;Hw-vyrQfkVk10d!;UxI1`(N%|LKs7pXV@Mw7 zPol3@{egZNS2a928iza;lX6_GWE5U>DxWYhHEsc6{w|Dl?kBiWf-|btFqrBvKKLS? zo&1gs4Ja4*JIp%_*%R+EuYr%h5pS}C%aMfwz!Bz~e?sh_DicL9-zT^*80G!d=UdLXPi#c_gEY(TEe z1R~8aqXfvq?kON)O^8yVWJuQ4sJdyTv+RTTaQeGjktABwR6QAcFR-T{nk>cTbcC|H z4_t?Fv<=4Q_<(}aBU_|8S`2uHJg&PQAPBJRAv?vZ0r z;CIs3kJ5W$i~gYAttX;p(D*m5a{p@yQnWb;7Dg`irg+*2-k0UfRqxtzd;ep?RK3&uaN`MB;$p;pv{t=*dlou^;N%!Ob3V<3s_B)Z2*CwEd5)qzBr zWbe9?>$QXQ{(^(OEM!}B3gw@<5mx)yV!CGpu;|exgZ$T?Ts>54|%EbopkIZ zO2Uu{-~g-=YuI9wdAge7Y0}D!jCpSk4<#5j7}&ARd$A*UVQPFi1fHImv#)6<#{({Q zFzPOsa2giv4RC!OGF+})O*-M!cq?sr$34zH$#8ZHO@O*u$+XbAR8+x7Sy=O6fJ&VD z)2Ipi^F`#F7rXQi2O@A~ps1C3l78$dT4SlPf;s0Amq=B}+;^TIVpTFp(HB!lW;gr1 zA7cn|#xI;gH83;aM;dS#6ukl5%}h)q7J7Kqg?E~*tbVK8zG4HqQVCNDE|FUUD#W03 zF=r5+ZSzsWZF!JWR-mpoYXdUT4KdNN3230cWD{iUQf(h|p7LM0km6ZRc35wrJxDrd`w! zBEGSS>$%)Bl@wv4M{di|*VzyNn!;ZQXI(t2?$w^5cv8m`bDITh@s;XFU)i5pu^QJD zrI9V8HMJZoE`ZBq6%>mT=Ov7JX77QHSYk6m!MF=bntPK#?JI$R|v%jB8&4Vh4C>kQ4|qlpXQCQ zI*B+8X`!@Td`#iEHtH8Ofh^{WxE00u#rjn3H}c&5+;`{^-uWp(7L7`T@MYUQrd{>e z=kBEIpRx_;C9pUtcPs6^BK{-?^?~**9vVaqyXk`s&s*AWRiQEk8woxq8J3^Dk;@$? z4*mhHb!YnWXd>(|zVBZeazd*u6Am61S0N~cqPV}rf7SB5*?l9cVwS`?ajiru4nULk zRba%ZFD;)KweGKm4ab?+h!4@@pkKkhbOZ-piuSsXan7@AmP;2VgGcXhA1k)% zmQ=&s(%8c1BQ=TVUSM{vna40-C#z-|2=2i?igsK1F{gfSoPzGq4le_(X(pP(595s( zrTlUaqo77^rrRQ5j7M?Qy)(L$6p$hJ-htf* zfXF$bow1NZve&ENAn|znC><0}z;e}g;<_e(~=$Vz<(`-b$=T#{V{2NT_<2z!^zjBXV0;Y2wC z{1w(|1dSg{3=R~wM^fXvb!j+#GkY_nc|@lmUu-=>uE?I~Sf33GqMGsg1Q*zVhomT(ohNtecCgbL-L{0^RC*8ukwH z5Y`murV0Y#3&woZNC{hZKzVaIiK@{X-06XtutXJ{Y-JFf_rcfYY)s&29B0sIJCh}n zb#^^E$;K3gl8sOu68vyWXn1kF&cEy0N`G%B$|CaG+JiL1cZhw@3&>b>+;Gg6on3=% zQq#MK0?`B}^=J8;Nl56piuSZl$$05@JZS9GFJj)_OMNYPADC4GRMvHhKdT0jt+rHQ zcA0GuB(}VT9>HGfpOfg&*ghpA!gdoDHlBbIJ9?FJ#1yjHDFy>lWhZ4IKD{-ZRsC)u z6suV)CDW@z4Hhi<`nbmdzf?n^Sc@br$)6;vCVJKaS^+j_!#f6T+pBW0@Y5e{e(bR<>+yFOV zn+~0v#TQeGVO@F(k@(|Cj(leHkQ)h;TPwIPhbXMUX>P@^8hsv+ey#t*5NaC*2A9(v}vF(b0g+hD@VzFx|d zz-8;LmltasZGwFrkjGau#rU3}Zw{nWMh|+bS{17$G!fl6F&+?i_)Hm`v)wYUp-NVw zZ1?TGIhB}M$?cGWGS1C7Qr~@Sr(lIF!d!GWh+=VDqR#Q6a;c!?v zcqw4{46lnkIW6PZxj|yrFPzOVhJtKuOcwy`!Q~5n^>B_|C%-_UpupqJ>JvSdIM#Ok z0Nzn4%d^C+BVL$1N{=@tpS`jqcPM@m4d?ZmSoQ+3uZm5AtjW-MYDl}FB}Bc@9rZi| zoaJ-=g1u377h~vS1)TQVI%nh$iYIAOrW zl`JNQ9w>XRIv|rKgNxFV_|DF#2S4~zBlkhw3URK6!ZTlq=ENE?K`&MX*~s?SI9Gmt zumd2PWbpXl{txg&&02!7^*on%N*;sq8Z~pB-bIPec~33IXSU&8%%Q48cM<%yn&B}E zeo3sKjE`&(lnl3tw<)o~2U7*piBGVcLvW7 zwtJYKpCc?Sx&Gr?is}D>~{~)4GC#F^l2!B_C}3FCbw81_|(Ov!}ZD$gKZe8uB66j87KO4 zGB6wBcZ2lwr0l+-UX^1;vEZrBXD^dUzrhxu6i05F-;}fe9$yOa+Jov4PRHMQ^{^8D z5NM`;f$kHuKYdOy`4k!xnmO&z^>{WGbmaL*LlTzgR}mr1>5- zS=Y?_nLauU;*eokpO;lEO{F1=xg#a6eJaF5BcQZd328iHi$RAr6bOosY5dI{c&}$s zN}MB|&PAr*QT9pHp6Z2QK<@F1y5~9VOpcJe_|bjTjrz6==WgU7=mSaQhZ2;4r<2|F zLZMh2h~x=~%!{kqrXOSSgWSh)dv^RMu(fMDfhYw6gd`W!*;^C@gOSXPu0y+`Mk zX^-`dn9eUD>jDd1jcmI9!GvH}37yMY&@E}mntwuxTuvT1i0|GTu9YX4b|BNfqgT(w zc20!$hh3B|Zv{AO#mw#GfCVqMdG}JFykF&rDX-gRx5y&x3e&!D;K2K6t?0s0wzE#o zFqNboS+ZH*Z^>IEuzE@txAEKTJk%}N!!ZQc$%PcLfcbaB;+J*FB`#X7u{Kl)Wya$H z;EQfrBk#D~C23Knxo+^w`ZSB!dPp4en7(83Zv{0pyfdxVy{9El=R|iykj*8EKFIbw zn}0~3rXA@)KDUyQPeWtgU%YY4nKi+W@si;(Is^B!H4spU>DznEV4J{{y^}4*D!bXb zrv+n5Ai_0RRaXFhtJOKC#K$G>H8_Jj*~iyn=!{J*3tK-@#rHLA*H& zqkhc_cy4?1S zbvwOpVwRW36hNAe>9}iGvT(YqY&6tp=;W?ScAt#VxzthuYdGmZ7QW)@;(&3PF#L%! z>-LFHURc5{7yFr%@XQtYL&k~3_digMZ97sm^e(Q@yCr=x$U~<+r^ujlx`nb``|cFe z21IiG3=gL(9@1`Yq}iGAZgc?NeGD=c3`87>t=`R*s%}4b%hKVWROku65cp}klaxYJ zTyY&_va}}C|1`j8I@;gFg>ogddzF3V5}T*fm}E=J!g2V2_KJ+Dbt|E3-G!(rwPL8n zM&Y(z^Ws$z(xWXQ=c#UYD?L53eh|tNG3n9@!>ck^c(l<_s$FyjSSqpnA=@?3mZRsZ zIlNSnZar-U$^_H?Zev&XszoG%+kh_5aAd>VRvZo4p)OeOE|oN!@xa<*wHNvhWGiWx zAt{dblKEGu+^%V~ca{oCvLAny_~o8_?-X<&@5Rb5^qYU5AcgT6k%+?ljsJNQ#ZL-A zDEeDE!q=fyNVKp6eGzmG*kLnIWa)wvl7=NzBL}hiSZc0f1K!Z3F1NIpib-fEu(U-K zH?55m%M7u^jO$E0>?B}1(eJY6NGxur<3oSq%Mt}7Tg^UXqAA2VW0EQv#WP%vvUF@n z$QRfEOg$tRX)LrwuwV1ofxDMUCv`2J;6Ge$JaeyEs6G-t{lhRsMc<2=bb4Fl(~8o# z@Yfb7*RjC6XS(cJwb^n+;W#ezN)*Vq2Zh%Y4U#u~Os(RiUg~ci#pm7t^VTD^%e}FE zQg_2d%T7~~wrjc#OSaGSMa_ToEF~d zP;y21s5`n8jX!)j?KcE$zkK`ES>CbQkWx}4j?su?IlW-e-6)J&IM}Y2`^no;y#2tc zhX5+KHA27RBW)a z6ce@}-|^;`*S$z0T`~HzM5Ag1maI){6+U}GZ_0(nmY!ZjMdV3a|a9?Cu5MpsXCjI9A{nFiR7i0qq-wZz^x$e zW!&AU*E~nc-+Cxp4bCIuPwN#V((Yw4xute$S`FU-mFMIV^83Lfu!X4~tpc0Bc6J;z zi^Y@o!^*cvzKjhjlVvO104rAY0LyqYs{*OUy}})qK^mndK98Ax1)(s zY$@7j=_~8Iouk5?{mUqEWqEo@KF1O(v-%l4N;+*2K4HaI=J=bp_03PE4NW$pS9O)i z-a3o5mGnOVFF?@0rt?jyqcqHCL*ARVefrN|BOr8YvM8iQsdw+$bZ9+3e|;Y@ixHAm z?_>dbAE)@7l~50|Yn)HV@erhFE5Wp>UUPpXjDXlxeMetExNV9}#cJIUsbo}nKT#FZ zjy){ah2AcP{oa9^uou6k6)`pnwsw-OyPKZml=umUZ7RX?Ei=JxM8oMWJckUO@^7Yr2mpWQI?rmPJHH-9Eq(wv&=1@64`S#3_!y|Gdn+}&{ z2locSujI2UBJ4t~#Y;`&jk4eOx43<#O+MG(71CX^PSbKb#5dvZ*D_M~3hTn~0YV5d)sgkPg{^Lzgf+>Ni?_2@!AMxi4>X{4OHOd*2UB zN!P6JO011{&-`HEDw45dbSqP-0GqtD-<}h^ebM1N+mS- zIBmW{hLemTzX2nSS!*36J|LvJ!|2Q)=@}T^F+^&Ot9qIi4Zp(#v_$mV5hWSP>MTY>2CGl0b-` zLCh&bok8p3U{4$f_5y*wcRfVd`>J)^I>9fR zM(e&VX3K76>}BK(sUD8{NmBZ@?2QR5#pj1o<$mewN=;KKSj!i|yA34O$RvT8MZnkP z(s@IQO6yC^pI4-_$CV0XEKc(?fG9MWHf2Usk;I`Jt+TJwLl#jK40DDWY(&Jc;Li)b z-+-HqCjlArJ<+yeLQ-M7gSDPPt45=4&(ulCre*y|q?sI3gqrXTuH%-+)f*M(cSGBa zJa8BJuJ7+uU&x@TdU7v4GaMg4TSo?OVB2s{7$Wk9Jr}S_UNaa}6L~IH8!sNU;}+@T zzlq_E#0l;9#R)m+)}@`^dn3!*4x7BNH#|X@%s^G1-&|_&0RQ{HHocU|OqTOI6^Ogx3Q*FcK=_uoao%@VKIThOD`Blz^L_|x}S zax2yIBt$<_@<8>jRbdzIn;{mH^Q+5n>>HA|LtFmBOuOQ;*Mo0?!IOVKgGjlcSa<$L zLk4!&!uCwiuUbGdLc1l`JgM2#NcVh&8b6M+F)|#cx-R6=uH=~<CZ$ zUXdjA=)BL)T$=|LMib9CFCtPfgMP6vL)*Ox_NFiTGmK;$#|{BeG$qorAE>+~%ED|M zQihx~A>9JY*HE_Ty!hR!Z3Jm8H)F9PrfQ&9E$P9RSfu?`u2~3|hN^v;;X?NvADd5C z-|lxvXbCZ->8Y?!24@Dy_RHT58jLv>joK!688KaLw(P<)Vu&^Q)?u9?UoJwmhSV*8 z8j$a8^CjBGIgIUpWyNFJU+#52PN0qH8sIaL7J6Six1|-3Y_*hgolhFHA>a=CzE+XF zf=45yyH-kB`D(Sy$;dGCt-J|kf%n;ukxYy)X8n;<0dpirbg|^d&V1=PVesBmgRiqK zsmz=M9-f?7X;Hi`Azyggo=E%YV3QIqMVeM+<;6;xrj+FoeY`*9^@$77oj=Zrw3KpC zP&cEY?kVDSs@B23nxGg<+Oc=w*RGZx<02Om>-;i@XLc!VUBN0Wb~0<$Me!p{4|?}- z&Pw^xQBzkG5z|X2Y#biZLd`X;l`DKcmnp3|uCm_XOzT}D&&zYa_OTQ6Rv-%)CTdaH zlZ^AyIxwb1k*Gck$$nd(@c!okQU`9>;@;O!)<1h0$47f~M`PK30q%6sy|#DkA!UE^ z+!L3d+6%<-zFD8fIwMfr)PrXMq}+J*RMS~J+wVJ^;3`^AV){ykpbXAFlN|87*YCg# zVjg&xN3kouKge*IKvTi$MgQ57oJOIW0Lp`JRPvbV0diq zzN(H^w%hvo6?fx_?sGx$%nMR=Tt>o?0^&E!&|8I>KK?fiwXXAMW(PxJD6S=VSr5P? z!orT|eMTb9*mn)@uU^}yCe`oM_msXCD~U#=Bq4Spdfe<>;UWl!JeqH3 zied)xgguyFU6diovSmQK*OU7oHT>`*W{=v_o&uGsfndm~$({gu-wxwaJT)8G!9{EB z?LQFm)esX#zUS%j2oeyWdsfWvIY=&`% zjybX*^Gjx=%Xpkp32|3E=_Za%^UO5H*GKnE&?VZ|MJx5D$h>*CWQeAIt$BFTwyw3g z=H5rVx}O+Tp3u0CH?R-$eU?)UKYW_Ybj`BXoL>rYQ6BnO8}Ibh2!^SDMa1ifUA4yb zj2~yiQk0D!V)ra#DD0{*p@lI8#J?M;clGvWBOTIkOl=7J%rR-Xb4@JaGsOpp1#FFf zb6zaw8IUp=?fc?Ra>UcB#59V%U8aol;~74Ds*STRXERo$0rE2EzNi^tEaF7lO7K(s zD)h8y-IdLOp~x^+UcZ(}YADYgKNY2u9IGq4YJx8k&|VG1dfh@gh4H5O&|X=`UjW zr5}E5+FNt#f-2RP89@O)xRI`3VyknYLG?S z9SeFbuGy->aVvPQ!Zd>%Fj^m+SfbRpvV#T(T8xYE$EsdOS%RXk)>NEYJbUY+l4{>C zOZ3(u?o;W#u%jQ$NyP-OU!0t$%9>7d{m;shT%T{CfGr)wZq0@vKsLW9&`h?AGRwM) zF0_zeBbX>4?Hd9Y#e$4Nrhn<#AtiQ2XYN4qAUbgP9hs675j=}U&62gpFw2mgj9d%4 zG$nTPy-NP6E7oa0q=!jpqT2Xs)uqA?$vg4Sl2cTtLgBuT^T~cRl{mmnUFdmuG&OSR zyJQCWvH*tzmfg_cosEYpdj1H7-pHm)Y&%hR3sI^FQa{uP@p~ms-*aiVZl35vLeV?9 zXMiG|R<)RTMK4=IV&vw^(oRnd@_<&`l5*A7satBy-ArQPrC)e@FiA_!^h<|7+@mvh zBQkafnrAZUBy?QfbJnEv8iL{{Y#UOADN+br-=e0cH{l1S8r<*gKk6D0Q|g4-u%g^; zc@9z4HO~}jg^Sui#w@`*94cnFGa7reG;+Be6&r%1X zp(Bdokge2UYqV`vTwg(Q#3}G(4}pKx8$DNEM`hh5)eKK>Y~4#tTkeVbEAqp9*8@oc z{OqMxRmVfRWN*~H$&WoX>VO&dH}#B8^86vqA2~4g97E8bLH1R*NQ*|eP4*h{pHeX6 zjNU?M`MJ?WQqISkey5#p{y?`%ZXz*wn%A~ID}bUoI7i7#7$3|(z)IymCWlAp9zEBL za#;>pVZMLtAuDv=KF!IrPe3(;Fe&6_rMqJ0@MB^hp)UxX1RyR9sL@If98H5oNrgp! z%h+>c$DNLn#U=HOI?FaEQa;%R=%y;iLICPu-6ZubJ>?DOraGA;TYpn6amJ1lque-^ zE1%E`935f!ZfCAto2hio5KRJeGtSpRiyv}N2Qac-0I|vnr+Y40RC$d>#eDj9o7-y_ z-*X!Z@kOdLcv~c2cVP_^1IBK&ZKR(``z+s`9j2O;)7tQEf@2Az`uZgD2LX#~b*tFCbTBb(vpRqGn}Ir@anu(=_VleJ9wr%?Mrc#67WH`ZhiA^xUI1>m-oU0$V zGkv59l;IQyI@N`QL(KDyIMQxa17Xwr7Jfbz(el}+rK80+`WN3!u?=0JTi;#a__^A7 zaZ(BLn5^JqZwvq|3z1?<9}gu&i0`-hf)5UxAW}7_pf@&Y-c~3IbmH`8%I!{JTHMMy z)@+`cfmpeWQ{C0o zBKTfks(S;ewgzKoiB~vcP52fV3isKEz*zvFjv@sE_ON2c>$rM>2{q zvINSGQ9l2yz^W|aB$uJo5qlC3x9`53ib60bbZ(U@xfM>6+?i?V<-4=qJu8av^IiG1 z&?-42k#v!nm%bj}y=cR`1`%diRUwmA`C36&ZrsLh{EPL>odSZchy&TBktSPTwD&r1a4v-_B zo;OXJ*40CWhtVEl@>lN*9=j#m5Q5f9{6hSC@+DDi6z@>iX2bpo*So2V&-T2#+4P15 zf-ZydO}j0C3#e%03V97o!nC2ZUcWD-CHk$6>y!0S!Z0Qk>dwS4&X8exDoUQ#)B%Ep z8;aQW$MtURPs-BK83+*m)NLh-YeY_6vF8tzvjYgf^fWa-qwG%XWGq7JKvcc-hkgI# zuN`?doF=1p+-*Izt%tGToEYqI0BdQ8JI2>hGJ=Z^aj@eVAdm>!UaVOPhaki~Uqzd^ ztDN)Es;F)=O)tW6;}J8JdL8JzvMODvCPlfd6{KbDKc&&cm>}bw{L7}BPw=Va{01~?bA8vR%@2W z3xQzeCzJiB;_Q``2J2``w=0DTLL0%6?_ZjCdN#QkyXL2G0CF@Q{IJS=^dT*)Uqc>m zPUIQ__9aM~bd&~eDw~A_$T#sp&Y#RMnz?10TV6OQ!}M^TH)!(H32RMCK3QLEA(;C* z%P3C9jn_>`&g60mTorC>`S<%LFWh$V0)>{0`KBdXB4cVd*NRbQzp*TSmSgqZ@xze% zZ2F=H`=X|2Yo zUhmh(F<0fQ01CFhP?FI(Z$e+;=zbmQDi}Mz#5@|rosUrL@M27NKQ&_tpMnQqI(d}{ zj|MqZ?MYyAx8DKDvnhC_QytCg^Dy7CSXSf9!*YF{k5963$bo+e9%fq9b0WIGr$VG9 zey?EVB;4fKbw0rNeUzYuMA!ytDDR~xO{?1rBDp1=-Wfe;WxX4D?W3~V%Q}aN!edCm z3N4K=qE`oTULDGZAeh4VRc$I_q?~=kyJ=d-%S|;@4d?E9ya*KBc+vr9%Fd>yp07TQ zqjWw3P`5a^gkIh)BUtK#WnWaK(dAgkp)WnOJE)=K-wncNO1{qKQ0rM#W5T#Pst~5w zyzQcL!(IBhPoNcklZDKl1po7@PL(Okc!m+BZBD#7R*-qn4#4jhhg6Q=b~5DKJ!oS? z44gc}Rpi5R)tTV!ZA>L(W42>d*oJCclx@uV#gb5xx94n~in^;M7u>F`<06)Hwcm$% z0hjSoIOSvoX94aa0sZYGk?E<3bBT`Snc-wgu!~>G~qH*NwwZ4+>l5M`e z-e{t9ww{Wx%w!^-MfaGlYlPf{Q)FG^&waw*Va4>`V3&k>jp1l$+-bG;zY~sBYw0;* zhd4^R$BQv1bg>bkRdp%Pxll)te5rd7mHz5C&bEo;)eq3r`hRVkV^c1GqDFJ=Y}>YN zyLR5Woo(B;ZSKrB+x2GKw(FcP_sgC0Bc7S{%&g@wb1TjpxTQR)7QG1hut5BGbW#7v zm#FtEu$(Fx&MYMXlYkw<`3#5HrT3w_$n8$lZvJJ^*Jj1`#INs8(->OxDs_|JWp zTPsz6bnhyo3>>-IKq$~{IH|typHzy?5A?t$(w*6k^#<`VPO=u}z8XJ;xv1;XHA854vlnA{C1E`c&>`ZgPd* zF#VY#Mvd6Zpa~o3u|pR+HF2K|E9%+ujRhQ&&|RD}ldo!yj4a6@A4y}84&*}3Z#aX` z(u6U_p!G0lk9MN-ZRzO-0WWe%P%n!Ij?yPrD!Z!QDqw#2+1zn{y@feAGhcS4$H2sk zn+U8i!)wHcH;70G2=D^QZ`SJWKIEJxnVG4zVkryVr*1i$6x3dk$8wkDnYwBYjnEK^ z<754cloz?J%Va&10vAkIn2^aG!Eh#7aeL`*eSAkN4XMdVn+UK%PbU5K+xGTga3z&*RBYYASY- z?K6~bfva!~RrCQV#}op`9%7Kg6g6gQa$K33p6VDE%cfH-%^)A5B(mg$nOh(W=*jb( zSfSmb2`5jiSD6zYa7?c`nmwQLw^poH4;qG95Ofb2)5lNZ1@5SikO2MDN)V1nLwrk@ zC+J-?_s5Ur!e^^aIw$fFB((eqid#@K{rU0qMkywq8F9v-rzUUXc!{(=ix<=B4|{A7#`{yIxt+IW>hd?6Sy=k+5v2Q?5XT zEbXDX%8pNcP7N}WH;co^=6oxW%6_Lg6%dd@pcYaYR%?r2<$VS3ACkyLHc7gc zbLq04FhMPk&9e{pIY1$;nn%R0%pMS#Bl7HIh8Bm1#OaJ>&B_%T35#pG7BpFpf8({y zSXaJ7(#N$eZQ1G8su9AKIGVtCjyb1;QBE4OZ*2aiHA6+PNZ|Ld&Z5bAK#GTyq>?x!@O*bSRHaI+FSqTnO=Kn5H4@*Rxnj zIzqo0Jzchm44UP#wJo6L%AY==_Ti2h>vzh9ycGLff^tY@RUz4(HPF{Kw zN46LgUQ2MONcIa^@bDEEf8%6+>gneYRkLB~NSqMJXj**sOfh!6UI+D6~O}y#3)iPpvpBZ9ku;2 z+f>Y)Jig~4sf3JDe6#rxwN`O(RRGR$#2H$+)7f_IvKpcugmQNN9+lccx4nY4wfZpI zd~JESr7L{**p|Z(8X)w}2M489BGwZy!Mrvre<7s76uHfQiTpOe@vM<)c^pL^HkZU) zb>s-N`vi0IUFfy0uo<)qxR&}7&aFGnb(ljQ4MnNK;_|$~PMEIsb@4~;7GnybrJ;jo zSl#J|!CS;~W1zJ8RUBoRjZUoa1}dhcZ-=AQOl@scQcdY;quN>7)_G554T(%@AIGK3 z2i!l|O9!d>@tf@4oFi}k*FUs?Fw~Ro?0-z#hU-(%k-3dd)Uf5JLUcD`9WR=o`EhM~ zRuu$dB}QdyC5cx4jDlZiX59`55ycHi9Bz$~heY@Ky0FJix9{YB?X1tk&*&zgsPh9G zjDn%vEKKGOT2o56Iv*>p*eqwH91p+EdKef>*xqg~G2T%D8P?>0d+4EgPC1!rMIxCG@YK%duMpqKX`o*SWu-)~BC);8jM;Ap662*%?rK~0L4mR+YZ0%wm#9of?GvhynXc- zO

OZ#*!iJ#+RLiz4f(TRDb19acHFwWQ#u<{-*&e{-VksjU`Im+7XmH(6%%^O}eh z;RXVOVGL;hC1H_tw5=@)*N`rJg&cZD~j)6_g_VVrTl!R}X@gsIeDiulKK3LlzckO6e4+Wp zKS#roOm{5vj`Yz);a{2GnVCYjy1zo931+*e*T-x7Itn_O2O(okIo+tIfZd>YUS$*E z7Wve&XYvvMBkUeM*+`!3VwWC(x<0R`1GLVJrWMrH%$qu&a}jCaD!)g_VN;#{T@0Ki z^k^DcUY|+Cv7NHqobvOkSY{su1CMdDW+O;jf(Qb2l&b5yx|N2d9JP>H;1r_JN9B1J zcQ%%qtXgW^Zs+i|FFj-ayg8WN!&_)(Oe9L1kuH?NEC4DWs9DFQ<5VMu(??RPg>;zR|f z07Fa2M#@B#S-^uJ5XnymB4voM;BjS{Bhp8qSjlZ$Ip3oskg`=$FobTRM zjQX_GL$X-#Z6S@}?MgJvD?RKMz2)|>Yg3fFME8zpAe~pdHCL9Yib}_*8ViOlNrsS- zaRQBCzg8i@H@C1hXf;YdAuH22V)$ZH9mb&7yA2Ou)mn_sO*k zimroXpG_sdi_Ej5>A%GMkIlhNeZr`^aDhIM5YmzV2RI+oh2FcXswF3JY%tY5N z%I;8~ew&CZ4X)(N@zT^ymCBQnsR^q|AH4)!d^u>bPc@U;K4| zy@_c0!843{@~V%kgcytLrbTR%<5unN(^L z`863LUWgl89((k_L4JL~59wV09FkUDJ!+8b`OZSo=KosQKlNdVu#tvy)=xE!qB3 za^4LxGb%>0@WT7l20>EE=)4@fNgN>OCbXS~-rachh24)JXkS~T`|D?Z!eMME6!vue z7FjJaFU^X0-KAH1{XO?m*9ArH@6_)aZNja#;ib!mbYEFG$6dqS(!3(y>G{;KK2s|` z0{eqz=Kvm^@4x)Ct<=A4;Xn`@`|MFPrIFa|oyA1K1NrJXQ<33&2Ly`T9{RCIql?e3 z4U{%dTY!+#=L0WIXWM@mu50Xg{g32dhCT^#&E#^Y$KpN&THdyre1_vg)X=;dFgoY@`zZhwhK;mU#}e= zwQ#{+mc(dzb?Ha26)%W+BnrE>6%($BvQ=8bmZe>Xh3n7MmyJ+GTtL=sM^jdRIjRck z!0_{mRh=FGAMalFiAm`oEeC8B5<=^4w|XJzIRKW_2Y7#{#dQ+M8H?-jEewsGa1_@} zS_|(NB_S)A*;`|7SPwl$M_ex}N^E7glwptoSrV;8-=b0hDQXg+)N0tZWd9SOGxS}*<++krBgM3SGvj+`!i_CWHCsQjf>;Ty_DxTV$^x}YrtG#sNEt^6N{ zL$U;vEtMuBLD0HV8>9aMAxF4IdAPB#j*+9XV1a(X>@Kw!R~zfdOcUha1?E7$T_o&3 zaRYSEIsW|KT!Q50b0Br$1^3mN7Wt@+I(~vlf9?5%yX9UuKATK~c0$j(>Z`NZc=g!? z7YLkNx?xi5`kZGiM9mkxQCLW7MfV!;^zeJuw`jRq!LkqVAX8& z22ECeWjL2*pR|51So&>(SEJ6r(4)mE0D2v&s@`?Qt#{9A+4?t1c;F~qs|Lkyn%phcyVDq#Xl(o=Fe7!DU zdY0d{Mk8QM7R!8tV##8&_I-L!f-MU+GU#~+A_j!{ZGQ7(>72%itpIIhd&BPB5JfVzWM_(oN)uZ7ElO$ra}mLGn_15extjK8vtx+zZ?5e>F^jKkfPd9AUjgasj^ z0ds%cii{jp$Xs;>f1K(fuKVN*Pj(!@lCRB1RI%lR!!0}|#3162vCn)`9IPUTs)>$l!4|;x4SB5mct13>tVc9p`(gBHN;I10QmlYf zrJ8ihHZNkzRu=@BFiW~_y=06lqgck<#EPH4w*W`glP;ccKTvpe=h#yEaz)-GKrg^S z-hs`=*{shN)6HWg-~&JVP5J7_L;k~C1)quwQ;$YQ^_f-2MoJn*STt&B7F!?7kXV_bEo zq3`}-N5MhkV41JNk(zbm=Xv(xA9>dw+pESj8WY|bQlG3q`$hwi!avbH(RB{E`1b{OIk(z zcOg;i;k|P$1mNPX_THXaaz?rX@hsgYHrgYwSIx8SHKk&ebUHc^W8x%4R4C+q)Dd=$ zGgh53$~YUqZ^saNx;YpB+xB+8d?qXe4HSMfxvS*B-+aE?-}#E+`!{3S`H7&{Dk7W6 z4cVH)WRKQvM-!)-THOt86&{@ShMxvv#Wh7g&nqU;Ycu7wQ1gZACQ@(?GZsU;ra)Kf>fxvDSDosJl~eU)&zP zBI(hv>loq}6nA5tDCnz^uL!>CyJfS|Jov;_c@S8Ada865m9ZP0zaa~XGzL~+%ohqF zD>~B$CPJ$ytyTyIuBZ_H2FCJuL!d}inn@>F5cPn?0fhdPoHU@47*HGj9Q7%YwyvV9 z*n@VEA|;TVz(>gC)UzKdr%CiOHh@53W*ReiP+H4TS}A(Vdix`+zgGO4kYl;qoWNND zBH92&dNsdJ)R4^~=1vVGMg}=|fL#U5fph!q)B_x{=DfPVshC>;`QdD)HL=P`|0k}? z`9&+9#sou+7Z=yW408krJ}r<4H^i;>qvH_)BT{qg;~B1FQ^LGN< z1Q(5L%yaM9DV6cy>XnacyA7V^OK@cYhSTTEyFc4Sqhj(2LS9oXm2m5AEd-N2N>tqEg`fVwiDt&ZMnF*xq3o_-36`wxK9h~xS z5T|8+@^yK6;2lCb73~l_{%u&&wm5TTqqj{?nN9dM9U^bwwpG0~2bXN{u^*SX#Q3jH z1y{-YL(~-1G3xwL@1hpJH%bymOK{?uBw#R9oNhbB@WgI0e7iLfI=`W_X9upW*3JeW&j& zrJjVJnP^|;(c76mjhREQP@YbjAy4{1`Y`-{2o_=YF`uB-&L@&9;OS~K^1Lsn z$c&_8r9V7)4hZc%+`Jt-sjgw`^?PMuV~cC9{P9H_G&RTdV|;55b&?~zsmI4pNj`t7 zum(B-Utcxc05Q@J=UIl*M%}kv4k#bzYDKP_)6R{J6|ij`V*^6%&*Xz&=d>^LN0+Icwj0IC8}Bjv z$*cOm9fmw1wzHJ1RpAL2FYwJz_H52Yo29CuZ?7^QqQ43gyknnaAXsle)F6djI4x-# zc=Jhu$LmYfENE1{!ZBUH11GSx`+`87C(Tv_Zb0x6A9>Q5G&z$JwgfUf&-Dx5_~Kr*%){v7-yO}1^SFX}znZ&hSGw6ZjEX6G zV7X?FrwHWZ`C^$_h~<9_MU0{ymkauXkNgZXI}ULuID--L&>#;lx}7{M^yG(?_C%u9sxQJX|4*|lR9*wAV z5!^T3r7JBI1A_D(IO0-VL<#J%|DxNe9uTW{;$&Y8#-t^Ti~#P95+yJ!7hsFHITLJv z_iCZWx?&g)YL#IT8^k#tJMq%L-d+n_zf)BeNC&mrxD@0o?f1`d5{@WzBoip}U#Jdn z4Us)Ny(JY^EA;;?^^rG9Jz5u*eB;cmt?z#C?(`U}7_A@Ux_1}UxeG6paX_CQ^{lMw z}Ko*SrmnOkwfXkiXcljE6wn0GEQLI+knSyC_jk8_PP2! zvFJ5(-hhU}~_k(5*OIl-&*dDb@1%yyxn?}fb-Yj489kcP7Ye5#Z&uV7n3D*k7 zl;BHU{zzAHuzis8#plP!&1Jm6>2@uM(i^B<3HL!)yyM5;&C$)OtLF_fCT*O=1ngvz z(OD_{xLYyLY$e;X!9a)`zPOxMqCubt5R?wIShK83K2#?#!d480I;LCU1GVl!_GYFfnLo7xW_O7=- zCn?&A9%M=b2O?s?{-ujgaDv<_sM;R?;?N#E7jNi?Qu)lm#tB~HT(zvoZ0S-uML~y2 zQ?C9f`(rkdxy&Ze#3it>ze_qd#AZb^(YJBBgI)=%BgmbBOL_eM$-W^~S_)V(TN;Ig zvH?S@us})3n*OxKU%%9OXrIp>!DIHW?1Q>QLaDE=A=g8f_ORP|X+RXjj;pi;BOqDC zpiFqIommIWthK8?T;AdUZjwG}u5be4j7y>zo#IBTDE_Rb5`6NbX!I!Pgvk`o^6Aaj ze-t>PC>bs{2`ynORUm0*Tgv9s`5qq*%0KdA(Lo&)TAp+167XyaES`s zeiLE2(Y&s}Wd5YR9oIXR&XE2c0w-XcLiq8;VUY+-J#SA-Z3&}KJ4Y4MKw}wLyY@C~ zr!xJb%}}UxF0_Q}V?OT4R6^(|0(=BipUVEBV|oBJj5OE6AF~K1KBweohk7Baah(G4 zW}m=U*NQw*{YKz6f9y^H`EafpS>&oT-n^Z;^f#*x(V7&?9(QQtJwyRfxOReVQb+N>HM^KWa+ z6t|!{_-#4+Wo=lpFYEh66H~5%NN9_`UtpPSh&klT@R?$#%x8KGE{ZtoZufida+1v^ zQG#QA-|lriO~%XYkAs-n#!_!`zums95SPA> z>NflhyP)(rM%iMmHmITzMUJ7@EYEHuJ~$sj@B`b5l~{i@lLr~34>5wSh@C?YdZ`ql z5zUdyOP|X<7|bpfJags)EIqa_4Aq^Z{9Wm3W&e^S(n;G%MpVkm=F(DhagP0T_4-|`V8>zAgcWSN*Ak6QPPjur#GF?+MEs#8P3sj#m8iszO-3Iljgyvt|GKVE>DaP27ACq2l-p%p7`ZC z3(s5p1X9v))hL~Do>g=?Z!&zt7RxCATAzkBv8ZST#|~%B6{JM4R377QO{Z)$eYy}{e->3eVU8RJwmZi&kLEVILXxV9mqq+1jky$-k;NvN9r zL1r0hSCUb$uE9F3U;mzbCo{tH=8!$0k&H?NH7Anfsxu zUU?cz*FY{Kv{~0$o1OkP7sANxInHsW6;Qr=smt+z;fC~CjHX4++fBKf4SgXw^qiec zES(W_8SWCuZ+$XmA39`eXbJJ<-5~mjqICEfr2j$X$}laNLSI1Umq|IE*%7Re5jhmJC~)vUe@EzS(fy=DmT!`Vky!}Wa3$X6-va`P*fyP z%AgSN50oN~%Y9FadX*K%Z5jf8s5Jkh-Q|&7-3u+aopD4={WD=BLUhqq~r-$ zugJ3tKczEuKAoP8|8A9l;oOU04oK0J6OGWJf|9jdkwDcvT9jLR5+jkkb9Ke(J;S*WL= z_vL(2B;ofQSe^tKph5;6zSh|8nRVZf^&Uq|%Zzd4>Z)++l4rw)q1tI=WJMB%9I~e! zLr*+)E7qe4SJ3mgDwC8w729*PTgWHK2Z8<-)-txHN~Zgku2l*Ok9SNHxDsHs5wfR@%SY>F!%QUFY#K|>#toJWC7|z1? zY*B^zLceB(8I4W=z}bodt%t)xM^|J1h^ftA&7q|a>GpD=g3N=2n^a`5PhEwZv@|R^ zB}Ulxh!{{o6|&+m+He+S>z?H4J$lrD-Va$Aepo93hrXM>ItfZ5|C&pwdxr-i0IIBp z{8B1&`}*WCZ|CMsvK%!zg3vz9&^G7=d#j_mUS&D?{7+G17Rf8izd(tnEn=nIj#m7j z=uw!LKIFaM98zUcf7VqGK5qG9!={3EA~)0-Qvri^ob+vgEYk3(HLkIHbOIp9e*sXtqlf zKxyK}K#_=KVxHtxh>wRx19|k`NG;wlCb?F2VcUTpPw8TEIHmEDHAirmk(^O~JBYA( zfmhGw3c>}$=WI_O=l_9l7ZB&><(<={SqA|d=QS7A(j(113<{=Rg7wn8T22bp*$ z`UtM0B|%;sffNo+YE$|G=}-L+40`nHD%~Ils)iPkqr1QF+yG2pxsDX@ znxQo2)|^U%p7p$*s-i?xA_=*YxFIACax}eopZPiOO|9x;Bd#O*pSd(#+HJ{SrJGkB z>84_;+#gT^M#tWg!m1&>p^p%9V;s_5)MA$J+Mq1qqty9mE^qAf8m0c8b)*`@(^5Q# z$YG}V@cw}Ww6yP`bQgZ&4(>ow-(cN3WUmlV)$?6zlb&y8uIj&isA;aSyw9|K{JL=j zH`w3B7D{z(RPf1A?Qe%p0#9Gghc$E?O2mKM0;T&|8qFx?8^GCrAdta$oi-|j3I07` zCgy0to(MvQ6z2_6b}U7Jv>hU13cDm>=ls1_EtlwedEzy_j1V0Ax84NTTSHWqq34{Y zz5hpH_P1taRa#wCSRsWse{+$7G}F7+1$kJ%LDf+*`5$#0^Z2zdg7IgP{;Q}7&JsKR zX6Dq8=`0INJqu4!ufs#FbT#FjJ_#+=39=Fbv~9EYKSkM}ewVYN?TK+1*bCX?%gg<& zw>9D%3q%0=C=m#c1fN$RXQKXdp!f^KhJ2Gw9UztSWT@ER79vy5aI4sHVA?Wf%oMl zHFw$@!~+c1%}x07bHV|Yh5IfGd{L3IO;X!g?TY?TrZ_{#OTzi;2!xgzQx2Impx#g@ zDa0F#N%10QWK>Ms52udKubgj`mr5WZrj1r~2?p)EhA71481cYLksJZ#(W7QJ_ZXZO zdazL_IYO9MMh1rz=Hpo6reUF67H(4L%;F}0_8>B>>)Ks8ZF5;b(U&hqHaLu44fA?z zrgwtPBc5sDNZTj~X4pTG9=AfTudMz)Mh{rHUNjxJ*`SFn<4LFcX0_+sFGjn?+ayHnWe1rJHrIF`VHKV*)o(ap6`f*Uw!9?(&FnL?7x&QI( zKkpBB$7CA61o)0v);6d@_nHlTqT#CfCNo}vBJdlTV` ze{PDD8jQ9~vM6C}SBV>J%QYEhDTjmEDnUnlg#l0D`C}$YMF+Q5u@Pl`4rgqY0WUni zcux7(M8T}XhC?Q8wtNx5UzAp>X;#f6*;36mv0d(D2~PxE2s-e84?02G`(}quUYr7Q zerr7y^vACB%GkvmjlrpLefqP+&jH?3Zbs1={8(dI+zZZHsXJGGJ zxY-OZ%DQUi+Y?=nQu+qVqY{U9Ah;T931#*pr(PsO?LHcvUIYJBl+b^?UET|1?e1Fh zhaeHyvp0a+$1}P~Tm$h~pa&|FE$^_PtQEcednYFwm91dpv&?VolOvgvf!U$!(>4{( ze@}?8p2td{M%%D(yGC%Mzz@1_tzVgFu6&{^Hw0~jw26j@?DvqUFyh>yrncbcEb@cTV6Pg?YLt+?45z*k zBM70PQq>RG{~7}Yh(Uf|U=M*&R<>41M)uCyFqe0qUOGkT-yb=!Pdo4U1G64(%D22I z;2!GJsC@_7AST6i4Wu)Q;0z^`k1}wXmd4HLxfu_%yP8Jhi%9rFL3WL{!R0y`-9+SHV5 zAV8foIPG}Zsqr8wy!&oQbDew!+DB?rF^C$E&1I=K78%cVusL-+H@d-i=eErn5&a0% zY-c@5{Ovmg72mQ-+M}CnV`Z5JTBw>)CU}^0ZQaQ$i(6bOUW|>-sFd9&Gj*=|nfgee z1H2S{8*O*%%(7?i?-f_mJ#kfYVJtPm;Sw-FKh%n7f~|bs^AX=@x8Mq9(k4BQHk^vA zUOQLRgK9wIhumUaD^H0BaBPC2#2%_~;xsV`?&diG#fjcf-6l=a6N-SC?QQGMznhXs z7Y3QrL2o6CZ9Y9*S_2D+tgBd&ufD|S?Xq#^6DG#*pjM`Khss!XTiQh?pGig{FHL0r znT%SbzzAh{GjTsFO&zf$`Xjd59o(la9t9Ex1A2~$CA6impOR6ka&soS1Wrx4SZ=Ad z4xpP3Zuf8)G}RYM_VejXh$+4h*iz!h0zIZpj^(%Qw|Y0zSnqEs6&C5tzK1qdkWr`l zS1;o@RjxT$r3%EZArEw&$}IQdR*$yaud8RxOZ_o)a$=$~C6=b75cLceorRFFQUgP#OVoVzpHIH!--<{1Als7PW%*rEgmHBa zhMCtQ1|r*eDWI1G0rqZy+r7q?#FoX-*9uBFjoouDqB*4sl!&(N~YKhsF3lS_(F$^t2Fnv=$^=xJ+0 zc0)kE^p8!p0$k5z>O3}GDbpkOGd+rv+YAqFA8LZmq;P~AJ8F}5` z^b-$R7^Kf#rGB7vDcESrprSaPx4ZtZ)f7)>7g{ohNKYAMa4b`NbB4{4o!ncfjarX+ zgEKQa*NZSv%(Z>qsq}V8)^pavLu_%?{~k9bKYSb1ERq_#I+rS;(WEEkK65ak+`z^CX61Eip;d>stepq|0zD?7mZhq5wc7r2*H|6Im5~+UUET^)d z6%vm^X!ekK&LP4pZ8;FQ+RI-+-F?W`bm8Y|PFh_`h8dh3MT39c$Ido{8(` zIRMJ(3vqg*tda2g&PUprj8#jV7W(31*lk4;T`omS`g=$t`Mw&8z%}Pa)-bT4FHQFXWY`CKu9VRu|!sHA~j~h%(z`J zHb~PNJno7&-%X@MMiuk7J3fm|2_V{R7ECMHfHw!U#eoKi#qbZp*(4+HfLy( z?VN?}ZTkMXskv<+$uRtXj77o)!fEI6@zD*vdMpdj#+SlI~_5a+fa|B`?k zd;);JE*k#n1)K}0mc2cA;S%7#0sZ)D+)$T=d}x7lfb=FAgnD4KBYpL0Ku!ZpFJhiPiuj`6a-^lhXsR03cd`$m_~$0G04` z<^NVW004oh`CIwLtN?~F^I;ai&&x#fp;Zzvfz5I4Xs7_+bXRsr@v+yk|@ zuYAkC>1^xrrvUuQ1$1h32xNbW0qEB{ySShln!G$b8rI$0JDLQvZPv1Je)r34tWLr1 z0^2zO^7Cr(#pd`z?g6v}CeLl5KGghobpXjXH3Iu>^LJ$% zKX21xe;L8s1NeUvMp4gR;_4bZI~n^S%)wp30|NA=$_u#WwufN!f8wA&z>P(I=>qZn zlf$YmZ?P$Vs~o@GGJi{GAp&Zr*5>H|&YpL1fCG89ynidF{b)B4fn1xMoZLRugyH)) zW)PmTdNyx!*8_eND#Xhv|4x`&G*JqH!%bBJ1*n2go!ngi#691-BQ8t`0szAD0+ivy z`2%wnGwM@OgeM^-w_sh|K1gf|TpqzXJRAJ>1ziJ#x(9s!;6Yk()u%k)ZfJS1H(mN) zYjg8MF8mt7q7?ijtov^PVgtlO0UX&_O#X1~^F2OjO}%SD(+KQt6+Vac6_irx)Bk#So9q=JglJWIV%q-w=Ud&wwe#kk4*0X@%ztJ%ykN;NwnEgTj zS+9(q^RWa4P`z-yNp1b5yzV=Kyx~9llJd8~7MN@OB3gLwDZwsi zg5vSJ^2O5wP?g2){ap|kTUY>uc60*1`OpLhR{#@3~C3sdhmm1 z^VivjI{>Vw`Vo+)mGpy8j(WfYIWBwv7w9PePqO?K1(K(|_%AT}U*P>;!2J7PVBP%ng^{J00 zpK#KTNVmL)WEg={^OtIW|DDFc@q-Etyct^6Prw}K$2d3^@{{lIr!24UnHHCS%ulMl zU^xIbmT2z0j(qMz=!NgrGKC94^8f&9(-qTAL^Tzb~g8q zzU&#$kMTiBD3DOwZ62loQxH!!wJ%;6s~^KbaA?5SKJ+x;`(#uSQm5=GpQSmh8UE9O z6NtvI#UHrSUvZt^BDpPj$Qk@qzuE)8tcP!+rl7B7J6UrBogd^Ewg-TYZztSu4CbF* z#XnC#&Guh$TiM(|e$2lazpolEbjyC@90fKXRaV(^6Ybv=*v&w;_+(wb*_u1MtoXBi zn&VI~2d1arW+w8Xwz2$dn|(k+kG~R=P&J8NHB@JH^P#GX+fWZ_z|5n0v5zVP}@77wf0PXM(l|)_r!X{&1LvGcZ~F$FbD58(8cd30uK-PDn(sClaVeQ zA6-G%@#cJVGc<<6_Zxn?K8M0NjBMy`(Zof;>^DTASPKmk1KIW}xNamP!$mY?++lQSc_fX{|-uaz#nSgd3z zfEli9(?ATeD0gl>RpG=RpZ-6%p()nNT4X&YZ3CZD`W|Y)4#moGIH-R73{= z;-ZuigeJ4yOp-N8S&EmgDH=T@wmSju0valgHu!T)-80}`vD-Vawq^aqi+K{YMh}Jm z608vFE-3NwLI@tD^*d1Y3MAW9ST22+R3wwKEM-DPmAv^KzoS+Y-AI0K3roS^Hj3)> zRQkG(Vdmir0vGJbM-!&Q9I-78ro0C!F9phdJBX76>aUGUJ=fTiK8y>alk-IH67h1z zdqZuinqOW{?9I`&MSK2#FwW|3RlJ%m_-FbQ=a%xjh}5~`<(JL@ZMzO(-1F`+B^IIJcJB8|+la|JUKqr@oW)hT5#5aGs7VTq zHV1DO;RJ@6x^HE<&ncKnSQXt3ev;}aq(meA^${_lhFo4~9ELzO3~g42FA!2GGXAPQ z%E$Qi+#F8GqqCLnu4(s6S^K1Q3(Y4%D53AYbD_5HQ>eN|K^{56-s>l*%EXj!O69kU z`$gdyuzF-Pw2}?!RMAH%nr7fcQMWv)1#J6=SZvA-5}+?5ruVXR0AU5irp@-oy81LD z{Ydtn)l#pX0_|eRn!1)1ktM?MQ4Zy@WI{euHPj!d!GO?zpz+7m6HjQQX|t=7k3 zM4X@A;%a2_l|a<~;k*`?4({ii&OL|hfh5aV*A&YF4SbCJgQy;o8K(&BYmy#|Ym>nz zy?k1M5G*LJ7m^oROC|!P?tKDN0m1kKYPy#Gc93l11HD-~G}PP^j4~BCWFEJ&JT|0e z9={Mx>p`E=k6wt)BibzqTdR}yNWG3+zgA{g5R5Q80#UUe6M}B#M3X{ijZrjaNM|ew zmDIviIZf5a=vfzDt=5y{e`~kq%6|1iqblzTE+l0)=J%7z=7{s++$1x(-FM^#1cpXq z1P|YH*Em3Ew&+3=QZ#1`ua{IcYbHu{%z_eTzR#BC=yLi%R&i06^fDn%OTJTXaJ%GZ z0yz`{w@t@@+!;?W5B2$#nHV`kxY4t*c-G^O=IKZ|IO#_fI1Jk68Pb5eLA|YfDd@Ln zjO>?lTAF}bF5(71iLQH@7UkD}P#0i`vv4t(IBcEYBC)N6!CY5z@zgL~^|b)%_8wvO z&QfjMxd_$T)+Z~0iAgkH_!oZe^ZJggiKXG_8pwI6uZkn3E!V!1ZMce3Og}x~-P*R( zAz*uS|5YRu1eeU>9nDm=+{(6Ey?cozPO}k@r_a@O2u_yk-2B)rfqS9zv7V&2R{{ST zY?K%Ytdy-%{xov2&Wv}0@bqQG-ky%mQnyP4=>>WxA{+08Gir|{;BZ)4&89p#GC zOH*J)LI%WJz|G^cv}_qk=GHeL#&E(LJ~S$LFBmIK<`hw#SkQu#y(B9;=(wsy@lxwB z-%|2Gh`k)<#`4AKzHRK+?m*C3?H@+f`R&jurRH+b9P*L*m(}WSRRP4GL8Drn8ZKZJ zFz+UVOL`W;Ve07B7rOOE94vf1+ANN+Q-`Vec8FgSNuW!*V36MC5leI3lQn&=@wLmf zb6g--w!srZX?dZm+vuC~q3MN-0{x!MRQHfj)Zt4UfYhCjiii~IKUgSJJ}eNHunsM@ z)qllLr}OUD<}&}_uWvnt21Iq9Ntj}RA6bRWRslDw?3ziHG^YvElkMP(@moD!LVrP; zu72?