From 0ac21993d1feac06fbe790d4e97e9c76d2f67340 Mon Sep 17 00:00:00 2001
From: Laurent Modolo <laurent@modolo.fr>
Date: Thu, 14 Nov 2019 09:44:46 +0100
Subject: [PATCH] pre merge

---
 .gitignore                                |  11 +
 session_1/img/software_carpentry_logo.svg | 363 +++++++++++
 session_1/slides.Rmd                      | 552 ++++++++++++++++
 session_3/img/visualization-stat-bar.png  | Bin 0 -> 263360 bytes
 session_3/slides.Rmd                      | 279 +++++++++
 web/3_a                                   |  15 +
 web/3_b                                   |   4 +
 web/3_c                                   |  15 +
 web/3_d                                   |   8 +
 web/slides_1a.html                        | 652 +++++++++++++++++++
 web/slides_1b.html                        | 725 ++++++++++++++++++++++
 web/slides_2.html                         | 702 +++++++++++++++++++++
 web/slides_3.html                         | 675 ++++++++++++++++++++
 13 files changed, 4001 insertions(+)
 create mode 100644 .gitignore
 create mode 100644 session_1/img/software_carpentry_logo.svg
 create mode 100644 session_1/slides.Rmd
 create mode 100644 session_3/img/visualization-stat-bar.png
 create mode 100644 session_3/slides.Rmd
 create mode 100644 web/3_a
 create mode 100644 web/3_b
 create mode 100644 web/3_c
 create mode 100644 web/3_d
 create mode 100644 web/slides_1a.html
 create mode 100644 web/slides_1b.html
 create mode 100644 web/slides_2.html
 create mode 100644 web/slides_3.html

diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..a6d6f63
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,11 @@
+.Rproj.user
+.Rhistory
+.RData
+.Ruserdata
+session_*/*.html
+session_*/*.pdf
+session_*/*.log
+session_*/slides_cache
+session_*/slides_files
+*.Rproj
+
diff --git a/session_1/img/software_carpentry_logo.svg b/session_1/img/software_carpentry_logo.svg
new file mode 100644
index 0000000..ebf5584
--- /dev/null
+++ b/session_1/img/software_carpentry_logo.svg
@@ -0,0 +1,363 @@
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diff --git a/session_1/slides.Rmd b/session_1/slides.Rmd
new file mode 100644
index 0000000..afa5846
--- /dev/null
+++ b/session_1/slides.Rmd
@@ -0,0 +1,552 @@
+---
+title: "R#1: Introduction to R and RStudio"
+author: Laurent Modolo [laurent.modolo@ens-lyon.fr](mailto:laurent.modolo@ens-lyon.fr)
+date: 10 Oct 2019
+output:
+  beamer_presentation:
+    theme: "metropolis"
+    slide_level: 3
+    fig_caption: false
+    df_print: tibble
+    highlight: tango
+    latex_engine: xelatex
+---
+## R#1: Introduction to R and RStudio
+The goal of this practical is to familiarize yourself with R and the RStudio
+environment.
+
+The objectives of this session will be to:
+
+- Understand the purpose of each pane in RStudio
+- Do basic computation with R
+- Define variables and assign data to variables
+- Manage a workspace in R
+- Call functions
+- Manage packages
+
+## Acknowledgments
+
+\begin{columns}
+  \begin{column}{0.5\textwidth}
+    \includegraphics[width=\textwidth]{img/software_carpentry_logo}
+    {\bf https://software-carpentry.org/}
+    http://swcarpentry.github.io/r-novice-gapminder/
+  \end{column}
+  \begin{column}{0.5\textwidth}
+    \includegraphics[width=\textwidth]{img/r_for_data_science.png}
+  \end{column}
+\end{columns}
+
+# Some R background
+
+\includegraphics[width=40pt]{img/Rlogo.png}
+is a programming language and free software environment for statistical
+computing and graphics supported by the *R Foundation for Statistical Computing*.
+
+# Some R background
+
+\includegraphics[width=40pt]{img/Rlogo.png}
+
+- Created by **Ross Ihaka** and **Robert Gentleman**
+- initial version released in 1995
+- free and open-source implementation the S programming language
+- currently developed by the **R Development Core Team**.
+
+# Some R background
+
+Reasons to use \includegraphics[width=40pt]{img/Rlogo.png}
+
+- It’s free, well documented, and runs almost everywhere
+- it has a large (and growing) user base among scientists
+- it has a large library of external packages available for performing diverse tasks. 
+
+- **15,068** available packages on https://cran.r-project.org/
+- **3,087** available packages on http://www.bioconductor.org
+- **122,720** available repository on https://github.com/
+
+# Some R background
+
+\includegraphics[width=\textwidth]{img/R_terminal.png}
+
+# RStudio, the R IDE
+
+\begin{block}{IDR: Integrated development environment}
+application that provides {\bf comprehensive facilities} to computer programmers for
+software development
+\end{block}
+
+- free
+- open source
+
+## An interface
+
+\includegraphics[width=\textwidth]{img/RStudio.png}
+
+## The same console as before
+
+\includegraphics[width=\textwidth]{img/RStudio_console.png}
+
+# R as a calculator
+
+- Add: `+`
+- Divide: `/`
+- Multiply: `*`
+- Subtract: `-`
+- Exponents: `^` or `**`
+- Parentheses: `(`, `)`
+
+# R as a calculator
+
+```R
+1 + 100
+1 +
+```
+
+\pause
+
+```R
+3 + 5 * 2
+```
+
+```R
+(3 + 5) * 2
+```
+
+\pause
+
+```R
+(3 + (5 * (2 ^ 2))) # hard to read
+3 + 5 * 2 ^ 2       # clear, if you remember the rules
+3 + 5 * (2 ^ 2)     # if you forget some rules, this might help
+```
+
+\pause
+
+```R
+2/10000
+```
+
+\pause
+
+`2e-4` is shorthand for `2 * 10^(-4)`
+
+```R
+5e3
+```
+
+## Mathematical functions
+
+```R
+log(1)  # natural logarithm
+```
+
+\pause
+
+```R
+log10(10) # base-10 logarithm
+```
+
+\pause
+
+```R
+exp(0.5)
+```
+
+\pause
+
+Compute the factorial of `9`
+
+\pause
+
+```R
+factorial(9)
+```
+
+## Comparing things
+
+equality (note two equal signs read as "is equal to")
+```R
+1 == 1
+```
+\pause
+
+inequality (read as "is not equal to")
+```R
+1 != 2 
+```
+\pause
+
+less than
+```R
+1 < 2
+```
+\pause
+
+less than or equal to
+```R
+1 <= 1
+```
+\pause
+
+greater than
+```R
+1 > 0
+```
+
+## Variables and assignment
+
+`<-` is the assignment operator in R. (read as left member take right member value)
+
+```R
+x <- 1/40
+```
+
+```R
+x
+```
+
+## The environment
+
+\includegraphics[width=\textwidth]{img/RStudio_environment.png}
+
+## Variables and assignment
+
+```R
+log(x)
+x <- 100
+log(x)
+```
+\pause
+
+```R
+x <- x + 1
+y <- x * 2
+```
+
+\pause
+
+```R
+z <- "x"
+x + z
+```
+
+## Variables and assignment
+
+Variable names can contain letters, numbers, underscores and periods.
+
+They cannot start with a number nor contain spaces at all.
+
+Different people use different conventions for long variable names, these include
+
+```R
+periods.between.words
+underscores_between_words
+camelCaseToSeparateWords
+```
+
+What you use is up to you, but be consistent.
+
+\pause
+It is also possible to use the `=` operator for assignment but **don’t do it !**
+
+## Variables and assignment
+
+Which of the following are valid R variable names?
+
+```
+min_height
+max.height
+_age
+.mass
+MaxLength
+min-length
+2widths
+celsius2kelvin
+```
+
+**http://perso.ens-lyon.fr/laurent.modolo/R/1_a**
+
+## Functions are also variables
+
+```R
+logarithm <- log
+```
+
+\pause
+
+A R function can have different arguments
+
+```R
+function (x, base = exp(1))
+```
+
+- `base` is a named argument  are read from left to right
+- named arguments breaks the reading order
+- named arguments make your code more readable
+
+\pause
+
+To know more about the `log` function we can read its manual.
+
+```R
+help(log)
+```
+
+\pause
+
+```R
+?log
+```
+
+## Various output
+
+\includegraphics[width=\textwidth]{img/RStudio_outputs.png}
+
+## Functions are also variables
+
+Test that your `logarithm` function can work in base 10
+
+\pause
+
+```R
+10^logarithm(12, base = 10)
+```
+
+## Functions are also variables
+
+We can also define our own function with
+```R
+function_name <- function(a, b){
+  result_1 <- operation1(a, b)
+  result_2 <- operation2(result_1, b)
+  return(result_2)
+}
+```
+
+\pause
+
+write a function to test the base of the logarithm function
+
+\pause
+
+```R
+base_test <- function(x, base){
+  log_result <- logarithm(x, base=base)
+  exp_result <- base^log_result
+  test_result <- x == exp_result
+  return(test_result)
+}
+```
+
+**http://perso.ens-lyon.fr/laurent.modolo/R/1_b**
+
+## Functions are also variables
+
+```R
+base_test <- function(x, base){
+  print(x)
+  log_result <- logarithm(x, base=base)
+  print(log_result)
+  exp_result <- base^log_result
+  print(exp_result)
+  print(x)
+  test_result <- x == exp_result
+  return(test_result)
+}
+```
+
+**http://perso.ens-lyon.fr/laurent.modolo/R/1_c**
+
+## Functions are also variables
+
+```R
+base_test <- function(x, base){
+  print(x)
+  log_result <- logarithm(x, base=base)
+  print(log_result)
+  exp_result <- base^log_result
+  print(exp_result)
+  print(x)
+  test_result <- isTRUE(all.equal(x, exp_result))
+  return(test_result)
+}
+```
+
+**http://perso.ens-lyon.fr/laurent.modolo/R/1_d**
+
+## Functions are also variables
+
+```R
+base_test <- function(x, base){
+  return(isTRUE(all.equal(x, base^logarithm(x, base=base))))
+}
+```
+
+**http://perso.ens-lyon.fr/laurent.modolo/R/1_e**
+
+## The environment
+
+\includegraphics[width=\textwidth]{img/RStudio_environment.png}
+
+## A code editor
+
+\includegraphics[width=\textwidth]{img/RStudio_editor.png}
+
+## A code editor
+
+RStudio offers you great flexibility in running code from within the editor window. There are buttons, menu choices, and keyboard shortcuts. To run the current line, you can
+
+- click on the Run button above the editor panel, or
+- select “Run Lines” from the “Code” menu, or
+- hit Ctrl+Return in Windows or Linux or Cmd+Return on OS X. To run a block of code, select it and then Run. 
+
+If you have modified a line of code within a block of code you have just run, there is no need to reselect the section and Run, you can use the next button along, Rerun the previous region. This will run the previous code block including the modifications you have made.
+
+## A code editor
+
+Copy your `logarithm` and `base_test` into a `tp_1.R` file
+
+\pause
+
+We can now clean your environment
+
+```R
+rm(x)
+```
+
+\pause
+
+```R
+?rm
+```
+
+\pause
+
+```R
+ls()
+```
+
+\pause
+
+```R
+rm(list = ls())
+```
+
+## Installing packages
+
+```R
+install.packages("tidyverse")
+```
+
+```R
+install.packages("ggplot2")
+```
+
+## Installing packages
+
+\includegraphics[width=\textwidth]{img/RStudio_outputs.png}
+
+## Loading packages
+
+```R
+sessionInfo()
+```
+
+\pause
+
+```R
+library(tidyverse)
+```
+
+\pause
+
+```R
+sessionInfo()
+```
+
+\pause
+
+```R
+unloadNamespace("tidyverse")
+```
+
+\pause
+
+```R
+sessionInfo()
+```
+
+# Complex variable type
+
+## Vector (aka list)
+
+```R
+c(1, 2, 3, 4, 5)
+```
+
+\pause
+
+```R
+1:5
+```
+
+\pause
+
+```R
+2^(1:5)
+```
+
+\pause
+
+```R
+x <- 1:5
+2^x
+```
+
+\pause
+
+```R
+log(x)
+logarithm(x)
+base_test(x, base = 10)
+```
+
+## Vector (aka list)
+
+```R
+typeof(x)
+```
+
+\pause
+
+```R
+typeof(x + 0.5)
+```
+
+\pause
+
+```R
+is.vector(x)
+```
+
+\pause
+
+```R
+y <- c(a = 1, b = 2, c = 3, d = 4, e = 5)
+typeof(y)
+is.vector(y)
+```
+
+\pause
+
+```R
+x == y
+```
+
+\pause
+
+```R
+all.equal(x, y)
+```
+
+
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diff --git a/session_3/slides.Rmd b/session_3/slides.Rmd
new file mode 100644
index 0000000..78123e1
--- /dev/null
+++ b/session_3/slides.Rmd
@@ -0,0 +1,279 @@
+---
+title: "R#3: stats with ggplot2"
+author: "Laurent Modolo [laurent.modolo@ens-lyon.fr](mailto:laurent.modolo@ens-lyon.fr)"
+date: "08 Nov 2019"
+output:
+  slidy_presentation:
+    highlight: tango
+  beamer_presentation:
+    theme: metropolis
+    slide_level: 3
+    fig_caption: no
+    df_print: tibble
+    highlight: tango
+    latex_engine: xelatex
+---
+
+```{r setup, include=FALSE, cache=TRUE}
+knitr::opts_chunk$set(echo = FALSE)
+library(tidyverse)
+```
+
+## R#3: stats with ggplot2
+The goal of this practical is to practices advanced features of `ggplot2`.
+
+The objectives of this session will be to:
+
+- learn about statistical transformations
+- practices position adjustments
+- change the coordinate systems
+
+## `ggplot2` statistical transformations
+
+We are going to use the `diamonds` data set included in `tidyverse`.
+
+- Use the `help` and `View` command to explore this data set.
+- Try the `str` command, which information are displayed ?
+
+## `ggplot2` statistical transformations
+
+```{r diamonds_barplot, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
+ggplot(data = diamonds) + 
+  geom_bar(mapping = aes(x = cut))
+```
+
+More diamonds are available with high quality cuts.
+
+## `ggplot2` statistical transformations
+
+On the x-axis, the chart displays cut, a variable from diamonds. On the y-axis, it displays count, but count is not a variable in diamonds!
+
+The algorithm used to calculate new values for a graph is called a **stat**, short for statistical transformation. The figure below describes how this process works with `geom_bar()`.
+
+\includegraphics[width=\textwidth]{img/visualization-stat-bar.png}
+
+## `ggplot2` statistical transformations
+
+You can generally use geoms and stats interchangeably. For example, you can recreate the previous plot using `stat_count()` instead of `geom_bar()`:
+
+```{r diamonds_stat_count, eval=FALSE, message=FALSE}
+ggplot(data = diamonds) + 
+  stat_count(mapping = aes(x = cut))
+```
+
+## `ggplot2` statistical transformations
+
+Every geom has a default stat; and every stat has a default geom. This means that you can typically use geoms without worrying about the underlying statistical transformation. There are three reasons you might need to use a stat explicitly:
+
+- You might want to override the default stat. **3_a**
+- You might want to override the default mapping from transformed variables to aesthetics. **3_b**
+- You might want to draw greater attention to the statistical transformation in your code. **3_c**
+
+## Statistical transformation challenge
+
+- What does `geom_col()` do? How is it different to `geom_bar()`?
+- What variables does `stat_smooth()` compute? What parameters control its behaviour?
+- In our proportion bar chart, we need to set `group = 1`. Why? In other words what is the problem with these two graphs?
+
+```{r diamonds_stats_challenge, eval=FALSE, message=FALSE}
+ggplot(data = diamonds) + 
+  geom_bar(mapping = aes(x = cut, y = ..prop..))
+ggplot(data = diamonds) + 
+  geom_bar(mapping = aes(x = cut, fill = color, y = ..prop..))
+```
+
+## Position adjustments
+You can colour a bar chart using either the `colour` aesthetic, or, more usefully, `fill`:
+
+```{r diamonds_barplot_color, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
+ggplot(data = diamonds) + 
+  geom_bar(mapping = aes(x = cut, colour = cut))
+```
+
+## Position adjustments
+You can colour a bar chart using either the `colour` aesthetic, or, more usefully, `fill`:
+
+```{r diamonds_barplot_fill, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
+ggplot(data = diamonds) + 
+  geom_bar(mapping = aes(x = cut, fill = cut))
+```
+
+## Position adjustments
+
+You can also use `fill` with another variable:
+
+```{r diamonds_barplot_fill_clarity, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
+ggplot(data = diamonds) + 
+  geom_bar(mapping = aes(x = cut, fill = clarity))
+```
+
+## Position adjustments
+
+The stacking is performed by the position adjustment `position`
+
+```{r diamonds_barplot_pos_identity, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
+ggplot(data = diamonds,
+       mapping = aes(x = cut, colour = clarity)) + 
+  geom_bar(fill = NA, position = "identity")
+```
+
+## Position adjustments
+
+The stacking is performed by the position adjustment `position`
+
+```{r diamonds_barplot_pos_fill, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
+ggplot(data = diamonds) + 
+  geom_bar(mapping = aes(x = cut, fill = clarity),
+           position = "fill")
+```
+
+## Position adjustments
+
+The stacking is performed by the position adjustment `position`
+
+```{r diamonds_barplot_pos_dodge, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
+ggplot(data = diamonds) + 
+  geom_bar(mapping = aes(x = cut, fill = clarity),
+           position = "dodge")
+```
+
+## Position adjustments
+
+The stacking is performed by the position adjustment `position`
+
+```{r mpg_point_pos_jitter, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
+ggplot(data = mpg) + 
+  geom_point(mapping = aes(x = displ, y = hwy),
+             position = "jitter")
+```
+
+## Position adjustments
+
+The stacking is performed by the position adjustment `position`
+
+```{r mpg_jitter, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
+ggplot(data = mpg) + 
+  geom_jitter(mapping = aes(x = displ, y = hwy))
+```
+
+## Position adjustments challenges
+
+- What is the problem with this plot? How could you improve it?
+```{r mpg_point, eval=F, message=FALSE}
+ggplot(data = mpg, mapping = aes(x = cty, y = hwy)) + 
+  geom_point()
+```
+- What parameters to `geom_jitter()` control the amount of jittering?
+- Compare and contrast `geom_jitter()` with `geom_count()`
+- What’s the default position adjustment for `geom_boxplot()` ? Create a visualisation of the `mpg` dataset that demonstrates it.
+
+## Coordinate systems
+
+Cartesian coordinate system where the x and y positions act independently to determine the location of each point. There are a number of other coordinate systems that are occasionally helpful.
+
+## Coordinate systems
+
+```{r mpg_boxplot, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
+ggplot(data = mpg, mapping = aes(x = class, y = hwy)) + 
+  geom_boxplot()
+```
+
+## Coordinate systems
+
+```{r mpg_boxplot_flip, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
+ggplot(data = mpg, mapping = aes(x = class, y = hwy)) + 
+  geom_boxplot() +
+  coord_flip()
+```
+
+## Coordinate systems
+
+```{r diamonds_bar, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
+bar <- ggplot(data = diamonds) + 
+  geom_bar(
+    mapping = aes(x = cut, fill = cut), 
+    show.legend = FALSE,
+    width = 1
+  ) + 
+  theme(aspect.ratio = 1) +
+  labs(x = NULL, y = NULL)
+```
+**3_d**
+
+## Coordinate systems
+
+```{r diamonds_bar_plot, echo=F, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
+bar
+```
+
+**3_d**
+
+## Coordinate systems
+```{r diamonds_bar_flip, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
+bar + coord_flip()
+```
+
+## Coordinate systems
+
+```{r mpg_jitter_noquickmap, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
+ggplot(data = mpg) + 
+  geom_jitter(mapping = aes(x = cty, y = hwy))
+```
+
+## Coordinate systems
+
+```{r mpg_jitter_quickmap, cache = TRUE, fig.width=3.5, fig.height=3.5, message=FALSE}
+ggplot(data = mpg) + 
+  geom_jitter(mapping = aes(x = cty, y = hwy)) +
+  coord_quickmap()
+```
+
+## Coordinate systems
+
+```{r mpg_jitter_log, cache = TRUE, fig.width=8.5, fig.height=3.5, message=FALSE}
+ggplot(data = mpg) + 
+  geom_jitter(mapping = aes(x = cty, y = hwy)) +
+  scale_y_log10() +
+  scale_x_log10()
+```
+
+## Coordinate systems
+```{r diamonds_bar_polar, cache = TRUE, fig.width=5, fig.height=3.5, message=FALSE}
+bar + coord_polar()
+```
+
+## Coordinate systems challenges
+
+- Turn a stacked bar chart into a pie chart using `coord_polar()`.
+- What does `labs()` do? Read the documentation.
+- What does the plot below tell you about the relationship between `city` and highway `mpg`? Why is `coord_fixed()` important? What does `geom_abline()` do?
+
+```{r mpg_point_fixed, eval = F, cache = TRUE, fig.width=4.5, fig.height=3.5, message=FALSE}
+ggplot(data = mpg, mapping = aes(x = cty, y = hwy)) +
+  geom_point() + 
+  geom_abline() +
+  coord_fixed()
+```
+
+## Coordinate systems challenges
+
+```{r diamonds_barplot_pos_fill_polar, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
+ggplot(data = diamonds) + 
+  geom_bar(mapping = aes(x = cut, fill = clarity),
+           position = "fill") +
+  coord_polar()
+```
+
+## Coordinate systems challenges
+
+```{r mpg_point_nofixed_plot, eval = T, cache = TRUE, fig.width=8, fig.height=3.5, message=FALSE}
+ggplot(data = mpg, mapping = aes(x = cty, y = hwy)) +
+  geom_point() +  geom_abline()
+```
+
+## Coordinate systems challenges
+
+```{r mpg_point_fixed_plot, eval = T, cache = TRUE, fig.width=8, fig.height=3.5, message=FALSE}
+ggplot(data = mpg, mapping = aes(x = cty, y = hwy)) +
+  geom_point() +  geom_abline() + coord_fixed()
+```
diff --git a/web/3_a b/web/3_a
new file mode 100644
index 0000000..e383cce
--- /dev/null
+++ b/web/3_a
@@ -0,0 +1,15 @@
+demo <- tribble(
+  ~cut,         ~freq,
+  "Fair",       1610,
+  "Good",       4906,
+  "Very Good",  12082,
+  "Premium",    13791,
+  "Ideal",      21551
+)
+
+ggplot(data = demo) +
+  geom_bar(mapping = aes(x = cut, y = freq), stat = "identity")
+
+# (Don’t worry that you haven’t seen <- or tribble() before. You might be able
+# to guess at their meaning from the context, and you’ll learn exactly what
+# they do soon!)
\ No newline at end of file
diff --git a/web/3_b b/web/3_b
new file mode 100644
index 0000000..ef64ecc
--- /dev/null
+++ b/web/3_b
@@ -0,0 +1,4 @@
+# you might want to display a bar chart of proportion, rather than count:
+
+ggplot(data = diamonds) + 
+  geom_bar(mapping = aes(x = cut, y = ..prop.., group = 1))
\ No newline at end of file
diff --git a/web/3_c b/web/3_c
new file mode 100644
index 0000000..d5d8482
--- /dev/null
+++ b/web/3_c
@@ -0,0 +1,15 @@
+# you might use stat_summary(), which summarises the y values for each unique x
+# value, to draw attention to the summary that you’re computing:
+
+ggplot(data = diamonds) + 
+  stat_summary(
+    mapping = aes(x = cut, y = depth)
+  )
+  
+ggplot(data = diamonds) + 
+  stat_summary(
+    mapping = aes(x = cut, y = depth),
+    fun.ymin = min,
+    fun.ymax = max,
+    fun.y = median
+  )
\ No newline at end of file
diff --git a/web/3_d b/web/3_d
new file mode 100644
index 0000000..25531f6
--- /dev/null
+++ b/web/3_d
@@ -0,0 +1,8 @@
+bar <- ggplot(data = diamonds) + 
+  geom_bar(
+    mapping = aes(x = cut, fill = cut), 
+    show.legend = FALSE,
+    width = 1
+  ) + 
+  theme(aspect.ratio = 1) +
+  labs(x = NULL, y = NULL)
\ No newline at end of file
diff --git a/web/slides_1a.html b/web/slides_1a.html
new file mode 100644
index 0000000..f3df2bf
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+  <meta name="author" content="Laurent Modolo laurent.modolo@ens-lyon.fr" />
+  <meta name="date" content="2019-10-10" />
+  <title>R#1: Introduction to R and RStudio</title>
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+ol.outline li.nofold:hover { cursor: default }
+ul.outline li:hover { cursor: pointer }
+ul.outline li.nofold:hover { cursor: default }
+ol.outline { list-style:decimal; }
+ol.outline ol { list-style-type:lower-alpha }
+ol.outline li.nofold {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAIACAMzMzOvr/ywAAAAACQAJAAACD4SPoRvG614Dctb4MEMcFAA7) no-repeat 0px 0.5em;
+}
+ol.outline li.unfolded {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACEYyPoivG614LAlg7ZZbxoR8UADs=) no-repeat 0px 0.5em;
+}
+ol.outline li.folded {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACFIyPoiu2sJyCyoF7W3hxz850CFIAADs=) no-repeat 0px 0.5em;
+}
+ol.outline li.unfolded:hover {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACEYSPoivG614DIlg7ZZbxoQ8UADs=) no-repeat 0px 0.5em;
+}
+ol.outline li.folded:hover {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACFISPoiu2sZyCyoV7G3hxz850CFIAADs=) no-repeat 0px 0.5em;
+}
+ul.outline li.nofold {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAIACAMzMzOvr/ywAAAAACQAJAAACD4SPoRvG614Dctb4MEMcFAA7) no-repeat 0px 0.5em;
+}
+ul.outline li.unfolded {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACEYyPoivG614LAlg7ZZbxoR8UADs=) no-repeat 0px 0.5em;
+}
+ul.outline li.folded {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACFIyPoiu2sJyCyoF7W3hxz850CFIAADs=) no-repeat 0px 0.5em;
+}
+ul.outline li.unfolded:hover {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACEYSPoivG614DIlg7ZZbxoQ8UADs=) no-repeat 0px 0.5em;
+}
+ul.outline li.folded:hover {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACFISPoiu2sZyCyoV7G3hxz850CFIAADs=) no-repeat 0px 0.5em;
+}
+
+a.titleslide { font-weight: bold; font-style: italic }
+
+img.hidden { display: none; visibility: hidden }
+div.initial_prompt { display: none; visibility: hidden }
+div.slide {
+visibility: visible;
+position: inherit;
+}
+div.handout {
+border-top-style: solid;
+border-top-width: thin;
+border-top-color: black;
+}
+@media screen {
+.hidden { display: none; visibility: visible }
+div.slide.hidden { display: block; visibility: visible }
+div.handout.hidden { display: block; visibility: visible }
+div.background { display: none; visibility: hidden }
+body.single_slide div.initial_prompt { display: block; visibility: visible }
+body.single_slide div.background { display: block; visibility: visible }
+body.single_slide div.background.hidden { display: none; visibility: hidden }
+body.single_slide .invisible { visibility: hidden }
+body.single_slide .hidden { display: none; visibility: hidden }
+body.single_slide div.slide { position: absolute }
+body.single_slide div.handout { display: none; visibility: hidden }
+}
+@media print {
+.hidden { display: block; visibility: visible }
+div.slide pre { font-size: 60%; padding-left: 0.5em; }
+div.toolbar { display: none; visibility: hidden; }
+div.slidy_toc { display: none; visibility: hidden; }
+div.background { display: none; visibility: hidden; }
+div.slide { page-break-before: always }
+
+div.slide.first-slide { page-break-before: avoid }
+}
+
+
+.jslider table {
+margin-left: 0em;
+margin-right: 0em;
+}
+
+table.dataTable, .shiny-datatable-output div {
+font-size: 14pt;
+}
+
+.dataTables_info, .dataTables_paginate {
+font-size: 19px;
+}
+
+pre.sourceCode, code.sourceCode {
+font-size: 80%;
+}
+
+label, button, input, select, textarea {
+font-size: 14pt;
+}
+
+ul.nav, ul.nav li {
+list-style-type: none;
+}
+</style>
+  <script src="data:application/javascript;base64,/* slidy.js

   Copyright (c) 2005-2013 W3C (MIT, ERCIM, Keio), All Rights Reserved.
   W3C liability, trademark, document use and software licensing
   rules apply, see:

   http://www.w3.org/Consortium/Legal/copyright-documents
   http://www.w3.org/Consortium/Legal/copyright-software

   Defines single name "w3c_slidy" in global namespace
   Adds event handlers without trampling on any others
*/

// the slidy object implementation
var w3c_slidy = {
  // classify which kind of browser we're running under
  ns_pos: (typeof window.pageYOffset!='undefined'),
  khtml: ((navigator.userAgent).indexOf("KHTML") >= 0 ? true : false),
  opera: ((navigator.userAgent).indexOf("Opera") >= 0 ? true : false),
  ipad: ((navigator.userAgent).indexOf("iPad") >= 0 ? true : false),
  iphone: ((navigator.userAgent).indexOf("iPhone") >= 0 ? true : false),
  android: ((navigator.userAgent).indexOf("Android") >= 0 ? true : false),
  ie: (typeof document.all != "undefined" && !this.opera),
  ie6: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 6") != -1),
  ie7: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 7") != -1),
  ie8: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 8") != -1),
  ie9: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 9") != -1),

  // data for swipe and double tap detection on touch screens
  last_tap: 0,
  prev_tap: 0,
  start_x: 0,
  start_y: 0,
  delta_x: 0,
  delta_y: 0,

  // are we running as XHTML? (doesn't work on Opera)
  is_xhtml: /xml/.test(document.contentType),

  slide_number: 0, // integer slide count: 0, 1, 2, ...
  slide_number_element: null, // element containing slide number
  slides: [], // set to array of slide div's
  notes: [], // set to array of handout div's
  backgrounds: [], // set to array of background div's
  observers: [], // list of observer functions
  toolbar: null, // element containing toolbar
  title: null, // document title
  last_shown: null, // last incrementally shown item
  eos: null,  // span element for end of slide indicator
  toc: null, // table of contents
  outline: null, // outline element with the focus
  selected_text_len: 0, // length of drag selection on document
  view_all: 0,  // 1 to view all slides + handouts
  want_toolbar: true,  // user preference to show/hide toolbar
  mouse_click_enabled: true, // enables left click for next slide
  scroll_hack: 0, // IE work around for position: fixed
  disable_slide_click: false,  // used by clicked anchors

  lang: "en", // updated to language specified by html file

  help_anchor: null, // used for keyboard focus hack in showToolbar()
  help_page: "http://www.w3.org/Talks/Tools/Slidy2/help/help.html",
  help_text: "Navigate with mouse click, space bar, Cursor Left/Right, " +
             "or Pg Up and Pg Dn. Use S and B to change font size.",

  size_index: 0,
  size_adjustment: 0,
  sizes:  new Array("10pt", "12pt", "14pt", "16pt", "18pt", "20pt",
                    "22pt", "24pt", "26pt", "28pt", "30pt", "32pt"),

  // needed for efficient resizing
  last_width: 0,
  last_height: 0,


  // Needed for cross browser support for relative width/height on
  // object elements. The work around is to save width/height attributes
  // and then to recompute absolute width/height dimensions on resizing
   objects: [],

  // attach initialiation event handlers
  set_up: function () {
    var init = function() { w3c_slidy.init(); };
    if (typeof window.addEventListener != "undefined")
      window.addEventListener("load", init, false);
    else
      window.attachEvent("onload", init);
  },

  hide_slides: function () {
    if (document.body && !w3c_slidy.initialized)
      document.body.style.visibility = "hidden";
    else
      setTimeout(w3c_slidy.hide_slides, 50);
  },

  // hack to persuade IE to compute correct document height
  // as needed for simulating fixed positioning of toolbar
  ie_hack: function () {
    window.resizeBy(0,-1);
    window.resizeBy(0, 1);
  },

  init: function () {
    //alert("slidy starting test 10");
    document.body.style.visibility = "visible";
    this.init_localization();
    this.add_toolbar();
    this.wrap_implicit_slides();
    this.collect_slides();
    this.collect_notes();
    this.collect_backgrounds();
    this.objects = document.body.getElementsByTagName("object");
    this.patch_anchors();
    this.slide_number = this.find_slide_number(location.href);
    window.offscreenbuffering = true;
    this.size_adjustment = this.find_size_adjust();
    this.time_left = this.find_duration();
    this.hide_image_toolbar();  // suppress IE image toolbar popup
    this.init_outliner();  // activate fold/unfold support
    this.title = document.title;
    this.keyboardless = (this.ipad||this.iphone||this.android);

    if (this.keyboardless)
    {
      w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden")
      this.want_toolbar = 0;
    }

    // work around for opera bug
    this.is_xhtml = (document.body.tagName == "BODY" ? false : true);

    if (this.slides.length > 0)
    {
      var slide = this.slides[this.slide_number];
   
      if (this.slide_number > 0)
      {
        this.set_visibility_all_incremental("visible");
        this.last_shown = this.previous_incremental_item(null);
        this.set_eos_status(true);
      }
      else
      {
        this.last_shown = null;
        this.set_visibility_all_incremental("hidden");
        this.set_eos_status(!this.next_incremental_item(this.last_shown));
      }

      this.set_location();
      this.add_class(this.slides[0], "first-slide");
      w3c_slidy.show_slide(slide);
    }

    this.toc = this.table_of_contents();

    this.add_initial_prompt();

    // bind event handlers without interfering with custom page scripts
    // Tap events behave too weirdly to support clicks reliably on
    // iPhone and iPad, so exclude these from click handler

    if (!this.keyboardless)
    {
      this.add_listener(document.body, "click", this.mouse_button_click);
      this.add_listener(document.body, "mousedown", this.mouse_button_down);
    }

    this.add_listener(document, "keydown", this.key_down);
    this.add_listener(document, "keypress", this.key_press);
    this.add_listener(window, "resize", this.resized);
    this.add_listener(window, "scroll", this.scrolled);
    this.add_listener(window, "unload", this.unloaded);

    this.add_listener(document, "gesturechange", function ()
    {
      return false;
    });

    this.attach_touch_handers(this.slides);

    // this seems to be a debugging hack
    //if (!document.body.onclick)
    //  document.body.onclick = function () { };

    this.single_slide_view();

    //this.set_location();

    this.resized();

    if (this.ie7)
      setTimeout(w3c_slidy.ie_hack, 100);

    this.show_toolbar();

    // for back button detection
    setInterval(function () { w3c_slidy.check_location(); }, 200);
    w3c_slidy.initialized = true;
  },

  // create div element with links to each slide
  table_of_contents: function () {
    var toc = this.create_element("div");
    this.add_class(toc, "slidy_toc hidden");
    //toc.setAttribute("tabindex", "0");

    var heading = this.create_element("div");
    this.add_class(heading, "toc-heading");
    heading.innerHTML = this.localize("Table of Contents");

    toc.appendChild(heading);
    var previous = null;

    for (var i = 0; i < this.slides.length; ++i)
    {
      var title = this.has_class(this.slides[i], "title");
      var num = document.createTextNode((i + 1) + ". ");

      toc.appendChild(num);

      var a = this.create_element("a");
      a.setAttribute("href", "#(" + (i+1) + ")");

      if (title)
        this.add_class(a, "titleslide");

      var name = document.createTextNode(this.slide_name(i));
      a.appendChild(name);
      a.onclick = w3c_slidy.toc_click;
      a.onkeydown = w3c_slidy.toc_key_down;
      a.previous = previous;

      if (previous)
        previous.next = a;

      toc.appendChild(a);

      if (i == 0)
        toc.first = a;

      if (i < this.slides.length - 1)
      {
        var br = this.create_element("br");
        toc.appendChild(br);
      }

      previous = a;
    }

    toc.focus = function () {
      if (this.first)
        this.first.focus();
    }

    toc.onmouseup = w3c_slidy.mouse_button_up;

    toc.onclick = function (e) {
      e||(e=window.event);

      if (w3c_slidy.selected_text_len <= 0)
         w3c_slidy.hide_table_of_contents(true);

      w3c_slidy.stop_propagation(e);
    
      if (e.cancel != undefined)
        e.cancel = true;
      
      if (e.returnValue != undefined)
        e.returnValue = false;
      
      return false;
    };

    document.body.insertBefore(toc, document.body.firstChild);
    return toc;
  },

  is_shown_toc: function () {
    return !w3c_slidy.has_class(w3c_slidy.toc, "hidden");
  },

  show_table_of_contents: function () {
    w3c_slidy.remove_class(w3c_slidy.toc, "hidden");
    var toc = w3c_slidy.toc;
    toc.focus();

    if (w3c_slidy.ie7 && w3c_slidy.slide_number == 0)
      setTimeout(w3c_slidy.ie_hack, 100);
  },

  hide_table_of_contents: function (focus) {
    w3c_slidy.add_class(w3c_slidy.toc, "hidden");

    if (focus && !w3c_slidy.opera &&
        !w3c_slidy.has_class(w3c_slidy.toc, "hidden"))
      w3c_slidy.set_focus();
  },

  toggle_table_of_contents: function () {
    if (w3c_slidy.is_shown_toc())
      w3c_slidy.hide_table_of_contents(true);
    else
      w3c_slidy.show_table_of_contents();
  },

  // called on clicking toc entry
  toc_click: function (e) {
    if (!e)
      e = window.event;

    var target = w3c_slidy.get_target(e);

    if (target && target.nodeType == 1)
    {
      var uri = target.getAttribute("href");

      if (uri)
      {
        //alert("going to " + uri);
        var slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);
        w3c_slidy.slide_number = w3c_slidy.find_slide_number(uri);
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.last_shown = null;
        w3c_slidy.set_location();
        w3c_slidy.set_visibility_all_incremental("hidden");
        w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
        w3c_slidy.show_slide(slide);
        //target.focus();

        try
        {
          if (!w3c_slidy.opera)
            w3c_slidy.set_focus();
        }
        catch (e)
        {
        }
      }
    }

    w3c_slidy.hide_table_of_contents(true);
    if (w3c_slidy.ie7) w3c_slidy.ie_hack();
    w3c_slidy.stop_propagation(e);
    return w3c_slidy.cancel(e);
  },

  // called onkeydown for toc entry
  toc_key_down: function (event) {
    var key;

    if (!event)
      var event = window.event;

    // kludge around NS/IE differences 
    if (window.event)
      key = window.event.keyCode;
    else if (event.which)
      key = event.which;
    else
      return true; // Yikes! unknown browser

    // ignore event if key value is zero
    // as for alt on Opera and Konqueror
    if (!key)
      return true;

    // check for concurrent control/command/alt key
    // but are these only present on mouse events?

    if (event.ctrlKey || event.altKey)
      return true;

    if (key == 13)
    {
      var uri = this.getAttribute("href");

      if (uri)
      {
        //alert("going to " + uri);
       var slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);
        w3c_slidy.slide_number = w3c_slidy.find_slide_number(uri);
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.last_shown = null;
        w3c_slidy.set_location();
        w3c_slidy.set_visibility_all_incremental("hidden");
        w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
        w3c_slidy.show_slide(slide);
        //target.focus();

        try
        {
          if (!w3c_slidy.opera)
            w3c_slidy.set_focus();
        }
        catch (e)
        {
        }
      }

      w3c_slidy.hide_table_of_contents(true);

      if (self.ie7)
       w3c_slidy.ie_hack();

      return w3c_slidy.cancel(event);
    }

    if (key == 40 && this.next)
    {
      this.next.focus();
      return w3c_slidy.cancel(event);
    }

    if (key == 38 && this.previous)
    {
      this.previous.focus();
      return w3c_slidy.cancel(event);
    }

    return true;
  },

  touchstart: function (e)
  {
    // a double touch often starts with a
    // single touch due to fingers touching
    // down at slightly different times
    // thus avoid calling preventDefault here
    this.prev_tap = this.last_tap;
    this.last_tap = (new Date).getTime();

    var tap_delay = this.last_tap - this.prev_tap;

    if (tap_delay <= 200)
    {
      // double tap
    }

    var touch = e.touches[0];

    this.pageX = touch.pageX;
    this.pageY = touch.pageY;
    this.screenX = touch.screenX;
    this.screenY = touch.screenY;
    this.clientX = touch.clientX;
    this.clientY = touch.clientY;

    this.delta_x = this.delta_y = 0;
  },

  touchmove: function (e)
  {
    // override native gestures for single touch
    if (e.touches.length > 1)
      return;

    e.preventDefault();
    var touch = e.touches[0];
    this.delta_x = touch.pageX - this.pageX;
    this.delta_y = touch.pageY - this.pageY;
  },

  touchend: function (e)
  {
    // default behavior for multi-touch
    if (e.touches.length > 1)
      return;

    var delay = (new Date).getTime() - this.last_tap;
    var dx = this.delta_x;
    var dy = this.delta_y;
    var abs_dx = Math.abs(dx);
    var abs_dy = Math.abs(dy);

    if (delay < 500 && (abs_dx > 100 || abs_dy > 100))
    {
      if (abs_dx > 0.5 * abs_dy)
      {
        e.preventDefault();

        if (dx < 0)
          w3c_slidy.next_slide(true);
        else
          w3c_slidy.previous_slide(true);
      }
      else if (abs_dy > 2 * abs_dx)
      {
        e.preventDefault();
        w3c_slidy.toggle_table_of_contents();
      }
    }
  },

  // ### OBSOLETE ###
  before_print: function () {
    this.show_all_slides();
    this.hide_toolbar();
    alert("before print");
  },

  // ### OBSOLETE ###
  after_print: function () {
    if (!this.view_all)
    {
      this.single_slide_view();
      this.show_toolbar();
    }
    alert("after print");
  },

  // ### OBSOLETE ###
  print_slides: function () {
    this.before_print();
    window.print();
    this.after_print();
  },

  // ### OBSOLETE ?? ###
  toggle_view: function () {
    if (this.view_all)
    {
      this.single_slide_view();
      this.show_toolbar();
      this.view_all = 0;
    }
    else
    {
      this.show_all_slides();
      this.hide_toolbar();
      this.view_all = 1;
    }
  },

  // prepare for printing  ### OBSOLETE ###
  show_all_slides: function () {
    this.remove_class(document.body, "single_slide");
    this.set_visibility_all_incremental("visible");
  },

  // restore after printing  ### OBSOLETE ###
  single_slide_view: function () {
    this.add_class(document.body, "single_slide");
    this.set_visibility_all_incremental("visible");
    this.last_shown = this.previous_incremental_item(null);
  },

  // suppress IE's image toolbar pop up
  hide_image_toolbar: function () {
    if (!this.ns_pos)
    {
      var images = document.getElementsByTagName("IMG");

      for (var i = 0; i < images.length; ++i)
        images[i].setAttribute("galleryimg", "no");
    }
  },

  unloaded: function (e) {
    //alert("unloaded");
  },

  // Safari and Konqueror don't yet support getComputedStyle()
  // and they always reload page when location.href is updated
  is_KHTML: function () {
    var agent = navigator.userAgent;
    return (agent.indexOf("KHTML") >= 0 ? true : false);
  },

  // find slide name from first h1 element
  // default to document title + slide number
  slide_name: function (index) {
    var name = null;
    var slide = this.slides[index];

    var heading = this.find_heading(slide);

    if (heading)
      name = this.extract_text(heading);

    if (!name)
      name = this.title + "(" + (index + 1) + ")";

    name.replace(/\&/g, "&amp;");
    name.replace(/\</g, "&lt;");
    name.replace(/\>/g, "&gt;");

    return name;
  },

  // find first h1 element in DOM tree
  find_heading: function (node) {
    if (!node || node.nodeType != 1)
      return null;

    if (node.nodeName == "H1" || node.nodeName == "h1")
      return node;

    var child = node.firstChild;

    while (child)
    {
      node = this.find_heading(child);

      if (node)
        return node;

      child = child.nextSibling;
    }

    return null;
  },

  // recursively extract text from DOM tree
  extract_text: function (node) {
    if (!node)
      return "";

    // text nodes
    if (node.nodeType == 3)
      return node.nodeValue;

    // elements
    if (node.nodeType == 1)
    {
      node = node.firstChild;
      var text = "";

      while (node)
      {
        text = text + this.extract_text(node);
        node = node.nextSibling;
      }

      return text;
    }

    return "";
  },

  // find copyright text from meta element
  find_copyright: function () {
    var name, content;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "copyright")
        return content;
    }

    return null;
  },

  find_size_adjust: function () {
    var name, content, offset;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "font-size-adjustment")
        return 1 * content;
    }

    return 1;
  },

  // <meta name="duration" content="20" />  for 20 minutes
  find_duration: function () {
    var name, content, offset;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "duration")
        return 60000 * content;
    }

    return null;
  },

  replace_by_non_breaking_space: function (str) {
    for (var i = 0; i < str.length; ++i)
      str[i] = 160;
  },

  // ### CHECK ME ### is use of "li" okay for text/html?
  // for XHTML do we also need to specify namespace?
  init_outliner: function () {
    var items = document.getElementsByTagName("li");

    for (var i = 0; i < items.length; ++i)
    {
      var target = items[i];

      if (!this.has_class(target.parentNode, "outline"))
        continue;

      target.onclick = this.outline_click;
/* ### more work needed for IE6
      if (!this.ns_pos)
      {
        target.onmouseover = this.hover_outline;
        target.onmouseout = this.unhover_outline;
      }
*/
      if (this.foldable(target))
      {
        target.foldable = true;
        target.onfocus = function () {w3c_slidy.outline = this;};
        target.onblur = function () {w3c_slidy.outline = null;};

        if (!target.getAttribute("tabindex"))
          target.setAttribute("tabindex", "0");

        if (this.has_class(target, "expand"))
          this.unfold(target);
        else
          this.fold(target);
      }
      else
      {
        this.add_class(target, "nofold");
        target.visible = true;
        target.foldable = false;
      }
    }
  },

  foldable: function (item) {
    if (!item || item.nodeType != 1)
      return false;

    var node = item.firstChild;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node))
        return true;

      node = node.nextSibling;
    }

    return false;
  },

  // ### CHECK ME ### switch to add/remove "hidden" class
  fold: function (item) {
    if (item)
    {
      this.remove_class(item, "unfolded");
      this.add_class(item, "folded");
    }

    var node = item ? item.firstChild : null;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node)) // element
      {
         w3c_slidy.add_class(node, "hidden");
      }

      node = node.nextSibling;
    }

    item.visible = false;
  },

  // ### CHECK ME ### switch to add/remove "hidden" class
  unfold: function (item) {
    if (item)
    {
      this.add_class(item, "unfolded");
      this.remove_class(item, "folded");
    }

    var node = item ? item.firstChild : null;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node)) // element
      {
        w3c_slidy.remove_class(node, "hidden");
      }

      node = node.nextSibling;
    }

    item.visible = true;
  },

  outline_click: function (e) {
    if (!e)
      e = window.event;

    var rightclick = false;
    var target = w3c_slidy.get_target(e);

    while (target && target.visible == undefined)
      target = target.parentNode;

    if (!target)
      return true;

    if (e.which)
      rightclick = (e.which == 3);
    else if (e.button)
      rightclick = (e.button == 2);

    if (!rightclick && target.visible != undefined)
    {
      if (target.foldable)
      {
        if (target.visible)
          w3c_slidy.fold(target);
        else
          w3c_slidy.unfold(target);
      }

      w3c_slidy.stop_propagation(e);
      e.cancel = true;
      e.returnValue = false;
    }

    return false;
  },

  add_initial_prompt: function () {
    var prompt = this.create_element("div");
    prompt.setAttribute("class", "initial_prompt");

    var p1 = this.create_element("p");
    prompt.appendChild(p1);
    p1.setAttribute("class", "help");

    if (this.keyboardless)
      p1.innerHTML = "swipe left to move to next slide";
    else
      p1.innerHTML = "Space, Right Arrow or swipe left to move to " +
                     "next slide, click help below for more details";

    this.add_listener(prompt, "click", function (e) {
      document.body.removeChild(prompt);
      w3c_slidy.stop_propagation(e);
    
      if (e.cancel != undefined)
        e.cancel = true;
      
      if (e.returnValue != undefined)
        e.returnValue = false;
      
      return false;
    });

    document.body.appendChild(prompt);
    this.initial_prompt = prompt;
    setTimeout(function() {document.body.removeChild(prompt);}, 5000);
  },

  add_toolbar: function () {
    var counter, page;

     this.toolbar = this.create_element("div");
     this.toolbar.setAttribute("class", "toolbar");

     // a reasonably behaved browser
     if (this.ns_pos || !this.ie6)
     {
       var right = this.create_element("div");
       right.setAttribute("style", "float: right; text-align: right");

       counter = this.create_element("span")
       counter.innerHTML = this.localize("slide") + " n/m";
       right.appendChild(counter);
       this.toolbar.appendChild(right);

       var left = this.create_element("div");
       left.setAttribute("style", "text-align: left");

       // global end of slide indicator
       this.eos = this.create_element("span");
       this.eos.innerHTML = "* ";
       left.appendChild(this.eos);

       var help = this.create_element("a");
       help.setAttribute("href", this.help_page);
       help.setAttribute("title", this.localize(this.help_text));
       help.innerHTML = this.localize("help?");
       left.appendChild(help);
       help.style.display="none"; 
       this.help_anchor = help;  // save for focus hack

       var gap1 = document.createTextNode(" ");
       left.appendChild(gap1);

       var contents = this.create_element("a");
       contents.setAttribute("href", "javascript:w3c_slidy.toggle_table_of_contents()");
       contents.setAttribute("title", this.localize("table of contents"));
       contents.innerHTML = this.localize("Contents");
       left.appendChild(contents);

       var gap2 = document.createTextNode(" ");
       left.appendChild(gap2);

       var copyright = this.find_copyright();

       if (copyright)
       {
         var span = this.create_element("span");
         span.className = "copyright";
         span.innerHTML = copyright;
         left.appendChild(span);
       }

       this.toolbar.setAttribute("tabindex", "0");
       this.toolbar.appendChild(left);
     }
     else // IE6 so need to work around its poor CSS support
     {
       this.toolbar.style.position = (this.ie7 ? "fixed" : "absolute");
       this.toolbar.style.zIndex = "200";
       this.toolbar.style.width = "99.9%";
       this.toolbar.style.height = "1.2em";
       this.toolbar.style.top = "auto";
       this.toolbar.style.bottom = "0";
       this.toolbar.style.left = "0";
       this.toolbar.style.right = "0";
       this.toolbar.style.textAlign = "left";
       this.toolbar.style.fontSize = "60%";
       this.toolbar.style.color = "red";
       this.toolbar.borderWidth = 0;
       this.toolbar.className = "toolbar";
       this.toolbar.style.background = "rgb(240,240,240)";

       // would like to have help text left aligned
       // and page counter right aligned, floating
       // div's don't work, so instead use nested
       // absolutely positioned div's.

       var sp = this.create_element("span");
       sp.innerHTML = "&nbsp;&nbsp;*&nbsp;";
       this.toolbar.appendChild(sp);
       this.eos = sp;  // end of slide indicator

       var help = this.create_element("a");
       help.setAttribute("href", this.help_page);
       help.setAttribute("title", this.localize(this.help_text));
       help.innerHTML = this.localize("help?");
       this.toolbar.appendChild(help);
       this.help_anchor = help;  // save for focus hack

       var gap1 = document.createTextNode(" ");
       this.toolbar.appendChild(gap1);

       var contents = this.create_element("a");
       contents.setAttribute("href", "javascript:toggleTableOfContents()");
       contents.setAttribute("title", this.localize("table of contents".localize));
       contents.innerHTML = this.localize("contents?");
       this.toolbar.appendChild(contents);

       var gap2 = document.createTextNode(" ");
       this.toolbar.appendChild(gap2);

       var copyright = this.find_copyright();

       if (copyright)
       {
         var span = this.create_element("span");
         span.innerHTML = copyright;
         span.style.color = "black";
         span.style.marginLeft = "0.5em";
         this.toolbar.appendChild(span);
       }

       counter = this.create_element("div")
       counter.style.position = "absolute";
       counter.style.width = "auto"; //"20%";
       counter.style.height = "1.2em";
       counter.style.top = "auto";
       counter.style.bottom = 0;
       counter.style.right = "0";
       counter.style.textAlign = "right";
       counter.style.color = "red";
       counter.style.background = "rgb(240,240,240)";

       counter.innerHTML = this.localize("slide") + " n/m";
       this.toolbar.appendChild(counter);
     }

     // ensure that click isn't passed through to the page
     this.toolbar.onclick =
         function (e) {
           if (!e)
             e = window.event;

           var target = e.target;

           if (!target && e.srcElement)
             target = e.srcElement;

           // work around Safari bug
           if (target && target.nodeType == 3)
             target = target.parentNode;

           w3c_slidy.stop_propagation(e);

           if (target && target.nodeName.toLowerCase() != "a")
             w3c_slidy.mouse_button_click(e);
         };

     this.slide_number_element = counter;
     this.set_eos_status(false);
     document.body.appendChild(this.toolbar);
  },

  // wysiwyg editors make it hard to use div elements
  // e.g. amaya loses the div when you copy and paste
  // this function wraps div elements around implicit
  // slides which start with an h1 element and continue
  // up to the next heading or div element
  wrap_implicit_slides: function () {
    var i, heading, node, next, div;
    var headings = document.getElementsByTagName("h1");

    if (!headings)
      return;

    for (i = 0; i < headings.length; ++i)
    {
      heading = headings[i];

      if (heading.parentNode != document.body)
        continue;

      node = heading.nextSibling;

      div = document.createElement("div");
      this.add_class(div, "slide");
      document.body.replaceChild(div, heading);
      div.appendChild(heading);

      while (node)
      {
        if (node.nodeType == 1) // an element
        {
           if (node.nodeName == "H1" || node.nodeName == "h1")
             break;

           if (node.nodeName == "DIV" || node.nodeName == "div")
           {
             if (this.has_class(node, "slide"))
               break;

             if (this.has_class(node, "handout"))
               break;
           }
        }

        next = node.nextSibling;
        node = document.body.removeChild(node);
        div.appendChild(node);
        node = next;
      } 
    }
  },

  attach_touch_handers: function(slides)
  {
    var i, slide;

    for (i = 0; i < slides.length; ++i)
    {
      slide = slides[i];
      this.add_listener(slide, "touchstart", this.touchstart);
      this.add_listener(slide, "touchmove", this.touchmove);
      this.add_listener(slide, "touchend", this.touchend);
    }
  },

// return new array of all slides
  collect_slides: function () {
    var slides = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "slide"))
      {
        // add slide to collection
        slides[slides.length] = div;

        // hide each slide as it is found
        this.add_class(div, "hidden");

        // add dummy <br/> at end for scrolling hack
        var node1 = document.createElement("br");
        div.appendChild(node1);
        var node2 = document.createElement("br");
        div.appendChild(node2);
      }
      else if (this.has_class(div, "background"))
      {  // work around for Firefox SVG reload bug
        // which otherwise replaces 1st SVG graphic with 2nd
        div.style.display = "block";
      }
    }

    this.slides = slides;
  },

  // return new array of all <div class="handout">
  collect_notes: function () {
    var notes = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "handout"))
      {
        // add note to collection
        notes[notes.length] = div;

        // and hide it
        this.add_class(div, "hidden");
      }
    }

    this.notes = notes;
  },

  // return new array of all <div class="background">
  // including named backgrounds e.g. class="background titlepage"
  collect_backgrounds: function () {
    var backgrounds = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "background"))
      {
        // add background to collection
        backgrounds[backgrounds.length] = div;

        // and hide it
        this.add_class(div, "hidden");
      }
    }

    this.backgrounds = backgrounds;
  },

  // set click handlers on all anchors
  patch_anchors: function () {
    var self = w3c_slidy;
    var handler = function (event) {
      // compare this.href with location.href
      // for link to another slide in this doc

      if (self.page_address(this.href) == self.page_address(location.href))
      {
        // yes, so find new slide number
        var newslidenum = self.find_slide_number(this.href);

        if (newslidenum != self.slide_number)
        {
          var slide = self.slides[self.slide_number];
          self.hide_slide(slide);
          self.slide_number = newslidenum;
          slide = self.slides[self.slide_number];
          self.show_slide(slide);
          self.set_location();
        }
      }
      else
        w3c_slidy.stop_propagation(event);

//      else if (this.target == null)
//        location.href = this.href;

      this.blur();
      self.disable_slide_click = true;
    };

    var anchors = document.body.getElementsByTagName("a");

    for (var i = 0; i < anchors.length; ++i)
    {
      if (window.addEventListener)
        anchors[i].addEventListener("click", handler, false);
      else
        anchors[i].attachEvent("onclick", handler);
    }
  },

  // ### CHECK ME ### see which functions are invoked via setTimeout
  // either directly or indirectly for use of w3c_slidy vs this
  show_slide_number: function () {
    var timer = w3c_slidy.get_timer();
    w3c_slidy.slide_number_element.innerHTML = timer + w3c_slidy.localize("slide") + " " +
           (w3c_slidy.slide_number + 1) + "/" + w3c_slidy.slides.length;
  },

  // every 200mS check if the location has been changed as a
  // result of the user activating the Back button/menu item
  // doesn't work for Opera < 9.5
  check_location: function () {
    var hash = location.hash;

    if (w3c_slidy.slide_number > 0 && (hash == "" || hash == "#"))
      w3c_slidy.goto_slide(0);
    else if (hash.length > 2 && hash != "#("+(w3c_slidy.slide_number+1)+")")
    {
      var num = parseInt(location.hash.substr(2));

      if (!isNaN(num))
        w3c_slidy.goto_slide(num-1);
    }

    if (w3c_slidy.time_left && w3c_slidy.slide_number > 0)
    {
      w3c_slidy.show_slide_number();

      if (w3c_slidy.time_left > 0)
        w3c_slidy.time_left -= 200;
    } 
  },

  get_timer: function () {
    var timer = "";
    if (w3c_slidy.time_left)
    {
      var mins, secs;
      secs = Math.floor(w3c_slidy.time_left/1000);
      mins = Math.floor(secs / 60);
      secs = secs % 60;
      timer = (mins ? mins+"m" : "") + secs + "s ";
    }

    return timer;
  },

  // this doesn't push location onto history stack for IE
  // for which a hidden iframe hack is needed: load page into
  // the iframe with script that set's parent's location.hash
  // but that won't work for standalone use unless we can
  // create the page dynamically via a javascript: URL
  // ### use history.pushState if available
  set_location: function () {
     var uri = w3c_slidy.page_address(location.href);
     var hash = "#(" + (w3c_slidy.slide_number+1) + ")";

     if (w3c_slidy.slide_number >= 0)
       uri = uri + hash;

     if (typeof(history.pushState) != "undefined" && location.protocol !== "file:")
     {
       document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
       history.pushState(0, document.title, hash);
       w3c_slidy.show_slide_number();
       w3c_slidy.notify_observers();
       return;
     }

     if (w3c_slidy.ie && (w3c_slidy.ie6 || w3c_slidy.ie7))
       w3c_slidy.push_hash(hash);

     if (uri != location.href) // && !khtml
        location.href = uri;

     if (this.khtml)
        hash = "(" + (w3c_slidy.slide_number+1) + ")";

     if (!this.ie && location.hash != hash && location.hash != "")
       location.hash = hash;

     document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
     w3c_slidy.show_slide_number();
     w3c_slidy.notify_observers();
  },

  notify_observers: function ()
  {
    var slide = this.slides[this.slide_number];

    for (var i = 0; i < this.observers.length; ++i)
      this.observers[i](this.slide_number+1, this.find_heading(slide).innerText, location.href);
  },

  add_observer: function (observer)
  {
    for (var i = 0; i < this.observers.length; ++i)
    {
      if (observer == this.observers[i])
        return;
    }

    this.observers.push(observer);
  },

  remove_observer: function (o)
  {
    for (var i = 0; i < this.observers.length; ++i)
    {
      if (observer == this.observers[i])
      {
        this.observers.splice(i,1);
        break;
      }
    }
  },

  page_address: function (uri) {
    var i = uri.indexOf("#");

    if (i < 0)
      i = uri.indexOf("%23");

    // check if anchor is entire page

    if (i < 0)
      return uri;  // yes

    return uri.substr(0, i);
  },

  // only used for IE6 and IE7
  on_frame_loaded: function (hash) {
    location.hash = hash;
    var uri = w3c_slidy.page_address(location.href);
    location.href = uri + hash;
  },

  // history hack with thanks to Bertrand Le Roy
  push_hash: function (hash) {
    if (hash == "") hash = "#(1)";
      window.location.hash = hash;

    var doc = document.getElementById("historyFrame").contentWindow.document;
    doc.open("javascript:'<html></html>'");
    doc.write("<html><head><script type=\"text/javascript\">window.parent.w3c_slidy.on_frame_loaded('"+
      (hash) + "');</script></head><body>hello mum</body></html>");
      doc.close();
  },

  // find current slide based upon location
  // first find target anchor and then look
  // for associated div element enclosing it
  // finally map that to slide number
  find_slide_number: function (uri) {
    // first get anchor from page location

    var i = uri.indexOf("#");

    // check if anchor is entire page
    if (i < 0)
      return 0;  // yes

    var anchor = unescape(uri.substr(i+1));

    // now use anchor as XML ID to find target
    var target = document.getElementById(anchor);

    if (!target)
    {
      // does anchor look like "(2)" for slide 2 ??
      // where first slide is (1)
      var re = /\((\d)+\)/;

      if (anchor.match(re))
      {
        var num = parseInt(anchor.substring(1, anchor.length-1));

        if (num > this.slides.length)
          num = 1;

        if (--num < 0)
          num = 0;

        return num;
      }

      // accept [2] for backwards compatibility
      re = /\[(\d)+\]/;

      if (anchor.match(re))
      {
         var num = parseInt(anchor.substring(1, anchor.length-1));

         if (num > this.slides.length)
            num = 1;

         if (--num < 0)
            num = 0;

         return num;
      }

      // oh dear unknown anchor
      return 0;
    }

    // search for enclosing slide

    while (true)
    {
      // browser coerces html elements to uppercase!
      if (target.nodeName.toLowerCase() == "div" &&
            this.has_class(target, "slide"))
      {
        // found the slide element
        break;
      }

      // otherwise try parent element if any

      target = target.parentNode;

      if (!target)
      {
        return 0;   // no luck!
      }
    };

    for (i = 0; i < slides.length; ++i)
    {
      if (slides[i] == target)
        return i;  // success
    }

    // oh dear still no luck
    return 0;
  },

  previous_slide: function (incremental) {
    if (!w3c_slidy.view_all)
    {
      var slide;

      if ((incremental || w3c_slidy.slide_number == 0) && w3c_slidy.last_shown != null)
      {
        w3c_slidy.last_shown = w3c_slidy.hide_previous_item(w3c_slidy.last_shown);
        w3c_slidy.set_eos_status(false);
      }
      else if (w3c_slidy.slide_number > 0)
      {
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);

        w3c_slidy.slide_number = w3c_slidy.slide_number - 1;
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.set_visibility_all_incremental("visible");
        w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);
        w3c_slidy.set_eos_status(true);
        w3c_slidy.show_slide(slide);
      }

      w3c_slidy.set_location();

      if (!w3c_slidy.ns_pos)
        w3c_slidy.refresh_toolbar(200);
    }
  },

  next_slide: function (incremental) {
    if (!w3c_slidy.view_all)
    {
      var slide, last = w3c_slidy.last_shown;

      if (incremental || w3c_slidy.slide_number == w3c_slidy.slides.length - 1)
         w3c_slidy.last_shown = w3c_slidy.reveal_next_item(w3c_slidy.last_shown);

      if ((!incremental || w3c_slidy.last_shown == null) &&
             w3c_slidy.slide_number < w3c_slidy.slides.length - 1)
      {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);

         w3c_slidy.slide_number = w3c_slidy.slide_number + 1;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.last_shown = null;
         w3c_slidy.set_visibility_all_incremental("hidden");
         w3c_slidy.show_slide(slide);
      }
      else if (!w3c_slidy.last_shown)
      {
         if (last && incremental)
           w3c_slidy.last_shown = last;
      }

      w3c_slidy.set_location();

      w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));

      if (!w3c_slidy.ns_pos)
         w3c_slidy.refresh_toolbar(200);
     }
  },

  // to first slide with nothing revealed
  // i.e. state at start of presentation
  first_slide: function () {
     if (!w3c_slidy.view_all)
     {
       var slide;

       if (w3c_slidy.slide_number != 0)
       {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);

         w3c_slidy.slide_number = 0;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.last_shown = null;
         w3c_slidy.set_visibility_all_incremental("hidden");
         w3c_slidy.show_slide(slide);
       }

       w3c_slidy.set_eos_status(
         !w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
       w3c_slidy.set_location();
     }
  },

  // goto last slide with everything revealed
  // i.e. state at end of presentation
  last_slide: function () {
    if (!w3c_slidy.view_all)
    {
      var slide;

      w3c_slidy.last_shown = null; //revealNextItem(lastShown);

      if (w3c_slidy.last_shown == null &&
          w3c_slidy.slide_number < w3c_slidy.slides.length - 1)
      {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);
         w3c_slidy.slide_number = w3c_slidy.slides.length - 1;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.set_visibility_all_incremental("visible");
         w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);

         w3c_slidy.show_slide(slide);
      }
      else
      {
         w3c_slidy.set_visibility_all_incremental("visible");
         w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);
      }

      w3c_slidy.set_eos_status(true);
      w3c_slidy.set_location();
    }
  },


  // ### check this and consider add/remove class
  set_eos_status: function (state) {
    if (this.eos)
      this.eos.style.color = (state ? "rgb(240,240,240)" : "red");
  },

  // first slide is 0
  goto_slide: function (num) {
    //alert("going to slide " + (num+1));
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.slide_number = num;
    slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.last_shown = null;
    w3c_slidy.set_visibility_all_incremental("hidden");
    w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
    document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
    w3c_slidy.show_slide(slide);
    w3c_slidy.show_slide_number();
  },


  show_slide: function (slide) {
    this.sync_background(slide);
    this.remove_class(slide, "hidden");

    // work around IE9 object rendering bug
    setTimeout("window.scrollTo(0,0);", 1);
  },

  hide_slide: function (slide) {
    this.add_class(slide, "hidden");
  },

  set_focus: function (element)
  {
    if (element)
      element.focus();
    else
    {
      w3c_slidy.help_anchor.focus();

      setTimeout(function() {
        w3c_slidy.help_anchor.blur();
      }, 1);
    }
  },

  // show just the backgrounds pertinent to this slide
  // when slide background-color is transparent
  // this should now work with rgba color values
  sync_background: function (slide) {
    var background;
    var bgColor;

    if (slide.currentStyle)
      bgColor = slide.currentStyle["backgroundColor"];
    else if (document.defaultView)
    {
      var styles = document.defaultView.getComputedStyle(slide,null);

      if (styles)
        bgColor = styles.getPropertyValue("background-color");
      else // broken implementation probably due Safari or Konqueror
      {
        //alert("defective implementation of getComputedStyle()");
        bgColor = "transparent";
      }
    }
    else
      bgColor == "transparent";

    if (bgColor == "transparent" ||
        bgColor.indexOf("rgba") >= 0 ||
        bgColor.indexOf("opacity") >= 0)
    {
      var slideClass = this.get_class_list(slide);

      for (var i = 0; i < this.backgrounds.length; i++)
      {
        background = this.backgrounds[i];

        var bgClass = this.get_class_list(background);

        if (this.matching_background(slideClass, bgClass))
          this.remove_class(background, "hidden");
        else
          this.add_class(background, "hidden");
      }
    }
    else // forcibly hide all backgrounds
      this.hide_backgrounds();
  },

  hide_backgrounds: function () {
    for (var i = 0; i < this.backgrounds.length; i++)
    {
      background = this.backgrounds[i];
      this.add_class(background, "hidden");
    }
  },

  // compare classes for slide and background
  matching_background: function (slideClass, bgClass) {
    var i, count, pattern, result;

    // define pattern as regular expression
    pattern = /\w+/g;

    // check background class names
    result = bgClass.match(pattern);

    for (i = count = 0; i < result.length; i++)
    {
      if (result[i] == "hidden")
        continue;

      if (result[i] == "background")
	continue;

      ++count;
    }

    if (count == 0)  // default match
      return true;

    // check for matches and place result in array
    result = slideClass.match(pattern);

    // now check if desired name is present for background
    for (i = count = 0; i < result.length; i++)
    {
      if (result[i] == "hidden")
        continue;

      if (this.has_token(bgClass, result[i]))
        return true;
    }

    return false;
  },

  resized: function () {
     var width = 0;

     if ( typeof( window.innerWidth ) == 'number' )
       width = window.innerWidth;  // Non IE browser
     else if (document.documentElement && document.documentElement.clientWidth)
       width = document.documentElement.clientWidth;  // IE6
     else if (document.body && document.body.clientWidth)
       width = document.body.clientWidth; // IE4

     var height = 0;

     if ( typeof( window.innerHeight ) == 'number' )
       height = window.innerHeight;  // Non IE browser
     else if (document.documentElement && document.documentElement.clientHeight)
       height = document.documentElement.clientHeight;  // IE6
     else if (document.body && document.body.clientHeight)
       height = document.body.clientHeight; // IE4

     if (height && (width/height > 1.05*1024/768))
     {
       width = height * 1024.0/768;
     }

     // IE fires onresize even when only font size is changed!
     // so we do a check to avoid blocking < and > actions
     if (width != w3c_slidy.last_width || height != w3c_slidy.last_height)
     {
       if (width >= 1100)
         w3c_slidy.size_index = 5;    // 4
       else if (width >= 1000)
         w3c_slidy.size_index = 4;    // 3
       else if (width >= 800)
         w3c_slidy.size_index = 3;    // 2
       else if (width >= 600)
         w3c_slidy.size_index = 2;    // 1
       else if (width)
         w3c_slidy.size_index = 0;

       // add in font size adjustment from meta element e.g.
       // <meta name="font-size-adjustment" content="-2" />
       // useful when slides have too much content ;-)

       if (0 <= w3c_slidy.size_index + w3c_slidy.size_adjustment &&
             w3c_slidy.size_index + w3c_slidy.size_adjustment < w3c_slidy.sizes.length)
         w3c_slidy.size_index = w3c_slidy.size_index + w3c_slidy.size_adjustment;

       // enables cross browser use of relative width/height
       // on object elements for use with SVG and Flash media
       w3c_slidy.adjust_object_dimensions(width, height);

       if (document.body.style.fontSize != w3c_slidy.sizes[w3c_slidy.size_index])
       {
         document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
       }

       w3c_slidy.last_width = width;
       w3c_slidy.last_height = height;

       // force reflow to work around Mozilla bug
       if (w3c_slidy.ns_pos)
       {
         var slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);
         w3c_slidy.show_slide(slide);
       }

       // force correct positioning of toolbar
       w3c_slidy.refresh_toolbar(200);
     }
  },

  scrolled: function () {
    if (w3c_slidy.toolbar && !w3c_slidy.ns_pos && !w3c_slidy.ie7)
    {
      w3c_slidy.hack_offset = w3c_slidy.scroll_x_offset();
      // hide toolbar
      w3c_slidy.toolbar.style.display = "none";

      // make it reappear later
      if (w3c_slidy.scrollhack == 0 && !w3c_slidy.view_all)
      {
        setTimeout(function () {w3c_slidy.show_toolbar(); }, 1000);
        w3c_slidy.scrollhack = 1;
      }
    }
  },

  hide_toolbar: function () {
    w3c_slidy.add_class(w3c_slidy.toolbar, "hidden");
    window.focus();
  },

  // used to ensure IE refreshes toolbar in correct position
  refresh_toolbar: function (interval) {
    if (!w3c_slidy.ns_pos && !w3c_slidy.ie7)
    {
      w3c_slidy.hide_toolbar();
      setTimeout(function () {w3c_slidy.show_toolbar();}, interval);
    }
  },

  // restores toolbar after short delay
  show_toolbar: function () {
    if (w3c_slidy.want_toolbar)
    {
      w3c_slidy.toolbar.style.display = "block";

      if (!w3c_slidy.ns_pos)
      {
        // adjust position to allow for scrolling
        var xoffset = w3c_slidy.scroll_x_offset();
        w3c_slidy.toolbar.style.left = xoffset;
        w3c_slidy.toolbar.style.right = xoffset;

        // determine vertical scroll offset
        //var yoffset = scrollYOffset();

        // bottom is doc height - window height - scroll offset
        //var bottom = documentHeight() - lastHeight - yoffset

        //if (yoffset > 0 || documentHeight() > lastHeight)
        //   bottom += 16;  // allow for height of scrollbar

        w3c_slidy.toolbar.style.bottom = 0; //bottom;
      }

      w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden");
    }

    w3c_slidy.scrollhack = 0;


    // set the keyboard focus to the help link on the
    // toolbar to ensure that document has the focus
    // IE doesn't always work with window.focus()
    // and this hack has benefit of Enter for help

    try
    {
      if (!w3c_slidy.opera)
        w3c_slidy.set_focus();
    }
    catch (e)
    {
    }
  },

// invoked via F key
  toggle_toolbar: function () {
    if (!w3c_slidy.view_all)
    {
      if (w3c_slidy.has_class(w3c_slidy.toolbar, "hidden"))
      {
        w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden")
        w3c_slidy.want_toolbar = 1;
      }
      else
      {
        w3c_slidy.add_class(w3c_slidy.toolbar, "hidden")
        w3c_slidy.want_toolbar = 0;
      }
    }
  },

  scroll_x_offset: function () {
    if (window.pageXOffset)
      return self.pageXOffset;

    if (document.documentElement && 
             document.documentElement.scrollLeft)
      return document.documentElement.scrollLeft;

    if (document.body)
      return document.body.scrollLeft;

    return 0;
  },

  scroll_y_offset: function () {
    if (window.pageYOffset)
      return self.pageYOffset;

    if (document.documentElement && 
             document.documentElement.scrollTop)
      return document.documentElement.scrollTop;

    if (document.body)
      return document.body.scrollTop;

    return 0;
  },

  // looking for a way to determine height of slide content
  // the slide itself is set to the height of the window
  optimize_font_size: function () {
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    //var dh = documentHeight(); //getDocHeight(document);
    var dh = slide.scrollHeight;
    var wh = getWindowHeight();
    var u = 100 * dh / wh;

    alert("window utilization = " + u + "% (doc "
      + dh + " win " + wh + ")");
  },

  // from document object
  get_doc_height: function (doc) {
    if (!doc)
      doc = document;

    if (doc && doc.body && doc.body.offsetHeight)
      return doc.body.offsetHeight;  // ns/gecko syntax

    if (doc && doc.body && doc.body.scrollHeight)
      return doc.body.scrollHeight;

    alert("couldn't determine document height");
  },

  get_window_height: function () {
    if ( typeof( window.innerHeight ) == 'number' )
      return window.innerHeight;  // Non IE browser

    if (document.documentElement && document.documentElement.clientHeight)
      return document.documentElement.clientHeight;  // IE6

    if (document.body && document.body.clientHeight)
      return document.body.clientHeight; // IE4
  },

  document_height: function () {
    var sh, oh;

    sh = document.body.scrollHeight;
    oh = document.body.offsetHeight;

    if (sh && oh)
    {
      return (sh > oh ? sh : oh);
    }

    // no idea!
    return 0;
  },

  smaller: function () {
    if (w3c_slidy.size_index > 0)
    {
      --w3c_slidy.size_index;
    }

    w3c_slidy.toolbar.style.display = "none";
    document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.show_slide(slide);
    setTimeout(function () {w3c_slidy.show_toolbar(); }, 50);
  },

  bigger: function () {
    if (w3c_slidy.size_index < w3c_slidy.sizes.length - 1)
    {
      ++w3c_slidy.size_index;
    }

    w3c_slidy.toolbar.style.display = "none";
    document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.show_slide(slide);
    setTimeout(function () {w3c_slidy.show_toolbar(); }, 50);
  },

  // enables cross browser use of relative width/height
  // on object elements for use with SVG and Flash media
  // with thanks to Ivan Herman for the suggestion
  adjust_object_dimensions: function (width, height) {
    for( var i = 0; i < w3c_slidy.objects.length; i++ )
    {
      var obj = this.objects[i];
      var mimeType = obj.getAttribute("type");

      if (mimeType == "image/svg+xml" || mimeType == "application/x-shockwave-flash")
      {
        if ( !obj.initialWidth ) 
          obj.initialWidth = obj.getAttribute("width");

        if ( !obj.initialHeight ) 
          obj.initialHeight = obj.getAttribute("height");

        if ( obj.initialWidth && obj.initialWidth.charAt(obj.initialWidth.length-1) == "%" )
        {
          var w = parseInt(obj.initialWidth.slice(0, obj.initialWidth.length-1));
          var newW = width * (w/100.0);
          obj.setAttribute("width",newW);
        }

        if ( obj.initialHeight &&
             obj.initialHeight.charAt(obj.initialHeight.length-1) == "%" )
        {
          var h = parseInt(obj.initialHeight.slice(0, obj.initialHeight.length-1));
          var newH = height * (h/100.0);
          obj.setAttribute("height", newH);
        }
      }
    }
  },

  // needed for Opera to inhibit default behavior
  // since Opera delivers keyPress even if keyDown
  // was cancelled
  key_press: function (event) {
    if (!event)
      event = window.event;

    if (!w3c_slidy.key_wanted)
      return w3c_slidy.cancel(event);

    return true;
  },

  //  See e.g. http://www.quirksmode.org/js/events/keys.html for keycodes
  key_down: function (event) {
    var key, target, tag;

    w3c_slidy.key_wanted = true;

    if (!event)
      event = window.event;

    // kludge around NS/IE differences 
    if (window.event)
    {
      key = window.event.keyCode;
      target = window.event.srcElement;
    }
    else if (event.which)
    {
      key = event.which;
      target = event.target;
    }
    else
      return true; // Yikes! unknown browser

    // ignore event if key value is zero
    // as for alt on Opera and Konqueror
    if (!key)
       return true;

    // avoid interfering with keystroke
    // behavior for non-slidy chrome elements
    if (!w3c_slidy.slidy_chrome(target) &&
        w3c_slidy.special_element(target))
      return true;

    // check for concurrent control/command/alt key
    // but are these only present on mouse events?

    if (event.ctrlKey || event.altKey || event.metaKey)
       return true;

    // dismiss table of contents if visible
    if (w3c_slidy.is_shown_toc() && key != 9 && key != 16 && key != 38 && key != 40)
    {
      w3c_slidy.hide_table_of_contents(true);

      if (key == 27 || key == 84 || key == 67)
        return w3c_slidy.cancel(event);
    }

    if (key == 34) // Page Down
    {
      if (w3c_slidy.view_all)
        return true;

      w3c_slidy.next_slide(false);
      return w3c_slidy.cancel(event);
    }
    else if (key == 33) // Page Up
    {
      if (w3c_slidy.view_all)
        return true;

      w3c_slidy.previous_slide(false);
      return w3c_slidy.cancel(event);
    }
    else if (key == 32) // space bar
    {
      w3c_slidy.next_slide(true);
      return w3c_slidy.cancel(event);
    }
    else if (key == 37) // Left arrow
    {
      w3c_slidy.previous_slide(!event.shiftKey);
      return w3c_slidy.cancel(event);
    }
    else if (key == 36) // Home
    {
      w3c_slidy.first_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 35) // End
    {
      w3c_slidy.last_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 39) // Right arrow
    {
      w3c_slidy.next_slide(!event.shiftKey);
      return w3c_slidy.cancel(event);
    }
    else if (key == 13) // Enter
    {
      if (w3c_slidy.outline)
      {
        if (w3c_slidy.outline.visible)
          w3c_slidy.fold(w3c_slidy.outline);
        else
          w3c_slidy.unfold(w3c_slidy.outline);
          
       return w3c_slidy.cancel(event);
      }
    }
    else if (key == 188)  // < for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 190)  // > for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 189 || key == 109)  // - for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 187 || key == 191 || key == 107)  // = +  for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 83)  // S for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 66)  // B for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 90)  // Z for last slide
    {
      w3c_slidy.last_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 70)  // F for toggle toolbar
    {
      w3c_slidy.toggle_toolbar();
      return w3c_slidy.cancel(event);
    }
    else if (key == 65)  // A for toggle view single/all slides
    {
      w3c_slidy.toggle_view();
      return w3c_slidy.cancel(event);
    }
    else if (key == 75)  // toggle action of left click for next page
    {
      w3c_slidy.mouse_click_enabled = !w3c_slidy.mouse_click_enabled;
      var alert_msg = (w3c_slidy.mouse_click_enabled ?
                "enabled" : "disabled") +  " mouse click advance";

      alert(w3c_slidy.localize(alert_msg));
      return w3c_slidy.cancel(event);
    }
    else if (key == 84 || key == 67)  // T or C for table of contents
    {
      if (w3c_slidy.toc)
        w3c_slidy.toggle_table_of_contents();

      return w3c_slidy.cancel(event);
    }
    else if (key == 72) // H for help
    {
      window.location = w3c_slidy.help_page;
      return w3c_slidy.cancel(event);
    }
    //else alert("key code is "+ key);

    return true;
  },

  // safe for both text/html and application/xhtml+xml
  create_element: function (name) {
    if (this.xhtml && (typeof document.createElementNS != 'undefined'))
      return document.createElementNS("http://www.w3.org/1999/xhtml", name)

    return document.createElement(name);
  },

  get_element_style: function (elem, IEStyleProp, CSSStyleProp) {
    if (elem.currentStyle)
    {
      return elem.currentStyle[IEStyleProp];
    }
    else if (window.getComputedStyle)
    {
      var compStyle = window.getComputedStyle(elem, "");
      return compStyle.getPropertyValue(CSSStyleProp);
    }
    return "";
  },

  // the string str is a whitespace separated list of tokens
  // test if str contains a particular token, e.g. "slide"
  has_token: function (str, token) {
    if (str)
    {
      // define pattern as regular expression
      var pattern = /\w+/g;

      // check for matches
      // place result in array
      var result = str.match(pattern);

      // now check if desired token is present
      for (var i = 0; i < result.length; i++)
      {
        if (result[i] == token)
          return true;
      }
    }

    return false;
  },

  get_class_list: function (element) {
    if (typeof element.className != 'undefined')
      return element.className;

    return element.getAttribute("class");
  },

  has_class: function (element, name) {
    if (element.nodeType != 1)
      return false;

    var regexp = new RegExp("(^| )" + name + "\W*");

    if (typeof element.className != 'undefined')
      return regexp.test(element.className);

    return regexp.test(element.getAttribute("class"));
  },

  remove_class: function (element, name) {
    var regexp = new RegExp("(^| )" + name + "\W*");
    var clsval = "";

    if (typeof element.className != 'undefined')
    {
      clsval = element.className;

      if (clsval)
      {
        clsval = clsval.replace(regexp, "");
        element.className = clsval;
      }
    }
    else
    {
      clsval = element.getAttribute("class");

      if (clsval)
      {
        clsval = clsval.replace(regexp, "");
        element.setAttribute("class", clsval);
      }
    }
  },

  add_class: function (element, name) {
    if (!this.has_class(element, name))
    {
      if (typeof element.className != 'undefined')
        element.className += " " + name;
      else
      {
        var clsval = element.getAttribute("class");
        clsval = clsval ? clsval + " " + name : name;
        element.setAttribute("class", clsval);
      }
    }
  },

  // HTML elements that can be used with class="incremental"
  // note that you can also put the class on containers like
  // up, ol, dl, and div to make their contents appear
  // incrementally. Upper case is used since this is what
  // browsers report for HTML node names (text/html).
  incremental_elements: null,
  okay_for_incremental: function (name) {
    if (!this.incremental_elements)
    {
      var inclist = new Array();
      inclist["p"] = true;
      inclist["pre"] = true;
      inclist["li"] = true;
      inclist["blockquote"] = true;
      inclist["dt"] = true;
      inclist["dd"] = true;
      inclist["h2"] = true;
      inclist["h3"] = true;
      inclist["h4"] = true;
      inclist["h5"] = true;
      inclist["h6"] = true;
      inclist["span"] = true;
      inclist["address"] = true;
      inclist["table"] = true;
      inclist["tr"] = true;
      inclist["th"] = true;
      inclist["td"] = true;
      inclist["img"] = true;
      inclist["object"] = true;
      this.incremental_elements = inclist;
    }
    return this.incremental_elements[name.toLowerCase()];
  },

  next_incremental_item: function (node) {
    var br = this.is_xhtml ? "br" : "BR";
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    for (;;)
    {
      node = w3c_slidy.next_node(slide, node);

      if (node == null || node.parentNode == null)
        break;

      if (node.nodeType == 1)  // ELEMENT
      {
        if (node.nodeName == br)
          continue;

        if (w3c_slidy.has_class(node, "incremental")
             && w3c_slidy.okay_for_incremental(node.nodeName))
          return node;

        if (w3c_slidy.has_class(node.parentNode, "incremental")
             && !w3c_slidy.has_class(node, "non-incremental"))
          return node;
      }
    }

    return node;
  },

  previous_incremental_item: function (node) {
    var br = this.is_xhtml ? "br" : "BR";
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    for (;;)
    {
      node = w3c_slidy.previous_node(slide, node);

      if (node == null || node.parentNode == null)
        break;

      if (node.nodeType == 1)
      {
        if (node.nodeName == br)
          continue;

        if (w3c_slidy.has_class(node, "incremental")
             && w3c_slidy.okay_for_incremental(node.nodeName))
          return node;

        if (w3c_slidy.has_class(node.parentNode, "incremental")
             && !w3c_slidy.has_class(node, "non-incremental"))
          return node;
      }
    }

    return node;
  },

  // set visibility for all elements on current slide with
  // a parent element with attribute class="incremental"
  set_visibility_all_incremental: function (value) {
    var node = this.next_incremental_item(null);

    if (value == "hidden")
    {
      while (node)
      {
        w3c_slidy.add_class(node, "invisible");
        node = w3c_slidy.next_incremental_item(node);
      }
    }
    else // value == "visible"
    {
      while (node)
      {
        w3c_slidy.remove_class(node, "invisible");
        node = w3c_slidy.next_incremental_item(node);
      }
    }
  },

  // reveal the next hidden item on the slide
  // node is null or the node that was last revealed
  reveal_next_item: function (node) {
    node = w3c_slidy.next_incremental_item(node);

    if (node && node.nodeType == 1)  // an element
      w3c_slidy.remove_class(node, "invisible");

    return node;
  },

  // exact inverse of revealNextItem(node)
  hide_previous_item: function (node) {
    if (node && node.nodeType == 1)  // an element
      w3c_slidy.add_class(node, "invisible");

    return this.previous_incremental_item(node);
  },

  // left to right traversal of root's content
  next_node: function (root, node) {
    if (node == null)
      return root.firstChild;

    if (node.firstChild)
      return node.firstChild;

    if (node.nextSibling)
      return node.nextSibling;

    for (;;)
    {
      node = node.parentNode;

      if (!node || node == root)
        break;

      if (node && node.nextSibling)
        return node.nextSibling;
    }

    return null;
  },

  // right to left traversal of root's content
  previous_node: function (root, node) {
    if (node == null)
    {
      node = root.lastChild;

      if (node)
      {
        while (node.lastChild)
          node = node.lastChild;
      }

      return node;
    }

    if (node.previousSibling)
    {
      node = node.previousSibling;

      while (node.lastChild)
        node = node.lastChild;

      return node;
    }

    if (node.parentNode != root)
      return node.parentNode;

    return null;
  },

  previous_sibling_element: function (el) {
    el = el.previousSibling;

    while (el && el.nodeType != 1)
      el = el.previousSibling;

    return el;
  },

  next_sibling_element: function (el) {
    el = el.nextSibling;

    while (el && el.nodeType != 1)
      el = el.nextSibling;

    return el;
  },

  first_child_element: function (el) {
    var node;

    for (node = el.firstChild; node; node = node.nextSibling)
    {
      if (node.nodeType == 1)
        break;
    }

    return node;
  },

  first_tag: function (element, tag) {
    var node;

    if (!this.is_xhtml)
      tag = tag.toUpperCase();

    for (node = element.firstChild; node; node = node.nextSibling)
    {
      if (node.nodeType == 1 && node.nodeName == tag)
        break;
    }

    return node;
  },

  hide_selection: function () {
    if (window.getSelection) // Firefox, Chromium, Safari, Opera
    {
      var selection = window.getSelection();

      if (selection.rangeCount > 0)
      {
        var range = selection.getRangeAt(0);
        range.collapse (false);
      }
    }
    else // Internet Explorer
    {
      var textRange = document.selection.createRange ();
      textRange.collapse (false);
    }
  },

  get_selected_text: function () {
    try
    {
      if (window.getSelection)
        return window.getSelection().toString();

      if (document.getSelection)
        return document.getSelection().toString();

      if (document.selection)
        return document.selection.createRange().text;
    }
    catch (e)
    {
    }

    return "";
  },

  // make note of length of selected text
  // as this evaluates to zero in click event
  mouse_button_up: function (e) {
    w3c_slidy.selected_text_len = w3c_slidy.get_selected_text().length;
  },

  mouse_button_down: function (e) {
    w3c_slidy.selected_text_len = w3c_slidy.get_selected_text().length;
    w3c_slidy.mouse_x = e.clientX;
    w3c_slidy.mouse_y = e.clientY;
  },

  // right mouse button click is reserved for context menus
  // it is more reliable to detect rightclick than leftclick
  mouse_button_click: function (e) {
    if (!e)
      var e = window.event;

    if (Math.abs(e.clientX -w3c_slidy.mouse_x) +
        Math.abs(e.clientY -w3c_slidy.mouse_y) > 10)
      return true;

    if (w3c_slidy.selected_text_len > 0)
      return true;

    var rightclick = false;
    var leftclick = false;
    var middleclick = false;
    var target;

    if (!e)
      var e = window.event;

    if (e.target)
      target = e.target;
    else if (e.srcElement)
      target = e.srcElement;

    // work around Safari bug
    if (target.nodeType == 3)
      target = target.parentNode;

    if (e.which) // all browsers except IE
    {
      leftclick = (e.which == 1);
      middleclick = (e.which == 2);
      rightclick = (e.which == 3);
    }
    else if (e.button)
    {
      // Konqueror gives 1 for left, 4 for middle
      // IE6 gives 0 for left and not 1 as I expected

      if (e.button == 4)
        middleclick = true;

      // all browsers agree on 2 for right button
      rightclick = (e.button == 2);
    }
    else
      leftclick = true;

    if (w3c_slidy.selected_text_len > 0)
    {
      w3c_slidy.stop_propagation(e);
      e.cancel = true;
      e.returnValue = false;
      return false;
    }

    // dismiss table of contents
    w3c_slidy.hide_table_of_contents(false);

    // check if target is something that probably want's clicks
    // e.g. a, embed, object, input, textarea, select, option
    var tag = target.nodeName.toLowerCase();

    if (w3c_slidy.mouse_click_enabled && leftclick &&
        !w3c_slidy.special_element(target) &&
        !target.onclick)
    {
      w3c_slidy.next_slide(true);
      w3c_slidy.stop_propagation(e);
      e.cancel = true;
      e.returnValue = false;
      return false;
    }

    return true;
  },

  special_element: function (element) {
    if (this.has_class(element, "non-interactive"))
      return false;

    var tag = element.nodeName.toLowerCase();

    return element.onkeydown ||
      element.onclick ||
      tag == "a" ||
      tag == "embed" ||
      tag == "object" ||
      tag == "video" ||
      tag == "audio" ||
      tag == "svg" ||
      tag == "canvas" ||
      tag == "input" ||
      tag == "textarea" ||
      tag == "select" ||
      tag == "option";
  },

  slidy_chrome: function (el) {
    while (el)
    {
      if (el == w3c_slidy.toc ||
          el == w3c_slidy.toolbar ||
          w3c_slidy.has_class(el, "outline"))
        return true;

      el = el.parentNode;
    }

    return false;
  },

  get_key: function (e)
  {
    var key;

    // kludge around NS/IE differences 
    if (typeof window.event != "undefined")
      key = window.event.keyCode;
    else if (e.which)
      key = e.which;

    return key;
  },

  get_target: function (e) {
    var target;

    if (!e)
      e = window.event;

    if (e.target)
      target = e.target;
    else if (e.srcElement)
      target = e.srcElement;

    if (target.nodeType != 1)
      target = target.parentNode;

    return target;
  },

  // does display property provide correct defaults?
  is_block: function (elem) {
    var tag = elem.nodeName.toLowerCase();

    return tag == "ol" || tag == "ul" || tag == "p" || tag == "dl" ||
           tag == "li" || tag == "table" || tag == "pre" ||
           tag == "h1" || tag == "h2" || tag == "h3" ||
           tag == "h4" || tag == "h5" || tag == "h6" ||
           tag == "blockquote" || tag == "address"; 
  },

  add_listener: function (element, event, handler) {
    if (window.addEventListener)
      element.addEventListener(event, handler, false);
    else
      element.attachEvent("on"+event, handler);
  },

  // used to prevent event propagation from field controls
  stop_propagation: function (event) {
    event = event ? event : window.event;
    event.cancelBubble = true;  // for IE

    if (event.stopPropagation)
      event.stopPropagation();

    return true;
  },

  cancel: function (event) {
    if (event)
    {
       event.cancel = true;
       event.returnValue = false;

      if (event.preventDefault)
        event.preventDefault();
    }

    w3c_slidy.key_wanted = false;
    return false;
  },

// for each language define an associative array
// and also the help text which is longer

  strings_es: {
    "slide":"pág.",
    "help?":"Ayuda",
    "contents?":"Índice",
    "table of contents":"tabla de contenidos",
    "Table of Contents":"Tabla de Contenidos",
    "restart presentation":"Reiniciar presentación",
    "restart?":"Inicio"
  },
  help_es:
    "Utilice el ratón, barra espaciadora, teclas Izda/Dcha, " +
    "o Re pág y Av pág. Use S y B para cambiar el tamaño de fuente.",

  strings_ca: {
    "slide":"pàg..",
    "help?":"Ajuda",
    "contents?":"Índex",
    "table of contents":"taula de continguts",
    "Table of Contents":"Taula de Continguts",
    "restart presentation":"Reiniciar presentació",
    "restart?":"Inici"
  },
  help_ca:
    "Utilitzi el ratolí, barra espaiadora, tecles Esq./Dta. " +
    "o Re pàg y Av pàg. Usi S i B per canviar grandària de font.",

  strings_cs: {
    "slide":"snímek",
    "help?":"nápověda",
    "contents?":"obsah",
    "table of contents":"obsah prezentace",
    "Table of Contents":"Obsah prezentace",
    "restart presentation":"znovu spustit prezentaci",
    "restart?":"restart"
  },
  help_cs:
    "Prezentaci můžete procházet pomocí kliknutí myši, mezerníku, " +
    "šipek vlevo a vpravo nebo kláves PageUp a PageDown. Písmo se " +
    "dá zvětšit a zmenšit pomocí kláves B a S.",

  strings_nl: {
    "slide":"pagina",
    "help?":"Help?",
    "contents?":"Inhoud?",
    "table of contents":"inhoudsopgave",
    "Table of Contents":"Inhoudsopgave",
    "restart presentation":"herstart presentatie",
    "restart?":"Herstart?"
  },
  help_nl:
     "Navigeer d.m.v. het muis, spatiebar, Links/Rechts toetsen, " +
     "of PgUp en PgDn. Gebruik S en B om de karaktergrootte te veranderen.",

  strings_de: {
    "slide":"Seite",
    "help?":"Hilfe",
    "contents?":"Übersicht",
    "table of contents":"Inhaltsverzeichnis",
    "Table of Contents":"Inhaltsverzeichnis",
    "restart presentation":"Präsentation neu starten",
    "restart?":"Neustart"
  },
  help_de:
    "Benutzen Sie die Maus, Leerschlag, die Cursortasten links/rechts oder " +
    "Page up/Page Down zum Wechseln der Seiten und S und B für die Schriftgrösse.",

  strings_pl: {
    "slide":"slajd",
    "help?":"pomoc?",
    "contents?":"spis treści?",
    "table of contents":"spis treści",
    "Table of Contents":"Spis Treści",
    "restart presentation":"Restartuj prezentację",
    "restart?":"restart?"
  },
  help_pl:
    "Zmieniaj slajdy klikając myszą, naciskając spację, strzałki lewo/prawo" +
    "lub PgUp / PgDn. Użyj klawiszy S i B, aby zmienić rozmiar czczionki.",

  strings_fr: {
    "slide":"page",
    "help?":"Aide",
    "contents?":"Index",
    "table of contents":"table des matières",
    "Table of Contents":"Table des matières",
    "restart presentation":"Recommencer l'exposé",
    "restart?":"Début"
  },
  help_fr:
    "Naviguez avec la souris, la barre d'espace, les flèches " +
    "gauche/droite ou les touches Pg Up, Pg Dn. Utilisez " +
    "les touches S et B pour modifier la taille de la police.",

  strings_hu: {
    "slide":"oldal",
    "help?":"segítség",
    "contents?":"tartalom",
    "table of contents":"tartalomjegyzék",
    "Table of Contents":"Tartalomjegyzék",
    "restart presentation":"bemutató újraindítása",
    "restart?":"újraindítás"
  },
  help_hu:
    "Az oldalak közti lépkedéshez kattintson az egérrel, vagy " +
    "használja a szóköz, a bal, vagy a jobb nyíl, illetve a Page Down, " +
    "Page Up billentyűket. Az S és a B billentyűkkel változtathatja " +
    "a szöveg méretét.",

  strings_it: {
    "slide":"pag.",
    "help?":"Aiuto",
    "contents?":"Indice",
    "table of contents":"indice",
    "Table of Contents":"Indice",
    "restart presentation":"Ricominciare la presentazione",
    "restart?":"Inizio"
  },
  help_it:
    "Navigare con mouse, barra spazio, frecce sinistra/destra o " +
    "PgUp e PgDn. Usare S e B per cambiare la dimensione dei caratteri.",

  strings_el: {
    "slide":"σελίδα",
    "help?":"βοήθεια;",
    "contents?":"περιεχόμενα;",
    "table of contents":"πίνακας περιεχομένων",
    "Table of Contents":"Πίνακας Περιεχομένων",
    "restart presentation":"επανεκκίνηση παρουσίασης",
    "restart?":"επανεκκίνηση;"
  },
  help_el:
    "Πλοηγηθείτε με το κλίκ του ποντικιού, το space, τα βέλη αριστερά/δεξιά, " +
    "ή Page Up και Page Down. Χρησιμοποιήστε τα πλήκτρα S και B για να αλλάξετε " +
    "το μέγεθος της γραμματοσειράς.",

  strings_ja: {
    "slide":"スライド",
    "help?":"ヘルプ",
    "contents?":"目次",
    "table of contents":"目次を表示",
    "Table of Contents":"目次",
    "restart presentation":"最初から再生",
    "restart?":"最初から"
  },
  help_ja:
     "マウス左クリック ・ スペース ・ 左右キー " +
     "または Page Up ・ Page Downで操作， S ・ Bでフォントサイズ変更",

  strings_zh: {
    "slide":"幻灯片",
    "help?":"帮助?",
    "contents?":"内容?",
    "table of contents":"目录",
    "Table of Contents":"目录",
    "restart presentation":"重新启动展示",
    "restart?":"重新启动?"
  },
  help_zh:
    "用鼠标点击, 空格条, 左右箭头, Pg Up 和 Pg Dn 导航. " +
    "用 S, B 改变字体大小.",

  strings_ru: {
    "slide":"слайд",
    "help?":"помощь?",
    "contents?":"содержание?",
    "table of contents":"оглавление",
    "Table of Contents":"Оглавление",
    "restart presentation":"перезапустить презентацию",
    "restart?":"перезапуск?"
  },
  help_ru:
    "Перемещайтесь кликая мышкой, используя клавишу пробел, стрелки" +
    "влево/вправо или Pg Up и Pg Dn. Клавиши S и B меняют размер шрифта.",

  strings_sv: {
    "slide":"sida",
    "help?":"hjälp",
    "contents?":"innehåll",
    "table of contents":"innehållsförteckning",
    "Table of Contents":"Innehållsförteckning",
    "restart presentation":"visa presentationen från början",
    "restart?":"börja om"
  },
  help_sv:
    "Bläddra med ett klick med vänstra musknappen, mellanslagstangenten, " +
    "vänster- och högerpiltangenterna eller tangenterna Pg Up, Pg Dn. " +
    "Använd tangenterna S och B för att ändra textens storlek.",

  strings: { },

  localize: function (src) {
    if (src == "")
      return src;

     // try full language code, e.g. en-US
     var s, lookup = w3c_slidy.strings[w3c_slidy.lang];

     if (lookup)
     {
       s = lookup[src];

       if (s)
        return s;
     }

     // strip country code suffix, e.g.
     // try en if undefined for en-US
     var lg = w3c_slidy.lang.split("-");

     if (lg.length > 1)
     {
       lookup = w3c_slidy.strings[lg[0]];

       if (lookup)
       {
         s = lookup[src];

         if (s)
          return s;
       }
     }

     // otherwise string as is
     return src;
  },

  init_localization: function () {
    var i18n = w3c_slidy;
    var help_text = w3c_slidy.help_text;

    // each such language array is declared in the localize array
    // this is used as in  w3c_slidy.localize("foo");
    this.strings = {
      "es":this.strings_es,
      "ca":this.strings_ca,
      "cs":this.strings_cs,
      "nl":this.strings_nl,
      "de":this.strings_de,
      "pl":this.strings_pl,
      "fr":this.strings_fr,
      "hu":this.strings_hu,
      "it":this.strings_it,
      "el":this.strings_el,
      "jp":this.strings_ja,
      "zh":this.strings_zh,
      "ru":this.strings_ru,
      "sv":this.strings_sv
    },

    i18n.strings_es[help_text] = i18n.help_es;
    i18n.strings_ca[help_text] = i18n.help_ca;
    i18n.strings_cs[help_text] = i18n.help_cs;
    i18n.strings_nl[help_text] = i18n.help_nl;
    i18n.strings_de[help_text] = i18n.help_de;
    i18n.strings_pl[help_text] = i18n.help_pl;
    i18n.strings_fr[help_text] = i18n.help_fr;
    i18n.strings_hu[help_text] = i18n.help_hu;
    i18n.strings_it[help_text] = i18n.help_it;
    i18n.strings_el[help_text] = i18n.help_el;
    i18n.strings_ja[help_text] = i18n.help_ja;
    i18n.strings_zh[help_text] = i18n.help_zh;
    i18n.strings_ru[help_text] = i18n.help_ru;
    i18n.strings_sv[help_text] = i18n.help_sv;

    w3c_slidy.lang = document.body.parentNode.getAttribute("lang");

    if (!w3c_slidy.lang)
      w3c_slidy.lang = document.body.parentNode.getAttribute("xml:lang");

    if (!w3c_slidy.lang)
      w3c_slidy.lang = "en";
  }
};

// hack for back button behavior
if (w3c_slidy.ie6 || w3c_slidy.ie7)
{
  document.write("<iframe id='historyFrame' " +
  "src='javascript:\"<html"+"></"+"html>\"' " +
  "height='1' width='1' " +
  "style='position:absolute;left:-800px'></iframe>");
}

// attach event listeners for initialization
w3c_slidy.set_up();

// hide the slides as soon as body element is available
// to reduce annoying screen mess before the onload event
setTimeout(w3c_slidy.hide_slides, 50);