^l8liag}uFj!rrfOw!c~?8$%&A5zTzu7TD-`W3mUEveurje6Y+JQ;jgwd zz+uZ2ggH8zAEMPzE$AG?U;zKnx|0`9^!f+3IOWXt;GtC zoL%xI*8E%Q8he(B$v;;(Aj(nM0i&f|xzDkgCuw!>- zdO3-88v+uDx*h^InG^4n#DjYYPIAO8SklTHpJ7?!T76OJq`fnolR6`TmLBHg*w->0 zj=_$AxIAfxlqOdJv{XXtNMq|zis7|iqf`fSuuRT*9l#C+7q)iU9J==I9rOxteW znz+0hF-JqIRP)!xZ2lJFxd&F9Z=-}xoC&KcEpJM+%X=-q{V4Rmrh2_|DgE>H_}iS- z3CH>3O;{ZpH%sr4GEF9dLQ0k+Fj90uS7Px(PsQ^sOo;T03XveLHObJT+dR(pRL=~? z?E+e<#{9ZuSoctGC8JLVVggyEA&%*QgZx6*PlY zZXC;W6fXT(w2J{(#4Y@`LodIB^Su}C3B@ZIa+$7I&e`w=8D!7&8BMoyC#Ymwy|H*m zM4jHggQ@n)l83-bX3LUnckFDSg3NCZXEC|M^3si)YbZDbP z^_*4r#`@#QqnoGL<{1ZXs1*ULQdS1=m7$Ev1oy89E3X_WTLf8|?VwOLSFTwBu6hN4 zir=y&bMD+D5sVL`jD$5{jQOG`rpLR_*0ZgVXf_>?QXTcG2dMzvVp0ZTrT&wqXJC+< zsd?KU3y$u|+=@U04%5~_cR_^>oYtn*@kwQ47@~1d+-8v;%ohSwL0Kku^FdV}@B*C$ zM$XZq28IGVN0$eCn*%t&QhW2KRqTKb8a0u9hO!Q2xeRez7nZU3G%yuij=OfS6_d6q z&P!k5=nZz!g}^LX+b>9B=iL?7?E2&?`!Q-wUplbD2~-`ad@ znxzl?9(27%VJ%Up2zog!2wL?El8s`r_Zt@mGpJlHbyo#vw0^JLGEqINUyK@ooh*Ld zK^rJW20(b;%=QBHJOvfPw3uZiiU@m|$TB+-e3ee47!G?U8OLcg64Oqx8~ufJkA??b zD)oVIN|y5GX?FN~nK~$Egr*3-QMXra&xhrm>$PiNNO5`8JaIiN8gW|-6Scjye(GhTT&6>}4H80WcedMn3>#Ds4 zZ-kiSWX8kUXnV=O&H0#%cytNjf%$c-7?HiWSzDI=`XbVyRqC*&@|sDz~P#_>(Pw5D?D z$tgD22`-Zn{h_D4iXX(#AX}zr0R#aYst28hTGh*k03mN0lqs=$HW=PFC~JfOE=vm{ z*qmFX9AFw{-Zsye`hgE#pR14vP}|T@E5^*8YmNa^i;T{NHQ#gFtn~*MSBW&EBn+br zk~7>OAl45>W2glMi4bJu@G2*`%n8zdE^x5DzONG*Z-w&Go~@DPGhpm7ipjV%wJ6t%wkey;W-N2imskuGnLvh62hTYc^i5KX zykK5qOHvi#1ISSN;G8 zciQW7`cSyZH5%o!a~1EM9fe^ZEOJVG4|wJ8*Nu%|;o((59J0dekTKas@Nqi&qNq(7 zqCt~w+w{frCy-nXe_>qJW|mK;l5DXg(|||N_7tQJ5f#CO8X3ZnB~Yao7A{0yG(i@~ zN>N8(dz2}G;o|88QNDDt1}JCTS%__Zpr1Ki&GKCsFV_m zPRJIRSBA=L86}yht2{jx?;z8$^moSIk{oi+C|$W_5+F#b`JBca%5;+^%)}GvH3}j1 z+Tv1Ne?Ei`SH|&ODm^0CbTI7}Puf_241|@3uoq1{!+0>D{RQ(rJD!Hl>EKV%PvF|)#N-^dQc~WqFm`=*iz6hNgCv8Ocpqw5XOz~PWu|%n~urKT{g)3ExeP0Io8>4qN_8g6Gqokx}=AvoVwJ!Qd#BN={3*n>Pe*(UYfFO_4cdnHMedW z9ngLhtkf2jA?=|gP>CycuCaAiF^bY{a6GXwPo94t9IAR8 zpBu_0<`JFmeT8D^syx&pi&}hH=FQYaRomZv&G4MLRSEBKr_!s=1OUJlgUU_!^JU+;%QE zYoRH9L)ytn)ymks40f$yNjQVRdURB5&*;&})BPA>uSFZvgGC9o4#{zmt3PDnTx=D646cQFzZld!xy6MtLFJ7fSArYGIS1^IzO0`+E@uz4cgYbHkmft-*jS zV;?dRvKai3U1sd60?_q>_xf_T6u5)7q7(ETLVAKGr{_YFp39lY4`%t=F{kIikH~U# z?3Z}t<3%vvp*Obc2+#$#Lb?3tUB-MAb*^WL|ByOL3G5azHLe}PA}7Yj!(?a^0({?S zdcgY=ayu-dA3&LAjtameA~9b9f=*t{HRd}0OqHRiIF_!!eId>u9KbcTceD7iVoI}b*s0qrxa_%(>zpZtl*-zO9XC=}wZYfFN#c1Q0j*%rjy?|bN zM$h%`7rv`J!I;eF6tyiT_oIk8s%&GF@s=t6u(lwasB}VQtW}aK$)ZrU28sWOXwvkNbCTEbVh0=engT81h_kwkX~?xVPojm4eNT#R^^CgJ*`{#W7AdY z4@ThJRI*lZZ~G1Vq*<)o1A*mhxk&O~7Ie|>cSgLes6@IPsgA@R)54Ocq{y_>15P!E zm(&EFmXsZi>(C_PV4Jq>lXjJh^e7Ln)(i6hw!J>w5cJMMuRihE@E_3%{KD;6CMj{R zJ@c0rEWbmC&i7*j)k_r&HXD5)NS%_3!w9h+u81=rn97CsiGr`s%9WO59NhL*H7$k2 zZUk-Ii_penju2?{jxGPePdzS`(PO?+1l*KRu$ebIT3|(^puw;dphIFDNRX}fMCn~J zlxAyRbfw_?*Eg^^_#a^@-CKlBRlMD29T;cpE#7BUt@1&+GOPHQc+)yn}uJ9Mc3 z+~ERMyrH_S-MSc&RYcXD^1>r27%(~h84SjcZ7Zd3Cm^RZFF49iU|S0L{?WHi{XNk! zfP0Ts7{G_ja4oWVfWsKVFKn#QeB^Vf*f=2Zg(g_A@-FMVxh+{)g$vE@du6_{(^AHy zoAx7;<|b^}$bS|+&;?CaL*=z~=6zS+CT)W0_J8J4POp?V4W*8tJo?f1o8)HqhOU=4H^WY*0pG;kMj ziQYm#qIMUyz+3-x+Oj##T1#SiQ*+>Ykp5WEb$bB?q}}qL7w&_I!YwKrivrz8hX$s1 z-S|qKL8yoLXnYxrFa*6$S@LTWUJB%j?yFcuwgGc_InIMeA}oErrNRiM#1CXRodA}r z=3{KGQ)POGz?GImv$+hvuzYR0;oVgc>DFjqcXjb_8DLA+Cl1q+PNizq(!J#Kp@;=y z4rTI$j^~*yP$$FJx{UonPPNA=XF*P@L~#G4Do?#72S{qf(9w|&BD#Kb8_Q{tFPpT= zH}q;$)=;xnJAf%HxY-VHuE$<{9k$i$9z2laChFU0IIs0m&d{ZRp`QXTDM62Dv$b07 zfg%|v!7ff$`vRTw+~!Pb##pZGg1-*MbA$3Ad4q77lIU^O%Mk7cWw6#FZc+*?5JD9a*2VUsHhQZFJRund)*?(8C=DSEYvX^BNF3_ z!O&XUyOVd(a`>yhbl3mFicgQWp1;$xJrdno6Y{iW;OHYlYVAqlo`Vbo5BYhKO3q>w z#D_7kg6scvkFd(5x;J3i){#-|a?qSnF6wO?%7kx58qSmAh`%zi;F7`784_TF0OC zrL#FEp^(uw(JDIM`ce$InR*jSdLcX0+j-yk)B#4=1ipw4)XGD)=g)bmo#7b|V5^wQ zaeV9HT6@%1%7Dm+rgU4_Lwn_h{`X2{N$N=1UuuY)`rIhknpEY&ywD+qo-L9t(v2&= zJB_Q!wXP(x$`}h9ES6~HnCp^tqx(41(~x&PTb~I!819tr(Zrl*l?*6~=5GV;i?I2b zBU?FRfq(wQxR}&UE?|6_74o(Ya~xmbnRY8S&z&S z*O!EWb#WglmYBH4e$I$W0`3t#<+#r5<5qeSv==@WZd0+gL}9zda%_eZslVwX1v zyi!LtrmFv-BMyIjzvE5M)&*yH=K33-3i_Qfdmk>X7Ccjm^n|&tPYf<$lW@0hPgrkq z-$zD)+uPRtUfvrHoOl0vZ1c!kA-RBLQ$MMwD10P!{7ECw5Fe;_SDqo@(Q3yPIRvw) zrzWRJsATE&wPnusT93G|NlIzUh&LiOb)Ts`uqq?ix0J`TrnB}qtTnj*ARePSgbBgR z^&Yj#c+q}L43MgF+n?sBw+p1hll7aLan;PCd!os&y&h;ak;<{wG1wLn3L7a= z?dF)dFb3s-ed%+}d+)R$ftR>?pEI80K{2NymG|N(A6#Q4qP`zt74t_@iYB%7g${Se zD9dq1nGX4AEP*UM&LUfS2sdzM`AUGQYY%c?$QeK=hEFE(?*Y4voR6ocp(eBpp()3q zKK)?iDPs|C3^T9~2D)-!SL}mPzWnGtkj;-vJBME|&rPO37h(xafw_~AXxYydP4GZc z}o=8G^=a6L9-CDYth3y47GPxBELIc6?TqzRSCHd!`WUyB$~2Kbq|&I z)^=IVO#5cNU@j1YG^DHL?d#Ux#wkTHsUWZIzW;7kadfiok(+K9dv*8@Y3(myct6D( zK3M7zuoY*lo7Np%)O{4rbJq4_M2y!H&5j(|PkP@WnmBZ>wxpgPu#XNXZ;4aHd_+J0-T+!vVg7evVlE0#(#yQDP z+w7(;FnvkYGM?~pM|xZtCNhTH()7{S5)@&wPDG%l*vfjK)j||L*C+dQpm781ZfW?} z-|~e&25ftS^fpzth@c}^Au9{Q;jc>OvoDjj$Xf9(CG|^*f~@Vl3~pYdsiG>yx6cjIjIuNbCX|)v}rsO9&Yz*4n{DD zuVKnkXN|Leb8qu`CK{_aQMEp|}^Y~8O78xY(cK`Mbl7p=;V01JAWlBvk%DXo$&_f$m^@Sj*u_6v=E=W; z{;{3DkH&r1Pep^m$irkjItlu#KF>I>y4?#j*a+AD*SzS5emP7Y@Ma#?!6 z=8#XK_c=|4oqQ74%W>7@ru$}^JO`DDO%mcn(i?ALXa|gMhQHToaBll${R@6{w6Z)+ zL;L(3vC*Sz!lOHv6UMQJ9COnT9^dzrh!oeXFrkqsp|xr+LqSH>ix-pHhbWTEe+(}h z!7`D~J2G!?GjN<&sCXM2V!!N}V}fdOzW@e{(F-j3JrQZ*ypJ(dO+}r909DhLgHZE@Q*Bh6z9CzemmILc)&x0%@(6k^cv0yWaKu(H@rMXbms%^pPEa)S|*s|@Jsw*}Hj+2ABwcN_NX0EBd`ngN=d3B#dj?jIH(GcDv(&TyRz5Zb4zpru5F`E_epte@ z(i%yyF3m4<#OK;mfJGestaUd~RH?lv-ji$LgIoALgeNur(FCUCr4eBZjnC+QJs}S*OxLca$4B5?`4I_1GxwX&fzk z>tchrM8#S%ZIK5|I%~Y*x$^zhAKP`mcLhwi)O*g)=!98e!{D#`>Qn7;=N0qH%{dt; z?&>9`y~r(GJG>9Ylx*S{euo|ZXz19MlynusFA1}4$lP<)UyfF+HMU2z5)8qT{9N{8 z70Jb*DL_CM)xx5}IxOCyUFvcJzYar4VP8R7SE+=*9mraC%45Jt=p1wIg~RW+*m=Nl+(kOQN90I|HF4(n}LI=lD1 z>8rkQin$V1Le=S!bmZnxAC6gz{(LX?%1@S1eJ547bSBlvNduJ}vW-1K-8M3of0@TW zMj^SWw@6+Oig2Li9}TU3BKd6Nc1NoEh*AokuMZ}6mOyx~*e;DjkwJo+_3Lc4qf-+} z5%3-ZYcc~OcFp9KkIV)SvWOF0$%AjW6gC^yYt~66lW0*1n;>@;3Rk0S2W1{&ua6XS zCflA(8iKn&PsCpnvx}Mp0k8bM)-GD5#0%U?mou>Ex;ipnj4da=uzXp6j@(#3c?9&N zcM}K*;uc-IR03Of%K#*0(V3Q1t$p``%3~5dvrduS8N2m;V-(bEH*wvk#v^OIiN2@G z{>BUUaLI`IiUf!&W2g&^al-MJ!smCov+&s@2W3(o;)ZKd?~NY0DZC;^;Uv9UVw-B5 zWT70m{_5w@D(G(}IqIqrD@$rZPKMDttVcHo%S2U`v zrL*i;z7l0#(B~om{GgX!q((v>7327-b}<~TGGH~Oe?+8+9uF4Rf}EU?9_0_E*};10 z0o~N;f_gQ?r+OaQ)$AzS)ja)1rd@xK4C$15o)n69OYCk*P8(kv$kEtgx=pzrR@-+n z%coZ+w(3dgWuRjY*6u4~eLr5g5)}Gorty{wh>Spjva>590D`#jqs-v=2@wa>tHNJ*tabW8KyG^M604tvU9$Fo?rHN}yWG#j3*^;v+ z?98*OTxrjAs;z?P=p$=-Zx=rBzB_P#%Wjipq@$nWyaQ85l#wn;iBtqkCu*G6*?C00)EIL%!fKuA91Im*6h>g= z6a}UZp(_hus3uM3-xGy9I+(`viV^zLJi z4gPrtJcxvIS@tgc*i+}+<&#-@q(=9 zc3i*yRQJ5Q_l$o_OLYchU-!whdQT>^gY7t!!wK`=M=s~xNxxAbt=8g0l+9N4?~gAn zi|gBjN&oth3CyBoO$0OqUB+Mdt8c{`-%%&sz@29|1&+)YX3xr{ zQ>E5YdH=MTkN!R#<{otDt4!4mGhrSkL*%$%r2^6N-ONc#v6+7->11O0uZrbrJ31k{ zkW`2=x=6A7R1wdWa`8?1YkpxJBf1&!T_yF+>K;LD9oRN{)pHeOIHmQs|{6b)2D2$>qzPO9ZaJ~QQV4Sya5OE%*X6Jpl4 zw$z#K$@(Xm%8~*0!#)D5S?Y%pJ-g<8Z!Ww&LWrUN_z8x!{Yv|~C_(hW3`5IDHyJRx zrlTOA)yZsGj-eSTq!&!Y@DLmyXsFlLo;76{YP$9Ot^Rs?AMsOj(GXOr{b_A7C|E;E85@j zT(FI)qvTB@|dbDNG?iu#(a1J3&R-^LQQo}Nn{=|_67)Q;+W-q56OwK zd6Yr&r?F?e%~(FB`=aiZHcy_mNQbSZ*X~?Du$8$+p09FY%s*03t{!4q7-ajq9z-Nt zzVp)sf{nsEiKj|@VJaay&TD?*tvq6GL?G`Z-qY8O0`9I|5v%(}2ZG(o?E zr`aRocdvTq3t<7^RYE%T)&+vzqhc%b&5Gn8V;^PS2bF^nQ)=5-@NZMAvpO0H(he9EW0`tl2FdBQ|*qD z4n9@SO@}xc=R$>A6<#xqk81f&DU49(Wf+yXz9$0z#-EY^!0##46;ZrSP(E6W7{nra zJNuN_E|SaKHudBmf(0hBU@@Q$W)ApCOLPv^_gOY8BDAuh4v0Z3X;Rw&$b~~`!UzxH zzC{TYfU*zO6y_Qx{Ws8;$e9jh3y~X!?Fh&?3W(;cVChMx=>mMOW52j;jrXW8jVCaJ zdOe(U29n3+srBNPrN|q_SdpW5DpMPcw{+Jw=~dnzsh{a2 zq^Dhade-|Ueul5^{-?S)CreLINfHt1kfUOz`$*H9iQvxBV}0~Z{I}SnRCKW?%~XbT z$VZao>fWypG3jLMOlTPyM}eFOgizDMF+rt2oMZPj7S}g!K&bh`6u0uiWS@O6yooKA zi#fm3^Y^%OIoA4wD;Ppz_A4tVKoB4U8r<=^%03JQVHARxi^R$hJ)*}hjP zP@=vSzu}!=oaJNga$)5!+NM0E)>0qhM1a_KL!!Oek!>hw0j7vH@g}^nSv2zoLej8L z!e*wvev}&>2R>(W3R9D*VQ_qu;?;*hH@$_tL{g0{U95&oeqP1kI%Ch`;-l#r7D;hb4Syv%@?&5@Sb>y-h zZQ2T34s9_Zw5D3USGv4HTmcmoEHGbJGF50fuY^Vo2R{BRI(~Ltg9d#Dkv8pO^G8}E zq0T49H}8M#Q!eubS2J$&t6SrIKvmh#s9(AvGD4hHf`aWqi2z{+)O(cf4ZaRvm9ELP zdP_`a(R7*7xxe6b6&PivxQPChIv&C;hmu8Ff0X{wH@{uXx;n|1OVH>xO65k1GW5uB ze30UgYkz+zK!J4-lPW0DR~pNwb9Hv=X7oqY-2d&DUcpT97vkvh4X|IB4{;%6)-!nD zfj8s`b!B1yxMX9uZkJIf4G&?Y{eBOU6-Ela7T{P>>&A;zX#Q3 z*`JNWSF^tf2J!cq7{mGAI4;}#T#SD(S$iypKdXxN!jS?S9o(|bPW}N0fnBP8!2xvD zPzX(#w|PoSPqA`{Y%|q6GV$+^(}i)gHw%h!CZzleG}QzJHjgWH*e(9nl>M&wUDap` zYi4iF`POLF|QaF+uiMp`uu{EEbySTbmGY_zx2%qz(ZsFpz?yjh9 zUlm#bNZ9KA$1?C%l)dmImqsy)2ee3`?}VbvE$Unptb27dTKH717pV^*tQl9=S2vG-;;2e!6rd01}9x#T#lZ(3@3YAR87yw71^KPGL8qZ?}0BvnVM zMnIbRxqx_6$-Sa_nXZd_{)L5Q;Qkos6ab>7u_KNqXW@Rs?wZK6kBVcp6>2S z(oTIs3>>b#d6<~`;zDtH=f64fA}()`-?#nJfU{EJ?en}P+(fuBPPwq zhI7WLe_G`-4Px=-@3X#;!gl?=Vni+}j>C#Q%ZxTIu&oV;n@?RazZoItj4?*G;}KmF z0mgfFSvSFw_XkhRLRj7toe0>Qe5}r&n3mw}X?6qG<-X!StV@l6Qt34h@rdB_?eMO3 zjU`Ew9D=B^pRRNwb6qzmR1U{GW1<~hCElK9ly$}`D-qe~InkO0KxlS;%YWc~K&CX$#Ox$Z=q{oCRk)(d3O2PH$g_G6 z*pEnXIv%Vl+V_PZ&brMq)t`~~j1!vYF1_u`MIAo{BDZ}#J<_tcg%17W5_d~%K3>Ev@;?AcK(@boTf?+T3jQDi=WtU-`T#XAR0^K6x~U()^?dD>JiZRi zPpD3M>o|17Eg%}at*$!Rm3E* z22~;9(q1{n?U9@wHFF9FBql_;w$*`I?6U1!&7LseEDd5loTc4pM>SXC1D#n2mK<`2 zNiwY4ds#7>Ekewyo8C?jenV`y|D}+jaxU!^`$$9n-Mhx|&keo%?y$ zX@7a%*ZN-K8`A!p(y;`TQfBaHiU59uptp_`6CCGBf1Pq~4HJYGlq}mmOKR76rb(-C z@Xa& zeGiLmRIeXOon3QJF^J;}>(G5Cog<@vKIktZ*nikGW=?T?jAEuSN~ck)MhTV$)o z3*IWU(53${Q?}+C3-k`O!rpUCse!LW%8)zaw%KzR8yI+9vK*Xg4fqn(Q;+6%KT2`` zC@^)rytVK{T|`5;{yk4QEN#C0OR;Z(u38aWExfknHxZ#KcS~odvw1%WFFi3AA0=gQ zx}9|M&stdlLjGo#upY>3X;d4mGl_))sAXY4MqU+2%~dG)x%6yGT$RDP-4hn99C7;X z>`0^vdensJTc>dzo~?sQ&=M+s9m-1Pe<&8`y>abGscI)x9cU1)D0~aU6{vI2R=9r$ zz1kNxA_}eV&Z?mM~C;ep5)= zoJ$#n@01KH)m&AtJ%1>p>GxWSiR{|~t6mi~Vn?qXsbPQ3(csVBp~JZ24vsXqS%OHH%}nK~Z~c8(m%`1O4i zHEx`JUCB*$j|9_&AW8OY zb%#4+68%{h_0(c=I|+g~$4sAojMiT;*6vjbi+)^5l8z4b4RIJ# z6fS6sRb#1YE8;A7k0QR!m!0y1@bA1{v*-mVran~$(hJ?{HpJK+3fmhlgv`zjs!?~r ze4|2ka0`VA;?WKBlq22-3=#Vz~!@|0q}4krUKDgv6!%&BV811@nOl7Xaeq65f#4S zt}Bf2=7&}T3~oZBB6pX`?K~36E;d@%P2LyY1(P?7a+qbuYlEz`5gE-%`~J0)0W_kv z%agAY=~WgSFjNVsFXbed#X*77ecj20c9UCF#Je0HZA|20aP_&X@&``e5bsw2&K zuHiGg?=opSm6Jq$vkao?*}YRny3ToLvPk3mkK@L2zbEK}>67HMg`P?At}tH50<&9< zI>H&qB)DWcz93AkohxH{bt;`(^2@01j|Y1|&Lek)XC~hqCGxyMz(<8p4wEQ!p!f8G z2m0pwO>;a}?UP}e6Mi*QZ>!Ia<0~>WKD_IccJ)~rRV$6f+C&7clkTcD;MyjgwEpmNrE^$iL_A>wDWFK{@X{BbDrX?T!>H;&@-smer>Yrn5_4A}L zaVSGHvpoB+*MIsOPyb?X8lERzF_po*Vl^&^&i#_viU@#9%e7)|TCtX)&G&zNv((@! zU!WE=`W0y(jm?9K|KkZ+{inyMR@6lSo^W{7ljHL{QuWtkVHjvvjl$Da_g1zlX*o}N zC#>c(1hMKG`@#HSYsl1VpVvLgE>7IHbv?4yKb$!&MuZSh*Ju{&er45sdAL$HtW@%x(3i02uOYJ~$FZDbQi|(6%5{<}ivQl@PX&Mt|GM1JF_y|Kb4VbaFV6qBk#< zF=85EWc`0^oKuf541lZ0wr$(CZQHhO+qP}nw)u{2duG3zJr^hY51KS-+T=-R>TjB4 zRa!&FW)iSIo@>BW0e2mHS}6FgE&2{HU)|N%GqEsQuIhC=IqIemNx)!Zk>dfs#F;&k z#gg>lBMt9$wS(v2nAvGTrDdUjt(Ca+E9*}`OcaoS60n<0)|L#*I)T(` zfAcquW_Vm*xI0w42#ZI!dB8CjzQ9QZ5tP7gs>d=dlGWvTLi|9F` zOyv26gMKJQ=!HE0vS71Q3YlgLI%vuQSdf}SFi7?^(3ZTj++(!u|E?(9Y@h?Y~nULBTu4IG(5fnL_9!pW|Ve^ydyroGQn0=vyH1bu?70mxN@o*@s5$&Cn2 z3qZ;$n8ghJ>ew+BIYoVI3W<_?T1%V$x1XT=Q2!40-1J0xobrJ2v-d0^eNmX}wP_@G z)!+VJiMX01_EeH8lZL|40|b}Ndej`W5xLA`Y#2K?K}?$CZ*+q}rquFiyU?9d1TmG? z3d=q>MoAL#PamX3`;uw?L845icU&;`1F6JuMXho|tIR`x;K#dsfGcLHlD&nu%CUFa z@|kq3WKGPxGm}dS-)Ud4-0-3qL;;V5jYpAlcpCDand{}2Mw z&IY`@_r(od!i{@~5Ix;kKV;ocOxAXWba1mM;jzUyPH)Qiqt#zqMuBnY(8tp^GBZD= zM_;uiq8W)+9Hs!us4PYaI;hC*jZQ?;g2*s}p%x+#VPTU(XiP7a(&O`}0I5bIQKK2L zdcL4T)=bD7>e5a|&egl)JGw6ep|Xd4=^f*oOMj)bZ}6cR_omKJH$oR-*Vm{KmyXN& zJ(J^vZ|_w=vqM$sS4c1V$ijfPy=doIK)q$YI*qEc>8=A*i*fh$MN$wZCez|)u5%p^ zM#fTIhT%dbj|paJ>LL<@It$sA3#T3u*ZkofX$GMgk2~&V!h5VGtNaGH06l0E3GO1B zc$R5;FC#|DO@y`g{#`>VV!E*$@WVs+E;L|X-~}f#dgvnfiCY=!C5#`u_<&vlrV+nO zArmmRV#1)!xw;1de3~Rhv}clt%EVss#VUyq^EV}(nM1f(K~8YLU>muE>g%hg<2WqF zNs1q*CFiIPE}o1kMSVt1=ev&_3X8tryx{LwzPf*9#Gtor8|K2kdx1;MRXPy$%YflJ zP!7CzOPs>-!x0BxlCQtJ2*T!3wy-EU-BzrT#xPQ!TptWxSgm;JrCYZHLCBA>YaA0i zg8xH|q@eP%eL0?i4d)(x0b_~--CXuk4!tyO56a6_^VxxtEov`BElMvegEZT!)dh5m zBkGEftJ`W7tR1xo`hl2=Myxuq>MT5;?T8Un<(;n>^0@Z)4eq@9(wlSmJ8>qCT?(Gi z9h6@C!)W$G;SL1d{ubf)M&V(JICB28{(N?zdY9G=wrn;I!*|nun33w|i{Y5gI9{Py zpJ}r-SO-!(Ok-`<;|L2^BIOn>5D3Unm3U39*{TLw>N7G4@(tQpzU?&xzUtg z9>pDF^7YFy+ovHpg%FB(D1$B;PcTNDHE}fi*@OcZemR5=&jSbrgn>*g%NBqFiGTcqhhPR88%j*^4NlE=&z%LlAL58Pt z#&>Aca-H%bc*Lc2B?$d_}Yr>x@}4p zeZo_N&YlT$@>T54QjPu#-SGg!DBAeg$XS}t5g5B}#gA~|0~gcseCi~hdLB`)``2*U z2|}^_<&zmxLEvee#hF+xA80_o+6YkoP09R1-bb?dpb5Z@HyIE0=ai?+YV846;b?{# zqe(A5E-(;BT7*hS>10j9;)!OciyTf+3V0<*ETq+uF}Vsy+`nc36Yp^T6K99aT(kCms}Nu}3)vQ$n< zpeSp*h0FZ4w&OI2%e|2n7dBo%;Q+#b)f}- zZbzW(!Kq4TVHU;iuKV$ktQ#+_%G=(zA&irDkit@#`SoOimZn-PM(|qmUl$e7at1-D zS!Mpgie4a1b;Y&OB^dWNyG=qS9a!gHaSZBHX+OBCAay`NzTZ;-B5@9Ls zuB^S8<0KjYXix?uRNRbdGkr~++S7-ddM3cHcEFzzSuYjLS&fCN57KsW76jSU8XTer z63HQ&DNjwgg*ExW+tI}c`qg~BGC6^_SGVFH25vu!FEG=Ph@l`rBhoqI5L9uO(miU; zLWMOKOPo~mkh2Nfocv{z9@&qxx7NUcRF+Jvr-y!qtbg1pnm>J3dZ1502Rg-g`D|uT z#Sb4!Lpn7n++-wy*mHBOG-0`rp9~E>)O8p^L_knFu1v7%yV7CIFgw)#kx<(yG{wnq ziWNG;Hi6*nh{flZnEe4pWC8;EZ%JquqzZkG6sx>_SI@%M>u?GU~2i_(sCrH7c^5#CYamm)|L5Tqb?`b`^+hf&aYvyNtLs5qSG! zDBfwdCJySkSLwiDjElczjmC#;Vhjv z?--;XQz)nOBh}#17Zxwd#rXxQCK_^28j{l95Ex{BvotBb#V+V8bY6^LkYXIIEXP~M!Ey~Q=+g)2b z@CyU1syblKCX7LK#~Kij79Ze!bcL1<+ytFzgX`7)6boc2YEtG(>ATWp`CJga>FXQ( z9^&CROjlEn!@&f8x%&c}QuFR3TuD4<&Y=U}hBcD)AcdHX?s#L)21V@cg9s3el6A7qd)G{;^QY zybuKas|9coG*dR*M%kBRJ1QiXd0NZ$5MNuRG<~VC^I+AQ(iF|h z`08Gk@O0f5&7b;~5k#7)^GleXx{_*ja}KX;8O)rjG5UTDPt;tx8Q^Fj)4UtNuSk2V z5(Q&Wp>jy>C4fCIy%P3if5BzN$z&ecy08WI-5A#VNNaVKX@%1;wXdOvdZcO;Bc3HD zeXp`{?rT{1+taE~e1Xlf(HKWJZ8l(_ik4b_jew$WSUM3hvE zk#Elwkx@^zLHB-fI$sScvA>fy3kD%~qjoc68*Nf0PwcsbZ>lIR^>~&3kY7aVI&AR} zDS_+O6fikKIMb=?RwtsDRr)dgAstsl{y~d9LJ?DR8Ih#c^{wkE3Q30; z0VUIpoeKgyqFxTE8q!Ff5S6SvD1?D+=|78?FKTt!8-3i#$cm-pMq*4X#6`m_GsDS< zKh|O*b`ENE3vM;rVbIti+u5m%^O5el#^N^HRQ+&V$aBmtiY7#G#y%7jxpd9cVzz{n z9YFsO2%>T5YIRfkOY0|P3RLq|##+ud2H5lD&T?FGY73Jo!`u!*1aq-rCcSo9c;urq zEi8J)n=l6ZZH~7n&JOeUya}J1M3oMHBbIhoh0~JzsBqykb4zA^_D_RdNp)1;Rt2qi z;m9G#4{D6rOrEp-5F7*<>19Bn{cLp(U(j`|2WnbI3pkp~eA0Op6MdxrYlRBN<8c`4 zG8gl+R~;)-vp*$~sc~$PmTM9d1Wq$T*$I{jgT$V+YgAz<=**i;QEkuKBX4dFBLqJ` zGR!M}$!6U}T~@8y8jfM?SXH*Yy50+OdY)dt@mw+8+>a_NNp&!uQTI4^gqZpifABg7 z2|GhV{a`dYL9-O$-~5`}YEBFn?r&`xjKhcxSb;|7ljvd97j`a0JPC8d`K04C_?R8G zFG5%+@%SaZxlkyb6q;b~<2ZkWyQn&k4bD*#{DCkosY8_2@gyGrT?g-)=jb0c}~ zfoPZ9)Ad-j*4CttmM`-|6YRDawAXM51 zffbTf$m2FFf~l5fb2TQ-g2^g(uo+l=Uh3=2tzCb%y2Ql#5;xG9r=svy9w%RE0cdOy z7KfIBF^pX#XEUQT@PZT#nE=d|kL`II%J0}MuRh8%)f!Rl=K-EK-9?t0kCcvBp^&a< zQ5qI*wgpBkLQ(Wcn4A5AH3b{}91}@^q9glulhR2c`*rP8mA(MO@jG-pkE5NZ7yh9s zV4T+3V3C0eq_}xDB`^Xnn4UeM4wKrA$9k^KS=8z6yJn9L42MD@%ZQ&r>D}DCMnn#B z#};}44zp>TrhATM)-Nbh#>KyJxabjNi(gy(9Z1vG0KR&cB0atTY~84CHG6NQlI?1w-GL}9Y*{R`CG%W1loXF63akk zcM>_tz2v`USrPsBcDX~%z#+L9w*E4I7h4;8eu{Qasr-{Nsvsr=gXBw2NL+1c*>`Kd zt&?E?*Af~+NMGmGPidOgI||Xib0neVtu?x3YP-4MmJ@7=M~J}}WGOir@BSN>GCSaQ z-eqsOboZjruY5Mk*{eHKA^_^Qf%}d=EF*XYm+=t4T84!40P`9C+F@uRz-2-+K8kbV zTL|adLOYSxVJxn}B704dpn2)T{Lh7fm*d1m{k4Wk^RPY-pu3=4iX4o_O5L&%HkB|X zOnJN_Sm(kq75kKx;SE>D<>VvT&*TZ4+sTZ3gh`6RA6S@eFcODN9mekbZNTI5L$SKI zWeyar6nUVxQ9stiVcx<$ND2Jplok^IthMkbE1MrjMnyUT7~D-%&CT^pmg+a656ZI$ zZsY3NUWU{uEei+?3nEy@_R%R5UCjK_WWRF7+NeLw)zA^d2X}po(25NM)f_48+C46M zc`BLs=U<0QyCO&hPTVp%*$5tA!+*Q^T4W=^Jg0>G?C2N=KAk(^;(|R8W^tTY|7@z* zXjTFSl==r+;QOcC;x|`UW$<0{nMM!z{KMNjjh9#Z!`8+70y(2?1R>q6Uo8!XYMqmL z_B*!##17p5UBjmj!pMR~Sc2Bc>Q3O`(E15L)t2?x1Q?PF$*RewYy<=o?Gaj-uEfFi z`HrMXtk{zaHdo>%Fg?m`yoK^bZ4~qjVwIr!`wSu`Zf;?W5pHOv@H#-j*%`U=rO)9& zqtcokNF0ntaOD-Map9vmK}i~0vL}j~k3y8(+C%BS_*@?-wlu7r&H(pVP#5nbG9pqhW7_xdydxeY{Le71HM0om2tzUzYHn@FTz;Q9fqU zE$v1hbJ`@pW~>ZM-i;@B8W{U$Di1iM9r$`2zM|N}XXtrCs=4VJd;3&_r~BBn9HZNn zA;-~5(oW~lcC9VXEqzOqE|SDzQFzyNaBfzh}yV7oDaVM)|4(^V8LVWV`EeREl$F9p`Edi{rjpTrGU+Xs*tSoI@ z>;6%eZ?;p_c~Usi`N3xf)11_6M`ah5zJ=c~Z{W`=s3T?5mpskf-bv)F$m!wf?rray z#jrM^h)=+RRzN|D5OIIACZQb+gwc;3_-kw0Jsd^&{?G|L#_|q{R`=lg1bl|7agaM( zlyI$mkp)}%}K<1EsKSO^8nHZi&a#@9Kn1C@nEd> z{jmenW`r65>aP9Q)E|rWS+ab@7cmupP{jijo{%;k@-MEqL}7T`sU<%;)Zo6wy(57F zrvD#Ntz@GC(Y}=%mf4^E-|)A&W0rzGBp>v7DpfH}DgQ!De{6XFM}D?hUCWFR><5C%CXPHBB)H+|uT`$I^Ob*`sSkZNymrP_iYfbn4m zEbS&I5DT0{Ht+kQzAHjTN2b*Y%z<(o4+3|r<`*_=UI(8Nv5+fc+UrSUAUHNyzx_eW5HHnj)6wp=cW|hEmx5Zeem-Ojb`skc z1H$9KX<;YPz`vSd;nNXe>qGm#08?OoEmne29H915>b!qENlxD*?Y zBksNODDgGsok3mwWr-t^G6R(Nj}9`IWsGo>H41|dMhD)uY{Aj_N%GO*L&roJrXZ%b z^K)ivG;NNl^goIO10JZK20-yqc(oAk?0I`<+J;|@e1LgDvQv*?3rau`_>NdjJ~{DD z$mq|DC>#=gws?|Cgl2xd&i1%W`!WkjcPHV7t$UjHr9ui-@3Td?@-@XJL}k;_cap2- z9q>wDN&|DV&Oor|TyTR1oKKk_l2t&%UALgsH*&iBQ4~<7Dr`{mSxf)aAN--hUnkoz zYWLXNS7JN^8QD6k?uJTAaY_%H3v3lJ6AE}>@jOLjB4B)dbol%suWl44JqhG}^&ktL za38;s30wPR|AP!|CWsNK!Ta6*K)wEkzY>|LX$y_Cb#oY95Z66JS#MPhW--p3HB~+R^IxY zNyTCg<+M>LgbXu1FhY^Y16N7bV&1FW2toIv!)>)9B{1p8{AbQnNS@s)0(mrj)AUnt z2z6uS3UhKqJem*8B6g-@3c;p+J7SW0i8cL)@$>ihVll+)$8VsWnn z=7mSYt|p{Hq~(bu_~XCw3zZ4_wnQQ66F_ShL?dPlvamwCUVF3(PQ&y%))lKQB12!UfN@LIszYs=JV) zv+zM0&8miC8_L(ncshc>qCeVavw>?yGavvunFS4m|0#S`O|8kRk& zPxP1rZcID4ww+5nO!Oh4eHxERxk7@}XArCBMrn2i zX!?85mPH2tl7+Ak@W7^VZK^U$(~kZlC}o&SqRJ-jud0 zW!JfNhOSMvReHiUj?=}t;W;@kg__)@qdJoK53SYU+YL=w;PLtflN&C?Ct5bxvB}l? zC%ZI_DH26D&}8nl;GFnC3}rkzdJSsCC$(gd6RgHqaYr?B`B0 zBsqTCM&!NR+G0`VTdyemsC#^U=90frhb)qhghx7BXm^mWFNtUpvh7S`m;S{@E25FN z<@Tta?Nacw-4YU_3$C76w5-&{K%5ZS$MN(%#kf}y&R2l|O83Ukg6vkKd={C2CF0`u znrh|DP+4aKyYrfxC9rp-zK5Ty2L_1$jLQuy_jwW1iZwlt{UM!(G-7)5+{-RBvYUA< z2fnF@@q~PZ{v%a76i!AlU0QYZU3!)CT{shkRP?zCTUGIxlAUeaBq*p?u7uqaejM~X zBGM=0BB-fQaPIga2rRN;2P4a)kwuB*#auvKB&+QvQ%jtHmUny^shn-l!7Y}AO;D0a zgT`{6G7MP2>62Xn*ug1uELWwnnD{3AVm6GwkHQuW3%K;tQ*fjo0CnvR5a!G;5PG~> zQG~SgRid9OPWKLwmH6E-ymJHWmkoh1k35+Q0?@VzM=!oVBj7 z9iBhGr7WgYtK;mr(JX9w7^KE=dxeu1c@dMYgLIp#IH;8fM--_8Yw|30fLn|=2GB>y zf|?E>P)$L-VeTlu78Oin_d~VD@b*O(|B5h^c~l?-TffEGLw`vU_eNom9)VbI$Rbm5-{HYGl*gg>xn9mik*=KSFswKf%$!s=Q(c9zKjkV ztegAqH}o*6J|K8(X2b8-RvXWfD0x8{PB8>Jt`KL8)rE0?5zW`BgJDp&KgGw`KMa~M zx5Q7=9!{Ls-FlAGhYEM*@*;=iz;@-9?mZ47QC<@1Ec(;k^#~&}rs4LuBRbXb*k~H- zZgBIqQbhNZFWCFd6O$3SNhTrraqyi}n1X;#UP=Y|M$suwOo>0D6nx8moMAC1o!pcn z9Bs0r#O?PlCCCDiWs%L?OwP2U6gIb97gk+q&b*XGQOq&ZzYQ0>)yUC$Xq{;(1!!g+ zg`<0_G`91+w^U~-;S?z+qBQyk6sGy#q_`wx!jucU z4+q;7&gq4rCO>Y@$JujiEqFQ4E^Vlwpuh=Y2RVlOtZ|Gd@N;O&2~Gvg?-*dXOG9 zyjmb`b9Q5_#IiT-nR4>3Bo(e4uGo+{YVW3!^G0>yLLWyB@Wpae_K1%V|2JF^ko$r| z$1q=qbE|^J){pDN@DeDD4w7Yl3r-U@Y;3 z^>9ySGqJWg1vWA?^e{|O5UK= z6`KHi7#&L%9KcOe{+NNKvGVKd^*qc2)tD#^sf||lf)O%g`+d>HH;&5+DI6tf+ zH>^kPg*2eVWM>(}ZH2CLv%2tP60_H!q9J!0rWqB}Q*$`+_kLU@KP>|2k%~WHCuox%bZ;&kl@>g*+i!wJE)=AKtjX^h>y`g5t7U3SqUb!+Pv9W{lz)LY#L! zQfwozSppW0hd&qV6$M)<_k^U92wEU}2r zaDP6eyIRu~u_FeA_nhcl84BJZg*A_sIdx7fI`cmUf))^nie(=Ks=SBw4yLq#dc`1P zR6Hcq5>u?UPZq(;ov!{dLvG`rReeUUaUQM*ntZtL!!B&DW}2uNQFAii$yqAln&__{ z`M4=kJvb60cvQq$97lo-3Vb=eQD{@-$7kzlo^-ZpqYTKwFHiqyhiw%uUJK_zE;DaI zt}bXAEPR_lR9{5vdO@i|2PEA;v#n4v!!)BLlo$ce8}CcFplCTrl=(>^Fu82BY>-7FU;hlY|R6|r?@ACsijAjsP3JJ)pR+b-H+f&{ap4e+<8!(XBkkza zA60s;-#OoVMB9pLla+(4DYvJ(=;CP3rE3T3kOD3 z17Z?gaR`{_TBZ7Sa)HR7I6;DA5%0I=70tt_GJH|F?$1m?Jy@fKzlF4t;6LAYWQdWj z9dM{V@%!E@Pqm@Cuz{r^bG1LtL)#ir_8Tg|jxT^V-lOIUAi{+G{yO;Xbfy%WOu#<@ z$Jk=1t`2P()o;UP=2mWci>x^?jd;2Z#=~{4HJv}SV!}x@+W0N(7xLkYWz(C)!O3dz z<3LoOyUc7b%3b^z4CCqKN(-_DV(x>|S??E|@0`x~D&GEjWypM|qdR83f&i|ytbo96 ze00|jiBOD%Yb&LSPNy~3H`r={2vI%Emp!|K_7Fn2?Sw(^Ld>Ld=cvvel0=6(EiBbD zw_Ywn$!^0tH#MD6&9bU`tDINGA_Iv$C-vJ)-p&Pfl{bHW(?30|UU_yC8Ou@}#SADd z{8R$`U;kb&5qb&qtB=L>jt{G{)-t(x16? z-xkS>)t$x0y%WMJ_b6-H`f*_RW|3wO@#uvUo&8=4&-Hol(lj)J!ClS(Su?}V%`!G zz7Ud}wGOvCcl0gOj(F%rU{qQ?b(riZL*D$+zsRKp=hbcHyKFTvu+~zU`97azm^O0b z7eP~DVWcXR48YXD!KV3y{X64mLP$n;YRc#pzTG!+zr*x!p#ZJrwRI_o$y?9%%IrB&-b^H3B2<3|BgQWqT8g|94gjz!Y|?9_U|xOJwoef`Yn@ zeBh#1VCex!`??%mvilCwlr;=c_v@mRZP$=B^5M8UlgNfbQ6`G(Jss`#+>|`02Ktv= zsU4CV{&r6CTYHK$vQ)UCwUyv6Lc0MU^eaBf$E2>r{>|G0NcS1Ll zv%R?$4}b_jLPbk4EV4HkdagG)(PecR@JK6(Km1H0?Ly9ziZ9wz+x%4K`y|yfV2aL8 zdouRemg=U>`|NJJ_=Y0};k5H`lcR6jZ zJw+=OkTW@LuGm=Nl(83pjYbp% z!Xjm%oOeLvTHkSabxbD+`xKD`U=Ynth{Td*7l5Oi(@95sQvJ%Jx!0OBmEL<9&P8h? z5(z+&lq+nU(PW@0Oy+X}0#@+I#%z$wG2IoUM~7RYl}@L!V2!vd#F( zfwf^LQT5!EE$fetV767p#dk`+0;(Y<00aSN`V5a(-4TxH;Uj{i{)yW{CFe+L_fhNE zz!}(UXAv$QATaJcYUwg#t^MKF1BP|Qx~4>VIa=Jt+p~%bu755{lk25yRf0VFQ!SBWpBZnjqfU3zv`J;0!I(huK>D@pcm+g`jlW9 zw{DX7&S;+bUM3L2PC;u(ih%Zph;MI-gdBj)Yp^EH&H!2k* z;9Ebq{n0*zw7n*#W_<4`y%cR((C*JBLu3mA2FJ|6<2$a`beEGrfQ+EHnr~#!!|%HW zD_ii64e}x7mEjcsO_LD7JuTzYoM2BU<40{L9qfS>mTmLqXYjfN+f~WCP^O|!HS%|@ zmpjYt{O8^j~EI$+$p6`7UXTp~|1a5pP!E)8K9U_?U}WTKv{=uA{k)JNE3u+sj<&Z!x*!-Y+npQ(KuC zaq`pAOwz?_P7Oqt0{y`%u6mM6s5@?k?z}%9)Rx$f>HPq8xq*!_t>Wozvd9!&4nTuo zBG+%ru{t;~F>@2T?DZ?$UxBIU-JnqlC1Nu%bgURn6Tn#Ll_qmAYt{B71AZ@D+QKml z8jI(fH0&6ILK>OpNXiOHg(v$#G7xwm#ficG_mMckX$>(y|V zSV2|@xoUat4ju(o3`?bD2i#7InNlF++qdDSZ)_vsp2Iv-cbp-iiwJ8y&@*n6g)j1y z337nSYGUJfq#PBjlNcnXQvRv{AGe@~ABtp&{2dcon|1YVoUtEwC8jjvugjJ#d$D_r zcCE8F70D*RRVrEl#c1i0XmmCO4o52>v4b`xJTvj_7DB3jx>St!1InfHQe=*Z=N8m zy>s#&|1|GVx{2njezxKI%H5p}%=?m|g^W8UaSqSKBcomTM^7N)i2O?%i%D%FN2vkh z#I8=KXu)c@l$ZCT-KpN1mrWz*R2@`akp^g2#>f`xki6u@p0jlol$wF=avq0TW}(5WKKzQZ}w# z(d_pKTeH{!%C>xTNx8tm>n&e`5NOph)J{!z_6X-W#~gG#Y#BX&KW##bb%!nUtl5I) zbch$DlF`S@BZ|zhaarTfM|QN^%qLM5C)k1tUaz6IA~6$<+Ox!;0d3|@x&=3>9l3XJ z3UCJxGX}|f9`O_In)kX}tOw*w;}hMrbuwFXdnGZ3zeRbiRoW6!y85LkBU;Y7u$AFL zZqw`X#j**U%mtv-U!j<-1>38tKZj`E^9ogi>#zD1`4fVk2FfJVZ7-&;oolW37#luo zO?_#n1Vug9*WTyG&%jYZREy(x-=!i1v!wgQTeM4LTwj|Ws}0??L@H$JnpJ`|6`Zd7 zFw~c-dzJ;zkUQI zWAY6JIqu0VxyWdRnz9eryLL5@v;}=`;c)>TAvd-nvF__P5SJZGU7NuH)#|_r$EV4C zAJNf(WC>M1oE9t6K&V_cM!`)(N98E!rAAw3q4coizqYb2K0Zd}Z@(hFEeIvf#+WQF z7lqcbz?eY`K5I`x)%VBF0%I{0y!(3BE6YhPvO6(|gv_yLF`>$4r!YrPAQ>{2l`z;f z%*E*~=Xg{D18-++kN=i^!^ng^;${TO7S~9+(D2krI8Q(XuGd{)WPBvBisgapPZWmc zx{e*Lnrg#^0u@ev^O1ShN4gN`@?GG({1gXt^iUk}X1vUJHD>h%=oZm7uq)oV>(?!> zfi@j_aaua+jU)mit(4T#>=c8KMMai5EtpqwEYL#?;uhJ|TN1JK>Mq$W-S2)2^WtY+ zFV4&l!RLLnPy6GdOVg#K@~hx*hpcc7bOGP)2}5T)*F)$mL;TYW@aX?fO(kwJ!12a4 z@<6N5wn8ROldZ^JL8=404?-Nm_JZ(P`xOJDV4%{`ouEGVA^&WNHQoICG2rn(6Mms0 z${Weez>|jG38N6}2fM<0Sf}+XJzB5&rd3r8|Ya>X6R;HSSGF&(!KgT1UdM1cP z|A3-!>u4@_*@IAxjb67waGWzr{Y|>J;Av!$r~$^FB~@x^xRRZ+wTqIYBwDD>AoxXw zDhYQ=5xUt?n1mGZ+0u`UD<<7+QS&*v3FLmb#rHP~;Jj6pKjx;}!tl@%dWUH?0p2+W zd*HlQ^Zo|wR(Yz0839tTBsQv$vRXMTQBE?0JAi6&<7}mi{}Q722AmL17lxx);DRK} zBjG3`JX7Tr1-)MG#Q`(tk zSr$hP-2{Png#UC-;3&|gTV?#cu+8W~mTS5HCKtCErxPqUhyP_gw*1o{lsL}7piC@i zYe#iFpJ7Iyn%DV0rlOFuAy!{CV>QaU5yr`*2YZG&Q}IOw~x5D$y?ZwJ-8D@Q^U+(gqKdn*?oZ^ zcZspGQd+AfosM=1;MU_8nE)%dD00CcQIHn}`wTeb1YKD!G$h02pI^5zaXP%6qtr=~oyYlrnmQG2(MOP*h$kJFx5Zv1QVdZE?;S z23MOZ&nP0HzIS|hYyaKK<@Yr;i;b|YfdF9!ZA>T&ZkQM`I9cdEEbN<4>4TlhgL){xnHs zzQ~5CDXr%Hkj-#sfNy`kigq%=#i%NF2$SgioO`PRpB-w_azp0QWj-`Zivf_Txb8pc zer!4#n+rx43OG958E~-M@B*8GVn=&+ePBJ>RU+N;OkH0TAan4q9JlZJ{@&i|*OYaZ zcU?cbeCDYHx>{WVFQO(d1JQRiV0C-vO7H{XJ*WFedM1 z`zn-6olgJ#TLBJPil9Z`R$;3!Y!?PH&pN77#z1CDnSe98T3cX8upgW*KDo8X)clD> zU{V0v(`JNQkll(DGm_bZ#L20t2w`&%+69oybP-N^C*mJ4BQA*=4~S74KddgOtDAws zd7(nnxIV$g-N#6mJSQWRu@?!w0Lw^IfR<=q(-!Oo?8Ri$RnyH0InNn@UtFdBC{D{# zQXs+6oy&>-K`aY@V3kiv^-)10Fi8{$+(-6%M;ecl^BK8HGT;~IYNR1ea&r#&M@bto z^Owbu$u0qIp0A<>da~rM>38?!SZ)`y?69gSqf}1KtzZYRb>ZZpMmx}kJJ95LKHYnD zY%=$L4+1FfucJ2ZBH;G2XPY??H#y$+#J0|(5A^(W$DS3ck`)M|g@&fzs(unL;0}X5i^^OV7qXUqyjlX(;PT1wX=yC zj}efe({x~3xKja+q)Wxke)bRD6~bIiAq&p9D&MgSnr$q$Z8NO70BpIp0C7N$zsXG? ztX9Mam$%DVhWl>|eG8S%hhisd-|WKqZm}AumHlK_qetF-zT~y`b1Qkfdr|oB3yMW} zh!