"></script>
+</head>
+<body>
+<div class="slide titlepage">
+  <h1 class="title">R#1: Introduction to R and RStudio</h1>
+  <p class="author">
+Laurent Modolo <a href="mailto:laurent.modolo@ens-lyon.fr">laurent.modolo@ens-lyon.fr</a>
+  </p>
+  <p class="date">10 Oct 2019</p>
+</div>
+<div id="r1-introduction-to-r-and-rstudio" class="slide section level2">
+<h1>R#1: Introduction to R and RStudio</h1>
+<p>The goal of this practical is to familiarize yourself with R and the RStudio environment.</p>
+<p>The objectives of this session will be to:</p>
+<ul>
+<li>Understand the purpose of each pane in RStudio</li>
+<li>Do basic computation with R</li>
+<li>Define variables and assign data to variables</li>
+<li>Manage a workspace in R</li>
+<li>Call functions</li>
+<li>Manage packages</li>
+</ul>
+</div>
+<div id="acknowledgments" class="slide section level2">
+<h1>Acknowledgments</h1>
+
+</div>
+<div id="some-r-background" class="slide section level2">
+<h1>Some R background</h1>
+<p> is a programming language and free software environment for statistical computing and graphics supported by the <em>R Foundation for Statistical Computing</em>.</p>
+</div>
+<div id="some-r-background-1" class="slide section level2">
+<h1>Some R background</h1>
+<p></p>
+<ul>
+<li>Created by <strong>Ross Ihaka</strong> and <strong>Robert Gentleman</strong></li>
+<li>initial version released in 1995</li>
+<li>free and open-source implementation the S programming language</li>
+<li>currently developed by the <strong>R Development Core Team</strong>.</li>
+</ul>
+</div>
+<div id="some-r-background-2" class="slide section level2">
+<h1>Some R background</h1>
+<p>Reasons to use </p>
+<ul>
+<li><p>It’s free, well documented, and runs almost everywhere</p></li>
+<li><p>it has a large (and growing) user base among scientists</p></li>
+<li><p>it has a large library of external packages available for performing diverse tasks.</p></li>
+<li><p><strong>15,068</strong> available packages on <a href="https://cran.r-project.org/" class="uri">https://cran.r-project.org/</a></p></li>
+<li><p><strong>3,087</strong> available packages on <a href="http://www.bioconductor.org" class="uri">http://www.bioconductor.org</a></p></li>
+<li><p><strong>122,720</strong> available repository on <a href="https://github.com/" class="uri">https://github.com/</a></p></li>
+</ul>
+</div>
+<div id="some-r-background-3" class="slide section level2">
+<h1>Some R background</h1>
+<p></p>
+</div>
+<div id="rstudio-the-r-ide" class="slide section level2">
+<h1>RStudio, the R IDE</h1>
+
+<ul>
+<li>free</li>
+<li>open source</li>
+</ul>
+</div>
+<div id="an-interface" class="slide section level2">
+<h1>An interface</h1>
+<p></p>
+</div>
+<div id="the-same-console-as-before" class="slide section level2">
+<h1>The same console as before</h1>
+<p></p>
+</div>
+<div id="r-as-a-calculator" class="slide section level2">
+<h1>R as a calculator</h1>
+<ul>
+<li>Add: <code>+</code></li>
+<li>Divide: <code>/</code></li>
+<li>Multiply: <code>*</code></li>
+<li>Subtract: <code>-</code></li>
+<li>Exponents: <code>^</code> or <code>**</code></li>
+<li>Parentheses: <code>(</code>, <code>)</code></li>
+</ul>
+</div>
+<div id="r-as-a-calculator-1" class="slide section level2">
+<h1>R as a calculator</h1>
+<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1"></a><span class="dv">1</span> <span class="op">+</span><span class="st"> </span><span class="dv">100</span></span>
+<span id="cb1-2"><a href="#cb1-2"></a><span class="dv">1</span> <span class="op">+</span></span></code></pre></div>
+
+<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1"></a><span class="dv">3</span> <span class="op">+</span><span class="st"> </span><span class="dv">5</span> <span class="op">*</span><span class="st"> </span><span class="dv">2</span></span></code></pre></div>
+<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1"></a>(<span class="dv">3</span> <span class="op">+</span><span class="st"> </span><span class="dv">5</span>) <span class="op">*</span><span class="st"> </span><span class="dv">2</span></span></code></pre></div>
+
+<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1"></a>(<span class="dv">3</span> <span class="op">+</span><span class="st"> </span>(<span class="dv">5</span> <span class="op">*</span><span class="st"> </span>(<span class="dv">2</span> <span class="op">^</span><span class="st"> </span><span class="dv">2</span>))) <span class="co"># hard to read</span></span>
+<span id="cb4-2"><a href="#cb4-2"></a><span class="dv">3</span> <span class="op">+</span><span class="st"> </span><span class="dv">5</span> <span class="op">*</span><span class="st"> </span><span class="dv">2</span> <span class="op">^</span><span class="st"> </span><span class="dv">2</span>       <span class="co"># clear, if you remember the rules</span></span>
+<span id="cb4-3"><a href="#cb4-3"></a><span class="dv">3</span> <span class="op">+</span><span class="st"> </span><span class="dv">5</span> <span class="op">*</span><span class="st"> </span>(<span class="dv">2</span> <span class="op">^</span><span class="st"> </span><span class="dv">2</span>)     <span class="co"># if you forget some rules, this might help</span></span></code></pre></div>
+
+<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1"></a><span class="dv">2</span><span class="op">/</span><span class="dv">10000</span></span></code></pre></div>
+
+<p><code>2e-4</code> is shorthand for <code>2 * 10^(-4)</code></p>
+<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1"></a><span class="fl">5e3</span></span></code></pre></div>
+</div>
+<div id="mathematical-functions" class="slide section level2">
+<h1>Mathematical functions</h1>
+<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1"></a><span class="kw">log</span>(<span class="dv">1</span>)  <span class="co"># natural logarithm</span></span></code></pre></div>
+
+<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1"></a><span class="kw">log10</span>(<span class="dv">10</span>) <span class="co"># base-10 logarithm</span></span></code></pre></div>
+
+<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1"></a><span class="kw">exp</span>(<span class="fl">0.5</span>)</span></code></pre></div>
+
+<p>Compute the factorial of <code>9</code></p>
+
+<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1"></a><span class="kw">factorial</span>(<span class="dv">9</span>)</span></code></pre></div>
+</div>
+<div id="comparing-things" class="slide section level2">
+<h1>Comparing things</h1>
+<p>equality (note two equal signs read as “is equal to”)</p>
+<div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1"></a><span class="dv">1</span> <span class="op">==</span><span class="st"> </span><span class="dv">1</span></span></code></pre></div>
+
+<p>inequality (read as “is not equal to”)</p>
+<div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1"></a><span class="dv">1</span> <span class="op">!=</span><span class="st"> </span><span class="dv">2</span> </span></code></pre></div>
+
+<p>less than</p>
+<div class="sourceCode" id="cb13"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1"></a><span class="dv">1</span> <span class="op">&lt;</span><span class="st"> </span><span class="dv">2</span></span></code></pre></div>
+
+<p>less than or equal to</p>
+<div class="sourceCode" id="cb14"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb14-1"><a href="#cb14-1"></a><span class="dv">1</span> <span class="op">&lt;=</span><span class="st"> </span><span class="dv">1</span></span></code></pre></div>
+
+<p>greater than</p>
+<div class="sourceCode" id="cb15"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb15-1"><a href="#cb15-1"></a><span class="dv">1</span> <span class="op">&gt;</span><span class="st"> </span><span class="dv">0</span></span></code></pre></div>
+</div>
+<div id="variables-and-assignment" class="slide section level2">
+<h1>Variables and assignment</h1>
+<p><code>&lt;-</code> is the assignment operator in R. (read as left member take right member value)</p>
+<div class="sourceCode" id="cb16"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb16-1"><a href="#cb16-1"></a>x &lt;-<span class="st"> </span><span class="dv">1</span><span class="op">/</span><span class="dv">40</span></span></code></pre></div>
+<div class="sourceCode" id="cb17"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb17-1"><a href="#cb17-1"></a>x</span></code></pre></div>
+</div>
+<div id="the-environment" class="slide section level2">
+<h1>The environment</h1>
+<p></p>
+</div>
+<div id="variables-and-assignment-1" class="slide section level2">
+<h1>Variables and assignment</h1>
+<div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1"></a><span class="kw">log</span>(x)</span>
+<span id="cb18-2"><a href="#cb18-2"></a>x &lt;-<span class="st"> </span><span class="dv">100</span></span>
+<span id="cb18-3"><a href="#cb18-3"></a><span class="kw">log</span>(x)</span></code></pre></div>
+
+<div class="sourceCode" id="cb19"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb19-1"><a href="#cb19-1"></a>x &lt;-<span class="st"> </span>x <span class="op">+</span><span class="st"> </span><span class="dv">1</span></span>
+<span id="cb19-2"><a href="#cb19-2"></a>y &lt;-<span class="st"> </span>x <span class="op">*</span><span class="st"> </span><span class="dv">2</span></span></code></pre></div>
+
+<div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb20-1"><a href="#cb20-1"></a>z &lt;-<span class="st"> &quot;x&quot;</span></span>
+<span id="cb20-2"><a href="#cb20-2"></a>x <span class="op">+</span><span class="st"> </span>z</span></code></pre></div>
+</div>
+<div id="variables-and-assignment-2" class="slide section level2">
+<h1>Variables and assignment</h1>
+<p>Variable names can contain letters, numbers, underscores and periods.</p>
+<p>They cannot start with a number nor contain spaces at all.</p>
+<p>Different people use different conventions for long variable names, these include</p>
+<div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1"></a>periods.between.words</span>
+<span id="cb21-2"><a href="#cb21-2"></a>underscores_between_words</span>
+<span id="cb21-3"><a href="#cb21-3"></a>camelCaseToSeparateWords</span></code></pre></div>
+<p>What you use is up to you, but be consistent.</p>
+
+<p>It is also possible to use the <code>=</code> operator for assignment but <strong>don’t do it !</strong></p>
+</div>
+<div id="variables-and-assignment-3" class="slide section level2">
+<h1>Variables and assignment</h1>
+<p>Which of the following are valid R variable names?</p>
+<pre><code>min_height
+max.height
+_age
+.mass
+MaxLength
+min-length
+2widths
+celsius2kelvin</code></pre>
+<p><strong><a href="http://perso.ens-lyon.fr/laurent.modolo/R/1_a" class="uri">http://perso.ens-lyon.fr/laurent.modolo/R/1_a</a></strong></p>
+</div>
+<div id="functions-are-also-variables" class="slide section level2">
+<h1>Functions are also variables</h1>
+<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1"></a>logarithm &lt;-<span class="st"> </span>log</span></code></pre></div>
+
+<p>A R function can have different arguments</p>
+<div class="sourceCode" id="cb24"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb24-1"><a href="#cb24-1"></a><span class="cf">function</span> (x, <span class="dt">base =</span> <span class="kw">exp</span>(<span class="dv">1</span>))</span></code></pre></div>
+<ul>
+<li><code>base</code> is a named argument are read from left to right</li>
+<li>named arguments breaks the reading order</li>
+<li>named arguments make your code more readable</li>
+</ul>
+
+<p>To know more about the <code>log</code> function we can read its manual.</p>
+<div class="sourceCode" id="cb25"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb25-1"><a href="#cb25-1"></a><span class="kw">help</span>(log)</span></code></pre></div>
+
+<div class="sourceCode" id="cb26"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb26-1"><a href="#cb26-1"></a>?log</span></code></pre></div>
+</div>
+<div id="various-output" class="slide section level2">
+<h1>Various output</h1>
+<p></p>
+</div>
+<div id="functions-are-also-variables-1" class="slide section level2">
+<h1>Functions are also variables</h1>
+<p>Test that your <code>logarithm</code> function can work in base 10</p>
+
+<div class="sourceCode" id="cb27"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb27-1"><a href="#cb27-1"></a><span class="dv">10</span><span class="op">^</span><span class="kw">logarithm</span>(<span class="dv">12</span>, <span class="dt">base =</span> <span class="dv">10</span>)</span></code></pre></div>
+</div>
+<div id="functions-are-also-variables-2" class="slide section level2">
+<h1>Functions are also variables</h1>
+<p>We can also define our own function with</p>
+<div class="sourceCode" id="cb28"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb28-1"><a href="#cb28-1"></a><span class="op">&lt;</span>FUNCTION_NAME<span class="op">&gt;</span><span class="st"> </span><span class="er">&lt;</span><span class="op">-</span><span class="st"> </span><span class="cf">function</span>(a, b){</span>
+<span id="cb28-2"><a href="#cb28-2"></a>  <span class="op">&lt;</span>RESULT_<span class="dv">1</span><span class="op">&gt;</span><span class="st"> </span><span class="er">&lt;</span><span class="op">-</span><span class="st"> </span><span class="er">&lt;</span>OPERATION_<span class="dv">1</span><span class="op">&gt;</span>(a, b)</span>
+<span id="cb28-3"><a href="#cb28-3"></a>  <span class="op">&lt;</span>RESULT_<span class="dv">2</span><span class="op">&gt;</span><span class="st"> </span><span class="er">&lt;</span><span class="op">-</span><span class="st"> </span><span class="er">&lt;</span>OPERATION_<span class="dv">2</span><span class="op">&gt;</span>(<span class="op">&lt;</span>RESULT_<span class="dv">1</span><span class="op">&gt;</span>, b)</span>
+<span id="cb28-4"><a href="#cb28-4"></a>  <span class="kw">return</span>(<span class="op">&lt;</span>RESULT_<span class="dv">2</span><span class="op">&gt;</span>)</span>
+<span id="cb28-5"><a href="#cb28-5"></a>}</span></code></pre></div>
+
+<p>write a function to test the base of the logarithm function</p>
+</div>
+
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+padding-top: 0.2em;
+padding-bottom: 0.2em;
+padding-left: 1em;
+padding-right: 1em;
+border-style: solid;
+border-left-width: 1em;
+border-top-width: thin;
+border-right-width: thin;
+border-bottom-width: thin;
+border-color: #95ABD0;
+color: #00428C;
+background-color: #E4E5E7;
+}
+li pre { margin-left: 0; }
+blockquote { font-style: italic }
+img { background-color: transparent }
+p.copyright { font-size: smaller }
+.center { text-align: center }
+.footnote { font-size: smaller; margin-left: 2em; }
+a img { border-width: 0; border-style: none }
+a:visited { color: navy }
+a:link { color: navy }
+a:hover { color: red; text-decoration: underline }
+a:active { color: red; text-decoration: underline }
+a {text-decoration: none}
+.toolbar a:link {color: blue}
+.toolbar a:visited {color: blue}
+.toolbar a:active {color: red}
+.toolbar a:hover {color: red}
+ul { list-style-type: square; }
+ul ul { list-style-type: disc; }
+ul ul ul { list-style-type: circle; }
+ul ul ul ul { list-style-type: disc; }
+li { margin-left: 0.5em; margin-top: 0.5em; }
+li li { font-size: 85%; font-style: italic }
+li li li { font-size: 85%; font-style: normal }
+div dt
+{
+margin-left: 0;
+margin-top: 1em;
+margin-bottom: 0.5em;
+font-weight: bold;
+}
+div dd
+{
+margin-left: 2em;
+margin-bottom: 0.5em;
+}
+p,pre,ul,ol,blockquote,h2,h3,h4,h5,h6,dl,table {
+margin-left: 1em;
+margin-right: 1em;
+}
+p.subhead { font-weight: bold; margin-top: 2em; }
+.smaller { font-size: smaller }
+.bigger { font-size: 130% }
+td,th { padding: 0.2em }
+ul {
+margin: 0.5em 1.5em 0.5em 1.5em;
+padding: 0;
+}
+ol {
+margin: 0.5em 1.5em 0.5em 1.5em;
+padding: 0;
+}
+ul { list-style-type: square; }
+ul ul { list-style-type: disc; }
+ul ul ul { list-style-type: circle; }
+ul ul ul ul { list-style-type: disc; }
+ul li { list-style: square;
+margin: 0.1em 0em 0.6em 0;
+padding: 0 0 0 0;
+line-height: 140%;
+}
+ol li { margin: 0.1em 0em 0.6em 1.5em;
+padding: 0 0 0 0px;
+line-height: 140%;
+list-style-type: decimal;
+}
+li ul li { font-size: 85%; font-style: italic;
+list-style-type: disc;
+background: transparent;
+padding: 0 0 0 0;
+}
+li li ul li { font-size: 85%; font-style: normal;
+list-style-type: circle;
+background: transparent;
+padding: 0 0 0 0;
+}
+li li li ul li {
+list-style-type: disc;
+background: transparent;
+padding: 0 0 0 0;
+}
+li ol li {
+list-style-type: decimal;
+}
+li li ol li {
+list-style-type: decimal;
+}
+
+ol.outline li:hover { cursor: pointer }
+ol.outline li.nofold:hover { cursor: default }
+ul.outline li:hover { cursor: pointer }
+ul.outline li.nofold:hover { cursor: default }
+ol.outline { list-style:decimal; }
+ol.outline ol { list-style-type:lower-alpha }
+ol.outline li.nofold {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAIACAMzMzOvr/ywAAAAACQAJAAACD4SPoRvG614Dctb4MEMcFAA7) no-repeat 0px 0.5em;
+}
+ol.outline li.unfolded {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACEYyPoivG614LAlg7ZZbxoR8UADs=) no-repeat 0px 0.5em;
+}
+ol.outline li.folded {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACFIyPoiu2sJyCyoF7W3hxz850CFIAADs=) no-repeat 0px 0.5em;
+}
+ol.outline li.unfolded:hover {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACEYSPoivG614DIlg7ZZbxoQ8UADs=) no-repeat 0px 0.5em;
+}
+ol.outline li.folded:hover {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACFISPoiu2sZyCyoV7G3hxz850CFIAADs=) no-repeat 0px 0.5em;
+}
+ul.outline li.nofold {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAIACAMzMzOvr/ywAAAAACQAJAAACD4SPoRvG614Dctb4MEMcFAA7) no-repeat 0px 0.5em;
+}
+ul.outline li.unfolded {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACEYyPoivG614LAlg7ZZbxoR8UADs=) no-repeat 0px 0.5em;
+}
+ul.outline li.folded {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACFIyPoiu2sJyCyoF7W3hxz850CFIAADs=) no-repeat 0px 0.5em;
+}
+ul.outline li.unfolded:hover {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACEYSPoivG614DIlg7ZZbxoQ8UADs=) no-repeat 0px 0.5em;
+}
+ul.outline li.folded:hover {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACFISPoiu2sZyCyoV7G3hxz850CFIAADs=) no-repeat 0px 0.5em;
+}
+
+a.titleslide { font-weight: bold; font-style: italic }
+
+img.hidden { display: none; visibility: hidden }
+div.initial_prompt { display: none; visibility: hidden }
+div.slide {
+visibility: visible;
+position: inherit;
+}
+div.handout {
+border-top-style: solid;
+border-top-width: thin;
+border-top-color: black;
+}
+@media screen {
+.hidden { display: none; visibility: visible }
+div.slide.hidden { display: block; visibility: visible }
+div.handout.hidden { display: block; visibility: visible }
+div.background { display: none; visibility: hidden }
+body.single_slide div.initial_prompt { display: block; visibility: visible }
+body.single_slide div.background { display: block; visibility: visible }
+body.single_slide div.background.hidden { display: none; visibility: hidden }
+body.single_slide .invisible { visibility: hidden }
+body.single_slide .hidden { display: none; visibility: hidden }
+body.single_slide div.slide { position: absolute }
+body.single_slide div.handout { display: none; visibility: hidden }
+}
+@media print {
+.hidden { display: block; visibility: visible }
+div.slide pre { font-size: 60%; padding-left: 0.5em; }
+div.toolbar { display: none; visibility: hidden; }
+div.slidy_toc { display: none; visibility: hidden; }
+div.background { display: none; visibility: hidden; }
+div.slide { page-break-before: always }
+
+div.slide.first-slide { page-break-before: avoid }
+}
+
+
+.jslider table {
+margin-left: 0em;
+margin-right: 0em;
+}
+
+table.dataTable, .shiny-datatable-output div {
+font-size: 14pt;
+}
+
+.dataTables_info, .dataTables_paginate {
+font-size: 19px;
+}
+
+pre.sourceCode, code.sourceCode {
+font-size: 80%;
+}
+
+label, button, input, select, textarea {
+font-size: 14pt;
+}
+
+ul.nav, ul.nav li {
+list-style-type: none;
+}
+</style>
+  <script src="data:application/javascript;base64,/* slidy.js

   Copyright (c) 2005-2013 W3C (MIT, ERCIM, Keio), All Rights Reserved.
   W3C liability, trademark, document use and software licensing
   rules apply, see:

   http://www.w3.org/Consortium/Legal/copyright-documents
   http://www.w3.org/Consortium/Legal/copyright-software

   Defines single name "w3c_slidy" in global namespace
   Adds event handlers without trampling on any others
*/

// the slidy object implementation
var w3c_slidy = {
  // classify which kind of browser we're running under
  ns_pos: (typeof window.pageYOffset!='undefined'),
  khtml: ((navigator.userAgent).indexOf("KHTML") >= 0 ? true : false),
  opera: ((navigator.userAgent).indexOf("Opera") >= 0 ? true : false),
  ipad: ((navigator.userAgent).indexOf("iPad") >= 0 ? true : false),
  iphone: ((navigator.userAgent).indexOf("iPhone") >= 0 ? true : false),
  android: ((navigator.userAgent).indexOf("Android") >= 0 ? true : false),
  ie: (typeof document.all != "undefined" && !this.opera),
  ie6: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 6") != -1),
  ie7: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 7") != -1),
  ie8: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 8") != -1),
  ie9: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 9") != -1),

  // data for swipe and double tap detection on touch screens
  last_tap: 0,
  prev_tap: 0,
  start_x: 0,
  start_y: 0,
  delta_x: 0,
  delta_y: 0,

  // are we running as XHTML? (doesn't work on Opera)
  is_xhtml: /xml/.test(document.contentType),

  slide_number: 0, // integer slide count: 0, 1, 2, ...
  slide_number_element: null, // element containing slide number
  slides: [], // set to array of slide div's
  notes: [], // set to array of handout div's
  backgrounds: [], // set to array of background div's
  observers: [], // list of observer functions
  toolbar: null, // element containing toolbar
  title: null, // document title
  last_shown: null, // last incrementally shown item
  eos: null,  // span element for end of slide indicator
  toc: null, // table of contents
  outline: null, // outline element with the focus
  selected_text_len: 0, // length of drag selection on document
  view_all: 0,  // 1 to view all slides + handouts
  want_toolbar: true,  // user preference to show/hide toolbar
  mouse_click_enabled: true, // enables left click for next slide
  scroll_hack: 0, // IE work around for position: fixed
  disable_slide_click: false,  // used by clicked anchors

  lang: "en", // updated to language specified by html file

  help_anchor: null, // used for keyboard focus hack in showToolbar()
  help_page: "http://www.w3.org/Talks/Tools/Slidy2/help/help.html",
  help_text: "Navigate with mouse click, space bar, Cursor Left/Right, " +
             "or Pg Up and Pg Dn. Use S and B to change font size.",

  size_index: 0,
  size_adjustment: 0,
  sizes:  new Array("10pt", "12pt", "14pt", "16pt", "18pt", "20pt",
                    "22pt", "24pt", "26pt", "28pt", "30pt", "32pt"),

  // needed for efficient resizing
  last_width: 0,
  last_height: 0,


  // Needed for cross browser support for relative width/height on
  // object elements. The work around is to save width/height attributes
  // and then to recompute absolute width/height dimensions on resizing
   objects: [],

  // attach initialiation event handlers
  set_up: function () {
    var init = function() { w3c_slidy.init(); };
    if (typeof window.addEventListener != "undefined")
      window.addEventListener("load", init, false);
    else
      window.attachEvent("onload", init);
  },

  hide_slides: function () {
    if (document.body && !w3c_slidy.initialized)
      document.body.style.visibility = "hidden";
    else
      setTimeout(w3c_slidy.hide_slides, 50);
  },

  // hack to persuade IE to compute correct document height
  // as needed for simulating fixed positioning of toolbar
  ie_hack: function () {
    window.resizeBy(0,-1);
    window.resizeBy(0, 1);
  },

  init: function () {
    //alert("slidy starting test 10");
    document.body.style.visibility = "visible";
    this.init_localization();
    this.add_toolbar();
    this.wrap_implicit_slides();
    this.collect_slides();
    this.collect_notes();
    this.collect_backgrounds();
    this.objects = document.body.getElementsByTagName("object");
    this.patch_anchors();
    this.slide_number = this.find_slide_number(location.href);
    window.offscreenbuffering = true;
    this.size_adjustment = this.find_size_adjust();
    this.time_left = this.find_duration();
    this.hide_image_toolbar();  // suppress IE image toolbar popup
    this.init_outliner();  // activate fold/unfold support
    this.title = document.title;
    this.keyboardless = (this.ipad||this.iphone||this.android);

    if (this.keyboardless)
    {
      w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden")
      this.want_toolbar = 0;
    }

    // work around for opera bug
    this.is_xhtml = (document.body.tagName == "BODY" ? false : true);

    if (this.slides.length > 0)
    {
      var slide = this.slides[this.slide_number];
   
      if (this.slide_number > 0)
      {
        this.set_visibility_all_incremental("visible");
        this.last_shown = this.previous_incremental_item(null);
        this.set_eos_status(true);
      }
      else
      {
        this.last_shown = null;
        this.set_visibility_all_incremental("hidden");
        this.set_eos_status(!this.next_incremental_item(this.last_shown));
      }

      this.set_location();
      this.add_class(this.slides[0], "first-slide");
      w3c_slidy.show_slide(slide);
    }

    this.toc = this.table_of_contents();

    this.add_initial_prompt();

    // bind event handlers without interfering with custom page scripts
    // Tap events behave too weirdly to support clicks reliably on
    // iPhone and iPad, so exclude these from click handler

    if (!this.keyboardless)
    {
      this.add_listener(document.body, "click", this.mouse_button_click);
      this.add_listener(document.body, "mousedown", this.mouse_button_down);
    }

    this.add_listener(document, "keydown", this.key_down);
    this.add_listener(document, "keypress", this.key_press);
    this.add_listener(window, "resize", this.resized);
    this.add_listener(window, "scroll", this.scrolled);
    this.add_listener(window, "unload", this.unloaded);

    this.add_listener(document, "gesturechange", function ()
    {
      return false;
    });

    this.attach_touch_handers(this.slides);

    // this seems to be a debugging hack
    //if (!document.body.onclick)
    //  document.body.onclick = function () { };

    this.single_slide_view();

    //this.set_location();

    this.resized();

    if (this.ie7)
      setTimeout(w3c_slidy.ie_hack, 100);

    this.show_toolbar();

    // for back button detection
    setInterval(function () { w3c_slidy.check_location(); }, 200);
    w3c_slidy.initialized = true;
  },

  // create div element with links to each slide
  table_of_contents: function () {
    var toc = this.create_element("div");
    this.add_class(toc, "slidy_toc hidden");
    //toc.setAttribute("tabindex", "0");

    var heading = this.create_element("div");
    this.add_class(heading, "toc-heading");
    heading.innerHTML = this.localize("Table of Contents");

    toc.appendChild(heading);
    var previous = null;

    for (var i = 0; i < this.slides.length; ++i)
    {
      var title = this.has_class(this.slides[i], "title");
      var num = document.createTextNode((i + 1) + ". ");

      toc.appendChild(num);

      var a = this.create_element("a");
      a.setAttribute("href", "#(" + (i+1) + ")");

      if (title)
        this.add_class(a, "titleslide");

      var name = document.createTextNode(this.slide_name(i));
      a.appendChild(name);
      a.onclick = w3c_slidy.toc_click;
      a.onkeydown = w3c_slidy.toc_key_down;
      a.previous = previous;

      if (previous)
        previous.next = a;

      toc.appendChild(a);

      if (i == 0)
        toc.first = a;

      if (i < this.slides.length - 1)
      {
        var br = this.create_element("br");
        toc.appendChild(br);
      }

      previous = a;
    }

    toc.focus = function () {
      if (this.first)
        this.first.focus();
    }

    toc.onmouseup = w3c_slidy.mouse_button_up;

    toc.onclick = function (e) {
      e||(e=window.event);

      if (w3c_slidy.selected_text_len <= 0)
         w3c_slidy.hide_table_of_contents(true);

      w3c_slidy.stop_propagation(e);
    
      if (e.cancel != undefined)
        e.cancel = true;
      
      if (e.returnValue != undefined)
        e.returnValue = false;
      
      return false;
    };

    document.body.insertBefore(toc, document.body.firstChild);
    return toc;
  },

  is_shown_toc: function () {
    return !w3c_slidy.has_class(w3c_slidy.toc, "hidden");
  },

  show_table_of_contents: function () {
    w3c_slidy.remove_class(w3c_slidy.toc, "hidden");
    var toc = w3c_slidy.toc;
    toc.focus();

    if (w3c_slidy.ie7 && w3c_slidy.slide_number == 0)
      setTimeout(w3c_slidy.ie_hack, 100);
  },

  hide_table_of_contents: function (focus) {
    w3c_slidy.add_class(w3c_slidy.toc, "hidden");

    if (focus && !w3c_slidy.opera &&
        !w3c_slidy.has_class(w3c_slidy.toc, "hidden"))
      w3c_slidy.set_focus();
  },

  toggle_table_of_contents: function () {
    if (w3c_slidy.is_shown_toc())
      w3c_slidy.hide_table_of_contents(true);
    else
      w3c_slidy.show_table_of_contents();
  },

  // called on clicking toc entry
  toc_click: function (e) {
    if (!e)
      e = window.event;

    var target = w3c_slidy.get_target(e);

    if (target && target.nodeType == 1)
    {
      var uri = target.getAttribute("href");

      if (uri)
      {
        //alert("going to " + uri);
        var slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);
        w3c_slidy.slide_number = w3c_slidy.find_slide_number(uri);
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.last_shown = null;
        w3c_slidy.set_location();
        w3c_slidy.set_visibility_all_incremental("hidden");
        w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
        w3c_slidy.show_slide(slide);
        //target.focus();

        try
        {
          if (!w3c_slidy.opera)
            w3c_slidy.set_focus();
        }
        catch (e)
        {
        }
      }
    }

    w3c_slidy.hide_table_of_contents(true);
    if (w3c_slidy.ie7) w3c_slidy.ie_hack();
    w3c_slidy.stop_propagation(e);
    return w3c_slidy.cancel(e);
  },

  // called onkeydown for toc entry
  toc_key_down: function (event) {
    var key;

    if (!event)
      var event = window.event;

    // kludge around NS/IE differences 
    if (window.event)
      key = window.event.keyCode;
    else if (event.which)
      key = event.which;
    else
      return true; // Yikes! unknown browser

    // ignore event if key value is zero
    // as for alt on Opera and Konqueror
    if (!key)
      return true;

    // check for concurrent control/command/alt key
    // but are these only present on mouse events?

    if (event.ctrlKey || event.altKey)
      return true;

    if (key == 13)
    {
      var uri = this.getAttribute("href");

      if (uri)
      {
        //alert("going to " + uri);
       var slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);
        w3c_slidy.slide_number = w3c_slidy.find_slide_number(uri);
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.last_shown = null;
        w3c_slidy.set_location();
        w3c_slidy.set_visibility_all_incremental("hidden");
        w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
        w3c_slidy.show_slide(slide);
        //target.focus();

        try
        {
          if (!w3c_slidy.opera)
            w3c_slidy.set_focus();
        }
        catch (e)
        {
        }
      }

      w3c_slidy.hide_table_of_contents(true);

      if (self.ie7)
       w3c_slidy.ie_hack();

      return w3c_slidy.cancel(event);
    }

    if (key == 40 && this.next)
    {
      this.next.focus();
      return w3c_slidy.cancel(event);
    }

    if (key == 38 && this.previous)
    {
      this.previous.focus();
      return w3c_slidy.cancel(event);
    }

    return true;
  },

  touchstart: function (e)
  {
    // a double touch often starts with a
    // single touch due to fingers touching
    // down at slightly different times
    // thus avoid calling preventDefault here
    this.prev_tap = this.last_tap;
    this.last_tap = (new Date).getTime();

    var tap_delay = this.last_tap - this.prev_tap;

    if (tap_delay <= 200)
    {
      // double tap
    }

    var touch = e.touches[0];

    this.pageX = touch.pageX;
    this.pageY = touch.pageY;
    this.screenX = touch.screenX;
    this.screenY = touch.screenY;
    this.clientX = touch.clientX;
    this.clientY = touch.clientY;

    this.delta_x = this.delta_y = 0;
  },

  touchmove: function (e)
  {
    // override native gestures for single touch
    if (e.touches.length > 1)
      return;

    e.preventDefault();
    var touch = e.touches[0];
    this.delta_x = touch.pageX - this.pageX;
    this.delta_y = touch.pageY - this.pageY;
  },

  touchend: function (e)
  {
    // default behavior for multi-touch
    if (e.touches.length > 1)
      return;

    var delay = (new Date).getTime() - this.last_tap;
    var dx = this.delta_x;
    var dy = this.delta_y;
    var abs_dx = Math.abs(dx);
    var abs_dy = Math.abs(dy);

    if (delay < 500 && (abs_dx > 100 || abs_dy > 100))
    {
      if (abs_dx > 0.5 * abs_dy)
      {
        e.preventDefault();

        if (dx < 0)
          w3c_slidy.next_slide(true);
        else
          w3c_slidy.previous_slide(true);
      }
      else if (abs_dy > 2 * abs_dx)
      {
        e.preventDefault();
        w3c_slidy.toggle_table_of_contents();
      }
    }
  },

  // ### OBSOLETE ###
  before_print: function () {
    this.show_all_slides();
    this.hide_toolbar();
    alert("before print");
  },

  // ### OBSOLETE ###
  after_print: function () {
    if (!this.view_all)
    {
      this.single_slide_view();
      this.show_toolbar();
    }
    alert("after print");
  },

  // ### OBSOLETE ###
  print_slides: function () {
    this.before_print();
    window.print();
    this.after_print();
  },

  // ### OBSOLETE ?? ###
  toggle_view: function () {
    if (this.view_all)
    {
      this.single_slide_view();
      this.show_toolbar();
      this.view_all = 0;
    }
    else
    {
      this.show_all_slides();
      this.hide_toolbar();
      this.view_all = 1;
    }
  },

  // prepare for printing  ### OBSOLETE ###
  show_all_slides: function () {
    this.remove_class(document.body, "single_slide");
    this.set_visibility_all_incremental("visible");
  },

  // restore after printing  ### OBSOLETE ###
  single_slide_view: function () {
    this.add_class(document.body, "single_slide");
    this.set_visibility_all_incremental("visible");
    this.last_shown = this.previous_incremental_item(null);
  },

  // suppress IE's image toolbar pop up
  hide_image_toolbar: function () {
    if (!this.ns_pos)
    {
      var images = document.getElementsByTagName("IMG");

      for (var i = 0; i < images.length; ++i)
        images[i].setAttribute("galleryimg", "no");
    }
  },

  unloaded: function (e) {
    //alert("unloaded");
  },

  // Safari and Konqueror don't yet support getComputedStyle()
  // and they always reload page when location.href is updated
  is_KHTML: function () {
    var agent = navigator.userAgent;
    return (agent.indexOf("KHTML") >= 0 ? true : false);
  },

  // find slide name from first h1 element
  // default to document title + slide number
  slide_name: function (index) {
    var name = null;
    var slide = this.slides[index];

    var heading = this.find_heading(slide);

    if (heading)
      name = this.extract_text(heading);

    if (!name)
      name = this.title + "(" + (index + 1) + ")";

    name.replace(/\&/g, "&amp;");
    name.replace(/\</g, "&lt;");
    name.replace(/\>/g, "&gt;");

    return name;
  },

  // find first h1 element in DOM tree
  find_heading: function (node) {
    if (!node || node.nodeType != 1)
      return null;

    if (node.nodeName == "H1" || node.nodeName == "h1")
      return node;

    var child = node.firstChild;

    while (child)
    {
      node = this.find_heading(child);

      if (node)
        return node;

      child = child.nextSibling;
    }

    return null;
  },

  // recursively extract text from DOM tree
  extract_text: function (node) {
    if (!node)
      return "";

    // text nodes
    if (node.nodeType == 3)
      return node.nodeValue;

    // elements
    if (node.nodeType == 1)
    {
      node = node.firstChild;
      var text = "";

      while (node)
      {
        text = text + this.extract_text(node);
        node = node.nextSibling;
      }

      return text;
    }

    return "";
  },

  // find copyright text from meta element
  find_copyright: function () {
    var name, content;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "copyright")
        return content;
    }

    return null;
  },

  find_size_adjust: function () {
    var name, content, offset;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "font-size-adjustment")
        return 1 * content;
    }

    return 1;
  },

  // <meta name="duration" content="20" />  for 20 minutes
  find_duration: function () {
    var name, content, offset;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "duration")
        return 60000 * content;
    }

    return null;
  },

  replace_by_non_breaking_space: function (str) {
    for (var i = 0; i < str.length; ++i)
      str[i] = 160;
  },

  // ### CHECK ME ### is use of "li" okay for text/html?
  // for XHTML do we also need to specify namespace?
  init_outliner: function () {
    var items = document.getElementsByTagName("li");

    for (var i = 0; i < items.length; ++i)
    {
      var target = items[i];

      if (!this.has_class(target.parentNode, "outline"))
        continue;

      target.onclick = this.outline_click;
/* ### more work needed for IE6
      if (!this.ns_pos)
      {
        target.onmouseover = this.hover_outline;
        target.onmouseout = this.unhover_outline;
      }
*/
      if (this.foldable(target))
      {
        target.foldable = true;
        target.onfocus = function () {w3c_slidy.outline = this;};
        target.onblur = function () {w3c_slidy.outline = null;};

        if (!target.getAttribute("tabindex"))
          target.setAttribute("tabindex", "0");

        if (this.has_class(target, "expand"))
          this.unfold(target);
        else
          this.fold(target);
      }
      else
      {
        this.add_class(target, "nofold");
        target.visible = true;
        target.foldable = false;
      }
    }
  },

  foldable: function (item) {
    if (!item || item.nodeType != 1)
      return false;

    var node = item.firstChild;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node))
        return true;

      node = node.nextSibling;
    }

    return false;
  },

  // ### CHECK ME ### switch to add/remove "hidden" class
  fold: function (item) {
    if (item)
    {
      this.remove_class(item, "unfolded");
      this.add_class(item, "folded");
    }

    var node = item ? item.firstChild : null;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node)) // element
      {
         w3c_slidy.add_class(node, "hidden");
      }

      node = node.nextSibling;
    }

    item.visible = false;
  },

  // ### CHECK ME ### switch to add/remove "hidden" class
  unfold: function (item) {
    if (item)
    {
      this.add_class(item, "unfolded");
      this.remove_class(item, "folded");
    }

    var node = item ? item.firstChild : null;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node)) // element
      {
        w3c_slidy.remove_class(node, "hidden");
      }

      node = node.nextSibling;
    }

    item.visible = true;
  },

  outline_click: function (e) {
    if (!e)
      e = window.event;

    var rightclick = false;
    var target = w3c_slidy.get_target(e);

    while (target && target.visible == undefined)
      target = target.parentNode;

    if (!target)
      return true;

    if (e.which)
      rightclick = (e.which == 3);
    else if (e.button)
      rightclick = (e.button == 2);

    if (!rightclick && target.visible != undefined)
    {
      if (target.foldable)
      {
        if (target.visible)
          w3c_slidy.fold(target);
        else
          w3c_slidy.unfold(target);
      }

      w3c_slidy.stop_propagation(e);
      e.cancel = true;
      e.returnValue = false;
    }

    return false;
  },

  add_initial_prompt: function () {
    var prompt = this.create_element("div");
    prompt.setAttribute("class", "initial_prompt");

    var p1 = this.create_element("p");
    prompt.appendChild(p1);
    p1.setAttribute("class", "help");

    if (this.keyboardless)
      p1.innerHTML = "swipe left to move to next slide";
    else
      p1.innerHTML = "Space, Right Arrow or swipe left to move to " +
                     "next slide, click help below for more details";

    this.add_listener(prompt, "click", function (e) {
      document.body.removeChild(prompt);
      w3c_slidy.stop_propagation(e);
    
      if (e.cancel != undefined)
        e.cancel = true;
      
      if (e.returnValue != undefined)
        e.returnValue = false;
      
      return false;
    });

    document.body.appendChild(prompt);
    this.initial_prompt = prompt;
    setTimeout(function() {document.body.removeChild(prompt);}, 5000);
  },

  add_toolbar: function () {
    var counter, page;

     this.toolbar = this.create_element("div");
     this.toolbar.setAttribute("class", "toolbar");

     // a reasonably behaved browser
     if (this.ns_pos || !this.ie6)
     {
       var right = this.create_element("div");
       right.setAttribute("style", "float: right; text-align: right");

       counter = this.create_element("span")
       counter.innerHTML = this.localize("slide") + " n/m";
       right.appendChild(counter);
       this.toolbar.appendChild(right);

       var left = this.create_element("div");
       left.setAttribute("style", "text-align: left");

       // global end of slide indicator
       this.eos = this.create_element("span");
       this.eos.innerHTML = "* ";
       left.appendChild(this.eos);

       var help = this.create_element("a");
       help.setAttribute("href", this.help_page);
       help.setAttribute("title", this.localize(this.help_text));
       help.innerHTML = this.localize("help?");
       left.appendChild(help);
       help.style.display="none"; 
       this.help_anchor = help;  // save for focus hack

       var gap1 = document.createTextNode(" ");
       left.appendChild(gap1);

       var contents = this.create_element("a");
       contents.setAttribute("href", "javascript:w3c_slidy.toggle_table_of_contents()");
       contents.setAttribute("title", this.localize("table of contents"));
       contents.innerHTML = this.localize("Contents");
       left.appendChild(contents);

       var gap2 = document.createTextNode(" ");
       left.appendChild(gap2);

       var copyright = this.find_copyright();

       if (copyright)
       {
         var span = this.create_element("span");
         span.className = "copyright";
         span.innerHTML = copyright;
         left.appendChild(span);
       }

       this.toolbar.setAttribute("tabindex", "0");
       this.toolbar.appendChild(left);
     }
     else // IE6 so need to work around its poor CSS support
     {
       this.toolbar.style.position = (this.ie7 ? "fixed" : "absolute");
       this.toolbar.style.zIndex = "200";
       this.toolbar.style.width = "99.9%";
       this.toolbar.style.height = "1.2em";
       this.toolbar.style.top = "auto";
       this.toolbar.style.bottom = "0";
       this.toolbar.style.left = "0";
       this.toolbar.style.right = "0";
       this.toolbar.style.textAlign = "left";
       this.toolbar.style.fontSize = "60%";
       this.toolbar.style.color = "red";
       this.toolbar.borderWidth = 0;
       this.toolbar.className = "toolbar";
       this.toolbar.style.background = "rgb(240,240,240)";

       // would like to have help text left aligned
       // and page counter right aligned, floating
       // div's don't work, so instead use nested
       // absolutely positioned div's.

       var sp = this.create_element("span");
       sp.innerHTML = "&nbsp;&nbsp;*&nbsp;";
       this.toolbar.appendChild(sp);
       this.eos = sp;  // end of slide indicator

       var help = this.create_element("a");
       help.setAttribute("href", this.help_page);
       help.setAttribute("title", this.localize(this.help_text));
       help.innerHTML = this.localize("help?");
       this.toolbar.appendChild(help);
       this.help_anchor = help;  // save for focus hack

       var gap1 = document.createTextNode(" ");
       this.toolbar.appendChild(gap1);

       var contents = this.create_element("a");
       contents.setAttribute("href", "javascript:toggleTableOfContents()");
       contents.setAttribute("title", this.localize("table of contents".localize));
       contents.innerHTML = this.localize("contents?");
       this.toolbar.appendChild(contents);

       var gap2 = document.createTextNode(" ");
       this.toolbar.appendChild(gap2);

       var copyright = this.find_copyright();

       if (copyright)
       {
         var span = this.create_element("span");
         span.innerHTML = copyright;
         span.style.color = "black";
         span.style.marginLeft = "0.5em";
         this.toolbar.appendChild(span);
       }

       counter = this.create_element("div")
       counter.style.position = "absolute";
       counter.style.width = "auto"; //"20%";
       counter.style.height = "1.2em";
       counter.style.top = "auto";
       counter.style.bottom = 0;
       counter.style.right = "0";
       counter.style.textAlign = "right";
       counter.style.color = "red";
       counter.style.background = "rgb(240,240,240)";

       counter.innerHTML = this.localize("slide") + " n/m";
       this.toolbar.appendChild(counter);
     }

     // ensure that click isn't passed through to the page
     this.toolbar.onclick =
         function (e) {
           if (!e)
             e = window.event;

           var target = e.target;

           if (!target && e.srcElement)
             target = e.srcElement;

           // work around Safari bug
           if (target && target.nodeType == 3)
             target = target.parentNode;

           w3c_slidy.stop_propagation(e);

           if (target && target.nodeName.toLowerCase() != "a")
             w3c_slidy.mouse_button_click(e);
         };

     this.slide_number_element = counter;
     this.set_eos_status(false);
     document.body.appendChild(this.toolbar);
  },

  // wysiwyg editors make it hard to use div elements
  // e.g. amaya loses the div when you copy and paste
  // this function wraps div elements around implicit
  // slides which start with an h1 element and continue
  // up to the next heading or div element
  wrap_implicit_slides: function () {
    var i, heading, node, next, div;
    var headings = document.getElementsByTagName("h1");

    if (!headings)
      return;

    for (i = 0; i < headings.length; ++i)
    {
      heading = headings[i];

      if (heading.parentNode != document.body)
        continue;

      node = heading.nextSibling;

      div = document.createElement("div");
      this.add_class(div, "slide");
      document.body.replaceChild(div, heading);
      div.appendChild(heading);

      while (node)
      {
        if (node.nodeType == 1) // an element
        {
           if (node.nodeName == "H1" || node.nodeName == "h1")
             break;

           if (node.nodeName == "DIV" || node.nodeName == "div")
           {
             if (this.has_class(node, "slide"))
               break;

             if (this.has_class(node, "handout"))
               break;
           }
        }

        next = node.nextSibling;
        node = document.body.removeChild(node);
        div.appendChild(node);
        node = next;
      } 
    }
  },

  attach_touch_handers: function(slides)
  {
    var i, slide;

    for (i = 0; i < slides.length; ++i)
    {
      slide = slides[i];
      this.add_listener(slide, "touchstart", this.touchstart);
      this.add_listener(slide, "touchmove", this.touchmove);
      this.add_listener(slide, "touchend", this.touchend);
    }
  },

// return new array of all slides
  collect_slides: function () {
    var slides = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "slide"))
      {
        // add slide to collection
        slides[slides.length] = div;

        // hide each slide as it is found
        this.add_class(div, "hidden");

        // add dummy <br/> at end for scrolling hack
        var node1 = document.createElement("br");
        div.appendChild(node1);
        var node2 = document.createElement("br");
        div.appendChild(node2);
      }
      else if (this.has_class(div, "background"))
      {  // work around for Firefox SVG reload bug
        // which otherwise replaces 1st SVG graphic with 2nd
        div.style.display = "block";
      }
    }

    this.slides = slides;
  },

  // return new array of all <div class="handout">
  collect_notes: function () {
    var notes = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "handout"))
      {
        // add note to collection
        notes[notes.length] = div;

        // and hide it
        this.add_class(div, "hidden");
      }
    }

    this.notes = notes;
  },

  // return new array of all <div class="background">
  // including named backgrounds e.g. class="background titlepage"
  collect_backgrounds: function () {
    var backgrounds = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "background"))
      {
        // add background to collection
        backgrounds[backgrounds.length] = div;

        // and hide it
        this.add_class(div, "hidden");
      }
    }

    this.backgrounds = backgrounds;
  },

  // set click handlers on all anchors
  patch_anchors: function () {
    var self = w3c_slidy;
    var handler = function (event) {
      // compare this.href with location.href
      // for link to another slide in this doc

      if (self.page_address(this.href) == self.page_address(location.href))
      {
        // yes, so find new slide number
        var newslidenum = self.find_slide_number(this.href);

        if (newslidenum != self.slide_number)
        {
          var slide = self.slides[self.slide_number];
          self.hide_slide(slide);
          self.slide_number = newslidenum;
          slide = self.slides[self.slide_number];
          self.show_slide(slide);
          self.set_location();
        }
      }
      else
        w3c_slidy.stop_propagation(event);

//      else if (this.target == null)
//        location.href = this.href;

      this.blur();
      self.disable_slide_click = true;
    };

    var anchors = document.body.getElementsByTagName("a");

    for (var i = 0; i < anchors.length; ++i)
    {
      if (window.addEventListener)
        anchors[i].addEventListener("click", handler, false);
      else
        anchors[i].attachEvent("onclick", handler);
    }
  },

  // ### CHECK ME ### see which functions are invoked via setTimeout
  // either directly or indirectly for use of w3c_slidy vs this
  show_slide_number: function () {
    var timer = w3c_slidy.get_timer();
    w3c_slidy.slide_number_element.innerHTML = timer + w3c_slidy.localize("slide") + " " +
           (w3c_slidy.slide_number + 1) + "/" + w3c_slidy.slides.length;
  },

  // every 200mS check if the location has been changed as a
  // result of the user activating the Back button/menu item
  // doesn't work for Opera < 9.5
  check_location: function () {
    var hash = location.hash;

    if (w3c_slidy.slide_number > 0 && (hash == "" || hash == "#"))
      w3c_slidy.goto_slide(0);
    else if (hash.length > 2 && hash != "#("+(w3c_slidy.slide_number+1)+")")
    {
      var num = parseInt(location.hash.substr(2));

      if (!isNaN(num))
        w3c_slidy.goto_slide(num-1);
    }

    if (w3c_slidy.time_left && w3c_slidy.slide_number > 0)
    {
      w3c_slidy.show_slide_number();

      if (w3c_slidy.time_left > 0)
        w3c_slidy.time_left -= 200;
    } 
  },

  get_timer: function () {
    var timer = "";
    if (w3c_slidy.time_left)
    {
      var mins, secs;
      secs = Math.floor(w3c_slidy.time_left/1000);
      mins = Math.floor(secs / 60);
      secs = secs % 60;
      timer = (mins ? mins+"m" : "") + secs + "s ";
    }

    return timer;
  },

  // this doesn't push location onto history stack for IE
  // for which a hidden iframe hack is needed: load page into
  // the iframe with script that set's parent's location.hash
  // but that won't work for standalone use unless we can
  // create the page dynamically via a javascript: URL
  // ### use history.pushState if available
  set_location: function () {
     var uri = w3c_slidy.page_address(location.href);
     var hash = "#(" + (w3c_slidy.slide_number+1) + ")";

     if (w3c_slidy.slide_number >= 0)
       uri = uri + hash;

     if (typeof(history.pushState) != "undefined" && location.protocol !== "file:")
     {
       document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
       history.pushState(0, document.title, hash);
       w3c_slidy.show_slide_number();
       w3c_slidy.notify_observers();
       return;
     }

     if (w3c_slidy.ie && (w3c_slidy.ie6 || w3c_slidy.ie7))
       w3c_slidy.push_hash(hash);

     if (uri != location.href) // && !khtml
        location.href = uri;

     if (this.khtml)
        hash = "(" + (w3c_slidy.slide_number+1) + ")";

     if (!this.ie && location.hash != hash && location.hash != "")
       location.hash = hash;

     document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
     w3c_slidy.show_slide_number();
     w3c_slidy.notify_observers();
  },

  notify_observers: function ()
  {
    var slide = this.slides[this.slide_number];

    for (var i = 0; i < this.observers.length; ++i)
      this.observers[i](this.slide_number+1, this.find_heading(slide).innerText, location.href);
  },

  add_observer: function (observer)
  {
    for (var i = 0; i < this.observers.length; ++i)
    {
      if (observer == this.observers[i])
        return;
    }

    this.observers.push(observer);
  },

  remove_observer: function (o)
  {
    for (var i = 0; i < this.observers.length; ++i)
    {
      if (observer == this.observers[i])
      {
        this.observers.splice(i,1);
        break;
      }
    }
  },

  page_address: function (uri) {
    var i = uri.indexOf("#");

    if (i < 0)
      i = uri.indexOf("%23");

    // check if anchor is entire page

    if (i < 0)
      return uri;  // yes

    return uri.substr(0, i);
  },

  // only used for IE6 and IE7
  on_frame_loaded: function (hash) {
    location.hash = hash;
    var uri = w3c_slidy.page_address(location.href);
    location.href = uri + hash;
  },

  // history hack with thanks to Bertrand Le Roy
  push_hash: function (hash) {
    if (hash == "") hash = "#(1)";
      window.location.hash = hash;

    var doc = document.getElementById("historyFrame").contentWindow.document;
    doc.open("javascript:'<html></html>'");
    doc.write("<html><head><script type=\"text/javascript\">window.parent.w3c_slidy.on_frame_loaded('"+
      (hash) + "');</script></head><body>hello mum</body></html>");
      doc.close();
  },

  // find current slide based upon location
  // first find target anchor and then look
  // for associated div element enclosing it
  // finally map that to slide number
  find_slide_number: function (uri) {
    // first get anchor from page location

    var i = uri.indexOf("#");

    // check if anchor is entire page
    if (i < 0)
      return 0;  // yes

    var anchor = unescape(uri.substr(i+1));

    // now use anchor as XML ID to find target
    var target = document.getElementById(anchor);

    if (!target)
    {
      // does anchor look like "(2)" for slide 2 ??
      // where first slide is (1)
      var re = /\((\d)+\)/;

      if (anchor.match(re))
      {
        var num = parseInt(anchor.substring(1, anchor.length-1));

        if (num > this.slides.length)
          num = 1;

        if (--num < 0)
          num = 0;

        return num;
      }

      // accept [2] for backwards compatibility
      re = /\[(\d)+\]/;

      if (anchor.match(re))
      {
         var num = parseInt(anchor.substring(1, anchor.length-1));

         if (num > this.slides.length)
            num = 1;

         if (--num < 0)
            num = 0;

         return num;
      }

      // oh dear unknown anchor
      return 0;
    }

    // search for enclosing slide

    while (true)
    {
      // browser coerces html elements to uppercase!
      if (target.nodeName.toLowerCase() == "div" &&
            this.has_class(target, "slide"))
      {
        // found the slide element
        break;
      }

      // otherwise try parent element if any

      target = target.parentNode;

      if (!target)
      {
        return 0;   // no luck!
      }
    };

    for (i = 0; i < slides.length; ++i)
    {
      if (slides[i] == target)
        return i;  // success
    }

    // oh dear still no luck
    return 0;
  },

  previous_slide: function (incremental) {
    if (!w3c_slidy.view_all)
    {
      var slide;

      if ((incremental || w3c_slidy.slide_number == 0) && w3c_slidy.last_shown != null)
      {
        w3c_slidy.last_shown = w3c_slidy.hide_previous_item(w3c_slidy.last_shown);
        w3c_slidy.set_eos_status(false);
      }
      else if (w3c_slidy.slide_number > 0)
      {
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);

        w3c_slidy.slide_number = w3c_slidy.slide_number - 1;
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.set_visibility_all_incremental("visible");
        w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);
        w3c_slidy.set_eos_status(true);
        w3c_slidy.show_slide(slide);
      }

      w3c_slidy.set_location();

      if (!w3c_slidy.ns_pos)
        w3c_slidy.refresh_toolbar(200);
    }
  },

  next_slide: function (incremental) {
    if (!w3c_slidy.view_all)
    {
      var slide, last = w3c_slidy.last_shown;

      if (incremental || w3c_slidy.slide_number == w3c_slidy.slides.length - 1)
         w3c_slidy.last_shown = w3c_slidy.reveal_next_item(w3c_slidy.last_shown);

      if ((!incremental || w3c_slidy.last_shown == null) &&
             w3c_slidy.slide_number < w3c_slidy.slides.length - 1)
      {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);

         w3c_slidy.slide_number = w3c_slidy.slide_number + 1;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.last_shown = null;
         w3c_slidy.set_visibility_all_incremental("hidden");
         w3c_slidy.show_slide(slide);
      }
      else if (!w3c_slidy.last_shown)
      {
         if (last && incremental)
           w3c_slidy.last_shown = last;
      }

      w3c_slidy.set_location();

      w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));

      if (!w3c_slidy.ns_pos)
         w3c_slidy.refresh_toolbar(200);
     }
  },

  // to first slide with nothing revealed
  // i.e. state at start of presentation
  first_slide: function () {
     if (!w3c_slidy.view_all)
     {
       var slide;

       if (w3c_slidy.slide_number != 0)
       {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);

         w3c_slidy.slide_number = 0;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.last_shown = null;
         w3c_slidy.set_visibility_all_incremental("hidden");
         w3c_slidy.show_slide(slide);
       }

       w3c_slidy.set_eos_status(
         !w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
       w3c_slidy.set_location();
     }
  },

  // goto last slide with everything revealed
  // i.e. state at end of presentation
  last_slide: function () {
    if (!w3c_slidy.view_all)
    {
      var slide;

      w3c_slidy.last_shown = null; //revealNextItem(lastShown);

      if (w3c_slidy.last_shown == null &&
          w3c_slidy.slide_number < w3c_slidy.slides.length - 1)
      {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);
         w3c_slidy.slide_number = w3c_slidy.slides.length - 1;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.set_visibility_all_incremental("visible");
         w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);

         w3c_slidy.show_slide(slide);
      }
      else
      {
         w3c_slidy.set_visibility_all_incremental("visible");
         w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);
      }

      w3c_slidy.set_eos_status(true);
      w3c_slidy.set_location();
    }
  },


  // ### check this and consider add/remove class
  set_eos_status: function (state) {
    if (this.eos)
      this.eos.style.color = (state ? "rgb(240,240,240)" : "red");
  },

  // first slide is 0
  goto_slide: function (num) {
    //alert("going to slide " + (num+1));
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.slide_number = num;
    slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.last_shown = null;
    w3c_slidy.set_visibility_all_incremental("hidden");
    w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
    document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
    w3c_slidy.show_slide(slide);
    w3c_slidy.show_slide_number();
  },


  show_slide: function (slide) {
    this.sync_background(slide);
    this.remove_class(slide, "hidden");

    // work around IE9 object rendering bug
    setTimeout("window.scrollTo(0,0);", 1);
  },

  hide_slide: function (slide) {
    this.add_class(slide, "hidden");
  },

  set_focus: function (element)
  {
    if (element)
      element.focus();
    else
    {
      w3c_slidy.help_anchor.focus();

      setTimeout(function() {
        w3c_slidy.help_anchor.blur();
      }, 1);
    }
  },

  // show just the backgrounds pertinent to this slide
  // when slide background-color is transparent
  // this should now work with rgba color values
  sync_background: function (slide) {
    var background;
    var bgColor;

    if (slide.currentStyle)
      bgColor = slide.currentStyle["backgroundColor"];
    else if (document.defaultView)
    {
      var styles = document.defaultView.getComputedStyle(slide,null);

      if (styles)
        bgColor = styles.getPropertyValue("background-color");
      else // broken implementation probably due Safari or Konqueror
      {
        //alert("defective implementation of getComputedStyle()");
        bgColor = "transparent";
      }
    }
    else
      bgColor == "transparent";

    if (bgColor == "transparent" ||
        bgColor.indexOf("rgba") >= 0 ||
        bgColor.indexOf("opacity") >= 0)
    {
      var slideClass = this.get_class_list(slide);

      for (var i = 0; i < this.backgrounds.length; i++)
      {
        background = this.backgrounds[i];

        var bgClass = this.get_class_list(background);

        if (this.matching_background(slideClass, bgClass))
          this.remove_class(background, "hidden");
        else
          this.add_class(background, "hidden");
      }
    }
    else // forcibly hide all backgrounds
      this.hide_backgrounds();
  },

  hide_backgrounds: function () {
    for (var i = 0; i < this.backgrounds.length; i++)
    {
      background = this.backgrounds[i];
      this.add_class(background, "hidden");
    }
  },

  // compare classes for slide and background
  matching_background: function (slideClass, bgClass) {
    var i, count, pattern, result;

    // define pattern as regular expression
    pattern = /\w+/g;

    // check background class names
    result = bgClass.match(pattern);

    for (i = count = 0; i < result.length; i++)
    {
      if (result[i] == "hidden")
        continue;

      if (result[i] == "background")
	continue;

      ++count;
    }

    if (count == 0)  // default match
      return true;

    // check for matches and place result in array
    result = slideClass.match(pattern);

    // now check if desired name is present for background
    for (i = count = 0; i < result.length; i++)
    {
      if (result[i] == "hidden")
        continue;

      if (this.has_token(bgClass, result[i]))
        return true;
    }

    return false;
  },

  resized: function () {
     var width = 0;

     if ( typeof( window.innerWidth ) == 'number' )
       width = window.innerWidth;  // Non IE browser
     else if (document.documentElement && document.documentElement.clientWidth)
       width = document.documentElement.clientWidth;  // IE6
     else if (document.body && document.body.clientWidth)
       width = document.body.clientWidth; // IE4

     var height = 0;

     if ( typeof( window.innerHeight ) == 'number' )
       height = window.innerHeight;  // Non IE browser
     else if (document.documentElement && document.documentElement.clientHeight)
       height = document.documentElement.clientHeight;  // IE6
     else if (document.body && document.body.clientHeight)
       height = document.body.clientHeight; // IE4

     if (height && (width/height > 1.05*1024/768))
     {
       width = height * 1024.0/768;
     }

     // IE fires onresize even when only font size is changed!
     // so we do a check to avoid blocking < and > actions
     if (width != w3c_slidy.last_width || height != w3c_slidy.last_height)
     {
       if (width >= 1100)
         w3c_slidy.size_index = 5;    // 4
       else if (width >= 1000)
         w3c_slidy.size_index = 4;    // 3
       else if (width >= 800)
         w3c_slidy.size_index = 3;    // 2
       else if (width >= 600)
         w3c_slidy.size_index = 2;    // 1
       else if (width)
         w3c_slidy.size_index = 0;

       // add in font size adjustment from meta element e.g.
       // <meta name="font-size-adjustment" content="-2" />
       // useful when slides have too much content ;-)

       if (0 <= w3c_slidy.size_index + w3c_slidy.size_adjustment &&
             w3c_slidy.size_index + w3c_slidy.size_adjustment < w3c_slidy.sizes.length)
         w3c_slidy.size_index = w3c_slidy.size_index + w3c_slidy.size_adjustment;

       // enables cross browser use of relative width/height
       // on object elements for use with SVG and Flash media
       w3c_slidy.adjust_object_dimensions(width, height);

       if (document.body.style.fontSize != w3c_slidy.sizes[w3c_slidy.size_index])
       {
         document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
       }

       w3c_slidy.last_width = width;
       w3c_slidy.last_height = height;

       // force reflow to work around Mozilla bug
       if (w3c_slidy.ns_pos)
       {
         var slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);
         w3c_slidy.show_slide(slide);
       }

       // force correct positioning of toolbar
       w3c_slidy.refresh_toolbar(200);
     }
  },

  scrolled: function () {
    if (w3c_slidy.toolbar && !w3c_slidy.ns_pos && !w3c_slidy.ie7)
    {
      w3c_slidy.hack_offset = w3c_slidy.scroll_x_offset();
      // hide toolbar
      w3c_slidy.toolbar.style.display = "none";

      // make it reappear later
      if (w3c_slidy.scrollhack == 0 && !w3c_slidy.view_all)
      {
        setTimeout(function () {w3c_slidy.show_toolbar(); }, 1000);
        w3c_slidy.scrollhack = 1;
      }
    }
  },

  hide_toolbar: function () {
    w3c_slidy.add_class(w3c_slidy.toolbar, "hidden");
    window.focus();
  },

  // used to ensure IE refreshes toolbar in correct position
  refresh_toolbar: function (interval) {
    if (!w3c_slidy.ns_pos && !w3c_slidy.ie7)
    {
      w3c_slidy.hide_toolbar();
      setTimeout(function () {w3c_slidy.show_toolbar();}, interval);
    }
  },

  // restores toolbar after short delay
  show_toolbar: function () {
    if (w3c_slidy.want_toolbar)
    {
      w3c_slidy.toolbar.style.display = "block";

      if (!w3c_slidy.ns_pos)
      {
        // adjust position to allow for scrolling
        var xoffset = w3c_slidy.scroll_x_offset();
        w3c_slidy.toolbar.style.left = xoffset;
        w3c_slidy.toolbar.style.right = xoffset;

        // determine vertical scroll offset
        //var yoffset = scrollYOffset();

        // bottom is doc height - window height - scroll offset
        //var bottom = documentHeight() - lastHeight - yoffset

        //if (yoffset > 0 || documentHeight() > lastHeight)
        //   bottom += 16;  // allow for height of scrollbar

        w3c_slidy.toolbar.style.bottom = 0; //bottom;
      }

      w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden");
    }

    w3c_slidy.scrollhack = 0;


    // set the keyboard focus to the help link on the
    // toolbar to ensure that document has the focus
    // IE doesn't always work with window.focus()
    // and this hack has benefit of Enter for help

    try
    {
      if (!w3c_slidy.opera)
        w3c_slidy.set_focus();
    }
    catch (e)
    {
    }
  },

// invoked via F key
  toggle_toolbar: function () {
    if (!w3c_slidy.view_all)
    {
      if (w3c_slidy.has_class(w3c_slidy.toolbar, "hidden"))
      {
        w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden")
        w3c_slidy.want_toolbar = 1;
      }
      else
      {
        w3c_slidy.add_class(w3c_slidy.toolbar, "hidden")
        w3c_slidy.want_toolbar = 0;
      }
    }
  },

  scroll_x_offset: function () {
    if (window.pageXOffset)
      return self.pageXOffset;

    if (document.documentElement && 
             document.documentElement.scrollLeft)
      return document.documentElement.scrollLeft;

    if (document.body)
      return document.body.scrollLeft;

    return 0;
  },

  scroll_y_offset: function () {
    if (window.pageYOffset)
      return self.pageYOffset;

    if (document.documentElement && 
             document.documentElement.scrollTop)
      return document.documentElement.scrollTop;

    if (document.body)
      return document.body.scrollTop;

    return 0;
  },

  // looking for a way to determine height of slide content
  // the slide itself is set to the height of the window
  optimize_font_size: function () {
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    //var dh = documentHeight(); //getDocHeight(document);
    var dh = slide.scrollHeight;
    var wh = getWindowHeight();
    var u = 100 * dh / wh;

    alert("window utilization = " + u + "% (doc "
      + dh + " win " + wh + ")");
  },

  // from document object
  get_doc_height: function (doc) {
    if (!doc)
      doc = document;

    if (doc && doc.body && doc.body.offsetHeight)
      return doc.body.offsetHeight;  // ns/gecko syntax

    if (doc && doc.body && doc.body.scrollHeight)
      return doc.body.scrollHeight;

    alert("couldn't determine document height");
  },

  get_window_height: function () {
    if ( typeof( window.innerHeight ) == 'number' )
      return window.innerHeight;  // Non IE browser

    if (document.documentElement && document.documentElement.clientHeight)
      return document.documentElement.clientHeight;  // IE6

    if (document.body && document.body.clientHeight)
      return document.body.clientHeight; // IE4
  },

  document_height: function () {
    var sh, oh;

    sh = document.body.scrollHeight;
    oh = document.body.offsetHeight;

    if (sh && oh)
    {
      return (sh > oh ? sh : oh);
    }

    // no idea!
    return 0;
  },

  smaller: function () {
    if (w3c_slidy.size_index > 0)
    {
      --w3c_slidy.size_index;
    }

    w3c_slidy.toolbar.style.display = "none";
    document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.show_slide(slide);
    setTimeout(function () {w3c_slidy.show_toolbar(); }, 50);
  },

  bigger: function () {
    if (w3c_slidy.size_index < w3c_slidy.sizes.length - 1)
    {
      ++w3c_slidy.size_index;
    }

    w3c_slidy.toolbar.style.display = "none";
    document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.show_slide(slide);
    setTimeout(function () {w3c_slidy.show_toolbar(); }, 50);
  },

  // enables cross browser use of relative width/height
  // on object elements for use with SVG and Flash media
  // with thanks to Ivan Herman for the suggestion
  adjust_object_dimensions: function (width, height) {
    for( var i = 0; i < w3c_slidy.objects.length; i++ )
    {
      var obj = this.objects[i];
      var mimeType = obj.getAttribute("type");

      if (mimeType == "image/svg+xml" || mimeType == "application/x-shockwave-flash")
      {
        if ( !obj.initialWidth ) 
          obj.initialWidth = obj.getAttribute("width");

        if ( !obj.initialHeight ) 
          obj.initialHeight = obj.getAttribute("height");

        if ( obj.initialWidth && obj.initialWidth.charAt(obj.initialWidth.length-1) == "%" )
        {
          var w = parseInt(obj.initialWidth.slice(0, obj.initialWidth.length-1));
          var newW = width * (w/100.0);
          obj.setAttribute("width",newW);
        }

        if ( obj.initialHeight &&
             obj.initialHeight.charAt(obj.initialHeight.length-1) == "%" )
        {
          var h = parseInt(obj.initialHeight.slice(0, obj.initialHeight.length-1));
          var newH = height * (h/100.0);
          obj.setAttribute("height", newH);
        }
      }
    }
  },

  // needed for Opera to inhibit default behavior
  // since Opera delivers keyPress even if keyDown
  // was cancelled
  key_press: function (event) {
    if (!event)
      event = window.event;

    if (!w3c_slidy.key_wanted)
      return w3c_slidy.cancel(event);

    return true;
  },

  //  See e.g. http://www.quirksmode.org/js/events/keys.html for keycodes
  key_down: function (event) {
    var key, target, tag;

    w3c_slidy.key_wanted = true;

    if (!event)
      event = window.event;

    // kludge around NS/IE differences 
    if (window.event)
    {
      key = window.event.keyCode;
      target = window.event.srcElement;
    }
    else if (event.which)
    {
      key = event.which;
      target = event.target;
    }
    else
      return true; // Yikes! unknown browser

    // ignore event if key value is zero
    // as for alt on Opera and Konqueror
    if (!key)
       return true;

    // avoid interfering with keystroke
    // behavior for non-slidy chrome elements
    if (!w3c_slidy.slidy_chrome(target) &&
        w3c_slidy.special_element(target))
      return true;

    // check for concurrent control/command/alt key
    // but are these only present on mouse events?

    if (event.ctrlKey || event.altKey || event.metaKey)
       return true;

    // dismiss table of contents if visible
    if (w3c_slidy.is_shown_toc() && key != 9 && key != 16 && key != 38 && key != 40)
    {
      w3c_slidy.hide_table_of_contents(true);

      if (key == 27 || key == 84 || key == 67)
        return w3c_slidy.cancel(event);
    }

    if (key == 34) // Page Down
    {
      if (w3c_slidy.view_all)
        return true;

      w3c_slidy.next_slide(false);
      return w3c_slidy.cancel(event);
    }
    else if (key == 33) // Page Up
    {
      if (w3c_slidy.view_all)
        return true;

      w3c_slidy.previous_slide(false);
      return w3c_slidy.cancel(event);
    }
    else if (key == 32) // space bar
    {
      w3c_slidy.next_slide(true);
      return w3c_slidy.cancel(event);
    }
    else if (key == 37) // Left arrow
    {
      w3c_slidy.previous_slide(!event.shiftKey);
      return w3c_slidy.cancel(event);
    }
    else if (key == 36) // Home
    {
      w3c_slidy.first_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 35) // End
    {
      w3c_slidy.last_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 39) // Right arrow
    {
      w3c_slidy.next_slide(!event.shiftKey);
      return w3c_slidy.cancel(event);
    }
    else if (key == 13) // Enter
    {
      if (w3c_slidy.outline)
      {
        if (w3c_slidy.outline.visible)
          w3c_slidy.fold(w3c_slidy.outline);
        else
          w3c_slidy.unfold(w3c_slidy.outline);
          
       return w3c_slidy.cancel(event);
      }
    }
    else if (key == 188)  // < for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 190)  // > for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 189 || key == 109)  // - for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 187 || key == 191 || key == 107)  // = +  for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 83)  // S for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 66)  // B for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 90)  // Z for last slide
    {
      w3c_slidy.last_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 70)  // F for toggle toolbar
    {
      w3c_slidy.toggle_toolbar();
      return w3c_slidy.cancel(event);
    }
    else if (key == 65)  // A for toggle view single/all slides
    {
      w3c_slidy.toggle_view();
      return w3c_slidy.cancel(event);
    }
    else if (key == 75)  // toggle action of left click for next page
    {
      w3c_slidy.mouse_click_enabled = !w3c_slidy.mouse_click_enabled;
      var alert_msg = (w3c_slidy.mouse_click_enabled ?
                "enabled" : "disabled") +  " mouse click advance";

      alert(w3c_slidy.localize(alert_msg));
      return w3c_slidy.cancel(event);
    }
    else if (key == 84 || key == 67)  // T or C for table of contents
    {
      if (w3c_slidy.toc)
        w3c_slidy.toggle_table_of_contents();

      return w3c_slidy.cancel(event);
    }
    else if (key == 72) // H for help
    {
      window.location = w3c_slidy.help_page;
      return w3c_slidy.cancel(event);
    }
    //else alert("key code is "+ key);

    return true;
  },

  // safe for both text/html and application/xhtml+xml
  create_element: function (name) {
    if (this.xhtml && (typeof document.createElementNS != 'undefined'))
      return document.createElementNS("http://www.w3.org/1999/xhtml", name)

    return document.createElement(name);
  },

  get_element_style: function (elem, IEStyleProp, CSSStyleProp) {
    if (elem.currentStyle)
    {
      return elem.currentStyle[IEStyleProp];
    }
    else if (window.getComputedStyle)
    {
      var compStyle = window.getComputedStyle(elem, "");
      return compStyle.getPropertyValue(CSSStyleProp);
    }
    return "";
  },

  // the string str is a whitespace separated list of tokens
  // test if str contains a particular token, e.g. "slide"
  has_token: function (str, token) {
    if (str)
    {
      // define pattern as regular expression
      var pattern = /\w+/g;

      // check for matches
      // place result in array
      var result = str.match(pattern);

      // now check if desired token is present
      for (var i = 0; i < result.length; i++)
      {
        if (result[i] == token)
          return true;
      }
    }

    return false;
  },

  get_class_list: function (element) {
    if (typeof element.className != 'undefined')
      return element.className;

    return element.getAttribute("class");
  },

  has_class: function (element, name) {
    if (element.nodeType != 1)
      return false;

    var regexp = new RegExp("(^| )" + name + "\W*");

    if (typeof element.className != 'undefined')
      return regexp.test(element.className);

    return regexp.test(element.getAttribute("class"));
  },

  remove_class: function (element, name) {
    var regexp = new RegExp("(^| )" + name + "\W*");
    var clsval = "";

    if (typeof element.className != 'undefined')
    {
      clsval = element.className;

      if (clsval)
      {
        clsval = clsval.replace(regexp, "");
        element.className = clsval;
      }
    }
    else
    {
      clsval = element.getAttribute("class");

      if (clsval)
      {
        clsval = clsval.replace(regexp, "");
        element.setAttribute("class", clsval);
      }
    }
  },

  add_class: function (element, name) {
    if (!this.has_class(element, name))
    {
      if (typeof element.className != 'undefined')
        element.className += " " + name;
      else
      {
        var clsval = element.getAttribute("class");
        clsval = clsval ? clsval + " " + name : name;
        element.setAttribute("class", clsval);
      }
    }
  },

  // HTML elements that can be used with class="incremental"
  // note that you can also put the class on containers like
  // up, ol, dl, and div to make their contents appear
  // incrementally. Upper case is used since this is what
  // browsers report for HTML node names (text/html).
  incremental_elements: null,
  okay_for_incremental: function (name) {
    if (!this.incremental_elements)
    {
      var inclist = new Array();
      inclist["p"] = true;
      inclist["pre"] = true;
      inclist["li"] = true;
      inclist["blockquote"] = true;
      inclist["dt"] = true;
      inclist["dd"] = true;
      inclist["h2"] = true;
      inclist["h3"] = true;
      inclist["h4"] = true;
      inclist["h5"] = true;
      inclist["h6"] = true;
      inclist["span"] = true;
      inclist["address"] = true;
      inclist["table"] = true;
      inclist["tr"] = true;
      inclist["th"] = true;
      inclist["td"] = true;
      inclist["img"] = true;
      inclist["object"] = true;
      this.incremental_elements = inclist;
    }
    return this.incremental_elements[name.toLowerCase()];
  },

  next_incremental_item: function (node) {
    var br = this.is_xhtml ? "br" : "BR";
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    for (;;)
    {
      node = w3c_slidy.next_node(slide, node);

      if (node == null || node.parentNode == null)
        break;

      if (node.nodeType == 1)  // ELEMENT
      {
        if (node.nodeName == br)
          continue;

        if (w3c_slidy.has_class(node, "incremental")
             && w3c_slidy.okay_for_incremental(node.nodeName))
          return node;

        if (w3c_slidy.has_class(node.parentNode, "incremental")
             && !w3c_slidy.has_class(node, "non-incremental"))
          return node;
      }
    }

    return node;
  },

  previous_incremental_item: function (node) {
    var br = this.is_xhtml ? "br" : "BR";
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    for (;;)
    {
      node = w3c_slidy.previous_node(slide, node);

      if (node == null || node.parentNode == null)
        break;

      if (node.nodeType == 1)
      {
        if (node.nodeName == br)
          continue;

        if (w3c_slidy.has_class(node, "incremental")
             && w3c_slidy.okay_for_incremental(node.nodeName))
          return node;

        if (w3c_slidy.has_class(node.parentNode, "incremental")
             && !w3c_slidy.has_class(node, "non-incremental"))
          return node;
      }
    }

    return node;
  },

  // set visibility for all elements on current slide with
  // a parent element with attribute class="incremental"
  set_visibility_all_incremental: function (value) {
    var node = this.next_incremental_item(null);

    if (value == "hidden")
    {
      while (node)
      {
        w3c_slidy.add_class(node, "invisible");
        node = w3c_slidy.next_incremental_item(node);
      }
    }
    else // value == "visible"
    {
      while (node)
      {
        w3c_slidy.remove_class(node, "invisible");
        node = w3c_slidy.next_incremental_item(node);
      }
    }
  },

  // reveal the next hidden item on the slide
  // node is null or the node that was last revealed
  reveal_next_item: function (node) {
    node = w3c_slidy.next_incremental_item(node);

    if (node && node.nodeType == 1)  // an element
      w3c_slidy.remove_class(node, "invisible");

    return node;
  },

  // exact inverse of revealNextItem(node)
  hide_previous_item: function (node) {
    if (node && node.nodeType == 1)  // an element
      w3c_slidy.add_class(node, "invisible");

    return this.previous_incremental_item(node);
  },

  // left to right traversal of root's content
  next_node: function (root, node) {
    if (node == null)
      return root.firstChild;

    if (node.firstChild)
      return node.firstChild;

    if (node.nextSibling)
      return node.nextSibling;

    for (;;)
    {
      node = node.parentNode;

      if (!node || node == root)
        break;

      if (node && node.nextSibling)
        return node.nextSibling;
    }

    return null;
  },

  // right to left traversal of root's content
  previous_node: function (root, node) {
    if (node == null)
    {
      node = root.lastChild;

      if (node)
      {
        while (node.lastChild)
          node = node.lastChild;
      }

      return node;
    }

    if (node.previousSibling)
    {
      node = node.previousSibling;

      while (node.lastChild)
        node = node.lastChild;

      return node;
    }

    if (node.parentNode != root)
      return node.parentNode;

    return null;
  },

  previous_sibling_element: function (el) {
    el = el.previousSibling;

    while (el && el.nodeType != 1)
      el = el.previousSibling;

    return el;
  },

  next_sibling_element: function (el) {
    el = el.nextSibling;

    while (el && el.nodeType != 1)
      el = el.nextSibling;

    return el;
  },

  first_child_element: function (el) {
    var node;

    for (node = el.firstChild; node; node = node.nextSibling)
    {
      if (node.nodeType == 1)
        break;
    }

    return node;
  },

  first_tag: function (element, tag) {
    var node;

    if (!this.is_xhtml)
      tag = tag.toUpperCase();

    for (node = element.firstChild; node; node = node.nextSibling)
    {
      if (node.nodeType == 1 && node.nodeName == tag)
        break;
    }

    return node;
  },

  hide_selection: function () {
    if (window.getSelection) // Firefox, Chromium, Safari, Opera
    {
      var selection = window.getSelection();

      if (selection.rangeCount > 0)
      {
        var range = selection.getRangeAt(0);
        range.collapse (false);
      }
    }
    else // Internet Explorer
    {
      var textRange = document.selection.createRange ();
      textRange.collapse (false);
    }
  },

  get_selected_text: function () {
    try
    {
      if (window.getSelection)
        return window.getSelection().toString();

      if (document.getSelection)
        return document.getSelection().toString();

      if (document.selection)
        return document.selection.createRange().text;
    }
    catch (e)
    {
    }

    return "";
  },

  // make note of length of selected text
  // as this evaluates to zero in click event
  mouse_button_up: function (e) {
    w3c_slidy.selected_text_len = w3c_slidy.get_selected_text().length;
  },

  mouse_button_down: function (e) {
    w3c_slidy.selected_text_len = w3c_slidy.get_selected_text().length;
    w3c_slidy.mouse_x = e.clientX;
    w3c_slidy.mouse_y = e.clientY;
  },

  // right mouse button click is reserved for context menus
  // it is more reliable to detect rightclick than leftclick
  mouse_button_click: function (e) {
    if (!e)
      var e = window.event;

    if (Math.abs(e.clientX -w3c_slidy.mouse_x) +
        Math.abs(e.clientY -w3c_slidy.mouse_y) > 10)
      return true;

    if (w3c_slidy.selected_text_len > 0)
      return true;

    var rightclick = false;
    var leftclick = false;
    var middleclick = false;
    var target;

    if (!e)
      var e = window.event;

    if (e.target)
      target = e.target;
    else if (e.srcElement)
      target = e.srcElement;

    // work around Safari bug
    if (target.nodeType == 3)
      target = target.parentNode;

    if (e.which) // all browsers except IE
    {
      leftclick = (e.which == 1);
      middleclick = (e.which == 2);
      rightclick = (e.which == 3);
    }
    else if (e.button)
    {
      // Konqueror gives 1 for left, 4 for middle
      // IE6 gives 0 for left and not 1 as I expected

      if (e.button == 4)
        middleclick = true;

      // all browsers agree on 2 for right button
      rightclick = (e.button == 2);
    }
    else
      leftclick = true;

    if (w3c_slidy.selected_text_len > 0)
    {
      w3c_slidy.stop_propagation(e);
      e.cancel = true;
      e.returnValue = false;
      return false;
    }

    // dismiss table of contents
    w3c_slidy.hide_table_of_contents(false);

    // check if target is something that probably want's clicks
    // e.g. a, embed, object, input, textarea, select, option
    var tag = target.nodeName.toLowerCase();

    if (w3c_slidy.mouse_click_enabled && leftclick &&
        !w3c_slidy.special_element(target) &&
        !target.onclick)
    {
      w3c_slidy.next_slide(true);
      w3c_slidy.stop_propagation(e);
      e.cancel = true;
      e.returnValue = false;
      return false;
    }

    return true;
  },

  special_element: function (element) {
    if (this.has_class(element, "non-interactive"))
      return false;

    var tag = element.nodeName.toLowerCase();

    return element.onkeydown ||
      element.onclick ||
      tag == "a" ||
      tag == "embed" ||
      tag == "object" ||
      tag == "video" ||
      tag == "audio" ||
      tag == "svg" ||
      tag == "canvas" ||
      tag == "input" ||
      tag == "textarea" ||
      tag == "select" ||
      tag == "option";
  },

  slidy_chrome: function (el) {
    while (el)
    {
      if (el == w3c_slidy.toc ||
          el == w3c_slidy.toolbar ||
          w3c_slidy.has_class(el, "outline"))
        return true;

      el = el.parentNode;
    }

    return false;
  },

  get_key: function (e)
  {
    var key;

    // kludge around NS/IE differences 
    if (typeof window.event != "undefined")
      key = window.event.keyCode;
    else if (e.which)
      key = e.which;

    return key;
  },

  get_target: function (e) {
    var target;

    if (!e)
      e = window.event;

    if (e.target)
      target = e.target;
    else if (e.srcElement)
      target = e.srcElement;

    if (target.nodeType != 1)
      target = target.parentNode;

    return target;
  },

  // does display property provide correct defaults?
  is_block: function (elem) {
    var tag = elem.nodeName.toLowerCase();

    return tag == "ol" || tag == "ul" || tag == "p" || tag == "dl" ||
           tag == "li" || tag == "table" || tag == "pre" ||
           tag == "h1" || tag == "h2" || tag == "h3" ||
           tag == "h4" || tag == "h5" || tag == "h6" ||
           tag == "blockquote" || tag == "address"; 
  },

  add_listener: function (element, event, handler) {
    if (window.addEventListener)
      element.addEventListener(event, handler, false);
    else
      element.attachEvent("on"+event, handler);
  },

  // used to prevent event propagation from field controls
  stop_propagation: function (event) {
    event = event ? event : window.event;
    event.cancelBubble = true;  // for IE

    if (event.stopPropagation)
      event.stopPropagation();

    return true;
  },

  cancel: function (event) {
    if (event)
    {
       event.cancel = true;
       event.returnValue = false;

      if (event.preventDefault)
        event.preventDefault();
    }

    w3c_slidy.key_wanted = false;
    return false;
  },

// for each language define an associative array
// and also the help text which is longer

  strings_es: {
    "slide":"pág.",
    "help?":"Ayuda",
    "contents?":"Índice",
    "table of contents":"tabla de contenidos",
    "Table of Contents":"Tabla de Contenidos",
    "restart presentation":"Reiniciar presentación",
    "restart?":"Inicio"
  },
  help_es:
    "Utilice el ratón, barra espaciadora, teclas Izda/Dcha, " +
    "o Re pág y Av pág. Use S y B para cambiar el tamaño de fuente.",

  strings_ca: {
    "slide":"pàg..",
    "help?":"Ajuda",
    "contents?":"Índex",
    "table of contents":"taula de continguts",
    "Table of Contents":"Taula de Continguts",
    "restart presentation":"Reiniciar presentació",
    "restart?":"Inici"
  },
  help_ca:
    "Utilitzi el ratolí, barra espaiadora, tecles Esq./Dta. " +
    "o Re pàg y Av pàg. Usi S i B per canviar grandària de font.",

  strings_cs: {
    "slide":"snímek",
    "help?":"nápověda",
    "contents?":"obsah",
    "table of contents":"obsah prezentace",
    "Table of Contents":"Obsah prezentace",
    "restart presentation":"znovu spustit prezentaci",
    "restart?":"restart"
  },
  help_cs:
    "Prezentaci můžete procházet pomocí kliknutí myši, mezerníku, " +
    "šipek vlevo a vpravo nebo kláves PageUp a PageDown. Písmo se " +
    "dá zvětšit a zmenšit pomocí kláves B a S.",

  strings_nl: {
    "slide":"pagina",
    "help?":"Help?",
    "contents?":"Inhoud?",
    "table of contents":"inhoudsopgave",
    "Table of Contents":"Inhoudsopgave",
    "restart presentation":"herstart presentatie",
    "restart?":"Herstart?"
  },
  help_nl:
     "Navigeer d.m.v. het muis, spatiebar, Links/Rechts toetsen, " +
     "of PgUp en PgDn. Gebruik S en B om de karaktergrootte te veranderen.",

  strings_de: {
    "slide":"Seite",
    "help?":"Hilfe",
    "contents?":"Übersicht",
    "table of contents":"Inhaltsverzeichnis",
    "Table of Contents":"Inhaltsverzeichnis",
    "restart presentation":"Präsentation neu starten",
    "restart?":"Neustart"
  },
  help_de:
    "Benutzen Sie die Maus, Leerschlag, die Cursortasten links/rechts oder " +
    "Page up/Page Down zum Wechseln der Seiten und S und B für die Schriftgrösse.",

  strings_pl: {
    "slide":"slajd",
    "help?":"pomoc?",
    "contents?":"spis treści?",
    "table of contents":"spis treści",
    "Table of Contents":"Spis Treści",
    "restart presentation":"Restartuj prezentację",
    "restart?":"restart?"
  },
  help_pl:
    "Zmieniaj slajdy klikając myszą, naciskając spację, strzałki lewo/prawo" +
    "lub PgUp / PgDn. Użyj klawiszy S i B, aby zmienić rozmiar czczionki.",

  strings_fr: {
    "slide":"page",
    "help?":"Aide",
    "contents?":"Index",
    "table of contents":"table des matières",
    "Table of Contents":"Table des matières",
    "restart presentation":"Recommencer l'exposé",
    "restart?":"Début"
  },
  help_fr:
    "Naviguez avec la souris, la barre d'espace, les flèches " +
    "gauche/droite ou les touches Pg Up, Pg Dn. Utilisez " +
    "les touches S et B pour modifier la taille de la police.",

  strings_hu: {
    "slide":"oldal",
    "help?":"segítség",
    "contents?":"tartalom",
    "table of contents":"tartalomjegyzék",
    "Table of Contents":"Tartalomjegyzék",
    "restart presentation":"bemutató újraindítása",
    "restart?":"újraindítás"
  },
  help_hu:
    "Az oldalak közti lépkedéshez kattintson az egérrel, vagy " +
    "használja a szóköz, a bal, vagy a jobb nyíl, illetve a Page Down, " +
    "Page Up billentyűket. Az S és a B billentyűkkel változtathatja " +
    "a szöveg méretét.",

  strings_it: {
    "slide":"pag.",
    "help?":"Aiuto",
    "contents?":"Indice",
    "table of contents":"indice",
    "Table of Contents":"Indice",
    "restart presentation":"Ricominciare la presentazione",
    "restart?":"Inizio"
  },
  help_it:
    "Navigare con mouse, barra spazio, frecce sinistra/destra o " +
    "PgUp e PgDn. Usare S e B per cambiare la dimensione dei caratteri.",

  strings_el: {
    "slide":"σελίδα",
    "help?":"βοήθεια;",
    "contents?":"περιεχόμενα;",
    "table of contents":"πίνακας περιεχομένων",
    "Table of Contents":"Πίνακας Περιεχομένων",
    "restart presentation":"επανεκκίνηση παρουσίασης",
    "restart?":"επανεκκίνηση;"
  },
  help_el:
    "Πλοηγηθείτε με το κλίκ του ποντικιού, το space, τα βέλη αριστερά/δεξιά, " +
    "ή Page Up και Page Down. Χρησιμοποιήστε τα πλήκτρα S και B για να αλλάξετε " +
    "το μέγεθος της γραμματοσειράς.",

  strings_ja: {
    "slide":"スライド",
    "help?":"ヘルプ",
    "contents?":"目次",
    "table of contents":"目次を表示",
    "Table of Contents":"目次",
    "restart presentation":"最初から再生",
    "restart?":"最初から"
  },
  help_ja:
     "マウス左クリック ・ スペース ・ 左右キー " +
     "または Page Up ・ Page Downで操作， S ・ Bでフォントサイズ変更",

  strings_zh: {
    "slide":"幻灯片",
    "help?":"帮助?",
    "contents?":"内容?",
    "table of contents":"目录",
    "Table of Contents":"目录",
    "restart presentation":"重新启动展示",
    "restart?":"重新启动?"
  },
  help_zh:
    "用鼠标点击, 空格条, 左右箭头, Pg Up 和 Pg Dn 导航. " +
    "用 S, B 改变字体大小.",

  strings_ru: {
    "slide":"слайд",
    "help?":"помощь?",
    "contents?":"содержание?",
    "table of contents":"оглавление",
    "Table of Contents":"Оглавление",
    "restart presentation":"перезапустить презентацию",
    "restart?":"перезапуск?"
  },
  help_ru:
    "Перемещайтесь кликая мышкой, используя клавишу пробел, стрелки" +
    "влево/вправо или Pg Up и Pg Dn. Клавиши S и B меняют размер шрифта.",

  strings_sv: {
    "slide":"sida",
    "help?":"hjälp",
    "contents?":"innehåll",
    "table of contents":"innehållsförteckning",
    "Table of Contents":"Innehållsförteckning",
    "restart presentation":"visa presentationen från början",
    "restart?":"börja om"
  },
  help_sv:
    "Bläddra med ett klick med vänstra musknappen, mellanslagstangenten, " +
    "vänster- och högerpiltangenterna eller tangenterna Pg Up, Pg Dn. " +
    "Använd tangenterna S och B för att ändra textens storlek.",

  strings: { },

  localize: function (src) {
    if (src == "")
      return src;

     // try full language code, e.g. en-US
     var s, lookup = w3c_slidy.strings[w3c_slidy.lang];

     if (lookup)
     {
       s = lookup[src];

       if (s)
        return s;
     }

     // strip country code suffix, e.g.
     // try en if undefined for en-US
     var lg = w3c_slidy.lang.split("-");

     if (lg.length > 1)
     {
       lookup = w3c_slidy.strings[lg[0]];

       if (lookup)
       {
         s = lookup[src];

         if (s)
          return s;
       }
     }

     // otherwise string as is
     return src;
  },

  init_localization: function () {
    var i18n = w3c_slidy;
    var help_text = w3c_slidy.help_text;

    // each such language array is declared in the localize array
    // this is used as in  w3c_slidy.localize("foo");
    this.strings = {
      "es":this.strings_es,
      "ca":this.strings_ca,
      "cs":this.strings_cs,
      "nl":this.strings_nl,
      "de":this.strings_de,
      "pl":this.strings_pl,
      "fr":this.strings_fr,
      "hu":this.strings_hu,
      "it":this.strings_it,
      "el":this.strings_el,
      "jp":this.strings_ja,
      "zh":this.strings_zh,
      "ru":this.strings_ru,
      "sv":this.strings_sv
    },