@;-MlYmXToa00IrZ2+oM*pAS3HZ;8muH39~nCn+4@j3l-Ebxnt*-t2T^jY%z=VPVGCXExO)l^FwI(4%F*Fm_bP{I@#S=h8h#4GnqJ39UfDKSy zl*{Io6Jfeqj{^XcxSV0OXtgo>S;9{piy_b6QH1a?) z>MOhENa@ly@?eFcC=R$t?GGDGftll|dYx+UV+Y0jQnUn1R)<(x7FO6}4l}IwM^ye| zxT0DQ?_VQIVTqt+a>T!Zt{lXcs?^?QgZJVxp5>#7hvh$Z;ev5}DFgs^M*UUX9bd0CU zaoWAuift8{l5(tdfpv|{Hvg?L@54 zL^T^yHRx$0ym2glJ&`140C={gZgbS9O>?a`-&uid;pqo!A`>zi%@v_;W(fmuCeP9l zS7mnbkUb{g3?;8NH+!X$NL8^=TYNKHd8$SLBuaIbV90)NRYhmm{XC-57z52f=ik4e z5k59QT%y5{ZuNzwY+Ah2i7u0A9@e$#U-l@=u#p}Eif&U21CP1YIK;Y&I`jtGg!D#; zCkaz+dt4+Mw|!;PAm$Pp52}GoH&pOr>IpBPHhClzrTGyi)w#U6?xW$1X*K9QmCAjM zku3y5TjCcnVhdaGY*X7pb^Le-tB(W%DbuNR6fM`6!MfCUlbB^~Jm4UgauNhbk`lHJ z@&Rz>Z~)J}k7*zo8U@79vy9m%+RpNNpe@$86sLcTb50>h5scs)oH2mz6;FafLI;e6~0bs0@jY!pr=JQjF>B3 zk}uHB9Cgvd+j9qN;wr%MN2`bsM+|mAcK+n^%z-zPw06p_W!LyH*5xe(M+7)8V5K?sc~bg?fAQrhK$-;wl}`t`x{4Kz7oK>vN!FxSVk@*RTWG@s|3 z*AC+l@D-7InSu*FuDSuUE&w0FF%a($TE^W$aY#A7N+F{FIxrMLcEN5y2T-@ zl3P!0=)KTRmojj@%0;&Thj&anM7-rzfZsFhOnWER(NgcF`DG~)lMZ(Rm*oEagE=6T z=i(Jjrb;B>ig3rtqv8K|j|Q4(#npz@39m``KgSLd(1IlP8|;oq9`dcw z?5}M)FVRv+dcG>^%>hSHW?pjKuF*+`_istnCAIZ2NUD>CbRw5S`#y8!qpjc4Q+h35YjO#t zlBU2v!Fb8M_}~3Fu4?l8!>V1SXG;-^WYeP(0-A+ssGS&@uK2nLq?`tv#{?Myqod$N z`882;8`e=#0S}+5-rD19)(|z_D518oTS*8JCO&Cz;~O4KFHSDadT(b=FH#esf5>st>JEFLboi;K0^ohwJ+!+juzyYe1_3>I z8sUP3Y6M!I+2aERwPz21Aw!gi1rzbx^(pfqenY-XPENhuXV>IiWT(QL{I@>9qr}$A z*OE_fE7W>#oZy@xbjDzf;rO>#0)(63my@FgN09?PM2~=7HwFVB4|l~=+!Q)@C;bh{ z3Q&Hh(hm5@ylDnKFz8)|ej=h*Nf60aPC2CW;RWVrb@bXpIG73@&kyZ1-+5Zoub z2~SibqNoiicmo{jsU5w%{Y5x{#T%h^=K(8SbO3|s+Gm}9gB0#j=^iq05jw7u3aj&moP0ULQ|0ve6S&{cpI@IJ{=5MI3B{f{ zAX7L!qBJC{>y-#3Utr1ee>jm%(O(8JT`^;%edX}r z;9F`_zqMqgt8_Hh@7ImlCbslFJqNozL5Rn5otSRB|B)&zlU35Abdz*usIt7Znar!r zR~*JX(yD*5mEq7S#f(ffr^n?oiJQI|j#KbWOrcX| z_TV?Rjz{ga^wKUP^yRy%;}RihMC@9bv=gJHr=bluB0#|TYa;xB!dpb{0^(2l@jX$C zNCXW)%lVdJuOM6mF5~w-E}J5RP=+X^eh}_x_gTIPgn{Bh#sJ zgfM2j5Q*%Bw{0<0yo;g3qtdARYA0;;#Qizr^X3KXZ04|Uxpm1ygl|Da4jIJhFvXz@oIZ~A1Zdm5V{%{mqs#2-ycLkW*k9JIR2=*g1MSs#qw z{*JXpLDkT@Oim;1Nz2mdYTtqjN7*MQIL+|lGWA1tgWMa5#t;-yrI0Zu{ZGspK^j(( zBoAwx1S>LJ5#X;)e4fl49_Dev;>*-~#tsnoZrtZjWVaXTv`DiGApI`us1Z%7ZpP!p zc8i#?>or#H{;6ew%Ogx;fAt*yz4c*sB0*F|3tb9 zeMOz+Wz;%!Vun%n^+mTQVv)RPQ9Vu-?D$ArX_Ky;Im+om*=OaFiR$9klNwxuE}fR* zb)3Kx7qsh6<=}YQ7r@mDD?oisbgKq}D&)RbqmQ)&CzJ-i_q zSK+|n%E7J$U*dMIL8|3DFFEF#qYX0kLNp2TFowB5!23c^w zT~zG>iXXnH6oRbs_q{A4=|GPpJ>!up9z(oDRA&gdWGk_|-2b_%3(r;*=l%y{Dug^9&MKBd zCqr`T5+OYoT*ILH(~ufR608>Q!$uY+teNUKp@Mwr_Gvp@^CVPa9(~BoHAuwv5@Ksr zt5f91z4A=#rAWurdiPsq$R+1hCus-&g*sOKXcdqHdkh$E&aRZw$6rHl*w}7g#K>qq zc`rp1l*pS7A1`)fQOohJacbOIlKtS2Y7}HS#k!MieK1{qU_wu^1pFlqcI!cS$ju{ER4z*YzBeX+yypFLjJ!&mO}aA{Wj6R1^YN7MR|c&(3@sUgbTzeidIW~Z^WK( zA@Ij|*6~B9*bEy%k=!Vg4ec5*%Cpa};b>%tN)r@4L$>uR_59P*K+un%I6#mjnE|2# zV#Q$TdOEX^&=iM&V(1wOm07DCCEg$rZi0I#;*UD6f}1rb)xityE8d z(c6M10}^HpxxEVzUd#_jAyApL6QiZ4p$$`6z)Xg&Y;F9m*eyqER=-CEVYwm-=QLRj zAA=_Pq1k!y-k~1lcM9JsqkdV-Qz8==XrikMn(JsKxy_#ouQ$k}&T9Au+pJ7qRbI)2 z9pyjGBx)n60@tD~;dBMsHcqBJlkPOgs`3+|CD|co=Db0wP-=W;$CDCfT0UbFKkiSV zO9>g24L3!Y?|CbT!(?83W1+quz7%a9j$Z_wDRdc8)6ONSX>9vC44YmZCd>Fh;BHg| z8(gfevT_~^-1YnARJ|v7YlpQy%Ws(bGJpNyd>)W2)RNkgboPzP%S#b>^*NNdQ86?= ztBkUMNg5rDUTUpNf};0=%Q;NNTLn{y<@}u;o?Ty866#ka)`Ys!;zv6k<4Oi`4C^kiAp^n4lbq4=>r-ApuJFa)10HXwZN_cD1iLp zXKH@=1h5%KuQtv`wHNtd%*+^1-bOiYG+0xwMx_|^ynLX11>)|}qv|G8qL5{J2?PKw z^y=D{K;xu_z&WZ2u5RT-d7;RxE#4m{>T!V+(I+W3PdOPOgT$pO_b1HQ9K+(FS?Kk5 zh`^QMuIQ;R)V-K8YzZ997`%r>Ms`z2lz5rCzWv^B@wRa=W{*~CY=gOEnN@XtP-OLv zSmUEA!m44S9iH*GvwyH-eNZfwg66r;McxlwweA7cxJf_kFZ|0P5{wH>w7y&Y2l>3I z*Tk|!?O#tD$Rt$6Y!|WTC5Apw#Y6n&;=LgvH1bkl(?e}C{9$7In(+t#xaaC_=XP8y zdp*#ha8Qj>eg4MDZ19ko5M6Vg@WHiz?o#LYJ8>|6sV*A^!;R$$|^AKlZb;{H)z-3 zvB=5w5gDmLScUObk&ooq`asmF1UMw2y=(ouK(L~srLSxa^Q?+M$qt&vgnTYQiq1xtB*=O`reW7Rbj`&Z99!BXkBgdJ2@viZsa3s#a?**BmP__^J{g^GS?%sZBm3 z_mYOXu6lodem)T{2rSgvmWG=6K#dz0|{P{q$ZJl9xD%H_$F}UZ!1iUxfRd* zAw0-01F)heH~M5BX!49&Jd6Y1)=jnv0L8Bp))-f z&vxL3ZO7Yj$v&#DSEE3exU)~2X?*0`Dz~hcW2q`PrDbrNL1U7v3}RMNq?^8_VAlf{ zZ*yD=y5R3O6_cyM8^v8e9{a`zB4Lb{ib^RQ9M&h$>b-zj0$AY`JDbag=f{y7>%34A z9QfZ@Tozm4h6jhCvcJvtW!IrBJP;~c=khMoj>)$N+y~tl7QnkR$&;Bie`C_y)v&~O zlL7RkhBJHfBC26)!FFL!iBpQ;Y$uUEJ@RL^Ky+^UdQ*uH@>IRPt%NqVo6&4ZR480Wk5RHE0dmT@LKd_1nmtmN~QS}`h>4_8|6t7!3E z4dkmu(&Ik7EzMi2)M0H;1w?>QjkJjz z4m!vU-Gi5x$4iDX;Mv~vwwv(SBPFonVvr*PGjw8gnj10R$LQJBb>emd;x9w7e8SUs zKSE>3*2iN^;WsWpfulzL6G*NBXWJ5Xy;)j(CE0y0k@h!@Pn8IkAxr))8Uq9btPwJM zr?j1aFPR_&`{JkpJ=8RLhYHB8!XRq12Dz$`W3aK;^(b_vY1a_6Rlh5_vSLsQhR8b2 z#PgKhsF1#n;LS1%C9|+_G-lZWbY*fNFGg%(bY(Y zRp^9F?2LfocDBxRO!SQ009iR@I~zk=CT2QipqY!cp(B8qo{^CimW)iq5oqXaVP`99 z=nUira5$R-6pWoeY(F#@8M$D|01`l3pyP+o1YqO=kOMj!s(RQ1nE;fAe-VmyPR?{j zhE5-1psksOEs*NNM8wYC!_mUb-1(0W7CO2=p8i-1(*vXpjjin5oUAMWhPEaEX?i(& zfV`dC2h##TX=e*C0-76In*!`i0jfYvfSQV!vI;;#SwT%vg^K>ev5Jemy`AI#VG&VL zRg<6vhziN8iUEM?v;YY;71ckVszBQh{ARQOdDRd3pEw_if6V2?RE1Qv6vdbr{+t28 z1aJj9I$8V)`(N0|Kac_b4ei6!)X~o7uK)l_b7yCJZUzQ7H#d4S7bjV2cLum7n$`7Lt zzVp9;eI&y9k5B7=r~{mU!2bwiZs_!vt*oM=EWpOl!qypRYiMiyq3CSr?BWD4_>1@P z2AWX(10WC};^OG|Cx+ZVMUMXp^H1o)b{{AEV(sN)==R?gGqiPa^88zF{`1(zcD7Cy zPR>sM@CXE$T37@Bpm+LHGYi|lcydDWQsQDNs&uj+jb}?IXZMjETY6`A=fAZ7_!AP9 zamTe7B>xosUlUONHL6q}b82E|YwZCr0h+=x$lE!8v;^hq1EfRz7F zPXAlc(8j{r<3CmZOGN|t2Q8(%ouiGR^?%7MoWw2MfhLL;&c^2dNbNuPQqG1S{V!x| zW)1u(%U>+DKO<%R(Yqh}$KucW0?;vWu>F_pqb-fCY=KTr09Mw&M8J=TITQdMN8#}UQ8d2Z31-vt62aH z^tN`+A0_~M7iS-UshuP2pMtWp0T_h-u>L`D0vJU9MR76%7?l4-ad7|`4F64iXd3;C zVq#vBo~0e=HDa}BY?s7-z4WpC|hR>YZKt# zR6gR_{flJ%u(z}QyO!4X3A`sX*@{|G?#?@jPGYhhtKcP~0tW@Z2#Gv`O~Sw40X6B9Fs&wtn&|6{rSHOe3D z_D}lHW&;3$?m%PMrFlDJoDZW99q z3jLaWGsp|=WF@(Ezb5(F7Hg6PVpzYew$5ZRtf8LMr&N_XMo!1kqB3N=VKJ}#5>AWGVzxmt*dzuZbh?9P3Vr+sP2o% zxE*+lQyrkr?~mv)k%m1&OVl$4`N5c@(vbGuooM^zdgiDCSx>((klxU=!g^?gXpDaj zqb(bXs^&nTV-DhgZ83AW$TfPqS@ zNRD_$Be5w`kvm5^DDPmDCZs|E?UEdrj~l<8hdlJ8N&#F&6)dHk-*Q=YTIrT1a$Fo!s{C_(84{X*z=g!!2WJMKY72k@4yExcaHj z*+#e-cQ|xQK@W4rr0Un3p3Z(o(w)@Q&L=)4ZRQ2`8vePWL_>SLvy6E$x#-m#WdWq@ z#U4s7&G!Q)m-cyX_qm22o?2P~WOW#K=h1ULu>w#jS2}0O6h}=|{PBrK;*rOkiaQq< zv^Ei=;E^R=(a+0v)FPW4PRrJ3EhA_eQe-v&*sEpS!7;+nU-#S3o;*xmQ)V@2mK8xf z^&R!^T4rI1hr0j=27I*8LyNA#3TCCIwFHmy#RJWw zSVgUd^kxi!btj@qMij7j;+o#7Bi7(r(D^N4Y;eCTzp%?9-P0AC$TUisSx0miyjElE z#GIwhZ}q_Rb>Vx=3T1(8sf)-6JDoy-lQEq6gt+nh205$aSh66q!kM#ajY*Rx;&*8e zfgez0pd`hmHpPjfmluMKD2+I6KDMsIT$(*3-VpDBXBiqEy;@z0Q*8u0yid;=4?c1bwZ zrwRt{R$+FZQP97W^*9$ZyY~(U+GB2U9b)v0^?nZ#u~O%OzjO#Ug%A8ef2bkuP3kvC zu(gQKA#p=Vz>Un2{T(BnXgh_cxMA2NV zi^GvnwGqAX^X@QBgL+?kT$qQM$|Hgg2&;+NgFk6N?G1vZXwsHHacapfN(GB#Bih&&j~%}Lgn z_Gl3;u2rz4Qe}}W34@)!)s}{3Kn15VDL|*9r7&5ZZB$9xX}(=42R1YqhMO5ByA$`c z5C{|SM&2&iKoM|A_R?GqdK{u*f*o|7ZqFzGMtIx1)YZ$4U+tUCz~m5^3x(>FfdsX^ z-8O@b!`+e?(@s%;u+MX_lIvYG@7UvlN^;#Be=ld<0(Kd@M$aU=!C$z#09`^x!_~FS zCD>^|4jm)B?{5#(opzi1Zb;`6AGys9{bP)jt{_{`@RJBW&$3HrPN)QQt;O%`P)+u2 z*V)=DXw#>aj7}ISETvnD(JXs!XJy0QGr*RaZnQ;)uVJ>=H?qhKATN&NPWbr`g z@fN)3YuZNPf!Hc@KN=nmhw(=NmoNFqdt`cC+w~pG(L~Oq77#}i$ZjL7xj60%7BTfU zWSvJFjVSpGo`Z5|#5YnZA>#Br2=Nc3Fl1HwgwB!S_ynBUi*Aw?x%rVJ+ZW1Ez<;r^ zed5zYQfJh9Ov?F$jyAMv$OootaazAxWv6_c8}nksDNdY9AKKZ~11C%;gPwwK9?NA9 zy=2C56MdYPGZsT$?tBKL>?FDKnMqY2sddwjOLVAX(w6xNqk-4H1M>(kbwZc+xvC zAX3%m@;IpL`O1D1a;p)CD(}E>6s&Pk);!|*c8?=&9OD+5G_dgy*=s6NSXgLy`C;lL z4wP9PJO74)BW0$SY*BZQ$KGx>9<@}hff^YcgRQ8_dH*=8Ip`30Ya?jGeWgJUC0arG z*_cbZW#<}O5-Tk5q4{YmX7W|t_0D;7$SEDO4D1<`$o|mEgAxR%OnIVLCo>dwUxXhF{Pjd`uH%v{_EKR zXdu@s?%94Ba~?Ne-_z!fyyO?AXDa38>0->U$*m)XCds_qdC~WkG>e<$(FREY5e0R9 z-E3!j01yfOh6C;UtK_FcG?k?|USf$sLfn^Lei~J!lb4d?$T);JixF3p^xw$FkOn^t zzx~#^K|PfWbIKV-}OUPUEoW#i6G7Y1DjjmiC0oOO>=5>n#G%C;bAPyK^xmji6 z>-hk1q`+R~pAh6Oj@#YU?~Jdrr3tUTO{(kp-2*%60yy#I!W)8>z$cu zF2o-jp?xNJE>vYUYNmQ%;PwtoW8}3wIBc8lLp}-X*KD~uh5*lh0HMJ{+b&FY$+@B6 z9t`7yI`heHlMx~kJv#RcS|Q{k1_j4bDM@JtueqJVrJIR@Am` z)9Up+>6hn8snDy4O_`&F5^s6;s38W6=B|Q-YN~P(fLC&BCcrq zc*|^Klnh|E$8k60aB2aM2691|hj?KBL}N_pHw$5_IP#o&}pzrlOhn#iGl$>a1|DXbX4_As#JqO zR8a~eiziMs{#wPVm$>0QcUsix=QGZvg$Ff)9Sjzh^v=)H4+%JT)eYB_0qAn-K~Wu% zL0@BKT;^=M4s6TtEau9Hj7G%M1<({wwC5CNY);w|ZPi=L8?Y zBHzSZ^{+}17b501oNGfN4G`v!TgbfanjadyC~EZ9Pb2;{-EwAu#VhMOEZ!Eq?fB5k zmB)M?8{*g7$M=rsOSQOKC)8a^$wF9z)V8FlZ`DpModwyl9iehki6tkAP`8vwdlvA$ z!U9GB(vU=H!XD6pescabYVQFa9hWE85ci?p_*`0YcJyDuBGyRPF=Ts|Hz&84_1h_K zFsB`SO_fU4YWu>sskQ63ipFJMPZ+vEF3DGx+#tidgNNlTJa>m7H|2lsJxuhz9^+W3VxqsjGI(8Cv?4%aAHM=k6}}|=>nD6 zUhspXdg|(0gLY!YbjEk+^G6T`yzKf_-jLH!`IPw-Huc1qI z61t5VBMnNU^Xnpy@wAxOnfQ2*;9gCicSMP! zWrEr8BcSR1&Y%xw=776YA!`+6AUta#(FTdIxL(Nb=4`Uyd~bGc@ahWF89U{}WRdxh zW!lKj+!d3OR0cd9{X%v4=}FycPOCPvRiG}A>pIpEYP779 zRfq(2^s5ValH;x5Syemd9VIK!#2yihSX_Gqvr3Clc$W>4fnaFmiKd!8#uRk}kQ)`O zURTk(dd7TePOYmRi$Y+@zdV*@KY#n;wR?V>rB>&68gN3_B``-}ZM|?^V?#pbb8?X) z?tY|6!gxIb#XKC?o4R7|GZh@1whgKFLb+>t%u7;!%N zQ6aI&d3K+|F8LttOeR*}F;Fu#OH~bqa7Z-CXg$-Ej zBk!~yC#+ui0(}Z^v6~4iO0m&dXpHEaQgGbI^!yE~ciqBE9cbtY%zh)JdEUmEDBCK7PmpNLXnz?a1GI~qKQK3_I<951<-AX0fc9YY>CMkH#c!F!+y+niW^fpB1)xw@FE zxm>xWv4~R1L?PfFJX!jxD4oK=h6tkt*bVOdEr>SOSWnc-sayi8!2}AjT$z5j6evt5 z><{A4XC{N4aKRE7j%|oBu*@w`7N~%yA?d&|Gfvv8M?gAX=Hrpp7 zqrg#Y1leq9k_FPE$g>!se$S?)i?DBdeMsIDNoTz1A??x-)aZXF&gy|NBpVS0lM$3`wdv zOL*Le6}{>3Rd7@ig8KyuUgEKF_1H8lodm@%%@{_s-^R3OC?Yi26U*km**y@NC{F)o z(d0@d$A8aXFj9%1LArpEN66<9in+8nlgHw%C{_9*E#(*ordkFVX4^c%hzQSDdfiDr z!qbXer4dW_t4W7}&DVpIoYw%U_0 z#yqYgq;{zRx|(WYN9NyeyM|~o>j;mf5>jyfXVd}3VlviCt0wCxs7occjf9c2nu8%N zhTUmjCT}wMU0|lCZJK=V$r|J2X;t`OmIGA}=3|QngtaBXcb6zZ^=VPd*H+vM1Goz- z9vw`CdY4)?B|WolC++Ct#(9{HuvNKXftr)gr>P>Y zK0>RM?}3s9E^?H-eQQ0ucI<`!`6+d95}fod=s8X`TdUf#pK6&fIC6l0$@Xqi31?js zB@$cqSOPF*>eDAW&q@rTXzA|*sQ$IdY>1KhO%XzhvPFvb*>M?3N5{T#J)MAP)#N3V z#IYG&?B|;7Xk1CYh(UB@n(mmE5?LGrsw(|!X^NI$61vq(m5e56=VM5sP$@pm59dRD z4@DoKuO&$ffz=~(smkPh;L81FV#q;Hji-{E4`Owqc*17OuWC8ap?h$L+~?0utSB%4*bgE?}If-`5!Kp}UKefLts^t^?IBQBv0!x}s5v`c6dv z8x+y&S7uKpbLImksor4N2907s*DBvHweS#8F=p4y_4MQ*J0obtd9pXB0i6BRs`(VG zB3f#`GM#DZ#MglDnWs!;TEj$)I$|}=@9Weslg6MoK|@WeG-DH?cFK}^6fbBVG!IMS zmYr_uTk^3W-Ro%e&YoSEMH01=cupO0;VtkAvYXOt+v_6x44*Cg>%9aIdGmuYp{7fBMRP{4`QJq*$jBJ3^_lyZ%Oc^S0%?!a6+6jrpN+Oxbgc_fv_aR#Ipvc45OPZ) zdKXUot-Izi@0M~8=@>ex6m}*)Uwam7Rf{uSNivYiIv1S?>bAo3v)a0TQQu{6J`9m9 zm$ncy=sgqo{lm(ZrQipt_CQeu|1%=WrpTx*udV$m>UyjbLdAC8L-BLfCSP7G%5fHl z(_CYu-EX~e6(QV#{cT&RpZa?$D(JgDFw_<~c$h<{D5@N#N0Bp>HzNRhIaNG@b}|Nc zx);d>M^nR&hcYCB!s(owymYSYBu@yhH~VB3jH-2>;7l2Dm(QsRSCi9YUWJ5HEg{ML zq)LMmIPJgVZ&+!K#ibhZ$1o-|wJg$F7g{DGhRXf&pX$Q>bR76|VX2nR-(;=;lY>gm z->s+$V1@?#i+=GL3`Ld48)7m>6}3e?pp9nLde=)AdgjjlmLx^|NnGf+gDV_MEYi&P z9lrV&OfyT)*GR)dSF&SoUm18IC4W+rKediLAU-4%q>e1J&A1#^!v|jC8RzHEZ zGIY(u>7aWA~@FuTS#+Juvd3vXK@w;9b1Q*#gN`L zJoak(b#?Bt{S-qDc8Wxu56yh5usA=h@rxkWrjye`-(jKcay4!VGhQwAxp+T5&AY0) zvSiDLq%xAs<>OL`6#u%y``$Ihcy$*kcIuh3`D467eAuM={p`y!F-!<1E2-kJD!;6}r2@+!S$a8;-E9`bZF*E@y0lae^!G*%No7GM^0r^YWQdpI@afWMn!;q@+BT!B zNo?K-tpaT4)i`fpppNQq=1IXOuLPbI$Yf820J2*5!)VZ#WdLjO-ei@^$Yt;6A3sIw ze`|LmrnI68v=$Kc+mZ!N49Lp5W+ty1bBZQ97C~byhjjD&g~w*{>xa0Hq`wUv%v zW+MTD?ml0mN$j`UDXNV3f|@|q{v_2q4c;8TP|?)j8WaNGlstNEFwvKzDUlzy$0GC| zSp#N&Vh>p`C9qN^6thi_m$Gn9!3kovY}2`iy8b*lByZh-ZG$6qZUsTuR&umEm;ANY z#7@;4uVGc~Hm+EwE9-I6vmcWTK)bFYm@zSO2qBrH|9b`61>)tLFvG97Z;{U{Yqk!e{86h!5xSG}_V!b2if8dO6H6nI85aauCm2xMP~| z#YCZk*n7i#Q=}H!HO5aO1fQ>-+DjAFLLL)-BwuqFE_waEK1Q8T?_crQ`Mnj$TY{gl zNC)vP5|3YDI6etc7O9IRVp%y)m4?D!j?7L(3(Muv3>{MF1u}BeIYk$LZXW@vLS>H$ zk2mVGpqU|Af1mL!3aV^DnHjVbTQ5~B${f!zX4H>*YIL4Rl9TZ7TVIZQxqd#C@>;(8 zbjjbqVaB$`(vY7cofS?&H)aci8^fu`uHZnT@+D?Z9x!+*tty*!S+F3UTgm5 z%P|1CBOaG7?0-xYKS4#H*h|9I;jklM>-LMKh0rksj+{jY!ba&Vr_mM-0%I5+*%bA;!so_6a>Irq=$)7_0YD?GsHg|gP0?}83e*9JnGbcir zCTGH-*;I?%E^j?o53(eR(7Z~MS@urh+nMX*h82VSBJq`C(6{`PXsQdv-8X4-RD@;q z7h7>l-okH4Bmu=xVdn??4eD)jzpBrd@65hqW1(0qnr5@)cY8chP}@IKNhnIMipWXb zW?mc>!!wWN{q!R9@f8|4T>pv6mHG%CVnN1J1Wzx7n>Vhlij;LVzy3^CPwim_$4!Ba zx*l(%uM@;*-=^8@JryXgj_F>#Su8{BSXOu*zFTD?JizHoN<_`%bY?geoQ>?`PNtrgVfJ06Oj#sygZu7>Qpe%`~yk z;Fm7Adf5@k=4;J&roOj$;+xjlIgc5`E#`WXTGNG&lC3|eZA2JhWV)^;bBA>1lkEDR zxr8i?$jPpxxR>;BY2K&Wpa73XlL+8F!=6r{?cd2ma3UP_8fsY|zUELrGvuulJ(t|v z_yqo(EM0N&%gNLT>O9blOtgbpZXeg*m+oJ5S`(6zZry&9&oo@d%v(-l0KKkmo#4Kb z`_WE=<{8K_>Z2bl@R_1y7B>8_EUetX}6?A~kdD_mBIwC@R7*AIM4 zOlQ1^NjFy|928VdO#b28h7kIKlzLpM$LZvU#6*${vS|yNbX*)rKm?wbFvarfyB&es;xwhQI8z)HUu4;(diX=q za*EE*I>@0>i8|^ED@k7ONb3mR1?{2B4EN%T3q9>z;*<^s7N2%dNq;m5_JGF4q%`^> zkyyuba@Ne(WSO5+E{*-A;bKbP9ae9RTyy$&UA<)w2}6^g#f0NQO%3ew;G6krxGTYy zS_43T1TGo-B8jrLZK|0oy;%JoXcDH5Ahblz&e63@eQHW`W}p15Xjl*IfeIb1gonKD z=uSR&%xLHolnFhE#!N4AqMZ|lFzaYEp5m@!SCQS8^}SOq$fDI%98n!q$~y%Cq003t z9j5YnsIJC59eIF@b0TmtA_>xDWg~STjq|a;tgiClzAd-70dev-6b^z7#gv@9>LB$x zo13ZA%L#Y`{$M;;)F-tgnyL6~%6pgZ`J8xhD?9!uJakeSfZ|U*ZeNK7FYKck!Ru|le@yvHaEN>BGMR2HJyZRu zrQ2lB01=lPh4aV~YJx2)CDUv26GnR>G!++szE1kt`I1Yu*?$&9%cr;@@b{w-WOkS; zpOboEE6=hAvm3Fk!v~&TcHoeCyqVtBIyrRYvv2Uj*lJz5;fo z<|F8gp44^BY{vTVCvby_xJ06zzxa$>tubd0q+j!Ys~W?p(}E+uqfle?d&)fh^gBZq zBI-yX@Y`1Al9|&?kQu2qjDBPsl{m$F)dg4PMDw>Q=UjeLFZEnQ&Gcf}Q>=3*9&u5@^*f0*Kq zq_bbSQnQx{fV0L~yhT~Sky(&3_oonOuy`PoQ?nyzM&Xp(RG==T7obwfX?oZKCcn>O z;IYs;L|}338G|FtC}~2IiXj-~0o>amxPg^~7gh9e$%+>U3ZDckXl#(K9FT5xhF^cp z!1VNZsLz`C&>4)~LzE~mvIgL`?Y?c>wr$(CZQHhO+qZ4owyn8uF}qp3U6$G8oTO6! zSK}mMFUQ6QOwGVw?$f`cL*(?0G&O`$Bp?}rFgM`){?IG!vBL`K6cQrn$?G7xZg8t+ zXFO>eOs_H;--pK+WFvq5eh5ncz=~k%FoD4H8b%O;j&t1*_M(+0+FzZufe!|SqgB3-bB;3yO! z#Sv>gErCc_g5gcHsGxCK-P2Bfav(y%SvT+z2;yNyg&Urdaiq+(!$9LWN2E2G=1YEn zq#=i%)Or%~Xk?3)qbCcPgV-UetN;yhAwoJ*AJh>58TB+I(eg@aVX0g$qMYd|P%Hv+ z!y9)Q+Ru<3<03~iptAL1G7iLjYuAl7M#_f;XWJpV-dq(t>|5mcfm?j95bu!5t1HJ8 zAD4I)r76A*YDT?Q3&D3q^J1}!vX1z;OvWPOc77zx(Iua}FxJ^8(vDH?)?mGZHa+*A z#Z?sb{f^{tK|G5!A<(L)WB2@HZ1VUi*HydJQ~~Z5!0mI2^LdHd{9au&w5U&uWTQmO zxu6hr6Yu^g#;O@>w{vBpQwQ6EjXQ82n>O)nJv;o-?{%2+p z+s*`)S5N?qpg%T!=9-cVjeLPz;(T-eP z6)PRUpiNY+)8c8~41{(WifL`Mt3qcs0@vZgK9S*N2OKIw@AVncOUiEFHgmvk*4{G) zha+TU^8 zffru%nJGE}JN4roDKRgDBv+6Y`IpfXsL)saDQ;0PEgusjWZ&}FF|V*GrrlawYXk&M&oVRROmcqumc}L z2OJ0230whN3l zuRV}X+Zu ztH-?>ISrKB*~FdWV-YW3uHA<`kz(jD0iV{X^_~vD5vsfw?~VhD>H{3dRnK3cO+IBy zsD-Cs4knD1Vbc!SWWt@)7gNYBIvCzF#d|*js2Z4ymLfi?vtFPl4E$Z_1a?4XItB5vr<9VX=`xYI^+{chA&Hrucj9suGp7GRAnB3SQB7T+q7nq zoIx%0SQ=n9g_JEIcim2K)tVkB+?af=z*m9dM5pbTjr4V*QOKZ?VNxWk&tP7pD3=x> z+@#w|MX4r17;airAes4(N`v+74)BNYg~VJw<|rrxQ@~D!K=tNbeL_*}76PQyB zGzYpU6E5h4=S&uBTOyp5SIUk4rj#i(WI@3`tcobrHGi*!t?z453Nn=UYWd>ivdIV> zY;^YH-xy=G6ke5`l~C2H1kBt{q}`JJX=3Fa%D&K8%vvzEub1IMH?U=`hj#wBN7f%9 z^vELWh}&)4-+bUa-p2DxGuHb1OwTl&J?n`xe3m_F7RB{G7mDdr|Oe1#XUJ|3#tZmy}&l@zhaEHP%&U394%u1 z=2q4R=$S#)!77d~MEw=%4Yc2Hy?|~Luzh9JMgBzPmm^B8Q*<%SyIkPQ#!AmEH?3zR zfEe`r_)ihB8d{otWtdHHSi=^|J)>oqMfo@xq{`7HcM*fN((5gEvEAD$9cSkl5!e_Ed-G{>|M($Ht`& z>8%g1t0lmh5vcGnPoDNSuRX-iAMECUWGMf*_+#eQ*d+)#OsH~p7c(WUX7XHUlC@Zg z3})vBfv``wO#i?bSjybXDjI6 ze+EAZH4BdxqoQ2pKVyALWV+WI==qbegATtu2ti+IQg`=Br?<+NXrMGf0mrEy(xy}` zX(d6pF4ERV(}Dfa`VqjIZhixq7L+r=Ek-QgFH~HqKtc}@+KpF8a&Wa6+j>M7JWgL$ zTt#56rwCk%3V)aSp>b}eUS~k&5hbLoy(&vZVfRhLN5Vo;O2h=N;&a_Axk=@2oGoQW z%+(Uw(jakA7sTjF+^@}Q;n|5h0AA&bp&}vk@04zUNMoInh-BsFMI%B`0~py$j#mx4 zhmOy;8FHS1!spG&GdoAzW1YCa55(o>zm(=ya}H~_o^`)5H#b}mQ_S^LzZ}A)nt`_h zW1r__o;ldFCh^=*|9GsL;-@}!@OU6AXKEGXYBy4e8vd6Q`-({O$w!}{OF=9yQptb)F0Eo1S)_J%Fb)$YKsjf#gkkY~9thr`YTzaGra!b2R$4 z7H%<4xf$Li6lw&>NY7)et zKf-;t(k_qZH5XFKv3d3lV z@o`kcLRe2vEU9}xQ14?Hj&fyv@@Pcg-s8kx#4(GubAf@5cv8*Ej>7}qL45^vAw94g zH~4Qwj8)ustbeE(kYR}^v?xz6PGA$Ufc(J-l@$DFz`ZS?yI&#PJ(dv5q)O$X#LE-B z55wkK$}vpry=XCC2Nj>t#~!S5Awc&OCAWE@gLh8Sg6rAwA@zQYBbhd{nzv?%`WSvK zf*I*%(Zmmnh`CJFVm-Fkao^0@SN0sYmPF^URqOJ!ejTgfw1h-}f3Bb%t@C04t1438 znmt*)E#ks9wwc^BF7Ppe8>CjoMP6(tDcH>-N`z@Izbs?VkQ{bN1@bCHND0sHXAMq1 zrWAfS?ke1R-m7rVw0+pG1x-7E(}3}3t~ z6vMKwu-tym2m#!0C@n&m9}XtPOp*$}IMcKpSv=Y51SS3=XX0zsIUo-?%)75Wlk#sw zp$PT7CbrtzLz5~H%l{ipEq^fU02Crj7ZLb-7>8wxLP8sSaBf|vsuhFegIKw(A;^wt zF1|U1-nz2{3L3Y*UXf_=V8-vc6E~{xJo|f?Rutbstfq`~Hpf`IwJopYA~??W$^A)z z1MdH&hyj7O%Q0QbTdZ09_O`5~(N!RlFu zIOtzipe1>^HEZ)$0!K#jIiXWJy0v2^zsi-F2xrC34tIAVEGZBS8LezcW@j}eP2${B z8hLvbFiP}lm>RE`CVt6j5jf6@^dz~rUe80d4y5ya$TtcL~}5)UK$y~#UgA_ zqW1jhuv-9WT(#}?sKh7X+W2yet$HvrprW5sH~t0mx72JY9_;@6X6~W?@>vA1v(R^i z(oP29EHvc&$-S(}a67h7$O+h;VY|WqPgn(uSQ@u-qPYepszlSaq;-O^C};_j?m#qf1OJJaYaN55%Lfjdi_0wF{@TO{|gnFdM6GZROS3 zWdNpnb@pCAC8*)0BKBmr%oTznjj&Gk$hhfd+#Z6TTCS{!S5YrLl1qTOvCU=9zdE90 zUi(Q+?*n zEuh3b?5QshyC*c^Cq9@s@duv1c+1IH(+Gfr7LS$LkFteFgfK-QRWKXFLJJ+Vzx!=# zAFZY8Mj9vDlV>3dTX)>B$0{do|6(dcI{pxUAZhJcEX-xttVX!<)p5nt#)5gl#<@V0 zkp4nxU6snN3{xWi0gv@fs+*{Zy*IZZk*+)BKKO{Hzq~S+YUk%ER7(H*SXj#a)$uf= zQgjRy+XQNI(fjgAYwxn(QHdqtY422I5P; zj{0zXp!Z$4C>ubqKF*xhJ0Q1blPk|Bf$CocOqUO?vn#l7j-2mk-G8LS>T@!kFLL@>vA(vjk51O0HP~eg1QBHG&Nn5H1QPIj_}1v>6&!H$eEcw6 zM}*{NDskNVIWBE9?v%0a6~pIKl#AO)n(oxxWr)v(6$TV_;hAwSJMjpEBhGa5$DODm zbl@6d10uK3cpzgyTy%fGP;JP!s19|K84PapP`n`4>NQhDBgqlig|1rfx*X_d9Wtbg z7C2wPJuyb@BWq%I^WkmTW?&QG;9ai)ILIt_n5Ueqq>0V5#-_lhQHdCG#{4c>^Jf^> zurz56>3i|&D2A>MIW>nV39w-XLZe21+^r*i{GmKX`Q~~gszy2 zUJnc@Lx_WRqT$W;iaM!OZq?oL1*Wni(C>{YaNl1R!@!6EqYZyP!^Y}u0^7k@-g!H4 z_*(pCBsT|!do=eEFld;jr z=gkaCfai~mnx!-lN)I=qWNQdY_L4ErLD**Nhk7r0n32lyvZ`t$ZV%mkuNg_fOFp=x zu2OD3Iiy_w;_F`1j$%rup}3{iE0&7QbZ99MMFA~tFxAtDqV~dxNHj?WHPNKs5$xpg zSiKGA*i>W3eMxlqFR!SXnVpqsdj6tu|3onL7O4^lf%-W3e^%Kst|pS~NdYs_2!Nw? z!koO>htBg(lA;R11M0XCW2tBMJiOge3xd%yA>ZAFhJ;ZoS%7{C zk}MS8+qua<_5i!zACzx{SvjdYS5$Rkl|V#PN~e=Bjqki1YFP|!dd!czSF={diVXfO z6V^aSbHYzXNVXginMsz)p7^#B63mie(t}W@<*yFc3FJXBx)8%K{%IpO$7!eqG^u&b#!H z`<4At{+kB6LI=2R|0Fou4DPkvYQRhS_6sV9S%1PTBcA=4Fn_+3fU9pLia``_Rt0Mh z5Y<>U3w99nEbnJ~BHe%f9%1yQYIz1xi$788tO3ol0EG&^Ua;ARtgDD_F3BjKXrbGu z_s%NBy!u#ZjiTQ4l4{>ZsUwZOyk@}FOOgh_jDZ8*g=%x^Kq+9xC%i$6>m#t!D*Ci@ zk_gHziy2a;^12lE;*zXmW9xbv`g?~J)*I;=jgnmhxG-KBHrkkmLe0>_cdme@wzgK1 zBY@5BUZTzaY7!Sj6|v#TJFdYjpjKGGjKOQ16bGF=}SOcpHw)lD8*m4HRa&7h}Bwfam_gla4Udj3LX=@M$;r zMy=fBXP|gqEiJJ1NM&m%tK3q~sb(G$iYE!>rmGLPOmuYNPhD|fbETa(7}?RUqwj`H z%Sc!P=<4>Vh)jIu2eYobg<4q)P&Cm5@2qf>s0m7b-DbME?n8@arV-McAzCOFXIvdgA zxg?{-4d0WMO9l)U2>MU<=}FG3RP%_)`{^Sn^bmgbD-0K~&93wj2R&k*Bl{sr1!+n{ zj^f=D)PVevA$40%gG;*{O_q0T-&jBqzj+%wZ`vb~`ivr#0|MJr+!wm`=T(jpveJA^xrT1i1yH7h zMf-#8K?vkFgMZ&thugJI99svWg1Y)jTCuqB!_YD{UW3t73o!$ivc!|g@5LT#UKa;2 zQ}hk{Pio1H5%U18N~5fHQ4O5?a08>CO+Huw*_lGw*E?BXXZO1l;iEA?_B5a!S4-^e z)Us?;SS;}24xlqTC?gkS$6@j2vI=}VPeMq&e_6FBU!?7$PMI{m z)xJ9;>^~R@MaO0sbu4;W&0z(wAVLO~1?QJMrI=y5Gb&%@R7njW(F3xe#arVON% z@Nrw_1Q`S)CI?ne@Tzt;?Xg@Q{MkQvIlnR&Fd^F*SIfCHHWfKHCy+-$bAS}>sHL(G zP7_`;w9(jGeN`4lyHg1^+-ogCY5vR6Zh&RF*nPS!pDWdB6D-21%L7Be-?~v7>9*mFSnQhb%8%?lPSwRR^HpT^q^FE9(NiJn1e{*FO%)0FWt1~DuzeYAy>|8mn)3aHSih5<^k0fry z!WCR;y60B)ZCs}Sd6y5JSd{2sGA*hVOT$YS3ZX!-devV++NbsnoosFAfEyd5+sf4) zNG3{%$C{igXDlzqCIte^!)~Rh=cftly!A(>Ib^)020;v9ITMu;l!rxz>9&lL;XPjp zR&)`!i(&GM6Vn2p(pE9>LlPpk@r{YGLCue>Z|oLKP7yqBIS1LvqmjIN^8(EazokGL~>#lekT4H5{K&?z< zmv}`F)h_y6m-5O6Dhb{Xdx&!$v>~3&;#{zR9fUz89)Cfnp?h?61a>{1-X1HgCg4Au zdxw00g`N2q%n0pbXwzp5+kcsj9WsbEj3mT;aA0u4T!PquO+FRD6{`vX*x_N!ea0rr zF1Ya@eO5`l$AXmh!}oCY?>{rotdUqLk$wc);TOihgc@N$yHpFKh5LlTjH&i38$RL; z)tc*cjl6#Wjav~NUrvphh?4wGw!DQ=$GcBG^opgqe){GFem~{wdMx7p1nBr>v;LG4 ze&Y(QOK{0La4%n4i<1PB0$Ff_BazINqzUTBeY0zD99f4Egru6v2GYYcj0-!Q9ipWa zv39fv0JkG&#aBbHwgo-BfuS##i}X;idCgFf|- z=8qZCFzKRY!M&E!oR?a&7OI%w!UQfKQMn5e7mM@E$vQUZuCw^>?qKa`)!-uQ4=EMG zPQ~%X{$!i0_q^O98L@bLy~%D#%cT6^%*g&hjrGWpH-IkI!v|K4e3GR-+Pv6o&j2YG z?d<>~&3#E|ZnezoqZ9o6@&mKv>fNu)SNb=vPo9rl4=_X2z>Y(dJAB+7NF%&tjKdgN`*RF&OCbPbe9K zD>|Rk4s?}jpy}hgEr=ON&~U8HKUf5!pS3KR$X21@8cbdEC;Gq~l{D6)&Ac`uze_uR zz}@(Btb@vJ&E>TW;zNpr(EZl*8=FmPXePO|+B(Cn3rBEHT1MdK)1)q77)LN~t~fpE zLlj#ieE=%UMZS^aY>z9T4f)Y2YU~TR>4y36Mg%ac^w;O-lp#2s*XV96_=UF( ze1kJj3BR|o0)F(lntv>=T=W>@$@Mlfjgc{8=Wgd30^9K;*|HzBP*QIebXjrk4@0o| zL@Xw~5_V-U0{PZLbrGb9kq68mwFHhPz*h=4f%=l`+z&X(&Plk{4sa|Pxt)c6e3~@; z-D>toTtmr@@0)}l71IOx?mGY^6tM69#*;M>DPY~=#{xS7SDgI2YEsD-BlzazDi@fG zVvqcmlA!q}uharn;2}*^A1cTj5$zr9!sD;Dg*y2F=UED(@wofWhK>F^gcud-09L>yi2ujhc5Z85%rnD>XV1Xkk8^&UP<5t=;9I!;$yM(WVw0)~0oW_Sn*i7-- zv$?iH83E|DWyCNQV65on32Q5XfXm8I2y6oJ!@aE+oSIIxCopk*?&B?`v}4qm)c&9D zgH5QygwXDO_tIn0uNlIl6px&wc$~I^{-R11Ode6dE9k>XdS0+e2Pdk0!?%lHNz<(f z(B`UGPh$6bsA+GAlNi;dO9RdIFyfEKQxqD~l4~wCEV0$DE8m3+thO+)h`KW1;q*yE z|CiuR<8=!_t*pCT+D4!7nV_FHqJW&<=0?}mUA0^nua=KMm9XEHEj1}~EPD%YxO5Z%q}P!__}urlNk1HPDca-|K4omK z;3a0#IPj$8^ntA&^|$`mWRiI{7m8T~_&!3Q{2vT#iLq|D&9FbpOYh^$;^d8>rYaLHX2kin6*h9jS0dNBD4*aAzZ#wWh|Pu z@nd5YaweyMmN?pcK_3yOd#HhxG zwTKg7d*9w96KDS$X#7jSEDkdm%jQfh9KPT0au&L1Uc`J}4FP*GIfoAx(IQ3x`)Emzdl!@!NJK4HjmV8izEDDFnUO_kk0 zkXbPS+SKoHPlyWL+hF_5UF^ZJ295Fks&CfxOyo~61vwh+DJ!Ak$gV;$Y3WOdGKI4& zwZ|&jELDrhKzZS9Qs)O-GeUhE0Q}&t1C`_?ZGFEQ9!Y7^S36dzU{(s8Wc|z%ko}Ro z*Y)9i6M#9l(L4EIH-6Q*v`3ZHQPWy;T}Xj5C``~{DMW(J^)mq=C;u7LJ2HuC(~|rJUX`(@Nt5q#V-M3E?X4)FqjM`r>aMdhse3nffrJhA z>PRWGh%$&14Q>4S_8bbgJOaijkkI-SBhb$n{n}d_fSlvKV>8K8#e)=Pa_37?Aj^>d6=p$=SEw}&>R2ob9F*3q=F zhEYDW>w07JxW zj=5~Fkpp$CymVE6jhmX#NF=js!L}goX0ItUnqZNN{lM(}AymK9?i_^L8-Ifv>@tD( zfZ3>i*9gvi3AVRP+9C1sFW~pr2;s@fOHo+K=U-iTckCWv!S1(!`Wr4$tVfReEO`YZ zw-mq=1JX<5s^eM)?e=r(7v@Dg9jpE=_5ea!8!UP5Uc+_vkv-$&%8!dz@kJk2>j&V? z%n6SipooE~y`%Py)BdU2+6)mP`;9&nUG?SGvdmvff@Z^+mdq98tMEnGm@AtZonDLL z8GkBp+!5EatEw2WtPRi;EU^82Z*eJhI|S4xw#Ocxc=v1lVQL{FJ~JIy<8<$z6cu=P zH~+c}swHTJeHKuT9rLC!c7#x{v!aIB;<48XFM6Dam58L%JtUqD@<29ke*uFV3xt&X z`MNst!5Z?W(^o7*mko>9?z^?1@!h-XvkctBpAG22rb>dmGyU-dbq*dg(>wT9)=iju z1>hn@LbU(1rMJnYSzwSGB%wBmeeSxvi8O5c;KECDa1s`bxl}X+V)({5X*4vmu4ytW z!JZwz&pQxl`0*lDp(P_^8V$3myCsSIJfxA@?LbDf`zV(}NcTR&;>zE^1*4`!DqeCZ zaB}Ec${QynE41d&v>X1}BvHVA2QT@oE@w3bO-0FF9=Z>dIzw8#?<%0D^2>NcA9uKo z*c|c_F6pHTU*!ka^77%h(PIaFOi6s;K07T6RiNh9*BhXrQrj`)36|{BsYi~kQt!;y zrT>sZ6EE=ka`syK9?rRa0YlEM%rwE1=OPp~t45m8~&1aEN zMV%5eqfUbmUaNKsRReO%d$>K0xRvP&Y8rKByurs47~>+~?dpazm(k2u*C2KI4Vrie zoI$}~B{mKUyVovV+KUk&&0UQ&QNy_BIdHK%$D%hUIu^kjDH=h}Q9obFv58x?4x$k- zs1q+aAY2K}&JW%0RYnAeR{N=N(TW%7;d*d2%`92{^LJ8_qMSm7+mXd#t#Xh4j#hm; z(dOFV(x=AKR+-xgB4R9|$(#>8leF)lqayhad$r_>ifd%^b0wD1lkrFR+k~mR< zzUxnr+fm`NAVh)XLlLN5`D2aTs ztW!OY$WUh6?w~?h*blbvE<@7BeLE67Jf#pNgw1ahFAD##=%?G94yu^Cz8Y%o8P=06 zofE$+%85ShXc)>QV8hykN=A20vQ&%O5T1(Oyc-Im#>?GCdbHi$cnMiqhKNS1>HL>O zJ#E^>>*USTrYDCf-t7@4-8@*s=NWR+28t>Sn$Yxz^RP>2A==F05L9-N90g4y$rnl7 zh$sww#v>Fph7Sa>UFE9}Yof(g5}(V@1Hn9BRJ(x>2!mh2W&)r>RxV?W$?Z z5~!Uq>G`7>#>C$Ob;HbtTP6=t?jSW0@`HHRic2FZ48;z?mE8*QTzV3btU14YNp$o` z*tbTt2fju{pvHaf-t(lLB`TFuKmi)unC^hxhVJaR*75MEnYcldR4&SaqkDZZh~16KYB5!=>|Zlh*cGokSH9v2-Fk4llnLcCM_0x$ z66{=LpXsoR9FE@7Q3t0sXhyeNoiy*~2%c&aWlIJnZ500Joac36&@AYNdV~l(?5h!e|P-L-@GW#3bHH|@8i~fixWS4FJ z9>Jx_bomGMN@I@^#3O~QSH%gnkf=OsiB@_<+K)A%ggBab$A+3TN`)DYlGrda4RK$6 zzlR$L>F+W)bWkC3Tq{&|-eY=f>>yA1`mkH>=LyLbZy7O&{r2!RV7VCbpylq^>YHN_57=SVsp@V@m=KWfMRwu*D~#& zSdNWX*O)SblR4J9H3{r;Vm9 zt^G8=Z1?9bNXNyXNSqeIu*~Soe+77WNa$>0H$U7URwsr9W_!(-r?={p{El>9*D?7ME!S-If(6_^MxyGcbPsVn}| zYA!6fd6Jon(V7zz@-@TxPYL>p@82}Rl&-Z6fcj(sZ}v2lDa?{tqwsr`viuB00*>!> ztxV(~MN;yeLil%2B}dN%KCVne#JrZm=(psm6KT&LDr#ULc*!!Dz^7TCFE2kJR4J^~ zS{|ngw3w}Q4b@nz)-|$vUHJ|v);)5ShPR+rIwry*?hZ?q2Te1oEsC#s^QzVHGn-~` zp!4}arsN*~N~Q1)2Wlx*XIxIc58tyI26P)xa1h>!ka7USfv1aGub57)78-rF;Pa-? zXo~_~khy})4?pJ%7|+JTV=c4r{8DjT$(E;M*GihP$k3vTwwCbW2Z_KZUSX``jVm8& zArM_l1x3a$C%sDrCc0Z?t3Cd`+e6xA-&};m-!9(3_MrKg#7{@BURg7Wu){NfdG3e1 zv?og(3$lltrxU&3X4LZl#E%R=(;XAe2zZr%+LGlbYm^n1B{8#B)fms6)d>e0-(p-2 z8XH}lo+O!BOZIMVU*NN&qb>TKX~9b9GesZCo-A#(fwjZDPGw(Dm{#{5OR?|m;P(-{ z=NpxKIERiCV68&>j%-liS6siYwT}6QmSvhn8|*=QRuUaB+`rk{HP|hG>QX{l7dAX$ ze_t}_Pf@BXyTd>Wi1Qd+PBe_$W<)0_bRO!2e&1s(D9R8p*&I+c4vr4rPgV@A2O#eD z$j7alm2}nx*cy-|Wu`;nhTdaw;Y1as`oVx~gSp`8u_z4heK8dFR+*l% zAWwZRMC*3t36o0-eFuRc(Jf8m;QNOEe5dnlUv-Wgw9v8wnFGzCakf`+ zRn=o8*kueec$u{SFDsk*e_Gk}Z2uLp|5@2g^c?@&%4TL{WBLDD*`6lKST=2}H>z8Z zH=0}9+uK1x_N$8jx1gW})!f2~>_VZ?yegV?(&ah5ZEH*%Z+Xu2x%DwKl_8f%S;i2V z5-8=Dh!3J7qC$qIxDR zNUK8SAD?>Oe%%fX2>}m4!UuH*;OwKC1}xPD0L`z8=u9JuN98wqK$i#WXlKmKZ11iL zfJY^P>u8zH2^-eKc_raegSDgC0M+o%7VOVk%=dK^~uQ@gyRn$t)b<`A4M1d z2SgDUNC5dHK>U(|(w|c$oU^-`-9*6r@}Jt@q|@!YxURt9&hXCIMi8pUJSTv9psj!z z+7-WrA9S`#H&cH<1uwT2d$9H26aapstN;A?+B)RF0dub%8$)&4%8L z1PBBtC)b}Op?y5cQ@_%8a2JKS&y4fU_qPo9uh+;7_Vy0b?`_E4qXP&B5ViD` zw!iNRTK_9>U|duL7sB4f71-0`yW6lIA&4rie@9EkrB_v79Q2^xya_fnKR|BZ@U8Su z!ABlx{=1d3#qQ}6_L2T6C_T6)K0Q^S_O4do$?t6Ow;HVk8yA-dvKRjJZ{@ikR_2=4 zrpI^LxnG7k;BS420tm-u*4lU4%!bIq2C{jr^|htxvzx_l>STLn_iJBxPzlbRkH!y@ z#TO<;*XxeYu3z=9wH|;dD_raELQh*sMh)=XFlhgK8`fP9!td}~&xhX|Q2MY5@eyX^8?$9#r2Ej&F1>f_U21l z`x}gXTU(2p@2Aw4_>JE>-?kjn+IL+WybVjHKG2~!uZ=H^&7IRog>i7Ph<7? zs#osEq(JZB()zMw$Lj-u-SNgfzEg~Y2%Nu=lyKMN+833vG{Tln8 z$%q-c<@28Y*`fdaGy9760shmZ1?bN&mybC(K{ytD+a#lDWggNeJnu}xOai~C!P1)F zY7Mj`dE$%?SnK`+hbdpqUQRYOc0!b-{?v>x~%GzA=KvKddP(`!`Ecg z6R=rqocj`8+KkJ2)`a=XHt_h|)_%23Y^vQnsg97!*=Z!CV9ltJKK8rE94r&#{Etai zlJcWup%)Oc`Ed;T;R9PZAR}FbzqVl-^nC@HgpV*3x%V#b);S5f)Pm|mP>|0!G z`Ji}JMBS0(+vV!Y7AuOsR(2_4gk!ixhj8|cy z6uUV`1gFyjoHkaPr2fLj@qP?}AnR3SE_ZbP0nv*gitwcHBG7uTD5EZN_j+Dl$pr#2 zxh?Rk`1@|}JAo&t99Vyr zMfqCRNlX3cOJINWL-{&ET_M=in;r+ zvZD#*!upxJ?|SXEz0Vf@hwtLvql(*+l14&rDzOcKFK{C-lDgVm$oxG9S1Cr(l%knwbkkOeA98**CbvOC5ru! z!gpzmcl-N$Y_-*FJ8WFnd^<;-!&Hocd2kjoXJ6A)xP2z~JKAC`1o6Ntp2M$XX;L9d zutRIElBgy4W1}>$9IVO=0JNZMxYpe+Wvf!Ba*jU>NYCEgEv&`~m`RvUHe+>%evTXx zBnmx)6F~wj2BKi-s&HWwJ|VV7-&ekNiUsEcMQLSMN70cYZ(mA~A!e3W%%IP(GNGtZ zPjqj5eI@&ilFkd>)zqQ{m;95OMTu53njl1zPsxVBy-qmw^ z8>*(C$ccp^ELFYZ`6CpjzxNPdlZ!~oYF>e{?F~3UOX?iu>5nfHZ&@4x02oO~!xdnb zXWzDU!AsD_BUIX$5P{+kc%bT9_&8OEC$GclRn?%sLWnT%7uxsOlR0+N2Y@uowtGp& z@IXs7!)?E;)JXpB{alcJR)brbK3hGY6}2aSOyFY^i$$fiQJn4FBJJtJDkiItxIkB< zXW&Hzf9kvjQ}b@{>k3;)2_HVFb-YalTi?~M^3b3D6BZCryog!7pEpM2IlsCDgt}f_ zcx1+N#oj$689sSNO(WIzjy?g;{=nL<;Z2Rw(YlN7xek2^y<_6ZaduBtu_8K@M`VZd zMa>_Dv%%9In#~HY_7#_nni?9{B;K?n@&J!qpJr=?X&Va|vE3!W%dowLnrd5ixCECq zE)Dm$tC#%;B_why|4)jl@(O#hZ4Dj5($Pn2(ZipJSJ%)}qOsSI#g_&FcP>m&BMI%h z_ftYvR<75ML&UL^fLZ(u=Q7$@pl|xl?B0R2c1Rjc8$OTY!*Q^b^>tzSr$jwNJhQfEUD>T=+q36rT9h zLRyDJmCzK|k!MN^O`Fj?9u{JT?5wh-0oz_@9a~9UG>Uie5i;h(1-~m2N*~)HMw7cH zfmgVUET=>E5Kqiroes=GsD&(>Q!z^8Qk0F&oOL$@Bd`n6q{&A8tYV>Xed7JCi?qKg zMCgvHTM?^}J+=8i9`9gJnMriHv>c` zHI>$Dlm*gx1vh#05=W-!PJR63z&dfeCX;6v{C9T~$rgDrUSoe7Zl$?xlS&9e)2g}q ze)1W@^DJd|gNQx`e5%rUehhW~nO+m3=nh5xB~1Bubu^J*is5L*u_ zZA+;LJejXi~ghbBUA0Iok(7B{`5_KnaUM!B>>TyHIp^Kd#P9(j-mw)xaDwBt* zcN3#=5r=Hu@aD_!$k^ib5S(8dBbx4v6f4=%G!$!3*^p*TqqMN$5shU2#Py{6o70tI zZBNU|(*@N{sgL`HJz-gL>^fzv_+%hc+-0J1P?jm9MIQ4V{%gp>{;CFLV|+eb2qtb%*@OPhS5L9CaZ~ZDii5hB~+5A_Rc6%K@QybnA<+I8T!|6xd3!R-rxX_7uH7H>k=H1x&MOU5hyf@ za_J=aE_HPEiZ$AU!I)i0ymp`S^HSX&7D9#Ja7Y*A{Kl#gbx}imV^=N|Xd(=$(s-4~ zgNKQ_*M0;I>Cj!>+|dwkTeFOPzf97*7`h?O2|mHBuQ#w+UEDW8QgPu_j7#Pk9_hMO(()PTdwIC4@GxxF8ODu~>|0XmP z!-A&gF~hio*Qr06Wb+L00UMyP=NoHPs^v%4hZBkhmC(DLV{LBUan7HtMU^Q(M%H(^ zLqZk~tQMHBcI0rZ2(dT_8YRLaWv?YF)S$CmiNCu$U>4~9?_)crdK=l1iGBQe;h1_$ zMef@z&l_{G?S5rM0=#ojJt&F^YrsBXoq&@BXVgkO z%!e>zM#uG+2{Dn6ld<%8N3obaj6q3;X^6!I$KD}4DvZG51XM5lD2QNVlibhPq5)@| zU~V5unusopN6MUeKaYEQOk8>ARkPm!#*rsV4zEnM+4$P#9N#VjDc-KY`g;+1t&#wu z`z*ZW+L}glSZdc&OOR8BlG;$R)N0iW7ymK6hIl+#rc4`dIB~n?UL=$WX6_O)`i&>l zAT!%SZ%gI(-UD=HFkpl{1p$m#$_FxjCK9dH{3DmQ4ESL7^XuQm(g_d`zjc2&yp{Cr zS&qo3pSSGS$oh@#$N(1@WY}?Ke_a;Vh?G;TIw-2Pl*AVTZ2=w{Ex-A00MEdd%s-YU z(JM+2J#;_5Y@J8z8L(>w9+nmy_bDr{7OcpJFKMy}Ix2>+Qh19i?f{x(6wf|*Q?2#< zDqU_CtwCH?SnFBt`5lgI!V36P`y5v^pmfES^)rX$2e0UU@RTkIEv;8?%(Zn3+o?P{ z;G4`3PNg)VGd(Np)Pk?`>_z~8Fr~f!^+WZ}$w2hH!>0_u2tgMe>*Fwz(gvBlhpJ5+ zhas@OWd8?2K)%01FNr+a6h9+}4HcqEu`wnUR@s%*2=>k=bfuiZ=Be#%u|>hj%03=) zl>AKerea!)XVpwx?4gyLJTd>$)VoeFa_KBet(6`lhLyLBxq9mw6!&$k5sG8+j9zlk zYEbM+nF8*d&8hJ8X_$W9TQ!dgF|&6S9ruT+-UYh%HYL6<-UdGO)bOK()y}p%1~6ud z1Lj4_F(FLr`fImZZ~E-`VtEvTn98ZZajb>h%>e*-{{{B4W&})fCymIKIiqbSC6d z<;<|`mFp(QC(|jhkoo9h_-b+oN$k?Hg^3z@db4|-sFdg@e2Y=kPNc{Y1t)w(Xt=Lm z+v??w#7=lX$47sglktGl0Q1SN$swjna`P{PgP|>6%&&4{tg_k=B%EcyXQtwAt5RP8 z`{mCgQKY+O&-(_iPd$?h1EJQ`eVJXk_&0ef3>U3H6?%t&X9xXd0P1~l zrU+CQZINwFA!`F3sz7P=g#EYVgN-YO&DQHH1Etg)`xB?2^wdu*9(Z4|zeL{p&)M0T zdVj6Jfn?uXx}R-erX7;4oD0T@5%3_YlCeuEifCl@V7V81-sSz-;-#x#vm1(xu3qUW zhBxbDLBzgFatEHr<`7aop2~aD5Nd_xKy(b}iJ;n|J)Z-x>s7m89bpiQjrgHr216&n z*d%<-guy&{)BJcPd7Q@7X)#Jd%K821pxBmfxIy5vthfZhiCIGqm@6d;gsJ(7E#5F4 zM=!-E#~5hDZ-rD9Vh$!RlSUQu#*OWzJ<3`*Sdw@_QT=z%Yr&X(=Hw_wUFdeTy&ylF zCtSmrN87w(|DCqE*EOS+7|96$4^)UWsg_IMEbgcEv4(pIoz@)*5r1TfnVta8iLT?D zTb?ROQ??%}-N#2-0vdD5hT}|vzvu1lwbggVT=2DWoF}%1tMp&;LMeIIxPFI;P+hY{ zwG5m3eNjwDzZcNx_0Mho2q!*f^UHv);)A{C%#FHXmxc~H$B>PDF;a_0aR)w=CsM~8 z^gDITdM+VCJsTkm0jkSMw?l}0H%?$OT#*T;H&EE4d_ zpV{IgOunP`i*LVc;VHj)V2wI4Q!eODt8Zz~9g~nv!wJXI$8;5GUXwTxY%)?})-Se$ zs+8rd?2DeBf%D+>LMQbWW-IQ=nbO_TmO<271sB;LZ=J76zhV2k9JeBpPI|5#dPviF zx*o3Sa9cd7p5|V|HSAe9aSRFE)ni1`$kG-$f5wn)Ptyot?g-ZSJ?@UP*gfSG`4-BlICRJ6G-J1tRy8$O+JNC|jTAL1zKG#k9vR=76PP zFRaaD*8^-3^y3)N)2;dSQwjtR!QnPNLgAT!9O(pIsaWZso_a^cER&SH5vzuYTr--y&e2i3kn!rB%OBc?aS zQzA*+Q_haaQa6#Q8JzfvT0d0wPb4jpVJfz$fnUc97K={$ay)P4qh^y#boQ)Rn_wYw&89(p^)SV$b7DI;%CcqsQ=(@BIs&f&S81$H z2FmOq;P;^xNs8z*3?GM9w##W$pmO+8JGusR^>2aTSb+N81g+s2@-YQN6ukJvp~_h(fki6Fq5oy6x+jnIF$4)G5`mDdVuq2UG1qxZ4mNI zZUWJ5GZ4;T~i-!jj)~FOYZ5h*3|Xv7<;}>#U=?jM1|5=HxDpfu8z` zjT;4xu3V~R&1!OeB$u^bBKN_Rqj*T2R61SXz&k=3F~64G!X_9LUZF@%IrZuKCZJO; z1qf4-xhVZGtVc;}0`*i^Sju~z_>-=oI;oL(WPSWt!`H_{4~>{2++DVZCsOoWPyHzm z(W#htHl`mk+ZGX=g9>Ot(rrV}$59_W$){>oh8ca;!6v^-XCJ47)5aoW8 zmt)gF`v`r1Z2;#^nSH~8)_i=JZk#D_6iPOmCAah@bbeV)4$&8uaGmMNDvg43A%##T z^IPxWM91B}lZpX`63tpGMm35u#9BKQ%Y~+oe;U#XCGm0wRnyiltdDr%U@y0a*j>c5 zo_@SU%egMeirWDO#1Nr%8F{SEbY$mTbPy9caq9y$CdmNi$?ZrI=BV31gyMG5~ zC^s9Ipn<-CYOd+ay`d;>js`+rI_$#dz+}5zlo{B=AD4Z)oU+Kh@pronv*BU)J6v1B zDfZ7TiJQuJCzmp^9mDn0Z+Uk;4U!pm(JUSa3X4|L*b`F2%D>ywN9SSg?#5UFy_@B$ zXdWAGk8DNhs+yT*2t_X~394|TIV-jg90rQdJ(m)-zw-lbe?M9gn4bnl$XeU_xnTQg^-@|s9InZA&y0H2C6L~#*14r%#V2>o| zqt-PT^U_=wb;>C1F4_Y&>B6)X2&HeIEyompoU~HgRBKGWKg#t^>tK?wvxsP+wXlTf z$pXsCd+(?6ym%dnwuxw?s;r+d@Lt^G9&SFf*jc)wuX(U^OlVcNaMWpd%D*C=?3$Vn z47}pn1PUpJ0{$Y`m3yoy!i3=ovBR3e6JH-8Xc33lAjk>qR{L_HdC%|cHV~tS9;kYT zxDa%gPK#wYnFyVjr?t+W##wQ834@?_>|C}#DW`Z(joJPaL6y~SdVb)8)&h55Ga+_p z*m!VLhZs+4Y)abCeiLy=gbioIUQ7mGUWJtT1>D%~5BRHBEKu!wtp$%n24*vdQFwq^ zoj!QI;)VQ2V}HtZR`%rIoTb?vL3p+fwfx_+B$a6y;#kh|fa|qD4Yl**@maqkzhfTL zxzX6#?^*GsI`u{uYMAAOaeZuGIeCP=x7shZBj~lu0wU+mK8g_%4~?J9x#98<-Ji(i zguB3RVLs3Y>T}gjLBEKw0fYtRR5q8AKHbIgB-J1$mGudr0oq^lJW;rMZ`N)^Qv*Il zTeHAPiZ4EV;{=8cCx`!<_Mo!iX;P9C3PhE+z!>2{UQr!xyP%r-AaW7LtKc^-SfZIU zpe#7l(sZQesgC2pWO1{IGE8Wk{JB{dliOF2b{faLI*8_OAS%bRuSqacfc)~8bVY~| z;%?i~gi3RztF62@fdmJales?l*X;t`VEMLRM6~JxJ2hgqZXVH45o$t03$FChq3S9R zSZ|*E8wk3H?1sV0Z8yQgFI#XBQ(B}M_mUEQE6r;;6+kl~gNeYSk*>>6a1UNur3FSF z+dJ&xS*VA4{43TB1~`FYPLH)+Xvp67n3w~;-PA&zN~9kRgo&3YD5fnX+7^tBn7E2v z<*>Il$({NV#6d*$8%FjLqftsIu-q24Y%dwL9~{?KGY6W!(134!s6SqopV2WgOPTNu zeoVsm%793(k14^-6))2a&tM~Im5I}~9o{uPn*^>{O{FGB+n{QZacJBl zieSI?28w`Bi>~`fh|nJVfP)N2A%43U4skW3*kf8Lnq_C*5GO{)tXZ_<(`U-_*_}bI zCjU_vu;kmqeyF5_&>yF9azk$qT|mj{%N5qeqA2s#({-zRrG+-0qud{-b+F`FPvPh2 z%Li;sDj#ogD*@Qufc-pXcSc4z-R znX|^xTem3{v=-J4)u66L@+#T84gGS|`1EVGe1_@sXZ7G_>6RbFe_J1%XbTqhO)@WBj#zTm`fgDl=oVOaO!ZL zZe8upr-?@CvdKYrLdkwM`&CCi_1Ejy zA&X5!29^{$g%vWQtxS)0OXxUmb9N&lDg%P`%#}@1h#f~o#t;L^UyR!Uh5KbLYM=PO z`ExoG+g#SIoL0GbICy&rh+&_Qd6pV-IuRZrh#4=_?#3JbUhDt$E#*ZL7fB@p`)i3W zE&TO?@MB`+hx^D>ZMwonf`<4QWSRTenw8)5H0MmOw#8 zwppbOL|;u8TCHl1ZGy^~6`Dq}FcS6pFRo)GNe{dMgpQlV9RDZZ5z9rEhtc-r-v5U7=)r^6rfYkemV z>>E`DwPYTjSaudp&C~YZ25y)WiPB{}*=(J$zN{A00Nv!sDp+hp#2y74f>j@s){|Sp z;OdACrwJ6UqZ!$?UZ9-XVWIYmE1(rF`9`!zHt_L~giF$sXkId10sh}wqR=TR98H_V zh}1*|!H0k&w*>6?;Pc)_&m+Y1U$%L`#=wppCs_LLtwBC;P?;st5%YX0Xrh>H4te}6 znes4gDOTP>$R|+&N`V;c`fJ4y#}0j{_IwjF9)oyrv06-deFq+r@p7sJeb|`d{z{p!}{)dkKg2I z6ovdfZ@pYt2gmKv5)($`876wmHO+u<;Sd?-F7NS?w(m{3!_OWiRYWX5-qIA$CsG7E zfMwW6@U6@H;OI&(jr03YOW0M~(T8*d<+&u|buWQzD%4CXu53s`A+DV=*YNObC8cH% z?D*_cN^nvD;!!iM>`^KO4hn&Wg7(K?Zrs!pQy6@ zc=)0uPLLNMq%it5Cw$k!B8Br)AevG`eN)Imt^LGX#J4Az94V_YD`-m|(80C#7VA+a zdl=_MHcp4FACT&*O_&5NA3Xth3qO0=UY@PfrKYW)>426*7N-*U29iST7&z`Dt+DEm zFD5VsR2L`g?E9`E&BXz(5kj1(vx^mh2YdHENfne}{WHR}$vBGrtA)8zIHP#5RUAaa z`B0q_56Rs;>$Ojv(43!%$3kEtISpnz+88dXEg+krT;-U~RqPhLm_(&nlJodb=WU0#-%||@=`bL-Lj`2K zif0@GeILxD(V57+UZl_ury4YrnsqKM(WxOwhY~Xy-|R^z@O&Fq+?q(g@TL%i z$S))#&8bBGV$x@WYRR4?tT!_|<=k!Sc6-Dy&+}N467F7yZ~T3_UG~s&NI;&VTlJo`E6y}AgcP4=YPFJAL^DgA%N$4DF58F1 zw(CHQ3XJ=l!O_B1hMLUNa@6s-a|(GG0DtAUnH2duwikMLoowqfo4w$}oc!s+sj_@f z?DVY5shy$ga6=HvJoZovKx8Ao1uW%>X9)knfco>j z*?7CF7LBxEqV!gA@2iKHG|J}_@iL;6* zWH{&NZ3`3_g!pk$fLPl}93qUmB%;yM0S)!@FXkgaxrpJ@iYQgA| zAZs@p?a)IKUeK4vub!77{7|0&`Pscw%~JvxWwUI!=)(lM?QdTg3r0&6inv*mVv`a# z?sXK7s6*vvrke`rUg;W{sD1En6VQFj3uBuTUOp$d#GEfjPjt3c5i){3XNQUWTF}t0 zc_uc#IT)gjPfN%oQ)gA0B3;BSAdK5z+$$0EY8_>M*cYLqIlMcfzWfQJ=9XSH%^s-f zz^QIfMNluw&+cXvUPBQU`f!M}wXDwUp#%7)U7o8rtFo15VxNr=Lx_(;82#C>}`psMBPYCwJlGy<3&cD`zF>Pj%Me2P{*x z?e)V9P12OPKcp!Em-ZenpDivO@tH-4s*BKkN&gw513)7}zL(JMi#Z z@`R6G>IA6)DtjF6LL0(NxVZ^y*Nzs>#7D3cEfosl8;Bw}6id{a4`zA^#kS?;hl6@<3 zJRjbQIhr+*8|d7_Y95%VF~FC2K2S@>%#Os0Kv+5X7tH%_jT^VD(wC$(fnel@ef6eL zfBXzs0-YRB7hiL%m}=s1hxe9#>3uwDIXF^BY%Q5!ThJ{!AR67@_s-#++nB#P4W2AG zXtuw@xsXw#k?@ZO6Cz9T{>t?&hL4VxSp59g@Q$1vUl6KJ07lo%h0d8$(%2kMkpFtW zvoYsC{vN?=Ki-b%;$1RX+Kr30<_XO>L7RJ;%ve2;m(9SCE%Y_QDR>FG$OD2*0Mnu{ zi;8*8d|*y&ALQ*6d;IC7)}6nYY>E3|wewaF)&a|dx-*!y%`i$pKSH7$9qc*Hg@k~o zI8mCcg-Xk%7{ms?9PWnGHR=Q|46R{z-�iNV(1L&L8_A{v`Reaj}+j ztZUluGw{oZQO>2Dy0Xat;H4RTi47ROs(OFKR|`qdVY44_lMJ``BM5*+48OzpvIS>i{aX7q{SAN>M@4`z>V{sPdhKs^QBr2u+#pge1N=2^IDx z@w^W+j507byO=F*$BvcdS$e0jR;*HgQK;^-k{a03TLIIt9lYVWy39A$JjV7b7^94| z>Tq)-7VBFMX^Am-emMF~iEVgs&F*xn^o#nLMO!oq8zU_&!UC8ZFW09dt1RH?WfB>c z&YFu69WAR)&F4Be`VfSu(6Q6nFN!H z5&@cV$Xb5a6fVQLYkA^|6|2|SJzXPh+bojrC%3S+7`eQv+ym6s)+VO_2w%}Fx<)M-LB-Kmh4MuEVM{Lz; z)QOH{G3`{)Ufj9>AXYcyin+!y8hwjr`9*xqsQB><{qhmn#^Uinmn*@>6@CmIQ5_68 z_AXauE#`-eS0?VBCs=~KR{=NIrzVE-s=7$Ol9gbMz|fSq2OclKW)-W7U$1vG#6Ror~}bl2(ob^^Z3JuZoYF_>}kH5X0~U<@D7Tj)IANuv_yOm-tG%25@YE z^gFLEP%j09HVNo+Ph=(kVFk=L!DsoSE+i7<=!H%o4hiqohaG1sXbo9OYLeOu7XSG) zoa^HjtRheAGE5tI@9M1CmXul6PFTy_#;T17Lv$((tTOidLhg zD5B$}B53ZBe7UulW5y1ant15fAKqCu;2sjqo!EZq{aU7|@T(tWpD!7spWb{tlDFNw z0oD8o(}=%W_ZU;Wb^4Cwgd;SA5SEVYaY^hhq+=D7UE8-X@GVk|H60u&xh=9YCI-4L z7_5$+I8oezXKxW%ogY?t2~S1&)j?-Rb+$^Kw%2{TY&x>5Se&=_3dO~1Bqeu9N?4{e zY3#Ik%eTE{dBYG9UwU6RYX?o}^s_p!x)&Sz;51l`Xr9?(abgASe*wwK}LWCy0$QF*|A8n&6jyCv~#g|nvMI=rOwsDBEtru z8IO1`K6=?)mQ-JPS3Xn_?9<9qbaWA|`I!3*ZVq|7I z_}(7&o)*Q;v=VL8X1*)y0hKkpM2EUrZ~fbfm>qJ5H$ZIgs6Io732D)Sy_j*)T?ewir|K>bpD0?Xdj2HNxe?2x>hw8X6MP5%pt zng+Rj$WF;TSu@4fQ`NcVlrbB!kv3HgM9FrY)jFhm59d=HjUnwOVruH@J@t}}jh#@ zEg8#)1{EPn1NXInMkeQCEI(GDlng@8r~IWohJOD+T0dXQWs1d2X9dY1#L_BcGicsJ z>PMqz9{d;%0K)eeI_d~kF z*HRa6`Vbfb?u;cge~s_%ZW$AnyOR7!hDdHkWc))3#!=xwUZLkDAd^Ejnj^9G%RrhI zZg++j2)rOh(m{CW_0=*B(*#^oVL>WaJ5NAgH`T)K}=_1 z$RD;313hdkl5mMEcTr=k*>IC+L#kwjcdHvwp>M;0#v;M5mbNM(DF_~oCdxvK2uk(F zGERF%r0qvODk4ZTLOl`oCoUd&=U$2mV@Ez__o$^!b>1-Ze#kx9>OttbEjCHAYbl94 zGjs)tY;8=Ivs?{#ceE{#se1{QzttH1Dh$5G5Mc)_qX&T3U-&ezAt-NV#e=k{+m~%G z8vcL?wp0c=DfXGz#vlDB4UYK)%U5SJ>XJzFSjhB_1W`r(FX_{2vyAaewU06?QA8Kv zsu>os!%a&{xCpRFYpnxq%bkJD%v~QZ+K+RBOi0MA285{mm=2vuwa6jdcqzcA4P#`3 zjm3B2ha#_jz5QxZIeEVfA2ozs&T>!ZT7Ppj)-N3>)*(WwKLpA3pVhsNcuvk3NbQHn zSHaVzXYJ~M_&*!^IA)qghKPZf9`nAykvh9BJ;V`D>s4Zt%*o-pSrUR#1qa|wkZxy_ z;55zhgbA_m2T3BW8?~}4jf#DB6q}oOd=FsM&I8gHQ zaeqw@xBWI;9L3p&9rT+uun3*Q_SEf)ri?F6%;^}lmrrmr4G9G<80k<*<@|9G)AehEnPe+x*J2H)HzI<-|=Vknu@}n z4eKd>`S==JfB!7}+ZNY@N`?=D(_;N&L*1(vQNHnD_7FXG-kQmX>F2D(zx3$W$Yhdt|Q zc%C+!VA$s#K55?}3Qv#z5^m##3OJVOr5Mn6IVk5zL;S46L#?UtD=(WfMnv%p@JVjr zDpEL3v&UeT^k&N-I#elV?l|wkm{pxB%s24u2<_5+8WwE;qIv(QMtE^xY4}U|<)(Ey zadP5DVarfIN#^18!|=L(+W}cC7w=fchzbaKQP+F<)D3tQIWR-f(_k|Y3 zi>Y2UGBQZ4-ZvUq4-?u?qa%0N59f;d933UREC~B6CY_EjAJPdNtO=K)$cDAXZ&ax0 zZp_=biftvWqve1Bt76)!QM3f1;<8K?IuI&htlqoN0=Z)6CbKQa}kuW9>)YO6aJE z<>lTAG+s;3{B_Gcg=~P%zO$Bz-I;$6u+#!-aZ~)HIL5;-F>763{?wP`MFR(}ma3WG z8Jhey_DFI7qt<-ko!5tZ^Lhwp;Y_}d<|(# zuO`Q0Aib9>iVg1`^V<@w{1mXGrBM!N389jXj6Hg-Z(v-rG~6}8GBs44I;FPfCtSlm zzv=m;q_I$gKl9oOMvN^ezCy+--r6{PXa&LYfGQV`XwOcDKE`&`HyY)0vS?m~0S+;M zkd~v5nBWt(#HM%|wVT9cyxTJuIf}1hXP5|E;GBdyUg&ZZ6wZ-4SK|DWtv``qdul2r`>iM7N)`zNwHu-CY9my?KRxZe}lQEhWQpzLA_XTpz5leMZ;~OlA z$d^HUViK5mPgR!&xf)nrW0h3K zP9Z6wB08E9T_`f~i?!O>FCegd!W&WK?^Yhy)OL6^Zd$`%N0pYwa_8@hmjiwC(n$0= zW9Pt$6q)dGn|^bXKAR4V4O2eB66+o0F}J_X+x{9KWX&WVDi`Wt#p0dOQv|z;5IkP3 z+#;fgU=pl@`sVtuW#Vbz6oe_NgT3D~s4Fan;w9p*mHK)vAa3-b`T{Q}~mV_uaLc92pk$T@P1DYVA-k^?rlrVu#E>ka@VO zPjC)))~+p0kUQ8j#mOR240fd!gmJ(Qt@l+iYH~mzQ?*d6PP`(=OfeH(Qwl%$p<0Jw zv?F}~9YP&RDmpd2iXU5OPLV|0NLt;@)eN*PBJ0ocgJ-mpn4b-@)qGCiv{6%{%4()^ zcL^t1k?z1YP9VC*wJjYCkup{|evE)}#}57i<)c%P~MN5u#Ms-f$mRj!;p07mpj5h`99P!M@lWdx}`NN<1QI$;66fAj*z)QUTyS$#Q9 zZ&0tCMARuEhHBX9x6jARR_nSW!zN^zPh$Ec9Bo=hh^-!d5Vx)F$}98iDRv%VRg1f# zzBn?eIdy!_Q!}?-H>FIDdiDzf!f@jXY2kglW18mQkYiP4v0m)U!a{l@^0Gd!M@YD) zMz~r5=|lO6zq4EJmt?pU!9BAU7=6wY)sNrwIi;X^Ha(B9Cml?mb*<@N@kZldxoEfk z@#%v~?DxJT+aN){oeCCyt?U9wVl*oC%;^dhWf-gdOy8L68gTLx+=VJwjsFvStVW`NcbjX=v2u-VzBb0+wGDG~zGdR|=-cs9-9jE*m7SXlG$d66!Mm)ttOh})r zX5W^9lx)0{vcW?$VaUhGUCUKG&Xc!Y%8cz%*+B)iJk*$Kw+6*;^&i=AgrOeSxE}<} z#D~5c=zAmU9TOBcf0C{83LPA#l&eDT^2{t#QNQXbVTI_8bW?Lmro`~BdH%{OwVyvl zY=qHv2c_LYQYJT+mNTHEREsPMR;f&OvLSq^qoJ}W?z8(A{%OZGKmVD&pIolttkBJM zj$B$rZNs|fNP~Q2{(6ao0pBOJ2ek;Q92VB@ad*iG{L8PBxnnUHyK)G-5%D)AV->QP z8Df?!xa*NiS5L}Ar}=epN^{X!NJK4=o@cH^>L}bA-N%-oj88@KGDR4#i64M|3bfzQ zA8ceCd_8b@kya7MC9U|$)4)cM@08$Oe2ZkxrGwefZkQjFezXtwj@OZKk-;j4y9*nV zTTStOQx-N4$Hk#D<+&8(>6WqfV`=L;YG)^6taQGAIjr!>te{Lg$-$pjhIR|Zmgmq8 z{6U5Ct&FAfP0M5G@%b1||5krXJq+zZ?&=C%ya?1hQ0h)3-Gg&huKG}CMxybvSCLnrMA!;saT%8_dD z)TJEgU8ZWO<{jMUL1j(-O?8cL>{r8pc19o=9=Cx76hu~_YK(&2qaU#QaP$5DRP2*eHf}{zv+;+J=37P<;FPlTDaP+PM&MLc`H&) z*iD!z&P7en!zYw{AF5Y30#(F0IB+#w35$!OJ>$#5R`*yV*L@iCc^w?4U-vHt!waZx zj}URNsrU_BgwlqP$2@Nl@?b1MIm6qyMuK9Mc5okeXJ&*m28pT^v8YIKi*wFq%<^0b zVl!Re96jdCZUZmkC@Z(L3I6RsTUqn+>6^A8oLul|#a<2(qljx}GELx|+zco5Ikxji zK{~e6pqDP3;+M%U&A^wWzygQP@7S_I^Hcj8;pO^oD}}rzdL&r!#J?>bt4G%rcZxa` zkv{P3US~eH8gd*gvooLC3Fdc??YZC? zTtEwKcV7%>vJ5oJ3m~oA7l)yC~`D}|C$wU z!S4GT9OnTy(nGGYFHVOSRgoQ!uBSdV>v%Q#9Ba)O8LvE+*tmv78ygaw5IpH|mK0RQ zx7x~Ml}rd&w2!L9DgzCCuIpyiX35uw6s$)u0jBH6A+xPCf1Jg_qI@%(>T%7F*-kHy zCI|lEwNrwoD>eES#vrIlc^dr>LYh7X+&&i_oNPrhv9J=y?*F=cMnE(uFjb^x+jL4ou>Fz?m!lT}JfNB0w;G@QQ58wXAD-iCW8sKU z`Gp@bxhz!OA<5i5{|57xZTF?ibq;0rJ6W@YvgMMnAOAJfGh$Z+BkM@SP>eWVF3R49 zJeU4b2yuZW8rXU~g(_Uj6BTO$UGn7^E#xL8U(jOF8+uwPwJu#aJ;UBKRcmDNxbawD zEvceM$I}U=GCPa~3@SM8pd$2=tk~AZB}wY0%bta%kV>z!QusjlMLP>$1;tWT} zgDjKbVcc}qXFa2Rjgpb#TJm{PNX`{m&E3D{>8P_rY!h8H1#uFY$nd z>gwelO?!Q2v`82uwhxJT1!xGWsgUR!=zr=bywNx+gWMn?T^w#|bFeyR=f!uC9>v&2 z`~y@2Xq`a^8EtDl5PuY0(heiRQbk0#v_J67&5s$h#QBSz(o0o5ZXNJK;)Rh0o1Wk)iUy%&Ce)EX0F$N*8in6 zYIY90q~vPjTV)`{;O&`Bw$nu>YYug8vyRcQkB&yQxRfE9X)jg|We5koW z+UY8^$aKGt7cu`(7yl(1RY^+v#80lm_Zd#^7@8z}RIh<<=t8{UWoadW^n z{B4UAjmm~(AV~7NP0#S*zebHG-sIkh1zM_02wX52& z4p$=LE6+G9_>#wGiA!BMbnj$qhV${xb#B1Nfr!tiHD!oZ=lglXCnJN`Qf%%V7mFNe zi1}l?4RWKXAvsU+_80oh-|njlH}C}_g02^OSX+cD^gUPi2N+3@*j{>>>bF8Ys#3^9 z6d6=w?fUoMW8S{MU^`RbZrkG??sd>>NI^NJ`i&} zDy_`7E7@@IEM?ZK`EirY?G881C~*7R3tGcRm8VLgZ&9hyCc#gLn{Rp*f)hGPoF4hfbJ(;WhC$fX3vndjrN}J6M@z1 z>Sx|QwfK%}lCfJzJqb8mgkdfU#Wth ze0NP#%wx5Ge3-X{+r~M{)w1Y31f8cJq?d*4Rb|q)$)&gZ6AkD*u9D6XMmakfm$Qh0 zR5bwyf@G|RFGC`!Fs`6a%l1}h+7_a9t9b5&$bMZ{JmRrFNgaY=$~qgm>U+yhMoO=E zz@8K729T%?_7w6?ojDHohHV}Ffyeo`Z%QU36QCPkt?$^Y-b%4i^EnIxRKj}-4~;&} z8wF}L!+1i(lG*r5>o*3Zya?T9n5%f#Xdmp$w7R+&Xh=iF6jYyPt!uWy-iI320kn*M zZS8TX9pUr@ht(azPJKg1C{}_+4!dneEFLeNcFzCrIfZ?u&JPDo^S$`myoAT&v^!yyMt&v5U1M9qDY2z0etFF8L^ zJPFl(7j>%25fYp!2TN!Hkv4wPnp%ImPO?HfbG)Fg(BK>;$~RF2bw}Br?Gdj1_x?f} zl*EOOAzbjV6ZlWkFJp>XAz2#)+v}AJD!(ovN`fCGiU|?LO~?6PtpOY(O51hiW0Rcw zf6EzF$J~etdmccTdPG{&8`w*c7o5w~4b;lw?fL#5%jLJ0-S7u#X5-wD=19P4$?&DT z)e$qU>I>OjR=_@Ra*}^}4oQJ$89IR@t@pmn|Yv%u5sOK8Tds_W7gNWg0i56BS_kXUk#&Pch99OBB?>MrsAUf8~=7q z-~?YFG&pSZWyt2d5uAi6?lGGl3FHJ%i!WCao@XrSnI5>rBDKXrSH@+6nSO#o5#1u# z4`N^-Wo=%Lp@%EMY56LN27liV^d3M98PBMTm6=m&1a^?jUc|oyCrF+7QdM-^tk~@O zV9s8#;QQfnEU3TXnu|+mfR3AeO1CeA7hy!jE>Esu>K#5UsP9lN_=vXvn;nytnXVQf zhK-Oi!%N~!)tcPa%=FQh7V3#g;by3g@dGXsl`!!p;7Mr~elzE>fxOTi;`+_w^`L@O z(^_j4G8!D`PKbJIp&DWNj^|6s2a45hwSLPQNjk?J&0JRIZ8^r-Odb4lDj92uuYds9 zDD?Bb-^ud>V<{GRr`aI!D1}_z7v&q-In+IUZct(cP(uS`$ci2EB;7vc5eUxIEZQ=N zjt4@yU_>M`&Omx800^a(!w%fm)_!fftE8-(`)p#rl<{_u)#%jVIS7@Vc8xbW_eYT_06Rb9cr*I&m+``lwdN3NRY zTk2P@C~n3;6#VBCWID$kD+v;{*+^?#k8IT=jJZk-fPYJ`qq~>|ji!sTqk}E?%)w&Y zbZWp8*uB8(K2y1%Ld)6SD;f3ppBJDEu?d!zv|VYZAg0nu`K7FpvF$jP^2UcvY$)@I zPX)7}PCGYoAa*C0XBn;|F_-5gNOCt9DT_CMU$m6si(e}q#^w7#(Hcf^n(U1!(AtFf zk~}Riip6>pu($1vF`}J+EsmzA$8@!W3`USPtlhd1Vg!|+LXNo=TN*YPcEHlhV> zC8`c2-MQvo5Uvx%1ctz2UXzsj`{z~zprIGRL7n+2(w?tGkfi~4lXSKc;PfwVmELnW zLaMGxr^x?K$l09C_uJNVV zdcCx|T*sFJfPK+GF6f?QF0Lo6jJm%BDryz*%Qs@(Km|ULg21|;xxw&*Cr=tseGO`EUI-cdp^Yn&AUI42NtB|g;$Qn)pnZtMO+uWqb%17 zS&L4~7V5a+X{GU(vfrZ`@l;M)Ni^|Ll5D(0oOp{ue$xZ@#}L&Hk3X{-5hMrPx_0E7 zt=UVEmI!X~P-a5Q>XL)DjclpL4LWy9$3%uC>*lA>27WZVEj=TPnniyo z#mgD1Qc9uSO|Rt2M=yk;*)Oh6hg4;@~H?$G;?Yp5{N_JNytkTXsM0y5dc18>Q0S>I2YReZk>ZULiDhD z$(v9gAuI&l&lG}D=_5DM0=@KXTPx++(`uTdjNL<%C|#7O;j(Spu2Z&c+qP}nwr$(C zZQFK#lfI)K+(Aa{LH>Y@m3uue4FwnJ#*x;IG6{?ScLR?{u#VbP@7gy=H^q0_*ZvN$ zOLLXFFC6Z#GnwB=z>Ap1i2Srx z_Ii>t^U;D9M8=wG94^o(IH6x%TZXpD$vCINa4!)Ox`uZ=9a&PJ6awl6dHfMrp7h`8KrcK zkqqNWw8P6LHy;>!6{~lvZSQEB#%yo;uwb|q<02Q&Hm)l(`#}KAM?Hf#B~?=J8&7v9 zTK|G{nLnPMYwxI~W=4CyUev<7AEADPf=s&6$L0Ty-cI7ja3fp~?l!^w

#$sh+T? zKEhh={94w>G&lLMbU+lIM1ZbpiGK5LpM*yUBjOSeK`i_c$`T192v2>D1oc*x zmbjT<|FwKwuZhu#c)jE58zZj7A~{AHAEaZ>)5DBK%YD8;QJHR}pamUXkc3Nw8HiXKARNmw=1(pg`rbHp$geABe;K9*X{@fSv@_m;=l^oYmILX(u z85&I1lGy#DpvqMx$EF{YNr}DnKx==+^B$%i{u;8vd@@!y*Yq@jo0M#SGxgC zD-1>jXu&a~-AM?TtF}=Q{mx{Q8~g!!dQF2j0&65f{x3)}(yi(^bt_V{!R$uPO^SVL zJNL@PNNd&gS!Jt;^^Eb8V-@21zCGeWU|I2qg(JUW;LqA!yYrQ~LQT{oi5Bp1Z0Iv5 z8F&EmMkCxsVI~>%b$^A`5)#Aku0y>w^F`kzvEAI?hQBc<(|E+o$=rF{1!PCkqDi5) z1WW2^H+)-68~cyzQ@=w>_-&YFO_9*3F${OhRl>!70>a?w`e*z`SlW8q+t8?k4YlX4 zNtq+MPTjJMAiyYEbJliqE0P82-#7Y|uR8^886Z~V2CVRA#RXG`nAT5gozAdwNjRfi z{ji)A(mK7K=^U3+^kWTc^W4&yr~KZybmh;#N(UoA2CUbJ>cg|R=Eho4sq2?e?H$Iz zwna=kvN-v?lm$R34q+_RQUETF^jI5|VtBHvD}fG={g9U*61}V6?W_i5;s5+rj4=%j z&QFcuhDB@J+E`g4Lqx)C3wU0a&{@i~w_K5+Ob&J?YC$)}ot5#{M7%U|!ydLSG+fPBuV~ExshrVH&0WUC!e>sr6 z_!;rC?D=0augGFA$+dcS)@)8sEM?P>RC|#SIQb(QH8B(JAY^7{B;&>ylDz&o5>DKc zb#5Jfpm40Xg0AhJ+L+`n12jo@GMol4QlbmHI{XU(IyYrdY;WVNUx8efIb}eA>6#R8 z-ZK{3;7+|~bw-8&#WcN&%|1X_azV()eAe`c-GxDDB{eS!X1|g2$@UBaT+xC(gGZdb z)k39e>+me-yzP98#MfSi|5Zhe!cnxmvbpUnudv?wznr@m;}eH{Wl0GsSD<|A-_}lI zvJKw)-w*jq_*ctc6@6CQ{k1A-Y*zB5TNLm+kA|bLfhNMzCDQo=xs*F$cdV6*EG5*0 z8Wv10g$DSoK5UT6cckBRv{?HNFsoINVP7;JdV&-lb^v`R&p|;sm|rgvwM1s5)a#gP zh@;XT`w@H9j4Ca^gWS;6WXQiiU8EQ!xYZn~{Hhf@vCTHA9Z>#j1!&>j<`by#QrP#w|PYWB*-^_elEOhs!xZwTO#V zH8(BT54v9a?1a+! zOuIkoc%RT7`k6=3K5yLG2>KoicMKqyA*8ve}-i>3G5f`0Tq2y@Sa+Bbqc zN|mj4s78_HgA`$qnefWPJG5d^q|(UauRVtw2NOfP*=FVU;Vmj_f{1?hJb2q2*JcOz zwsf(h;V)e7yCFhx)_H%ciE|jc<@1tw*)RL`+z0lTc#^x-PnEQ12{htQuC|qtJJVgY z;@3(;T7^^wL!9p%)F#-vqz6Yo(OZBJ=r!S_$qlu*Acku_$T~8k$B(Tkov}DPec^OH z#T)bh(kDxkl#$wE5p=}|-sDp^aZPS<5=6G3JY*2J(!sXCTblJmGupmJ> zw$+=>V`SU5=D#AT#{(gieEZ2X^0!imUm389lIC8cLoDBQMobP? z$6`nU`9XX|%Z98!1T7B2xnPVtss3Gk4<9|PBU1UsJ=!zj(l@(EV5!4-N}Tx5#|kr; z>TX{% z@qjUS-f=GeH-_6t9a^hX4BMttpM##8-{KiU%WlSaN@Mfxgf1j9$?-><{)?xC+%PWZ z{a2$Sy6VK}a_HHW^fI?4PsW0{xH*J7?ARAJT4qX5B$0Epcv<^41!l;5d_WZoY*QC_ zsLAZ|E5U?NiFyj1z{5Hq2?1m-r`B!77icOkm!-1VlQ#pY=bKJpp!rJPG z;SOG7Z2S{fgKc1G+^WMa!BgtjAow!C^_<;1v0~+Xv3;&jivn-kd*U_+7i~8{PZi8M zj~v;=s*%q!0|2MM$lbMAFrzJ(v3>lm|D_4B&2HTP3p_vm66?PF)^#mQR%j9(+-Hq; zK3@YL@6p)p&Q(4QU<>MoLtFY;6+Y%(fa2Xq{ENEB|MtJpHCUEqE9){_=<*j5dtFt) z4i!TxSlHwCebi>HIUcecMF#&oQ@{|Si@$$5kK^t+6kPb;OgorkFCwlW6-PSYCJi{c zV4DXzit;Vt9o?9cWo=Y!93@hE+Od6x4ka|$t5A8Mj01tLI~ z*OVqEkN)s#KCb3LH3Qk`PMS~)nQZ%yG*HT6Rx4veeyOxW$3GOYm>vEd zATXtjIFH7K;W6l|N^#zv+R69zeMs~mg(nSTD4|=#asmG??^ znWaUOvFXaC(+WMM@cPk=V6?|GHC|AP&fwk-!9&M$701A1dessZN9lmkDyc`HU{TGsIf;GGVj{VFwUAkCd*8a47wzf5HWd}cCHmjf$|X8B zo3{Iv>-Ea<_V%`{)MD9<^OR#WDauVp^Ey z$lBb>09Mbyz}PU5kQBuZ1e-&9Z7l+u6Tl51Yv$x1*zhD)N$ejI5rG|xLjc$e%IV84 z10aeAz>(in5E;f3kI8THj{a_Vb}VgYeExg@wwbB14phOXD13d*gF`z#o%6S>UsCp` zbRpNu0L;HRzdkuTGcgIIZ*Bz?ZyIj|Fuv8{gFy?R?Ai)IoZnHq$Pe(LKRf*&bpg`z>$_OAI14mF$S^apX25SB_uon$S zQ1^K7w{%8)FV~r!9vL5biq2>{%4Y?@0IVGlD~sm0`Jbd83ICs@ukvu=`2xOLdAS3&6%DM%_QQglG=?ZN)&>N``;r%nJUi zvp-h~U`!hw&??){CvoWN$7RDS`jPN#;P$I$h#zGCtF-iaXYY@U@Q!aY4V&{jney`} zf~Id|Zg2(D%+k#A3*pS_?CJo7@on<;4kSbIM+N~B-pS1!M-2p6iniL%cb)Tloe^@Q$I3zILFvF~ zg6g>ef3UGQwc#T@mO8Mp^HF!s_Yy2@;sKy7jRRn6%L=d*CO%>`?`GsQ%6IdtIEByjg#R>#;oW_Ga}8J;x+=?$53RI620S}8F^>vi@9GTr>Hf3y zkOvW)fvj(6aQ#jA95)2?rshJarNjmBws#6o_UHH$2U7maS-y;4wmdw$x(Tcg#2jLj z+~)L)0J8Fz=k%)AGptixa{_DQul&ce_!rC6+))4eJ~#dcr2zg*C`D>_W^QEuqsI$P z?f~tUKYj=m<`k*(=_qq>n15i|6nb_P(bMv<_t7l-?I_gS>)@llX<_hOu zP*hX^j-}y=_~E*h`b8c2>7w}=n3#!iQRjDtOpHZ6;uAWC&c>qMZc5{urF;ziK76e4 z?fjYZ|K3@h;%^KNy58zOTVHDfc%t3HD>OJdd}p9_&G{W;{rTAaxyX5!zw5ovl|TXj z?F5Y4PeHqm=Jjcku>~i8MxMx}2qZc&Wvl8xSc#7b(v-=x92i8MUdID~LIGudFHu5W z8~Fq13G?xs^f-C})CejE};K*pF>F_wdsPSJj(xx~xkOPHNm zpf$}Dw+*)<04a;biL`HV;uC9-?JCqIiaSqgt~wI#K%J#yGvd@NY^TZFZ#|@zZVKe= z;WHKz!*~U!TA0E<3f7C36kK<4Exhp)LxJiJR=h4|zzLW$>|dp`BKJ3VN)c)8))wc& zT(y`ie=40)STEdK(G@U&DBDQ`JHlPJHh63UsIQEsHcMM?HJjIvca!iU*9cIi5U%;IEY%lw5`CB| ze?#X&CzUf0>aD903Go^TiIxG#Kfol9c+6&YY_u0IIs!U>E`H}_vcT)P0@>3BA$6bj z5%K@`>xhS`^2@AXpv)T$$y8=T%2Wy~r-r7sE-)n$0#we^(|35M(zk54J2p)(5dG`oewpTh;9`!`d zTK3W4c+I2hZG_9+%;&|*au7i9^I6_6tEPRR#%spIigN3G!XYrSszm*Jl+r7u?{Ucv5-dPup?^9qi$%PWFgyP+5NUhcy|ghQ;UG$j7-?r zcZUT)oTNjRguz&i@6N;o83(P@D%4xA^cCl>K=|Vk=(fnkG^QXpS#p1GRh%wX2vBf6 za4#;SQa-e-U&&2kCx2KnW)5{7a;4Ii2K);AEk#uICqL9j;adhMxrG%8E01YU3+$(s zXVia~|%@Ku?