    i18n.strings_es[help_text] = i18n.help_es;
    i18n.strings_ca[help_text] = i18n.help_ca;
    i18n.strings_cs[help_text] = i18n.help_cs;
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+</head>
+<body>
+<div class="slide titlepage">
+  <h1 class="title">R#1: Introduction to R and RStudio</h1>
+  <p class="author">
+Laurent Modolo <a href="mailto:laurent.modolo@ens-lyon.fr">laurent.modolo@ens-lyon.fr</a>
+  </p>
+  <p class="date">10 Oct 2019</p>
+</div>
+<div id="r1-introduction-to-r-and-rstudio" class="slide section level2">
+<h1>R#1: Introduction to R and RStudio</h1>
+<p>The goal of this practical is to familiarize yourself with R and the RStudio environment.</p>
+<p>The objectives of this session will be to:</p>
+<ul>
+<li>Understand the purpose of each pane in RStudio</li>
+<li>Do basic computation with R</li>
+<li>Define variables and assign data to variables</li>
+<li>Manage a workspace in R</li>
+<li>Call functions</li>
+<li>Manage packages</li>
+</ul>
+<p><strong><a href="http://perso.ens-lyon.fr/laurent.modolo/R/session_1_a" class="uri">http://perso.ens-lyon.fr/laurent.modolo/R/session_1_a</a></strong></p>
+<p>Press <strong>[alt] + [shift] + k</strong></p>
+</div>
+<div id="functions-are-also-variables" class="slide section level2">
+<h1>Functions are also variables</h1>
+<p>We can also define our own function with</p>
+<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1"></a><span class="op">&lt;</span>FUNCTION_NAME<span class="op">&gt;</span><span class="st"> </span><span class="er">&lt;</span><span class="op">-</span><span class="st"> </span><span class="cf">function</span>(a, b){</span>
+<span id="cb1-2"><a href="#cb1-2"></a>  <span class="op">&lt;</span>RESULT_<span class="dv">1</span><span class="op">&gt;</span><span class="st"> </span><span class="er">&lt;</span><span class="op">-</span><span class="st"> </span><span class="er">&lt;</span>OPERATION_<span class="dv">1</span><span class="op">&gt;</span>(a, b)</span>
+<span id="cb1-3"><a href="#cb1-3"></a>  <span class="op">&lt;</span>RESULT_<span class="dv">2</span><span class="op">&gt;</span><span class="st"> </span><span class="er">&lt;</span><span class="op">-</span><span class="st"> </span><span class="er">&lt;</span>OPERATION_<span class="dv">2</span><span class="op">&gt;</span>(<span class="op">&lt;</span>RESULT_<span class="dv">1</span><span class="op">&gt;</span>, b)</span>
+<span id="cb1-4"><a href="#cb1-4"></a>  <span class="kw">return</span>(<span class="op">&lt;</span>RESULT_<span class="dv">2</span><span class="op">&gt;</span>)</span>
+<span id="cb1-5"><a href="#cb1-5"></a>}</span></code></pre></div>
+
+<p>write a function to test the base of the logarithm function</p>
+
+<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1"></a>base_test &lt;-<span class="st"> </span><span class="cf">function</span>(x, base){</span>
+<span id="cb2-2"><a href="#cb2-2"></a>  log_result &lt;-<span class="st"> </span><span class="kw">logarithm</span>(x, <span class="dt">base=</span>base)</span>
+<span id="cb2-3"><a href="#cb2-3"></a>  exp_result &lt;-<span class="st"> </span>base<span class="op">^</span>log_result</span>
+<span id="cb2-4"><a href="#cb2-4"></a>  test_result &lt;-<span class="st"> </span>x <span class="op">==</span><span class="st"> </span>exp_result</span>
+<span id="cb2-5"><a href="#cb2-5"></a>  <span class="kw">return</span>(test_result)</span>
+<span id="cb2-6"><a href="#cb2-6"></a>}</span></code></pre></div>
+<p><strong><a href="http://perso.ens-lyon.fr/laurent.modolo/R/1_b" class="uri">http://perso.ens-lyon.fr/laurent.modolo/R/1_b</a></strong></p>
+</div>
+<div id="functions-are-also-variables-1" class="slide section level2">
+<h1>Functions are also variables</h1>
+<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1"></a>base_test &lt;-<span class="st"> </span><span class="cf">function</span>(x, base){</span>
+<span id="cb3-2"><a href="#cb3-2"></a>  <span class="kw">print</span>(x)</span>
+<span id="cb3-3"><a href="#cb3-3"></a>  log_result &lt;-<span class="st"> </span><span class="kw">logarithm</span>(x, <span class="dt">base=</span>base)</span>
+<span id="cb3-4"><a href="#cb3-4"></a>  <span class="kw">print</span>(log_result)</span>
+<span id="cb3-5"><a href="#cb3-5"></a>  exp_result &lt;-<span class="st"> </span>base<span class="op">^</span>log_result</span>
+<span id="cb3-6"><a href="#cb3-6"></a>  <span class="kw">print</span>(exp_result)</span>
+<span id="cb3-7"><a href="#cb3-7"></a>  <span class="kw">print</span>(x)</span>
+<span id="cb3-8"><a href="#cb3-8"></a>  test_result &lt;-<span class="st"> </span>x <span class="op">==</span><span class="st"> </span>exp_result</span>
+<span id="cb3-9"><a href="#cb3-9"></a>  <span class="kw">return</span>(test_result)</span>
+<span id="cb3-10"><a href="#cb3-10"></a>}</span></code></pre></div>
+<p><strong><a href="http://perso.ens-lyon.fr/laurent.modolo/R/1_c" class="uri">http://perso.ens-lyon.fr/laurent.modolo/R/1_c</a></strong></p>
+</div>
+<div id="functions-are-also-variables-2" class="slide section level2">
+<h1>Functions are also variables</h1>
+<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1"></a>base_test &lt;-<span class="st"> </span><span class="cf">function</span>(x, base){</span>
+<span id="cb4-2"><a href="#cb4-2"></a>  <span class="kw">print</span>(x)</span>
+<span id="cb4-3"><a href="#cb4-3"></a>  log_result &lt;-<span class="st"> </span><span class="kw">logarithm</span>(x, <span class="dt">base=</span>base)</span>
+<span id="cb4-4"><a href="#cb4-4"></a>  <span class="kw">print</span>(log_result)</span>
+<span id="cb4-5"><a href="#cb4-5"></a>  exp_result &lt;-<span class="st"> </span>base<span class="op">^</span>log_result</span>
+<span id="cb4-6"><a href="#cb4-6"></a>  <span class="kw">print</span>(exp_result)</span>
+<span id="cb4-7"><a href="#cb4-7"></a>  <span class="kw">print</span>(x)</span>
+<span id="cb4-8"><a href="#cb4-8"></a>  test_result &lt;-<span class="st"> </span><span class="kw">isTRUE</span>(<span class="kw">all.equal</span>(x, exp_result))</span>
+<span id="cb4-9"><a href="#cb4-9"></a>  <span class="kw">return</span>(test_result)</span>
+<span id="cb4-10"><a href="#cb4-10"></a>}</span></code></pre></div>
+<p><strong><a href="http://perso.ens-lyon.fr/laurent.modolo/R/1_d" class="uri">http://perso.ens-lyon.fr/laurent.modolo/R/1_d</a></strong></p>
+</div>
+<div id="functions-are-also-variables-3" class="slide section level2">
+<h1>Functions are also variables</h1>
+<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1"></a>base_test &lt;-<span class="st"> </span><span class="cf">function</span>(x, base){</span>
+<span id="cb5-2"><a href="#cb5-2"></a>  <span class="kw">return</span>(<span class="kw">isTRUE</span>(<span class="kw">all.equal</span>(x, base<span class="op">^</span><span class="kw">logarithm</span>(x, <span class="dt">base=</span>base))))</span>
+<span id="cb5-3"><a href="#cb5-3"></a>}</span></code></pre></div>
+<p><strong><a href="http://perso.ens-lyon.fr/laurent.modolo/R/1_e" class="uri">http://perso.ens-lyon.fr/laurent.modolo/R/1_e</a></strong></p>
+</div>
+<div id="the-environment" class="slide section level2">
+<h1>The environment</h1>
+<p></p>
+</div>
+<div id="a-code-editor" class="slide section level2">
+<h1>A code editor</h1>
+<p></p>
+</div>
+<div id="a-code-editor-1" class="slide section level2">
+<h1>A code editor</h1>
+<p>RStudio offers you great flexibility in running code from within the editor window. There are buttons, menu choices, and keyboard shortcuts. To run the current line, you can</p>
+<ul>
+<li>Click on the Run button above the editor panel, or</li>
+<li>select “Run Lines” from the “Code” menu, or</li>
+<li>hit Ctrl+Return in Windows or Linux or Cmd+Return on OS X. To run a block of code, select it and then Run.</li>
+</ul>
+<p>If you have modified a line of code within a block of code you have just run, there is no need to reselect the section and Run, you can use the next button along, Rerun the previous region. This will run the previous code block including the modifications you have made.</p>
+</div>
+<div id="a-code-editor-2" class="slide section level2">
+<h1>A code editor</h1>
+<p>Copy your <code>logarithm</code> and <code>base_test</code> into a <code>tp_1.R</code> file</p>
+
+<p>We can now clean your environment</p>
+<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1"></a><span class="kw">rm</span>(x)</span></code></pre></div>
+
+<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1"></a>?rm</span></code></pre></div>
+
+<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1"></a><span class="kw">ls</span>()</span></code></pre></div>
+
+<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1"></a><span class="kw">rm</span>(<span class="dt">list =</span> <span class="kw">ls</span>())</span></code></pre></div>
+</div>
+<div id="installing-packages" class="slide section level2">
+<h1>Installing packages</h1>
+<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1"></a><span class="kw">install.packages</span>(<span class="st">&quot;tidyverse&quot;</span>)</span></code></pre></div>
+<div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1"></a><span class="kw">install.packages</span>(<span class="st">&quot;ggplot2&quot;</span>)</span></code></pre></div>
+</div>
+<div id="installing-packages-1" class="slide section level2">
+<h1>Installing packages</h1>
+<p></p>
+</div>
+<div id="loading-packages" class="slide section level2">
+<h1>Loading packages</h1>
+<div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1"></a><span class="kw">sessionInfo</span>()</span></code></pre></div>
+
+<div class="sourceCode" id="cb13"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1"></a><span class="kw">library</span>(tidyverse)</span></code></pre></div>
+
+<div class="sourceCode" id="cb14"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb14-1"><a href="#cb14-1"></a><span class="kw">sessionInfo</span>()</span></code></pre></div>
+
+<div class="sourceCode" id="cb15"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb15-1"><a href="#cb15-1"></a><span class="kw">unloadNamespace</span>(<span class="st">&quot;tidyverse&quot;</span>)</span></code></pre></div>
+
+<div class="sourceCode" id="cb16"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb16-1"><a href="#cb16-1"></a><span class="kw">sessionInfo</span>()</span></code></pre></div>
+</div>
+<div id="complex-variable-type" class="slide section level2">
+<h1>Complex variable type</h1>
+</div>
+<div id="vector-aka-list" class="slide section level2">
+<h1>Vector (aka list)</h1>
+<div class="sourceCode" id="cb17"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb17-1"><a href="#cb17-1"></a><span class="kw">c</span>(<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>, <span class="dv">4</span>, <span class="dv">5</span>)</span></code></pre></div>
+
+<div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1"></a><span class="dv">1</span><span class="op">:</span><span class="dv">5</span></span></code></pre></div>
+
+<div class="sourceCode" id="cb19"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb19-1"><a href="#cb19-1"></a><span class="dv">2</span><span class="op">^</span>(<span class="dv">1</span><span class="op">:</span><span class="dv">5</span>)</span></code></pre></div>
+
+<div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb20-1"><a href="#cb20-1"></a>x &lt;-<span class="st"> </span><span class="dv">1</span><span class="op">:</span><span class="dv">5</span></span>
+<span id="cb20-2"><a href="#cb20-2"></a><span class="dv">2</span><span class="op">^</span>x</span></code></pre></div>
+
+<div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1"></a><span class="kw">log</span>(x)</span>
+<span id="cb21-2"><a href="#cb21-2"></a><span class="kw">logarithm</span>(x)</span>
+<span id="cb21-3"><a href="#cb21-3"></a><span class="kw">base_test</span>(x, <span class="dt">base =</span> <span class="dv">10</span>)</span></code></pre></div>
+</div>
+<div id="vector-aka-list-1" class="slide section level2">
+<h1>Vector (aka list)</h1>
+<div class="sourceCode" id="cb22"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb22-1"><a href="#cb22-1"></a><span class="kw">typeof</span>(x)</span></code></pre></div>
+
+<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1"></a><span class="kw">typeof</span>(x <span class="op">+</span><span class="st"> </span><span class="fl">0.5</span>)</span></code></pre></div>
+
+<div class="sourceCode" id="cb24"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb24-1"><a href="#cb24-1"></a><span class="kw">is.vector</span>(x)</span></code></pre></div>
+
+<div class="sourceCode" id="cb25"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb25-1"><a href="#cb25-1"></a><span class="kw">length</span>(x)</span></code></pre></div>
+
+<div class="sourceCode" id="cb26"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb26-1"><a href="#cb26-1"></a>x[<span class="dv">5</span>]</span></code></pre></div>
+
+<div class="sourceCode" id="cb27"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb27-1"><a href="#cb27-1"></a>y &lt;-<span class="st"> </span><span class="kw">c</span>(<span class="dt">a =</span> <span class="dv">1</span>, <span class="dt">b =</span> <span class="dv">2</span>, <span class="dt">c =</span> <span class="dv">3</span>, <span class="dt">d =</span> <span class="dv">4</span>, <span class="dt">e =</span> <span class="dv">5</span>)</span>
+<span id="cb27-2"><a href="#cb27-2"></a><span class="kw">typeof</span>(y)</span>
+<span id="cb27-3"><a href="#cb27-3"></a><span class="kw">is.vector</span>(y)</span>
+<span id="cb27-4"><a href="#cb27-4"></a><span class="kw">names</span>(y)</span>
+<span id="cb27-5"><a href="#cb27-5"></a>y[<span class="dv">1</span>]</span>
+<span id="cb27-6"><a href="#cb27-6"></a>y[<span class="st">&quot;a&quot;</span>]</span>
+<span id="cb27-7"><a href="#cb27-7"></a><span class="kw">names</span>(y) &lt;-<span class="st"> </span><span class="kw">c</span>(<span class="st">&quot;b&quot;</span>)</span></code></pre></div>
+
+<div class="sourceCode" id="cb28"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb28-1"><a href="#cb28-1"></a>x <span class="op">==</span><span class="st"> </span>y</span>
+<span id="cb28-2"><a href="#cb28-2"></a><span class="kw">all.equal</span>(x, y)</span></code></pre></div>
+</div>
+<div id="vector-challenge" class="slide section level2">
+<h1>Vector challenge</h1>
+<ul>
+<li>use the <code>seq()</code> function to create a vector of even numbers</li>
+<li>You can concatenate vector with <code>c(&lt;VECTOR_1&gt;, &lt;VECTOR_2&gt;)</code>, concatenate a vector of integers with a vector of the first 5 letters of the alphabet.</li>
+<li>Check the default vectors <code>letters</code> and <code>LETTERS</code>, rewrite your previous command using them.</li>
+<li>Create a vector giving you the correspondence between small case letters and upper case letters.</li>
+</ul>
+</div>
+<div id="vector-challenge-1" class="slide section level2">
+<h1>Vector challenge</h1>
+<ul>
+<li>use the <code>seq()</code> function to create a vector of even numbers</li>
+</ul>
+<div class="sourceCode" id="cb29"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb29-1"><a href="#cb29-1"></a><span class="kw">seq</span>(<span class="dt">from=</span><span class="dv">2</span>, <span class="dt">to=</span><span class="dv">10</span>, <span class="dt">by=</span><span class="dv">2</span>)</span></code></pre></div>
+<ul>
+<li>You can concatenate vector with <code>c(&lt;VECTOR_1&gt;, &lt;VECTOR_2&gt;)</code>, concatenate a vector of integers with a vector of the first 5 letters of the alphabet. What is the type of this vector.</li>
+<li>Check the default vectors <code>letters</code> and <code>LETTERS</code>, rewrite your previous command using them.</li>
+<li>Create a vector giving you the correspondence between small case letters and upper case letters.</li>
+</ul>
+</div>
+<div id="vector-challenge-2" class="slide section level2">
+<h1>Vector challenge</h1>
+<ul>
+<li>use the <code>seq()</code> function to create a vector of even numbers</li>
+</ul>
+<div class="sourceCode" id="cb30"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb30-1"><a href="#cb30-1"></a><span class="kw">seq</span>(<span class="dt">from=</span><span class="dv">2</span>, <span class="dt">to=</span><span class="dv">10</span>, <span class="dt">by=</span><span class="dv">2</span>)</span></code></pre></div>
+<ul>
+<li>You can concatenate vector with <code>c(&lt;VECTOR_1&gt;, &lt;VECTOR_2&gt;)</code>, concatenate a vector of integers with a vector of the first 5 letters of the alphabet. What is the type of this vector.</li>
+<li>Check the default vectors <code>letters</code> and <code>LETTERS</code>, rewrite your previous command using them.</li>
+<li>Create a vector giving you the correspondence between small case letters and upper case letters.</li>
+</ul>
+</div>
+<div id="vector-challenge-3" class="slide section level2">
+<h1>Vector challenge</h1>
+<ul>
+<li>use the <code>seq()</code> function to create a vector of even numbers</li>
+<li>You can concatenate vector with <code>c(&lt;VECTOR_1&gt;, &lt;VECTOR_2&gt;)</code>, concatenate a vector of integers with a vector of the first 5 letters of the alphabet. What is the type of this vector.</li>
+</ul>
+<div class="sourceCode" id="cb31"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb31-1"><a href="#cb31-1"></a><span class="kw">c</span>(<span class="dv">1</span><span class="op">:</span><span class="dv">5</span>, <span class="st">&quot;a&quot;</span>, <span class="st">&quot;b&quot;</span>, <span class="st">&quot;c&quot;</span>)</span>
+<span id="cb31-2"><a href="#cb31-2"></a><span class="kw">typeof</span>(<span class="kw">c</span>(<span class="dv">1</span><span class="op">:</span><span class="dv">5</span>, <span class="st">&quot;a&quot;</span>, <span class="st">&quot;b&quot;</span>, <span class="st">&quot;c&quot;</span>))</span></code></pre></div>
+<ul>
+<li>Check the default vectors <code>letters</code> and <code>LETTERS</code>, rewrite your previous command using them.</li>
+<li>Create a vector giving you the correspondence between small case letters and upper case letters.</li>
+</ul>
+</div>
+<div id="vector-challenge-4" class="slide section level2">
+<h1>Vector challenge</h1>
+<ul>
+<li>use the <code>seq()</code> function to create a vector of even numbers</li>
+<li>You can concatenate vector with <code>c(&lt;VECTOR_1&gt;, &lt;VECTOR_2&gt;)</code>, concatenate a vector of integers with a vector of the first 5 letters of the alphabet. What is the type of this vector.</li>
+<li>Check the default vectors <code>letters</code> and <code>LETTERS</code>, rewrite your previous command using them.</li>
+</ul>
+<div class="sourceCode" id="cb32"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb32-1"><a href="#cb32-1"></a><span class="kw">c</span>(<span class="dv">1</span><span class="op">:</span><span class="dv">5</span>, letters[<span class="dv">1</span><span class="op">:</span><span class="dv">3</span>])</span></code></pre></div>
+<ul>
+<li>Create a vector giving you the correspondence between small case letters and upper case letters.</li>
+</ul>
+</div>
+<div id="vector-challenge-5" class="slide section level2">
+<h1>Vector challenge</h1>
+<ul>
+<li>use the <code>seq()</code> function to create a vector of even numbers</li>
+<li>You can concatenate vector with <code>c(&lt;VECTOR_1&gt;, &lt;VECTOR_2&gt;)</code>, concatenate a vector of integers with a vector of the first 5 letters of the alphabet. What is the type of this vector.</li>
+<li>Check the default vectors <code>letters</code> and <code>LETTERS</code>, rewrite your previous command using them.</li>
+<li>Create a vector giving you the correspondence between small case letters and upper case letters.</li>
+</ul>
+<div class="sourceCode" id="cb33"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb33-1"><a href="#cb33-1"></a>rosette &lt;-<span class="st"> </span>LETTERS</span>
+<span id="cb33-2"><a href="#cb33-2"></a><span class="kw">names</span>(rosette) &lt;-<span class="st"> </span>letters</span>
+<span id="cb33-3"><a href="#cb33-3"></a>rosette[<span class="st">&quot;b&quot;</span>]</span>
+<span id="cb33-4"><a href="#cb33-4"></a>rosette[<span class="dv">13</span>]</span></code></pre></div>
+</div>
+<div id="matrix" class="slide section level2">
+<h1>Matrix</h1>
+<p>In R matrix are two dimensional vectors</p>
+<div class="sourceCode" id="cb34"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb34-1"><a href="#cb34-1"></a>matrix_example &lt;-<span class="st"> </span><span class="kw">matrix</span>(<span class="dv">1</span><span class="op">:</span>(<span class="dv">6</span><span class="op">*</span><span class="dv">3</span>), <span class="dt">ncol=</span><span class="dv">6</span>, <span class="dt">nrow=</span><span class="dv">3</span>)</span>
+<span id="cb34-2"><a href="#cb34-2"></a>matrix_example</span></code></pre></div>
+
+<div class="sourceCode" id="cb35"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb35-1"><a href="#cb35-1"></a><span class="kw">class</span>(matrix_example)</span>
+<span id="cb35-2"><a href="#cb35-2"></a><span class="kw">nrow</span>(matrix_example)</span>
+<span id="cb35-3"><a href="#cb35-3"></a><span class="kw">ncol</span>(matrix_example)</span></code></pre></div>
+
+<div class="sourceCode" id="cb36"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb36-1"><a href="#cb36-1"></a>matrix_example[<span class="dv">2</span>, <span class="dv">3</span>]</span></code></pre></div>
+</div>
+<div id="dataframe" class="slide section level2">
+<h1>DataFrame</h1>
+<p>In R <code>data.frame</code> are table type with mixed type</p>
+<div class="sourceCode" id="cb37"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb37-1"><a href="#cb37-1"></a>data_frame_example &lt;-<span class="st"> </span><span class="kw">data.frame</span>(<span class="dt">numbers=</span><span class="dv">1</span><span class="op">:</span><span class="dv">26</span>, <span class="dt">letters=</span>letters, <span class="dt">LETTERS=</span>LETTERS)</span>
+<span id="cb37-2"><a href="#cb37-2"></a>data_frame_example</span></code></pre></div>
+
+<div class="sourceCode" id="cb38"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb38-1"><a href="#cb38-1"></a><span class="kw">class</span>(data_frame_example)</span>
+<span id="cb38-2"><a href="#cb38-2"></a><span class="kw">nrow</span>(data_frame_example)</span>
+<span id="cb38-3"><a href="#cb38-3"></a><span class="kw">ncol</span>(data_frame_example)</span>
+<span id="cb38-4"><a href="#cb38-4"></a><span class="kw">names</span>(data_frame_example)</span></code></pre></div>
+
+<div class="sourceCode" id="cb39"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb39-1"><a href="#cb39-1"></a>data_frame_example[<span class="dv">2</span>, <span class="dv">3</span>]</span>
+<span id="cb39-2"><a href="#cb39-2"></a>data_frame_example[<span class="st">&quot;numbers&quot;</span>]</span></code></pre></div>
+</div>
+<div id="list" class="slide section level2">
+<h1>List</h1>
+<p>In R <code>list</code> are multitypes object</p>
+<div class="sourceCode" id="cb40"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb40-1"><a href="#cb40-1"></a><span class="kw">list</span>(<span class="dt">a =</span> <span class="st">&quot;test&quot;</span>, <span class="dt">b =</span> <span class="dv">1</span>)</span></code></pre></div>
+
+<div class="sourceCode" id="cb41"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb41-1"><a href="#cb41-1"></a><span class="kw">list</span>(<span class="dt">a =</span> <span class="st">&quot;test&quot;</span>, <span class="dt">b =</span> <span class="dv">1</span><span class="op">:</span><span class="dv">5</span>)</span></code></pre></div>
+
+<div class="sourceCode" id="cb42"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb42-1"><a href="#cb42-1"></a>z &lt;-<span class="st"> </span><span class="kw">list</span>(</span>
+<span id="cb42-2"><a href="#cb42-2"></a>  <span class="dt">a =</span> <span class="st">&quot;test&quot;</span>,</span>
+<span id="cb42-3"><a href="#cb42-3"></a>  <span class="dt">b =</span> <span class="dv">1</span><span class="op">:</span><span class="dv">5</span>,</span>
+<span id="cb42-4"><a href="#cb42-4"></a>  <span class="dt">c =</span> <span class="kw">data.frame</span>(<span class="dt">numbers=</span><span class="dv">1</span><span class="op">:</span><span class="dv">26</span>, <span class="dt">letters=</span>letters, <span class="dt">LETTERS=</span>LETTERS)</span>
+<span id="cb42-5"><a href="#cb42-5"></a>)</span></code></pre></div>
+
+<div class="sourceCode" id="cb43"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb43-1"><a href="#cb43-1"></a><span class="kw">list</span>(</span>
+<span id="cb43-2"><a href="#cb43-2"></a>  <span class="dt">a =</span> <span class="st">&quot;test&quot;</span>,</span>
+<span id="cb43-3"><a href="#cb43-3"></a>  <span class="dt">b =</span> <span class="dv">1</span><span class="op">:</span><span class="dv">5</span>,</span>
+<span id="cb43-4"><a href="#cb43-4"></a>  <span class="dt">c =</span> z</span>
+<span id="cb43-5"><a href="#cb43-5"></a>)</span></code></pre></div>
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+.jslider table {
+margin-left: 0em;
+margin-right: 0em;
+}
+
+table.dataTable, .shiny-datatable-output div {
+font-size: 14pt;
+}
+
+.dataTables_info, .dataTables_paginate {
+font-size: 19px;
+}
+
+pre.sourceCode, code.sourceCode {
+font-size: 80%;
+}
+
+label, button, input, select, textarea {
+font-size: 14pt;
+}
+
+ul.nav, ul.nav li {
+list-style-type: none;
+}
+</style>
+  <script src="data:application/javascript;base64,/* slidy.js

   Copyright (c) 2005-2013 W3C (MIT, ERCIM, Keio), All Rights Reserved.
   W3C liability, trademark, document use and software licensing
   rules apply, see:

   http://www.w3.org/Consortium/Legal/copyright-documents
   http://www.w3.org/Consortium/Legal/copyright-software

   Defines single name "w3c_slidy" in global namespace
   Adds event handlers without trampling on any others
*/

// the slidy object implementation
var w3c_slidy = {
  // classify which kind of browser we're running under
  ns_pos: (typeof window.pageYOffset!='undefined'),
  khtml: ((navigator.userAgent).indexOf("KHTML") >= 0 ? true : false),
  opera: ((navigator.userAgent).indexOf("Opera") >= 0 ? true : false),
  ipad: ((navigator.userAgent).indexOf("iPad") >= 0 ? true : false),
  iphone: ((navigator.userAgent).indexOf("iPhone") >= 0 ? true : false),
  android: ((navigator.userAgent).indexOf("Android") >= 0 ? true : false),
  ie: (typeof document.all != "undefined" && !this.opera),
  ie6: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 6") != -1),
  ie7: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 7") != -1),
  ie8: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 8") != -1),
  ie9: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 9") != -1),

  // data for swipe and double tap detection on touch screens
  last_tap: 0,
  prev_tap: 0,
  start_x: 0,
  start_y: 0,
  delta_x: 0,
  delta_y: 0,

  // are we running as XHTML? (doesn't work on Opera)
  is_xhtml: /xml/.test(document.contentType),

  slide_number: 0, // integer slide count: 0, 1, 2, ...
  slide_number_element: null, // element containing slide number
  slides: [], // set to array of slide div's
  notes: [], // set to array of handout div's
  backgrounds: [], // set to array of background div's
  observers: [], // list of observer functions
  toolbar: null, // element containing toolbar
  title: null, // document title
  last_shown: null, // last incrementally shown item
  eos: null,  // span element for end of slide indicator
  toc: null, // table of contents
  outline: null, // outline element with the focus
  selected_text_len: 0, // length of drag selection on document
  view_all: 0,  // 1 to view all slides + handouts
  want_toolbar: true,  // user preference to show/hide toolbar
  mouse_click_enabled: true, // enables left click for next slide
  scroll_hack: 0, // IE work around for position: fixed
  disable_slide_click: false,  // used by clicked anchors

  lang: "en", // updated to language specified by html file

  help_anchor: null, // used for keyboard focus hack in showToolbar()
  help_page: "http://www.w3.org/Talks/Tools/Slidy2/help/help.html",
  help_text: "Navigate with mouse click, space bar, Cursor Left/Right, " +
             "or Pg Up and Pg Dn. Use S and B to change font size.",

  size_index: 0,
  size_adjustment: 0,
  sizes:  new Array("10pt", "12pt", "14pt", "16pt", "18pt", "20pt",
                    "22pt", "24pt", "26pt", "28pt", "30pt", "32pt"),

  // needed for efficient resizing
  last_width: 0,
  last_height: 0,


  // Needed for cross browser support for relative width/height on
  // object elements. The work around is to save width/height attributes
  // and then to recompute absolute width/height dimensions on resizing
   objects: [],

  // attach initialiation event handlers
  set_up: function () {
    var init = function() { w3c_slidy.init(); };
    if (typeof window.addEventListener != "undefined")
      window.addEventListener("load", init, false);
    else
      window.attachEvent("onload", init);
  },

  hide_slides: function () {
    if (document.body && !w3c_slidy.initialized)
      document.body.style.visibility = "hidden";
    else
      setTimeout(w3c_slidy.hide_slides, 50);
  },

  // hack to persuade IE to compute correct document height
  // as needed for simulating fixed positioning of toolbar
  ie_hack: function () {
    window.resizeBy(0,-1);
    window.resizeBy(0, 1);
  },

  init: function () {
    //alert("slidy starting test 10");
    document.body.style.visibility = "visible";
    this.init_localization();
    this.add_toolbar();
    this.wrap_implicit_slides();
    this.collect_slides();
    this.collect_notes();
    this.collect_backgrounds();
    this.objects = document.body.getElementsByTagName("object");
    this.patch_anchors();
    this.slide_number = this.find_slide_number(location.href);
    window.offscreenbuffering = true;
    this.size_adjustment = this.find_size_adjust();
    this.time_left = this.find_duration();
    this.hide_image_toolbar();  // suppress IE image toolbar popup
    this.init_outliner();  // activate fold/unfold support
    this.title = document.title;
    this.keyboardless = (this.ipad||this.iphone||this.android);

    if (this.keyboardless)
    {
      w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden")
      this.want_toolbar = 0;
    }

    // work around for opera bug
    this.is_xhtml = (document.body.tagName == "BODY" ? false : true);

    if (this.slides.length > 0)
    {
      var slide = this.slides[this.slide_number];
   
      if (this.slide_number > 0)
      {
        this.set_visibility_all_incremental("visible");
        this.last_shown = this.previous_incremental_item(null);
        this.set_eos_status(true);
      }
      else
      {
        this.last_shown = null;
        this.set_visibility_all_incremental("hidden");
        this.set_eos_status(!this.next_incremental_item(this.last_shown));
      }

      this.set_location();
      this.add_class(this.slides[0], "first-slide");
      w3c_slidy.show_slide(slide);
    }

    this.toc = this.table_of_contents();

    this.add_initial_prompt();

    // bind event handlers without interfering with custom page scripts
    // Tap events behave too weirdly to support clicks reliably on
    // iPhone and iPad, so exclude these from click handler

    if (!this.keyboardless)
    {
      this.add_listener(document.body, "click", this.mouse_button_click);
      this.add_listener(document.body, "mousedown", this.mouse_button_down);
    }

    this.add_listener(document, "keydown", this.key_down);
    this.add_listener(document, "keypress", this.key_press);
    this.add_listener(window, "resize", this.resized);
    this.add_listener(window, "scroll", this.scrolled);
    this.add_listener(window, "unload", this.unloaded);

    this.add_listener(document, "gesturechange", function ()
    {
      return false;
    });

    this.attach_touch_handers(this.slides);

    // this seems to be a debugging hack
    //if (!document.body.onclick)
    //  document.body.onclick = function () { };

    this.single_slide_view();

    //this.set_location();

    this.resized();

    if (this.ie7)
      setTimeout(w3c_slidy.ie_hack, 100);

    this.show_toolbar();

    // for back button detection
    setInterval(function () { w3c_slidy.check_location(); }, 200);
    w3c_slidy.initialized = true;
  },

  // create div element with links to each slide
  table_of_contents: function () {
    var toc = this.create_element("div");
    this.add_class(toc, "slidy_toc hidden");
    //toc.setAttribute("tabindex", "0");

    var heading = this.create_element("div");
    this.add_class(heading, "toc-heading");
    heading.innerHTML = this.localize("Table of Contents");

    toc.appendChild(heading);
    var previous = null;

    for (var i = 0; i < this.slides.length; ++i)
    {
      var title = this.has_class(this.slides[i], "title");
      var num = document.createTextNode((i + 1) + ". ");

      toc.appendChild(num);

      var a = this.create_element("a");
      a.setAttribute("href", "#(" + (i+1) + ")");

      if (title)
        this.add_class(a, "titleslide");

      var name = document.createTextNode(this.slide_name(i));
      a.appendChild(name);
      a.onclick = w3c_slidy.toc_click;
      a.onkeydown = w3c_slidy.toc_key_down;
      a.previous = previous;

      if (previous)
        previous.next = a;

      toc.appendChild(a);

      if (i == 0)
        toc.first = a;

      if (i < this.slides.length - 1)
      {
        var br = this.create_element("br");
        toc.appendChild(br);
      }

      previous = a;
    }

    toc.focus = function () {
      if (this.first)
        this.first.focus();
    }

    toc.onmouseup = w3c_slidy.mouse_button_up;

    toc.onclick = function (e) {
      e||(e=window.event);

      if (w3c_slidy.selected_text_len <= 0)
         w3c_slidy.hide_table_of_contents(true);

      w3c_slidy.stop_propagation(e);
    
      if (e.cancel != undefined)
        e.cancel = true;
      
      if (e.returnValue != undefined)
        e.returnValue = false;
      
      return false;
    };

    document.body.insertBefore(toc, document.body.firstChild);
    return toc;
  },

  is_shown_toc: function () {
    return !w3c_slidy.has_class(w3c_slidy.toc, "hidden");
  },

  show_table_of_contents: function () {
    w3c_slidy.remove_class(w3c_slidy.toc, "hidden");
    var toc = w3c_slidy.toc;
    toc.focus();

    if (w3c_slidy.ie7 && w3c_slidy.slide_number == 0)
      setTimeout(w3c_slidy.ie_hack, 100);
  },

  hide_table_of_contents: function (focus) {
    w3c_slidy.add_class(w3c_slidy.toc, "hidden");

    if (focus && !w3c_slidy.opera &&
        !w3c_slidy.has_class(w3c_slidy.toc, "hidden"))
      w3c_slidy.set_focus();
  },

  toggle_table_of_contents: function () {
    if (w3c_slidy.is_shown_toc())
      w3c_slidy.hide_table_of_contents(true);
    else
      w3c_slidy.show_table_of_contents();
  },

  // called on clicking toc entry
  toc_click: function (e) {
    if (!e)
      e = window.event;

    var target = w3c_slidy.get_target(e);

    if (target && target.nodeType == 1)
    {
      var uri = target.getAttribute("href");

      if (uri)
      {
        //alert("going to " + uri);
        var slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);
        w3c_slidy.slide_number = w3c_slidy.find_slide_number(uri);
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.last_shown = null;
        w3c_slidy.set_location();
        w3c_slidy.set_visibility_all_incremental("hidden");
        w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
        w3c_slidy.show_slide(slide);
        //target.focus();

        try
        {
          if (!w3c_slidy.opera)
            w3c_slidy.set_focus();
        }
        catch (e)
        {
        }
      }
    }

    w3c_slidy.hide_table_of_contents(true);
    if (w3c_slidy.ie7) w3c_slidy.ie_hack();
    w3c_slidy.stop_propagation(e);
    return w3c_slidy.cancel(e);
  },

  // called onkeydown for toc entry
  toc_key_down: function (event) {
    var key;

    if (!event)
      var event = window.event;

    // kludge around NS/IE differences 
    if (window.event)
      key = window.event.keyCode;
    else if (event.which)
      key = event.which;
    else
      return true; // Yikes! unknown browser

    // ignore event if key value is zero
    // as for alt on Opera and Konqueror
    if (!key)
      return true;

    // check for concurrent control/command/alt key
    // but are these only present on mouse events?

    if (event.ctrlKey || event.altKey)
      return true;

    if (key == 13)
    {
      var uri = this.getAttribute("href");

      if (uri)
      {
        //alert("going to " + uri);
       var slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);
        w3c_slidy.slide_number = w3c_slidy.find_slide_number(uri);
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.last_shown = null;
        w3c_slidy.set_location();
        w3c_slidy.set_visibility_all_incremental("hidden");
        w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
        w3c_slidy.show_slide(slide);
        //target.focus();

        try
        {
          if (!w3c_slidy.opera)
            w3c_slidy.set_focus();
        }
        catch (e)
        {
        }
      }

      w3c_slidy.hide_table_of_contents(true);

      if (self.ie7)
       w3c_slidy.ie_hack();

      return w3c_slidy.cancel(event);
    }

    if (key == 40 && this.next)
    {
      this.next.focus();
      return w3c_slidy.cancel(event);
    }

    if (key == 38 && this.previous)
    {
      this.previous.focus();
      return w3c_slidy.cancel(event);
    }

    return true;
  },

  touchstart: function (e)
  {
    // a double touch often starts with a
    // single touch due to fingers touching
    // down at slightly different times
    // thus avoid calling preventDefault here
    this.prev_tap = this.last_tap;
    this.last_tap = (new Date).getTime();

    var tap_delay = this.last_tap - this.prev_tap;

    if (tap_delay <= 200)
    {
      // double tap
    }

    var touch = e.touches[0];

    this.pageX = touch.pageX;
    this.pageY = touch.pageY;
    this.screenX = touch.screenX;
    this.screenY = touch.screenY;
    this.clientX = touch.clientX;
    this.clientY = touch.clientY;

    this.delta_x = this.delta_y = 0;
  },

  touchmove: function (e)
  {
    // override native gestures for single touch
    if (e.touches.length > 1)
      return;

    e.preventDefault();
    var touch = e.touches[0];
    this.delta_x = touch.pageX - this.pageX;
    this.delta_y = touch.pageY - this.pageY;
  },

  touchend: function (e)
  {
    // default behavior for multi-touch
    if (e.touches.length > 1)
      return;

    var delay = (new Date).getTime() - this.last_tap;
    var dx = this.delta_x;
    var dy = this.delta_y;
    var abs_dx = Math.abs(dx);
    var abs_dy = Math.abs(dy);

    if (delay < 500 && (abs_dx > 100 || abs_dy > 100))
    {
      if (abs_dx > 0.5 * abs_dy)
      {
        e.preventDefault();

        if (dx < 0)
          w3c_slidy.next_slide(true);
        else
          w3c_slidy.previous_slide(true);
      }
      else if (abs_dy > 2 * abs_dx)
      {
        e.preventDefault();
        w3c_slidy.toggle_table_of_contents();
      }
    }
  },

  // ### OBSOLETE ###
  before_print: function () {
    this.show_all_slides();
    this.hide_toolbar();
    alert("before print");
  },

  // ### OBSOLETE ###
  after_print: function () {
    if (!this.view_all)
    {
      this.single_slide_view();
      this.show_toolbar();
    }
    alert("after print");
  },

  // ### OBSOLETE ###
  print_slides: function () {
    this.before_print();
    window.print();
    this.after_print();
  },

  // ### OBSOLETE ?? ###
  toggle_view: function () {
    if (this.view_all)
    {
      this.single_slide_view();
      this.show_toolbar();
      this.view_all = 0;
    }
    else
    {
      this.show_all_slides();
      this.hide_toolbar();
      this.view_all = 1;
    }
  },

  // prepare for printing  ### OBSOLETE ###
  show_all_slides: function () {
    this.remove_class(document.body, "single_slide");
    this.set_visibility_all_incremental("visible");
  },

  // restore after printing  ### OBSOLETE ###
  single_slide_view: function () {
    this.add_class(document.body, "single_slide");
    this.set_visibility_all_incremental("visible");
    this.last_shown = this.previous_incremental_item(null);
  },

  // suppress IE's image toolbar pop up
  hide_image_toolbar: function () {
    if (!this.ns_pos)
    {
      var images = document.getElementsByTagName("IMG");

      for (var i = 0; i < images.length; ++i)
        images[i].setAttribute("galleryimg", "no");
    }
  },

  unloaded: function (e) {
    //alert("unloaded");
  },

  // Safari and Konqueror don't yet support getComputedStyle()
  // and they always reload page when location.href is updated
  is_KHTML: function () {
    var agent = navigator.userAgent;
    return (agent.indexOf("KHTML") >= 0 ? true : false);
  },

  // find slide name from first h1 element
  // default to document title + slide number
  slide_name: function (index) {
    var name = null;
    var slide = this.slides[index];

    var heading = this.find_heading(slide);

    if (heading)
      name = this.extract_text(heading);

    if (!name)
      name = this.title + "(" + (index + 1) + ")";

    name.replace(/\&/g, "&amp;");
    name.replace(/\</g, "&lt;");
    name.replace(/\>/g, "&gt;");

    return name;
  },

  // find first h1 element in DOM tree
  find_heading: function (node) {
    if (!node || node.nodeType != 1)
      return null;

    if (node.nodeName == "H1" || node.nodeName == "h1")
      return node;

    var child = node.firstChild;

    while (child)
    {
      node = this.find_heading(child);

      if (node)
        return node;

      child = child.nextSibling;
    }

    return null;
  },

  // recursively extract text from DOM tree
  extract_text: function (node) {
    if (!node)
      return "";

    // text nodes
    if (node.nodeType == 3)
      return node.nodeValue;

    // elements
    if (node.nodeType == 1)
    {
      node = node.firstChild;
      var text = "";

      while (node)
      {
        text = text + this.extract_text(node);
        node = node.nextSibling;
      }

      return text;
    }

    return "";
  },

  // find copyright text from meta element
  find_copyright: function () {
    var name, content;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "copyright")
        return content;
    }

    return null;
  },

  find_size_adjust: function () {
    var name, content, offset;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "font-size-adjustment")
        return 1 * content;
    }

    return 1;
  },

  // <meta name="duration" content="20" />  for 20 minutes
  find_duration: function () {
    var name, content, offset;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "duration")
        return 60000 * content;
    }

    return null;
  },

  replace_by_non_breaking_space: function (str) {
    for (var i = 0; i < str.length; ++i)
      str[i] = 160;
  },

  // ### CHECK ME ### is use of "li" okay for text/html?
  // for XHTML do we also need to specify namespace?
  init_outliner: function () {
    var items = document.getElementsByTagName("li");

    for (var i = 0; i < items.length; ++i)
    {
      var target = items[i];

      if (!this.has_class(target.parentNode, "outline"))
        continue;

      target.onclick = this.outline_click;
/* ### more work needed for IE6
      if (!this.ns_pos)
      {
        target.onmouseover = this.hover_outline;
        target.onmouseout = this.unhover_outline;
      }
*/
      if (this.foldable(target))
      {
        target.foldable = true;
        target.onfocus = function () {w3c_slidy.outline = this;};
        target.onblur = function () {w3c_slidy.outline = null;};

        if (!target.getAttribute("tabindex"))
          target.setAttribute("tabindex", "0");

        if (this.has_class(target, "expand"))
          this.unfold(target);
        else
          this.fold(target);
      }
      else
      {
        this.add_class(target, "nofold");
        target.visible = true;
        target.foldable = false;
      }
    }
  },

  foldable: function (item) {
    if (!item || item.nodeType != 1)
      return false;

    var node = item.firstChild;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node))
        return true;

      node = node.nextSibling;
    }

    return false;
  },

  // ### CHECK ME ### switch to add/remove "hidden" class
  fold: function (item) {
    if (item)
    {
      this.remove_class(item, "unfolded");
      this.add_class(item, "folded");
    }

    var node = item ? item.firstChild : null;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node)) // element
      {
         w3c_slidy.add_class(node, "hidden");
      }

      node = node.nextSibling;
    }

    item.visible = false;
  },

  // ### CHECK ME ### switch to add/remove "hidden" class
  unfold: function (item) {
    if (item)
    {
      this.add_class(item, "unfolded");
      this.remove_class(item, "folded");
    }

    var node = item ? item.firstChild : null;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node)) // element
      {
        w3c_slidy.remove_class(node, "hidden");
      }

      node = node.nextSibling;
    }

    item.visible = true;
  },

  outline_click: function (e) {
    if (!e)
      e = window.event;

    var rightclick = false;
    var target = w3c_slidy.get_target(e);

    while (target && target.visible == undefined)
      target = target.parentNode;

    if (!target)
      return true;

    if (e.which)
      rightclick = (e.which == 3);
    else if (e.button)
      rightclick = (e.button == 2);

    if (!rightclick && target.visible != undefined)
    {
      if (target.foldable)
      {
        if (target.visible)
          w3c_slidy.fold(target);
        else
          w3c_slidy.unfold(target);
      }

      w3c_slidy.stop_propagation(e);
      e.cancel = true;
      e.returnValue = false;
    }

    return false;
  },

  add_initial_prompt: function () {
    var prompt = this.create_element("div");
    prompt.setAttribute("class", "initial_prompt");

    var p1 = this.create_element("p");
    prompt.appendChild(p1);
    p1.setAttribute("class", "help");

    if (this.keyboardless)
      p1.innerHTML = "swipe left to move to next slide";
    else
      p1.innerHTML = "Space, Right Arrow or swipe left to move to " +
                     "next slide, click help below for more details";

    this.add_listener(prompt, "click", function (e) {
      document.body.removeChild(prompt);
      w3c_slidy.stop_propagation(e);
    
      if (e.cancel != undefined)
        e.cancel = true;
      
      if (e.returnValue != undefined)
        e.returnValue = false;
      
      return false;
    });

    document.body.appendChild(prompt);
    this.initial_prompt = prompt;
    setTimeout(function() {document.body.removeChild(prompt);}, 5000);
  },

  add_toolbar: function () {
    var counter, page;

     this.toolbar = this.create_element("div");
     this.toolbar.setAttribute("class", "toolbar");

     // a reasonably behaved browser
     if (this.ns_pos || !this.ie6)
     {
       var right = this.create_element("div");
       right.setAttribute("style", "float: right; text-align: right");

       counter = this.create_element("span")
       counter.innerHTML = this.localize("slide") + " n/m";
       right.appendChild(counter);
       this.toolbar.appendChild(right);

       var left = this.create_element("div");
       left.setAttribute("style", "text-align: left");

       // global end of slide indicator
       this.eos = this.create_element("span");
       this.eos.innerHTML = "* ";
       left.appendChild(this.eos);

       var help = this.create_element("a");
       help.setAttribute("href", this.help_page);
       help.setAttribute("title", this.localize(this.help_text));
       help.innerHTML = this.localize("help?");
       left.appendChild(help);
       help.style.display="none"; 
       this.help_anchor = help;  // save for focus hack

       var gap1 = document.createTextNode(" ");
       left.appendChild(gap1);

       var contents = this.create_element("a");
       contents.setAttribute("href", "javascript:w3c_slidy.toggle_table_of_contents()");
       contents.setAttribute("title", this.localize("table of contents"));
       contents.innerHTML = this.localize("Contents");
       left.appendChild(contents);

       var gap2 = document.createTextNode(" ");
       left.appendChild(gap2);

       var copyright = this.find_copyright();

       if (copyright)
       {
         var span = this.create_element("span");
         span.className = "copyright";
         span.innerHTML = copyright;
         left.appendChild(span);
       }

       this.toolbar.setAttribute("tabindex", "0");
       this.toolbar.appendChild(left);
     }
     else // IE6 so need to work around its poor CSS support
     {
       this.toolbar.style.position = (this.ie7 ? "fixed" : "absolute");
       this.toolbar.style.zIndex = "200";
       this.toolbar.style.width = "99.9%";
       this.toolbar.style.height = "1.2em";
       this.toolbar.style.top = "auto";
       this.toolbar.style.bottom = "0";
       this.toolbar.style.left = "0";
       this.toolbar.style.right = "0";
       this.toolbar.style.textAlign = "left";
       this.toolbar.style.fontSize = "60%";
       this.toolbar.style.color = "red";
       this.toolbar.borderWidth = 0;
       this.toolbar.className = "toolbar";
       this.toolbar.style.background = "rgb(240,240,240)";

       // would like to have help text left aligned
       // and page counter right aligned, floating
       // div's don't work, so instead use nested
       // absolutely positioned div's.

       var sp = this.create_element("span");
       sp.innerHTML = "&nbsp;&nbsp;*&nbsp;";
       this.toolbar.appendChild(sp);
       this.eos = sp;  // end of slide indicator

       var help = this.create_element("a");
       help.setAttribute("href", this.help_page);
       help.setAttribute("title", this.localize(this.help_text));
       help.innerHTML = this.localize("help?");
       this.toolbar.appendChild(help);
       this.help_anchor = help;  // save for focus hack

       var gap1 = document.createTextNode(" ");
       this.toolbar.appendChild(gap1);

       var contents = this.create_element("a");
       contents.setAttribute("href", "javascript:toggleTableOfContents()");
       contents.setAttribute("title", this.localize("table of contents".localize));
       contents.innerHTML = this.localize("contents?");
       this.toolbar.appendChild(contents);

       var gap2 = document.createTextNode(" ");
       this.toolbar.appendChild(gap2);

       var copyright = this.find_copyright();

       if (copyright)
       {
         var span = this.create_element("span");
         span.innerHTML = copyright;
         span.style.color = "black";
         span.style.marginLeft = "0.5em";
         this.toolbar.appendChild(span);
       }

       counter = this.create_element("div")
       counter.style.position = "absolute";
       counter.style.width = "auto"; //"20%";
       counter.style.height = "1.2em";
       counter.style.top = "auto";
       counter.style.bottom = 0;
       counter.style.right = "0";
       counter.style.textAlign = "right";
       counter.style.color = "red";
       counter.style.background = "rgb(240,240,240)";

       counter.innerHTML = this.localize("slide") + " n/m";
       this.toolbar.appendChild(counter);
     }

     // ensure that click isn't passed through to the page
     this.toolbar.onclick =
         function (e) {
           if (!e)
             e = window.event;

           var target = e.target;

           if (!target && e.srcElement)
             target = e.srcElement;

           // work around Safari bug
           if (target && target.nodeType == 3)
             target = target.parentNode;

           w3c_slidy.stop_propagation(e);

           if (target && target.nodeName.toLowerCase() != "a")
             w3c_slidy.mouse_button_click(e);
         };

     this.slide_number_element = counter;
     this.set_eos_status(false);
     document.body.appendChild(this.toolbar);
  },

  // wysiwyg editors make it hard to use div elements
  // e.g. amaya loses the div when you copy and paste
  // this function wraps div elements around implicit
  // slides which start with an h1 element and continue
  // up to the next heading or div element
  wrap_implicit_slides: function () {
    var i, heading, node, next, div;
    var headings = document.getElementsByTagName("h1");

    if (!headings)
      return;

    for (i = 0; i < headings.length; ++i)
    {
      heading = headings[i];

      if (heading.parentNode != document.body)
        continue;

      node = heading.nextSibling;

      div = document.createElement("div");
      this.add_class(div, "slide");
      document.body.replaceChild(div, heading);
      div.appendChild(heading);

      while (node)
      {
        if (node.nodeType == 1) // an element
        {
           if (node.nodeName == "H1" || node.nodeName == "h1")
             break;

           if (node.nodeName == "DIV" || node.nodeName == "div")
           {
             if (this.has_class(node, "slide"))
               break;

             if (this.has_class(node, "handout"))
               break;
           }
        }

        next = node.nextSibling;
        node = document.body.removeChild(node);
        div.appendChild(node);
        node = next;
      } 
    }
  },

  attach_touch_handers: function(slides)
  {
    var i, slide;

    for (i = 0; i < slides.length; ++i)
    {
      slide = slides[i];
      this.add_listener(slide, "touchstart", this.touchstart);
      this.add_listener(slide, "touchmove", this.touchmove);
      this.add_listener(slide, "touchend", this.touchend);
    }
  },

// return new array of all slides
  collect_slides: function () {
    var slides = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "slide"))
      {
        // add slide to collection
        slides[slides.length] = div;

        // hide each slide as it is found
        this.add_class(div, "hidden");

        // add dummy <br/> at end for scrolling hack
        var node1 = document.createElement("br");
        div.appendChild(node1);
        var node2 = document.createElement("br");
        div.appendChild(node2);
      }
      else if (this.has_class(div, "background"))
      {  // work around for Firefox SVG reload bug
        // which otherwise replaces 1st SVG graphic with 2nd
        div.style.display = "block";
      }
    }

    this.slides = slides;
  },

  // return new array of all <div class="handout">
  collect_notes: function () {
    var notes = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "handout"))
      {
        // add note to collection
        notes[notes.length] = div;

        // and hide it
        this.add_class(div, "hidden");
      }
    }

    this.notes = notes;
  },

  // return new array of all <div class="background">
  // including named backgrounds e.g. class="background titlepage"
  collect_backgrounds: function () {
    var backgrounds = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "background"))
      {
        // add background to collection
        backgrounds[backgrounds.length] = div;

        // and hide it
        this.add_class(div, "hidden");
      }
    }

    this.backgrounds = backgrounds;
  },

  // set click handlers on all anchors
  patch_anchors: function () {
    var self = w3c_slidy;
    var handler = function (event) {
      // compare this.href with location.href
      // for link to another slide in this doc

      if (self.page_address(this.href) == self.page_address(location.href))
      {
        // yes, so find new slide number
        var newslidenum = self.find_slide_number(this.href);

        if (newslidenum != self.slide_number)
        {
          var slide = self.slides[self.slide_number];
          self.hide_slide(slide);
          self.slide_number = newslidenum;
          slide = self.slides[self.slide_number];
          self.show_slide(slide);
          self.set_location();
        }
      }
      else
        w3c_slidy.stop_propagation(event);

//      else if (this.target == null)
//        location.href = this.href;

      this.blur();
      self.disable_slide_click = true;
    };

    var anchors = document.body.getElementsByTagName("a");

    for (var i = 0; i < anchors.length; ++i)
    {
      if (window.addEventListener)
        anchors[i].addEventListener("click", handler, false);
      else
        anchors[i].attachEvent("onclick", handler);
    }
  },

  // ### CHECK ME ### see which functions are invoked via setTimeout
  // either directly or indirectly for use of w3c_slidy vs this
  show_slide_number: function () {
    var timer = w3c_slidy.get_timer();
    w3c_slidy.slide_number_element.innerHTML = timer + w3c_slidy.localize("slide") + " " +
           (w3c_slidy.slide_number + 1) + "/" + w3c_slidy.slides.length;
  },

  // every 200mS check if the location has been changed as a
  // result of the user activating the Back button/menu item
  // doesn't work for Opera < 9.5
  check_location: function () {
    var hash = location.hash;

    if (w3c_slidy.slide_number > 0 && (hash == "" || hash == "#"))
      w3c_slidy.goto_slide(0);
    else if (hash.length > 2 && hash != "#("+(w3c_slidy.slide_number+1)+")")
    {
      var num = parseInt(location.hash.substr(2));

      if (!isNaN(num))
        w3c_slidy.goto_slide(num-1);
    }

    if (w3c_slidy.time_left && w3c_slidy.slide_number > 0)
    {
      w3c_slidy.show_slide_number();

      if (w3c_slidy.time_left > 0)
        w3c_slidy.time_left -= 200;
    } 
  },

  get_timer: function () {
    var timer = "";
    if (w3c_slidy.time_left)
    {
      var mins, secs;
      secs = Math.floor(w3c_slidy.time_left/1000);
      mins = Math.floor(secs / 60);
      secs = secs % 60;
      timer = (mins ? mins+"m" : "") + secs + "s ";
    }

    return timer;
  },

  // this doesn't push location onto history stack for IE
  // for which a hidden iframe hack is needed: load page into
  // the iframe with script that set's parent's location.hash
  // but that won't work for standalone use unless we can
  // create the page dynamically via a javascript: URL
  // ### use history.pushState if available
  set_location: function () {
     var uri = w3c_slidy.page_address(location.href);
     var hash = "#(" + (w3c_slidy.slide_number+1) + ")";

     if (w3c_slidy.slide_number >= 0)
       uri = uri + hash;

     if (typeof(history.pushState) != "undefined" && location.protocol !== "file:")
     {
       document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
       history.pushState(0, document.title, hash);
       w3c_slidy.show_slide_number();
       w3c_slidy.notify_observers();
       return;
     }

     if (w3c_slidy.ie && (w3c_slidy.ie6 || w3c_slidy.ie7))
       w3c_slidy.push_hash(hash);

     if (uri != location.href) // && !khtml
        location.href = uri;

     if (this.khtml)
        hash = "(" + (w3c_slidy.slide_number+1) + ")";

     if (!this.ie && location.hash != hash && location.hash != "")
       location.hash = hash;

     document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
     w3c_slidy.show_slide_number();
     w3c_slidy.notify_observers();
  },

  notify_observers: function ()
  {
    var slide = this.slides[this.slide_number];

    for (var i = 0; i < this.observers.length; ++i)
      this.observers[i](this.slide_number+1, this.find_heading(slide).innerText, location.href);
  },

  add_observer: function (observer)
  {
    for (var i = 0; i < this.observers.length; ++i)
    {
      if (observer == this.observers[i])
        return;
    }

    this.observers.push(observer);
  },

  remove_observer: function (o)
  {
    for (var i = 0; i < this.observers.length; ++i)
    {
      if (observer == this.observers[i])
      {
        this.observers.splice(i,1);
        break;
      }
    }
  },

  page_address: function (uri) {
    var i = uri.indexOf("#");

    if (i < 0)
      i = uri.indexOf("%23");

    // check if anchor is entire page

    if (i < 0)
      return uri;  // yes

    return uri.substr(0, i);
  },

  // only used for IE6 and IE7
  on_frame_loaded: function (hash) {
    location.hash = hash;
    var uri = w3c_slidy.page_address(location.href);
    location.href = uri + hash;
  },

  // history hack with thanks to Bertrand Le Roy
  push_hash: function (hash) {
    if (hash == "") hash = "#(1)";
      window.location.hash = hash;

    var doc = document.getElementById("historyFrame").contentWindow.document;
    doc.open("javascript:'<html></html>'");
    doc.write("<html><head><script type=\"text/javascript\">window.parent.w3c_slidy.on_frame_loaded('"+
      (hash) + "');</script></head><body>hello mum</body></html>");
      doc.close();
  },

  // find current slide based upon location
  // first find target anchor and then look
  // for associated div element enclosing it
  // finally map that to slide number
  find_slide_number: function (uri) {
    // first get anchor from page location

    var i = uri.indexOf("#");

    // check if anchor is entire page
    if (i < 0)
      return 0;  // yes

    var anchor = unescape(uri.substr(i+1));

    // now use anchor as XML ID to find target
    var target = document.getElementById(anchor);

    if (!target)
    {
      // does anchor look like "(2)" for slide 2 ??
      // where first slide is (1)
      var re = /\((\d)+\)/;

      if (anchor.match(re))
      {
        var num = parseInt(anchor.substring(1, anchor.length-1));

        if (num > this.slides.length)
          num = 1;

        if (--num < 0)
          num = 0;

        return num;
      }

      // accept [2] for backwards compatibility
      re = /\[(\d)+\]/;

      if (anchor.match(re))
      {
         var num = parseInt(anchor.substring(1, anchor.length-1));

         if (num > this.slides.length)
            num = 1;

         if (--num < 0)
            num = 0;

         return num;
      }

      // oh dear unknown anchor
      return 0;
    }

    // search for enclosing slide

    while (true)
    {
      // browser coerces html elements to uppercase!
      if (target.nodeName.toLowerCase() == "div" &&
            this.has_class(target, "slide"))
      {
        // found the slide element
        break;
      }

      // otherwise try parent element if any

      target = target.parentNode;

      if (!target)
      {
        return 0;   // no luck!
      }
    };

    for (i = 0; i < slides.length; ++i)
    {
      if (slides[i] == target)
        return i;  // success
    }

    // oh dear still no luck
    return 0;
  },

  previous_slide: function (incremental) {
    if (!w3c_slidy.view_all)
    {
      var slide;

      if ((incremental || w3c_slidy.slide_number == 0) && w3c_slidy.last_shown != null)
      {
        w3c_slidy.last_shown = w3c_slidy.hide_previous_item(w3c_slidy.last_shown);
        w3c_slidy.set_eos_status(false);
      }
      else if (w3c_slidy.slide_number > 0)
      {
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);

        w3c_slidy.slide_number = w3c_slidy.slide_number - 1;
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.set_visibility_all_incremental("visible");
        w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);
        w3c_slidy.set_eos_status(true);
        w3c_slidy.show_slide(slide);
      }

      w3c_slidy.set_location();

      if (!w3c_slidy.ns_pos)
        w3c_slidy.refresh_toolbar(200);
    }
  },

  next_slide: function (incremental) {
    if (!w3c_slidy.view_all)
    {
      var slide, last = w3c_slidy.last_shown;

      if (incremental || w3c_slidy.slide_number == w3c_slidy.slides.length - 1)
         w3c_slidy.last_shown = w3c_slidy.reveal_next_item(w3c_slidy.last_shown);

      if ((!incremental || w3c_slidy.last_shown == null) &&
             w3c_slidy.slide_number < w3c_slidy.slides.length - 1)
      {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);

         w3c_slidy.slide_number = w3c_slidy.slide_number + 1;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.last_shown = null;
         w3c_slidy.set_visibility_all_incremental("hidden");
         w3c_slidy.show_slide(slide);
      }
      else if (!w3c_slidy.last_shown)
      {
         if (last && incremental)
           w3c_slidy.last_shown = last;
      }

      w3c_slidy.set_location();

      w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));

      if (!w3c_slidy.ns_pos)
         w3c_slidy.refresh_toolbar(200);
     }
  },

  // to first slide with nothing revealed
  // i.e. state at start of presentation
  first_slide: function () {
     if (!w3c_slidy.view_all)
     {
       var slide;

       if (w3c_slidy.slide_number != 0)
       {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);

         w3c_slidy.slide_number = 0;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.last_shown = null;
         w3c_slidy.set_visibility_all_incremental("hidden");
         w3c_slidy.show_slide(slide);
       }

       w3c_slidy.set_eos_status(
         !w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
       w3c_slidy.set_location();
     }
  },

  // goto last slide with everything revealed
  // i.e. state at end of presentation
  last_slide: function () {
    if (!w3c_slidy.view_all)
    {
      var slide;

      w3c_slidy.last_shown = null; //revealNextItem(lastShown);

      if (w3c_slidy.last_shown == null &&
          w3c_slidy.slide_number < w3c_slidy.slides.length - 1)
      {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);
         w3c_slidy.slide_number = w3c_slidy.slides.length - 1;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.set_visibility_all_incremental("visible");
         w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);

         w3c_slidy.show_slide(slide);
      }
      else
      {
         w3c_slidy.set_visibility_all_incremental("visible");
         w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);
      }

      w3c_slidy.set_eos_status(true);
      w3c_slidy.set_location();
    }
  },


  // ### check this and consider add/remove class
  set_eos_status: function (state) {
    if (this.eos)
      this.eos.style.color = (state ? "rgb(240,240,240)" : "red");
  },

  // first slide is 0
  goto_slide: function (num) {
    //alert("going to slide " + (num+1));
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.slide_number = num;
    slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.last_shown = null;
    w3c_slidy.set_visibility_all_incremental("hidden");
    w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
    document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
    w3c_slidy.show_slide(slide);
    w3c_slidy.show_slide_number();
  },


  show_slide: function (slide) {
    this.sync_background(slide);
    this.remove_class(slide, "hidden");

    // work around IE9 object rendering bug
    setTimeout("window.scrollTo(0,0);", 1);
  },

  hide_slide: function (slide) {
    this.add_class(slide, "hidden");
  },

  set_focus: function (element)
  {
    if (element)
      element.focus();
    else
    {
      w3c_slidy.help_anchor.focus();

      setTimeout(function() {
        w3c_slidy.help_anchor.blur();
      }, 1);
    }
  },