{~ z)rV5!iU%qj%R$qCFhrkqMA@SN1BiF;4%*oIHf=2JOvdDPs}_&Xn;y>FmZ%+5bg{}V zT*dO`h_%q=Y62uuIA?No@#^c=HGaV8dJ-$fN8w=&KP0otAqo{5rOy*$1it(uK+1;w z4Phu2Vna5O0xhc?bh1KH!+5eXOo_B})?A+QJU^0g6e#8nop78@cOMk=bn3l4*>Ao{NsaYZ|;xOevW z+F!JVEm+V_tb%n*r3Nh2Nj)v|z_PFtQ0U)u=iu`X)b+aIOr-#8g>Ix7&-3tFvF*b@t1rE|* z{d?+6yitCI{*%@5;j`VTMsu!&8UE|pKCA{NX|c@oWg5AvnWf2u6imKzK zI3X`-$Y*r)V>V7R^_jpg2xi8p62YJi#E#TFDQh>V_3{)|p;+jbDXyz(M{!JK$xv{q zPrYpULP*xHu}`p6F1m@U(c2%D^)wKazP&e>amh><(W-1b_woaBn8A7=@hr8Aa!^7L z$m`%gw3B4!2wWy<28ZC^%!2r-}gUF>#B(3g==c(0llx_XI;W-zm;hb(>x4%RN{P^5F;Qr}?nAiqPlYG?}VpLi!TCFd%CcSuAWmfd_|4Mf}8WIoLF zyDn%8LKEWfKqp{orm)Y^w<+NL!VpDScBWyX->ViEF~a9zJ!>87GCztG2?Jtws#A1* zTD*}pB$)sQXg?vzX0ftF&~5MP4sR(j83CG>05&470WU5*)9jLuU}<`5Nu`7g8+$Eo ze)sF$l~sLo?7H0ISb7#lHF8DyNtYO})|zsYWkLnKwyfIA}}W zau_T{WN*TXlqL)EFLY_B4G)==ZpTo%*IQ7Pzu2@uYvLV_1=>CX(gB4K7`>~&OMd$*>DzPe)CaMDm@CDN?TszW8CasE2o}e$& z$Fhy>Ro1RMML3V=sk`e>AC2)fQH$Np9ePGX_NE)z^pPb9u-kvAJhSYbw%$X`|_3JVYcgFalm+~M&N@amPc3;H896L5ZHH$KrKs$+vp9abPY*&YBlos%$y9RO-NW1`O2SD5}WXC(UX>;pjh-6w$3gWgUrB+s%5} zTqQe9s@kDDDi#KhHc2zo7A15RLM#3M=Jq>h`xa+$HYpKD!nDiKh=&3PS1l14xS0ji;#ttbr4 zgw;v|77=_?id4_PWeGL*sQ54ZdYNp%YBtt>`S+;}?Bre+?7yMxd7_j^TJM0qQAHvr zq5Lby;0BD~-5zY@bz1KV)l{KLjBY5)2)Sdl&)}xLA`4#QZhxm`o&L7W|5C# zojJ;kN%BQa9!&pFlc!Q+VYuTGlNG5w@D(+H`VR2L zq~!s4;+`?SRZxg~aE2R4>|P773*@?j7KAX-8}COTba8a%aoDzoovplCaQS6=gjhHQ zh0stn+{b0h9q`9%hiVBq217ql{MRjPdCXn1fJHh6$=*D)Tu$vrWn8~HRDTU2@Jmjp z1Mws$k-QY|CY?Xd-^O+$Cw)W01j}trgj={9#!On1vv}z~3(Q1Av|}CCmc>m{$7C*D@R0BW|)JAp1B#)kTVBHWU0kYgDDyXw56d){OOJViKbZiV@*3=TxX!H(EtnVP=3FbZBh$Oge= zRwK$lw>VruF20;P!b1}+D}zEKT=5*Q2_7GbIHM}yUsk5}sMa{t6te_#wY3_Hx%ecldRynuh?b^}>+5u&#4Sx-Ne}T5x2}-18M{Zl*wi3H(~1cS6D~?ON&gx%!z399nd8_v~!cpF-~$b*2SjW#_;a^fc^bRSp@8 z8`b+!LF%G3>w2V9xTBzSx^=-dfL`2y(M&KfIbz5|10T*s9A&^+gIb@!2KRv!|1xP7 zp=5I(FbD~_Uy$t)h z6##0=USm*Qn(`;b*iEXobE)$ik?LO&t2$ZZ1=nUwP_W-D;9RxqjVcL{L~>n<^p`b( zBOZklfgLuWa7y=YL_;N-qjZrR#;6vSS3}sO=W3q!g(~_LU%+Z!hLBol~rh^1! z#WhQkH3lM^hwJ6HvK@+J3-u#te_p?WQ$Cf=N(D#8GRILjO6G}Y7#tZ|0KA4R-p}Ln zWJmI$(0tc}uc>Dc-w%me5Q?-ZOa^f}*XZbB9v7$au)W*eLlz}Z)8~~(j%Cd>x@4tF z*VRnMiE3shz5@L?RdJcBm=X+J>qO*i?HI*cG{+TS?2Q5gp8(s=L3+yM*$$7E8oMcD z!7IHIG+01RL~(Cy!v0;-w^ zwb*-3=~(SGdhZ!uk-8F{ZBpnDZeAf2t1jVM-Qxtg zWLw`LYnMm^3s3?E)tXh3UwJ`5xi=bMG5QYe2#gj%+Ok}Uk<|1rmlc~LE_}m;gE*iA zO(IWPmTZyYQ_6t*EkGkix*Z?l5F0$Z#Fawj(G;FMU+F3Yg(G&{yXAEHZ^NY%t8bju zmHaPKOftDmOQQE4>v$9!tZ%(pf$;aRF%%HC2 zW@rdh0xNzpFlg1r>Qd15JQQMQiv`Qoz2Jq_$!sU@F123*aQpH7J5 zFZa@{TTu7L9fYB14wfS^ksao-UUjBhhFjpK&?-G0f_W>^z?Cz}IknY55((G2uqd*! zuL~OpN`Dv)&puqkJo6`(4%tT0cRIK9lDGKf!*KE)uoawjvy9oTbO)iTyZ95-^JV&Fo`m5GM z5R5hJoD}WI;d<$9IYWCj&_(O#37e_ODxGh3XI*Dt)dn<}Y&RuWpEWevX5gyR zQSvK(`K6ZJno!@Nc&gMmRqijI~uONvk)B>Y+68Cd2sY+7qd6763fa8D1+)iq?C|AZ_$9Nl)? zy9fIb#GYb8p)MG!{X}K+FC!ZX$Lyo7F2+XCyWCM2nC#T_xQJ`}t2!ZoBT5qaZ3XwRIWh3EUOQ1FMS6bIzZa$BnWz}!}=;# zO$0@nA~Pwb%^5V~La9r`BMN^A3wMw<$|o>g`WR51c5Yba%LF51u;Av!(dUY@5@ZPT z#MH6vvX`1y(=L$3sMtY+Q_UeQ5d-CubV;<RGrtM<)@CQ) z26$M~aSI3-g+ND~ESy)LbjgB|PATmTW;R^`!E%kPMD(<)p?1Yh<*UivR4j(mS&%W$4iPQ*ZVwEDzA~L|IdHcWJbT6GC)iQT z2E(3G92}NN8rh@kU-?l$7ZPm7c_dXy*Hh2AjRIJ9tPWce=3s2_F1QET3Bvy`dm_e7 zzay#zggy)3TpEta@+F!v8(C6wWrD36=VrlRo7>X7u-|^yt`Uy{_seDoC@tv&OYO1u z6(*EO@N0ztXhaf}DJcr)%RANx;#1 zBtzXRHlXLP9anr!l@k;Su%t_XuWmHfM1>P%EN4g1?M;+|jnSYeoT+df%unNw{SVtj zh>P}fDsVJqqOs$~k7GFlK<;@>N~*bjbS`mt;Bvd3gJHr5upyE=^^NQN0f|@XDJjXD zt&4tH3lF*S5IQ3RRP(B1;$m65lWb>5w~d_a7OL@Mnpvkm2=I*aF_!uz8#yN%VB%S; ziQ&*#e&w*wLDD$KN(epYzYrdoAbVDfs|nZ0D!CJ1=7|Re z5~6#YON^q7=W6Mcx>!NAfv0j%ijSk6L(AZQLh_p{+dy(N#-o*Z;7O7(+b=K^mP<&> zVFWOS^BpVD=_&T1-qa9-%r=)gCmk7 z&w0MHbkMb^peNY0#wn(zTtSj}Hgl+lQY4Ri$*Hy?>Gl|`Y+l=ikcGTG5#pJToxj^- zH$x*sCPLzq z2X8oW|MruPM5rUW77IU9!>u(GUH~=i|9h&?m&>5q}s%$u?w;!iHgP` zY1ZYj*ps-tuFL_JFMx>ZCw4nuX9c1nk zX+DQ80t7d&%+(j)PE24kiB%9==*-Tj{91nu}-j6VNRl` z>_s~=&!_Uf&Yfg0`%^9Q#05VVQAPOvESg`h=l}SAyWZn^g(9N1d8MLQnZB3psve>~ zW*)U-TE-^G{TF~T`Ba!j%ieOK6syNWDSMi$S|;YDxSkio7eu^)+so;=FLcr{@sd5F z|6CjH<)8(65Arc@SSvB&V@_cYH};{c4_|aVUr^zz&2m@3sB|x)hIEe&Rf#jkQ7kP& zd_K{Q>*|nwx+9Kr%f;a}C40;!2^r%MVgth2Dw!SAm6#S*fFHk6svA?Ok=$D*;y`xa ztM+dFcLpa>CsS|c<@(?3P)B|ZFS2YP(H#A;d=2NyqRp*eQXev)6`JC5{(xGIoN;61 z$NY+8bHQlVV<$PtY^H6?op2i)--!-cX%1x&W1c{|0C z_Svfb85w6!rWVdpLbHn`fT(mX>-fMZ01%B9n&nazf1UWY9*TTR!Kyn~UrP&Yb@r`w z$oYv5mmyGwC$2MzijKT?2H{G}3Y0ttJ07Gtk#y+;&)ik6-6 zU)NMSAxUZ;?H6=Bb7^CDBs5osqb*xzLr_jL;?$gd`ax*!X&5FZ~ z=Fr?MX0($+OoXS9qvENHyoCg4qB9MEr`|fJZG)FY*DB8+vSJCKyUKQsfp~dyW5R+~ zdTfQtF%SsdKE{b_kPD~&Jf^JIoIjJUu*b0QS?D-9j+@gN)0iVIEIXzv6Et0M#g7Nv zPV<_^kJ_2>YPe4D!T)vhTS$0%36Sf`?WRLWCQx&dNW%yPTW(^2YKKPpZ3Z*bkY%#$eLkw3f>7 z#r9x3p=nFr3>w+bgbn=`0+Kxz=vVvO3Tul%H{XXMJClwe2SuqD@~XGk14gDX_7G~o z1NZ73cVk4(OHrC-L|tQXQPr(eQUSMLY-#y)qkwQg9vT5~^-&9^t@L!WCsdYY1i?tb zV-6N;Hkym!Y~uMQ1~6UVqyDAU4paq__K@w7b0zyGu364z1(N4BLTC&+m_rC=emV81 zV{x$?YDHf2k=60Lb2qsZw$=l3>k*RY-EhxG#sjx~HE?F)$W@F6mtdHDSJSrtF67NF zxee&c<@}_>PL*31;bA~v{k`~fvA`6iQG`?U0WIb$fgizro(h3PoMk`Wpo{n^DG&9ZTS4zC#dsKoVtry1v zT8xl`xkf30|1kHGa1&H92?-Z^M(Cv6J^ngc^1?Nkz>I&&Qk{C7Vlk2VJq$TCrEb@9 zM?|(QLN+5|1@nh>w)y+IS$M+F746*Pz^vdU(e2$|0U_$bi}$LXx4X;l#?l!+pd58& zm?KbclABM8%QN#h2{sEDl%4Emm1(5otrG2V2BnP3Kb zJ355wrBB90(&c65DqVeRIl5z`0f3itmPD<8j^nhFeRh@Jgc%aE-^x8J@I994tA-{_d17&*D(k_t0r_n zeAm7c!{CCWrISdu>8;VWHZJ+2ncz-gheq@;OqaMQ9$ zg6dh&o%OB6atRc+MI~(z*W>jg3jcIfAXY-}mZXlcZR=f7yx6XCKJD?1HD5L<=(KR_ zFgWW;^jFdvn=&E*PJUy_+hWSe8OpHfaVHcMzz;|{Cw_6$y~xZJodu6NL3m|gFE zT;F&Uwoke5wINt!8)^4AOitZlVgd&odvF?tR9&I-*MKr)vk7c>Qm#NG4q#Ei1lNko zVnC;p5~9ZH_{&}*RbD&kWCz9a1TkU_oCr#XkLm&ofqItVZH%K6sfhL{kH&1AGx3|X zs9r>V`x-jP37~$XMhcBdL1djDq9!G@_k;;1-N+CFuQ$Zp$GbmY0*8NXjSD}r_Mk^? z*!K*Ww4~+O+Uy2*)jx+-N!atkIh%zpY$=%)3Y*xA8cL(~P8y)RAh+#Rx5zU@1c@_B zq~ZGI7#ezd%GI`z*FR@If}bf}kM1HO6vrEJtIlQ=%>EKS^{-XGmyhUP1sfXc$t)s# z+#24nh!`2&>*&ZggGW-16h*jJj8bU+kG=r^u4rQUzx zO36bkz!|0pkNTk=Prq~=_41ChPq{pZ3Jh9M=W3&Ly6fVO$E5+0@PK_{c-7k1%+uy~ zV>_DX(GRpHQmr)SH_=3^^>ilKAD$Pfus80`wFd5KbA2_YF&e&fbd))PY8MX!e5jmK!zWlw_`|O=Z?mdcfKT)TrSLTIw*y3 zH8?CK>F7@iZX(XP#hC;ErfHIBpKzJ*gV{>E;*aqN^ZqAY-qpCZVC8_CiW^nKI4Qr^XZ|MY)AY zOX~NMv4k#XBGJ%0f4GH~lVlN2W+}#^!&&4lc<1NcH2b2kTpI5f@4QUx{4|iaTi{=q zzLsZYy}sxlGX7Nc&{doU^WV0+c)dfpEhWv=WP$H8Tr?cR$E7HcFV6v#J{HmOaml%b z5M@@B_MutZW2a)Ug z*W{vRE=KGkmAnBna0K6K%AZZbg?oXh6`3N4Qa07RZjTB9VMFE!5vpM<$=1+X5IQ3t z(=+re96b|4toO5beukP(m{9&=1NmfHnGQUZ5D^Migsee>4Z;|yBO#;*z}AuT(G zT^pzbQH86bx8%EBI^&f)xb4~){an$$6fWDy3Wk0V3pMd5BTbsYCvHbw9+JJSHCSsr zZqV+^Zttgn?x^`@)`butC^ke zks*Khrv5VE2m|ct4YH6>CoTug@VZ(x2oKfXb&q@i7YeF3dcQ2?dv%u~8Kj@__#MpL zaOkkq$lrQz;=I(n7?Pk?+=7by!b0e1B}u|Ymxbl*RFqu|bvsN$0UlA!F*vJu8$v=!5hyLT7f!nui@PH= z{GkX;N|~rkNjQEq;tszDe?VkRyDp*+&LW%4nyY}Tr<>k~`1_08V7{d&uOqyEq7BQU zHtljNSK&eD@r72QEw@U*+FIFCKFEqBFXxUyPcu`(b%aQI7~SSuJ#zA~mdUd(N#Ckqle3UH#R%Ja+8S%gd}w6 za@;2y1t#4U`-Y(5=D+YChuo4Fxs5vmb;RO^9vru8r8u)8sd>u)|4UwdL=}C7agXFf zJJCWOLif=<>1Kyy);WJNQburOQkrzOi2R-^|HB|zxv{Ecq+4DT1^+w#H z@ti$F`qRf2FM*n>$phXX*{Jdk;gnvtupd<5LT3)6c0VvV}uv1SVv7i**Fk;-M0qdXIx=#ar?vLMQm5O| z>~QU-BrQGi5OfCdwStLsO`uh@0$*@pM;b)^Yel$>)b$?RbWpAsR@Y=Z!Rlo!Pv!Hn zAQ$)rhOX@1U^80uP9oD&>O7Cx&Q$Sm@@^BO#AKgLK^^Bumt;!?sWXOSvL0u6jZk@2 z;mFe($j+yvc}svT?y)VIwkK-aY_KdL?7J%brEy8jJgkC`qw zm1CZlbkagUKpb7pXv0!~S+9-Wm4-A@+Pa!YUzyP%xsVJ?g3cc#H=h+`gH0(3oSkpT zbQ=TDHF&IQ+LBG*((*8t!xpuKWNuj1qN0+ z><&K-P7ZVYAI8ohND!b&qwQ(iwr$(CZQHhOPTRI^+qP}*>|rZl>3D zU-QA|we`8^+8z+Ec@jNYK|Vm;?z zq4EA?##VSrumZ{na^Ug#u@%v1f0}@;tStI;xf(ZC%bP=Cd;L_37WH*Bop-76c|~3Q z4!*dt=yHegx@l#{lIm3~>=9-z>w!ZThxMxFZ7~!;N4RrWK187C^@P4+kK83fv*;K) zS8oTFbTKU)^HbrsV)JLVb^~9RsW7`rLtFgRt-g_*VmbMZB!i1WGTV(f#9}tvKhVLrk5!6OK0ss?YuW}QP&d--I|*R>=R!u z^sy(cFQ^M%Ne-Ae^XmwawAC})2u4nzigS+%2|$HAEkv)G>r7*4*4<>Z#)SR}S0VH4 z5w@_r`a7ppuxJX>#QX*YcW(_mZ1ph*MkMIW^MuR6b;P*^z~#4pjyE`Z~w;&~wVypWjf~f2w=2Ztzi=|e$$wODt8DCh*3dvIa!ppzoP)$wH z)MMt5A(HtlFg6=x!ktw|&~UJuxRnj5(_k*D4&~b@vadlW`1dhF$MYeeWW{rpDCm-u zE(bQVu+v_+#7u-2nuRH@LB7i>Zclqe{C7|@iCk0q?QPG5l!$9eom|^l^Fp&ei$b3r z78^0IhQXRdC+M8&rzsrkE!`{WLeXldso`|w>Fk%nxJrKdtf4fyRT|3)baNj2@LhNE zDnC)Yk@V6t96w6GV}F$ZZp>4?Vi949tN!I3?|y_N4`m5TXTY?x7K_pRVK_@SM^qL^NoTth~~fn&*)>l zp*UDTvOrDT71{aOhjumwibhMXCL2L!@l90^pH2R8KPvHhj%>y989M&H5wwzx%?-9= z(FQ!>5SUByB;zbmp3E3De12OVfI>d1`;Y8;nklxdG1H;Dj9I8WoHJ2sus!B5#w z)Dj?&ySCzHghtL@!z3}r6`|(Z3FDi@0{{d09r>!#6Ck8Vl&21Mm;?3rM2cR<+Z0U& za~)q_9c~nS1T*ZBK1b+8V7QQj0h(+jYE4K_*35+__z7R7hevI7>{dHG_$@KWqVi=U zn<#Zcg+k%!&5RN0mov8pI2zuA*NS4O!F0^^kuAd1k=DWy@ADkz+c5Ze==9;TS*!8B zYr3^9Y5vR>hvzMV-l^Ee>K14rXD&pm<#Kt>a}p!Qtu!G9?6!>8r_?;vlowxNiaNgZ z=%wL@;%*mg>8rI>23BE@z> zenjo&!zW#QoPLjx=EaLgY7Wvl%xZ4Q;TP+i?u0(BC4EjJX^fbh+Thd(r93T+e{a?e z6r1N#&)Z6w(0ND1KMx36I*<*1dpb4x$gbg`qD(WtfIV>`6x?Rig?D^97go*|Q=`7^ zL72x|7&K(OxfO;u2%_YTX(&&~P&POaakIk#_$vYJTV`}M-3N1JEHmdd|KADxaJh%P z3YP~U4}#0^ex9tE+(G+dRszJ5 zU1MeXkVR=dToqxYSoR9P8R!10oK}ilu|27LSX)D>oZ%iFWf+$5dPV&7+OipNuKpRM zAu*@M?14kG#LvflgNw^1UE2(G`>zBeDZRvTmT`*J3v880!5Wk-sh~I=3yJRO$P>ev z{YTlFjEfwnE1NxwFjbak$s!Jj&P&H2EZ!0?PL3AYR1EWf0@#}1uVlk@(-x~Pm9e-q zzwi#Ck*tv_2^K@ji{QO#fafV1rN9x0gmO^m(opU5uSr8QZU0p*aJ))+AA{afT$7Wn zBd8zuRIc^wyXSa@ZnE3dm_iCk?JodYUs1di##A16dbyI1D`wXPmtyy_r@DFU8nqSP z{XDjH`Iug%$_`4$7Y{|$>DCK#FwSgQa8{D&$LqNVjis}B+k|d6Wh^_OOdJ{(keUOc zMYKvxRxotlnS@Z5ABSzu>$e1(<_l9&uqc~)o4E%3bs9p??h}5pDj1-Z_n>h8BkazMnprO`>!v&A2}cqg*C^t{T_B-oF>-9vF0#HVCk@E( zv3!%nLy7(qk@?%zEH^56o5a8W+Qw8EqN=;3wX* z#$U?88lRL^O&5oK)#Lm|h51gTmKWBtsn*8@Zz;iM-k^NgFgRhj#?jJd zg`P1uGI1RwSQ3`Oh0iXPo4djEfh+ioB(vpT2;w8faJX+8`mQ0O2P92?Zirrj=?~Ez z?Z%0o)6Jg0J11>5*KC5gtgJ7R$DB&VDrnEJt^(uJpHnfRQphDEY{>?v!Y;w0qx{Lc z^#?P5NWvuRO2`9py)&X)x3Q0`^;wt8OjqKRjPM)3n=RH=xQ&KXOzM1QCg*@Bnwg9B({+3c&w@BA+Ixeetm_k)~c|V>eR##`j2g*UYbc9G``D|3c-DDoMCQ8&C^{LsP2X2$s zQ~C`1W8uR`BF+g<>}MJvWPY8$zwJ-qWt7>0;~PO>fBVf%I6mu9%yggezU{KTtDVu_ z%g54vW~S8Un<*Jc$n!jZ+DWeXnCy*dj1)cd)14uM=lodA3O~ZG)MPUhumpy|9sd0p zGkN6>7oX1_8sQ~s!bkp0-P3%!VRZW%8##eRu@y#7%am{j38Z(Shg44hLX&_3FrGp^ zuHE8pw^xFzvC(9FhBoD>oEUECkG6h!q;9uZ@_BpwGK=vkZxbl@;Y_C11*szJ+Kfu- zQ}EVlQ|KUei#l+JPOPamIr$YdT#pglNE~BTWjOESNtkKHVo!iBfa;Gs4H1DpjvXF8i)idTi)zDVdQz&kdAJ^dlu|7ZmE89hJ&YOrNc`sLLaQ`}+*DYw2$vr!41bQz;; zXkQgx)VsceeAYXM;EY=R&b3`kejpGok$cfFOFB$bqD)Nu^hDCm`JD zD50Oz!pCNWyjoj|)wqJ5+V~I`2fA|u9G-13pdbFnfQ3J*bi1V8DCMAg(1IoErqm*3 zj&Pig{lwo^c>a5!=+Gl(FB>(OUwPSj!b!}X!+ z-ZJ^q1hbj%J4<*(V(hLfdr_O=#*U!7;=wp3qgAQuKnR(NuWjFsXw;v$#WfeYHj%ZD zqVDUySpHgx99}4;7!okKCA6wH(91N6jHCN&I{`|DYNi-CyO%my-A2`JZRt8r#RWzqp_U)&o)SW|jYLVVcjUPJA;Ac7hQIFRYKPIb9F0-uS-y%+MXNbZCw2% zZJqy?mOaeP4Xi+*xAAr3tESoR<0~)sT=aqhi`9x0TT$?XWE0RxODMmB78aSNC?^=L ze^YdHbxd^=5)p89UUdqCe?)9R0BCBm@))4`p0TYJk@X(P5fHuo90TJV0|UMNKqAnP zKP!J2Ts=eI91cFPGo!p~D=;GvIrI>Wf?v-%g-2fCMm+l$M&9l#_oz3Q!rIh04*ec zMtPjP0^)))5O}3zr3AHtqEGOuBWp9W%R4^p;N)bLA#;EMpoR%TfILbVerXYj_gOiU zycmMH{$w!x%CG$2q|?E>xX$SC2LFc8E^wmnTugvy0JOZI!uQ;!-{F|6AdEdbOS~FV z*p?MP5&-#h4vuw)`NhtTj)e?PF3$ON&h&+KjqhQ(^{Fj{J#NALfB`Iq6Ej3}EblzTcFQ zslIzUJqr&H3;*VT_86qOk-m|$!MX9i@pXi}-?XbkEOY4}xE3dv4PWIFo8x_xy^mcoQ~krMw`;ua_gxdL^$qq+E>4agDnfXDLtD_V!JYfrjEv1M zk|c!q6nGQ`#gddCbPg;{jLo>4wK)`qr5){f+MV{)#~RII12a{>?tevQ5e z0>8CPA)SHf0sLP8^0E>zzH^QJrYG70=EMxm<03Im|v z_m1|UpB~;y5B!MKMP2>t+Y=T?)BUtj)_M!1*3#F2*ndfW^dIb&f1v?}_0Wf8&ea z_`0TXM5ed>M;=aOMNR!!?)3~I$b#b9(drnQfqb#Y^$1h=)W$E2O!;17-*ZDi^GuA5 ze(1JG*)cUX0B~>sv8DaW{qbbp=z8#Seg{$c>F~*DXp8y3cYz<%Qo>^rs_WZhDEuQ* zVD$I)^!H#V?-)R(tEvFtM&cY;|D`inNC7-Kv9wCz{#|ur5?bHT3gFAELW2XqS;%kr zk074*8OpEd6o6;(FTSiRKzIM{+2HJ*-4H|`+XtNC_Z-H$rVsLu9Rv|Du>Z~*Uwp^cqCtigd=c0ze~Qs_8)(~#tyz-GrZS+nwN26ta1E* z>psW_pY6t;6hb%u5g;&b{Q7@+q96QF@Ab4o_ixX?a>YJIqJKbgL{!T8R z>CHy=wk(d)e6amAmI3nTVaGtOQS#a~XmD=m6Vc*kKDJ1k_ur zaH9M=XOQeR{DZg{jbCxc7^bd2wXCsv`%kPzz?+G^DiJRpeV%3!6J9s8G;4#e4&+8p zo5QM-+e(eC<*-XF=H$uV%9;QB$o2u6RCfCC5YQVTCb;(OOkgQbdQ4_nNHt`^g_QJS zF~~=@e35Q83Q3G>we7%DJL)rihQZl(0q3&o{D%|uO(pBr#{XiZ_EkQsYevCCk#di^ z6X#Sd;8cIOTn?jpx#Vfl3FM%-z0aj7I;mf*lHT$~ptzuq=>UEYTp9q&w?^IZEV$?0-R2YaC+n49)LW>4`dC3EHbIMTW%Vub)343dRJCGA=104$uE z%1oi}u+q0L#8=%DAT1_wADXzSV?)g<$XFn8Vy0N}Sd-$A6|rSKz{NuwR}66`BnDYU zqWm$d*xO&@%=)?TfJMrmX*(HC2GJWo^bquB%O$g>c;Eb6AiQD!**fgmKD=%ooX&vZ zCooeI{3H3her6n0t=a1J%fk{%v=X4WQ)@-a)Dtl@7a5E1QZ_6)LAtvsSGC-G3Rn`z z-wEPJPJ%=y51CWsXbSHMVy;n>6--qTuxi=>VU+?^FIvP#Zw}d8WEhge+eKytvDTgY zjdFRdhpbo_VlG}TJsmO@t zMW)Qu@2K+;eW#JrxSK0`1zXCi$|S>3*DhAG8a2H`^^w|5x-GXQj+;2wNSIUqplWU* zio5p|1!W0zJ4D#Pj2H(9qBx(Ch-=^syjaP0@;#zNvSGSx&~%G;ysC-?30b zcPFfX$662{B)Go}4jKVVrs|-^3VK1w_Z;`X@er29YJCa-r(!Nm4tg8NA{T=^+(Ah6 zQW1Q)h=S_l2$yJTU$9Ew>+2t?e^2EpqaC*tcDa;vjJoB&)inc4{-%pzvd$bw zr_;0SvT617bsRi~&cE4?3REeKn2!bb1@4t$BqOPCa0SZd5?kdzd(BymT+*{5xA?YL zcGpot{3XKsSD)Hf|6DxCy4!ocR08XeRGaiqJpCRJp# zA4)E*3%w{}GAN`rN~gbMQ;oD!AJSW39zq(+c@|rKCkbzePZ|Pa6?g`DKdhDybF()H ztwbkUB*ukl(s2je&OU5FGeR~@#Dbcad+k=b?WDtroYZZ(Hu&y%mb2`WqQtkN%EntI z$g!%?39gRUIfKRXr#jn1a{`ICU}E|aDZOmqCgj;Ot0e`VW*Jh3aDr4O?QzWBlo;Fp zHt`R6TGm*WgM{w6nQovdJ-@ zjEHnFyGl(PqEDc|G;+3PtH>$ryi?v?aCnr*jk6t8yJJd#dHhh<27#ZafFJJ^spL-u zj#3FD^-`A(?I=wF+Ll}+DQK3XXex9fPioNd-H=KEUxvKvi0f*bdrChEJg+l0mXTg_ z0Ja^|xgAZdpHMnqNfLH~rKs}rYUumRSREdZO7kpa9j2^vOT~V@$TVIFjMtY zAsTvJ!Exy)f0HiA55skgOF>bDaq!l+?QYFVD8#_YB4v1spFv$tW1$k7n;NC9l(X`4 z2;v~-y^RM&iIXq&lHLJ*d>8~FLjZg^3w&-IcdPyG$fN^>(JchPrONuo@}PiS#D0-Z ze%Bn}&%JI<22Kx}A)`>Fq2B_FD)Ha;&MH|}2(c}$btD~?r5Hl*2y}Xwcqg7 mrP zH_6q^^KC_}iS#XS06_CQ%Jim#E$+&)%nttxGijX5FJIbQqN*h;1#`QHKRwq={nXkNS(@@yLPKM#b$g zzKYP$-Myrw8j$!G!@ccD^o~jiZO)sez&Gn;7KXx!8KOVwAs_CP@dtfXt@5g~w%XLaRJ z-B^qlcjz+etcD%_C+*eOJo=qF}-36K7y5PQKhwzGG2m*tt>bWgRLi;VOIIXG5bY4kT_&%x5y zbL7U4;~;^0yv8K6gFciw*JsoBqK(rux~Nz>y@|(PfgFG|KUteM4^!%j#G)IAAYBaZ zk9rY`gdqgq z!_EWg0H|q$+lJi_8N~Xs1uO^Z3E|RDxg=+9zL}3zXd~+r>EOfe9SW-vf226?4pi|q z>GI_g%~qF0fNoCP4$3RYzp9j!RCqU8SMuPd=@F(<2t&l4fz0te7ioE|B4LX%>_ddb zge1V%z#pBmVCrk^`TSiScN#g1b)!bSYeg-`;09P|nnRI#4VeW9$NnPCv zV`4fTQwm+-^hd%V)KT3n@`z`5xywfh{p)y7(3nN$t?qJXB!zV#6y3FPuN2_T6!vOgjMUnejVUxK)6T>RI*j)=+D_dYjT8d@ z4nx4SlHfL{JLN=QxExujoENg#`tbe*nz-qt8Y$K~gp2gBZI6wAB&FH$P2`!xJXR1F z^^`a%K~VPtEM;%Pu&D1uOiALkEJ3~jcoubB9kT`R19_kXx|@`eFZg1r33$X9`U}lN zi$y-)4l%)-aCT$iMTNi!WNh(rX2FvQW>Zf2JU(v;qrK))SVM!i{g=D$Z6z#$kc4WBy0-Hu^3T zIcUEA$jsidVn7stss;%t-zwJ^_tDk#8Zxiup<8o%dJ9A`^e7Zo#qTn%C+t)nzuS3O z>CXXGMRmFVEGJP^`xVjM@oW9Gf8nXohaBJD-Qs{7AJO+++twX3r$?k2@slVaS0?r65(9b!(chVvh{P)AEz{DG0eRWW4qa$=tTEV z2SmJ(O-KyiuT+M^hYe6<%TZP7!jzahzRF% zmn$`u2+LHgAY&)7w=c{6BuKErOkk0@sedv+|Fbb6l<05F*+GPp8RT_SWnY|&+5_?d zX%Yd9V&ZUnw;|bYJ(rV)`+X~PMH;V9mHV-1?upno`qq-%O$YgUc{3#GtdtYEK+R@D z+*0hNQC1WI++n?4e1ep86q9dne7)SwliEyWe z2z#`9x?7}StG||DhrsK;mr`F5k2lSgA8tM-4l)wRiJFz~``4A$>?r<-I$zFwg`B9q z2yyU4%1pO*i+7=+=%AU3z6*JXE4E4mz9@!YIEkXmHoe$dZGvH))E3JA`n%56L+Vbr z`hB2#Mcu86pnqrHxyUL$_Xc0%qF5Uh)H4x*KG)n#U15t5hB6K)sM?!xa)KdtMjQ`~ z(@R)_3;kF#+yKO!i@k6TY!IvwC?^ou%OvL0>pqiW{zgl%7Q=I2Tgc1g+aLgoK7f3R zA0`o^7xmO;R?;^L$mF@7R1i`j^K5UWu1$hv_MVQ)1)c@FZ5758{HXrSJDRjx|8`{J zt5`enRWvV|!`8A`#t=C8Hyd`jao#;5KGdUX(d+B`S%5hu_+8+GwiXjKoojU^h5GAx ztsPh;`4257_^Ku=7R=M`mUePpot8X88gkf=i_<*nYMBw&$CrHk@Tys5z%UYdBs!*X zH-XLRZDu)(o8GO^VbzWH_R@(We!YmFsh!LUuUS~_YH&A82g?ZMeBq+RYVtaa2}^6| zrU`+%VL2w#I^jTUk#h_h#j!}f<2Y0`$Y7yrdPGJxPRKDJg!p}ie}-7QVW}n`90xCX zh}XcV|J;=8SC)r?-G;QAG8A{CiV7>STbuN6L@WDOU?-1LTW|-PaC@W?t9L%ucsW4M zIwOeg26aM?{!{!!{DD<5FdXu+u?JU#S`3Vm;9j-9Mm98DotK#8 zQ!883%#qFz?mIpU6>Wtqa#KcYX>r{{k8@cZ9_(-herRGCqCPU4--~0Mw@t7tCnD!M zDC0>41Aj3!*Y@@$z+IV@6T14-^NOvQTk+~^R~*N9f5FOka&cDq`IUZbbg0PAbiiy< z>>#=#OyD@OYkdmkCJq+KC(Y$1+OTbluf$VR%>Ih-?TeX@QkLt?(c!6k@pqn($}<5H z@x2PSq;;TNNZ6|7(Y=_uJ84=%1GD6BhQofB95ljMJ1=Z;m@OjqKw_sF?R+4A7$zo} zn#9`r8zyk&wM`VEUZVJiQZPFoXPxJULi6!a`sPObdB$bERXFlPXzEl*(X-3g=)l3F;#@sukTA5 z-MG1m$T+d4kd7+!Q!X!CDqlK03BYENQ0O5ESCECF;-nI!V#F7T2p9J0)J*|ZbwI_4 zA>b`nwq&)&_Hc@P>?pyW4mx^NZ3OYv|b9IYh)UihW*OUxefAs z7a5>sT1ROg5>#V`KV!7H!7APF!{k6#{V2{b^Qf$gSo(>c=90;bRd@_N|UK6QB z0f!oAE=HgJwug5+=3=+Cot`U0z;=kVs8GrKSe`VmI&Cb*LIK}!{WIXuCmN_k+%Q#P z21bIbvaH$x~*5C0Z-{GCoUw&+>4ewWpMsxLBpC>dZeas*Nz^0x+J8Je(qNE1>hip1cw9| zWd9kGz2om=_r0{jL#@~X5UebH*K7eJc>pIuz0zE%Cb=+2Zkqu3OPEq+^X5JEhhj^N-}A?6 z_q+LOZNBArMuNbd1d$X|Lg23NqBVd^XDBjU9=ub%748_+iwvax7W*J7_+8kTur|nN z&qAowxt*ILc`5vN)H0@^dC4k~-N#o7v&n@fVe zKctuNP3b+r>sB{%SkJiLh*_Q&)5D)^?r4Pv(9zq$vImPx43u&uQc*+l z@Wgiw0cEd6dKIlpT2MVYWEaT3L>oi+TCQF#H6Hvpc-CM|KhD00;}%4F+<61T!e!b` z4^+7t{{DqgAEOPg=UT{vpn5)s4P#B?^uYCGY+16Q58j*+BMFu+8M`?u#i$oe-ri_&+tGbmcVA1vExLR?K+h4kZTjWTIj;U+N{`* ztIuy{-fSOSA?u2C;G{ts^{qyCKNB&2dgMdp+9-X0(lskPKnoMCc^FlXLQFThnO9dG zf@e#4C~!W957eIFLW!ryBA#Injl$LVUdZr1-p)Zm%tQ?)Z5C}9Szn@@k289YsJ}Z$ z5<2VIG;`ga7UhwR!8pm#WR+OkU&1bl%LY#$1qA1uX)(LFeah&+MwXRrb$UC(BN}eK z-KpA{1J&eh(TB%3RVe7A-|~~0LGKe!fHc?4L$La080Rjhh&^4%Q>5I20cP+{Nhou) zmFW`&2f8)`%p^R5(xI6sUS?MXHS%~z@roHHN&OY|W%Ow1)WmM4Ia5WxA0}v6Fb!^W zmPn89Zs3U^CO9~Gny`ufl8}-;*U(3DeT=a77_2v3l)()bJT|ut*_<%zeYR_Qea^Oj zQYTYnJ^*YaFU!mgH_}WT&g_Vi!|z(6xsd|VPthw2^<|*ki}RplW&3VIs%l(%xf5Kc zCtNE?HouAnvKYVjD0kAgF|9&!9c;Yt+I$(k&s#QV?nq{)j`r(UNRDBPe)HDx)AEu? z+zPqh7(wsxqwk!cq5ZL9WkNUfv4s|jgWL6=$f_qGF{G8gR}Fl#HwXH_&i!XE3`15} z@DyX=m_p!+=ArmS3fucC=fWM=FrZs&=0SQA&m0qmuyy%2WCYAjJ}=|p)xNwKO-w$n zjCvQ(p?$|w%7y67qjFY3EOY{?CJxw`f}w`nTZTd=f%4a>knWJH*iUxv9?rn%0;mK8 z?-zM4Da7!AMU57MqaTlU@_<>OL}O=Gw=;FIjDr&$wQr4LE?uW2FW&L5_V^}QzPi%PbL5g+Pm-slb8=b-atkfyB z=MHO(E_~hd6S8Zt4*nj4LVXrnoJSgsV3BSt#S!vz08osKorPJ+?`UUTf!Hy09lV5B z0bR%lb_2JxKS1Mxg#i2HeeoP|jQh!IMT=u7jRtOOis}@Z$e+i36ua5s6kaYy)pu4` zjN@FKXt)7QdNw|KeEmfnH_{Ng-A~om%7G>&kqcLybJsd@s1*Kq-L_t^403m#X@f%) z=WjvRYBB9duPEo!UH*r_vWvKlgMBIZ;4nJXY6##k4ilD0QVMxaTOJIAJDe^h)Jr>? zel@NB#^09Sm>uNKhJ)1X-?68hQouD_TSjoAn@$O5bjC6%-$?`p}u3!_-rqZxMUdU}TbQ8LT&bKa+aZYDBq zh5WykHC0*Q+-Q}|OzA=IfcfFeyFsCmO^}jt3R4Qr%sZ0uz&=tl`eNUdey9X{N&#jY zDGgLRVr4Nvy}0|pac7Uk?jxXP5TqVYVTqwE_lP^E%d^n0OkBP51?|`a=5JLeZ`j=A z8DL5ZBoyhS++ocP`jM{>aIg=Ng9JJIx5aFA4ypWflgFP^h)D0m?k8?2jP(}+ni9!V z?25Cnv+iuSR+=N79!xu+otz_KN^(-XTvVEiv|5{s7_M?JACX=u9X_y^6h^H6;m=s) z@{NPsf?+@+E8}N-$O;}PaYl#8p_XhGfgW=a{CY_WA@uIt5*MKIk3``h(<3 zW-7tq5K*h=qpq9DNqv^Sa-y-jKhUe|v;<2Z~4XkH+R3MjSH$wDyF=yH&@uJ@a4OAGk?Pftz-3muPxS6tM zZOIXm1}nfjAB|e0Jb!K-btz%9;C_LSOBbr#UVHpd3%9z=#i-s&0eZ!G3p+LFo|~s5 zwFCgv1dfxs>-m2jvpU{dr#>kv-|VKP?F`8?$9)NOAbn-;>s#VP*NBv0mAdbh)uTdJ zzS7sJR*}I1BOP7vJDrLbveXFd4nA6`f0CgGUKna9pNLW-6l)*RR?_~!vx0JTT4Ybt zt*vm3AmEVf;5T4a4}uUeU@HCyMKGlQA?}dxY@F zRzfiRDP_1K#$}F!;OkL5r7(|}Pt4G+1P{&m?PBpp4XCP`28^jPda>PtKWmZ;F87FE z+59+Q+{^-)wTlkly%Bwd`2~_SjJf7P(HO(R%sT(ZQc73eeSG2Cr;@->ORD2NxRI}b z8G5q`Y7+8?kd%4s5T9}Q(adPS;j(>l?m5fV0F7v~8Lx(GwA(@&^-Y-$E>9@ETwMXL zU`{c7GKHutF1|ljCA(sBXpJR!U&}*+Eb27=iGIxIGvUsu1*(;v<+@UGCpwatIFd`| z7_~S4-A!a{f$ELjR#ji=s2G<3>#c^0koAtgD)@q_2(+84A9%nNxiv!I^cGqI44Q@h zyr3WLA1Tax?XewPa0hc-T>i4caBtCP7*KEo$W#byvzWd2Hd)b32V ztOv@gn#wl^-Hi7pJKUC{{1lZ zH=B$9QHL}!XgeD8ox_z!_WBGWlx4?NL<5%GjmJ7U*3p|DD}?(4FCe=hIB>oet{z^?+!hw_1P+yC3 z3&P-|I3tO>UT+JmCV-T>#_?hd_v1wbrw=<{g`QQE$hGUEYTO&a?59nBa{}TSupp?u9x0#5b8NS4<6ItWLs-gA~_sqR)^DG#FfDNL~F^=*^)TRpCA$iD&4Q>dA z{@$rDLunR6sG`fz{be=ys?`lE_%A$N zh3_wjuUK9@zxL9i4r7-L36A1@)lFEDhB8b9>893AhM8S@ue8Z^1VbKzk&*#maLAS0 z2H0zNrd@R19^b!80%Vf9Eq9-h{W5w2NkBYm<#^x;@`BjcCGmf>tX{<@?DjH`4`_Ih zNVV&tqrL6Tj;hy~%7^Yuz6*p62DOHrvrpDl*HNN)uN({R~T&9)QNU9^e5C2L{Z7zN`*ZCtf2D;-wDOo;TyClTIj_82AR#ZPvIvw>^AMG+bmPnn^0lp3ua^zL{FE{Z|+y zP?=X?r9M=xh_BkCQ7)f7kLS+jsDbsaK6&dlm^=`-o3Yw;7{i%lH1k;=Xpq}QA^EUMjm)KmTEXa zTz8ht|M_CXA^NR<0oy^{sd~IG*jp3zP-O*O`56pzn62cxR1WnD2?>xOa(Y?MRtkd3 zC4dmvoVq3Fu(yGNfk(YfHSHc{cNNt8DwH@I(dcgawZ&l}oy@~?!EKZhw*MRo@#Bq( z(`GUguLZcLT8q=@?yS!5LA4L-o<|30cfcei4Ycl->-i45L)h#{CGK5^N^Y6Rnp*6h z^a-JXcruZW&cyjmQOfkgk*@CL>{+U=K~Wu2e}GmvzDb+@I@juxz3M9-_E8R@&;13$I9^qSA!GWx`KAX$5ds%@#0E$bJjdw5&Coqx(i4*Fn9$W-3&H`A&WHUq5W{RUJvi-sQp^X zu0S>MZ3&osX5o8s{k<^%UxM+npfc|o2mrcu7t{qe)t(+(e7B_UY13sNp8fa7Kly9x z0NP=o{F;%sZ>Km|0!NFkb|Uy)wdIR67UlF8=YIT$9W2}BeVwu>i$-xS5cCBBWR}L>kbS zRA0Y#P)$VP4hub=t#a^B*|y5Y$A)9C2jaxJ+Cz>wULOL)mt;5{wG?CPC+vcxmjwB`G znuU#wd7LZ62Xs%E8l7a>7kXQy3t^dfhWcRXUUGUR^=P}x`{8o22Ike?sVZ6O*|pNp zwSvP@mXVV@@~3iWi(*{iZu2FsEE1MO-e!S7w{u)#oUoyv((~ulL^fL98*WtlKBjyW zoM;La_9yt|47K@Bpq$uwXp|qJ0$R=!aQ^#Av|wD{XK6QMIl63F08RQ6DM~DBdrpHU zc>s;4f2a95h3rBK0h%)qBke%YdQxr6+vs9UM_n&4dNd5E73XC*71@zY7)Y`C_LKw3 zQv2%#W=MK1-id<wxY#J)FxmlLB=0ze!D`J?`aXP-?|IWphf{%hzx4-Jo zZF%mSu1-9G9Q1O5*%BB%S4l7crGYSp&e83KlI(#FUP1tJ`nddj!KFK}9Axy^H5Noj z3xm!6i{lc)LtTYGeO3R_(qTkPGCS+3@N%=$Z*?;0Q_hbVe|B%muaBpL&*eer{8 zJsm4KO~R)72}xaaH&Js^3TgFJbR1=RlSzv@6Xaptjh49 z*spM7Vf#!Sqo%r@UEvGrm}`)7lV9okVra3C1eC*(2`o(u;f5JCOj*Y`O$bX^%y3b# zc)#nDT4mGK3XfdjNrB@&y{AOo`DVT~)h0-Gn~P{g9{uPL7>n+twkSlvQ_$^$ohRBmp)<$3jLsQehqPfukoVeB&^@aVE6nA>=CQ4T@U5%?ja&#$W)yu9zr zDSkj66~7vhbH)SUR?-RXAf@jeDYoVaS*>ytqPXj>lhZ#7g^fc#&T9UV_5xy4}}laxWo!|S21UOtg(*Qm9gD(2KD$*WFeWdK~Wp{9G!3N)I& zb%Rx0n3d&6d*Q-AC%xLa8Tw31Ezs;5)2GViqYfopt>4oni+fO#+*>m;Sz6<Q>j{JBYoUUr4jK_FjCM7si<@w~Fy zx5%cTex;-@%2;ctQ=~$1J>re_IE-LG+8Aw*dp4{%SYOPl`tcwfA_Lg)`d^HlLzHI0 znnlyLZM!OM+qP}9(zb2ewr$&1rLDiK2XCz&yg?6d+)+$o-5cLIdy_3-#x7Mkfmr=L z9_#@}gG_cJ;e~0zUX=`?;HrnxduNzWi++FC#*Iu-T?h_Ru$5F`DQJ4-koZ6@vPyx& zr*=6Uh2;?4-4M`0@lLIUU|t;@Xr79N?+deJ1`u3u)}|C&SOG@ z=@t&=e$|B)$WX|wX}>Zo7b%sRS;o4muiea=vGT4IE)Yg}#EJUK^C~RbrD8Dv5MV^yU!$f zB@f+}%wZd_w6&jIkicF_(+G@gzpCM5Rq1v0sT(2IYvCTiad%O@#)2Qd3frQg{{$Y| z^Rs*$t}W}Vq*sCA{Dfy9&>($dDAlUt58{_?|6;9tIr#m9>gs3@i6-nkoA`Nl*ORsJ z85;7g#4&w~g!MrDT9(-t#kT6-F9qwihz{=(*3}3O+Sz$=HX2=D&8d*wC>>cS#rxu} z!x6{mw&9g+TX*8VF z#*pfl1y?$gb{w_|^%Nr%9KWUDR8}%Jw?L_zZI2Edym~(VZ;>!`sDp=F&(}Zm_nP2L ze@;y1CnRBMDFl4xlv|GRB{&vks}oe^WYSMvKh?~O2~@ZKqO4oIb{DWt&DI{IaWYtc z$80AiS|-sp(WBh8sJ;opbmOME>u&vlpX#kC4YlA4woa0K8gUQ(o7gw)4Lj*{DpNNZ zH#7VLPC$lXHV+#sKdCA|TzW-k3>9ER+Os;g#?=326teacKe=Gm%(tua6SbPsYv`O2 zE*XG?tao|H>E#Kom`MjjPMT^}c(Ao`lav*MWiD~;zg(H%;#}BKnT2|^AJlj-a!Itz zwa6%x07VJ)WP*3W>n3|`^YsJX%(Q)bH)4c!*uhG@ZvXMEqF-AtJ8pa0p17%YuG-;k zi#sb+Jia<9;ob=D!7)60v0wJ_C#T`X=35z5VzW%qF@4zb-BS{AWaw(<9J-|VEOCO8 zI#VyYP-VFIBupZ0{v}$2^e-Dv=;kiPI`43dhv2|YQR1}rA4lyV1z#)aZ{I9@jP@c5 zjY<#jlfVg4L#r@{1hshQqtP0Lx`bVSP+Q_z&(&cQA+;Iylv}2pEUP_w3sHG^*{P+{ z2;5!JmZcAbn!FcXtJJ_db#+uyIIlq_ymif!cY!;gl3-5Z+^S=tfFErz=RnB#zibf$ z0-WDItP1UtqOiMp!3#%N_5mhpxJ8g_rE(13$m#6i@fU(v?!y{#1c*|Xi%&zgdzzu|2xrSw6+9H19S^S@L9u!5v)WB9Ivf z+J1K#K@qHq?KXdJY%S=iI_w?cqIn3+ggPpj$J~9Xv z3|lJDXT{ueey0bsmw{{mDi#08e=>`|*oo#1#~maHxY1*kZCPC_{mbU%3$c-PRvrnK zdddt71DCy|kq+zRUUp7>(nR*PZ$hl^#1fTEA<4GLIp|M)M~|pQ8~doJ@UKJN1C91n z@grh2hBvkBz!ku{X_tjXXfw&ZuLQcol7~M{KLYL>jJ=bUh0OGoa5`}NggjFZ)_H8y z&%Yy)s+*me+#Pv;L z3w9~jpFC0{R{HIK-E`%NP?GLwJb=f$*m{+Oz2a>Mvq{!a@v@HVBfp0^2ev@7=0Q6o z8g8m^P{a538y|F}`~7928%|E`{LQnJ#3tH)!i`*)uApxv#l-!lcFVQ=ZVD0g$^-zh z;p_L(LiiGYE@q$2Ov>bmwa5eYd_4yVrDE4Bc1xlaIy+UG!|v$^9{^ne>e&5&&O$Rf zHd**-#Nctq2x_tawpKW7Z;LJnH%7Kj3LV7Bs+o#Hke&M8($;3R{+C*rJZ#F#;4%#u z!^o3CUml5sYc#+Vf+uw&AJ*f5Cyn`Cy|FVQF@x;O#9&_4Yx{oN#4hRrY!eVs{p@T!}%Dno@6*vFNI_WhXoy+B8v9&@T@YeZjYVdT%~ zPTzG%qX-c;)Kgdv4gzEQAeNf)UxnS?X)*5c9`B)h+gfU-Z51GF6=Qfr_6$>#PvRv~ zp4I$Sb>C@#a_MSr0~k|q0!9u=4y_9@{FwuUawfV3+BqggH)DMpd{0N8JcS5Ap(oAC z!Tb)EdW;5L3ER#Z76kz0?VxMW@NmFv%Y0q3!R=meY~VthDf#hAZ2q-brk(9-5fL3_ zf1xsc3X%);QKhumO{;RCJ~e<$pZg={Dl(52?$pGvs}j!JncT7I1ST@-eB5;eVVH+(!G>SeKBq5i)4pr4=zfz0`1{N}f2gwwto%5x(%&K{&T1ZIOg;o-_S->?Ivhgg z20mP?)^d}Z<%T(nx|Q{KJMm_VIZc?=b<};Jqda>x^=%f6H*@L{J^dci+AK>In7u;M zNPN(LSh>WQpcPq8^O%E?7{Pq?{^%#&hAJ{J1=N~UIpTV&zF7jj4W~uBvLP_p`sA5K zS*y}st|j$Iq-SgomzCIH!X(<*v`(eSQ5$$~r?yJ_Pp~?+otJt-(uP+l%dpIJYjiX5 z#z6~IA>Wg=Ek4{Yp5-`WtfO~ymgl#!F+_@YclyfZ6=@Xk1tVj*)4}~C79&GL_j=99 zj21aEOd0oOUj}aZ-%#=n`ScufjRFQk&@Co-D~2q@T7yyRdy%YsH&|p2Dz#eTT#JfugR%(UC9U1v8dQ zYlfwzui;Fdg-g`{&?Znr>}`hvjfd*UD{vcj1PMjQPhJ`1%6BJI1gtsx^%>SP9oh;x zr^@sT=gjEx_jX%AU|AhKy7Zk(FQqdLlcyBkF^r<=jhQrS;x9KetT@)6Cw9-SBB0UlEDiU+51|RRcj^rDB z@M(Bq?N9m+r24T*I0$tODhZF@agWRv!qs0~_U39KrR`x!9xs`pcRf-}j9UnmJP-|R zQ~&~Tn=WSmRAoO&cu^oJv2{3xFTT;f`A8%8TPNOLJ)v1cx8`Qz0-K>a>4LooAaA2< zIq#=CmVap%8`+pxoFj7?_w1RDW2)?pH^7kl5>TW@wesCPBfFe#$EKd%3!u7O;XI%R$)BzLHgR?v`1@w?)wPJhu_nDJ#b!s0&hs? zgmYqy1(_2v`W5!yvlzm)wlRg6y9%6zuot;7NcZ1M$_h3YgLzD_!3C8F9bfon272w^ z;_T{&i}_jGNVY9l}69o@C@o7P3)dvxp02wS~V%XbU|mkv|N{lQB6BlbIvn#051SDrQO-W%BdM zP*ym@J)3`RC^oqUJ%K=*1s#!L>c|XC^ps2hcs=T=9l`2p0T;#~; z^^H~(?wYYXF?~y9Zw>r_l!pgewh#CWjn`UEDDioYAZ$JsWV#B-W{;m}6RxPE(c9&z zVg=oX$3;xs*h|5Af@{xhkSr@Q??vcXmI_xmaZw%nf@;`4n1tUiQF^+VL6D+*{#gZy z)1J&fUplnE3Tp7<=SN8ZdtI6Nwf5Esmyo#V{@hBo#1oWnvbgU^`)&~4J^>lEv>N}4 zruPcpCbR)F?q~iOvth_XT6t_o=tpS{*cgG&EmgVDu5dvjs2U}oS9NlJv|D;>G6Xm( zdT}iPV9BXA*J2SmIC1T5?f)St#Vge;8#60=X_pWEag0;Tx7johH>{Hvy+j0#A_q507@5p)^HRulMpqMpU9gaVsXMq?A;|*8LIXD;jk<1q$@|8a=8WF(m8*PlFQuLL7S=NnfNO@hczj z7=Vv2e6TXkezNiCG#D=`f0(4EVcznGVBnbXJW*?cN{QM^%;a6yQ)lm;Lh1 zg|j{G-X|2!n!Z6i#id?XGr^7LXj@z*$JLuAz|6H(1DAqy)ngVIi!&com)4D75ZJ6& zJdC{yepg_NU!w#t2~%^==NJDnEox?!>pzHEmOfgtT{!)ddp7l(s`bk_R#jX^SsA>@ zDUGA5M3t`JQEPhdpz!f!aGy0vw5+1Pv7g5IeV^DRkH5adXZp#Go!QXOP~ zfF;(6>l<@^4@z+uoWwZy2;InfK$em|jhWkp$Lk4egf*DPEHGN83c}akxteIa`T^qB z%Fwh_@Zb1_SfI9oe-0=4exrCnGbD9%UF=2hWKr~-=o&cXBFj#E>R>4cBOLGX?s1uM zkb0IT0U&?OI&@+c+u|u1+}m4)XpRfgDdGLn5`J~PXrI+~z6%>IsJ`x9waTYUl2yi= z-39=uNIXBn=ec4FP=Hl4`h)S3kcvv%vh25NiY1@ZE-0vg>a%z@tqLl)qk|K@KU@JQPDN zw^$<9D@$;8Qg3WjpDcl-kNV$b{kePNDBZf2J;>>l@v01HW|)xCAc}&nqEZnB6G*#x zMK*JJ05&W^sW}0XtHur*D*UsS(?H<6?y{5|BFU;vXLe{)ZV+ZVY}YI-A%mPPuS@F1 zF?Jo>xL*7v7bt?s^oA=_8(tE$-A2;Mj^{GXyi8U+AJ3yDS+7T6k7h4M!!D_r!)4vi6sJrK z%>(@}U#y2^3M`4Q6-W7M!aT5GP#(~4HK>3ajVDx$Uz?vgeG(RdN)X5xT6Jx)l*&c4 zv>HS=YmG^3xhRiC%oaZ!Iz}dNEt*Y|FCIpzlG>{%=51C4C1hWi?7SqXbX19$B@AOl z^@YDvR}EyhNenBq`x};W8bj7@a3r?{LQVBXj~qJWu}fsQHedgIkrYC*t-Wk~s~_rT z!0Q6Q3xGEt`w9ZbNzUyXkc$XEBY#yHQ&o;nnOHGLl5jr!(K&kD)MgJ4Vh(sf^hJvN znI1S&dbn|D8fHwzOxV?oh?jWpr{YT26fNi2Y-`MPL9!yg4N@%!iO$g@qyK$Tz=_&Y zxOhuR!Vpv74}Tt9l*H%y7i!!ytrjpXC~5%3VXBx`qPDLyY_O^S)|qbx#xJr^$HqF$ z&S83F3(%npBb3#F!K}LI-nc z;!1%D@{#|S{byBi!O9eHYI__6j3dva)!=FUoZ9F_ZMtu_6!y!uOct3|phC#=jLl5g z*C2Yo&E;ycW{hPJ`&5{%d%xYSfCJs5LY}`-qho zSmG=P%pHfs|@tLUQ@^0j&6eQB`kp4#UZKiMqKxpwfxu~?qsBZrq!Jl zk!7DCWh=N9+PijkP02X{yq9(}mldk0-!%4IzqobF%ysYmL!Q$vnLw2rQ7-)spcGp9 z6bqnY(r}PoXM8BJ@3jiG08OJEPFA#}v!-5dV+pjf{!MUF;56?^g*<22&3+8%F{2{WqA8ul)05x}|iQ=7aJFlk>MTXPx?7 z^uVqZZvKX-CiMMbwt9rbq-WTz8nK2h##`+VIE4wbawzEDAfT2S}wo@><0K&HDo$^JqTz>xql zoecyxV^-fW!$WZIp2lV?v%G|V2BqnS4MQ~E1L!5x+vgxHDee01tjP1c?@^>hc%2IB zx{CQo>-(_{yeXYzBj?B3s5{{W>fug=IjM@Cmg&$}2{#uzjzCf}xq5fALlGDan^KG8 zftz^mdw9LgZ%ahgp>T!UNZ_sd34IKOi8I=_Lo{CD0tsY+1`ws~SVXOd&K9|2n>1zK z1A-gwyh9@1(J^f@z+tFB`Oxcz&&Y*D^1&&WkG}zIvR+&0vDzOEIIzh>d_&wRZAS+s z$U5CD+XyH!f6bly+>wnQsu%xRI^msh5)SicITTNl`r}l{sNRrnmqnRVpR0k5Wtbz) zLL+_n?Acu^RjO2CZ1tJ>KR;^U_;xdVi)TBlca<^v*O%ir;b2a~h2nxp|mb9Fe0u=NH&{iUW%S^q2YKN z6U-WF&-W=`b=@4OYLj?07_RRLGN%-qCclVeT&7x$sQ60ZVxlc^#4eMAn2bEQy=jI323Ke+Aq)-Q?lTXgeLZ&}B4V2@vt(@H-^`RIz-8ytn$sHZX zB>#Ot%LZ2x5qQPgYPO*?R`Pm9=A{(QxT5Dj@M1NYxlnAj#>EdO?%*43fpvJ{D6=>b znhk)gtE?Te;>|+jCp+j!o$!?|^jx&Y3is#!s|s@sUK5Mja&dA@F=*cZyLqH;FI0XRt~Cn>}wUg#mhO86tIi5Xw*a_!n^Zk+dI z2@K`wpypvo&+}RTMyXA*hx$n#VP~+2FKx-Hy=*g~V;O=UO(tR(zsr;>cxK(`j53+vYyUE;pCTp`~%T#ncTbDkFH{Mg6WjqYw&_iBD8po-A*& zB5uIhudC>SboB$dHFDPX)vF=a17^G-R-8bih9HQXl}&ilD5w4>Nt;myABmyU(Ef$dJ{CJNSm;;-YZ7CnaByGFg zA_@$wxszKNq!2>h+<=6XKB`jD6MUa>x5CPSOOb!Pf%b4sS;rl_X>rj&geM;{FHNSt z&~X7fDAK*Dl_zeV?#u4!LJWRVyZ zKeVpfsZoq&J_>-i%`DD7B~|Y7vFs#3l`a$T(cmY!Kjp=I9z%#k*sD@;s`(P2kVQpDpn~ zL6tLh@8%*HqkBT>s8lxuu{8N3Q7^EDqY5N#>M*X*qOa99Q7bM%DzDgG`Xn+KuO&x@ zLy@~e_(}Zb*`7rcDOxg2Q|6b2OH3O1~WdC z(8Xll0w7W#KvQ2;71|T;{?j?%NH;4GI3O5pHUTen#Xs1gui}3sR867nO6soKn zH+q*fEw?v8g?%x_i*3vGKORcyOFxBx#G`uwKGd7oT_g(mpUn@D?*gF_hAq6?e-SPJ zND;P>;yt^SOlnr-`)_b)Q~t=8Q!{c!=*R0uI|YgB6oqSlj!Ecal;j#r<;>p~ezY|hr`^{NRdG$;5d zL`uc7nhE^mXIb8-7k}bufUElI&hd{pD2fyR(8oe^Iv3_vWl3{vzrwZu^B+lZAwslv6s3NJjgVD~4{rvMsW(d6Jkgb8kwztmG3}#?F zv=}L@yKvR`(bagYJ~F6ADZ;^#RaELTT;HTs9sep{sNWhspa^^eFvo$lsS|>TVg2H9 zC5*e;Z$oLbKwf*40!Sz>ZhgGmuWq~?IIq~p@bb(Mpk-5q?q2;>r_uIs4w&A1qG<}t z%gx#E3(&`Yokc4#>VW>bd@uD$>-Kk(*Ajs0oMm zWTWO6YKWJ_E9BU}TC1H1(pz(5$^{4To!@k+C^Iulxp>y(6(#*nVj9ExnMdw>M3$~b z_v#bd7$>Y_AU(a96jDKh4D$!TvYCuEwi?JvQ|hao(>-oJQIEc|*GXksKybD*aW(O~ zLu{QO{2{+@Wt?C@F`z2Bl&8eq3_)xq7j2fRvscW)S+pnv0y5!Sz;fQ-iJW3Dx;vv2 zbZ|m~salaEb6YSD@(U_AR-OmuKBA+|qeq>Fr*^fh%v(?w9EB_?3!gRqS(g(fiTyiS z?4h@VY54T+*^qL$QBmqGK=|hZjptBsaAnfJHT|Z`t;279-gGDp^R3Pxkwg<4HSyS6YAxL~5J7 z;MmF$osxdleEz>PuAFsd?|P_|E6w(_bihgZiJIguPxEhmKMZ4}AoSvQ-)2}$VbEBsS4P~YDql7ilSXiZ7AMu#vknmuH8Rt^@zgcOR6 zC837?)_stMnf#u$6&;v!XI1lmR*5cEe91m*X;Ys=R!}Udk^T!LvHRw8&2fQ$2KtKR!z$npczQQ**&b z*+&h6R92eFqfn}8SpxLNSCAHEpPv_90oFo)p-9*nq|o0MlPXMNHsjjMPfWMvlkXOt z1qui#qiRdoxF|C+DO3Gm^Gn>0W2Jm->}6H|wPm;uVq4;BsDsej>%r>z9^1WpU{;LT zL?6SzE9!B_Ex)@Ze%(UBHYl@fS&qWW52?qY(r zns~)9<5p={A^Q704Sz6{(wKqb^$J-T!1oblB4R=D|e zHPW4dVVgazC%&Fol&sW6zjv=ccs5N?eY9B0N+gWrRNZKq%LPYc=IW=AI zxfbq!aDQs%9dN|@K$s6)nl8scf`N;&{l{tN$uM@DJqAG{EdpE^O|G+V@%To09T6hT z-MX070)WX)$`g$sKE-f|(Ky=5KZLAsd`Y{M_*|p-+<7%4HLU_HdupD!%Bq5WyN`1rWE%$>4%WCfKik(Gk5H;9(C2FCr= z9@HmAExAb{k7vb%kJ!MMVV$S(bg2u|X#8IV$ZK1nk+gBZz)l@gbZ$RiqHblz!3mg+ zS)xky@V*jK;e`?ia)sM|<7uK$W#qU+)rRHsGVcL*JE37HF)Afu%S)GaurC=T_Z{ZD zKxW(%M5}-I(zk*L5&QJ$q3nO5H-t>RJQ@v%6>c5BElkDMkTt&TGOB<^uzk{}YA&N* z0+fiygN^WtfUc*=`}TD+rD2|&M6|}4+xted-6EcVH6V>NGIH8h)j#c`Q7G-CVS(5y zQ(ru)FCBn*dQ&KhzkW>wMn6>hxA7dhMM0?OAKC#mr=QIftw&{nSap=T&lm7WozMdz z--`@X9GaHtQL^N0UhclLlrr&sx6YR;$B-Dcut?j9rWj#iZSyqGku4~dX{?g^D$N|G ze;U(WttJdSWPU46VfBzl?$tN9eH>J4*A+3-`6_JtiAb);asZ-&_2&yw_ zd6b;(8NP2Tpuc5d6Z=I8U`@h#z2Vmp2=J>?C|}d$LW9rwmsnMoIojsfcR}Ex z`L%rEsW;Y*mo`pZGTz+312M@k-jp%@tc;q^rmZpV6u1oSztdC17`JE^gKeMLE#RUi z{U(0bJx?yb`{aZZlMJIxMoEnJ zFDCN2jZaYK-DW!24k8d|W@3e26WzMJBLpo3>8fE4!x=4vgiIG_o8!W0|S7q^y6M+ z0p?l1lg<-1@8Gi2#jw^veB%Wf=ikMHNQm|FG*6RKhqQ*Fy+tL@hOOeCC+IBfQRp?B z9^rDlD;*;UF7k$F%j%vWwa|Y%W4)B5(sk5Em2PTx7lZMXF$`iu3!p?I*`#txFo;xm z*jLaO=hx<>SAZ8+_=P_9^!Y>|V2|g2fFhc5g{+3rd|(a~WtUU%YgvnPHe&$UuVY z9~QN)V}`UP#QM?s$%vBrH7gGDwWOOG9~4MpM{^1^Ym2`n{5YZMSdkB@&Mh0E0mN#< z`Ogc8b$z4C{5pu5Kj&+VBYr6y?!&Z-)Q!+;g(A!-30gr&U`bjYv=gY!n{?nB64@{o zS;>2z7p;5LbdHqxoKpyVdA^Du-Np`HJEh&I8-aX-0r`90Wi@^VHY^-oq0Z3x81Caa z1Rv#N;G>T@nru({JRgj-)u$SfGWof9Farad_0xC z=o9|ttB3TBHkz$?KCgldbhPKV0{qmMUmIv}<*hn0Q-nNS9!3Gr5DIIYu)8YKe+v|wCb5{zL zXAdE1em?4!Qj=r~;8<18z%o#1OwGRUfnyE3tw=-_2A{cl>)F^?Y`?G+23}N;T;;ef zMtG*FDCh?(;k4B@Q}Km%hJHyTC)V+4!{GG8&650paH$H`tf=dx2VDNte+nN#TTx@<*GOF5# z6oqb6M#mAtS?-#hUe{!&Y82D`oyl+91{+;*a&{FZ4qLURk+&p3sBcB()6#`izI4KmObHW>v(Zs(EKX0UnGh8S9E%zD)X{*XozdKONFn3m!5dueO!Q9tHlt5)egq6$=e|TvA>G z<2=QFW|Z@_U&#Y&EpE~1ql({y7=$T-M%YgPGu_I83`RW4I zl|fV5<%>}a-C`~nv3Bi=^nUf2CG)e*7iLaAx6L#E7>q)zS`H%mMypVQ)B>?|)Tc0d z3UKFTqw&W(UC9nPY?ccuPXY$aUb*b$u(m8RF z^oBNnd1tOT4~m!7pv#KazY@a9cfC;AF3E?cfup>|v#<(F*f8<@H4@qBTX|&2^GZ3p zR!Wf7mjn>v*RZ;?_QL!m?pXe`f(H92Fec;FAPJ#-nLD&AU*JnU?wj#t%zLrvpA8tK zx`Nq}-LRS1Nfk|rKwz#hWnR=#)%cuxIS|ucR3JVOBIfzPYAYDPT%uXuZ4qxM^J@Ci zZ5GUT{Ix-pt(>V7gMZ9Rc9N(IPbf*^S&LJGiGDE%Tko2M+L54;gm}z>n<>c*6)xmL zAAGrO2hYm9rD=Ww7MHjG3qAL8psB!nE0|O>|kyzOQy=4v$s*7w+L%E z5axq{w-=~0&jwr07CG%JVr=wyb&fSenI>!zj3xPZ&|W~BHv zAfC?L*}2;Rk^m zbp2CcF0^2WKP~sTdTun(T{CPn;Oy=yVc8mQ1(SqVhx6;tPRAVcY<2bbPfwce!Ik)@ zudSn0VT{#?P1*u|%B;1eT?Fq=VfOPJ=@Czu_lp??=;m8a?It%bj*_K2B(lYVfC1YBl?YjOr=pGL ziCmAMjp$Shg8IDAU^*3@z<}#5VRwJ#M=fEwC)Op}UsWC;!{l?EFouQOB?e@7X(v?F zRpc|RoF(FuZ!3A9V&Ellqk^u)MwiR2fr+U0OC=*}&S3CPG4{z;# zrSJs^ZvpsAx?Em_IlA8ye@2*iF8cK-y!&hlL>tQHVGK=pknDO-Q<-#4?alF8Ql>k6 zoQc2)k;d+6(zkgd&g+=ZKc(Sw`h#=ZHX$mZZ>myX-};g}LmJ;#rgVRI@TV_Lb}k$d zi~3If_u2A_)1S!!JEoo3KL@e<!cIDP25AYJe@v&#T+GZdl153I>C~C0~gRY}@8aY=YO0UZ1~}D40PO zE@fi{OZYxw&K|iDvBAgFfGtdE$gQr{$JY12hId}`ua{P0-y2X5E%Vh7-ur~TcDJ;3 z1Qhvj1?E~3ELmjoX~E+C-N_*xB?7lTf zB3uTsPO@L`{dLR^Daa?1i|if0)%PcYofR7MI!pNm=p>b(YwHSU+)-v(L>9z0k8$g+ zcv^=ZS~+{My}VNsdP5gRf5%ll{zY$(gRIkzS%#+fz9+`V7=E>{K=2N)YWA^Vv>Dc9z#(wUCHpr z60a*n`4Sa&?rg7#&p8coVW(y`m+6TF&dyAn3ckHvFnbb1d*UR$V4Q=bRV@;$kT=*D zmJ|@cd#xp>Z_{N|0-P&II0`C7YHgmyrL_EPMtWeGR{Z%0yH&}Y&$d`{P*&93A$1zC z0a#(tzgW}54F#AyyJ8jnos$vn9SBv^68sj6SF;l#m9?11xyJIS!%P0zTkF@m-{N{B zrUg3rcSkfahan%)^EDn>GR6TFY@bs>ShJ(8TL7aj^`!nG%-EEF)nA&bxsaCSIPtH7 zAze>plG(|ApFZ21(7B?d$M4geN?h|(#F+fBgq*MLl`cok4U!tvg&PRU)@GKV>n~@X zZ^%GP6k)xF4$9RrTI707xY{A56k253n`F0v>o>JM$&lNbx55NKVMW5nb(T5|wR5Wf z;O)Vz?CT)2@H1^Lg2Q&g9Hs&VC%5M;M>Dhic=T^DdYTjm_MoX}cGVK#VzqRk7QHK; z+@h^Pe^(=upi@)wkQ+0sXb}UNYZ1=qzxDC$Iek%AesTaJ#J(|21yF9jDCARIo1s3S zQnUEqOAoJaR=NcJ!IE@yBSAyq>AF#R=-;>1(9ve?=u4Ihxr?Ti)*}SB^=~qK8C*Al z{k-VEJv)I*oPZNqgj-&_lj0j?@gVGY3Ze!T^C7Wu-FIL)2PIi-oyF+^I zI2BSWN*ARzWJlnf_ddE&gjB8Cs02EU=P@7+fqb}|z&>0oMg$j#fe_}Y8>#)?lDa=! zZnS$ky6a$$8TAbqA(L{PyPA`UbYyB;b@mT#I!E%62yhsROE;zC_C$6HkG7Xxk#5rG z2Qf^owj%DXS#{W=g>aEGpIxI)ITL}cMZrrd0@BUtM~@H7%ylb#H&O;!46LDnf`%c! z5+41k_LH8k>`CO7s$J>|)}7OuyM1x(E&d|+a1bJ~A+f6_^W0>yzOKOCQ&@)QYfX<} zjJH1=h$EriW_G5tC9x)7t8IuU0JE~t72Ol@-^s#!J%)1EXlLodSU&o0aIc_H;4p7N z!d^v7cdeV#_|^? zj6U)g^dPyXB6md=MKL69xr)08ED7_p>r;w?(&UH_)R(6H%sCi(M4oYP*Mo{=i#(9n^GSgi^@T@Iir@2qnV~o9Z=1(cyD)~3 z-x;Umu!EPA4^TtF)sNSC6g z(*Jcsb#1WNbaqL1N_Tc?D+vj7c9E3`3hwXloq5OQK7M}ow1chXSg&p~KNb)vsu?5w zg3JIR7euIqql=#I2J!?4j|UA8$q+=hxG*z6gflQTF*6g-|A*p($ZXdN!W)*=3Fro5 zP^a}z%%J5!#~YZQ4iW&42jK$B8IW`KufP-lKDR2oIe{_(R>=ASO%`ORg)60CFkqh_ zSlk4b0F^@q<@Dmz*4FCysT~;Yzw27OwNVuFua3x|A0HZ7#W6TEK!`V0F#w|qIw~{kVHUKQc(Ky*~T>wJiV7lkYA4Q0=NN1_{ymzDqtwAEutG3eEI_qgyGLUzcKRR zz6CfCgEoVB6Nb;WI)G~glmYv1POhvZq(w{&4FxSM&WxlWAKOfvTf8FjyV6=?`a_Oy zU;zDG!8L>akVa<(acan^)9&}deC?w7ceh~A4}iaMOQJk6mhoyxIiRfHd=MHL5bOA@ zHGise^n*iv)v>8jFaVAxX=$fGuVt(8bpjA55X|-k)KS&hG5zoP+3xuBIam6iK!ArZyI^u(I@=cfR*5GJG;nG(G}vU}_4^ z6cna1IG_V(VvlI{H}FoI&(XSGu9nE0u@qolYl|;HfWQZ++Zo&(*gkA~IJJwF!9iG+ zvlGC+_Y)72h4QmW6;KCa208}=^2*fw^=;e)iaQ)Q1cLi`l=uIgQS9zCRRrC+~_435(=^rfvO0sivi=zG^dIm^+^f~_fRddq=puh7Y zYxVExRGCXL=MnLrX~ z->n#bf1ZLc)jK$S$0710n6)AZU}6GM&hax4X@md{U{inCwSkh73tP);X?6h2zX8FL z9O(hmHTZPE)p*%JsOILVj9_MWc=b*WK;9btq_zl8U*-xxGSLV`>JBjd3o|Q-2Ea~Y zZ#@~=ct8{hd!>HFazIJvgu~zlD4#*?z%qw^NQnNDhy3AD*!^VhkPRT|#Q-8UprmO+ zup7!($bioYfZ)C_j2}{a-r>KcvM0h}_?xmX$OfQvl^-Gp_Z5DqZQZ|!MvzPu0LXj) z&y0Vs>H{az+tW3J*k@+(-pot(@le#zQ1Qiz->R_gCCar(>|)_TYt&`!rJ%;6Rhp43F|JJ z2^dfXdS>63lohd~Pi+8B|5NPWp{daYP(5nHJwE+X2jLigkQc4rdw8va|KbLdS-wQH zt>;nGi&YZ{>m%uByXqrKub9zC>Q-;{6Rbz^!*UKxvw8hw`o0fxZ32L5_5=HAIr>|3 z`Xe6r!P)GuBG|o@_Sv&c^-(qWw*Y?=!`DK8&_;!TcPotX+c_YLquxzD>vK=dKG)1Q81|ar2sL%4@H5>tgTF9zpdE?rJY;?f6xN!4E>$+5B&4<_`Pog;q;@8 zdk4`003X=&{Bq^#7v%*6?$_%5+e_`gNly^1Cuj~}WWTRY;$%-B3c%w#?RPWn=g0LO zw4#$E*eXD8?R;l`q)!Y(v2T1@F$U+`q0#SlHwXBh+wa3s`0{iCOk$vedwww02bCBZ zfL4u-j6QrOJAQntS8nw28U1*&47h&+4)*ksfQaT%Ekf%Xp?)91wn*B;*WIO2W!46l z>>Kh_jUq3n$_8srWZsPWG3NG3!=TY1SRqcA(m_l}KjOTVL2xEpDF+*E_1L%-FMIc} zsw3|*->ct^i6bC zmQ7>mQPBM?o}(=KuC$7_;IooW!zT`l=_{7wkbma(jj+Tp?9h|ZLuMK#9vLcPgdXE4avB$Y8V&vvO=+fj}p=!l0q^Rx22pQq`D;mGLca<&fyMXu>}4 z*Ab!o*{Dhv3URKVQ(2cu3l;8r)JhOLbPyYB<9=Cl+#jJU_@{Z}7B##YY~j2D5jx*q z0H0;wO;Q?a4lvv>S-Oi`DhF78gI~aDq@NT)Z>y$d*vE_{;&S{2rv^!oQA+2n>#4Cs zqtCyuk|FYWg;O`1R!TTLbms;Nd9bYUjYE`f8xW;e^Y zXZSfnjLv*HVhFvsKdjwTVAo1lZ4Ly>JXg&Z0pn^Bs9;k?AoRJYVhZ~CgBLcML;t$J z?#yH+EnYpyGkBzQ?4Bd(^V(0qGA88WRbXT zaS9oVAOud`+&GezXOa|!n3){})oXX|QiW2Lyd&z`m&En1P$0`fvO!j*Fz3T} zHp^ctA@P<8_^M7CS~BOsy_k+ z2{0p>8XJyp)d%iiP88!!CoQEpXw#Ym5Jz5r0 zd$s1R#VX;u$RPGLt?g4NQZe?c>9b<8QP^u&E~O00m5C*@yH4S|Er5oL{V;+`jB%ECR{yJR0Uc6#iZ`80NP*(5U!Bb~VS^1B@KoO6CG-RBuLRPSyMME7FM=Us{m zMUW2hRwt+E%Qn8x;s?HE*`c{y+wghnZSOxOT33?o*7f#sSwrTvrWtj#ry2bz`4LVP z&%CbmuJ{^LN<9Z%dB_!R_Nnwn_GOJx?zV!V zU>?ox=f*-mRKHy~cg@UI?eMY>yhNzQM`iM*XK#n?Ss4!_Q7c&iv$IRvObV&Xd#GC> zJm+R#*}vrFcSlQ2j|B3o%g)$W55j&p2r+lte@K#j8Noz8pp`*hP%d<#c!#T2Uth2C zVp~;h0pY8cN84x3m7KIBYis;+8qmWUb{|!)7p{~`!B}Tx=yCv?0(^_EQu;GrLjWUv ztd@cSGFH&=s~Og>VZL48?+4Z(t2CSO;?SQS>`5c#!zY@z^FrAU1%5TU78xbCC#5V_ zCc*KhD%Wp1FbPr#iRL+FbEY)xJ^5tmJJ|h6RmLyl4LCP6zd!h%!B0|Xw}{rnJ{Rml z&A;Bm^t?iK4-cj+F;^a0U4<=(NCaA<;S(#Po{mc!J3PvF!8x)oMB>JD8DM5GI5f)O zFR8?@;;bbFc1Y_>Tbe7dPOo6IMhVC7;h^wZ4L4q$WP-jC+|L|~_8v9K`ya;qfSu+U zw;9=-m?=vA)=AgD`kAL$5H72XSf6A6R?GBsan8(YbMZnbSUf$*{7qV$lE}!y9=)nj zh2v^`X!F|)s4~{;x<0POX8c*UaKzdp)xd3T_-RgV=9zUjsHq(Xh>i-lWx^b3@8&Y> z?TbVYSjJ-snKEE1+Cg0)<%~M|r1XTHfIo`J$vt}F!|u`=K1)|a$6ig3e@(2Aeux_z zAIyADqiivy440k^VPCv0^wz1057V$|^IhMF+koz?l5*xGFH=d@xQo_1{^-@|AzI2r zfleCvSwp@qrV@b+s`PJ@h9N$!&r$AJc0L*{m#jbZZX)n9iE+CW73o=tmvv%sC$Kyt zi7i%m;ENh!s1Lh}L9~dSF+<nr zGMgrZm*TQM38O2me@FxZUf1K9vmi!(h2wB>73(g=aQ4&?W@>@QHbd~wbqhB?pl zJP$+@z$<2?0X;qDW~n=_7_LhLHA73C{^WW2ZGbm#1M{+Mhe@=2na>F6qcNTdS@DMs zAN<35e*(P*^CHf7z-A6RMfy00nf=BHMwZnN(_32{5aCwK6alLz@Jd>UL-Q&|`O+}H zh|%wtgufnU5VZG<%sJ6U>Y#8o!9XLdBGXRNX;rNpC*prK>R{I>llO<@9abI*X8yTJ z9{&OyT=%^Cg06nZhaW}4xAn`2fbux%vY@?7$OOoy&&VKA8nDW~iMEpWDzK^`H$9B6 z-ZGNhMv<{bv&-cCVlbvvhc!?;rHxyqV)q?|!24zcH+&f$QHlM;F4mgi{kt{#Pxwnz zrlJDZ%ht|Wq)xI%D1OcSdl=aHo7G*p4s4hF9?^I~$dlo@7RZC#z_xD#%1Pw>p|zVp z3g^w8$62dO(a@>SjCAv40&niC82baHuIZY~kSA|sJ>Q~bLX^t1qi%ELuGy~7CVhtn zG_=-f)jaguY>gdu-E(X$j|+Q?d?|#jM%4T=@VYC}ybzg_&b(OtQjfG*i3ur4>PLV!`bc( zo*hkP5LNQ83aM9yQ(Rupd|`XYSGWEiilgXPevYkGkjNN*)Va_qBX>U5G18j9csPTD z0sZ5^CwSXv!)OSxV?Tq9 z;mh?o#)NTv_)!h$jdLDxE8mCIO-;A!>hD+|G~i=yo;q0lzJIrPUQF=``EL7_qMRY% zB{{gnk<4c>rjpPJJZ$TxIb|xugHD5m*RmCFd5_PN{A3t8Rt;cgq^4x}L-ZD@> z5E9SyIeqD2_4Efklh#g;tldj2TZ#{m^M+6$4`}X>r4dV=Dj|Dbf{6otfw$C^Sl}R9 zUN|;k&UxU(Yf>Xw@bgS$9Oh^#sb8cZ3EjHErpI4e)s!{Q2I|LV!0aBh6u{?La+R^57UH;2l|Tk*l5)Cea>6-_!Q4B2>}pAD zpFM<7!`?2w@*J~h!f%lN+Zb%Y@}dz90h*X~Hj!TqRjVsr&p8TOI*;K1h~??6ns^!g9d^7C$#x4wu-m#VtHN*uV?c9u~XHN%iX?ofv9Sw&Qz+ zOy7G2W_xgO5g!!ZNs_bZ1g+)iknp|>x5B7OdlU9CCUWW%C46-~q1%VpNFhUnug=Vw z$}{d?D+#gHFtly5)-ml9RU1WAjE;%0*h*~V2%NmRzve`KaoWi&l4apoN~_7`kbXN+ zI>Rq95ECub`lAb;7XPk2zV~OkC}zayy&KFzD(P8B$bsg}n*hc>+qrO=y#@5Qd&~|{ zY@6c?@Rqo)P#p6Za7M$`++!MZpSOsG4;8E(H0on4Y0-0rW?BlGW9m;Tnw|Kz?d=O6DhXCs#A@;u3Nob@W=MjEEw&zy}gc)sA&Ui5=SkMg4cZeA>M zb*w!nn@gUju^O44oO!J>o_-}0MfZBr&)CEEWPLT^))KYKb`Q8&^5a@y9V!d zr}}1Nm<0_~(Qyiaw!}KPw|ZotAI)FTl0~HB6U>!s9HVI6s!t-MGYSIlz2ERaHJjn# zSm@+A_J0ay&c<%5?7g2!{sH~jaaZiJ{**vHLb5M5K&cwV7pn1)@|v5Upeo)V!E3^^ zLc52H+eH%ePC?;QLN>K_4H+kr6-vrcLqfw~iIr~qbz*};$kkS=77+EMZNO6;FQ)w0 zqR?d)mlMek1`0lLq|rrpC(GNJNr@fq@wA(WTa&HbHX$+3j3VUJ_JvnyF7o-+oWR!) zH8Z1xRtYii!|-soe1_W{3>G0YZv$;>MakA7vL@F<*5MgRy7z|2X&)hWY?*Mr6cfO2 z82WTLhWdynYIZLfOjH--l*Z(=qq9rgUOU>@_ zAw)iW2PxL?A!>71qU%|17-)#&`X|5~*`WlrNtS!MW>X#k7VV7I|1D0OVcJvhxgKXaM!!07qD2mwCD-KMd zTuq_70?@xKFC2W+IS``+?`hp8Zu!2sm`tt0R>#I><%c!3lzYQa(_>Sjecr;R2VWzP zYz1Wfc8*D1lpe~jSEMBNKe@HKV-087M`L|Tr&5nbi^48> z#PAElo99(525fqG(!_gf?6OA6tEm@4sEKyjlf5D$KN(uw`nv?#_l9t=3%DDur?x^} z5P`@pV`p^>tnYe;;^UP0mg_Mi7Q)x^^R5#o7(c`|bHmaOWRe3~uM9~^`9FmgKbyUe z6?W@`wA>FTkGnI7pF|%1vf>1PyuWXH5KY5B)2&Dj&kM@!QzAn7Mu7+YT|(YXq2e}d z?b-+d?gfLu?w%X+V@bM4gn)TjELBm{GjRq{HJh=~YsSbl`s)2T-uBsHF|Ri%P`&I73a@rxRaS`0G_KQ^4W{%t@%OsmLoOy+f?L5W_nbMdk~*SI3hz15Omx z`iMNC8~^Za<@sk&KXg?B?|DMOgA7+klu{7>=cPsQS;Na71^mo(EYvGCrabGS_TBwH z*h=lKS;AhTCh>1)lhhsYUCso6)bZ>^icLT#HoQ58d)cyhJCuwx!CsiwT{6WlR7N12 zNH9cbwc>OMzinv~i{E7N?)g!eK;%?0iBcy*`%Wg`C zMyh6oYkO!fhOaxLwiuL=uG>nSDtQ*;lSI|}1VYeT-)PjK>VP1!S*;51w53y|zWJyiW-MM!-4}(BJH}XZ-h+RQ1Te4x{ME+IDu$~bTDyE^4t5i_qOWN>K z((VRwhrWIoG>^OBxnf35ZZOqC&b}%A9_&Qy02k`6We92ugAj_e<+l!$Jk3X?Um z!Omg~EPxvXM>dd9S{vyhL_P}@r{h8HyXp%XA$2-L-u$<$ZQzlAb^G1BCl=@fiquXB zMyTKe`L3qqMcPrbWF7T*nY#@$&o{$_B5I>^6-cs6Ktk~s_q7{qN3-|agTdHStTJra zY6jGL2U|GBXo`XjbGeOSOW*Mn&>X^!`TgLMmHRrEPkV_ga+74?8&UCbyyyw*=8RU+ z`gRmB^j#3vJ16MdUDlPVU?$G0i7I#^dnpvdwKL4*+iZPIX(4lH6{q7UhC;*RQ8|Vi z7A960{OmtOjoA;h3)CfpBRP1d zj1gj)U+J8ppOQ4WGh~x+H%4y-!eG#8xW9q%{NrSGM>Avhq z)lC*}w#>w4`nIL7Rs;P)te*WYT%81p<&mo}gdq$yol(2)kT$7_eR+dX3aD6DYKGqn z!wWvP-K~@ET%*#G=T=Gb;B<(mBU_XXxqQdlfcOqS`R&5Zf{fNdd2EN2ue8yVG3s^s?PxE$11jG~ecA2<&9FZ#!t zJQFrgz6;Y1yo>9oK1(3BuLaoT(wW;ScKaY6m?-MSU{DU57$=HaG|YZ*eXoatS{>Cp zrOiFXq;~v??h9lBL-78oZU3xU(L)Aa2P#Sb7X_BlgTpoLB~N#4&_|_j^D^+_a=YZF z3}kdfrpZfg_^TrIT2&i5!*}_{oTecP8bb%ktGlL zLpQqh--VdOKoW5@irDC1{-wt{U!LzykxFfM8y^5!b=V7GQ z9ClnRS-#&-6PH|m!_EXP)qVyQSb3WiwW%Zxyy=ehzn#t<*PqOXIPtIUY3D3|_%=}I zzqbGBu+l+!yXC&?vUUzhCPKxd%e0nvs88$b2B~HrY_OYqAjDleq@Ro?1 z=W_q56I5}dtv37oUNJpT z_Lkw?QCpguHjJ9dYbWU9N{Vf-U9041On2sc5dO;)R>*=;Rg92%aqXc}fPE>_kHz{0 zC^smnE(!>cq^Yub09TPM;vM14Vtn0IooR7QQa;%k>S~P3P@GD$M1ul(mCkT*Yb(^* z6kYhOz6_v~YL6Ls%eul6D$V^p3&Hw%={>;n2ESng#~$wdP(swP7gG41ZPd6l`C*8( zmV0$~Ea6$bHzG!qY$N8WBe+~oyAwc+-V3*iVkeG_H|;0*K)bJ$KOY+{WOmLxu}`Ge z7TFlVPZ7cbvpDz}KS>g!-*{u;9Ye;t!B#nPazPU@`}pphRKYPv_-X3%+{~JjRwKTT z(g%kKmZ+L3t@KL`iv#%dF-?@j+h%WwA2W4)15UyFzup?iYg*TTG(Wy7-uJh0l}joyHTN2ZqXRW2AM6qC-d)L#&v_rq}-Fa!p4ZYJfw?z9!y#CUrcdFBXQ^@%0`5D&052>VYPZq z3$HEW@9LLLz{Q2HtF7pn@^o6gIm==B)ki$JfWPR9Dz`~4F?{jhHFfs5}_gzpU>3s2J zr_QIGyf!+U>|IoQU=E`*CvxtF{LE9Rzwm7&_uJTX*=GhjqF3Rvb*lY7Qei`7!`gU9nqK)S0=_CMsU}O~`!-#vH+Rct_BDYQ z#d=nuFsTZjLG`g5Rf?J+T}Z}Ka!HYFh1dFt9EmVkeqz>26g4JseX+$csZ|FEQR#S- zxsK}Ge}_!kFz(L8Ri!!<57CnJk?gJtN~uhE_{j1Tqf+4Tt-91;M>~<$Dxs72!47t7 z;_9k9>+@9A>2r_SaNAV;>(1OfjL#sJC&cMQGoWQmhY!6t^ORO6EFz@EXNtBf6J=D~ zv|y+VA~KB1@7^ko+vRDbjPA#dUN1$5g#P6&hCQO9El2uMtwt*=P|?KgxT((40(v9X zNDtbPv?;c2vk;@3aDA=6{>|5eeAW*AVpQB0ld2DIrKqeumVh9*7<}wdu%(^!II+@W@2FeZOG(C;)f zy|OE=TyfOacVLS*N-Y=Ahe=*qq-aVVQqp*OH?kM?tDqUu;uuu-@N$PafQ3Z_^;wu* zI&(PMLP2(O%g1#`&^~Ni&_vg`;8GZ7!&rCuOVv{cbiJ|Cl)9qh(A)()%h*LHoqJoT z)ZIsun!^&+&>Hu+XUenMwfchF3HH1dBZ~%0#w9M@GCF{>MUT9+bv74dGmT>bi=>qBQ_`Ohm z`7G_d@^_n~QJ|jOosd~^Y=Gjgx*K8#lQMSwc6~;Te4LY{#1&RGH(&0FUb)Z?Nw)VQ zBl5N5pTco!QlInY8VC|&nm%CttWKfPd4+~*BGn%a`}!*q&P-p_RJ{E%u9E=%8EI4D zNEqpxV6av6*ZpRho-hp@7&n0fVkIvpA$PnB-NY&X2F@1;-%D&mv=&|}VzO2ms`sxY z4hFS4hKtodK2|+&?UTYRjf)UDSBeT(LmDZg?Y~zyBj%35q-w3RIeWBBV1QIU`#3CA zPxs7^hT;u$!=;(_@*^Po4*iC@STSnQW`x2R3x*^R_376w7aay~qr}~^ZN(KeQn_sT zSL}&o8g^3OwHkagV8uXNkCT%QffKaFSzcZaA@uItgQ!q|H^r|L$@n#|L1t06W+vd{fqZkVLv3JH+`0pFne;8qDroQfyv+DAM%|7O^bBAWyRU7p)X@^2 zchdHLdfUFAL?1ob^9)M)X{z%h-+$3>Dn@r4;zS-{qnutig4=GgMEedFf}&U#O=is0 zXhf)r|31U+BL$gRA>49wtBo&maRE+C3|F^q8k#Na^Bbr)cB#Wdy|l~F@`tEn3ooZx z3!%xn+LqSt8?&uD@1F_9k1>?8El^&?L+n#g<&ZZ6{^ zm$K#rgxHsN>F?oJIy0$H`)V7pqP;q>mw_Kgysw9rr&+HQl0m>=1p-aY`!&aisdmmQI)RpRM^Mu z7_(G@=M(c;O*;Dh9=BE$)t3>_8|&=)&`X&;hQZ>V=#@;xG*;`ujjK{8$1f7s)mURw z103JokthVS<`JoVf8C3ANR;b{7lxsQavJ-N$3K#AnschU6#&bivs!V4+rY>xzn?X{}R z!Xkht6X83a*jFdAQo{`_-j?MId5uL*svNN(#WnI^xS;wFgp`As|Gm z+9o-=*b$=6qx;#(v28o9Epn+rvCfvS_8_0&+JK6f8&keGy$8Q-4cb*ftZu~M>j|z} zGrb7Yj9!MBwxMIw7q%s%=Z9NnYIbFNDFg(6q4H4QlN!#1;U%E~R(2m*Zq-}*gHH?P zCZ4Ib4=JcL7@`D9d?TQh#3S3IRX63iDdbW60&~4Yv(HZD+fL742k<>Q52tM#st``1 zTCD`1T*OW^Cb@2JO}eHj-y^Dcaz)xb_IX@*$}zokgpboc^kFm9)P%^2ZRoe4-R=f) zTV06^y=_*u5*hD(_fBdTJseZ|Q%P@PkHCBZ%T<=o7{-ZTbsUEh!AXw$45~({H)m|9 z1fI-J z#2kNfveJq9g54H$5nN`PhwJ+GgqF0@*O+d*zE~hvAEZ3wRWWg(p#A~kTaOpj@-_yf zUPIWa9|z#QU#VfJtr=9qLL5U?lbgs^Buox5J}Ny;zFEhxGV1j;dt2^jZO!p4kliO* zp~v^!YwY>=KU|Nxq|yaG0G72e+#%w{Wc_7=4RBR*3|q9Yf2{5%xe&Ox1Y|zctSiiZk&LK*RCc=Az5%+Q^$|$mhjXT0_(%+9@8bs2{641Vng1#ST zvTon>oQT2BBur#xEJ)luwSTJYANe-Ka?~h@zl_qpyDOgG>@3Z@i8rR8A|T+CMO*4a zDJ3Lb=XkS&9)eSH0s#=${|8a5+ta&juG7%^MVf$;H_x+aDIepH2kgU*v3uM}u&Fa| zTb{}5kER7T3B_qlZf;J-$Mk$r5g*dUPf|IB)JqyZ&ILd)C5FVj6dv#|nKgO%#VDigBUo4WY7S zyzLb2-#4B6q?t5;|I|WDkM%XHeV1@i%;}5_p^_#KwaZnD;b2L zeEZ3!f*Y~`H_}_EnjkrJT6d-9HfyC{akaRDJU`XYcq-BSmApO8M%sMSzks8;FV(Q|%nQkAdM259ky^qYglUs$Db?ieO*+GP zE+%Gg^H_Cq6(&vKDE@T%Y|nzONqVW_yDa4>m3WF~H9btW)-E=F*B_ZK${RDA;NE%0 zVL9nvw^dUi9#5F8WFi^XLZ)KauN|pKS^C}X(eQ-gMtVMD1T_F#9+kATB@@vxE-nNc zg6vcom=E~KHnndk<7u=-UQKHNyU2dP(en*fslC2{wB9cW)253kE-MAjglziGb=`{k{z1tOcoo%$iT=ulPu6^*Q+1wMn@ zc{p0|-jBg49m06P@w@NRa<(h!z<_ivAlGxd@L8ygfcpFwwzs+2ReRkIcX^3=%XOiN(d z;iu$FO&gspiW+hY`RwV~6Z1_cMIEu|mB8(W*9D@Tw4`&huLi!@+_58OZS{x!I8CGe znGA>THWf8{>XOJl{W2@TssJ=K7avglqNI?&{#oX&Bawo%l)br8 zIF!(l>M6xopmuAlK(6(TGRR_D?_H3B*il)UWIC;y)ME@ z_U5u+)ct6>!*Void^t6`q!xWE`@1orgoQ1-N%~v7F{8^<$HX5?I&gI35l`F~?k29bbY=J@9Y&;{E2or9 z0GNidqSC^qrQ6lKf$b~_;v-I&i&9Y38zqO3X|!n2$U%ribsO>P>$UQ@scBqL$6r46pp6uH-93R}(bA5>#;X*ayc!iPhIS%+lxZj^ZW>+gdt- zu`6^Z3^oca+$2!E`8%q-0B_qw{Fop%>?)u0_p$z_c+qIVmG7ywAK8)hSj8|UfI+L@q1vnrm@pXYh>Irg?YFI>o1a`7RrhMY%@{8lbvWDXvt} z3_1?eBU zK?B*tYX;sj;nXiGad);$k)&E+P^n_l^jF*sQe-n?-)o#cZ^l4EX{bvmjs~gn; zNhGD&_|94Sb|0-3*Blj=;&|s;aEMfGt~Be4mnoFIj?A& zV0LXzt%)SnW+uvbC(*!d4>9B?C||z?A)50lMjbN$OvP!`@rDWBRt+M4rjIqCH+p4PsovZeMR+v_}N=Uv5* zeai>*SHo@_Vb4j>eOH$XJXd1qG`gs#DyOmzPBuWfRMx;)Jj=q96upteu-%i@+m2MN zC;arK8nJJojl8aK0={GUddo2wghjkCt!(1hNSKYp4KRlXi|@&h_BI@t(4G%w}T`L)^jX3PaeC}*QIrIK)+Wj@G-zr3) z{2L~h>HKgeH%?>TX|({UoAg~R~aq^Ju3jmqvF8a;|-6OWh3_^Qb#zA<4b(*9f8oebIRTFJO3rt z$Y+kyT@8{VpP&3qJQZGvlQL#sFjG5QXgVH~caG9+HJkjl2FxiOtIfnDiz$h(T(2Z_ zhsNj$y^>Jbvyc_4_AxXXF8MZpc3r(LL-K;w&Db=u&|+!ZyMQS}PG{6Qp^8rlUSrpF zq`PZVcoGqjyRKl)`&4-nn@Jamx1KUruhCV$vP$J|JkK(5y3CLLm3=XXH;r7ZA}B2~ zK5`yFz1JAA&eb**VUZri=n*43h02A(KD#wS^AfWAJP=9ftSz+O?lJvASCkhA5mbQ^pR3z9ZJ`JAI2jx}J@;nEl^7>*o8Js_24b+mc-Vb12=3K1Z)b{qFe3+Cy4l$wzHxa-yMl~u;A)?0h% znH^3nx4( z#;H0ndSQ5)FXG@I@VxHPw}ih{etK&p9_43B=ti-NZ5DAJmV>6asp}a^gEHQ_*O(f? zKU=u-p2e=Ipm4dIYZNB#r|AXmcneJZPZ+gO_~rbumuU$c8|lks3{!P9SSu?s>Nckd zZEtFR2!ql`y*fH_S&z4+_&FYCB_&tc?ANRD4brr$aaqsqb{$4ngaa=MrmRr`)Mx|E zJM|S%GM-Il?t7m$gdI_L3ga94dNisz;lFPPBwoSVh}6T?y+!9-fS1-JzWX+`JIH~X zYZ4mBh0o39N2>Z2A#9Ah9JZHE2mmfPdkgb^XN6|LDB+o_W{q3yEQbY~Oz*nEHvb~;hCMKpYI!e;#gUWWxA zm7}#AvMl^|^~}n47SOI_a_n0t*x6^Wq}Z_rXMo~v2(my>fM{q;JlK@SId7ZHY*)qF-&42H@bneruR}JGjZ#~QG6K3SPJevkt z;o2}w?*hV2)=*JWFxx*lkp?ciNJxQ>i&rhanSoNGCay#oD#}QP?De0Vr5na3+s7E_ z;~){`j>wxEI1p6fA0xe22N}O%uoG(22&Lj5yI(wfc_3bqW^P_bzadT+*4z}~gd$Kn z@gnk6_rSt2&bVNu@2eBT`(kHLM^46i5rrVL-!N_(`@Xm0-d?>1{jpg|a@?EL{Im!7BGyw5C?$kv6c zjE?dUU^rzBp4zypHd$pbL*)ib!FB6dj|6%nwFrvQlpSXBMGR&;L9lCTgaSCj;@>PK zeKg!>qC{`;4k3riNa|PS-9<}0QuP4Hoo6HQ7kosin98rZuE44mR)VN9!VF|cyNK#1 zNM7-ZRQ%ZB@aUu!{!>zl3sFN)M7G7QkTkItyW6OnwPO>t=4^ij*GEkDksvQ}EkRz) zPIWe+Q9OZJ$s>r(Tk)Vmvo0_mh}bZkZ5C(gtuz42&3bno#M)u?*zq9RtyIc@iU@O8 z{PXlv8FWL?