  // show just the backgrounds pertinent to this slide
  // when slide background-color is transparent
  // this should now work with rgba color values
  sync_background: function (slide) {
    var background;
    var bgColor;

    if (slide.currentStyle)
      bgColor = slide.currentStyle["backgroundColor"];
    else if (document.defaultView)
    {
      var styles = document.defaultView.getComputedStyle(slide,null);

      if (styles)
        bgColor = styles.getPropertyValue("background-color");
      else // broken implementation probably due Safari or Konqueror
      {
        //alert("defective implementation of getComputedStyle()");
        bgColor = "transparent";
      }
    }
    else
      bgColor == "transparent";

    if (bgColor == "transparent" ||
        bgColor.indexOf("rgba") >= 0 ||
        bgColor.indexOf("opacity") >= 0)
    {
      var slideClass = this.get_class_list(slide);

      for (var i = 0; i < this.backgrounds.length; i++)
      {
        background = this.backgrounds[i];

        var bgClass = this.get_class_list(background);

        if (this.matching_background(slideClass, bgClass))
          this.remove_class(background, "hidden");
        else
          this.add_class(background, "hidden");
      }
    }
    else // forcibly hide all backgrounds
      this.hide_backgrounds();
  },

  hide_backgrounds: function () {
    for (var i = 0; i < this.backgrounds.length; i++)
    {
      background = this.backgrounds[i];
      this.add_class(background, "hidden");
    }
  },

  // compare classes for slide and background
  matching_background: function (slideClass, bgClass) {
    var i, count, pattern, result;

    // define pattern as regular expression
    pattern = /\w+/g;

    // check background class names
    result = bgClass.match(pattern);

    for (i = count = 0; i < result.length; i++)
    {
      if (result[i] == "hidden")
        continue;

      if (result[i] == "background")
	continue;

      ++count;
    }

    if (count == 0)  // default match
      return true;

    // check for matches and place result in array
    result = slideClass.match(pattern);

    // now check if desired name is present for background
    for (i = count = 0; i < result.length; i++)
    {
      if (result[i] == "hidden")
        continue;

      if (this.has_token(bgClass, result[i]))
        return true;
    }

    return false;
  },

  resized: function () {
     var width = 0;

     if ( typeof( window.innerWidth ) == 'number' )
       width = window.innerWidth;  // Non IE browser
     else if (document.documentElement && document.documentElement.clientWidth)
       width = document.documentElement.clientWidth;  // IE6
     else if (document.body && document.body.clientWidth)
       width = document.body.clientWidth; // IE4

     var height = 0;

     if ( typeof( window.innerHeight ) == 'number' )
       height = window.innerHeight;  // Non IE browser
     else if (document.documentElement && document.documentElement.clientHeight)
       height = document.documentElement.clientHeight;  // IE6
     else if (document.body && document.body.clientHeight)
       height = document.body.clientHeight; // IE4

     if (height && (width/height > 1.05*1024/768))
     {
       width = height * 1024.0/768;
     }

     // IE fires onresize even when only font size is changed!
     // so we do a check to avoid blocking < and > actions
     if (width != w3c_slidy.last_width || height != w3c_slidy.last_height)
     {
       if (width >= 1100)
         w3c_slidy.size_index = 5;    // 4
       else if (width >= 1000)
         w3c_slidy.size_index = 4;    // 3
       else if (width >= 800)
         w3c_slidy.size_index = 3;    // 2
       else if (width >= 600)
         w3c_slidy.size_index = 2;    // 1
       else if (width)
         w3c_slidy.size_index = 0;

       // add in font size adjustment from meta element e.g.
       // <meta name="font-size-adjustment" content="-2" />
       // useful when slides have too much content ;-)

       if (0 <= w3c_slidy.size_index + w3c_slidy.size_adjustment &&
             w3c_slidy.size_index + w3c_slidy.size_adjustment < w3c_slidy.sizes.length)
         w3c_slidy.size_index = w3c_slidy.size_index + w3c_slidy.size_adjustment;

       // enables cross browser use of relative width/height
       // on object elements for use with SVG and Flash media
       w3c_slidy.adjust_object_dimensions(width, height);

       if (document.body.style.fontSize != w3c_slidy.sizes[w3c_slidy.size_index])
       {
         document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
       }

       w3c_slidy.last_width = width;
       w3c_slidy.last_height = height;

       // force reflow to work around Mozilla bug
       if (w3c_slidy.ns_pos)
       {
         var slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);
         w3c_slidy.show_slide(slide);
       }

       // force correct positioning of toolbar
       w3c_slidy.refresh_toolbar(200);
     }
  },

  scrolled: function () {
    if (w3c_slidy.toolbar && !w3c_slidy.ns_pos && !w3c_slidy.ie7)
    {
      w3c_slidy.hack_offset = w3c_slidy.scroll_x_offset();
      // hide toolbar
      w3c_slidy.toolbar.style.display = "none";

      // make it reappear later
      if (w3c_slidy.scrollhack == 0 && !w3c_slidy.view_all)
      {
        setTimeout(function () {w3c_slidy.show_toolbar(); }, 1000);
        w3c_slidy.scrollhack = 1;
      }
    }
  },

  hide_toolbar: function () {
    w3c_slidy.add_class(w3c_slidy.toolbar, "hidden");
    window.focus();
  },

  // used to ensure IE refreshes toolbar in correct position
  refresh_toolbar: function (interval) {
    if (!w3c_slidy.ns_pos && !w3c_slidy.ie7)
    {
      w3c_slidy.hide_toolbar();
      setTimeout(function () {w3c_slidy.show_toolbar();}, interval);
    }
  },

  // restores toolbar after short delay
  show_toolbar: function () {
    if (w3c_slidy.want_toolbar)
    {
      w3c_slidy.toolbar.style.display = "block";

      if (!w3c_slidy.ns_pos)
      {
        // adjust position to allow for scrolling
        var xoffset = w3c_slidy.scroll_x_offset();
        w3c_slidy.toolbar.style.left = xoffset;
        w3c_slidy.toolbar.style.right = xoffset;

        // determine vertical scroll offset
        //var yoffset = scrollYOffset();

        // bottom is doc height - window height - scroll offset
        //var bottom = documentHeight() - lastHeight - yoffset

        //if (yoffset > 0 || documentHeight() > lastHeight)
        //   bottom += 16;  // allow for height of scrollbar

        w3c_slidy.toolbar.style.bottom = 0; //bottom;
      }

      w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden");
    }

    w3c_slidy.scrollhack = 0;


    // set the keyboard focus to the help link on the
    // toolbar to ensure that document has the focus
    // IE doesn't always work with window.focus()
    // and this hack has benefit of Enter for help

    try
    {
      if (!w3c_slidy.opera)
        w3c_slidy.set_focus();
    }
    catch (e)
    {
    }
  },

// invoked via F key
  toggle_toolbar: function () {
    if (!w3c_slidy.view_all)
    {
      if (w3c_slidy.has_class(w3c_slidy.toolbar, "hidden"))
      {
        w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden")
        w3c_slidy.want_toolbar = 1;
      }
      else
      {
        w3c_slidy.add_class(w3c_slidy.toolbar, "hidden")
        w3c_slidy.want_toolbar = 0;
      }
    }
  },

  scroll_x_offset: function () {
    if (window.pageXOffset)
      return self.pageXOffset;

    if (document.documentElement && 
             document.documentElement.scrollLeft)
      return document.documentElement.scrollLeft;

    if (document.body)
      return document.body.scrollLeft;

    return 0;
  },

  scroll_y_offset: function () {
    if (window.pageYOffset)
      return self.pageYOffset;

    if (document.documentElement && 
             document.documentElement.scrollTop)
      return document.documentElement.scrollTop;

    if (document.body)
      return document.body.scrollTop;

    return 0;
  },

  // looking for a way to determine height of slide content
  // the slide itself is set to the height of the window
  optimize_font_size: function () {
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    //var dh = documentHeight(); //getDocHeight(document);
    var dh = slide.scrollHeight;
    var wh = getWindowHeight();
    var u = 100 * dh / wh;

    alert("window utilization = " + u + "% (doc "
      + dh + " win " + wh + ")");
  },

  // from document object
  get_doc_height: function (doc) {
    if (!doc)
      doc = document;

    if (doc && doc.body && doc.body.offsetHeight)
      return doc.body.offsetHeight;  // ns/gecko syntax

    if (doc && doc.body && doc.body.scrollHeight)
      return doc.body.scrollHeight;

    alert("couldn't determine document height");
  },

  get_window_height: function () {
    if ( typeof( window.innerHeight ) == 'number' )
      return window.innerHeight;  // Non IE browser

    if (document.documentElement && document.documentElement.clientHeight)
      return document.documentElement.clientHeight;  // IE6

    if (document.body && document.body.clientHeight)
      return document.body.clientHeight; // IE4
  },

  document_height: function () {
    var sh, oh;

    sh = document.body.scrollHeight;
    oh = document.body.offsetHeight;

    if (sh && oh)
    {
      return (sh > oh ? sh : oh);
    }

    // no idea!
    return 0;
  },

  smaller: function () {
    if (w3c_slidy.size_index > 0)
    {
      --w3c_slidy.size_index;
    }

    w3c_slidy.toolbar.style.display = "none";
    document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.show_slide(slide);
    setTimeout(function () {w3c_slidy.show_toolbar(); }, 50);
  },

  bigger: function () {
    if (w3c_slidy.size_index < w3c_slidy.sizes.length - 1)
    {
      ++w3c_slidy.size_index;
    }

    w3c_slidy.toolbar.style.display = "none";
    document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.show_slide(slide);
    setTimeout(function () {w3c_slidy.show_toolbar(); }, 50);
  },

  // enables cross browser use of relative width/height
  // on object elements for use with SVG and Flash media
  // with thanks to Ivan Herman for the suggestion
  adjust_object_dimensions: function (width, height) {
    for( var i = 0; i < w3c_slidy.objects.length; i++ )
    {
      var obj = this.objects[i];
      var mimeType = obj.getAttribute("type");

      if (mimeType == "image/svg+xml" || mimeType == "application/x-shockwave-flash")
      {
        if ( !obj.initialWidth ) 
          obj.initialWidth = obj.getAttribute("width");

        if ( !obj.initialHeight ) 
          obj.initialHeight = obj.getAttribute("height");

        if ( obj.initialWidth && obj.initialWidth.charAt(obj.initialWidth.length-1) == "%" )
        {
          var w = parseInt(obj.initialWidth.slice(0, obj.initialWidth.length-1));
          var newW = width * (w/100.0);
          obj.setAttribute("width",newW);
        }

        if ( obj.initialHeight &&
             obj.initialHeight.charAt(obj.initialHeight.length-1) == "%" )
        {
          var h = parseInt(obj.initialHeight.slice(0, obj.initialHeight.length-1));
          var newH = height * (h/100.0);
          obj.setAttribute("height", newH);
        }
      }
    }
  },

  // needed for Opera to inhibit default behavior
  // since Opera delivers keyPress even if keyDown
  // was cancelled
  key_press: function (event) {
    if (!event)
      event = window.event;

    if (!w3c_slidy.key_wanted)
      return w3c_slidy.cancel(event);

    return true;
  },

  //  See e.g. http://www.quirksmode.org/js/events/keys.html for keycodes
  key_down: function (event) {
    var key, target, tag;

    w3c_slidy.key_wanted = true;

    if (!event)
      event = window.event;

    // kludge around NS/IE differences 
    if (window.event)
    {
      key = window.event.keyCode;
      target = window.event.srcElement;
    }
    else if (event.which)
    {
      key = event.which;
      target = event.target;
    }
    else
      return true; // Yikes! unknown browser

    // ignore event if key value is zero
    // as for alt on Opera and Konqueror
    if (!key)
       return true;

    // avoid interfering with keystroke
    // behavior for non-slidy chrome elements
    if (!w3c_slidy.slidy_chrome(target) &&
        w3c_slidy.special_element(target))
      return true;

    // check for concurrent control/command/alt key
    // but are these only present on mouse events?

    if (event.ctrlKey || event.altKey || event.metaKey)
       return true;

    // dismiss table of contents if visible
    if (w3c_slidy.is_shown_toc() && key != 9 && key != 16 && key != 38 && key != 40)
    {
      w3c_slidy.hide_table_of_contents(true);

      if (key == 27 || key == 84 || key == 67)
        return w3c_slidy.cancel(event);
    }

    if (key == 34) // Page Down
    {
      if (w3c_slidy.view_all)
        return true;

      w3c_slidy.next_slide(false);
      return w3c_slidy.cancel(event);
    }
    else if (key == 33) // Page Up
    {
      if (w3c_slidy.view_all)
        return true;

      w3c_slidy.previous_slide(false);
      return w3c_slidy.cancel(event);
    }
    else if (key == 32) // space bar
    {
      w3c_slidy.next_slide(true);
      return w3c_slidy.cancel(event);
    }
    else if (key == 37) // Left arrow
    {
      w3c_slidy.previous_slide(!event.shiftKey);
      return w3c_slidy.cancel(event);
    }
    else if (key == 36) // Home
    {
      w3c_slidy.first_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 35) // End
    {
      w3c_slidy.last_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 39) // Right arrow
    {
      w3c_slidy.next_slide(!event.shiftKey);
      return w3c_slidy.cancel(event);
    }
    else if (key == 13) // Enter
    {
      if (w3c_slidy.outline)
      {
        if (w3c_slidy.outline.visible)
          w3c_slidy.fold(w3c_slidy.outline);
        else
          w3c_slidy.unfold(w3c_slidy.outline);
          
       return w3c_slidy.cancel(event);
      }
    }
    else if (key == 188)  // < for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 190)  // > for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 189 || key == 109)  // - for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 187 || key == 191 || key == 107)  // = +  for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 83)  // S for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 66)  // B for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 90)  // Z for last slide
    {
      w3c_slidy.last_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 70)  // F for toggle toolbar
    {
      w3c_slidy.toggle_toolbar();
      return w3c_slidy.cancel(event);
    }
    else if (key == 65)  // A for toggle view single/all slides
    {
      w3c_slidy.toggle_view();
      return w3c_slidy.cancel(event);
    }
    else if (key == 75)  // toggle action of left click for next page
    {
      w3c_slidy.mouse_click_enabled = !w3c_slidy.mouse_click_enabled;
      var alert_msg = (w3c_slidy.mouse_click_enabled ?
                "enabled" : "disabled") +  " mouse click advance";

      alert(w3c_slidy.localize(alert_msg));
      return w3c_slidy.cancel(event);
    }
    else if (key == 84 || key == 67)  // T or C for table of contents
    {
      if (w3c_slidy.toc)
        w3c_slidy.toggle_table_of_contents();

      return w3c_slidy.cancel(event);
    }
    else if (key == 72) // H for help
    {
      window.location = w3c_slidy.help_page;
      return w3c_slidy.cancel(event);
    }
    //else alert("key code is "+ key);

    return true;
  },

  // safe for both text/html and application/xhtml+xml
  create_element: function (name) {
    if (this.xhtml && (typeof document.createElementNS != 'undefined'))
      return document.createElementNS("http://www.w3.org/1999/xhtml", name)

    return document.createElement(name);
  },

  get_element_style: function (elem, IEStyleProp, CSSStyleProp) {
    if (elem.currentStyle)
    {
      return elem.currentStyle[IEStyleProp];
    }
    else if (window.getComputedStyle)
    {
      var compStyle = window.getComputedStyle(elem, "");
      return compStyle.getPropertyValue(CSSStyleProp);
    }
    return "";
  },

  // the string str is a whitespace separated list of tokens
  // test if str contains a particular token, e.g. "slide"
  has_token: function (str, token) {
    if (str)
    {
      // define pattern as regular expression
      var pattern = /\w+/g;

      // check for matches
      // place result in array
      var result = str.match(pattern);

      // now check if desired token is present
      for (var i = 0; i < result.length; i++)
      {
        if (result[i] == token)
          return true;
      }
    }

    return false;
  },

  get_class_list: function (element) {
    if (typeof element.className != 'undefined')
      return element.className;

    return element.getAttribute("class");
  },

  has_class: function (element, name) {
    if (element.nodeType != 1)
      return false;

    var regexp = new RegExp("(^| )" + name + "\W*");

    if (typeof element.className != 'undefined')
      return regexp.test(element.className);

    return regexp.test(element.getAttribute("class"));
  },

  remove_class: function (element, name) {
    var regexp = new RegExp("(^| )" + name + "\W*");
    var clsval = "";

    if (typeof element.className != 'undefined')
    {
      clsval = element.className;

      if (clsval)
      {
        clsval = clsval.replace(regexp, "");
        element.className = clsval;
      }
    }
    else
    {
      clsval = element.getAttribute("class");

      if (clsval)
      {
        clsval = clsval.replace(regexp, "");
        element.setAttribute("class", clsval);
      }
    }
  },

  add_class: function (element, name) {
    if (!this.has_class(element, name))
    {
      if (typeof element.className != 'undefined')
        element.className += " " + name;
      else
      {
        var clsval = element.getAttribute("class");
        clsval = clsval ? clsval + " " + name : name;
        element.setAttribute("class", clsval);
      }
    }
  },

  // HTML elements that can be used with class="incremental"
  // note that you can also put the class on containers like
  // up, ol, dl, and div to make their contents appear
  // incrementally. Upper case is used since this is what
  // browsers report for HTML node names (text/html).
  incremental_elements: null,
  okay_for_incremental: function (name) {
    if (!this.incremental_elements)
    {
      var inclist = new Array();
      inclist["p"] = true;
      inclist["pre"] = true;
      inclist["li"] = true;
      inclist["blockquote"] = true;
      inclist["dt"] = true;
      inclist["dd"] = true;
      inclist["h2"] = true;
      inclist["h3"] = true;
      inclist["h4"] = true;
      inclist["h5"] = true;
      inclist["h6"] = true;
      inclist["span"] = true;
      inclist["address"] = true;
      inclist["table"] = true;
      inclist["tr"] = true;
      inclist["th"] = true;
      inclist["td"] = true;
      inclist["img"] = true;
      inclist["object"] = true;
      this.incremental_elements = inclist;
    }
    return this.incremental_elements[name.toLowerCase()];
  },

  next_incremental_item: function (node) {
    var br = this.is_xhtml ? "br" : "BR";
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    for (;;)
    {
      node = w3c_slidy.next_node(slide, node);

      if (node == null || node.parentNode == null)
        break;

      if (node.nodeType == 1)  // ELEMENT
      {
        if (node.nodeName == br)
          continue;

        if (w3c_slidy.has_class(node, "incremental")
             && w3c_slidy.okay_for_incremental(node.nodeName))
          return node;

        if (w3c_slidy.has_class(node.parentNode, "incremental")
             && !w3c_slidy.has_class(node, "non-incremental"))
          return node;
      }
    }

    return node;
  },

  previous_incremental_item: function (node) {
    var br = this.is_xhtml ? "br" : "BR";
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    for (;;)
    {
      node = w3c_slidy.previous_node(slide, node);

      if (node == null || node.parentNode == null)
        break;

      if (node.nodeType == 1)
      {
        if (node.nodeName == br)
          continue;

        if (w3c_slidy.has_class(node, "incremental")
             && w3c_slidy.okay_for_incremental(node.nodeName))
          return node;

        if (w3c_slidy.has_class(node.parentNode, "incremental")
             && !w3c_slidy.has_class(node, "non-incremental"))
          return node;
      }
    }

    return node;
  },

  // set visibility for all elements on current slide with
  // a parent element with attribute class="incremental"
  set_visibility_all_incremental: function (value) {
    var node = this.next_incremental_item(null);

    if (value == "hidden")
    {
      while (node)
      {
        w3c_slidy.add_class(node, "invisible");
        node = w3c_slidy.next_incremental_item(node);
      }
    }
    else // value == "visible"
    {
      while (node)
      {
        w3c_slidy.remove_class(node, "invisible");
        node = w3c_slidy.next_incremental_item(node);
      }
    }
  },

  // reveal the next hidden item on the slide
  // node is null or the node that was last revealed
  reveal_next_item: function (node) {
    node = w3c_slidy.next_incremental_item(node);

    if (node && node.nodeType == 1)  // an element
      w3c_slidy.remove_class(node, "invisible");

    return node;
  },

  // exact inverse of revealNextItem(node)
  hide_previous_item: function (node) {
    if (node && node.nodeType == 1)  // an element
      w3c_slidy.add_class(node, "invisible");

    return this.previous_incremental_item(node);
  },

  // left to right traversal of root's content
  next_node: function (root, node) {
    if (node == null)
      return root.firstChild;

    if (node.firstChild)
      return node.firstChild;

    if (node.nextSibling)
      return node.nextSibling;

    for (;;)
    {
      node = node.parentNode;

      if (!node || node == root)
        break;

      if (node && node.nextSibling)
        return node.nextSibling;
    }

    return null;
  },

  // right to left traversal of root's content
  previous_node: function (root, node) {
    if (node == null)
    {
      node = root.lastChild;

      if (node)
      {
        while (node.lastChild)
          node = node.lastChild;
      }

      return node;
    }

    if (node.previousSibling)
    {
      node = node.previousSibling;

      while (node.lastChild)
        node = node.lastChild;

      return node;
    }

    if (node.parentNode != root)
      return node.parentNode;

    return null;
  },

  previous_sibling_element: function (el) {
    el = el.previousSibling;

    while (el && el.nodeType != 1)
      el = el.previousSibling;

    return el;
  },

  next_sibling_element: function (el) {
    el = el.nextSibling;

    while (el && el.nodeType != 1)
      el = el.nextSibling;

    return el;
  },

  first_child_element: function (el) {
    var node;

    for (node = el.firstChild; node; node = node.nextSibling)
    {
      if (node.nodeType == 1)
        break;
    }

    return node;
  },

  first_tag: function (element, tag) {
    var node;

    if (!this.is_xhtml)
      tag = tag.toUpperCase();

    for (node = element.firstChild; node; node = node.nextSibling)
    {
      if (node.nodeType == 1 && node.nodeName == tag)
        break;
    }

    return node;
  },

  hide_selection: function () {
    if (window.getSelection) // Firefox, Chromium, Safari, Opera
    {
      var selection = window.getSelection();

      if (selection.rangeCount > 0)
      {
        var range = selection.getRangeAt(0);
        range.collapse (false);
      }
    }
    else // Internet Explorer
    {
      var textRange = document.selection.createRange ();
      textRange.collapse (false);
    }
  },

  get_selected_text: function () {
    try
    {
      if (window.getSelection)
        return window.getSelection().toString();

      if (document.getSelection)
        return document.getSelection().toString();

      if (document.selection)
        return document.selection.createRange().text;
    }
    catch (e)
    {
    }

    return "";
  },

  // make note of length of selected text
  // as this evaluates to zero in click event
  mouse_button_up: function (e) {
    w3c_slidy.selected_text_len = w3c_slidy.get_selected_text().length;
  },

  mouse_button_down: function (e) {
    w3c_slidy.selected_text_len = w3c_slidy.get_selected_text().length;
    w3c_slidy.mouse_x = e.clientX;
    w3c_slidy.mouse_y = e.clientY;
  },

  // right mouse button click is reserved for context menus
  // it is more reliable to detect rightclick than leftclick
  mouse_button_click: function (e) {
    if (!e)
      var e = window.event;

    if (Math.abs(e.clientX -w3c_slidy.mouse_x) +
        Math.abs(e.clientY -w3c_slidy.mouse_y) > 10)
      return true;

    if (w3c_slidy.selected_text_len > 0)
      return true;

    var rightclick = false;
    var leftclick = false;
    var middleclick = false;
    var target;

    if (!e)
      var e = window.event;

    if (e.target)
      target = e.target;
    else if (e.srcElement)
      target = e.srcElement;

    // work around Safari bug
    if (target.nodeType == 3)
      target = target.parentNode;

    if (e.which) // all browsers except IE
    {
      leftclick = (e.which == 1);
      middleclick = (e.which == 2);
      rightclick = (e.which == 3);
    }
    else if (e.button)
    {
      // Konqueror gives 1 for left, 4 for middle
      // IE6 gives 0 for left and not 1 as I expected

      if (e.button == 4)
        middleclick = true;

      // all browsers agree on 2 for right button
      rightclick = (e.button == 2);
    }
    else
      leftclick = true;

    if (w3c_slidy.selected_text_len > 0)
    {
      w3c_slidy.stop_propagation(e);
      e.cancel = true;
      e.returnValue = false;
      return false;
    }

    // dismiss table of contents
    w3c_slidy.hide_table_of_contents(false);

    // check if target is something that probably want's clicks
    // e.g. a, embed, object, input, textarea, select, option
    var tag = target.nodeName.toLowerCase();

    if (w3c_slidy.mouse_click_enabled && leftclick &&
        !w3c_slidy.special_element(target) &&
        !target.onclick)
    {
      w3c_slidy.next_slide(true);
      w3c_slidy.stop_propagation(e);
      e.cancel = true;
      e.returnValue = false;
      return false;
    }

    return true;
  },

  special_element: function (element) {
    if (this.has_class(element, "non-interactive"))
      return false;

    var tag = element.nodeName.toLowerCase();

    return element.onkeydown ||
      element.onclick ||
      tag == "a" ||
      tag == "embed" ||
      tag == "object" ||
      tag == "video" ||
      tag == "audio" ||
      tag == "svg" ||
      tag == "canvas" ||
      tag == "input" ||
      tag == "textarea" ||
      tag == "select" ||
      tag == "option";
  },

  slidy_chrome: function (el) {
    while (el)
    {
      if (el == w3c_slidy.toc ||
          el == w3c_slidy.toolbar ||
          w3c_slidy.has_class(el, "outline"))
        return true;

      el = el.parentNode;
    }

    return false;
  },

  get_key: function (e)
  {
    var key;

    // kludge around NS/IE differences 
    if (typeof window.event != "undefined")
      key = window.event.keyCode;
    else if (e.which)
      key = e.which;

    return key;
  },

  get_target: function (e) {
    var target;

    if (!e)
      e = window.event;

    if (e.target)
      target = e.target;
    else if (e.srcElement)
      target = e.srcElement;

    if (target.nodeType != 1)
      target = target.parentNode;

    return target;
  },

  // does display property provide correct defaults?
  is_block: function (elem) {
    var tag = elem.nodeName.toLowerCase();

    return tag == "ol" || tag == "ul" || tag == "p" || tag == "dl" ||
           tag == "li" || tag == "table" || tag == "pre" ||
           tag == "h1" || tag == "h2" || tag == "h3" ||
           tag == "h4" || tag == "h5" || tag == "h6" ||
           tag == "blockquote" || tag == "address"; 
  },

  add_listener: function (element, event, handler) {
    if (window.addEventListener)
      element.addEventListener(event, handler, false);
    else
      element.attachEvent("on"+event, handler);
  },

  // used to prevent event propagation from field controls
  stop_propagation: function (event) {
    event = event ? event : window.event;
    event.cancelBubble = true;  // for IE

    if (event.stopPropagation)
      event.stopPropagation();

    return true;
  },

  cancel: function (event) {
    if (event)
    {
       event.cancel = true;
       event.returnValue = false;

      if (event.preventDefault)
        event.preventDefault();
    }

    w3c_slidy.key_wanted = false;
    return false;
  },

// for each language define an associative array
// and also the help text which is longer

  strings_es: {
    "slide":"pág.",
    "help?":"Ayuda",
    "contents?":"Índice",
    "table of contents":"tabla de contenidos",
    "Table of Contents":"Tabla de Contenidos",
    "restart presentation":"Reiniciar presentación",
    "restart?":"Inicio"
  },
  help_es:
    "Utilice el ratón, barra espaciadora, teclas Izda/Dcha, " +
    "o Re pág y Av pág. Use S y B para cambiar el tamaño de fuente.",

  strings_ca: {
    "slide":"pàg..",
    "help?":"Ajuda",
    "contents?":"Índex",
    "table of contents":"taula de continguts",
    "Table of Contents":"Taula de Continguts",
    "restart presentation":"Reiniciar presentació",
    "restart?":"Inici"
  },
  help_ca:
    "Utilitzi el ratolí, barra espaiadora, tecles Esq./Dta. " +
    "o Re pàg y Av pàg. Usi S i B per canviar grandària de font.",

  strings_cs: {
    "slide":"snímek",
    "help?":"nápověda",
    "contents?":"obsah",
    "table of contents":"obsah prezentace",
    "Table of Contents":"Obsah prezentace",
    "restart presentation":"znovu spustit prezentaci",
    "restart?":"restart"
  },
  help_cs:
    "Prezentaci můžete procházet pomocí kliknutí myši, mezerníku, " +
    "šipek vlevo a vpravo nebo kláves PageUp a PageDown. Písmo se " +
    "dá zvětšit a zmenšit pomocí kláves B a S.",

  strings_nl: {
    "slide":"pagina",
    "help?":"Help?",
    "contents?":"Inhoud?",
    "table of contents":"inhoudsopgave",
    "Table of Contents":"Inhoudsopgave",
    "restart presentation":"herstart presentatie",
    "restart?":"Herstart?"
  },
  help_nl:
     "Navigeer d.m.v. het muis, spatiebar, Links/Rechts toetsen, " +
     "of PgUp en PgDn. Gebruik S en B om de karaktergrootte te veranderen.",

  strings_de: {
    "slide":"Seite",
    "help?":"Hilfe",
    "contents?":"Übersicht",
    "table of contents":"Inhaltsverzeichnis",
    "Table of Contents":"Inhaltsverzeichnis",
    "restart presentation":"Präsentation neu starten",
    "restart?":"Neustart"
  },
  help_de:
    "Benutzen Sie die Maus, Leerschlag, die Cursortasten links/rechts oder " +
    "Page up/Page Down zum Wechseln der Seiten und S und B für die Schriftgrösse.",

  strings_pl: {
    "slide":"slajd",
    "help?":"pomoc?",
    "contents?":"spis treści?",
    "table of contents":"spis treści",
    "Table of Contents":"Spis Treści",
    "restart presentation":"Restartuj prezentację",
    "restart?":"restart?"
  },
  help_pl:
    "Zmieniaj slajdy klikając myszą, naciskając spację, strzałki lewo/prawo" +
    "lub PgUp / PgDn. Użyj klawiszy S i B, aby zmienić rozmiar czczionki.",

  strings_fr: {
    "slide":"page",
    "help?":"Aide",
    "contents?":"Index",
    "table of contents":"table des matières",
    "Table of Contents":"Table des matières",
    "restart presentation":"Recommencer l'exposé",
    "restart?":"Début"
  },
  help_fr:
    "Naviguez avec la souris, la barre d'espace, les flèches " +
    "gauche/droite ou les touches Pg Up, Pg Dn. Utilisez " +
    "les touches S et B pour modifier la taille de la police.",

  strings_hu: {
    "slide":"oldal",
    "help?":"segítség",
    "contents?":"tartalom",
    "table of contents":"tartalomjegyzék",
    "Table of Contents":"Tartalomjegyzék",
    "restart presentation":"bemutató újraindítása",
    "restart?":"újraindítás"
  },
  help_hu:
    "Az oldalak közti lépkedéshez kattintson az egérrel, vagy " +
    "használja a szóköz, a bal, vagy a jobb nyíl, illetve a Page Down, " +
    "Page Up billentyűket. Az S és a B billentyűkkel változtathatja " +
    "a szöveg méretét.",

  strings_it: {
    "slide":"pag.",
    "help?":"Aiuto",
    "contents?":"Indice",
    "table of contents":"indice",
    "Table of Contents":"Indice",
    "restart presentation":"Ricominciare la presentazione",
    "restart?":"Inizio"
  },
  help_it:
    "Navigare con mouse, barra spazio, frecce sinistra/destra o " +
    "PgUp e PgDn. Usare S e B per cambiare la dimensione dei caratteri.",

  strings_el: {
    "slide":"σελίδα",
    "help?":"βοήθεια;",
    "contents?":"περιεχόμενα;",
    "table of contents":"πίνακας περιεχομένων",
    "Table of Contents":"Πίνακας Περιεχομένων",
    "restart presentation":"επανεκκίνηση παρουσίασης",
    "restart?":"επανεκκίνηση;"
  },
  help_el:
    "Πλοηγηθείτε με το κλίκ του ποντικιού, το space, τα βέλη αριστερά/δεξιά, " +
    "ή Page Up και Page Down. Χρησιμοποιήστε τα πλήκτρα S και B για να αλλάξετε " +
    "το μέγεθος της γραμματοσειράς.",

  strings_ja: {
    "slide":"スライド",
    "help?":"ヘルプ",
    "contents?":"目次",
    "table of contents":"目次を表示",
    "Table of Contents":"目次",
    "restart presentation":"最初から再生",
    "restart?":"最初から"
  },
  help_ja:
     "マウス左クリック ・ スペース ・ 左右キー " +
     "または Page Up ・ Page Downで操作， S ・ Bでフォントサイズ変更",

  strings_zh: {
    "slide":"幻灯片",
    "help?":"帮助?",
    "contents?":"内容?",
    "table of contents":"目录",
    "Table of Contents":"目录",
    "restart presentation":"重新启动展示",
    "restart?":"重新启动?"
  },
  help_zh:
    "用鼠标点击, 空格条, 左右箭头, Pg Up 和 Pg Dn 导航. " +
    "用 S, B 改变字体大小.",

  strings_ru: {
    "slide":"слайд",
    "help?":"помощь?",
    "contents?":"содержание?",
    "table of contents":"оглавление",
    "Table of Contents":"Оглавление",
    "restart presentation":"перезапустить презентацию",
    "restart?":"перезапуск?"
  },
  help_ru:
    "Перемещайтесь кликая мышкой, используя клавишу пробел, стрелки" +
    "влево/вправо или Pg Up и Pg Dn. Клавиши S и B меняют размер шрифта.",

  strings_sv: {
    "slide":"sida",
    "help?":"hjälp",
    "contents?":"innehåll",
    "table of contents":"innehållsförteckning",
    "Table of Contents":"Innehållsförteckning",
    "restart presentation":"visa presentationen från början",
    "restart?":"börja om"
  },
  help_sv:
    "Bläddra med ett klick med vänstra musknappen, mellanslagstangenten, " +
    "vänster- och högerpiltangenterna eller tangenterna Pg Up, Pg Dn. " +
    "Använd tangenterna S och B för att ändra textens storlek.",

  strings: { },

  localize: function (src) {
    if (src == "")
      return src;

     // try full language code, e.g. en-US
     var s, lookup = w3c_slidy.strings[w3c_slidy.lang];

     if (lookup)
     {
       s = lookup[src];

       if (s)
        return s;
     }

     // strip country code suffix, e.g.
     // try en if undefined for en-US
     var lg = w3c_slidy.lang.split("-");

     if (lg.length > 1)
     {
       lookup = w3c_slidy.strings[lg[0]];

       if (lookup)
       {
         s = lookup[src];

         if (s)
          return s;
       }
     }

     // otherwise string as is
     return src;
  },

  init_localization: function () {
    var i18n = w3c_slidy;
    var help_text = w3c_slidy.help_text;

    // each such language array is declared in the localize array
    // this is used as in  w3c_slidy.localize("foo");
    this.strings = {
      "es":this.strings_es,
      "ca":this.strings_ca,
      "cs":this.strings_cs,
      "nl":this.strings_nl,
      "de":this.strings_de,
      "pl":this.strings_pl,
      "fr":this.strings_fr,
      "hu":this.strings_hu,
      "it":this.strings_it,
      "el":this.strings_el,
      "jp":this.strings_ja,
      "zh":this.strings_zh,
      "ru":this.strings_ru,
      "sv":this.strings_sv
    },

    i18n.strings_es[help_text] = i18n.help_es;
    i18n.strings_ca[help_text] = i18n.help_ca;
    i18n.strings_cs[help_text] = i18n.help_cs;
    i18n.strings_nl[help_text] = i18n.help_nl;
    i18n.strings_de[help_text] = i18n.help_de;
    i18n.strings_pl[help_text] = i18n.help_pl;
    i18n.strings_fr[help_text] = i18n.help_fr;
    i18n.strings_hu[help_text] = i18n.help_hu;
    i18n.strings_it[help_text] = i18n.help_it;
    i18n.strings_el[help_text] = i18n.help_el;
    i18n.strings_ja[help_text] = i18n.help_ja;
    i18n.strings_zh[help_text] = i18n.help_zh;
    i18n.strings_ru[help_text] = i18n.help_ru;
    i18n.strings_sv[help_text] = i18n.help_sv;

    w3c_slidy.lang = document.body.parentNode.getAttribute("lang");

    if (!w3c_slidy.lang)
      w3c_slidy.lang = document.body.parentNode.getAttribute("xml:lang");

    if (!w3c_slidy.lang)
      w3c_slidy.lang = "en";
  }
};

// hack for back button behavior
if (w3c_slidy.ie6 || w3c_slidy.ie7)
{
  document.write("<iframe id='historyFrame' " +
  "src='javascript:\"<html"+"></"+"html>\"' " +
  "height='1' width='1' " +
  "style='position:absolute;left:-800px'></iframe>");
}

// attach event listeners for initialization
w3c_slidy.set_up();

// hide the slides as soon as body element is available
// to reduce annoying screen mess before the onload event
setTimeout(w3c_slidy.hide_slides, 50);

"></script>
+</head>
+<body>
+<div class="slide titlepage">
+  <h1 class="title">R#2: introduction to Tidyverse</h1>
+  <p class="author">
+Laurent Modolo <a href="mailto:laurent.modolo@ens-lyon.fr">laurent.modolo@ens-lyon.fr</a>
+  </p>
+  <p class="date">24 Oct 2019</p>
+</div>
+<div id="r2-introduction-to-tidyverse" class="slide section level2">
+<h1>R#2: introduction to Tidyverse</h1>
+<p>The goal of this practical is to familiarize yourself with <code>ggplot2</code>.</p>
+<p>The objectives of this session will be to:</p>
+<ul>
+<li>Create basic plot with <code>ggplot2</code></li>
+<li>Understand the <code>tibble</code> type</li>
+<li>Learn the different aesthetics in R plots</li>
+<li>Compose graphics</li>
+</ul>
+</div>
+<div id="tidyverse" class="slide section level2">
+<h1>Tidyverse</h1>
+<p>The tidyverse is a collection of R packages designed for data science.</p>
+<p>All packages share an underlying design philosophy, grammar, and data structures.</p>
+<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1"></a><span class="kw">install.packages</span>(<span class="st">&quot;tidyverse&quot;</span>)</span></code></pre></div>
+<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1"></a><span class="kw">library</span>(<span class="st">&quot;tidyverse&quot;</span>)</span></code></pre></div>
+</div>
+<div id="toy-data-set-mpg" class="slide section level2">
+<h1>Toy data set <code>mpg</code></h1>
+<p>This dataset contains a subset of the fuel economy data that the EPA makes available on <strong><a href="http://fueleconomy.gov" class="uri">http://fueleconomy.gov</a></strong>. It contains only models which had a new release every year between 1999 and 2008.</p>
+<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1"></a>?mpg</span>
+<span id="cb3-2"><a href="#cb3-2"></a>mpg</span>
+<span id="cb3-3"><a href="#cb3-3"></a><span class="kw">dim</span>(mpg)</span>
+<span id="cb3-4"><a href="#cb3-4"></a><span class="kw">View</span>(mpg)</span></code></pre></div>
+</div>
+<div id="updated-version-of-the-data" class="slide section level2">
+<h1>Updated version of the data</h1>
+<p><code>mpg</code> is loaded with tidyverse, we want to be able to read our own data from <strong><a href="http://perso.ens-lyon.fr/laurent.modolo/R/2_data.csv" class="uri">http://perso.ens-lyon.fr/laurent.modolo/R/2_data.csv</a></strong></p>
+<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1"></a>new_mpg &lt;-<span class="st"> </span><span class="kw">read_csv</span>(</span>
+<span id="cb4-2"><a href="#cb4-2"></a>  <span class="st">&quot;http://perso.ens-lyon.fr/laurent.modolo/R/2_data.csv&quot;</span></span>
+<span id="cb4-3"><a href="#cb4-3"></a>  )</span></code></pre></div>
+<p><strong><a href="http://perso.ens-lyon.fr/laurent.modolo/R/2_a" class="uri">http://perso.ens-lyon.fr/laurent.modolo/R/2_a</a></strong></p>
+</div>
+<div id="first-plot-with-ggplot2" class="slide section level2">
+<h1>First plot with <code>ggplot2</code></h1>
+<p>Relationship between engine size <code>displ</code> and fuel efficiency <code>hwy</code>.</p>
+<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> new_mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb5-2"><a href="#cb5-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy))</span></code></pre></div>
+<p><img 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/+9RYsWaqerRVFRUYcPH548eXJ8fLzBYNBqtSEhITfddNO2bdtefPFFtdMBAAAAAPyB5HQ61c7gQzIzM/mC+IKIiIji4uK8vDy1gyittLTUarVGRkaqHaSigwcPtm3btvY+fnh4uF6vF0JkZWWVlpbW3kTwHTqdzmw2W61Wh8OhdhYoQaPRlH1zs9vtOTk5aseBQkwmk8FgyM7OVjsIFGI0Gk0mkxDCZrMVFhaqHQcKsVgsBQUF+fn5ageBQsxmc9lZxhkZGWpngYiKivK8mBVAgPpyc3NHjRrVqFGj2NjYFi1axMTEXH/99Z9++qm6qS5evNi8efPo6Ojo6OiePXtGR0fHxMTcd9996qYCAAAAAFwBGkCAyg4fPty6deuvvvqqoKCgbMTpdP7xxx+PP/74iBEj1Eq1cePG1q1bW63W8oNOp3Pz5s0JCQlqpQIAAAAAXBkaQICaiouL77zzzurWSCcnJ0+bNk3hSEIIu90us/l0YWFhq1atlMwDAAAAAPASDSBATVOnTnUt/KnSihUrlN8hpUuXLvIF6enpFy9eVCYMAAAAAMB7NIAANX399dfyBQ6HY+3atcqEcTl16pTbmpEjRyqQBAAAAABQI3RqB/AtZccWQHUajcZgMEiSpHaQWldhk50qHT58OCQkRIEwLp6chXfq1KkaTKXVassemEwmTuILEBqNRggRHBzMuW8BwvUtXavVKvw9DSrS6/UajYZ3PHCUHQwkhKhXr57rMQKBwWAo+5cdgcD1ozvf3uscvi//hVarDYSmQ50gSVIg/NzgSbPDbrf74JeitLS0BlOV/82wpj4mfFzZm67Vavl5MdAEyLd3lCn7m847Hjhc39L5oTqgSJKk0Wj4mx6AeNPrHN6wv8jNzWX1gS+IiIgoLi7Oy8tTO0itM5lMxcXF8jVNmjTxZKFQDZIkye1fhJiYmBpMFR4ertfrhRC5ubmsBwkQOp3ObDZfunRJ+V2uoAqNRhMZGSmEcDgcOTk5aseBQkwmk8FgUPhfMajIaDSWLajPz9teiB4AACAASURBVM+v7owL+B+LxVJYWJifn692ECjEbDaXtX749u4LoqKiPC/m/10BNXXq1Em+QJIk5XfbsVgsbmuWLl2qQBIAAAAAQI2gAQSoacGCBfI3PfXs2VP5e2uTk5PlC+rVq5eUlKRMGAAAAACA92gAAWqKiop66623qrtJPjExcdWqVQpHEkI0atRo1KhR1V2VJOngwYNK5gEAAAAAeIkGEKCyQYMGJScnX3XVVeUHDQbDiBEj9uzZo9bOagsWLFiyZEnl3XkjIiLOnz/vyT1iAAAAAADfwSbQgPquv/76Xbt25ebmbt68OTs7u3Xr1h07dlQ7lBg6dOjQoUNTU1NnzZqVmprauXPnSZMmqR0KAAAAAHAlaADBhxQVFXXs2DE1NbXsqUajuf3221W5B0p5M2fOfOedd8pOBJMkKTY2duvWrWUn5lRn+vTp69evz83NFUJYLJYHH3zwySefrNlUGzZsmDZtWlZWltPp3L1797fffvvpp5+azeaanQUAAAAAUNvcH/YcUDIzM/mCqGXChAkfffRRlZe2bdvWsmVLhfMoxmazNWvWrKSkpPKl22+/vcqvyU8//TRw4EC73V5h3GQybd68uUmTJt6ncjgcbdq0yczMrHxp1KhRCxYs8H6K8lzHwGdlZXEMfIAoOwbearVyDHyAcB0Db7fbOQY+cJQdA5+dna12ECjEdQy8zWbjGPjAYbFYCgoKOAY+cLiOgc/IyFA7CzgGHnXQ66+/Xl33Rwhxyy23KBlGYU2bNq2y+yOESE5OHj9+fIXBU6dO9e3bt3L3RwiRl5fXuXNnm83mfaoWLVpU2f0RQnzwwQfTp0/3fgoAAAAAgGJoAMEnzJkzR76gefPmyiRR2IABA+QXvKxZs6bCyMCBA2XWqTkcjoEDB3qZas6cOWV3llXn73//u5dTAAAAAACURAMI6tu5c6fbGqvVqkAS5e3YscNtzYwZM1yPi4uLz58/L1/v/Rnt77zzjnyB0+l027MDAAAAAPgOGkBQ37Rp09SOoBpP9pxau3at6/G3337rtr60tFR+/Y5bBQUFbmu++OILb6YAAAAAACiJBhDUl56e7klZUVFRbSfxTeV31Dt9+rQnLzl27Jg3M3rSlrp06ZI3UwAAAAAAlEQDCOpr2LChJ2X16tWr7SS+KSQkxPW4VatWnrykTZs23swoSZLbGg6DBwAAAIA6hAYQ1Pfmm2+qHUE1Go37v4PlDwLr0aOH2+6MVqs1Go3epAoNDXVbM3r0aG+mAAAAAAAoiQYQ1NesWTO3TY3ExERlwijsnnvucVszduzY8k/dHojWrVs3rzIJ8dJLL8kXaDSahx56yMtZAAAAAACKoQEEn7Bq1SqZq5Ik7dmzR7EwSnrrrbfkb2175ZVXKox8+eWXOp2uuvrg4OCPPvrIy1SjRo2S77gtWLDAyykAAAAAAEqiAQSf0Lt378WLF1d5SavVpqSkKJxHSX/88UdYWFiVl5577rnHHnuswqDZbN61a1d4eHjl+oYNG/76669ardb7VHv27GndunXlcUmSXnvttfvvv9/7KQAAAAAAiqEBBF8xfPjw9PT0O+64Q6fTSZIkSZLRaFy4cGFaWprfb/988uTJTZs2WSwWjUYjSZJer+/WrVt6evqkSZOqrE9ISDhx4sSKFSuuvfZai8USFRXVoUOHzz777MCBA+V3jPbS999/v2fPnnbt2plMpqCgoMjIyBEjRly8eHHMmDE1NQUAAAAAQBnV3kgCqKLsXrCIiIji4uK8vDy141y5w4cPv/LKK+np6Waz+YknnujZs6d8/Q033PDdd9/98ssvRUVFcXFx119/vdspevfu7XA49u7dazAYOnbs2KlTpxrK/j+JiYmTJ0/++OOP8/LyrrrqqqeeeqrGpxBCFBQU7N+/PysrKzg4uGnTpjExMbUxCwAAAAAEMhpAQA3bu3dvv379ioqKXCPbt2/XarULFy4cPnx4lS85fPjw1KlTd+7c6RoJCwt75JFHJkyYoNfrq3zJhAkT1qxZU1JS4hoxGAzjxo2bMmVKDX0e4r333ps2bZrdbneNvPvuu3FxcZs3b46Ojq6RKQoLC1977bWVK1e6mn2SJHXt2nX27Nlu97oGAAAAAHhOcjqdamfwIZmZmXxBfEHdXQGUnJw8YsSI6q4+/fTTU6dOrTC4ZcuWESNGFBcXV67v0qXLmjVrKt8B161bt8OHD1c5Ra9evVavXn2ZqaswderUZcuWVXlJq9Xu3r07ISHByylsNtugQYP27dtX+VJwcPD69es7dOjg5RTwZTqdzmw2W61Wh8OhdhYoQaPRREZGCiHsdntOTo7acaAQk8lkMBiys7PVDgKFGI1Gk8kkhLDZbIWFhWrHgUIsFktBQUF+fr7aQaAQs9lcdihNRkaG2lkgoqKiPC9mDyCgJo0cOVLm6uLFi61Wa/mRrKyssWPHVtn9EUL88MMPr732WoXB6dOnV9f9EUJ8++233p8CdurUqeq6P0KIkpKSHj16eDmFEGL69OlVdn+EEPn5+WPGjKmLHUAAAAAA8E00gIAaM2fOnNLSUvmawYMHl3+6atWqCi2hCpYvX17hv1NWrlwpP8XcuXPlC9waPXq0fEF2dvb+/fu9mSIzM1N+pVJaWtonn3zizRQAAAAAABcaQECN+fjjj93W/Prrr+WfbtmyRb6+sLDwp59+cj09efJkQUGB/EsuXLjgtg8l78SJE25rFi5c6M0U27ZtK7+BUZW+//57b6YAAAAAALjQAAJqzKVLl9zWVNju5M8//3T7ktTUVNfjI0eOeJLk3LlznpRVx5M9WbycIi0tzW1N+U8cAAAAAOANGkBAjdFqtW5rJEkq/zQoKMjtS4xGo+txWFiYJ0nMZrMnZdWpELJKwcHB3kxxuZ84AAAAAMAbNICAGtOoUSO3NWVHY7hcc801bl9SviYpKcltd6bscCW3H1ZGhZBVuvHGG72ZokWLFm5rWrZs6c0UAAAAAAAXGkBAjVm0aJHbmrFjx5Z/OmDAAPn6Fi1atG7d2vU0JCSkcePG8i9JSkpyG0Ne//795QskSXrhhRe8maJjx47x8fHyNQMHDvRmCgAAAACACw0goMa0a9cuISFBpsBoND7//PPlR+64445u3bpVV6/T6ebMmVNh8O2335ZZBKTT6ZYvX+5Z3motXLhQ/hat/v37GwwGb6bQ6XSzZs2S+UQGDBhw0003eTMFAAAAAMCFBhBQk/bt2xcZGVnlJYPBUOUWzitWrKiyB2Qymd5+++0uXbpUGG/fvv2SJUuq3G/IYDCsXbu2fv36lx+8op9++qlevXpVXrrxxhuXLVvm/RR9+vRZuHBhlbPcddddS5Ys8X4KAAAAAEAZGkBADTt27Nj48ePLL5DR6XR9+/Y9f/58SEhI5frQ0NC1a9e+//77d9xxR3x8fGRkZJs2bZ588skdO3ZUd4PYkCFD9u/f37Nnz5CQEI1Go9FozGbzgAEDjh49esstt9TIZ9GwYcOzZ88OGDDAtRRIkqSoqKjly5f/85//rJEphBD333//9u3bx44de+2111oslsaNG/ft2/eTTz5ZuXKlJ7tEAwAAAAA8JDmdTrUz+JDMzEy+IL4gIiKiuLg4Ly9P7SBQSHh4uF6vF0JkZWWVlpaqHQdKKNut3Gq1OhwOtbNACRqNpmyBpN1uz8nJUTsOFGIymQwGQ3Z2ttpBoBCj0Vh2lITNZissLFQ7DhRisVgKCgry8/PVDgKFmM1mnU4nhMjIyFA7C0RUVJTnxawAgg/ZsGHD1VdfHRMTo9PpgoODY2NjO3XqlJKSonauWpeenv63v/0tJiYm+r8aNGjwyiuvyLzk0KFDt912W4MGDcrq4+Pj+/fvf/bsWcUy15TXXnstMTHRYDBIkiRJUkxMTN++fQsKCtTOVeuOHDnSoUMH15seExPTsmXLf/3rX2rnAgAAAOCfaADBVwwfPvyRRx7Jzs52LcIqLS09fvx4UlLSunXr1M1Wq5KTk1u1apWSklJ+9Zndbl+6dGnbtm2rfMnSpUt79ux54MABu91eNlJUVLRjx44bbrhhw4YNSoSuIR07dlywYEH5/y8qKSn58ccfr7rqqmPHjqkYrLb94x//uPXWW8+cOeN6051OZ0ZGxrBhw5544gl1swEAAADwSzSA4BNmz5797bffVnnJ6XSOGzfu/PnzCkdSRmFh4YgRI6q7mpqaevvtt1cY3Lx58yuvvFLlvYolJSWPPfbY8ePHazhl7bj77rtPnz5d5aWSkhKZw9Hqul9++WXatGnVXV23bt27776rZB4AAAAAgYAGEHzC0qVLZa46nc57771XsTBK6t27t3zBvn37KuyQMmHCBJn60tLSxx57rAaS1TKr1frTTz/JFNjtdn9dCzN8+HD5gpdfflmRIAAAAAACCA0gqG/79u0lJSXyNSdPnlQmjMJ+++03tzWTJk1yPbZarampqfL1hw8f9jZW7fOkx/H111/XfhAVpKWlyRcUFRWdOnVKmTAAAAAAAgQNIKjvm2++cVvjrydDue18CSF27drlerxv3z5PPqbvb8j/yy+/uK3xy7MkcnNzPTlq0F+bXwAAAADUQgMI6vPwyCdPeiV+ybXTsxDCwxNV8/Lyai1OzSj/SVXHk0ZJneNhV8tms9V2EgAAAAABhQYQ1NehQwe3NZIkabVaBcIoTJIktzVNmjRxPb722ms9+ZiJiYlexap9niQ0GAwKJFFYXFycJ2W33nprbScBAAAAEFBoAEF9Q4YMcdsHiYyMVCaMwqKjo93WLFiwwPU4ISEhJCREvr5hw4bexqp9U6ZMcVvTtm1bBZIoz+07qNFobrzxRmXCAAAAAAgQNIDgEzp37ixfsHjxYmWSKGzt2rXyBREREfHx8eVHnnrqKfmXzJo1y9tYta9Vq1YxMTEyBZIkrVq1SrE8SpoxY4Z8Qb9+/ZRJAgAAACBw0ACCT/jss88sFkt1VwcMGOD2uPQ6qk2bNkOHDq3uqlarrbzr89NPPy1zf9CIESP69OlTY/lq0w8//KDX66u7OmvWLH9d9jVy5EiZdzAhIWHZsmVK5gEAAAAQCGgAwVf89ttv3bt3r3AvmF6vnzFjhn//PrxkyZI5c+ZU3uEoPj7+jz/+qPJ2ofXr1z///PNGo7H8YFhY2MKFCxctWlSLWWtUZGTkyZMnW7RoUWE8JCRk3bp1Y8eOVSWVMtavXz9hwgSdTld+UJKk/v37e3LQGwAAAABcLskvz9m5YpmZmXxBVPf555/v3bvXYDD069fvuuuuUzuOco4cObJ06dKcnJz27dtPnDjRk5fs379/165dWq325ptvvuaaa2o7YS0pKSlZv379gQMHoqOjhw4dWr9+fbUTKWf37t1ffPGFw+G45ZZb7rzzTrXjKEqn05nNZqvV6nA41M4CJWg0mrJlfXa7PScnR+04UIjJZDIYDNnZ2WoHgUKMRqPJZBJC2Gw2D48uhR+wWCwFBQUeHnUKP2A2m8v+IzMjI0PtLBBRUVGeF9MA+gsaQD4iIiKiuLjY988yr0Gvv/76ggULyg5HlyQpLi5u9+7d9erVk3nJwoULP/zwQ6vVKoSIiYkZN27cyJEjazbVxx9/PHny5MLCQqfTqdFo4uPjt27d6nYP48uSnp7epUuXrKyssr96er1+5syZDz74YA1OAd9EAyjQ0AAKTDSAAg0NoMBEAyjQ0ADyKTSArhwNIB8RUA2goqKixMTEkpKSypduv/32jz76qPL4/v3777777qKiogrjYWFh27Ztq6lTwBISEqr80a26VFegT58+u3btqjyu1+tTU1NrZAr4LBpAgYYGUGCiARRoaAAFJhpAgYYGkE+5rAYQewABKktISKiy+yOESE5OHjduXIXBlJSU3r17V+7+CCFyc3M7dOhQUFDgfaoGDRpU93NbcnJyjWzQM2jQoCq7P0IIu90eFxfn/RQAAAAAgDI0gAA19enTR37RWeVz4vv161daWlpdvd1uv+eee7xM9cQTT5TdjFadzz77zMsphBDbtm2TuVpSUuLf+0ADAAAAgJJoAAFqqm4JTHkvvfSS63FJSUlKSop8/Z49e7xMtX79erc1TzzxhDdT3HvvvW5rPv/8c2+mAAAAAAC40AACfN3q1atdj5OTk93Wl5aW2mw2b2aUWWHk8s0333gzxY8//ui2hg25AAAAAKCm0AACfF357X5OnjzpyUuOHTtWa3H+o8pNiDzHvr8AAAAAoCQaQICvMxqNrsfNmzf35CUtWrSotTj/ERQU5M3LDQZDTSUBAAAAALhFAwjwdWPGjHE9vu2229zWa7XakJAQb2bUarVuawYOHOjNFF27dnVbI0mSN1MAAAAAAFxoAAFq8qQPMmXKFNdjrVbbpEkT+frOnTt7mWr06NFua+bNm+fNFKtWrXJbM3LkSG+mAAAAAAC40AAC1PTpp5/KL7d57LHHKoxs2rRJ5iVBQUHr1q3zMtWcOXPk7/B66KGHvJxCCNGvXz+Zq3q9fsGCBd7PAgAAAAAQNIAA1aWlpen1+iovjRgx4pVXXqkwGB0d/cMPP1R5k1d0dPTBgwc9uYHLrZSUlLCwsCovDR06dM6cOd5P8e67795+++1VXgoODk5NTfV+CgAAAABAGRpAgPpSU1Pfeust12bPGo2mRYsW6enpixYtqrK+efPmp0+fXrRo0dVXXx0eHh4REdG6desPP/zwyJEjkZGRNZXq5MmT69evN5vNkiRJkqTVatu0aZOenr5kyZKamuKjjz76448/EhMTy7b7kSTJZDKtWbPm7NmzNTUFAAAAAEAIoVM7APAXhw8f7tGjh9PpFEKYzebff/9d7URCCJGXl3fzzTenpaVpNJq2bdt+9dVXNT7F4MGD16xZs3PnTqfTqdfrly5d6vYlI0aMsFgsBw4c0Gq1nTp1uvnmm92+xGazbdiw4fTp09HR0XfffXdCQoJ8/a233nr8+HFPP4f/WrBgwbZt24QQ3bt3f/rpp+WL69Wr99VXXz377LMnT540m81PPPFEz549L3fGuuvcuXPHjh0rLS1t1KjRNddcw77XAAAAAGqJVPabNspkZmbyBVHLxYsX27RpU/nrr9FoLly4oEqkMrGxsaWlpRUGTSbTmTNnamqK5s2bW63WCoOSJCUnJ19//fVVvmTq1KkrV6602+2uEaPR+Oyzz44fP77KeqvVOmTIkH379pX/Cjds2HDFihVJSUlefwb/0bt3771791YYvOmmmzZu3FhlfWpqaseOHYuKisoPSpI0ceLEyZMn11Qq37R9+/aXX3754MGDrpHGjRs///zz99xzj4qplKTT6cxms9VqdTgcameBEjQaTdkSRbvdnpOTo3YcKMRkMhkMhuzsbLWDQCFGo9FkMgkhbDZbYWGh2nGgEIvFUlBQkJ+fr3YQKMRsNut0OiFERkaG2lkgoqKiPC+mAfQXNIDUcvHixdatW1d3VZKkixcvKpnHJTo6urpLNZUqLi6upKSkuqurV6/u1atXhcEq+yxl+vbtu2LFigqDf/7554033ljlv8qSJK1cubJPnz6XmboKVbaxylgslt9++63C4K+//ipzCNodd9zhyUlhddSqVasmTZpUubEohHj00UdnzpypfCTl0QAKNDSAAhMNoEBDAygw0QAKNDSAfMplNYDYAwg+oU2bNjJXnU5nYmKiYmFcYmNjZa46nc727dt7OcWjjz4q0/0RQgwfPrzCyOzZs6vr/gghNm7cWPkUsH79+lX3T7LT6Xz44Yfz8vI8y1utYcOGVdf9EUJkZmaOGTOmwmCPHj1kPuDXX3/966+/epnKNx05cuS5556rsvsjhHjnnXe++OILhSMBAAAA8Hs0gKC+ixcvul14pcp/KVT3K7qL93sVb9iwwW3N22+/Xf7p8uXL5etnzZpV/un+/ftPnz4tU2+3219++WW3MeR999138gWbNm2q8FS+8yWEGDBggJepfNOSJUvkP/fqNv8GAAAAgCtGAwjqq26bG3Xdd999CsziyS2H5bszZ86ccbtaJy0trXzrauXKlW6n2LJli9saGWfPnnX7iTidzvT0dNfT6dOnu/2wMkuK6jS3X+1ff/1V3X2vAAAAAPgfGkBQX/mdjGUovA3Qvn37PCn74YcfajtJeZ7cFeV0Os+dO+d6mpKS4vYlXu7O8K9//cuTsm+++cb1OCsry229X27IVVBQ4Mnnfv78eQXCAAAAAAgcNICgPg+Pvo6JiantJOUFBQV5Uqbw5kQhISGelIWFhbkee/KJlO3idsU83His/Dvo5Yx1l16v12jcf+M1Go0KhAEAAAAQOGgAQX2NGjVSO0IVnnzySU/KFAhfvhfgye1yOp2u7KidMtddd53bl8THx19ZtjI9e/b0pKz8rs9XX32123pPGiV1jk6na9q0qXxNvXr1VNn1HAAAAIAf88Pfr1Dn7N69222Nh6uEatDYsWPd1nifypOPcOjQIdfjsLAwty2ndu3alX/62GOPuZ2l8hFdlyUkJMRgMMjXBAUFlV/148kR70lJSd6k8ln9+/eXL+jVq1dwcLAyYQAAAAAECBpA8Alu13q89NJLyiQpr1mzZvIF3p/WdPz4cfkCSZLCw8PLj7z55psyDR2tVrts2bLyI2azeejQoTJTNG7cuPJh85frrbfeki949913yz+1WCzynSxJkr766isvU/mmxx9/XOZzDw0NnTZtmpJ5AAAAAAQCGkDwCRcuXJBpakRERIwbN07JPGV+/PFHma1YrrvuOu/7JuHh4TLdGUmSKm99fdNNNy1YsKDKlpler1+1alVCQkKF8TfeeKO6u7Tq16/v5RFgZfr37//AAw9Ud/XRRx+9/fbbKwzu3bu3Qm/LRZIkDzeWrotCQkLWrVtXZXsxKipq9erVTZo0UT4VAAAAAP9GAwi+4uLFi3FxcRUGJUmaP3/+77//rkokIcS5c+eGDRtWYVCSpJUrV/773/+ukSmWLFmyY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mV8n5s3b6q52ZyQIAXW56YSkiupdR49esTb5/79+zqIRMeSkpJ4P2YpKSm6CQYAAAAAABgttRJAudGHj15LfV+NECKtm/QcOW9z+K3Xea/vnPpl/ihfD2vcuUVmZiYIIZN27XjunQBG4MOHD0K6FRQUqDMLpkqLEvWLOjUZxKWqqor6vU4HCzeYZYNZubm5KR8LSXCoGfnatWuFdAsLC1NnFlW9ffuWWm2XVWVlJe3GNG2gXt5du3YJGRIXF6e1cPQGU+tKpT61jpDMV3V1Ne/HFQAAAAAAAHWouQ+XyL5538+GDhk65PNAb2eVyjn7hF19Mh2ZODQ12C3hgc4QhKBaVA4ODurMorhPFU8kEqnUnzZEB5hlqllRoxI4RB0C9/C2sLDQdiRUAt8agW+0pjRu3FhINx28a0BnTExMhHTT8UcRAAAAAAAYG7X+3PScdzN3maWgP2wZbBq2aaPO3KAOcXFxycjI0PYsTZs25Z2FejOakNrAJiYmZmb/P4cpMJOlKmouwMrKSkjx1FevXikf29nZ8RbWVTPdsHXr1kGDBvF2O3DggDqzqMrW1tbBwQG/cMzMzExI5SY1US9vYGCgkCH9+vXTWjh6IxKJeGtF1ckkCK0IFCvaLxMAAAAAAAA0Tq1bwCSWNcz+AEAVGxvL20f9BRG8xWWbNWvWqlUr5aG7u7u9vT1+CK0QspA1SiT5rx86Ia/r559/Vj6uQaGQLVu28PZp3ry5qlFRr2f37t2FRNKsWTPlY3d3d97+6r/pAwYMwHcIDAwUuHyJC+0NZUWrsS3E3r17axSOQeN9OxBCoaGhOohEx9zd3am77LFq166dboIBAAAAAABGS60EUOL6T71DJizaciI6+Q1/8VsAuPF+ix4+fLiaU4wZM4aW5qAiCGLFihW0xlWrVmFOSJLkjh07qC1Pnz7lDSM3N5d6OHToUHx/giBGjRpFmxc/hHa/SUBAgEQiwQ+5ceMG9ZC3YDZBEPv376e22NnZ4YfQ9v++d+8eb37n+PHj+A685syZY2try/Wsubm5+mWJaG8oE0EQ4eHh1BZvb2/8EIF3DNU6e/bs4e3z22+/6SAS3eP9ZVJXXzgAAAAAADAcaiWA5CU5sRcOrP12hF+LBg5Nuw+ZsXL3uXuvi+pgCU+gbbm5uZh0gJmZGe8myrwkEsnRo0dZdxwTi8Vr1qxh3pszfPjwadOmsZ6NJMnt27cz67lcuHABE0Pfvn1pLdu3b8fc80IQBG1/LsR3rUiSZFY1TktLwwz5448/aC0dOnTA54yYUT1//hwzBUEQiYmJvCehkkgkffr0wXQQwsXF5dChQ6yLL6ytrffv3+/p6anmFAihMWPGYJ5NSkqitfzzzz/4N10Hdan15datW5hnHzx4oLNIdGzYsGH4XyZNmzbVcUgAAAAAAMDYqJUAspC6O5opvvJVv0+7dXr7sskDu7g7OLX1Hz1vwx+Xn8jKNBIjMA4ymYy1BEZAQICQDbyEaNSo0ZUrVxYvXtyixf92n7O1tQ0NDb148eKXX37JOmTlypXh4eEeHh7KdTdisbhTp063bt0aMmQIs3+nTp3y8vKYqRCCIC5cuMC6pCU7O9vJyYk5hCRJrhSJTCZjrXBsYmLCuiBFIpHIZDJm8svS0jIhISE4OJg5JDMz09fXlzUqropCMpnM1dWV2e7u7s71QvLy8pgLmgiC8Pf3z8zMZB2iqk8++SQ6Onrq1KnK2JycnCZMmHDt2jV/f3+NTLF58+bIyEjWNz0vL481/ZSdnc26DsjOzg6fF6vtmjVrlpGRYW1tTWu3sbHJy8tr1KiRXqLSDdZfJj4+Ply/TAAAAAAAANAstWvWluUn3b1+Lfpa9LXo6JjHGR+py38IC1fvvsHBwf2Cg/0/8bCrBaU9CwoKdLCTN+A1Z86c1q1bcyVlNKK8vLysrIz5RRRDJpNJJBLee52U0tPTBw8evG7dOubCHy7BwcEJCQkqJbwaN25sYWHBXF+DcebMmR49ejg6OgrsP3v27NOnT1MLS/NatmyZmZnZwoULBfa3tbW1trbu3bv3kSNHtLcReElJiVwu1+pmZDExMVu2bDl27JjwIT///HNOTs6PP/6ovagMU3Fx8eXLlwMCAnS8PZwhUPWXSd1AkqQiH1pRUSGkmD2oGywtLSUSydu3b/UdCNARc3NzS0tLhFBRUVFpaam+wwE64uDgUFJSUlxcrO9AgI7Y2dkp1rPn5+frOxaA6tevL7yzRjctqnz34sENRTLo2o0Hae8odYFEts26fTpmybZlgUK/c+oFJID0a968eQcPHqS+BQRB3L17V+DO2ULI5fIrV66Eh4cnJCSUlZW5urr26dNn7NixmHrPiYmJo0aNys7OVgQmEolatWp17tw5KysrriF+fn60jIyDgwPzViAqR0dH2gs3MTHBrILx8PD48OEDbYiPjw/mHrQffvhh27Ztym2YCILo0qVLREQEJionJydaOsbExARzg9L169eHDBlCiyoiIgKzpZqzs3Nl5b9qiJEkyVtYRyXR0dFDhw6lRbV7924hO5cJx7xWpqammI3nwsPDp0+fTotqwIAB+/bt02BUhunZs2cHDx68d+/eu3fv7OzsOnfuPG7cOEyJrjojPT19/PjxSUlJis+8qalpjx499u/fb25uru/QdAESQMYJEkDGBhJAxgkSQMYGEkAGRX8JIKrqjxmPY6Kjo/45eeDYzaxyhBBCbZc/iV9m0Ju/QwJIj5iJAKXevXufPHlS/Sk+fPgwZcqUS5cu0dodHBx27NjRu3dv5pDvvvuOdfNygiB27drFumMRLZVDFR8fL5VKaY1NmjQpKipi7c9aAwix5RqUxGJxdnY2s71p06YfPnxgnSIpKYl5m1JISMi9e/dUiqpXr15cSa527dpdvXqV2Y65Vo0bN+YKQCU9evRITk5mfcrJyenJkyfqTxEbG8u1uTvXtWrcuPHHjx9Zh2g8/2VoNmzYsGHDBtp+8GKxeP78+bNnz9ZXVDqwefPmNWvWMNtFItHRo0fVr3hl+CABZJwgAWRsIAFknCABZGwgAWRQVEoAqVUDiEN1Ufqji8f27ti5Y8fOXcf/L/sDAIanpydX9gchFBUVdf/+fTWnkMvlEydOZGZ/EEIFBQVjx459/PgxrX3fvn2s2R/F2b766qucnBxaOyajgTh2eubK/ihmcXJyojU6OztjbpKqrKxkLphq3bo1a/ZHMUXLli2Z7Zjki1wuZ94+tnDhQswSp/j4eOYtTvhr9fLlS66nhFu9ejVX9gchlJubO3bsWPVn4cr+II5rNXPmTK7sD0Kourq6DpfC2bp167p162jZH4RQZWXlmjVraNvq1SURERGs2R+EUFVV1YgRI7hKawEAAAAAAKApmloBVPE29cGN6Ojoa9HR0Tce/uvuL4RENo079vDr3XvAuKlD29loYjptgRVA+kLbI5yJayWFcOfOnZs4cSKmQ9euXWn3Q2EWJSk4OjomJCQoD/fv3z9//nx8GJ6enjExMdQz8H7kaN8MVb1Wr1696tSpE35IUFDQoUOHlIeYFUZK+/fvHzBggPCo0L9fyNatW1esWIHvr/5aGFWjqgGpVMpMZ9CMHTt206ZNysMavOl1Q15eno+PT0lJCVcHCwuLBw8eqPSfGLUFZs2XQosWLW7cuKGzePQCVgAZJ1gBZGxgBZBxghVAxgZWABkUlf54Vqswc2n6rYiIy9HR0deuxcRnF//rC43YtqlPr95+fn69e/v17OhuzbJjEQAK48aN4+2jfmKO9yayO3fupKenN2zYUHGYmpqKz/4gxkbmYWFhvGGkpKRQD4W8LicnJ2UepF+/frz9aeccNmwY7xDawighZZgnTZqkjEpgbu7jx4+KPwoRQj/88ANvf+1Vg6ZKSEho06bmt6byZn8QQocOHaImgIS86TNnzty6dWuNozJMERERmOwPQqi4uPj8+fNCfiHULpmZmfjsD0Lo+fPnugkGAAAAAAAYLbUSQKn7Jg9bTqmgYWLv2bmXn19vPz+/3j06uFlp4/4yUAex3palcUL2yUpMTFQmgA4ePCjktKWlpcrd64UkLGqQyaIOiY2NFTKkefPmylufhOynXoNUCzWqpUuXChmyatWqtWvXModryc6dO4V0mzFjRlRUlJZj+f8EznXy5Mm6lwB6+vQpbx+V9rOrLfCl1hWqq6vLy8slEokO4gEAAAAAAMZJU1uzmzf59KsFC2YM69W8Hvz5ClQkZA0FQqiwsFCdXZOFrEql/i+9wHtw8vPz3dzcahyVqgTmTagvRAfraF68eCGkm0YqLgt37do1Id10cLMV9V3btWuXtqczWKr+DNYZAldHv3nzhlkkHgAAAAAAAE1Ra5GOqZ2D5f9OUJJ2acvUgBb17aTt+gybtuSXIxcfvv4g6Fs9AMrbgvDUyf4ghIR8s3J2dlY+5q2bo0DN/hAEUYPAVKK425bXtm3blI9NTU21Fs7/jB8/Xki3b775RtuRUK1atUpINyF31amJ+sE4cuSIkCE6eNd0j1nRnKlOZkC8vLyEdKuTrx0AAAAAABgOtRJAzb6NKnyTdu/CH5sWTxns28bRjJCX5D6JCt+xatboIB93e7tGPkGjv/1hR3jUE1qFIAAoIiMjdTCLr68vvoOVlZWPj4/yEF8xWkEk+ldxKyH1t0hS5R865S1mSNj9XAgh6v70w4cP5+1vZWVFPRSSyTIxMVE+Hj16tJCoPv30U+VjIZksNRNqTZs2FdJtw4YN6swiJMgavOmvX7+uUTgGjfdnECHk5+eng0h0bMCAAbyfE3Nzc90EAwAAAAAAjJa6ZXrEto07BY+ZvWrHqWtPct/lJ8f8tXf9/AmfdfesJ0FVRekPLx7ZsnTasD7tXOwcPLtNOZ6hkaBBHdO4cWPeb0e0DEUNfPnll9RMCtPkyZNpBTjc3d3x5xwzZgz1UEj5kjNnzlAPqWkULrRcAO+1oqUb1q9fzztFeHg49VBIIRJaKoo3oUM7Z1ZWFu8U6q+C4Y1K/UVbkydP5u2Tk5NDPeTNB+lgKZle9OrVC78WxsfHp0ePHjqLR5eoyWVWM2bM0E0kAAAAAADAaGm0TrOknme3zyZ+t27fXzeT89/lJFw7tXPFhJ4uEoQQqnibcjsmCbZ9BezOnz+PeZYgiLS0NDWncHNz++WXX2hrdpR69eo1d+5cWuONGzcwGYQGDRowF4/06dMHE4ODg0P37t2pLVlZWfhv+8zMF76IDEEQzK3T8YtcOnfuTPt2mpGRoWpU2dnZmP6Ibe0SPr9DEER6ejr+nLx4oxK4fxnGqlWr8Akd5rqw3Nxc/OV9+PChmlEZJpIkd+7cybVQztHRcceOHXU1+XX27FkLCwuuZ5s3b75gwQJdxgMAAAAAAIyQNjbqqvrw6sGFP7Zt/Gn9j2s2HryRVa6FOUAd06lTpwsXLrB+9yMIQv1v6QqDBw8+depU69atqY2WlpazZs06duwYc9mLmZlZWlpagwYNmKfy9vZmXe9z4sSJkSNHss7eokWLpKQkZrtMJuPKINjY2DAzX6Ghobt371bpWo0fP37//v2sQwYNGsSafcNEVb9+fdZ8XF5eHldUrIWWMzIyuG57IUlSU286JiqBtat55ebmciUWPTw8WLe+kslkXFHFxsbqsqy4jnl4eFy+fDkkJIT68kmSHDBgwOXLlxs3bqy/0LRLIpE8f/68RYsWtHaCIPr163fz5k29RAUAAAAAAIwKoaHNmKuL0h/fiIqMioqKioy+n/aOWv9ZZNOki39QUFDQgEEhPlKD3iSsoKBAB7tTA4xffvll9erViscSieTGjRsa/04ol8ufPn0aHx9fXl7u5ubWpUsX3irUGRkZCxcufPbsmUgk6tq166pVq3hvSZswYcL58+cVH6d27dpduXKFNzAnJyflx8/MzIy3CoyXl1dOTo5iCEEQ48eP573b68iRI+vWrXv37p2pqemgQYOE3B0mlUqV+4hJJJKMDJ4bOePi4gYOHKjY78nS0vLs2bPt27fHD3Fzcysv/1+imCRJ2g1TGpGQkBAcHFxWVoYQMjExOXr0qJB6NKpydXWtqKhQPHZ2dn78+DG+f1RU1IgRI5Rv+hdffCHkHakbsrOzHzx4oNj4vFOnTsZT/zgvL++nn35KSEgQiUTdu3f/9ttvjaf6D0mS9erVQwhVVFS8ewcrgo2FpaWlRCJ5+/atvgMBOmJubq74s6qoqKi0tFTf4QAdcXBwKCkpEbLdJ6gb7OzsFPdJCNzqFGiVkEK0SmolgCry4iMvXomKjIyMir6fWlj5rxNbNvTpHRgUFBwUHNDN005T281rGSSA9O7BgwcHDhzIyMgQiUTt27efOnWqo6OjvoOqCV9f3+Tk5KqqKpIkHR0dr1+/jt/FbNCgQbdu3UIIyeVygiCE5EFcXFwqKyuVCSAh2ZnWrVvn5+crphCSX+vXr9+DBw9Uiqphw4ZlZWXKqMzNzV+9eoUfosh8KaZACDVq1Oj+/fv4IQYoOjp66NCh6P+uFeu9eDSTJk06d+6c8lo1a9YsJiZGF7EaBrFYbGdnV1hYWFlZyd+7rlD8pCvf9G+//Xbx4sX6DkpHIAFknCABZGwgAWScIAFkbCABZFB0lwBKWNGu7fIn1BYzaXvfwKDgoOCgwJ6t6xv0Yh9WkADSI5lMFhoa+vz5c2ojQRChoaH4qjeGZvjw4az7mrm5ucXGxrIOcXR0ZP3gSSQS1m2/WrRo8ebNG2Y7QRC+vr60is4K/v7+cXFxzHZTU1OutBFXVGKxmLW2zrJly7Zv3856qiVLlrDuAe/s7Mz65V+D9/3phpOTk3KdFJVIJGJNmb1586Zly5asl3f16tVCCkvXAcaWADp+/PjMmTOZ7QRBpKamWltb6z4kHYMEkHGCBJCxgQSQcYIEkLGBBJBB0XkCSOLQqsenwUHBQUGBfl7OZrW5gickgPTlzZs33t7eHz9+ZH22S5cu//3vf3UcUs0MGDDgzp07XM86ODgwywBx5VkUmDmgTp064dfUMAvu9OrVi7X8kAJrkgIfFTMHFBUVNWzYMExU0dHRrVq1orZwZX8UalEOCH+tWC8va2EppcOHDwcGBmomOANmVAmgf/75h7ZpIA1rnaw6BhJAxgkSQMYGEkDGCRJAxgYSQAZFpQSQWkWgHXxn7/7r7usCWeLVo5sWjA/qULuzP0CPxo0bx5X9QQjdvXv34MGDuoynZkpLSzHZH4RQQUFBREQEtUUqleJzjsriOEq8tYGYN81hsj8IoaqqKtoORM7OzviomN/Yhw8fjo/Kz8+P9yRUcrncxcUFf05D4OXlhb9WVVVVz549o7bw3tWIzxSA2mjs2LH4Ds7OzrqJBAAAAAAAGC21EkDSPhO//KxzQyttbCUGjEhpaendu3fxfTZv3qybYNTRq1cv3j5TpkyhHlZVVXH1VHJ1daUe8i5So3Vo164d7xT79+9XNSra91VVoxJS9LdWLAzh3WkeIUQrOC3kWrHe4gdqqQ8fPvC+6bXi0w4AAAAAAGo1TRRnrpDFX79x99HTjA88f7869p4+zQ934wMwTsrdsjCysrJ0E4w6eNfmILYVPbyUG0shwcsEhg4dqqwExFuKGDFSEkJuhKQmiYTkmBBC/v7+yt3QWCvm4KMyTEKCrMEL6d69O37dFqhF/P399R0CAAAAAAAAaieAKtPOzBo2cduDQiGd2y4fCgkgwCQkb1JdXV1dXU2SBr3cTEhSQzdTKDYUU9BBGkVg+ZKEhARtR2KYqG9BWFiYkCFQL6MuEbJMDCF04MCBL774QsuxAAAAAAAA46VmAihj58TR2x6UKA5IUytrczGmCpC1mUF/ewf6gi+Iq6DYg1wHwaiDINSqqi5wCiHdbG1tqUO0HZWJiYmQu8ZsbGy0GobBor5rX3755d69e3mHmJubazMioFO2trZCKqEOGTJEB8EAAAAAAACjpd436rtb1kWVIITsu849FZ/7ofhD4VucmAWteE8JjNCnn37K28fe3l4HkaiJmnbhUoM0FnVIixYthAxJTExUPjY1NVV1RiH+H3vnHRfF9f39ma1UaUpZuoAFFUVRsWOLJUZNRI1KjLGX2EnUYO9fu2KLqEnEgiWoQY01alTsBQsWbCAdxIaCtH3+2N9rn8mdmTt3d9llYc/7r5m75+49e2d24H723HOYosbJkydJujx58oSze6VG0w/i6+tLYrZlyxat3AGMkY0bN5KYmUIleAAAAAAAAKAC0UkA+vDgwSuKoiy6rv5rxTf1HS2MPT4DMFIcHR09PT3xNqGhoYZxRhf+/PNPQZvBgwczT0n0IGYR8fPnzwvaI5LEhQsXBLvUqVNHU6+YqYWQ+u4kXs2cOVOwi/HHfFEUJRaLBW3Gjx/PPCXRjEyhDLzpgGQB56TKSKIAAAAAAACA0aLT+ur/1qXNv/pKoKgxAAiwfft2zEK6Ro0aCxYsMKQ/2hEQEGBra4sxEIvFy5cvZ7YIZmhmiyBmZmb4LkiBLS8vL3wXmqYRkUgLrwRDk5o1a8Y8HT9+vKC+Q5K+usLJyMjAL91pmp41axaz5dChQ/j3bNeuXTl4BhgTX3/9Nd7gypUrhvEEAAAAAAAAMFl0EoBqOILwA5QPAQEBu3fv5tQpvLy8Ll68WCmCQSiKSkpKsrKy4nxJLBYzY3nUzJkzh+/dRCIRWwR59eqVRMKbvUsul9+9e5e8C03T2dnZ7PaFCxdq5NXFixelUinGqyNHjiCNWVlZGOlk9uzZfC8ZG9nZ2XwfhHN6W7Zs2bNnT753c3R0VFdwA6oMW7ZsqVWrFt+rkyZNqlmzpiH9AQAAAAAAAEwQnRbVth06NqEo6sbly8WCtgAgQIcOHZ49e/bjjz/6+vra2tpWr169cePGmzdvvn79ur29fUV7pwEvXrzYsGEDM6BJJBKNGjWKU/2hKOrHH3/MyclBAqBomu7atStfCExGRsbs2bMR0UEkEuXk5KSmpvJ1WbhwIbMLTdPNmzfnVH8oiho1ahSnV3Z2dnxepaen5+TkIF7RNI3xKjs7u1q1aohXYrE4JycH2TZl5GRnZ0skEuSDeHh48E3vtm3bcnJyEFmTpunHjx+bbK20Ks+lS5cSEhKQi25hYZGTkxMREVFRXgEAAAAAAACmg47lgd4eGdLgqz8yav944mpkR+H8t0bP69evDVAzW0+8ffv2yJEjhYWF7dq18/Pzq2h3tCctLe3Zs2disTgwMNDCwkIfQyQnJ0+YMOHNmzehoaETJkwg6ZKRkXHnzh25XN6sWTO+GB8EhUJRWloqEokIi0CHhYWdPn1aqVRKJJK0tDSSLp6enp8/f6YoysrK6unTpyRdjh07dunSpVq1ag0aNAgTSaRm3759EyZM0MirwMBA1Uf29PS8evUqSRdXV9eSkhKaplu3bq2n+JfevXurdtnUqVPn3LlzJF2ePXuWmJjo4ODQrFkzkrlKSUlp3rx5WVmZhYXFixcvSIb4/vvvT5w4QVGUk5NTQkICSZcqw7lz5549e+bj4xMSEqKnIdLS0hISEszMzIKDg/X0MNGCsWPHxsXFSSSSBQsWhIWFkXRJTEx88uSJm5tbUFCQvt3THyKRSKXmFxcXv3v3rqLdAQyEpaWlTCZ78+ZNRTsCGAhzc3NLS0uKovLz80kKIAJVAwcHh4KCgk+fPlW0I4CBsLW1Vf1vnJubW9G+AFT16tXJjXWuD51/a1mvrtP+KazXL3zBnIm9/W0qdR7LSioAHThwIDw8/OPHj+oWiUTy/fffL126tAK90oLIyMg1a9a8f/9e3eLl5bV+Ihs/7wAAIABJREFU/frmzZuX1xATJkzYs2cP0mhubp6SksLXZevWrf/73//evn2rbnFzc1uzZg1fopZjx44NGTKEfSPVqlXr0qVLnF1cXV2LioqQRr7NWSqcnJzKysqQRr5dZhRFlZSUBAcHJycnMxutrKzi4uLq16/P2cXNzU2lLunoFeeWMTWOjo7suZLL5XxBQ1qghVcRERHR0dEFB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width="768" /></p>
+</div>
+<div id="composition-of-plot-with-ggplot2" class="slide section level2">
+<h1>Composition of plot with <code>ggplot2</code></h1>
+<p>Composition of plot with <code>ggplot2</code></p>
+<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> <span class="op">&lt;</span>DATA<span class="op">&gt;</span>) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb6-2"><a href="#cb6-2"></a><span class="st">  </span><span class="er">&lt;</span>GEOM_FUNCTION<span class="op">&gt;</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="op">&lt;</span>MAPPINGS<span class="op">&gt;</span>))</span></code></pre></div>
+<ul>
+<li>you begin a plot with the function <code>ggplot()</code></li>
+<li>you complete your graph by adding one or more layers</li>
+<li><code>geom_point()</code> adds a layer with a scatterplot</li>
+<li>each geom function in <code>ggplot2</code> takes a <code>mapping</code> argument</li>
+<li>the <code>mapping</code> argument is always paired with <code>aes()</code></li>
+</ul>
+</div>
+<div id="first-challenge" class="slide section level2">
+<h1>First challenge</h1>
+<ul>
+<li>Run <code>ggplot(data = new_mpg)</code>. What do you see?</li>
+<li>How many rows are in <code>new_mpg</code>? How many columns?</li>
+<li>What does the <code>cty</code> variable describe? Read the help for <code>?mpg</code> to find out.</li>
+<li>Make a scatterplot of <code>hwy</code> vs. <code>cyl</code>.</li>
+<li>What happens if you make a scatterplot of <code>class</code> vs. <code>drive</code>? Why is the plot not useful?</li>
+</ul>
+</div>
+<div id="run-ggplotdata-mpg.-what-do-you-see" class="slide section level2">
+<h1>Run <code>ggplot(data = mpg)</code>. What do you see?</h1>
+<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> new_mpg)</span></code></pre></div>
+<p><img src="data:image/png;base64,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" width="768" /></p>
+</div>
+<div id="how-many-rows-are-in-new_mpg-how-many-columns" class="slide section level2">
+<h1>How many rows are in <code>new_mpg</code>? How many columns?</h1>
+<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1"></a>new_mpg</span></code></pre></div>
+<pre><code>## # A tibble: 40,440 x 12
+##       id make  model   year class trans drive   cyl displ fuel    hwy   cty
+##    &lt;dbl&gt; &lt;chr&gt; &lt;chr&gt;  &lt;dbl&gt; &lt;chr&gt; &lt;chr&gt; &lt;chr&gt; &lt;dbl&gt; &lt;dbl&gt; &lt;chr&gt; &lt;dbl&gt; &lt;dbl&gt;
+##  1 13309 Acura 2.2CL…  1997 Subc… Auto… Fron…     4   2.2 Regu…    26    20
+##  2 13310 Acura 2.2CL…  1997 Subc… Manu… Fron…     4   2.2 Regu…    28    22
+##  3 13311 Acura 2.2CL…  1997 Subc… Auto… Fron…     6   3   Regu…    26    18
+##  4 14038 Acura 2.3CL…  1998 Subc… Auto… Fron…     4   2.3 Regu…    27    19
+##  5 14039 Acura 2.3CL…  1998 Subc… Manu… Fron…     4   2.3 Regu…    29    21
+##  6 14040 Acura 2.3CL…  1998 Subc… Auto… Fron…     6   3   Regu…    26    17
+##  7 14834 Acura 2.3CL…  1999 Subc… Auto… Fron…     4   2.3 Regu…    27    20
+##  8 14835 Acura 2.3CL…  1999 Subc… Manu… Fron…     4   2.3 Regu…    29    21
+##  9 14836 Acura 2.3CL…  1999 Subc… Auto… Fron…     6   3   Regu…    26    17
+## 10 11789 Acura 2.5TL   1995 Comp… Auto… Fron…     5   2.5 Prem…    23    18
+## # … with 40,430 more rows</code></pre>
+</div>
+<div id="make-a-scatterplot-of-hwy-vs.-cyl." class="slide section level2">
+<h1>Make a scatterplot of <code>hwy</code> vs. <code>cyl</code>.</h1>
+<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> new_mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb10-2"><a href="#cb10-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> hwy, <span class="dt">y =</span> cyl))</span></code></pre></div>