_x)&QsIHy7D>6xvguJ3ik z%Gq}Lbtq~lFolMm<;>^8ui>dJHdcHy6XN+0{Q2op^@$_IfG=j}LlHC*jkvOAN20(a>RU8rQFwxnl)WtzLYeCp3=7(&m2j9v@mUxctHYye*RUoA0eIG=C#N5Jvv_Zw@5Koe8?;3A zs;$k+glS_d;SX9NJVX@4`HH@l_X#rbYT37iJX%|6Ot+)GPlRT`%+MiQ564woW7RO= zS~7r z;q|8RV86xqV-og4rS~D|IVTzDT>zVIc+;!HK2l~soFfOLYR;*X0TLd@_>}bo6-{3{ z6~k9by!QVEfHr^0IVZNPZ+haZym3rk2CQ~l z(fjGlvTY57K2um#DP;b*!*@cCxtmkVs#c!IDgtsv)C}?(1Da@Ht6iRH zxaE=V?2Oplu4=5_B8!SRWnoZx!t(Lv#)yULsc!1lfMV{crlrHA zLa?aV8uQr!XS#I;;Ww+X^YUpXlhUf2b*^wN$Seah{LSe$ZQTK1n=Zo+-Mc7`s9xqD zVKX#}CO(X%+W59a#RbD8K|IN-g3Ag~_NvgOupW_c;in5znpKn@gAU5xQ1Fp6P3>>g zwnbo>kMQ!KmDlsSwGs?ZgCL(D&E@xu_~v_g>)Tv7RPr3zlujHt)((jpM{~A+GGOmur{NgBCDTZ9NH{E?~n?W zHS;z1>qxACo8VBoAP8tC_A+r`>UfCxylM@?>d*-?8vCSKbXv&WT|y6drMErt(o82m zU}w4WgQ#FtEoOx3;k-WW3WCMLX9@YRzv0ZEU2;bx}mJhWQMri*G0%!N(S+H>r;;u&x$|0j0mb`I2?f*NHT^< zr%i*=F0@$YH+DNq%QqpmHwPum^122c=tx!UlXUJRBW|GN`YLKoy?Q?tF!jN>uJz@Q zy_f}!ri-$pgDv;W!D8EVYQPiNzq${zrHxo7pc608*a;Fpn*YaA%zA*x?c0Z;LKjqb zxBNRGDKQTWRP#*yt6tCJXp@2wShf|aL*18NZRs8~PixP4UzGu`xltpF%w0rrT|glG zK`TCpAQ{iJMzjubq!uRV^>E-pkf2jwuu7uD*K5r({b&KPnavYBQFa#(6afPzbNOXG zLF{pPa2^kK08;;HR250m>q8Cuzo+8babFAn>y@Bbd3qF?))-78xTK;TK-;mqvElW` z^>}-twNzChOQO>HpwFq2)0y7z<@wZ9I3y0(yK_w~2?ST!>F08G$hI$n_a5R|K^BGe z^JArxuUTShMZXl;02jy~z36R=~VdzYM zH6}vY5<^k7D?TW}f&v=PTcRA@Ys8~>O1~lE>{6DP-+Oxhyb^i44D;3{?+B9HNSj3L zSYvhT<1MZKGJ094Wt|*g5*RnKQxfLJYH9!QP;;dR#&yDnkd7754g0Ft>6@SckTtWf zog#VZupB*m0PSn6+|&V7tLiEhr&oxc86oL?H^$uIkx+~&m24yOfI!h zA+)(OP?vlAFU;&5J%e81reYz+K^_{vG{d^X;Q>ZZ5?%^xb}cx^qb!fokLPKO+U~#D6NGv)(#^8{9(?ab=x4lJrYot-s25&PV>S2> z{M{vG?qOlAPT6P#je==AMX_ngW>pbTd0lu)U~hZ)^1%5l%1OkDtX8{EuCzhqi@FZN zz0*bSccr@**&wyy0`i@426^X zzv|LcO;nQ-BRZpn>2Kxtx)ZQU#wghtp*WLWTK!rg`D%pyZ!mbu%9=N70|Em5SHsHm z9!kX*Qp5UZ2b2Soef@PSIL!RW<3T>Av5GS{XY(=e2|YH6Ve#OEe3SQzekh^sSIai+ zhf_K0CED7c;ihrzI`^-SX8n%+%vdCF39ew;S?Tu5Whu6Q7P^@0$)6IGN=~DFp#78=;u*ywq!&l1US7 zVDBdSMl-$#e(K=%B;9ujwXXMU52DSQ#xrls$ zVyOWM+rrJ=-u9NtdZ6MZX6t>;w3+QGH`F7(#PW-mr0}XCd!0Nr%;9?6z%DgP$edP% zhW_VeDTp!a^@i>kf)}e~adw-GCar$|S9GWnIklsrRELvC10Y1nQ^F9;MeJMDeY5$x zTwH`M82q3Oo4PW|sFLDhJ@Veng1(Ld$bkocGk0Spo#t6(iDI6f zd^D1?7+fQ2Q*Hlm&`a!Giy;Nto$h9ufu3w z2cIC%faa%vS-@#dFRmMwk}I%#;yPC#oN`F3IdP4W6&~Lo0y97b=!yp+gA3_!C&rM2 zFRevK*gE%>uIp6}B7rps&txO>Hxy5AKIhK~U?>$*rYH#Ysho zW7q)0O%~>xMKwhC==&nwjyx7k87a|j+PaH>a2rL4j~a&^QuY{^|NISBgZ^v9ycIMs zf1!E(cB9sO@VCdXcWy=U)fAkDs$sCPaieM&3ACD~b;)Px#)xRV+iOcC@{0Re8S3Tj3!u1&gF-?%2aL zPMPX%bt0>1kBAQVc`(6WQP!nM`boxuL(fpSBdnu_iQW`@gX6Gr>XjM-w9Ic7@xpZR-BF+sHlj@;4)H(MPy z$%I&@elNa>N=N}L6XNMGUY0-`O2p|63mzCoEY@*uk@9sj zVQB}@&&(0^v{SB~$F=FN{rH$l-S9&vf%VHU|JEdlB%bWqil3 zW_w>Q1nBl~p?KgQ}u;WotJG@)qS3mR{^~eB7vl;nNea8M5e>?djZ(&Q? zxnF(b%Lg=CjfQ+IviUq^Bwrcb^@luzSV}s7E(d?nDZjuX?(rz)H){WB51@T$E>AW? zFyE`mjX{g6Qb{i(wyAGO(BfM*&rS_^-C6@>QxY@eg=@5smP~jG7`b;JClU7~qxaY9 zS2g}a`T5igrbwPs+_e&fA5GZShabnoT@}xH z(?r?`_aYklXsqy!3*;(&zB=;J7|1{M!nZto=>_kv?_uGd!;WB!Ag3n4(P7Ya^tx(AH7dy63O!dJBtm=`!`>n49u3Uk%<%vRk#j>)-ZHKGgVGqc;^YqZp< zJ%FJspGoj#^dwF4YAhU)rIw3iuSo&?<8hI3 z;LQpmzG}qA$t-Ti_4wfCc0rDRk>)-@pxP+S5ER%Cyl?Nr2>z7NQ729d%Kr}pofRy1R0xug-Lq&& z9nk?LQmR*fT`6Bx_QR-j!nuDj;X4=(bJSOcYA2d+o!{m8K3jHCw7-Kng6D z&XM9rdm2TLr6H761q7SfI6jI~C&-4mf2l_MStNsQV$ynmg0krMPiia`F7&A;;>ouXI(Ij;kz)-`ND#N*QlXV)b|mNKONB!I|q#0DfB zsaOw5j5DB19UD{Xh>s?n`h_{m#(v z8QED6Q?p}B#9Da zLodT);d^mC})S&Fz$f2!M~xV+s5%ZQR-dAEaKdl_mGZMIHRNh>|`6 zXalKBFaxgGdR0zM<2kzax7Y6VO%nHCa#B2-SyWMBUIn`HoKODn3Vb-X9@(sqY+Gz9 zmFfT6`GFkFhDFP1968m>kIz9YZt! zq>MCd|INDQLKpH-jwkQfIIDc0ebJDWbilwL#?c>1(d<+*e{#n5P`0vbnHbpL>rz=f zjm&Q8{{7c90a)1sS-`~>2`B2ML|zgSKkKb+{;1o{fg&?NEp2WcR!hNa$899e zwN_Z$;;&6B_HHKeUiBm=^(MHhjA*a!c=nQ3?~K-bru%h`^IZ@ZKE>sa%y-o_IjkwO zH}%nLV=lK2Avxgjd^sUP5rM8Z4!cz%85Dvfrd~Mp*A(RJmHL6vCeb0-yCL`mc&DQo>Zny2}zdRCW;8Y&pViCL?p!QCB((;P6zZ@_$ z$SyNKqtCnx?Mof=ap}YKzE7|wJJ_72Q_Owlh__B;*lbQ@K15F-qo4bJX0U#$)n1&M z>4zMv+T7Im^&|G12;+*WYH?Tp^pgdxKGu#-5Hjyw$=uIpHq3fdSp6?l@esz79&O_6 zg|VjzMEP|#gRVSSf%DatQ$vbrRsCU2c6660H0Oq=57I;MB2~xA`X&vXlz}`xEixA9 zU|c&&B8uwOyYJ{(_+jrBFF3FXy6Cf3tqs9F#{QNlws}+9(@9TkVdSS%SVq>>HLU9K zULMK&%u3XZqW0Y-+&iUB`KpkVDdo(^TGL7U7wgTh;GRPOnG-CLJx1nZd+J!gj*ld) zHUNLI6Fn_|f#NlXmVRZfN=yFR z;@tTuz5tA?Z|(hYKg(sT6uu)n$*|EMrH0ABs46*Mdx>@s@r2X_hU-MrBguXFz2DoidRU_OcLfQJ%6OI{6bInpYARaqyxh1SPrnEwtUVIuXtFK3la1N*3x&? z*Ty2tfOw?B-TYE{!~ON*Z|Pd~y4P%#$q*;luWpJfU%q|3!qmidUFS8eyinEW$(UGMbo9;tDyUYqV+QCZR|?J zhoXHZnjY*C+-K2D4u9ve-G84bs>!?V7-Jx$T%<2qXE(&Xdl|)mx?u^CI-}j%M7p^i zfVc0Sti4O^iDy9Rm{MyRiGB!GmvEARwZSRa4Cbdl2c^}cQ(=YTh?URYy5Ber+}5}) z55%-YQW1o@qdg$5S8>`YmCi31QJcOByq#%t{*4eNo1^K8KPH{C4KbjZ+k(eBh69^8iXjg@W|PQ(+?In^x6U7Rv>g`z+|nJ#N$sMVlNKT)Ner zlS}vWI|aJ~wBs#L79mi+9qDKiScGX{(V%JhOH|`_$#EooFBm|hIJu2{s zEHt8vfACiTOoy*>PJ99B-7kEXwJX>?QmPs2z?dDg_jMce+8}o{VfTd>5o|Sr^IR$q z!}HqGR3vIj@q3j%GcVSr-lD`#7+Xg3j0FV`Y1ixxy?)dB(5;}uEXX>DS@M1uVWoe3 zK;FW;e%vXsDs0n4Q*Td3>Ln59ZP4=LIcV=i<9oZUU~!<1VvG|W-F#Je1GIFH)c-^! z5^>ot62=8-yj@hq-j+Jr8;k&PTgJGPkM8YxM>Ru)HcSC2IUziQmZrEnYw18)OPab9 z$xl1rRg==&4O@uyMJYn95p98_(@rcR&B*oyXm9`0K>#YHs^)iwCjU;p z_ZEw>6+``4v;iqh%bz&y=Cw-&3bJMJVe94dxONbL)W|&_}>uHhHM)hgxGl(gD{^daD{w5j&6se3b%v#rv^?zIyV>ov=q;w9{AE*Y< zRKtsB;I4Wnn|I165ZaEj<7XLZRrnAePOt#u60n?1k@pC2Rk@iFE@faQ=*3R#$cCt~ zs&*(Vu3vw2MuhllkFv0U5Se$ z0wmu+M?jpYII%6A#_oh_p`AGP+)Z(G^lR^}(#a?eicM`t7r7Sv6-hi$bvk~6Yd8Zx zG3mH3O}`md;U^}jOLl2zTo!*;&Mylj(q3R5awrQOOlCk&kP`aec>~pgRvuz^Vjkx% z?;pOE=p-(xaCily`Oaq@`JcOdBH%28Bj^6L^P$tk<(HyFeexkU179)=58Ad=aVmg= zp3jv-mq<;V6T<3au@Dm zCE{*9%EhD@&S93p96455U_b_Y51wSGj0Y8xFuOCg;QzRUTB6$QwtzR_CTGM z*QUU)0HWSv8ab@FW8<=<{Bzx8S;UEm!joA-v{CH5r8i46j2{e{CT5>ov+53m`Von@ zsZEM*%n0hBXtgbgMzBGB*g9e{Nm3~)kUmjbaQ_Biq}=dySt#%uNWoc@@W|kXvpJqG zN8+NO6V}QX?a`HQC03V2(=Xj#XdIk~TOepp(-n&DEAXWJyE&;@wG1lE5)+u%L?%1_ zdshlpIYZ1wG5JwuzrB9x!vEEbe{vVoO6FcT6-6$AC@Lhl-_z-HyB*&8kcsQ|>; z9bN*;d@01{nTR~y%&#k}9C-sB@Mf_^7n||%(;+O5Ow5iQETp$YidN%)134s?*5u#; z_JjF@6KPm+rXsH6t-ZTNy zQ6}Qe@1TBfvc4QZM@aVdPju)OckqV((rrQBzB0X^{oB3&saF0-Y6>F&*T#sd?Q;Ws z9zL@QCQ>)ihdK{wy@1u2UvSRhUso)&7h5U$VO}~+=vA^Z$rt8l6Rkgt7z7S273u&l z#TeKfvo9z+y|JYNiOk1s^hs4Ny{p^EVUSsLRn+5 z1^Y|VTXo~+Y|eiDwW(r^j24;;bI?$QwnlxKn|rRvqJNKM?+!~(RPM;km!F&H2n$&x zz($mUukIYTU6PHKj<(!DlJ50D?7n^3s%@*(LkDjM|A^At!hEXN1?4kCgcq|N3F8pB8tort)Ow!OM@ zjIw)XorA=Swh6L5@Iv-6l-(iA|2I|}%0{6D@*?OG;gB>{pbqtqkGNhuZ*ccZebDxqYolJCx=CeIFLs=Lv+v5E zD)P^OOSJwhQ3ne4>!gV z8wGW^IPQwBO zfDl-rRvw`xheh!f!q~GGXWf%~K8s-1ve&0{#;_7tJPKa`wVpN6E=y3JhNzqa&e4sW|UDr8rzIL3Uu^uHkZ|$Rcav`}r^xSv?u&DVc zLQ%NAQw3ocwdYdngk@2tUMsDnTO{}@UA3yDT zRqYptm*D^& zFpcFQqn2cku=1b^E*<}n^p*|N0fHo_>DYaSoUS1@MqsrjQ^LqB@Tq}nlhwiu5(~L> zd?Ndb#!UOGl&AF{`AjXHeZm(F@ySTgegMrcUI!%SEy&6BK`7rXloMJL9%56AapkD6 z4>H=!MrAJxJq-gsgzt^U8qbyE>=5PPA_0<41f|HZe}fT9&hO7NBo|*1uIINE*DmOE zj`KG3=-<1a4(Hu+qd=05^bsE=CuYD~!c8Do(t-E@+xX(MjJ-C-1B4l$pW{!;X;ONc z5FSkTwv{K&b^#6OgDT5%?mK@%j(#IgHYB0k51Mh2n@Ww2>9J)UB|XW*t?}%dKD!$_ zOM1|>y!o+wK$2KSZzo=RL0h(4b~fi$6a&ZetF3V`12WmV$&d0L8VEbZNr$evpCGQx zc6R)(i}OlYxu(#eZY>4(FuM#aw2{x|48;_!HF19%3|;(_35_SpectArrSxD{_CYW= zJ6VuXA&p3zUpe_VnCE%C$@yzc<$Kl*rPBa~2tZdScf(Q~uAVU7pdDWLt~BeGu)}PF z06{7_vb-?QeXBuO)qJ0Bg$#r}C+#fMGWKR^Wu?rrIAM4=cLUcBA88&DHQK&fSt}}Q zbr2GNC_1&Kx*DfJQ3@A4#FO#rf@cfO$AfsOD-K!7*JwbiJ2E_+bW1|xQqBE040-Gm~(8*u_ML|x3H+i-6Jq&srK-Ftxci_s1>ePNxtC8>t zAE`;VoN;wi!;)%;0jB(zs0&2&=aISqm<6djhQe3VN;rV;8dGrW(;Si6qlz1R?)*$l zY^+6hj$Y}ocFZuYhjYYMypM!E1g|eEb5@t2>MdG&AV)Yg?yM&_)pQ>b$OzYsSR2lu zI%3SZ(av=ysYDi+GHb;v_DMfIW5w28$=w3^=zx>HiDGtHyB@GV9PoNt7wTHa= zn0G)^3gLj1O2P=djmuOLi?r|KKZ7rnu3?~gc*{U}7P;UYd0dO124 zhoIGe>j~oo`W`%~cMTkVE$f5ebdG|5gVI09Yt;Q#9{h%oWX}6BekG=`RdCI%#d>b* z5V7G|d{g1&f3b{Wjrk65_?BGP)T9VF|KXFo_@0PEi6}EHd1=R%$kjq;5B66z&>kw$ zh6=(@jZ;bwMu_<(SANNvVthF2BsET@!OpPZ^?<3Ayvplk7u=K665gLQuU~|9(S_g~ zK5|N~xCg1l34RBh69f7t;^j0^e1l@7@K_levLUJL`6`4W`JDLZi-}X!m81> zmvB<`(u6`6X#49NAs%o<)sh##Hnbz|kIn}l_Y{sZsCWB8;Pg4f!T?2v!ngqU{KbLD z=x1VHHiUsK5sSgnN*D`&zGT4&6GsDZc5Mw5Q6GY}n9XMsLr`r~3_L^puf#!)AW(LCFu*xLg^gi^v~Tr;;(~ugzFksn==`@+TR2a&xm~)d1+AW*xK70vP)U%&1DA ziUA!1)2f|jwq_oLq~{4#-E3YCX_d2I<@98t9vbNq}~n3UbK#zRmDOI^f7}K zJHwUexM4~mj4{AQ-t&1~<+&dRegIJjaKs)B$?Nyfpv87K;Hse;>U1KE$L~;it zV_T699q(30GV;=yNQHUA4AeoN@tdzv%cIo4y?$UvuRy3Owd&z6PjFlUB%MYU{ zCt>>V%MxF$#b1AD?v@q-&Sj&c2;K~_TJnzw!|?WhTi{$JNAJfUl%StvOLAK$>dSgS zqb!OgfFg^@A}dTBLcjY=HynD6srh!7p#G}YD!ogLV6jkbhY9fj84b#Fy$CA;<>FIU zh$nAINP%m@U?ZxAvfmCU;OUH>6|!)O@KvW3T-(V2vnr!Pn{PBI1CIFM@?u<~N29q9 zNbvQkEj#{-byZBW^F#VysdY+EpeudyclZa{v6fXgrczw#)Sa6lYqRVmC`fy9%u1bB zfc2lS|F9k)#3p3gs{v$%+evxOpo@O{#n~5AAN6(Dhxg{H2QlYo5`>=okOth&STLd_ zA$~z2u=RbT1UK3{0^V#j;}jBM#yzEPkD#u6EeA|e_Iiw#!}x&S6{L?n3K!FE2`^QZ zBC)QaGM~eW+;T6D@sOk*3snST{TikHSqm2maD`4E=w6y<>=w+d8#){%`ZEI<7 zTTtoAX2J7JVzrp0g)4w}t&~lp$g;I+3Hn+iveGj{SGcoRhJn)8*6E!`IlSI?2xY|C z``M1T4kCqtM|J=hT01-Y_XddN+^}HVElRo$Sd1z7}Rz)Q;#<^@!-O_ZSQM3b*g(vQk^M=qx zpt!$t!crWv>d(r}c;Q<(q2GHeyubCL4W;)nL)A~+ZcuA3Qw_YbX#FxarQl5TH! zv9FcRgt>MC;l~*aQ7@NZ$P8Pkqiz;7P+&tJ95GBjd)F;VM}4(z)8s3y*SGn4DwdqL zpwdf7{MR<6nM^gG>rBsMCWM zq^nyE-WZq#;}Qt{gyxRH8npc~0L8zP5R)N>CV7a(Xn@EOAKB!cZ*eP>MFLI^y-Ict z7ckP{cbJUGaCU`w)LL2{$VV4cM`Ryx`L>*%d@vb%AkWd(E?8~1NFTCACotJKisv)d zlPTcK&FvuMk)}=ns~aF3C>meaYH@8(j+ij+h%Si<)W&z;;Gp$)5e7@;rmQ+XyvA&C zohDneWJ|j}%Eri`0L=c;U7h*s)7rya7O4H%Z6x?YZqvm4%X{E)jTZ5qIn=FodQ}wZ z@(p_q?9^6v)L%fhoK1dqi{m0Ej#i*Yh~j;nOm(Fx3DpJ2Ci@Ye*zWNU8+T5AX#QFa zWu&vCA~I|JQWB9(lZ|92X%yt2#w>Ay46I=x7Kg68kl*2=mjU9QKUxN|FWqPDBusf zNVXpe2-<7ts62M;pLMeLcbvnrh3d%0$ezvvlciD}3-Wh--d?o}n6*pXfg%nLdHxtb z6-d)RFt|s97i1cX6vOtCt5kt6gdgyTeyY~z9>q2U>`U`nOwvjDoMaEQZ_jo3ofspn zeAOHZVdA!Rw|*`Wrfj~Ux;@*fz9(|eyXq%Jf;^VIM6L-X4r+(*AbaQgHh;aK$aZDUWepzNjIynRLIF6 z!nW9|R2XD2vXECZ|F!7Tf>jNu(u$ww$`$l(vj3=P0Smm#mtC5$9lSbnRew?8=0~H- zIC&FeOd%YGH}1MIJw=x0ZfaRz<7Kwdyn~^Hv73mrC~bDGJnI$!I9xAi9nhBZ{59q) z!z9$kpO>L%5zD29z->LehM(1$7?I{#E~yDr<+?Yhqos*E$Je5Z!Q%iHrqrB@{p zadf!CJ;e$GijVJX^*sjBB5yqO0MP z7Mc`NZao{n?|^FIiQp5uf+&oVZo-*%SNn`8M>i1-t93~{n~LsFy@K@p9Ue25Bk2Kt z1(?@T84x*dj}`vV#C+45@6}53sSb3E1zB9#A8V%Z-a@JCNL@S;C~eKoP8Tgm+p8Wd4mA2n6NKU!xLU&O!2Vi^fL$hN&l3H9^#+2i$Mx13kXijq$&Ip+=i6fARuzXu zP&35?ezK7nAl%TE;3d#qa=In*4WgbglcinwELi2_&ElqhBdB>2_&=3n zMh`I)86mMb;o7J;D@NmalMldvD9-SOI zy11Ay-@iH=f^ez%F863L)?RMtq1Gs=1N~r|6ay0i$B-m&Y_w9LEW3p066j| zGbIpf;*&+%^P{xc)qFpBB6Is-Z)g+c_>Qo6q<8W!%2@X+ZeVfznpBgOkbu*-0s-O7 z2#DqL1xaWBs@@jA9 zY1haG7N|3j=a(HEKUhqj5q35WrB>I%@*mMm4; zFY%j|+HZ))Z^%yO?x7iY6L2cV8fUu8|HRaeK0G&8l+F}@9NdhVe%6ob2br+Z9#A@f zOxDimr|vvN)WRC(VqTM?AR9@ zOf?P;fLv-@1ski=r!d?DnBG@xZs>M|;sbY`1ki zh2y{H#}a>B0|@u)Z&!@-3%JXZ{hu$p{CrmLSpRyCab)`A{*2$%K+^p?fZF~8tFepG z`3>Bo;PMOZT{Uw^|CUEx^mJNrznU`k^$Pbrd-z0OeQ^ZP%C-oS+0&i!78cQ!kOVv@ zllFeiYvhsC>+^kU_wk$He{fs%hQC8Zq|Yt~=8A^~0KBP1-M+r|D~(gO>ert6b=m*2 zs`Al#`5X1iqXJ-RYHLas4&9`W+{0g0{CCgL?!N0D2?Gjmq=+e7PLru&4!YuSI@sNC zJnFv^yxLQgFjIG;-XteO?QWUIMFWmC z!`8_>geJu4sMZc=_m0u9FqR7x{hTc33D_abc;ALgbHVu>>2ak6?s*xZ_rSsTK{%$O zDfa9BYIw%HficR9H-T-jjIU1=w9exy+fG1u7gfUwD#bjQ#M<&0^w`=q_}6lVC{Z=eaX`GnKNXq~oZipiOBJLjQWBV0oP z_>%lWvIb{}s4%)_v-_$uQ)0DB*Se~=8~VxhS@83e%OghWH**vn1Bu{@3UMceT|-Fc zL>4^SVu&SuVV`pR!4lYFA~sjk_O3B*Y)Fd2=gckCm{g*26gjNT0OaomA%3bW-bhA< z%K)=!m2+bFwApn;=K z12#1h<72IRnjK}cuafIhkbtEM(hd-;cQ$)Oc{}}q=3JI8AlF1bx}*+M6h$#_L!l78 zuu*5G&O(IskYqkP%2VSLMFoRzsB=sb6TD(!_h+X*qwSEG0j1S6!Zp6GRbcEA_-l?} z82jkz)h>m`%SVK8(+@baVnh{E4x*W$t^}WvDw6fRR*XgoMJwo9*A{uujP7@U+IF%k zt{j}3kn9RMFRZI%ux@hpJiT*OApJo#NP9N784RRrIr(aK;j(3YPVrGOJjX!vVF}nt zIK{6AUj9l9O=HKGh>Pc_dr$2H)u;aHj}2rh%PvO}u3!D!Cw^{pW2s6(v(0$c#^OIo zsARLw4;CPG^de7jXTjA?>1Gu`e%8p*X^j5@w}7}>_y9A8+ypi*wS7kD%^PcZ*loyS zaA|iKYshJbE8b6&MsA&2Teo zxCuzLf<-|ofQSnSR2_;ALV!B%PdjS z$O&aKT%C!%68V94+ICysTZ%VvbHiC+*4Z6C||0{a%bXmVvd5MiIF-Js}Yt06*H%KZ4k%;DJN zXsLNpF2Dk$xx#;YxED9(drHVVYi99=U;|A_xj6o;@SpC^dI_6B)%vx>>;@zcC~TfY zMh`rlz!oUt>V71zaO&Vm*tED2Qj5)*u`e63mX^w%pDSiHC}=n2h`O(}Fy62ut4wK@ zM639Pn6`Nn&o}X*3bN#d3Vq4?;e@~3UuN2Xg$R>0tN}wwzB45?-=&$yPk|k=%6vSh zXo%NcxRTv?gjTAUXC`}Ut={1Pk_3?mXrW*I4XkUASUDzo(?QG(B zEHA>0z^%sHM(a=kf^p@NJ$rzTRbi?DmIe|^O)kV)T!dx;t+?C(CNwQ3<>d(&bjln1 zJgKmWsjd&d5eTg#EjjA*0?SMXV#(xThGL{J-UVpo==jE}t6Uj&0JY-@y$ygYhI9t; z-2N?VvDly2azJC*=H7Hz_^?35$h?`^;s>z^M z$5Gm+4$Ycbl+2Tszi86xkSnm|<~N5wN962j@`i03p`_P-kzodZ3UgB?^5BI*=Hqda z!=)!00Rq>VQ*xV=)`yjf_I7oyV~9N#ippzN%>MS6l03@rq%N=IvGd(U?v)owH zl2h7XPr1Dx4_eZn8Dr>$M56r7r=ODAHk3ZGhVfTkQzK?ECd7`Hulr6|G%=%hGqL#Q zusXje2s z3Gf<+G}^XG6&g<+wTf6BOXn)lCn>v0yG-X8=EYhiePHEqD2<^(g|2xDSn>r?m>F*D zmRH-9W`3HY(^3F6L5&~E7Rczy>wbd_J zq_gup{DZBF9|h5BaIBtqn8~Bj9)6RpE|Z!&a4x9wX)itx2vuOHq5h_3pJ(+wIpXIOm-?^?uBOx`(*ttxdkh-&3l}O^5R~alY)x-x|dLC&` z!ZfR`N3pNN;z4yFOzNKtP`)`&Aqp_c|C45S^A<^K{k1DtymTg;F(oGxf5~n0hwL} zd0Sa@d%5ygpQf0W_(sQYa5!$5t+Ky-t2+*NRepZ+xSIf{UFGoD1qIdc*Qd^A}rk*%;s6SVND5B)G|u$WSq>y#G^r6_PQnoIMb z>*qaeQa7y;U@v3iE-~a346(2DKAw6vAq2AZ4BpX5BaxXvlINobZ>+OGYyDOeH=XXQ zEr)V$w_+3ihzw{3>ER&~-tkmbXftS=j}F>>A??^AUA0qUZ^jC1SWxAMfPWry%Bgyt z!kowep}SuvP7*;ZCD(})IFTLqh3JxLe#R}$7f&UJXx}TKivGpX1h#Ko&wIwlc1zty zds1^UQNS^b9(G8&pBi|Z4vnw^SeW z^7&}8r9ODhO0wXLp#>Z;`NXK=H@*UbqRp03#!>!10BJy$zqGlwyZTA+VKL^i2?$++IHFdR426#9E}unaLD9 zl(H>aKufpArTqO8$>(FhL>;-Sf}@Gn`zW=o@}sJ=S)5w)@tH@>UGGco5@SG6U$p_S zejKc6>ufh!#XDf4$IU$#?|c`6rcZude}^DR*~N+(-bxdZZeD7BI znU4HIp;4ksp*DC(l0JkE1Nisf)>)(ik|TI!=p1rt@+R?8t5uux7*QHbIyG)|VuVh3 z+Xrs2<)rPi@N6~f<^3&NSI0#ps-!7ZR;H%5gqW;7B4aw7m%$6!E1pwdaq6cYJPkNM z(@08|B^xfJ+V7Fh-{sWSmwzdMWUVbLqK*h_hYf_rYa$4KrG7s?4a=3w9zs6EuDri5`$r$cN0Rc zbkEE@q=j&rynhvu?ac5zD2L2H(d|FLm_cMZd^W;rXk*XFRjERnmyw#iIZep7XeEXX zFFARcVS18E>TQ^8T>W+5Tcv@7Srd>*x|@52q?F(MF|!HkG)G<9cY}}XrAy$lO0ci( zIB&xMsST$9D?=~HOp7S0cBPH3cXmzFDvS88)pebUcl8=Vt;B#aMYhBfb;HOV*hR)A zR)vL;1uqR@S#K(cas{^|yE?=Bjkbc?&o(7R9UWZz6T5eUm1Npho$!QujwQ8uEkBn~ zf19&fO1zqu`77nBitu|Iqoe+u37M-CW0uos9lT1?xN^Ceb}0Un8?j@_AO#NKu?o}G zK}LUx=K%7Y`<2#iYs%gH?3dqZ8iMnh!ryzEDvE6gh#P5l{HWtGgLTg^^_glSOWUg? zfRp{3br_vSIfgq`5>Magj(L5qN7^XvCAu)G!m%W6Wztq?dwXt5jhRUw8eNyp(09+C zZPGp^yT#mm*11j!beDk)h5Z~ncU{C<`9W{ZrXWND7xSBE#>!As(jEWz(`N{Zf&(9>7I*g zFZX%h4OYk7{ExHpINw@Q_gj}R){eT^l~=rB=+97>5rY&U4&HA}eMD-EBK;am*8&wo z3hf1fe?;1JHE@(6Pt_km(W@sBOnD+>l8MRy+pS)dm#{!zG5AecPI_%)*2%dUOFkdU zSg><%enTD&cR7&So#-nHm#3R}8hvoj^^9H)>bDtw4r!ln-_?;9R;h)A^ATrVDFxZA znis!;3DW!hR$pWuwCDZIZ5&egEQ&Uf5!_*F^JCp%0dAL~g3|2_Cj975iZ&)|gss^C zS-_-dOYviKE`quJ>q*)dS(u2u+A$+v-Kv_2?L$}EiaPTgt?%=E-l(nQT?q8(WV`dM zAcBndl^!4Bh}mFE>1a_Z7%yYLgF?Kgu+Xz zKODI||CHyv=8Gwm>|J<`q2YfYlw8k(C@|xRIn@_k8+rS3Cs337g)_!W6VC^p+CoQ# zn?ZQhX5mqV{)_^3JP%Di=m#X=#ep2vxwx+3R62HL^lALo@w29KeLnfaZ6oMXH1uc_ z?X$KS*Y(#3`o=Zihc%cGY-VD_)^X}!N~_qL9hgN65i+dN8)78X<3*@exzLZ&%oOA8a9O_R5s|G%6LY+k&|p+& zGCt45?&7qCurlgjkR;73Ya(LMcFrDMhSalY!?8rTVkx;U_)oc-2&MxtA}V(0P*?)( z^17c@=QX0;(E~Dn>cz+;ZzO6O=!Wr-pB5VQe0D;1o6hNpdQ3M*Uk`m;+=D6AS*=4o zLAaw_KJ#*U$x@EwK8ASGbA=Ef>&n@q3t6V8*KovwhtV4ApNn_zB8&cc%QkR=*<_sb zHJsK0iW_IP3Awtm_Iua(a;@Wlc1zI1HD!BFuhR~MzuQxU@-JC4G*$nlONg(3W|=Z=v*Sw@{Hn|doZ+#iwliA&e_W=C1$x}^LF^Zl=$ z4&0U7E7PNseqM8$VzSUoqqoaN6uC?_PwGg46#X7|!SqzHhr*G2b4ZK!%3kk0MfX=* zb-`RLT6-8;Pnb9xnjdWWP9qR7)G$^*YG|vYSus7ljCxC>w{A1M5WG`^?p_2_TW48k z5!KFSxki5K`b0E@eSrqOTg$BwyC$krAUVAph7bR2NJ8sOB8p>SRK)(OLjWI`dDv)A z^j@GYYG40Jm07_qWhFmqdTNrneRp5I$FvU*y3XK)^H76dOYu{;n^FHU_|iFS`40Ec zoBxvG+ZmkqEX1O;&(-~3OariTO>Yoo(QBeEv?Uw z#(=N7^L7+2KhL*`im5w^p804ZQRzji^y#oMdMbohuUtS};&SQ)jf%h7A6;>mBKDSJ zN3!bfYdy)lL$VJC5%hZ&<3HU+rD?FQHVB0>n4X#nY$!li^fCS(HucLTh_+XmmCfEoUbmPW^2#juHFVAq?zh zHW3bcA3&di<%rn73i#+rf3{h)KsI8#xvP>7GEo%GnB0WI*xqzG&qkbXh&8)T#yQ2> z+eIREpKeo-_6nk{N)bY?ko$G~S-cZ&bc}a&=5qEw-kv;iepR!C)8#3b)&0TSdOtlv zz%+XB!e?cBv&no}6JjM9 z*QE-MC(hzk*^#kjp-{w-VJGurr2w`r_SSW!n|G{OhRnxc6oihW@S#`uL|^2h0eGCrI(5y>a}i6h2uGEWS zFpV{&-pcbR4rMqc?Y3Rce#v$q4?A)rXU6!Ef;-o??c>@Zq^lY-bC0Jma{QTh-D7fT zT=du6c|nw?LpixK)2~DB&y`KWWmIMr-Z@+gy4yv^jhH z%-ATWa6O)QGJXL^9cUk#8FHcaEGMQu4RPHr^b6d8coGmXyG$$YTH{&EbsJjAl7)Sz zPv2ZV-2od2TJZdEPy2FM$n&wDk#=&*lil@X`i3yJovFcFeGvTZt1L>eeE@cYWq`~^ zA%iA;Mt_;(Y0>M`J{o=fA}rcbEK-sVOLOSQPdn;#ym7Ar*HcwX!*YQ74K!6)N14Gd zMd~W@x#taiW@TWH?!)Yzq^aPWb|~Hm-pVl zsfx#PcX>lhTG`X3<3+IK*?%X!pV2)`68-3-(r11^L>OEp+WUS~>D{7#UBN&(e+Y?3v+V+p?fBq)1{&Nu?w{O5wN#d1wRJ`` zuWMT!w37vkUknnEhW9>q-}{p)=1JRuR(xV6%sR0?unM>`@9?0@Yf@TH(Iun0OynGx zDniDrXz*tYTK1_~eFKj%XV5W<-8!IL5YGE8a|v{v6RP3~=B#K=ZQR#ar6f8ZAIb-d z%wF*;O<$7`ZrD3#S0+{Ya$u!E`o~_t8acZ%bK$j^hpzqac8$pmoIPleit#@=B|YVc zlutwG$mtrThUv|=Jb^A*Ls>i~Iof3Kh?_a5Hg5JcSK2WAmeUBtA9`w+F3axuICw4S zBhXzomcDVuF7W4lgOHfv07&rF!+k4;5S!uU>-WjI2+)sjgjJ-eE-X}8A>xbb2t7L4 z#UJ^Ca2{Fy6T-A*@r1h=K_@?FnnWLxY=Yqe<-Uyk&X%C>-9~&_-r8Q&hZ4bNbFz2# zY9F!ox8~o;Bp6Ql>^D;+7J1S$TcKHhr5qb%0hNz!Gtg!r%f%1b83AgqO^H?sl`c`~ z!EK*aF%*4z&3)68bWp1JRB5~iXKSt!P7^1otSbOUx#A%7Qmfr0imv%OV|{omE+>+> zs)U;qUMd#q+#NLtSH4{|^gNq8LQL8({4^is`!~CadL_*6$-wHip(z79OoQvcR1c=1v~62z7U?n4FBq7qx(&;^ybxOGG)Mcoq$=Nx z1B`<2G^-w&g!uMKkU#jJe$Qs&YzG%s8CQQM*=jFB-u`}usYx$X*Js8;I)$72wS>d( z;9bIRCl+^_UfFI{Z_%o(iE?Opk+<%zkLRwB1zI@4G( z=9a?d@EaxYnPjj1yWVlRvYQZ$Cx56~ci5*X7kf_K7#1`Z?HhgO!aTeV80#DE(W$0- zG{Xwjr#l&SWG5IBJUc&JX0MA7Zu8;f`=tn&x}fKPkMoKu9FI-Dkh1>xqD>?Z_34a zS^V=}r|v?!LbKno#l*6f(EmVoD$sxV$p8#8;d*FY-VPNLoyqo7{+Q6Tzmt73)WO{J zC9wtb&=NBYW{I#c2%@)Jdt6Gf<@!5gchIAFwo``>@iyiqBK+dcPJK0q#3F#aN8l^} zv{#7*OYM&rN3h7LSPBJ6t@}(2-1)MAiw>2AyH$_^?I&@F@WY_kU4EgQ!lH`dTKJH} zP3SpS_{dBbhcBd0CCjzW(aVXpH}$_iioz4`#70GEEV8b|hwiW0wGmW>qC`lbgem9@Cz+)sa6-ey*`6ZGEN@b39E*>5(jg%Dgy#PL_ zt{^!8Cp$oM=#@+H`PTRAgr2J^EDT+FJ)(n&^+btz4P)l3Sc4t5b?X%CcCeHv%Jn@} zpyORuK*EmCyY@~FD6sDZo|k^Y+37{oSUw%?2%VUwm~Xay*Ykd^LC!3@{o%D^Vi*^V z`ww+ss$|FKri^;k*D5_A{`k{o$sF9oQ!q($Pj;4Y;iPd~c&`c0I^_n9vw=NnXsdo@ z>XlTczXyd&C0RtT)$PV&9bsIaJBK4;e=WeZ7H+{&yb|BTT!4e0b~ zCL;B$`4dKzg*WZSdAIYTV#epW?2qflcYG5R)WLU0zT3Sj@=4PEJmOp}jOFnLy`^KH zMgq~;ban1)kn4AD5_i%_hpU|fuh``aP+XHoRGC;o3K4oMPfbU zC2Z|lC;LP4x`Fr0w277aY%gClw2e9ohQhMp;z@Ry`YSR5bhj{v9)Y2PoDjX@!j@|F zHPr6xkRy;RHfTS`ey6$|UZj|t{cP1qR`eZT2`#;T&v9m$PM{w=9N4;latS{HZSYXW zGN2H$EPO^c90yhfVazzW$?uK(p&A&WnrQ4(v+@FuV+p;XgP{=;Qbt}>3NM ziJq5V9QGhfv6KXu7B7E&wD=+|P7nVcv=Fw5l{jztuH7?yjJHkBzG~{`72MODfO=>i zTwJLNgCPn}<)N*d6Dbo{gMw~1CbyQgLbiqY14khJ>sD*4F6fP!y zEG~b>Y@kUfm}&SLLDa7Ni&D}neKo%91G1%&cw;8})P`!@Vnd@9e1eFi%!+Z~bwy7| zO6AM1dkd>FmX`QCWfeSE+t)h)sY zZGXnRCfnV_^_Qwc5;jI3oi6a3ZI8YnG?f(t>#!2%OX<#xl6ddM`o6k)<4>B2w%hci zy>XMkHB8!v7e0EhTmU_e{lo9l=iPpCj@Kogh-Oyix^#erDhy%UrCHNq~**|$3An_r~N~AcMEF9gSfCjWpmeJjE(@l9KqA+6&oK#y7ChA zonS-J*!2N?gOUc1k-nU~F3c0#9oN^RXBXi$!A6m=&3wCZ=DB>h&q%#z@%zU*>WytO zohN2<*P!kxXiJhtNpD&V(IHpN@};FyxFu=Kuma=H0>Q(oh4Mby3b< z@RkVHezC?pM)!Tb_hv+s7r%dDHay(Kg75+i<6QxX_OM1Ug4Zy`!!p`J8w+IhEcKSZ z{|ecNR)lN1S$8pz@MxyMHr6A>sxy>Z9UYz0T?irqYmq_k;{5JDnFswQFRpV77`8P| ztZ)r6Z}H#Rv;BgfgkfU-lQrP*i`VuqY}rQ9_@;z>GJmROC~6IM+3=?MM|Yz9j^C!F z+3&^ozA4r0e7(V0(n3_2zN;g==AOpxK*&BCM>gR7fzI`<4{ISy>s&9c;PJMF$0`C% zw332sZxbZ7_ha+uEG(#V(C1#DVFqzg)(mfJr5oTRLX?*{L1r-E^Zr_SHU6CeIY3~* z{4g+!r}N#bv`+X8#1X4(Yw3#GRp1>TV%wOG2usZf^GHHM1tfF}8@G+tNeW8CF?oD# zCCf<3VP@vO3cKMsu8%I|?nfd4#8FrELZ#zb7qVu(JhW^>i&BD71~*g<@-fv_Xe-Xs zYF(8x4I{qPla2$W9LZ}?ZC^AVdIC;#U&(B8(f;SE574>BqBclF^d`+o+U(EJyi1XT-JIB(3*1jK z2M3vW8d}%8~$S$xB=Jf+IC*|)1HD#P&?1F(6m4kg@m>!{iQ1 z`W-jtS)!rlYm;8~UQeVwV!S$*atAl-s%J&0j7pK&p-#CsW#vXG&Zb!`-7P}IdkX5d z4{Zh|MzF5%TVwKgWCG^LfWA8nHO`T3q3Yk0ma8IP#MBfOa;Iy(CwLLz9R{7QrqpyF zG*^qTw~hkl!@jQ$y0ncKTAF=fdNRND8PR>lM#rrfrazuyA>2e4Ip(d^+JES)oLC8f zGQhlwQc`jj#*MrC?EkJA)V7C#dsK)-XYCjGtk^1P^=KKOb)L{Na#(6_%zy~D7m!0- z&@G|sd+Cn`#rNag{5gf>i^p&51(ke-!k|sZV-;*0IP#z#E;pxa(wIN@Q$r-SiQ3P zI{5^F|BFAr^6T#AWL&A|yM22aL9Tf%jQ8O`0PvCN`B;4PjEJinyR~y)l*hXx!*CVA zBBhBc7>u$MaUX^fr^mCv)9>!~c}!ydHQ<$MJ4*$l zM#Tvwso4;6h@1jSljo3StiFsUVlVISDVQI_Mtyk!x>9sdchQfnC=ir%@=C=tz&n#+ z1^Vu$q(<6^exEORvy5Wd97KK=>LKF!u5>}Nd4vpF`R+BjSkhG&D)q<;R*Y8c%LxUO zXlS70@s#ZQG12IXqD~3u4yXVkY2}R}Kb5U1B>c}1^Q@~97c$CaL*b(QtUcRP>#JHb z1w}FMRnv7k87`pY?83fcj%lg==0p!Dtt$2z*sbU^58hR@)yNvOjtvfX>L9;$Rz-GFq+4? z*42~7`sLEKJN3636+a_k6zQQ|Isamz3x77?%^~kh&Wkv@2eNQkv#6_#Fd8TM5ArP3 z_@7NJ{r5Qf%dcl>JTvR(-j(ZeT|)6fjy}WJ;mIj3nXQ(xPN^UCx3BoCJ}#FCdcFhU z{p_pJEQHbJA3QPmUDl8A^C*Z|;6}13*HTW8apT+_jn{)vs_M9Y!r)Depo?uywr8AHuV4#I24jGr8znF)S} zX}6blhK=l~AL(n^N(mICs#b;#nSbmd5q?QEu;tryP248jiP!(I$qrtWfObbos?MYm zPI>};d=0Q1qg?t4yZT9XPL8N3j364mJ=G8!cE(=&s9K?Ovm9Sg#DZI~g?n4yUHOG1 zo!vZ(?u%Ay3c}FSq~oauE*}4bsk7H*W-x_UTE1{U9iv@qoXv;>41;38H=fl6Y4f2+ ziGBazy;9xgo}zA+`MHLbpKr(f{jv0jsp%@YH1S%$V9KC=z<}^FaP!OU9f>GrfZv4c zy`ZoEaE7|p4>I)OhOe3FQAgAT556KbMvpeUnm<85a#8ne&p&+$5G9a15u@lvnc*sV z;_^vCLXl7j6?AjJyK$LCozXz@_IvCu(t@kfe!AT-#l8xGq!8y)&9~LIR9r~45~o}I zvYC;Ic*}%XYQEMK89s#;a|c@sJ>Tp5g_QF>vY@NT)t6>^g$l(}>%QB$yHCei@$M{G zX*Li1U7;h>E0e@<*OZT)cU$y<&XMBSu{KqTIdjj6=eO@Bc$C%$8A@D391Z$qDWl#S zT9|u(kaPKgd=UN(oPJ4Db;W^%i0u9eqPoTLrj_jZHomBwFUgoa+RTEUn>C00IeNRd zQ)p_0|8S!qR<{_!@Mncp=<+9m`0Nwpk1Dz}v{Yy`Th!XfpW3d=#52E7oq2stPbJyZ zg=EOo-5Slb1N(E`9$x=oHD+d3Kc?YC14h-=xFDz(P<;$%?nzzTphMj)f#(?^!L{Ik za6Oh=(FPiccQW+PvInpc73Ng~q2?ixCk+)za*;c68N<|Gyk&M;R))uUc?s?LW-tvr zKWGz1`)D7r5Ly9^UZ*y6a}ndHwI-!EImbj-^bJ1xpqR$DapvJJE83vIJ{z=33sHM$qXjq)Hb zrFTfD=FFs~Bzv%NITKUfpr$2f-HW->vY^B?v#aUC{}8SafJW!HOg1u~sKX0Q=QQm!YhmOFa)bRLmUQ&B#-K5oOHO158Fy1(1 zcwJj)Y-fKXIWxxvPoK92%F{>pk$08GGDpLX>3)|6bp!d>6>OF z9+l%eorf`V@b=GA`w%^+$PxbGvGA6kLz^_GzXYocTJPJZ0cm71jcus zbDxsb$BQ&$P@}a1OU?q`@%G>);SHkL8BmwbpFENeYUeg0jMaRp;jdA-RpFOW+89aJ z_@!U}R0mI(#X>Vtdx)(S*o9*H9?E`{O3>&oJ$RLgg_{cYfNc&~Q2ePuUH4M@3YjH* zzqNo0HDdoZ4BxR?(;|kzPv0k<^QD07nOJl|noq%=e|*Q4jlth>b-}qs)zEuEM0LpR zwH!1Xe|9ctqaSkLr8yW)POhb!!JbU7`F)Vppv)j`Vo0|>Hn>-PPg4`q&9Nf9`uALs zp=4t4`~ zRT_BsfBf?oUWhok18;(mgD7at@Dh3c$Gyt_uU=U2O7NX_4*@5Pv9;aP>|!2_WuHp$ zFQMGXIGQNf)061KsRtXTKtK6FnyaJd1Bqbmm=L{mH^%BzG#&d+`b(c7iAN4qWmxf7 zbDS`v`dQ=9G0p)er!}n8d--5ELfAI&Moni+FZwSQEEu2$s8Y3g_KLHQ2g%-_fk8qB zEvHhB?couZWzo!Z=aZOJOK{1JTl3Fa>sL{O?w#vjH3Zbw=*%u9ak86+{!bWZ1javc zluZTq%gMYOqN!3a>bNy{36vVU>)5#~1~j+Sb;55_&YZ!x6O(+iZn;2e5GB|s z&4Vs%fD2?H_FKD~97EkWy2o$qTCP(^o(N}HWSXh%z(LXnBD|lQqbImY6vU7k4@d?f zqTBg_rXfzJ94AdmjLQtHmECnUIp5I~B#C_90Oa_%URoVeU!j>uIlF#pd~Nw6K8Z%g z(M@&Uz$BB#FWQ+>fhf(~3d9sI@L6PEMO%muTW-Ak(p$GvonSf@5GAVV68egA8oH|Y zt#>VxWIl^2@}$A88{rspH$pBob6#%H^~=;xpV;Fv^;9xc8hH76n^oFGm!(KS(ygyz z=)?1@`JCRx?IGe7xd?4FgG&O9dYgUnKeKG`#sl)g+BBL5_)+yV$t(CX=_2#H!um$T zD=425kUQHnrqlOHooF#8NZ@&G?~ZBGN^NbdH76wAr}M#8tRcq*AIW<|y6e2offoXZ zquHF22`x1w;!53@<)&f39}faK)oN*IycNO^GuaaZo<0+?vU1*Hr=&Hwey=`3`L(xg z_R+1xrbrPHa-xx6K7_FZcK=q5*eOzy(@s zPTlETSk*`Ln#w%P%hJ05GTNZTT9LzRg^W>FPYvJxTC>w?=$=*BeoJ7Bl?mpBEh|nI zYen;*k93?()JEJT2U2E%*>{29;sY8qXq(#lU#5<`J+Gj8g-z-Er7;$T;FB`8-;*5^ z{t9<>DhRi*Zc!MwrpDHX_neFrleFnpqj+7(kx^o^$|9>FWZpK}MYXlim9GE*m5 z*yU?51C=WH(+Tn9uYX&j;pd)r30blv+VW-geDYb#1;e8D2ZT`siv&Y9n~WUg^mV=} zLlyiixw{_PL;Vh^d%%bmTrK>y47T7HjrlV|`Lc^6hdrIRXmrs3@hPK?xLrrv_hM-K z`f2;FmIknLrgnB8db}*t3vCr6l_$YaY%Sulfqhr*qUz;#U(|v ziJK;0`Z}A{9erdId4U^w{x|Zw6$fHCa7Z->p+-C27&h;79V-T_w8coN@oaar^;(c1& z8$#69a&}AW=hh=}xWkl4f&QpR6v1qwc?$WYP;bh18PxxClta1jVxkqhv8(NVDkE5|p*q&!LpB%Tle*<*M1%oM^y2FGk@V!q+xeoe*O97w zg}!^-UehXf%6jidmd~O3&BxVDF8=)W%be7?hfx*pF^oKmNHS8$#lI$sBzf&1=u8sd z%RWUDw@?TRcku0(2UHaI&9dUU zWnXJ70rjWi!302Yeb|C%xsrt_i96f~0lwnl^OVhMDZ3}ChDisLE<7uuAejdLqL6&3 ze9O|!b(jjaY>X6?6B~@$R7cJx5`Mtad?tR?QBo<3(dey+Hc3)nNP5f?b354D`qlAy zmi*WQ7o~O166Dd zJ=Su^wky8-czx_$CZ!3o zP8El%`Eg2MDyn~bzX&&&1XBwv;53;$aiRdYWml}7wTV>cd}8`lx9AAU=k(jl=e4>GlT@9)1m-maN&)$6Q z4y}BS|3Ky~bG6=LDKqmy$tAUD8qtKr)P9&yztgqg#cJkY)&?a2S^+vPAn>bNna{Zu zm*i{}!i?|%>t}tq(NKWe`XTN+e%~GL+2_x)6$^KGzJ-RHivc+8gfP^`KOGRJY@%0m z+oT<)VEjEQo9bxtJnY7`I1@AP612l>^#TMrzdb`rZ#6dnIe@Vh7qPWlX)Z{(pPA@C zsg*+0J%Ay--eK?-MP!Z;o}Eh1J7jJd+Vr{Wc9+B!y_M=dyLk z`70r-iIE+Dxr)r%S?G(D;U&97Ec*))W+bhP7`VY<_+z|3F0!Hm+Eg44AAGO~q`HY{ z*|Q~Q%MKnR=j1IjeJH0{7on=ricb&09&Th4htqiYF2TJbGp$iSJ!g&sVe{B5eAVmX zsBh_vGZ_&+zEtGg;`jJP_WQzK`x!DT61yL+idWRcTi?1a*`(BZob)Exx<#Ni1){gW z(nBIpY}97|FUJQs_|U!3x?n^*=to_aUrx+jw{wI3~=Xuv) z_$2m$hPRxQEka9-Y^%p-!y2kfT6~D#l50XK!V!-JR%ON};J+gCR5Ft5FRiR>I4Rg; zxl&|DE|A;6GWV9C;+^uE4nql{COrR%Ce*BM@8&h?L$bc|B z(;~?QqE3T(6*49DYZ1=l>+dvCO`@IL4-`4=&H?Gbv(+cXuOqkPs{Hx$8xW5@EBB=^ z<@|eB*>k)CV3ucgnF5zgV_hqGe!2Ba>L`%z(O4i~IaACJ6E^;G_HhZSy|!&~5yrEG z%m$No%pYpmRO#=dfH01;kqQsAri_O`gs%+mGt!h3Fre(@=RJ>p*7H3^E0vqB(PPm# zB0<;)dX!_7<`)2#&)>Gu{wLhlL%`O7a42R3(N0gfZx3l1!n(0qqR~K5P=iqiL%{84 zik_c2AJt=nT2nP^Zgg%D{>4|+gDm(A+9zNfve5@;F2n{@+ScH@-UIqNT{g<4(0aIg zuQ84;fd&2C`5yex2F{)>h>%Iayb?XRc-t zqbox_hW}T)lc{$pQm(Y-P#|bSpAwbA2GAdJ&Dbu{<=Y4LxCInXLZ-h|eBQ<_6h&JKpUWx>#NO164N66i=#; z8k`N@6tWoE{sV0*!CrTr=HS+b5w83TA$L(%1S%pLyE8CCEs+#FX6D5zh$Dbs7mP!; zs5``n^%D5{-E6hKhHedsDCtnz2ygAld|%p4@dD0f4VL9D+434|o!|TmCH79OHs?U4 zq9&Vv`yBYG!l2!RjWKO9*YGy#`{)r;ZxQ30iBife=55d^^kvj)j^P*2EHsX(#DEpb zRswx5L>mUfkUY#-X` z{xKFp=$lC9#=&O{jv6q(+gQ#>7?=aw1J2gU#{SV`m&Z^$el$AG8&q_Of5RMr6in)k=mKt$PNg{hu2oIghu3jP4L^G|df86}+Qa z0hQ{wgOhpIfCYrNx}b4y>PT8;O<3G=r(45}WJ{@!MDoF=8$ZU0Q@x`=9H`XtlVl~$ zMZl$`8LMKjutn$~!D}ANu7DGj$;EAq6P z#kW>JSLD7(Mex+jfbtM^&igG!*2rO4zBIu0Z9dK~&3X^jj)gdiuK7*%>7o->Mk?Gt zFGf}t_mrEx1Xux?I=!2AXDMmnk~2eM+KfEg?I;IGAK{Gd)XAL16PI>vx7hMzpcBau zntjy;XQ`J0I41$kvGGIZlhB6K%We--|&LX!BWN>^ZpqqLGt$4O@_IQ-ExF zrM3RvB6rzpIyOg_z=5SdMc=&yr=A|#^$p=WuS;@lN)a8?hQRNe;=?S&yD*ausy$U? z?Dof>7WcI?(;VvldJoxP$jk>-JM6;n0Qo@Q1a}y&GUXf2JHbRc!P|MV`mfM)^FGpq zl}VFU0JmNRXr^l`6?(MQSu6M}S@UaeS=|{b6xk4n3N^ZhfR@|HKVXIewkzbm3-+GD z0xVk7(r?80e$qacKuK?_GWS?MtKK%zHZE{A9MOR}mJI%qTK7bMpGW=eneDSx^#iq( z3#9#oNj5h)g=7BPglNh`XR}h~VV5k(u@iw|nEw~gh3!B7fSd+!Roy?j1Lh9Mrlk^Z zN96H z^nIzfW#^_XEs1Nw+Nf7AD(l1GAg6iMk$&gdB60g+3T19&b98cLVQmU!Ze(v_Y6>wl zG$1e_Z(?c+JUj|7RC#b^ATLj1YEyJ=3NKC|F)%O+FGgu{b95j%Ff|G4?5av(28Y+-a|L}g=dWMv9IJ_>Vma%Ev{3V7P>Tw8P7II@1% zui$x0_N)csMuMr-Ryn@Ki5+|FWRjVTA83iTxsfGDq_Uaw>rZzB1VK@f?Zmaa4^uOO zK%fD9{q+T4M4C$z#Sxb}Qt+jch^Hdrnnxl@;afy9Q}8V#mEyIER0iM5M5&PQokeMa z-#Rj}9PmU$na)5C=HW3E8ia-6P%$8-unRs3#{$+%4OUiFz)7V* z#z?3@KQ}6p32J8&sDR2Grckj4bO2Yy(9E+qQZh!o0xA+)fFg<9WI&}7X27!~Qd$DA z%s_>-gyD%na2pLBPnGljkCXrYXkueAr2+b6AsR#@Ri-JFa10Z@3Hy9L}XkFg>o5srbN5K2x-8HkO-U(jSeGJigIWypeP=Iir}lb zBs#6i@Dja|mO*bs??P|P$eQR*$R$=pf<{Ddgh|kC6AkVIbb=F#Y>;4=LC(?B&^e7p z-$VOq^f}~5ptFE9!o*&wkz{m4g({K*sx(6nM(0#$9h?r<9K3uvV7t+04!#seXA%4K z+wT!*nd)?CAgrc~$>d`2kAINd{%l%DFJDG%UtmPp0s9%ctgDk+slO1Yqmv>vu?~~5 zPbZiEEJk*+!&?ki<@-+Ov(b4`N1r2hy1O5-_r>=*@)+L#c~?M3eq9XM4&W)Kb%pl8 z;RAM7RI|l=R8*83sOh*Em-(yN_vmvB4GCaMGjRdSbusx?)a582u)XPMHZG^vlr5b` zpV{Hg4oZ)qmH4;_mT5-V3H^BXv7ByCtFrChEw8Q$U<-Nu3^|3}meWNQWeNMbnAOFk zxT-PBvhfV`ud0$=&+~5u%SVg4V54$ATHIbuitns0C*y+M=A-#+$}Z;x$iR?%Gy+4g zaS2OQWyOZmSv@YU*c{eoBe33NlKaM+#q>I#FK#FKqGq$}*|hk=Mmf$`-Q}agy9v6q zdVov!*!omicgAkld6uGxHC%xSIog1u&kYzHnNJzXF=P#LmMHpJaQn;{Sn zyH=@+*B@+HmBwnrGL?3{f#JH*eko4UTMUNClD);EjG;ry-~ z7UKnjc+C&r?Hs<}W4qgDTgUml+S(WDIbi)kxEwqQb}A*(A#S(A#6#RnU?U#F8Rl_- z0q^84=EHJa&QW5aYSqGmD8~prpvi+g&drJh8dhw?vs;= z8D?VbF`~_Y-HaJ#$uQrxne@J_7_sw+9n9X(B7pU*Dv15R!M2MdpZy`z1U~5>aU36F zF~y?BVvfZOi!l}pEJnU}=0*O*;*VIx_`Qoo?xpguZ`;pL%@aSEL`y$^6%IPXqVUay zA3pc;H=+DH53cs|m%fdPFVEN0BKowv!eS4LeJoBqs=aXC-+bSPu(=(4;3+1EFG8tn zPeAPzT6pA*RPHq%d0iG=n>C^>SGAYA+n~1WtG(+@cGffExi1dAYNXY%SC=l|ha-7- z@kgxb`?PD%dc^?EdwlI+apW0)*QNHLhqvP#Cmz|Jx6p|%-u4E+^K3NDA3XAwr1u*z zP~YpG%d}2(>X&axecyGq-!@oJ^{uz#BW&h9r1Z7xo?A_Oz)n4q$9d`8yWX8&zUqz) za>oX(bYH8Mv0uC$4!a#4LoEgD6Zr53yvcuK42iWdL@RvvcA9hzv&L6i!xv%maTh_= zL$Fj^*5G)#TXz&~UGb9-{7oB9ko`8;EA89s$di!!eeWLCAB(LYb)8klp8Tq7n!LBw zRzCi2eUU#XvdpG@vG8-Z8|bo2Y?wRi&;139EswG2s$caI`%}Q+aUYFc1yod9+ZF*S z1snw=9g!NTDQ0LvLh0@tV922x1OWpn0Z9pIl+vLkl$H_%>24UhK?(U8?sxC~;$Q3g z)}DFJe)oQ3pS|~c&RWl`Gw0#zb`?oq_h9h~&Yvj)C!dPAW8l0aysqpw5YaOBwr+jT zqe72Aqiv@ zk)@LmO_d=g;BCvvryFFuDC2#z8!V+9L5|fTp1onsN=q-rqp60a2o|k)x26DFB)sb# zw|_M&n9p51E9Y)eC|Mtnhttuno1}4`owTgg#n_w(_5IFH*F-4ZZ7bJpy* z)jEw@>`+Y3aAT*81FO?h-W^34z}^JWuVLhKq-Nw}NsqImf%dDzhdq&uN;#?gJms&Y zCd=69Nlu97;o(F|W@dNh>M0_ZDP$B`oj*xR z8X!Y1IV(gMWxt);VbVW!)X=3Wv|rR`N*BIGa$|J2`_& z=m%m}Qn5J0RE=!wt+f91CpLRiv7&7qa#_K&zDZGZWP4mO#IW8%k6HuCs7NW?OG{#I zIduGtC`zFbq@l|JY%^4EOEMeT zNVqcK+pW+aftL{gY&u#%Beci-g$zCYSnbm}Z=N>NC|QjT`jC(i+fTXD+3Gh-bF>7q zp0&p*8@V!QD1Wtj91zE*gpJTfASyXh#68@Tgzaf*G&N*LirFHM16ZB|iX&kSd6 zg_{K4Hw%%n;XdFzxsHqLjmV%(uY9pHk2>Dd2C>WZ0Wv;C51T14tzn;`XA;if+u4_)CKyj&i3$M9T+x2ET!-o|hLjqO_R%ZPD zIE%fN>E#eP%qVH*SBI|Nt!v$PK#X5wxg%JYukO#)M+Y_$i&tH`UK9vp;mo50OQ^}_ zY1dRYSi##|)$iicGagaWE&i%4$&1Bgk)e99OaQAiq+*--^D({T?Lw*6c#Cd|+fi?yYA`r{Y|_k(zz1+u59- z#nfd`32biA5(|pgubnI#r)JqB%IYSih%E9}D|bht9UKB13gXfjbEXNs!P|7gQdZP^ zuqT*0`*is++qed~*nZObA?X(tj>mE++rB87t453)UwuGhoJxx9LFM}u--F8C4XWdg zGeW4~#Gyh0$I`;;;qQ2PPOVik*+1lb{N=VtC96l-^rL>b5JJC_mXGGVlNvANj&2QP zW77T9n$DG>7xJPdsuPRx{Y*=c)=AnnIw-JkMCGuNHwUyp@)S*;{upJO_Evg>&a~GH zY#5Db{VK`@;2r+*12qyg@wm3hj5eT#zSinjw0h4(5pU`Pr{GwDHxg#u#k`5c(`8vS z@lkHqJ%g_Ew%N~2M$BpS3@f}=PY;)`N+#Is07lOKRycLgW>{aDCdXaIC3z56a>Tun zZ6!Bw3-Ty<{r+-zgjt$6V_{C~a@Yk$RvLG4m{TXt4{2o= z&U5?xbf!o{PXXw~9hm3lX4Q?a4tqS0%nBMD30R-^{1~=#^wnrKXt=TkmWac4b1qo> z`iOxtz3RJHXAg89FFvjpuab1?4iIwK5fabY3%4)T!33|Dh*f;2#LbjcuDxU~^;~^Il|6Z+>3!GKk)WVE`@O4QtAj@7X0X-yX^;WcO0RqN#b2xOPatY z-`{iy1#yqiAyAc=4$HMy6EwRn2uqWZ6sarVUZGJqbcG2XkUS$MTp_%X5GZt2u1Bt;U{CoonH*q=q{J{) z_myNh%-cHWiLl57U%h4@fJeY++?aMZzxGS38#QE4v^p~7V_0UU6>=GMxV`X97Eb3u zZB(B7F?8%lz9!AoB^51ys{x`W+LT#KhOR{!#uz^pwQY0Jg{I)rb!4lg zro+L_J7Dm(7SH3E{5ep_a<0TK_GTjP8f7U3Utq5`yn-8)m^*m45M{VUB)Si}9+_cr z=(M>WOsFE~L&XlcLiNS|xyrZ8?84d79-wGu`MqjG^aJ_XsMk`V2^#4OH?G5SF&dXS zQIyL!(phBcgG-UOBZJmZY9D${7!yRe~|6eRrj%C@3U%` zu>mn(nlD0V*O|MX1(pdV$I)X?{QZY|BS+o452sF!jy+Z{G2T#ITyx|Ke{g(%%L%|1 z@2lk4KfO4hnZxQi&))o1p6MY0-%Gm&OE zO5c|aB@Ml{qq(EUD0uU77eT&|yjs9;lx8<+_UtafpT;F3myAT)a1mnqQ;j;1&%2FZQa{BAFo_B> z1@g1(_}Cn)FIS7;l(+gA2lwKq{e?c-h6`_15{Pt65VsaYE`0iuhbwn@z0d!KJVWPQ zf>Qn9gcBcOXMCVs6=h(vKL zpNNzWXC?C8oq;9q0xAxkm4qu!#)wG=@SH|kMShS`!r9f5DE~IF>AY;AXRWeNZTeH( z_c?zV|JFfAT?*g03DVTD6SDDq5Aoi8vTfs0^nOv>=a{!_2b(M>_48l5qef)BFeXw9 z8*y42+U`$;&HKpBCdj*{Se!Py9FhnlYdxZ{o5Ktwtt|ZsFW&O3kTGT6v!Xs3yW?S0 zMtXXOy4sf1`s8Et@=u2z_~whV_?KyN`pfR`v0u!ZIf!2Y?d|F4V&Tel zz5o|7Z5$n>&-q0lm$Wbx426RQVPFVM016Z21;aVPV9s+rB}a?@rlRSBa&kgjoRgI( zj4PU)UsY2^mrvFmgE2!nIN(=b)7r)rc>eig7w`bJ(Jrp%p@A?y2pl3H1Vsq&LirGX z?v8VPv@TH5#sdvJ9~2k_v~xnaS-YZ9K#zaeA^2c?P!OIEMLSqHn%R;=1rYzV?f#u^ zg(CiBTcHr-Uu-K<@Q**z2mTLiYpQmq!x)&l_L$o%oFbbeVg5By&?U*B%Q9nSxH--F zbdDfYeKDZ{XtZuql`1ULg4rk2qe=u;^Y|s()2JXe3XZG#T8YdNeVma)gtT`NTpHEn2YY2`8N?-zZW3X7zEIx|4Kdo@S4;hGOLiB3l+Y~WC-oL4PGI>dyo zfU*AP;;w=-m#3DIs`>4XDR;U|cfV9ig(0i45zK_{;X)d@c48w`jJC_HonSDVZvd4? zZHb*_&DHe@&k5Qr_M+{)ik-h1zh1lt*G`>S?kLIo9{&_mg3y|^&zCN@*+c}J4|JaB zG9BmWPHdP2y0+8jP;ts{z6dgS&GYuy3&z>Ioo*-)h4W+GwkQW^Dd+jh3&ajbm&Kyw zw`|V1m)?~!hP>q{NnI^n$5golph*@g8mnDwRQVQSbKiY?6_Pya^5H%?Q!YCqv)V;O zO_*jt?-#>3-S-8xliE*X_l^AvLZ!-Yc15uAP3kP{8kFBm0wl*bX74go$YTgaA}X>dHnB-v=1oA+km@jKIDhV*amF7d8(Y6#MT%ytQNEsHm zGRM!>Aa&YtRTLLs7ULBqZ9}B)mJcBF=+C@iLI*1%T}R7fRSDl2S|_S3^D6M5C(Gpd|G1+-(QcKCMsT`MvlgC3CnjT4F3ihgy6@$;l?aZ6(KX?Ms z)M8mlcW*8c@%cOi`0XtM=B~8gRijwQR11k;V&8S4_BDps4&7^d70fXd0Kgd2kxxGk z!QM9Xtu2@xst{6ptZh9`Wi&1~AKY~#Xx5c$ws}Yuh7fz{m|>~8{>XKxNs~_h^59uc zfmkwp5(?VnI{qNa`qJyC{;y;8&;ffjnz2*i$xb^Ss*!^iXD9mh$ePhUqyGJ)>uJB6 zS9kh;=NX;~#v6fu7rBhTM%p#wC40AWCUqq?J`8xV>RJa?gvx3F|Pm+*HIyd(`Y5PcvBhDswP zA0QyI0x(%=8MuHDTnGk-f`w#}a6zQ3IPkx#oX1f_J6N65-3TQ7kKbAThty||Rlq2z z-Fz`5e3)LRwF3vz0sTQK1{-g` z=GW_EDd!t}RIecd7_iq12_j5k?_CSt4Bb;oXMqPOiEa=HDvgsTO(YrTc~e+Bul~## zCa9yp@;#4sqiGD!(w&0q_OobT|NAP)?RFM2tAYWy{Qs2liv+W@Be$B+u2QQ|SON6G> zR|8R%BcX0<-c?7RrY!o`H*UzJ(y*|(5GuTOt_*(iBg8Yuwu+Qv{B74g<4dn)NjM}q zCKh*>n`asIA1EtV@#4^&rUVAcqi6`;v3~RN+G@J zgSo(?Py&xD9#@3V%Ws(@hLi3BDiK0_3A;<8y~|-kt73jlZ8gKXkbMQY1>b3Ay=M_& zo5{jtp7r9rmF(DicH7(T>2KS{ZnZH)NZVftGryt6*t~7cVcTcT$SZBUEwM5zJO7eU zB`e~+5vyI-`Vt~IdK-b$5!B-W>%XIl>&veLZfv)BpKl6uQrm1TPi zh*I=ESkO8BRYb&|els@EMU}wCl&0rY`?8UJoYm4hja6fn(I;FzQ6~SHimq-b7dJ1L U^W1}h1;Gd~IXk Date: Fri, 30 Aug 2024 18:29:00 -0400 Subject: [PATCH 5/7] Fixed typo --- .../Assignment01/roberd10-dar-assignment1-f24.Rmd | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.Rmd b/StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.Rmd index 9c10be8..b0f01b3 100644 --- a/StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.Rmd +++ b/StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.Rmd @@ -4,11 +4,11 @@ subtitle: "DAR Assignment 1" author: "Doña Roberts" date: "`r format(Sys.time(), '%d %B %Y')`" output: + pdf_document: default html_document: toc: true number_sections: true df_print: paged - pdf_document: default --- ```{r setup, include=FALSE} # REQUIRE R PACKAGE INSTALLATIONS @@ -338,7 +338,7 @@ ggbiplot::ggbiplot(pixl_trim.mat.pca, Add a description of each cluster here in your own words. -**Important Note about Heat maps below:** The color and scale aren't the same across heatmaps, the first has 50 as a specefic shade of red, the second 30 and the fourth 40 for that same shade. +**Important Note about Heat maps below:** The color and scale aren't the same across heatmaps, the first has 50 as a specefic shade of red, the second 30 and the third 40 for that same shade. Describe Cluster 1: Cluster 1 is igneous rock that has a lot higher concentration of Si02 and mildly higher concentration Al203 than the rest of the igneous rock and a lower concentration of FeO-T and Mgo. All 3 samples in Cluster 1 have identical collected data, so they overlap on the plot above. From f1eebc85c1622bee7343cbb2506ae3b1a8d576b3 Mon Sep 17 00:00:00 2001 From: roberd10 Date: Fri, 30 Aug 2024 18:29:58 -0400 Subject: [PATCH 6/7] Fixed typo, html version --- StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.html | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.html b/StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.html index b869a9b..e6b595d 100644 --- a/StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.html +++ b/StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.html @@ -2114,7 +2114,7 @@

4.5 ANSWER THESE

Add a description of each cluster here in your own words.

Important Note about Heat maps below: The color and scale aren’t the same across heatmaps, the first has 50 as a specefic -shade of red, the second 30 and the fourth 40 for that same shade.

+shade of red, the second 30 and the third 40 for that same shade.

Describe Cluster 1: Cluster 1 is igneous rock that has a lot higher concentration of Si02 and mildly higher concentration Al203 than the rest of the igneous rock and a lower concentration of FeO-T and Mgo. All From ff8d4ed4093cf0cf7726f725da87a15a24d36a6c Mon Sep 17 00:00:00 2001 From: roberd10 Date: Fri, 30 Aug 2024 18:30:09 -0400 Subject: [PATCH 7/7] Fixed typo, pdf version --- .../roberd10-dar-assignment1-f24.pdf | Bin 308990 -> 308990 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git a/StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.pdf b/StudentNotebooks/Assignment01/roberd10-dar-assignment1-f24.pdf index c1dfe5aa9698d3170493e53a2ec74ea026bc8038..c8a0d783f450e485357945ea1631b833949c82bb 100644 GIT binary patch delta 6930 zcmV+t8|~!&?Gpa&60pW~f7NaB#wqzu>9%eLCGC*9@Q33m#s~=?$H{>GOk$ibdrm^p zMC7>?zBrH%7W~zRYj!7pwh@%dW2%cNqDl$O18`UGi*Gd zq2hx-K5>UB1NwYxv20B&$&OJ;8&uc>5okG)pyiXQuFR8T0N-`EOYR5gV(l@8|Gt7S z;Nbl1clc}k5fGYs{{tb|GW?%jdGxpa*65K#_b1h!5D_UGEw~FdDX`S(7u|nW63d_jyHKJS2-E z9jp_55U1H)-Cb2(?^X3sib-aeQOq*sB6G|b!#uOmGOd_TktLRtVoI`P6H|tzXqXD< z&}u*rmzefUsT7#Th*6GdTFgkMBU7}5#(%_M0z;Py!P9msLe6MB9d>efCNqGDmJ)IX zo14T8hKz=SSkg(-is=Ah4C!PIv)Cd<&8))GP}gcay<`|NGNpmF*vdp^F$Ehli>VUuo#ZS+km4b6(yW6B^p>& zNf;5JL2@{IV+U}GPf!GStP=8)J3I|xD5>18L8j2`HNU(|`L7|bT2g2kAg(D5Y zl5j*Lx`864B83SigyaLo56tyg8Rs1p>4JlZI#3TR*KmVUkwr(b2VX|#&_LuxPrH*> zLNo&fcf4=erdk24-y@ooR##^0MlE{V=#IywpZ5;R`~#c(td9K>F1wt5Iv3t zOWV&U48$)@JId{RZFwY~i+@A0k1sIwh;%7?_8~bAr&?z@c?Lk>I7kGn=Q0{dy`3HR zSW*01)gQ&)inbd*)%Fo|-A-K`1V`kb~kWy8G$7rho4CYH97cC8COv zYec=Xk|)5%NXfOc_xEGfcU^hq#YvY!hffe| z?X<1BJbd*jx1Xx~`EUB9*umK<@TiGyJ&yoCHscBOsbk5Qq34iAeC))YCl(mL?aQKqcQ{bKvS3D&aQ5PhE45su&8(Bixi#BCO zci9i_^cQX7t$5i+f4Xc_hMc#top{|g<=c$o0_hw)W#V1_(y!9N3LELLN=Mpl$4C0y z8QShdLdrOx8omsG5Av+jZXR$p0X{PRL6JtOLIpki$Lp6vxPPY3^VNn$JsKX?U0;mH z1$AtXA0rKqR5pNJ4KfI^YPfi!WVtt6ji*xaYLtsB%i6A=jjCqYbXhDzLi>#{u_Q*I z0G}e$-y!BKh#=g#nu?Og;O-Q2kyGJw3xYO6$|5=zQL`&j%v$0$emkU?bEKGaQ_Q&) zHtvKQZ4;-`)_+991Ii}Uk=&p(MZL;{@_$tN<`CN+73UQPWlH$WxWv6Q^F%3wyT8Uz zvz)_}U+7*o6Eb61p5>w+c4s;F!)u}G=wyd1? zS=W!xc`A>mm!T*2j+eS#^O zNf#`ec7I~o3v2`wdLXV#Y~U)(lQe&B*q?K8kcb1vH11Rp*(9il$o7A3%d~X3!CHXc zBF5=eiUF6U3tR7R+jP_oPjl0iRjv`43r0?~gblN{9@a%y3`uZ;L`l8BO{*{CmBP%a zjks$`3~Uo|LAUxgsNPl=E!Ix-O2&m7Fifv#Tz}jJxL&ORH{A!g*JgXUk$0BFsL-^W zUJ2etWDCYFdTPld3tspJROZ)iSl(^nk^MH$>lPGZnf-Y16N1XhXmCT;NrgvPtr^`q z_O9y37M$mLs$tUF_9R*P~_A$dOlgVe?Kk5HE`f zjelu?vFP&L+2VN~f6BOG6$A04E}KzRpMobZ4f-Gs_xDM7gmb0NqlHZ_<_z=$^n`TJML{~_k2l@BM1`JLiFt}#N`j1i(+N#!9d zC-1)iBx1S&5=lNJNZk9iFN!Wiv7&4q=}jaGmlzpkc@wsH6`5=Px%ya5DHwUvo(lRV z-hY;D&c98^O~0J8<7QbYE@velprpS`O54E0Mi9RxLwyzdS8!j4IDqGOfq1g35KsC( z5dZ7onSL-^2egvXE&*UH>q@2YvZo~#jvnbb*!Xc zMGF1&`7oiP^i5Dv=7B+lemdU-E6Z{KOKc>t-1k-a;+ve?i^FTAtYg5kq;|r9TDuS_ z0=Jyd0~yVK zZbZh-bC_;6UfcJ+tS8WO79GsT;A1*xqzB8<*2-%9c)}&+Kq#2c^f* zN_<=d%QPeGgnm5xSWdU6RoQm$mRDDQ1+ay@eukXFZp-PSin4@#UCioYQe4%TW!ZQJ z`d3xSuIKr;g5{${U9eF(A1!XLCdGGFmy>b9Zu8N6Hf5Ld0%TxFJ{o}`*tmoxs8u_XS8NVzvk_QtGRb}8&0>0;&lk6od{ML6^=w*vVWS-9tM2kq;oSsXT0OvjrF(Li zH`Ad^oxsZTWmqP*){$oOdZBK!9G&ydph=n_4 zxziJOMEXvwPD_wzJb2e^J}&08R(!!;vqQE67m%JV5FMxt*(V#~?x4*OhzIhAF`N&Q zG#(~KU-(d9N9FVj+kW|y=4ab~BaBpb&OV$S;^)~-UEftN7`ra(o5kgDepe2Q@q$6T z=7;Zg4&U#w-R-lj<9uFi?F;oBu>K%i4xR)%l@jR?w_9Q2A#NtH5f9-E^EkkOcXAi= zVL2{x4|!hIi*Y&InpFjR0-RhAaq|-<8{)R@a6c{1E%_8kV>uMK+cijkE%GNunmhqg znem~N0jC!E6C+JSq?oH9e?2Itb>twjIHEQ8%IR1P)8*W^LJrP9!wk+T_sPk`3^TFz z7|~|HZpI9=WSDQ;OnP5djM#a^4rcFX5x{y@6~zAEVB5u!&;F2U0-yAcIF1jom|{_5 zF~?$t#TbhP79-y~^CEwLV(~|;V*K94BKJ~x*thNHr{;+tOroWqzX}JPVNv+z!VjN& z`I}Jwod;KY`AgqM#h2&nX%T%|USY9^#Xc4%9@SpB?r*;DL)hF7KJXM1#22B|wI`tV z3N1YHMk@CjkGw96uFV?JmaE!J-EB}?_SN3?COhjH@!S`OUNzEx>e#DGm+!-oJiPcL z*7SYawP(FzfaX2EcCa||jKAwrd(gw%agGy@Y|mTh#20USgWq{Jn&uB4c}vp!4H&5J zbtf%_c+wl=L^Bz+A+I7#ZrafS%9?9dpbnad6&M#keM+UiL zgI2n)Rm<2f-VTR<-Hwi-mIC$(e0T%idac__^B+blD{~%$@b;{({Ap$5?dLuX>4p{V8DZxR0at_}qhOXX{vX zbU%(pbfr$4kgYg*opz_b>c--2&);@>JKL<6#2@3Bo8XEy&NA=nUH3T59{~H6x4}{p z>Ljs6cMs{OrE6bYuAOj`jw_Bo?bc5@`lENCvkg1@d2f$z_o-H(Jt~}Z7x|w}7*}la z=N{;do9kPkEOLHC6DFt2*C36EJ5!8hHV zyXZyYrgKD}$Or790Q0jJ_-_gLgO+yXk9^{#vGIog+LhuZ+4gEBnhT5eug{Zz{$lpu z$u$0)X@62sDjTMeQRCN`!sVNRYO5?0e|Pji%Dh7nWMdA#Yle3`=gXMaIJt(OxtH!!Ww-33djFY zXv#Rjc*NfjB3rj!@H3^Glgc#3nbV}LTN&2^5rm#fuFfe^H26nSl7wtVCkbW@Md?5R8wps@vYIJH=rO~hjErsG z!SOs6WCTc~DdmjB#6&e*QzB9+irLbtno+{!N~f+ljVUMNGd{pdk|x+jD;t|z6HXty zI!&E6iwdeKqwH9c$9+J#x|Ou`uth?DE^#%T;Tlxp90U?{SM)oS{aE0x1Q`y;J=kz0 zWmF5nlA>veP~1ptu_X?5(%^a~Xtgy9$VpJrwIxb)`bgT=3GxF!BA6rXmChKRT5A?- z=9JvR+SUaRSsUfRG~{FyXqIjWBQU4yZ%jabVQ05nly2RK8Kv7q- z1HJXV)trZfb!QeY(J_{2>2RjdU1=*}%`9n0bp{D~tpc`gONS!v;lrG$1Y)D@Hj}B# zA5GoRUW(U>u2mq>_DNr}JwH>r8L4!q4S&ATl4B0UYlWFE&G39>tSpQM=a7^QW6G6A zk#vUoap1_n;R2srfQZ(>8IO~H)C(A(D5F%XUESa_8ss^t5p>W{B!>%g{N2}9ZJC(V zqt-1OHsDm&_Njz&xwQs;+Z+tpHgybOt7E~oW|B^ktyO58m$m&$+jAk+TPf+Irh(!P>el-OByY#0Q!J#hjXbA{{Bl(-xL~v?tLL*V5N~ zI`apkEQeufU~JZy4E0Zc)v}Y2PRpFSvg1G!4lLYbP?XTDM8jgpWmvYoUWzZ=?2RHZBaS*Z_mR9e6X>Ahlyr#@D(YCC>VC}|ZV;&TV7HnVXux!X~KHgz53&7nB z-n0BjDd_IjmQEqKL&};=ATj6I7R&;0+R+M2NV*ws7x%#_=g=>?KJlP)4QP z&471hkVkRnc)K@)bS&xP{NMZ;1>aw~p~~aVakbY`en8 zQ9;wCa4R6>hsSR`(_$0TDKd?3 zUFejUP6MWYjp{Ismk(h&&VHKdU)e|YX+7T!#cSA|O$%fgADYESplxkVM(VP?nrrhI zuJ`xf?(OUaUVTZE01iif@3YD!;R8f?*3z zaWgLp=NgOY7$A*i^P-K(zNe`8F`n|_!`b$m;~*+Gdx{VknD{CdzHrs?l*DvXpm|sd zO!NkShuH;}z-TKP+m#edQ|l4dFfMokp8AxC$566+xcBzMfu|(BhmshB2j8~BCuV^X z9a18@l*kSxdR?wEAtiB0$sxtdDbVtXh#6D1DS?wPhx7?hk0Rj1*_)3?LH4jH*XXZ} zOCAzQSknJ7F0qB1p=CfPYn=k~LryuMiTFB$Kt)aljcAp#{)kH8hO&vsJo{w-8pp$A%1Ru zk6L#S=_g=tu23=lgGd{e8Q2fQ<!-!t>24m4SJiS}d)OJI8}{LG&*o4SmphBSi$o26-y^tPLCrf#v|! z9Hl5gY)Cah&W*mGk*&To`9%S^!9<6WTtC-$-Vc$;N$r=tG9FD*j4|%<`eW`Ta9dsx7=?!ao zOK`uOS2ac*_}hRTuxxgfo03Uq+AC~%BKLf z;qGh+o8rsZc+$a^1lYt=VB2tiKd_8VE@M+Bzy{a@Z0aenZ8(@OW78Y4aXevpZ2C#C ztvxd@L+ix>{$s=%cZ;6_+S)VgGO~UkBx@ryd6EcSdk$QJrh9Q9)w(zk*;7DUdqP=8 zChy4}B0!e@$FoP*q9*h;-UBE9t+ZtUvMjWxdI&IlpS{8t+820xp@iDtD{8Kb^5@1+i|0=5G(U z_hvWEfk$3DNZ5C5je}zk>PtgU7WD)UQI#_Y{_POEE?R{C5C~m01TraQ{DrbR*}tQLO~k0R=cRIWakxE3X6|1voM}F*&zRuLNxb zLpVV~HZep(F*ZXuMleD(Fhn;oFhfB(LPRn_I5Rm#I6fdeI6*=-F+@T!HbXc@FhVsj YL^m-oLqR!0L^44*GdV>#r~b19101c4mH+?% delta 6930 zcmV+t8|~!&?Gpa&60pW~e{~DR?lw60*&u5ME$yJX_=oc;1_>D-2g-o{Ok$ufds0Hx zMC7>~zBsTC7W~GWD*-y{7Jy(KGtvknA3wErfO^8kLKB*vQwL z;YdhFYAS2rHQL=45cgRG;VNfh!V2Y;d65-&&J&~l$AzO;4y>XBBcACoP&yUIpM(z_kqD>^%pJC$x z4HX~!@rgT38PMlji)CwKNp_4%+MvQ7h(ODU1TCLbb!DC$1Ng4PU2;D_7i*6({Pz_w z1PAA5zr%0ikATqB`yU9wmf`>O%A?=y&wlGKU~vp;y* zPk-BP8_5xU=T|fk1Xw??@7IN~fL8KF!1@B)Nt_tMVl-??6O%LCnW63ceNIu7M2fml zi&OS9e!c*Ev-^lwy(@W)!nbxyT$d#xT!pv`j1JQ)G!HrI?Z|*~FA#DH^5% zIBtl6y7(+T)!z{K)Q8TNsG}N^kPcIpUj7(`@Ew(a|Sxmvk%wlV; zunxA+4xRKpS>`a`B+sCVaaf0j0v3nCCXrXLm2z(2FjbK}hBWz!wt|p{3KmLu$bZ== z8C+tWLOJtqOWF>C#S_YUYyn5HfT>zW<{h3;l9n<_u?W?i)GP+( zJe(OJA8;r!;R&b0G?$zoz!hF;%)^ojo8u6@mX-xl5&I_e8!Uz+@iyRSNks|gONjVYu1LE%V4 zup}JOh;E=rsYqdh2_gAF@dI-`R>pZpMY`Z1q7Kvp%Qf7fRAkXn?7^4OIW!P?(bMka zl@QH9!5uL{7X%_2i6RneO9ZY$I3{gK*r5?9n&Ase(T(2Z$P+mAb2_M5uTb>Fc_as%-$ zcg?IVbH~DY$E!T5il3Wr?2|-?Cub#nG{E#0^B9bti|y5QgH=8OptPTxfBN|+97KQI;PM!e}I1Um4>$!{uQtxNS zJysOIRP|@E_w?y}eX&>eRa1-i;&1N`>FF;a5v?8E(7^<7t9y78;Y2%kOId5U2ZygnJqPX?am90D5w#!*WH6-{ZDa{$7j4Rn z?xG*u=@)I{t$5K!f4XQ>hMc#top{?e<@=1|0_hw)XW~Qt)?cTCYiy*$bvn{+J3i9q z&d_!z5>mzi)$nBie2{0IcJqL<3Gk8e4~jHO6)NcA-`~C-!hbb&p0746>e2A9?)qXp zE~sOB{1|C?q_P3*YLG#QRm0+mlI6i{HJ(bvt5Gg4Eo-}eHmaIo(`B&=3GFw+#EKY! z0(^>0e~*~6AcAo3YAQ+|gS%JEMNWm!EeP5ODa+_sM$N8BF>8t2`0bEl&XHoyO)=+I z*tipJv`w5!TYnP`4=9^ZM{3-bpBnQaA8q{AH4l31p=nu6j}Pwj1-W zv#uYX^Hd&BFG5f39XGT7uUhtJ8K0A?>u8l%S_&ekc7HaZ_@wU`eS7%v7k<`Hwl@v+ z6H+fOHk^v_3(F8*ChG6ZGRnYVvxFa3c*Z00a8I~b%y@3D)6orLh*&4>ePYg`V2$Qp zF@+LK-K(4R5eF0Q6_bf;Tnz3Jqq@$eTT7QK@?0g}WwKo+;VYuvl5Cy6PPR^NN49Qp zPg<~S+JA{<7uX0W^gvt}*uYhmCu#oNus`SGAQ1Jkt|zOeks~kh!seZ7AYK;} z8h_IOW6|Zgv&G9i{*rOUDhA?NT{fetJ_S!+81zXT?(dWE2F<-$Ht?_!#Ba$^cVhn%?&}Z-@cb?i zPxd;*lYR)q|9|jIKbWlpT1oxLl3d#CJ$zbyfo`0=Jyd0~yVK z@CR_I=P=!DyteOsSx=znEIOFycQ@szicS{w-J*U@N{ttzVvfCPsD}KxTWf|*&%4?o z&jWV8xUA_C8~K2}%Wtty4A`r@D##Y>busx?)a582u)XPMHZG^vlr5b`pV{Hg4oZ)q zmH4;_mT5-V3H^BXv7ByCtFrChEw8SB3SbL){R}yU-Imiu6=ezgx|r3)q`0av%d+td z^slOtUC;Ax1uyF}XRAt46 z(^)+(uGk#bW+SlPWRm;Fo5l1xpD%7F`J!gC>)EvU!bUmHSKZ~K!n+B&w0eMlOZVh3 zZ>B?;%7?iAL)@M1(@xd222?$yFb0Gn%E{6mp{Ktd@+nxgJXmZ?G5es+9 za;GQmi1eLUot7Zcc<`>-d|b?Ft@whyW`}GCE+9Q!AUaSPvQIX|-9ein5D(-JV>llq zX*^7fzVM;Ij>_p5w*B%Y&Cj-fM;NK>oP9Vu#Lu&vy1uJkFm_$mH;c>R{H`1p;{}6w z%@5!09KPRUyW3}5$N9Y4+863MVEsY396SkjDkah(Znwh3L)=VYBObyT=5c@l@8mA# z!*X2Y9`d}Z7vplaHLD8t1UR`K;^rqzHpFe);eJ}2Tk&QW5aYSqGmD8~prpvi+g&drJh8dhw?vs;=8D?Vb zF`~_Y-HaJ#$uQrxne@J_7_sw+9n9X(B7pU*Dv15R!M2MdpZy`z1U~5>aU36FF~y?B zVvfZOi!l}pEJnU}=0*O0#Nv-w#rVC8Mee2Yuy5PXPt6lQm_$oIe-#co!=mubg&#im z@;9OUI}fh*@|V7iiZ9RC(<1t`yuxA+i+wCkJgU8L-QRrQhp@RFeBdc2h%Z8^YfnJ! z6z>QBPIT&*Z%KXMb++F&SWoq>x8oyh<~^kJwdD;^ConOA{jtp|g z2CZ~otCq1}yd4gIyB!@vEd}fo`0xh2$$w)EiM26AD}48Mnsg1b##dUy7h&^p7eUoS zuvA;t;CQ)PcNA@1@skhyO&d;-{WjPu?c3|flaTv;?;h13i>)7ZomIx3{Hkl3ytma> zKK^cfkv}N1%%*&?@N>5t=(0;}m^I z)JbBC?jF)lOV_@*Tsz?=9akKG+O3~*^hfVNXB&3*^WGlc?o+KmdsH~-F7iK{Fs|6- z&ppsz{R)47?}gKe&#=ec!^J(R=+r|$_gbzw?Vj}(eck2opv%BUMfDnEocdy~dn{|6 z{6%kw8tv|RNR&b#+gi(Z_bb-`^SuTM)m=lqFOPuCoOARlJlgYF6QVP5rO6CSfBf^WJz zchQT)P3MR{kq_8I0p@2d@ZS>f2QBT&ANj;fW8)3~wJXI-vhCGMG#3`_U!N!c{Kf3Q zlWF`p)BdEOR5nZ_$+Mx3q~=3K|HN}*P< zL*Yt)lnDEzksxjB*!R$n8%?F1FD$i^L*BF`8J65&i;Ra!WB_p%rCLKh6%xuUR)8&w z@dx|_4#=?g_nB5}AuL0dP80C7u^K?$Qk)-KGsp=OJM$}|?hYpb)X z5gseiv^2bH&S5cE$KMB>g>bZO?bt1D>}YL&;l_Dc>{lu3tu&QnnYPcegf;m56^{R* z(3Ek4@rb`6M7D0d;AcuVCzWZ6Gp9*gw=%8;A_zT|T%A*-Xz-uZpnqxf-;_Ma%1NV# z7JHhI7YXzzlLa%;taiLxL6DC_=!j+oD@kRR;XGkW!YNZ&CLqXMO}8UMmQ)hcr@gX& zy=_~_1-1%}Iv7q&5UP+lnonQ~P%*`uBnjD!P7=%*iqe4sHWIL)Wi?ZZ&|`*085!HW zgX4KD$Ow=|Q_2~MiHT~srbMJt6tksOHKT;dl}=rA8dFZjXMBK_Bu%i5RyH=bCY(NY zb(%VD78O)eM%l3>kNbdfbt`G>VT*)+T;ggv!!@YHIS3@^uIP6t`?0`X2{Igxd$8e1 z%BU8CB}LN`p}3LQVoMzAq`~z}&}wTIkdvUKYfF^q^pUi!6XXYeL@-C%E1fYswbm@w z%qh8rwXF*tvNp!p?5DDBZdd$>9S>fjjA#eplpwfugQv z2YTy!t2qw|>&`4*qGK%4(&0>@yV6#|npx70>I@R}S_N#~mJUVS!-qLh3B*R*Z6;Hf zKbpFsy%et%U8_K%?UTM{dw!;LGg9eJ8~%KwCC40y*9tRTn&J7%SXmei&LJrq#*{0K zBIykET$Gae^@sTVLnQAVj&ySl+=G{|#OBj})^NDdd~_`9#I+A=Yz zN3B~nY{03k?NbTma%&CxwmBHGZR!}nR>y*E%_N;7TdUAGFKhdiw&y~sw^Gz+8M1XM zF`F3T<%ddvkAS8agdF`oDAA8p(<1StC%rvVMPZjDbTYDJ3zCv>X2Rcp;w6o=zurRx zWU1@7^VyMZZh^t8m7g1>-~)Lu@fSKnXAtx=e{8>Ppi0|nmBC4r)Cj=WM25C+`$=JH z(~w0BT^sJkdMVo{O-v<%we_~og0*#9x|RE(i4Qadia9m=L^@K8r!6e~XiuUguBET} zbmk96Sq{U}z}T!Y8S0;Zs%0l3ot8OuWygUe99X!=peUhPiH60H%dl*Fy%qtV%LvHY z)-~n&4{q+M;~-==EUn)C(%K~8c}`+t@5Rz1vb#k!nwNL=Y;K<^vJc4q zzW4fU=iUDv9iPpAZu2RRw_eRAV-T3+*Hxsf6ZX7#^jY{9;TjvR{H0!afAve;9c+(+97%50Bq?ro|?vQ)C+7 zy3i>xod!&Q8`WVNFCW5moc%P@zp{_)(|W!eir26^n-<70J~WGuK-=1!jMQa&HP_}b zT<`C{-P_pXr+HTJKZk8RMQeHHC^0Z z7W1mSzQ=SBG4wpTkDRZIqM~Ov>0$Tr<%C8w7j_U`wWhC%+tR9372g0)ReopH1j81b z;$~hH&NUX(F+dv4=0zKmeNR#GV?5=1vo{})g6v^YuF+o` zmpmkru%!QETw)71L(70p);a~|hn#Xi6a80z_wHww8^4ovsd>~UwtaH+`t2`3&GBqH zJE}LI7qp7DWNh56mCOQS;!a+rOHYj8=^DpC|5-!JE+x-!XBxBdYyxhJ`H?c?)#}{0 z#8;Tj?k0=MlNV&46)Zk#dpdac>DBLNj>UU-C(VIIjt71YH1edSQFl*Wx^wChLj2r+ z9<}Zu(Akyp8aJkSKBD)UY|UnNtbQqK-wbuzv3dWxa@*BCdlkMpWpm*pcdKTXvip(S ze|~<~(U017&iCK^`ule402>ob=In1Mj6(ZA@Ng0&mU~Ta&3**tK8Hl}$w$Lf9Jv`x?=Rf&LU&J|(j>F+XszhZM+^D-V!Hk?W#!QI^g+=0>QsiZ^GRT)Xy z=Jjm#cJzC$wS24Zw!oHojlQkSXI2?g59`br=`%>w;JLpdE(;L?G zmf(IluWF1s@V5aw%H0LWtB>WlzNzT7Zj$vcnF^s-r!8+3S!*~&EFny z@6B$S1CP9Rkg)IA8VAQ7)R%^yEb0jyqAF(){M#XRU9<@OArQK12x!LAAFvR@Z9Lob z$6Kh{z;6bg&WmsKmqkK5yV=n^^P_pXdh|PdQy2e2$%@fQJ6d%|>+aeja5xXe>F1_) z`fZ8jMP$1O->?YJcnFyL;QoI_N+Z{|QLO~k0R=NPGBY@rE3X6|1v51=GdQt4LjV8(