+<p><img 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IicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiJwCCAAAACByCiAAAACAyCmAAAAAACKnAAIAAACInAIIAAAAIHJF7T1AHtb88cov/2zl566/+oTBTdy7fu6z0x588sU35i5dtbFbvyFDh4/7xOTPH7VLbxUXAAAA0MV1ogJo+TNPvrxu44i6Ju7Krnju2m//+JlldSGEoh0G9s3+/f2ZS+bMfGX6Hz7371d+YZdu23tUAAAAgA6kcxRA2fULX77vurtmNlX+hBBW//GG655ZVpcaeNA53z7z0LF9u6XqVs18+KZrp744+5c/nrrbDV/dvcf2nbdzmzZt2re+9a21a9dms9mSkpKTTjrp2muvbe+hwjXXXHP11Vdns9kQQiqVGjp06F/+8pfWRR1//PEvvPDC5qhUKrV06dLWRU2aNGnWrFkFiRo1atS6des6WtTYsWM//PDDgkSNGzdu5cqVBYmaOHHivHnzChJ1zjnn/OY3vylI1BlnnPHII48UJOqtt9469NBDa2trG6K6dev25ptvlpWVtS4NAAAghJBqeLvSYX3w1PVTn3hnzvvzV25qmHP0abdeN/mjh4AtvP+b59z1XmaX02++4sTBmc0317x1+/n/9uDCzP4X/PJ7k0qSPdyKFSs6+BOyTVVXV48aNaq6urrxXVOnTj322GO3/0ghhLVr144ePbrJn8spp5xyww035JU2cODAJqP69+//5ptvFiSquLh40aJFBYkqKipavHhxR4vKZDJLliwRtY2ihgwZ0uS/wUGDBs2YMSOvKGgsnU737dt3zZo1mzZtau9ZYNsqKyvr3r17CGH16tU1NTXtPQ5sW+Xl5ZlMZtWqVe09CGxbDa9kQgg1NTWrV69u73E6hP79+yffuKOfIWfV3BnvLlpV1618hx16lqSa3KR+zuz3Qwi7Tjp8i/YnhFC88wET+4ZQN3v23O0waBSGDh3a5DvPEMIZZ5wxffr07TxPg1GjRjXXyt13330XXnhh8qjm3qWHEJYvX7733nsXJKqmpmb48OEFiaqtra2srCxUVEVFRUGi6urqChg1eHBT5/SKKGrQoEHJowYPHtzcv8GlS5fuvPPOyaMAAAC21NELoN3PuvWef7jo8PImN1m9vrZv//6VY4b22vqe4qLiEEJdff22njIKhxxySO7VTyeffPJ2G2azMWPG5N7g1ltvTRg1aNCg3N/g/PnzCxW1YcOGhFGDBw/OHZX8Q8sWoxoOKUqioqJiu0XV1TVzaGcjlZWVhYoaMmRIoaKGDh2aO6q+vv7FF19MEnXNNdfkftwVK1bku54IAACgQUcvgBLo8+mLbr/99p+d8bGtbs/OfemVpSEUjxk9rF3m6mxmzZqVe4P6+vp58+Ztn2E2+/DDD1vcZurUqUmi6hM0gUceeWShosaNG5ckKknRkHARUJKohCt3kvQ7CdfIJJkqYVSSqRIut0lSqyWMam7BzpaOP/74JFFXX311i9tMnDgxSRQAAMBWOvo5gLYw4+Z//t6jHzZxDqCmZFe/dttFlz00r6bfMT+49SsfK97q7lmzZn33u99t/GV33HHHDjvsUJh5O5uiopbPCH7YYYc98cQT22GYzZJM1b1797Vr1xYkKpVKJakGRInq4FHQnFQqlU6n6+vrO89ff2ildDqdSqVCCHZ4uoJ0Oh2SfUgJnV0mkwkhZLNZO3yDhickoc5xFbD8bFr4/C9/dssDr62s7z7u1O+e3qj9CSFs2rRp4cKFjW9Pp9N5PX1dzdy5czvg81NdXV3AqUSJapDNZuOOoitreJ8AXYQdnq7DiwS6jlQqZYdvhcgKoOqFf/rFz2777WvLa0P34YefecGXPz26W3vPFJO8Tv273RQXN9HxQRs1fG4ccRQAANClxFMAZT98+6Gbr7v7TwurQ4/hn/jCmacfv9fAZnuBvfba69VXX218+4oVK5YvX74tx+zcLr744g74/Jx22mmFmmrQoEGFispkMh0wKp1OFyoqlUp13qhUquWjXwsYFUIoVFQBdwa6JpeBp+twGXi6FJeBp4twGfjGoroMfELZZc/88P99+7Y/LUwPn/SVq2+5/t9OytH+0KQWT3mbSqX22Wef7TPMZklW9/zgBz9IEpVk6cQbb7yRJCrJYvLFixd3wKiE15BKErV06dIkUUlWZhYwKuEZwZNE3XvvvYWK+tKXvpQk6phjjmlxm9/85jdJogAAALYSRQG0fsbP//0/n1+RHvrJb91w7QXH7Nw7iu9qe5sxY0buDa666qrtM8mWFi1alHuDAw88MGHUsmXLcm/QrVvS4wVbLCySH4/aSaOSn09hyZIluau3wkYdffTRSaIWL17cYtThhx9eqKhrrrkmSdTUqVNzR3Xr1u2AAw5IEgUAALCVGKqSZU/d/fuFdaUTzv3++QcNsu6nDV544YXm3n+ec845U6ZM2c7zNHj88cebu2v06NEPPvhg8qhbbrmlubsymcyCBQuSR/385z9v7q50Op1woU2DG264oVBRP/zhD5v7CeYbdckll+SISrhmp8GyZcu6bFQqlSpUVHFxcV67KAAAwJYiKIAW/OGJN+tDr0NOOLR3fZNc+DOpsWPHLlu27DOf+czmpSKpVGr06NELFy687LLL2muqvffeu6qqascdd9zyjXFRUdEbb7zx0ksv5RV14oknVlVVFRUVbRmVSqUef/zxvMqREMIJJ5xQVVWVyWS2inrwwQfzesMfQjjllFOanOob3/hGvlFTpkxZtmxZ46iJEyfmG3Xeeec1GVVRUZFvVAhh2bJlxcXFW0UNHjy4UFG77rproaKOOOKI1kWVlJRsFbXLLru0uO6syagpU6ZsFXXLLbe0uBoOAAAgh0SnL+0YZtz8z9979MPRp9163eTBW9xc99yVk69+ob75r6s46T9v+dKoZI+xYsWKzvOEbFulpaUlJSUrV65s70Fg20qlUv369Qsh1NbWOnUi0XMSaLoOJ4GmS3ESaLoIJ4FurIudBLpq6dIc7Q8AAABAl9eJVgBtD1YAbWYFEF2EFUB0KVYA0XVYAUSXYgUQXYQVQI11sRVAAAAAAOSkAAIAAACInAIIAAAAIHIKIAAAAIDIKYAAAAAAIqcAAgAAAIicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiJwCCAAAACByCiAAAACAyCmAAAAAACKnAAIAAACInAIIAAAAIHIKIAAAAIDIKYAAAAAAIqcAAgAAAIicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiJwCCAAAACByCiAAAACAyCmAAAAAACKnAAIAAACInAIIAAAAIHIKIAAAAIDIKYAAAAAAIqcAAgAAAIicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiJwCCAAAACByCiAAAACAyCmAAAAAACKnAAIAAACInAIIAAAAIHIKIAAAAIDIKYAAAAAAIqcAAgAAAIicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiJwCCAAAACByCiAAAACAyCmAAAAAACKnAAIAAACInAIIAAAAIHIKIAAAAIDIKYAAAAAAIqcAAgAAAIicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiJwCCAAAACByCiAAAACAyCmAAAAAACKnAAIAAACInAIIAAAAIHIKIAAAAIDIKYAAAAAAIqcAAgAAAIicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiJwCCAAAACByCiAAAACAyCmAAAAAACKnAAIAAACInAIIAAAAIHIKIAAAAIDIKYAAAAAAIqcAAgAAAIicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiJwCCAAAACByCiC2oerq6rvuuuurX/3qlClTrrjiioULF7b3RCGEUF1dfdVVVx111FGTJk067bTT3njjjVZHLV++fLfddhs4cODAgQMrKyuvuOKKVkfV1NRMmTJl5513HjNmzL777vvQQw+1OmrTpk1HHnnk0KFDKysrx4wZ89Of/rTVUSGEQYMGDfxfY8aMaUvU8ccfP2zYsMrKytGjR//kJz8p1FRDhgxpS9TAgQPT6XQ6nS4pKamoqGhL1Oc///nhw4dXVlaOHDny0ksvbUvUuHHjNn+DBx54YFuiOqbnnnvuggsuOP300//1X//1+eefb+9xAAAgfqlsNtveM3QgK1as8IQ0KC0tLSkpWblyZasTfvCDH9x44421tbVb3jhhwoT777+/tLS0zQO20vnnn3/fffdt9VPu37//008/PXjw4LyiRowYsX79+sa333bbbf/0T/+UV9Sxxx770ksvbXVjJpN55JFH9tlnn7yiPv7xj8+ePbvx7XffffeRRx6ZV9SgQYPq6+sb3z527NgXXnghr6jDDjusyaLtuuuuO/XUUwsyVd++fd9+++2CRJWUlORbVk6ePPnZZ59tfPvFF198/vnn5xW14447rlq1qvHt++yzz2OPPZZXVMf0wgsvnH766X//+9+3vLFfv3533nnnfvvt115TdR3pdLpv375r1qzZtGlTe88C21ZZWVn37t1DCKtXr66pqWnvcWDbKi8vz2QyTb6EgJg0vJIJIdTU1Kxevbq9x+kQ+vfvn3xjBdBHKIA2a2MBdOaZZza3hqVPnz5//etf26UDOu6441588cUm78pkMn/+85+TryUZPHhwXV1dc/fefPPNJ510UsKoffbZ54MPPmju3kceeWTfffdNGNVcd9DglltuOfHEExNGDRw4MMe/hYqKitdffz1h1G677bZ06dLm7r3iiivOPvvsgkzVo0ePHM/kVpprfxoUFxcvWrQoYdQBBxzw7rvvNnfvOeecc9lllyWMGjJkSHV1dXP3jho16uWXX04Y1TE9+uijp512WpM/xFQqdc899xxxxBHbf6ouRQFE16EAoktRANFFKIAay6sAcggYhff444/nOIJp5cqVX/ziF7fnPA0eeOCB5tqfEEJdXd2nP/3phFGnnHJKjvYnhHDOOeckjLr99ttzdxbJFxNdf/31uf/qf+UrX0kYNX78+NxN6OLFixNG/epXv8rR/oQQvve97yWMmjBhQu6pNmzYkDBq3333zdH+hBCSv1V49dVXc7Q/IYSbb745YdSDDz6Yo/0JIbz//vsJozqm6urqL3/5y839ELPZ7FlnnbXVmkEAAKBQFEAUXovrHZ577rmNGzdun2E2u+iii3JvsHTp0iVLliSJ+sMf/tDiNvfee2+SqEsuuST3BnV1dU0eW9RYkjMQ3XbbbUmili9f3uI2o0ePThL1jW98o8VtWnwSGiRZ3ZPwOL65c+cWKirJoqrJkycnifryl7/c4jbDhw9PEtUx3XTTTbn/4W/YsCF5XwYAAORFAUThzZkzJ/cG2Wy2LSc5bp0kpcZ1111XqIf7zne+k2SzJEdhXHjhhUmici9KanDVVVcliUpyIOTatWuTRCVZSnPHHXckiUoyVe51PdsiKsmyo4SnTEoy1fZvTgvo0UcfLcg2AABAKxS19wAdS9++fVOpVHtP0YHkdTzhZkkO4li8eHHrwlstybvr+fPnF2qq6urqQkWtWLGiUFHr168v4NPeAZ+rULipstlsoaJqa2s74FTbX5LjtP/+97933m+wEykvLy8vL2/vKWA76dWrV3uPANuJv6F0HcXFxXb4VlAAfcS6devae4SOolu3bplMpsmrXLUonU63uHqirKws4RKSQkmlWj7l+Q477FCoqdLpdKGiunfvXqiooqKiAj7tHfC5CoWbKpVKxf0Nbn/dunVrcZsePXp03m+wU0ilUqWlpRs3bnS6JaLXrVu34uLiEMKGDRuSLJKFTq179+6pVCr5+RChk2p4JRNCqKurs8M3KCsrS76xAugjNm3a5CpgDTKZTDqdbt3xJr17997qGs+NTZo0aTsfzNKtW7cWH/G4444r1FR77rlnkqgktdQnP/nJQk21++67FyoqlUoVKmrkyJEF3Bm2c1SSurNPnz6F2hkK+LRvf7vsssusWbNyb7Prrrt23m+wU0in0wp7ZicAACAASURBVKWlpTU1Na4CRvSKiooaCqDq6mpXASN6xcXFmUzG31Ci1/BKJoRQX19vh2+QVwHkHEAUXosXrhowYMCYMWO2zzCbHX744bk3KCoqOvroo5NENVxWNrff//73SaL23HPPFre5+uqrk0SNGjWqxW0efvjhJFHpdMu/GRJejzzJN/jYY48liUoyVZIzYYcQMplMi9skPHNzkn3ml7/8ZZKooUOHtrjNpZdemiSqY/rmN7+Z+xjbVCr1zW9+c7vNAwAAXYoCiMK78sorcxxvn0qlfvrTn27PeRrccccdJSUlOTa4+OKLE0bNnz8/9wZDhgxJGPXEE0/kfkt85JFHJoxqsZHZcccdE0blvnB7CCGdTo8YMSJJ1JNPPpl7g8rKyh122KEgU6VSqbPOOitJVIuXe0ulUgkvRzV16tTcP8HevXvvvvvuSaL+8pe/tDjVueeemySqYxo3btyxxx6bY4MTTjhh+1fDAADQRSiAKLyioqLp06c3eVKuTCZz7bXXHnroodt/qhDCiy++2NzinbPOOiuvt9b//d//3dxdZWVlf/vb3/KaqrkGYY899rj77ruTR+W42tTAgQOff/755FE5Ls2eSqVa7GK29Prrrzd3V+/evV977bXkUT//+c9zTLVs2bLkUffdd1+houbPn9/cT7BHjx7vvvtu8qjZs2cXaqqO6fbbb//Upz7V5F1HHnnkrbfeup3nAQCArkMBxDYxZMiQN99888ILLxw1alSPHj1KSkr69+9/wgknzJgx49RTT22vqYYNGzZ//vwzzjijvLw8nU6nUqni4uLx48e/9NJLV155ZV5RRxxxRFVV1VZLV1Kp1A9+8IP3338/r6jRo0cvW7bs4IMP3vIQp9LS0l/96ldPPfVUXlFjx46tqqraeeedt7wxk8n8+Mc/njlzZl5R5513XlVV1VZHXaVSqQEDBuRbQ1RUVFRVVe29995bTXXppZfmVY6EEE444YQmp+rRo0e+Ux1++OFNRhUXF+cb1a1bt4af4FZR559//gcffJBXVK9evaqqqnr37r3V7ePHj4+g/Wlw7733Tps2be+99y4rKyspKSkvL99nn31++9vf5tV1AgAA+Wr5nKNdyooVKzwhDUpLS0tKSlauXNneg8C2lUql+vXrF0Kora1dtWpVe48D21Y6ne7bt++aNWucBJrolZWVNSz7Xb16tZNAE73y8vJMJuOVDNFreCUTQqipqVm9enV7j9MhNHnkTXOsAAIAAACInAIIAAAAIHIKIAAAAIDIKYAAAAAAIqcAAgAAAIicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiJwCCAAAACByCiAAAACAyCmAAAAAACKnAAIAAACInAIIAAAAIHIKIAAAAIDIKYAAAAAAIqcAAgAAAIicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiJwCCAAAACByCiAAAACAyCmAAAAAACKnAAIAAACInAIIAAAAIHJFyTfduHjmzEUb2/Jg3St33bWie1sSAAAAAMhXHgXQe7eeMuHSGW15sN0unfHGv+/algQAAAAA8uUQMAAAAIDI5bECaOSXfv7UJ9a15cFKR49sy5cDAAAA0Ap5FEClo/Y/fNS2mwQAAACAbcIhYAAAAACRa1MBNPdXl3zvZ7+fuaK2UNMAAAAAUHBtKoDWvTntynOO2a2icq/jv37Nr15cuKFQUwEAAABQMG0qgIqKi1MhhJqqvz3002997uPDB4057PRLbnvy7VV1BZoOAAAAgDZrUwE07nt/mvfCr6/5f5MnVHQPIdSvmfP0nZefdcTOg4dOOOmCa6f9efGmAk0JAAAAQKu18STQPYbtf9K/XHf/KwuWvfv0Xd//ytG79SsOIWxa8uffXHvBiROGDd75iLMvv/OZ99bUF2RYAAAAAPJXoKuApcvHTvrihT975I0lS2Y8eutFpx02dod0CHWr3n7yvy45/dCxg0Z8/HPfvvGh16tqCvNwAAAAACRW6MvAF/Xd9cizL7/jD+8uW/jqtOv/9XMHDOuZCmHDghd/dfV5x+9ROfhjx5xz1b3PfbAuW+DHBQAAAKAZhS6ANus2aNyeE/bd/4ADxg/IbL6x9u8zfv+z75560MjB4477t6l/+fu2enAAAAAANisqdGDtilnPPDztgQceePCJv2x5EugeQyZ++rj9ymc+/MBz89Zl1777ux9Neer3f/3ds9cf3rfQIwAAAACwhQIVQNkNC159/MEHpk174OHp76z8v6vAp8tGffzoEyefNHny0fsPL02FEK6/ac4z9113yUU3Pbd048wbvnLlqW//aL9M88EAAAAAtFHbCqC6Ve/8zyPTHnjggWmPvbJg/f+d1yfTa6eDj5s8+aTJJ356n4ruH/mSVNnoQ8+6/tkjR35i+L88n33viSfm/Gi/Hds0BAAAAAC5tKkAmvWDg3f99zf+7/+L++122PGTJ580+YTDPzagJNdXpoYe8PHh4fl5obi4uC0TAAAAANCSNhVA2Ww2hBC6Dd77iBMmTz7ppH+atFOfpIdzFY/6xEknTSw9/MiRbZkAAAAAgJa0qQDqNWHKj+6dMPnYA0eV5301sX2+ds+vv9aWBwcAAAAgkTYVQEOP+ea/NvxX7bLX/vj0C6+XTPrXz+y8+e5Xf/bVX6/9+CGTPnXYhMruzUQAAAAAsI3lvXKnsWV/uOyonUbt+elTzrn4gfe2vGPpS3de/a3Tj5m4416n3vKXVW1/IAAAAABaoa0F0MYXLjzsmH9/7P31IYSQyXzkDEC9hwwrS4cQ1r9171f3n/T912vb+FgAAAAAtEIbC6C3rjn36pmbQugx7os3PPXugv86css7D/z+OysWv/jzMz9WFkLNa1d8/afvt+3BAAAAAGiFthVAf7vnjr/VhtDrxNv+566vHz62d6MzCpUM3O+s/3r6jlP6hbDhf35218w2PRoAAAAArdCmAmjlK6+8F0Lo97mvf35Ajs36Tf7aKYNCCLPffLOmLQ8HAAAAQCu0qQBavnx5CCEMGz68hQ2HDh0aQqidM2d+Wx4OAAAAgFZoUwHUt2/fEEJ4Z9as3Od3rps5860QQujVq1dbHg4AAACAVmhTAdRv331HhxDWP3n3A0tybLbswXueWBdCGLH33v3a8nAAAAAAtELbTgK915fO3KsohKpfn3Hctx9fsKmJLWqWPPsfJ55x37IQuu119mkT2vRoAAAAALRCo+t25WfcBT/73i8Puez19a9efeSoO/c9+YzPHrTLyGHDKnrVr1gw9/13Xn749rv+MG9jCKHs4Gvu+874VEFmBgAAACAPbSyAQvd9/+OJh8IXz776yXkbl75871Uv39t4m0z/iV+/7d6v75Rp42MBAAAA0AptOwQshBDCoE/9xxNvv/PUtVMOGLFD8UfDe/Qff9x3f/Haey9d909D2v5AAAAAALRCW1cA/UO3YYd/47bDv3Fb3bpl896b/e7cFZlBo3faacywPt0d9QUAAADQvgpUAP2vTOnA0bsPHL17YVMBAAAAaL0CHAIGAAAAQEemAAIAAACInAIIAAAAIHIKIAAAAIDIKYAAAAAAIqcAAgAAAIicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiJwCCAAAACByCiAAAACAyCmAAAAAACKnAAIAAACInAIIAAAAIHIKIAAAAIDIKYAAAAAAIqcAAgAAAIicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiFxRew9QOLXL33j66T/Pnr+gamPZoGHDx+33yUN22iHV3lMBAAAAtLdICqDaeY9fc+Vtzy/a+L83vBgeuf/+B48476JzP95fCQQAAAB0aVEUQJveuvOHP3t+Ubb/np/90mcP3GlAt/WL3njyv+9+9N3Hr71myPArTxjSNSqg448//uWXX85ms/37958xY0ZboiorK2tra0MIqVTqoYce2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width="768" /></p>
+</div>
+<div id="what-happens-if-you-make-a-scatterplot-of-class-vs.-drive" class="slide section level2">
+<h1>What happens if you make a scatterplot of <code>class</code> vs. <code>drive</code>?</h1>
+<p>Why is the plot not useful?</p>
+<div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> new_mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb11-2"><a href="#cb11-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> class, <span class="dt">y =</span> drive))</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="aesthetic-mappings" class="slide section level2">
+<h1>Aesthetic mappings</h1>
+<p>How can you explain these cars?</p>
+<p><img 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width="768" /></p>
+</div>
+<div id="aesthetic-mapping-color" class="slide section level2">
+<h1>Aesthetic mapping <code>color</code></h1>
+<div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb12-2"><a href="#cb12-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy, <span class="dt">color =</span> class))</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="aesthetic-mappings-1" class="slide section level2">
+<h1>Aesthetic mappings</h1>
+<p><code>ggplot2</code> will automatically assign a unique level of the aesthetic (here a unique color) to each unique value of the variable, a process known as scaling. <code>ggplot2</code> will also add a legend that explains which levels correspond to which values.</p>
+<p>Try the following aesthetic:</p>
+<ul>
+<li><code>size</code></li>
+<li><code>alpha</code></li>
+<li><code>shape</code></li>
+</ul>
+</div>
+<div id="aesthetic-mapping-size" class="slide section level2">
+<h1>Aesthetic mapping <code>size</code></h1>
+<div class="sourceCode" id="cb13"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb13-2"><a href="#cb13-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy, <span class="dt">size =</span> class))</span></code></pre></div>
+<p><img 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ZGRkZGRo3lxjbtLhw3dfEsn5BV7zTty7fqZvRvmT/3m84/6vtU8uLRHXn+pV/pVb91v1Iw/dp26kZIYsz/8p4EhPjKhTdjz5fszYwu1GEURAZCdCgwMnDhxosnLenl5LVu2zORlAQAAAKBoCqpUSSaEUB2OPvacjCdnQz9/d3d39+CJ/7ywgvqviB3ZQgifd2ct+aBe8ace5aTLyMh68pX4fcuWLFmy5I+DNx970dE7qEn3L+bvWznQXwihPrbvYIbxi1G0EQDZrw8++KBz584mLKhQKLZt26ZUGnjzMgAAAACweW6vd2juLIS49NuPa5KefjNl88pt6UIIn6ZNX3yTjoz79zVCCOEfGPjsc7xTd26MfCqdSd3xff/+/fv3Grn61jPLXf393YV4dGWacYtRtBEA2bXffvutdevWJimlUCg2btxYsWJFk1QDAAAAANtQ6v2fh1WSCZG2bnDHsX/deXQhWObF3wcMXZcihCjxdtdQ2QsLeNWsWUoIIS5uWH4k8/E30v5Z/Wm7novihRBCZGT8lwNVrVfPTQghDkwd9vuZ+48fkHV+7tcLLgkhREhoqLPxi1G0PZsfwr6sWLHiiy++WLRoUWGKeHl5bdu2jfQHAAAAAJ7mGDJ6xqC1b825lBT9fZuqqxu/GhpSySv9yt87Nh+MzxFClHl/4ZTWbnkUqNd3YK1Z35zOPfdjs5on+vZqUc3fIeny+dMHtm3++5bGv3bNEqfO3BKXl3/1VdB7b7bp3rhMhzETG28YcTDz+toP6u6d1bJ5vSplizvev3E+auuOs0kaIZxqj5o8oKS+ttyYxSjaZDodz3R7JDExUeoN8fLy0mq1aWlpknYx1o4dOz788MP09PQCHNu0adOVK1ea/Movb29vR0dHYZbflKLO2dnZ3d2djcqXi4uLm5ubECI9PT07O9vS41g1mUzm6+vLRuVLv1FCiNzc3NTUVEuPY+08PT1lMhkblS9PT0/9d9Xk5GSNJo9bgkI4OTl5eHgkJSVptVpLz2LV9BslhMjMzENCj5EAACAASURBVMzMzMx3vZ3z9fXNzMzMysrKf6l98/PzE0JoNJrk5GRLz/JC+iGtROrxue93/2xN7JM/XMn9m3w89bcf+1R1/e8VzarOjj02CtFoypWDI8o8fPX8wt5vDl0V++RXsFPp1z+fu3Ccz4yKjade07/Uabl6Q2+50F1dP7zX4LnRt595fpdr+bZDp//+Q8eXH51xZNRiFGGcAQQhhGjduvWePXsaNGhgbIIQEhKydu1aiaYCAAAAANvgFTxo9YlWO1b9sXnfmSt30pUlgqpWqVr/jZ5v1fR+Yp3Mv0azZilCVCv1+FVX8qoDwv9p8/HSxRHH/r14+a7Go0RQvZadenR9rbSzEGLC1pXOk1cfu5njXvqNajIhhJCV6TLjQLtPd64I3/vPlatX4xNUHoHlypULqtuuZ5eQp28jbdRiFGGcAfQEuz0DSAjxxhtvHDlypAAH7t27t1q1aiafhzOADMcZQAbiDCDDcQaQgTgDyCicAWQgzgAyHGcAGYgzgIzCGUAG4gwgoMjhJtAQQogbN24ULP0RQgwfPty0wwAAAAAAANMiAIIQQsyePbvAx545c8aEkwAAAAAAAJMjAIIQQuzZs6fAx6rV6ujoaBMOAwAAAAAATIv7OT1BoVBIfRcVmUzm4OCgUCgk7WKsQl64e/78+aZNm5pqGD2Z7MGN5s3wm1LUyeVyIYT+lknIg4PDg8hbLpdb29egtdF/AbJR+Xr4SWWFH+xWSCaTyWQyNipfDz+sHB0dH/43nuvhd0B+VMibfqMEH1aGkclkfAc0HB/sQBHC3xif4OHh8fCneUl5eXmZoYvhCnmf18TEROl+RZ6enhJVtjHW9ofKmrm4uLi4uFh6iiKAjTKcXC7na9BAbJTh9HftRb74UcFwzs7Ozs7O+a+ze2yU4RwcHPhgB4oKAqAnmOHRJO7u7jqdLiMjQ+pGRnF2di7MSH5+fikpKSacRwjh4eGh/9eq1NRU/lkvb0ql0tXV1eS/BbbHyclJH2dkZWXl5ORYehyrJpPJvLy8MjMzVSqVpWexavqNEkKo1er09HRLj2Pt3NzcZDIZG5UvNzc3/T+n379/n4db5U2hULi5ubFR+dL/qCCEyM7O5vGO+fLy8srOzuZHhXx5e3sLITQajRU+4Pgh/ZAA9AiAnqDRaKTOGnQ6nVarVavVknYxlq+vb2JiYoEPr169usl/RQ9/I9RqNQFQ3vQXf5nhT29R9/D8ZI1GY21fg9ZGfy6kFX5YWZuHJ43qdDr2Kl/6zyg2Kl8PP8w1Gg2Pgc+b/t+K1Go1AVDeHl4Cxge7gdgoo7BXQFHBheUQQohWrVoV+FiFQtGwYUMTDgMAAAAAAEyLAAhCCPHxxx8X+OZHdevWNe0wAAAAAADAtAiAIIQQ/v7+oaGhBThQJpP973//M/k8AAAAAADAhAiA8MDs2bMfXh9uuObNm5cvX16KeQAAAAAAgKkQAEEIIU6cONGjR48C3Gly3759EyZM4DlBAAAAAABYMwIgiIULF3bo0OH8+fMFOFatVs+aNat9+/Y3b940+WAAAAAAAMAkCIDs3Y8//vjll18W8hSekydPtm/fPi4uzlRTAQAAAAAAEyIAsmszZ86cOnWqSUpdv379nXfeuXXrlkmqAQAAAAAAEyIAsl9//fXXd999Z8KC8fHx/fr1435AAAAAAABYGwIgO5WUlDR48GCdTmfasidOnJgyZYppawIAAAAAgEIiALJT3377bWJiohSVZ8+eHRsbK0VlAAAAAABQMI6WHgAWcPXq1fDwcImKq1SqqVOnzp07V6L6AAAAAFCE5Obm5ubmWnAABwcHZ2dnCw4AK8EZQPZo3rx5arVauvobNmzgqfAAAAAAIITQ6XQai9JqtZbeA1gFAiC7k5ubu27dOklbaDSatWvXStoCAAAAAAAYjgDI7hw9ejQpKUnqLtu3b5e6BQAAAAAAMBABkN2Jjo42Q5cTJ05kZWWZoREAAAAAAMgXAZDdOX/+vBm65ObmxsXFmaERAAAAAADIFwGQ3bl27Zp5Gl25csU8jQAAAAAAQN4IgOxOWlqajTUCAAAAAAB5IwCyO5I+AN4ijQAAAAAAQN4IgOyOm5ubeRq5u7ubpxEAAAAAAMgbAZDdCQgIME+jkiVLmqcRAAAAAADIGwGQ3alUqZJ5GgUFBZmnEQAAAAAAyJujpQdAXnJzc0+cOHHo0KGYmJhbt26lpaXJ5XIPD4/SpUtXrlw5NDS0SpUqMpnMqJoNGjSYO3euRAM/FBQU5OvrK3UXAAAAAABgCAIgK3X+/PmFCxdu3LgxJSUlj2WlSpXq1q3bgAED/P39DazcpEkTpVKpUqlMMeYLNW/eXNL6AAAAAACp5dw4uG7F2l3HY2/dl79UoWrV+u3f6/2Kv9yiM2Unxd9J07r6lSlupvvb2gwCIKsTHx8/bty4iIgInU5nyOKpU6fOmjVr4MCBI0eONOS+y97e3q+//vrWrVtNMewLde3aVdL6AAAAAGDDdDrdgQMHtm/fHhcXp1arS5Ys2axZs7Zt2zo7O5trBO3l1R92HDj/XPrDVzYIMemHqf1mr5nfu5LlwoQDY2q9/mtKp+XqDb0tm0QVOdwDyLosWbIkNDR0y5YthqQ/D+Xk5MyZMyc0NDQ6OtqQ9QMGDCjogAapW7ducHCwpC0AAAAAwFadPXu2ZcuWb7zxxowZM7Zs2fLnn38uXLjw3XffDQ4O3rx5s3lm0J6e1Knv/HPp8nJvjl+89Wjc1QuH/m9q7+ruqaeXDOjx3alc80wBUyIAshZqtXrYsGGff/55VlZWwSrcvHmzS5cu8+fPz3dl06ZN69evX7Auhhg5cqR0xQEAAADAhkVGRrZq1ero0aPPvnX9+vU+ffrMmDFD+imyI6ZOP60S/h3m/bXum37tQsqXrtzwzc+WR63uFyhUJ74fuzJV+hlgYlwCZhXUanVYWFhEREQh62g0mq+++iotLe3TTz/Ne+WPP/7YunVrjUZTyI7Pat68eatWrUxeFgAAAABs3tWrV/v27ZuRkfGiBTqdbty4cUFBQe3bt5dykBO7diUKEdhn9IByj8cG3u2GvVtxyQ8xh/8+Lvr9d+NX1fXIpQs3H/k3Nj7VKaBcxTptB4S1r+D6TMn757eu3Rp97NipqyrfMlUbdXrv3Vbln1mlSz65fvnWoxcuXLic6OAbWKpSoy7v9Xrt5QfXvZ36pdPwTVcupgshor5v2Xy+rPGoHZPaKAyrf2BSm7E7A/ovWtLP73z4lCnhUeerfxX9fUuTbFfRQABkFT7//PPCpz8PTZo0yc/Pr2/fvnmsqVWr1ieffDJt2jRTNdXz8fGZPn26aWsCAAAAgJ2YMGFCamo+J9fodLpRo0a1atVKqVRKNYc6Pv62EKJ6jRpPP3W6ZMmSQsQk3rqVK4RCCO3lpd2afbDuWs5jS2ZN/qnLosNre7/86NiUo7MHdh+x/tKjZUvmTPqm1aQta7+s5/nfS7rrmz/vFTZj/93HT1T4fcbE7/tvOLiog78QIif55vXrCelaIURW0vXrubJ7GTqD6987vy8ysmyzu0e+6dFywuE0IdyL29m1K1wCZnkrVqxYsWKFaWuOGjXq9OnTea/54osvTPusLoVC8euvv5YsWdKENQEAAADATiQlJW3cuNGQlVevXt29e7eEozi0nXUxNjZ2aTePp97IiI4+JYQoX7myQgghLv/S6/1119TlOv+46UjsjdvX/40O/7SxV+7N9R8N++P+w4PuLOnZfMj6S051Bs6MOPzvtavnotZO6lRecWfnqJY9Ft76b9W9lUN7T9t/1zVk0IJdpy/dvH0j7sT2eQPquKovLQ6bGCmEEKLBxL9jYpb28hRCtJr6b0xMzG9dlAbX18+/e2T3H240+nrl3uP//jvNnk7/EQRAFnfz5s0xY8aYvKxKpRo8eHBubl435pLL5YsWLapXr55JOsrl8unTp/P0dwAAAAAomAMHDqjVagMXR0ZGSjiKg2fJChUqVHjpqQetJ+368qvVKUIe/OHAECGESI3ccVglXLpOC/+yY70KJV8KrNS4+7T5n1UTIj0q6uSDg7J2jf/6z3RZpU8jDs4f+kaDSqVKVwt9+6sNh5Z08hH3t436dveDX/KhnbvShGj8zbo5A1rWLFfipZLl67T+YMG8waWEuHPs2I0XzmpofSGEEPH7DpeeHr1jYs/X6lYq6WFn10QRAFnYhAkT8ri8szAuXLiwePHivNe4ubmtW7euZcvCxp4uLi4LFizo1q1bIesAAAAAgN26detW/ov+c/PmTekmeQ5NwoHp3Rp0mH1R49Hku/lDgvQv5ubqhFBdjb32WMhSbdw5nU53d85r+v/V7ly4JF7I2475pskTT7Av3n10WHkhErZtO6Zf12hM5NGjJ8LfL/NEW/2Na7Ozs180mKH1H/Dp9UVYKWN/8TbCzvIuKxMbG2vgCX4FM3PmzH79+uV9Xairq+vKlSt/+eWXqVOn5n3G0ItUqVLl999/r1KlSkHHBAAAAAAIJycniRYXjub2/jlfDh237FSKTlm6489/LB1Z90HU4tPm7WbueyIPjQyuEdm3T6fWzV99pV7l4k8Odu3ixWwhSjrf3bZq1ZN1M1M9hRBX/vknSzR0EQ5+FUP89G9osxPjL1+6FHvxn6Obf/0tPu/pDK3/QKXq1RUF2AObQABkSYsXL9ZqtdLVv337dkREROfOnfNe5uDgMGLEiHbt2nXt2jUhIcGoFgMGDPjuu+8UCrv9CgIAAAAA0yhfvrzhiytUqCDdJI9knF/+Rb+hc4+k6BwDmgz+cdakfrU9H3u7zMert6s+Gzzxj5MRc76OmCOEcCoR3KZL70FfDGlbWn8qQmxsrBDi5oaRPTY8v0VaWpoQLkIIkXZu9bSfflu7I/qfO1n6vyk7eAX6u4n0vK6aMaK+EEIEBgYa+Eu3PQRAFqPVatetWyd1l7Vr1+YbAOnFxcUZm/4IIfbt2yeTPX1beAAAAACAsRo1auTj45OUlGTI4jfeeEPqedRxy/u0fn/VpWxFqVajp07/6p1q7s+skRV/5dNlJ4b8cm7Pls1/7t63f1/U8eObZh/ftCT8231RY+sqhfDy8hIitdbQDTPfLvbcNp4VvIUQIvPAV6++/uOpbLlf3Q5hA5rUq12lYqVqtao7LAot9/nRPKY0tP4DCoX9xiD2+yu3uLNnz967d0/qLlFRUSqVKt+nA2q12kmTJhWgfmxs7OrVq3v16lWg6QAAAAAADygUiqFDh06YMCHfla1atapVq5a00yRs/bDte6suySr2nLfm1w+eOO/nGQq/6q37V2/df5QQqtvR0/u0//KvIxO+XfvZ+l6uIigoSIhr6S5lmjatm0eJuyvGTTmVrazzddT+ifUfC5qu6HR5z2lgfXATaAv6+++/zdAlMzPz7Nmz+S47evSo/ry5AggPDy/YgQAAAACAxw0ePLh+/fp5r/H19Z02bZrEg6j3fPPBwlj1y73Co1a8MP3JXDegdKlSZfqvyXr0mjLglc8/7eQlhPrGjTtCCFEsOLisEJdWrzj01APOkpa95SGTuXVfky6EELHnz6uFqPr2u/WfOM0oNzb2at6TGlgfBEAWFBMTY55GhiQ727dvL3D9v//+Ozk5ucCHAwAAAAD0nJ2dw8PDGzRo8KIFJUqUWL9+fZkyZV60wDTS/2/OshvCodnYX7r4v/ieH64VX3a+fv3ampm/nLj/8EXdvb827EsVoljdumWFEEKEjBjf3k1c+aVrl/nnHz7LSxWz6P0vN6cL7859O7gLIYT+l3Tp0KG7j+qnnlrY96P594QQKpXqqd6PHqdtWH1wCZgF3b592zyNDHk6YFxcXIHrazSay5cvFyv2/MstAQAAAACGK168eERExLx582bOnHn37qM4xMXFpU+fPl999ZWfn5/kQ5yJjk4TQnlxztuvLn/e++4dpmz7sqGo9dHXb859d1PUmAYV17RqHlLeT3bv333bdl+8L3zb/vhF8wfRUcC7k39cefSTnZvfDy4zo1HTRlU8kk7tjDgYn+NQduDyXzro788c2Pm9VuMP7YwIC2m6q0fzCi6pl0/vj9hyLDekYaXLhy+eX/L5WJ8R73/SoowQrq6uQqREzwwbdbtGzQ6jewcbVB8EQBb0KK+0gkZ37twpTItCHg4AAAAAeMjJyWnYsGFDhgw5ceJEXFxcbm5uyZIlGzVq5OJipjAj+9KlW0II1c3TUc8/n8C7SooQQoiSfZdszxk3cuJvu09uW3VSCCGEg1e1t8eOm/hl9/Ly/1Y7VB3y56lq33849H87zkWuORsphJAXr9d/9M/fDmle/L9FpT9Yvjl56Effrd63ZMo+IRxcXqrZbuymKaMbHuoX0j/86tbvR/k3/qRFGSGCew9qtHDcoXNrfhq/pkOZL3sHOxpUHwRAliOXy/NfZK5G+d4lOm/Ozs6FORwAAAAA8BQHB4eQkJCQkBALtG42fk/k8DwWOJb47xbU3sFhM/8aOOX+7fir8Qm5noFlywb6OD97sxmHl1p8vfHc15r0G/9euCVeCqrwsrfT09eW+b/65apzn/52PS72tjagSpVAd/1fZcv9ca3jT6fP3XOrWFMIIYRT8Njoa/3Pno/PcvYrE+RkcP0mY3ZEhmn9qxu9GzaDAMhiPDw8zNPI0zPP27ULIYQICAgoTItCHg4AAAAAsB7KwDpNA41YL1N6lqhQs0SFfBfK3QOr1cuzstLr5aohLz9V3r107YalH3/B4+WaDZ5alG993yqvNq2S74S2jJtAW4zkd+36T9myZfNdExwcXOD6np6eFSrk/4UOAAAAAAAshQDIYqpUMVP2aEijdu3aFbh+ixYtCnkFGQAAAAAAkBQBkMW88sorZuhSokSJ8uXL57usdOnSbdu2LUB9mUz2wQcfFOBAAAAAAABgNgRAFhMYGFizZk2puxge64wdO1ahUBhb/80336xfv76xRwEAAAAAAHMiALKk7t27S93inXfeMXBl5cqVp06dalTx0qVL//zzz8YPBQAAAAAAzIoAyJJ69erl7e0tXf0GDRoYdXpOz549R40aJZM9/TC+5ypbtuzq1at9fHwKOh0AAAAAADATAiBL8vDwGDJkiETFZTLZmDFjjD1qxIgRCxYs8PX1zXtZ27Ztt2/fzsO/rEFSUtI///xz4MCBy5cvZ2dnW3ocAAAAAIA1crT0APZu0KBBa9as+ffff01e+Z133inYfaY7duzYrFmzuXPnrlmz5sqVK4+/pVQqX3vttcGDBzdp0sQ0U6JAdDrdzp07IyIitm/fnpiY+PhbNWvWbNu27dtvv008BwAAAAB4SKbT6Sw9gxVJTEyUekO8vLy0Wm1aWtrDV/bs2dOtWzfTdpHJZLGxsZ6enoWsExMTc+nSpXv37jk5OZUsWbJWrVru7u4mmTBf3t7ejo6Owiy/KUXL/v37J0yYcOrUqTzWODo69u7d+4svvvD39zfbYNbPxcXFzc1NCJGens7ZUnmTyWS+vr5sVL70GyWEyM3NTU1NtfQ41s7T01Mmk7FR+fL09FQqlUKI5ORkjUZj6XGsmpOTk4eHR1JSklartfQsVk2/UUKIzMzMzMxMS49j7Xx9fTMzM7Oysiw9iLXz8/MTQmg0muTkZEvP8kL6IS1OpVLl5ORYcAC5XO7q6mrBAWAlOAPI8gYOHGjymjqdrnv37tu2bStknYoVK1asWNEkI6HwtFrtDz/8MGPGjHwTMbVavWTJki1btixevLhRo0bmGQ8AAAAAYLW4B5CFjRw58vGzgUzo6NGjUVFRUlSGRWg0moEDB06fPt3w86ESExPffvvtjRs3SjoYAAAAAMD6cQaQJWk0mqVLl0pX/7333ouJiZGuPsxp/PjxW7ZsMfYolUo1ZMiQl19+uV69elJMBQAAACBvCoVCLpdbcAADH/QMm0cAZEnDhg2T9JL1lJSUvXv3Nm3aVLoWMI9NmzbNmzevYMfm5OT0798/Ojq68PeEAgAAAGAsmUxm2QAI0OMSMEvatGmT1C2++uorqVtAaiqVasKECYWpcOfOnf/973+mmgcAAAAAUORwBpDFxMfHm+HxOnFxcVK3gNSWLVt27dq1QhaZN2/eRx99pH9cEQAAAACzUavVubm5FhxALpfrny8JO0cAZDGTJ082QxetVnv69OlatWqZoRcksmHDhsIXycrK+vPPP3v37l34UgAAAAAMp9Vq1Wq1BQfQ6XQEQBBcAmZBhw8fNk+jJUuWmKcRpJCYmHj06FGTlNq2bZtJ6gAAAAAAihwCIIu5e/eueRqdPn3aPI0ghbNnz2o0GpOU4k8CAAAAANgtAiCLUalU5mmUnJxsnkaQwp07d0xVKiEhwVRZEgAAAACgaCEAshhJHwD/uJycHPM0ghSSkpJMVUqtVqemppqqGgAAAACgCCEAshgHBzNtPrf7KtK8vb1NVUoul3t5eZmqGgAAAACgCCEAshiz5TLFihUzTyNIISAgwFSlihcvLpfLTVUNAAAAAFCEEABZjJ+fn3ka1ahRwzyNIIVq1aqZ6mSx6tWrm6QOAAAAAKDIIQCymAYNGpinUd++fc3TCFLw9/cPDg42Sal27dqZpA4AAAAAoMghALKYESNGmKGLg4NDSEiIGRpBOp06dSp8EaVSSQAEAAAAAHbL0dID2K/y5cs7OTlJ/YiuMmXKSFofZtCvX785c+bcvHmzMEXCwsL8/f1NNRIAAAAASWVlZUVGRp48efLWrVsqlapEiRKVKlVq3bq1r6+vpUdDUUUAZElt2rTZtGmTpC0mTpwoaX2YgbOz85gxYwYPHlzgCr6+vsOHDzfhSAAAAAAkkpiY+PPPPy9ZsiQzM/Opt+Ryebt27caNG1elShWLzIYijUvALOm3336TyWTS1ffw8Gjbtq109WE23bp1K/C9nBQKxYIFC3gYHAAAAGD9duzYUadOnblz5z6b/gghNBrNli1bGjduPHXqVJ1OZ/7xUKQRAFmSXC7v1q2bdPV///136YrDJFQq1ffff//mm2/Wr1+/Ro0aoaGhXbp0Wb169bMrf/zxx+bNmxtbXy6XT506NTQ01BTDAgAAAJDQkiVLunfvnpqamvcyjUYzYcKEIUOGkAFJ4sDY2uXKlftwo8bSg5gcAZCFzZo1y9XVVYrKNWvWbNmypRSVYRJ//vlnpUqVAgMDp0+ffvDgwStXrty5c+fixYv79+8fPHiwv79/gwYN4uPjH65XKpUrV64cOHCg4S28vLz++OOPnj17SjA+AAAAAFOKjIz89NNPNRpDY4dly5ZNmTJF0pHsVHbitStXrtzNsPQcpkcAZHm7du0y+YVgzs7OO3fuNG1Nc7p27drevXvXrFmzbdu28+fPG/4hWCSkpKTUrFmzb9++ycnJL1qj0+kuX74cHBz8+CPAHB0dx48f37p1a0P+wLi6un799dcFOGkIAAAAgJllZWV9/PHHarXaqKO+//7706dPSzQSbA83gba8ihUrzpkzZ9CgQaYq6ODgEB0dLZfLTVXQbFJTU+fNm7dx48aYmJjHX/f19W3Xrt2QIUMqVKhgqdlM5dChQ506dTI80jpw4EClSpWOHz/u7u5+8+bNvn37GvgRn5mZOXLkyPj4+NGjRzs4EPUCAAAA1mvevHnXr1839iitVvvtt9+uWbNGipEeyE29fObokSOnbynLBzeoH1y1pNuzf7dQ37927sTxEyfj0nwq1aldp071Uh5P/G00bvNPy4+7vvbR0NCcvUuXbbuQ7hJYOaRx6CshFX0UQghd5s2zR/8+ejw2zatsnabtXyvv8ujQf9d9G37Wv8WwD0Nzj61d8X/HEmQ+ZWrUa9iwfo3Sns+JMzJvnTl5+sKFC5cTHXwDS1Vq0LJJkMdz/vH8hb+oqxGTFx89ezRbCHFh/cQJsQ6VOo3tWbvo/dX6BWRcNPi4xMREqTfEy8tLq9WmpaU99frSpUtHjBhR+PpyuXz37t3VqlUrfCkzCw8PHzduXB4nxSgUivfee2/8+PFKpdKcg5nQiRMn2rRpU4A/Y87OzgcOHOjYsWMBHgbfq1evGTNmGHuUTXJxcXFzcxNCpKenZ2dnW3ocqyaTyXx9fdmofOk3SgiRm5ub7+X68PT0lMlkbFS+PD099d/pkpOTbewcWJNzcnLy8PBISkrSarWWnsWq6TdKCJGZmfnc28ricb6+vpmZmVlZWZYexNr5+fkJITQaTR4/wFucfkiLU6lUOTk5ea8JCQl56l/BDeTg4HDhwoWAgIA81sjl8oLdeCTz/NKPuny07MKjLwfP4CFL1097q4zi4SvZsWs+6/7+3OOPfX8vVn/4/PCfupR/+Ne27e8Xazvfb/iv/Q5++fXhRwvdan2ybvcEj1/ffmf8Xzf/+4anLNPl1z1r3yv3ILb5v56KTuE1xqzqc3DIF7sTHn3Yu9cdsnTDtM6PDZJzadN3Hw3+aef13EeTyDyr9pz2f0sGVnwsK8rzF7V3UPFmv957bAs6LM7e3M/J0A2zdgRAT7BgACSE2Lt3b48ePYw96++p4gcPHixevHghBrQAnU43fvz4uXPnGrK4cePGS5cu9fb2lnoqk7t//37lypUL/PurVCpVKlXBjp04caIJTzErugiADEcAZCACIKMQABmIAMhwBEAGIgAyCgGQgQiADJdvABQTExMSElLg+jNnzuzfv38eCwoWAOkuzAitP/xgulNQuw/6daxfxuH6gZX/W7Dvlsav08qzG3q8JIQQIn5Bq+phu9KEb/3e73drVtU7+dzu8N/+OJ4ivDouPr+pXwl9qe3vF2s7P1OpVImSHUaOGfBaae0/ayeN//34feFTtqz6SmrVQeOGv1nd7fpfM7+evOu21r3b6pur3vEQQjwIgJw8PDLT0rxqde3frXkV1xvHt65cvOuKSlb8nT/Or+7uK4QQIufgiGqh0y4Jn+A+H/dvXs3ftxiOFQAAIABJREFUKevW2V2L5v5xOkVe57vTJ8ZUM+wXpUq5lZCxd1S1nsvvt5l5ZUEXR+digb6S3LTXIrgEzIo0bdr00qVLbdq0OX/+fAEO79SpUxF97Ne0adMMTH+EEAcPHgwLCwsPD3d0LGJ/etu2bVuYdK/A6Y8QYuLEiS1atKhcuXKBKwAAAACQyIULFyx4+AukrBr7zcF0hxrDtu2d0dxHCCFE3w961WlTa9DOjd/NPdvjmxpCZG4dP3ZXmgh4a0HU6gEV9Cf8hA1779XOoR9v2/z1d/t6zH7t0ckzKpXn22v+Xtu1uBBCtG7dyOHfsp/sS7pyvc7EY/u+rqUUQohWLQNul+u45O7hw+fEO40ezZKRlubz+v/2bRpSXX9x2Kef9RnVutVPx9eMnXK06w/15EKIA8uWXdKJCsM2Rs149b8ryAaENZSX6rT8/9m7z4Amsi0AwDcJJKGF3kWkigXEAhZAxIKIvaCyomDHXevaxYKKPtvau9gQOyqCihUUu6IgiB0sdOktYCDJ+5FdRIFkMjMpwPl+7Sa3nIwBMif3npsQfa8goK0WthelYWisoatKRQgpabUwNm4ym78EoDKIfFFSUoqNjY2MjBS+hK82CoVia2ublJTUSLM/jx492rhxo1hd7t27988//0goHglJTEzEt6STFNXV1UFBQbKaHQAAAAAAACBEdna2DLvXL/XQ5gtFSHXoijX/JkoQQohiOnmut5GGRuabV2yEUPG5nSHZiNZl4db/sj8IIcSw8d88sx0FpR3aFf7LWnLraQGjfm5WMXZ2MkMI0YcsWmhX01nZxaUTQig/P//XaCi2s7f9l/1BCCFtlzWbJ7VA6NPunVe5CCHE1e+3eMuW7bvnuNSqH4RUra2NEEIFBYXYX1STBgkgedStW7ekpKT37997enqqq6vXe+QTlUrV19efNm1aVlZWdHQ09oSRXOHz+YGBgTi23e3Zs0civ+YkZsqUKbIN4Pr16/hWlgEAAAAAAAAkiuDmBkmc/8NPfv0GIdRr6BD1Xx5X9NyfUVhYcG6cMkLo0/v3XIRshw01/7Uzpd2woVYIVX38+KX2w7/tSBAUZ7Bo145Z60FVVdX6wrEeMbL9r4/Qe3uP0EOo7O3bdIQQorUbPn/+/DkeNZFUl2Ykx+xZefiNuC+qSWtkm2iaFS0trePHjwv+u6ys7OnTp1lZWUwm08jIqEePHrKNjSxPnjyJj4/H0bGiouLYsWNLliwhPSQJ+fr1q6xDQFFRUW3atJF1FAAAAAAAAIBfEPw639DQkKxIaqR/+lSJkF7LlsyG21SlpKQhRG3VqmWdp0xNTRH6kJKaipBNzYP1JqoYDCwVls3MWtV5zNzcHKHvqampCJkihBCq/Hr31IkLNx+8SH6fkpr2nV2njB6WF9W0QQKocVBVVe3Tp4+soyDftWvXiPRtLAmge/fuyUNxylu3bv3999+yjgIAAAAAAADwiw4dOlAo+A9osre3JzcehJDgJBDh5y//G259G1YEa5qqORw+QvU8jUPdUQRz/BAcWcJPvzDFzefIp0rE0Lbu1K3vhJFW1m3te1gl/tlz1cv/emB5UU0bJICALL148QJ337dv37LZbHzHGUrZrVu3ZB0CQgilpqbKOgQAAAAAAADA74yMjDp27Pjy5UvRTeug0+nu7u6kh9TK0pKGXmZ++1aNnH7JGnDzPiR8LVXQbd2hpaqFhQlCXz5//oaQxa/dv3z5ghCysLQkJ/sjGK/dr4+lpKQghCytrBBC5ZGLphz5VKk3aGvEkVlddWsi/ppSu+oNphdFTsByCmoAAVmSx2pnEvD582dZh4AQQoWFhcKPnwQAAAAAAADIxLRp0/B1HDt2LIvFIjcYhJBi69bmCPFir9/6tTAy/9Fa1y5duvx1sRQhZGltTUUoKSLi9y+a30dEvkdIoXXr3/JCuL0PD/+tnmn1w/PhWQgxWrc2RQi9vn+/CCGbaRvm1cr+oN+rSWN6UU0aJICALFVUVMiwu9SUlZXJOgSEEOLz+Y3ligEAAAAAANCsjB071tbWVtxeysrKy5Ytk0Q8yG7qbFcmyju1fO2Tkp+PZh7fdCIbIWtXV0OEkProWeP1EffZ5gXHv1TVtOF8ODB/ewIPGU+eOUyp7sC48BO2zz/44eeX2YVPVs878Bkhk+l/DVFECGloaCCEivPyqmp1Yr/ZFXDoM0KoZnMdlhdVo7q6mqTo5QdsAQOypK+vn5eXR6Q7icFIjqmp6aNHj2QdBWIwGOrq6qLbAQAAAAAAAKSLSqUePXq0d+/eJSUlolsjhBCiUCh79+41MjKSTEQm0zfP3+u07uUGt65v/vQb1MVUIevxqW37bhci4/Fb53dECCGkMmjN2t4XpkVfmujY867/2F5t1Atf3zm5LzSuEKkPWb/Kjaz8D0VNrSJqenene1PG9GqtlPny6ong6yk/kObgoGU9GQghZOXuYbHydcohv+F6q2a4WSgVf06MPbV9z81iJXWEit9fD7k90L9bRyNVLC/qv+pCzy/suW7WxcjS2c6oySycgQQQkCVzc/Pk5GR8fTU0NLS0tMiNR0Lat28vupHkGRkZUeqr0AYAAAAAAACQOWtr65MnT44bNw5LDohKpa5du3bEiBGSi0fRIejhA92JYxZdjti6JELwGEXD3nfTkV0Da+7DWk698kJt3tjpB54cW/vk2L+NNB3nHT69YTh5Z5PRPLdHtT85ZvWpTS9O/fuQit3U4Iu7xv67IoDqsObMP69HLrl+dc3Eq2sE4Ru5zrp4dELSsM4rEx+u7dcj7UrF0YHYXpSdm5v27vM5kfMHRKJBxyojfbEcVNYoQAIIyJK7u3tkZCS+vn379qVSG0cq1s/PLyAgQNZRoB49esg6BAAAAAAAAECDXF1d79y54+vr++bNGyHNdHR0du/e7enpKel4NB3nhL/9411C3MuXyVlUQ+u2nXs42Wj/epi7kvXY/c8GLH0dH5/wKqVEw6qDfcdO7U3UfmlkOWRJYItKG7tf8g86Pf0DA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width="768" /></p>
+</div>
+<div id="aesthetic-mapping-alpha" class="slide section level2">
+<h1>Aesthetic mapping <code>alpha</code></h1>
+<div class="sourceCode" id="cb14"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb14-1"><a href="#cb14-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb14-2"><a href="#cb14-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy, <span class="dt">alpha =</span> class))</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="aesthetic-mapping-shape" class="slide section level2">
+<h1>Aesthetic mapping <code>shape</code></h1>
+<div class="sourceCode" id="cb15"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb15-1"><a href="#cb15-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb15-2"><a href="#cb15-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy, <span class="dt">shape =</span> class))</span></code></pre></div>
+<p><img 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" width="768" /></p>
+</div>
+<div id="aesthetic" class="slide section level2">
+<h1>Aesthetic</h1>
+<p>You can also set the aesthetic properties of your geom manually. For example, we can make all of the points in our plot blue:</p>
+<div class="sourceCode" id="cb16"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb16-1"><a href="#cb16-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb16-2"><a href="#cb16-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy), <span class="dt">color =</span> <span class="st">&quot;blue&quot;</span>)</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="second-challenge" class="slide section level2">
+<h1>Second challenge</h1>
+<ul>
+<li>What’s gone wrong with this code? Why are the points not blue?</li>
+</ul>
+<div class="sourceCode" id="cb17"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb17-1"><a href="#cb17-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb17-2"><a href="#cb17-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy, <span class="dt">color =</span> <span class="st">&quot;blue&quot;</span>))</span></code></pre></div>
+<ul>
+<li>Which variables in <code>mpg</code> are <strong>categorical</strong>? Which variables are <strong>continuous</strong>? (Hint: type <code>mpg</code>)</li>
+<li>Map a <strong>continuous</strong> variable to color, size, and shape.</li>
+<li>What does the <code>stroke</code> aesthetic do? What shapes does it work with? (Hint: use ?geom_point)</li>
+<li>What happens if you map an aesthetic to something other than a variable name, like <code>color = displ &lt; 5</code>?</li>
+</ul>
+</div>
+<div id="facets" class="slide section level2">
+<h1>Facets</h1>
+<div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb18-2"><a href="#cb18-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy)) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb18-3"><a href="#cb18-3"></a><span class="st">  </span><span class="kw">facet_wrap</span>(<span class="op">~</span>class)</span></code></pre></div>
+<p><img 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bgnP1T9u58Y+tt7K367cOyItW5OOf4Y8G+aIgtwBbSjR4+yDC4AqNS4cSkuNjty5IjD4fBeZxCoEl7tOXmddJ+y5oUOvu6KPTPpfLJE1Yg0F75NvwJ1EgGlVFn68OHDnFzAc9fOeJUL+Rm+VKoszRVAAAAAFYUuODI2uORmAOAHyHiAYpW71goAAAAAAIASUQACAAAAAADwc9wCBgAAAlyN1nfdHS6Navi6H25Vik4CQAAiP6PSYBHoAlgEGgAUYxFoAKjIWAQaACqyUmVpbgEDAAAAAADwcxSAAAAAAAAA/BwFIAAAAAAAAD9HAQgAAAAAAMDPUQACAAAAAADwcxSAAAAAAAAA/BwFIAAAAAAAAD9HAQgAAAAAAMDP6X3dgYolJibG6XS6b6PVak0mU3Z2dokty5HRaNTpdCKSk5PjcDiUxTUYDFqtNicnR1lEETGbzRqNxul0ZmdnK46bm5ubm5urLKJrLIlIbm6uzWZTHFf9WNLr9eKLMazT6dSPJZ+MYZPJ5HA41I8lUTiGY2JiSmxDlva2oKAgEXE4HOqPDoqztE6nMxqNQpb2ctyAmmnY7Xb/ztLVq1cvsY3rm+WrLK0+rkajIUt7iW+zNDMN7+F80HsoABWQk5NT4tfYYDCEhITYbDa73a6mVyJiNBpd07L09HSVI9J18qz4C2+xWDQajfqDlutjVRnUNZZERHFcvV4fEhKifiy5xnBGRobKI7Rer1c/hkNCQrRardPpVBw3ODjYbrf7ZAzn5uaWOW5oaKjnja1Wa4lZ2pUwAydLq5+WuT4yxYNNRCwWi+JsaTQag4ODRXmWdn2zyNLe48OZxvVkyzJQn6U9ieL6ZlmtVpUnsSaTyTXC1R8dAipLW61Wn2RpxXE5H/S2wDkfzPtYryduqbI0t4ABAAAAAAD4OY3K69YqPqfTqdFofN0LAEDxyNIAgGLZbLbFixd/++23J06cMBgMLVq0GDJkSMeOHX3dLwCoQCgAFZCenl5iG51OFxQUlJmZqfKyVbPZ7Lo2THFck8mk0+kyMzOVRRSRkJAQ1z2fGRkZiuPabDar1aosomssifKbC3wyhk0mk8FgEJGsrCzFl8saDAb1Y8knY1j9LWDlMoYtFovnjcnShfgkS7s+MofDof7ooDhL6/V6s9ksZGkvx2Wm4T0VM0u7vlkZGRnleBpy8ODB+++/f//+/YVev/POO//1r39ZLBZfZWnXUiZZWVnKIkpAZmmr1ar+m8VMw3vI0qVSqizNGkAFeLgGUFBQUE5OjsrpUd6d+VarVeU9n3q9XqvVKl58y3WzuvpFv4KDg3Nzc1UGdY0lEVEcV6/XBwUFqR9LrlMLq9WqcnUJnU6n1+vVjyXXVSqK4wYFBflqDNvt9jLHLdVBy5MsbTQaAypLazQaxSPN9ZGpz9Ku9VNUBjUaja5TC598swInSwfUTON6smUZqM/SnkRxfbPKcSHbxMTE22+//eLFi0U3ffPNN8nJyQsXLnQtFSwi6o8O6h9G4cMsbbPZAidLB85MI6CytPqZxvWfD5YqS7MGEAAAAIDK6rXXXiu2+uOyadOmhQsXquwPAFRYFIAAAAAAVEqZmZnLli1z32b+/PlqOgMAFRwFIAAAAACV0qFDh0q8b2L37t1qOgMAFRwFIAAAAACVUlpaWolt0tPTVS6aCwAVFgUgAAAAAJVSdHS0J220Ws56AIACEAAAAIDKKT4+vmrVqu7bdOjQQU1nAKCCowAEAAAAoFLSarUPPvigmwYajeahhx5S1h8AqMgoAAEAAACorMaOHduxY8drbR03blzr1q1V9gcAKiwKQAAAAAAqK6PROG/evIcffthoNOZ/PTo6eubMmePHj/dVxwCgotH7ugMAAAAAUHZms3nKlCl///vfN2zYcPLkSaPR2KRJk86dO5tMJl93DQAqEApAAAAAACq96OjowYMH+7oXAFBxcQsYAAAAAACAn6MABAAAAAAA4OcoAAEAAAAAAPg51gACAAAAULlZrdavv/56zZo1p0+f1ul0TZs2veuuuzp06ODrfgFABUIBCAAAAEAltn///tGjRx8+fDjvlW3btn3yySd9+/adNWtWWFiYD/sGABUHt4ABAAAAqKzOnj07aNCg/NWfPN99992IESMcDof6XgFABVTZCkD2s1sXzZu3/oituI25Kce2r12xZOl3CbuPX84m0QMAAAB+bsqUKZcuXbrW1oSEhAULFqjsDwBUWJXrFrDco19Ne3P+MXvLiDu7NTQU2GQ7u+H9KbPWnbX+8UJww7v+b/KoWyI1ynsJAAAAQIGMjIzly5e7bzN//vyHHnpITX8AoCKrTFcA5Rz44u0Fx+zFbHGeXfmPcdPXnXVWu6HXPWMeGXVXl8bhWUe+fvWZGVtTlXcTAAAAgAqHDx/Oyclx32b37t1qOgMAFVzluQIoa8/H05eeKfa+rrTNn362O0PC//LE6xO6VtOIyO39utWd/Nyn+9f/Z16ftg831SnuKwAAAACvS0tLK7FNRkYGywABgFSeK4DSt3/0znfnwzp2vKHottSta7dnijS+e4yr+iMiYqg3cFTPSJHLG9fuKu6aIQAAAACVXNWqVUtsEx0drdVWlrMeAPCiypEKUxI+eHfd5ahujz/asUqRjfY9O3fbReq2aVMg/Wvi27YJF0nfufOIsn4CAAAAUKZx48Yl1oA6duyopjMAUMFVhgLQ5XXvvr85tWrvpx6+NbSYzedOncoVMTVsGFfwdU2DhvVE5NLp09kqegkAAABAKa1W636BZ41GwwrQAOBS4dcAcl5YMePfP2dU7z9xTKvgYlskJyWLSGhYkeKQJTRUI+JMTkoRqV5w05UrVzZu3Fh0X127djWZTO57pNPpRMRkMqm8l9gVVESMRqNer+5T0+l0Go3GbDYri5hHfVyNRqPX61UGzftYFcd1XQWtfiy5/mE0GvP+rYBer/fJWHL9I3DGsE6nUxO3xBQtIq6BHThZWqvVBkiWFuXZMu+j9Mk3iyztbQE101CWpT2JkpelnU5nuQR95plnEhISNmzYUOzWSZMmdejQIe8WMPVHB7K0V8P5JC7ng2oEVJZWFreCF4Acp7+ePmd3dtzAl0e2uNavIys7S0RCLUUKQJrQUItImmt7QadOnXr99deL7qtHjx4Wi8WTngUHF1+O8jafxPXwd1K+NBqN+rhGo9FoNCoOKiIGg8FgMCgO6qsxHBQUpD5o4IxhrVarfiyJwjEcEhKSV19zjyztbVqtliztVWRpb/NJlvbJWFIZ1/NfaUhISDnG/e677yZPnvz+++9nZ/956X/16tWnTp06cuTI/C3J0l5lMpk8+VNNufPJ0YGZhrdxPugNFboAlHt84duf77fXvfeZ4U2u/SHodXqR3GvvRSMenSsAAAAAqITMZvNbb701YcKEdevWHTlyxGw2N2/evEuXLj65bAEAKqwKXACyHvrirfnHNA1GPDusgbtaWJWIKiLn09PTC29wpqWli0hkVGSR98TGxj7xxBNF9+VwODIyMtz3y3UNbVZWlspL/kwmk+tKP/VxtVptVlbRi6i8yPUXIafTmZmZqTJucHBwbm6u1WpVFjHvemybzaYyrlarDQoK8tUYzs7OttvVPZvPdZWs+rGk0WjUj+GgoCC73e6TMZybm5uTk1O2nZTqj8Ce/Er1er3JZCJLe4/rI3M4HIrjBk6WDqiZhuuOM/VjySdZupKO4VJl6RIn0vJHls7MzCyvW8DyBAUF3XHHHXn/a7fb8/pjNptdt1qQpb0nODjYZrPZbDZlEV1jScjSXo7L+aD3qM/SFbcA5Nj+9dLTdmO92JwtC+Zt+ePV06dERC5sXzQv2SCWZmz6K2YAACAASURBVH36t4yIjIwUOZ+WllZ4D5npGU4RXURE0aWjq1WrVuhyUJcrV66UOLgNBoPZbFZ8EqvX611f+JycnNxcN9c7lTOdTmcwGHw1LVMcNygoyGazqQzqGksikpubqzKuXq8PCgpSP5byxrDKmYFWq1V/ahEUFOS6TUlxXLPZrHgslcsYLtVBKzs7u8QTBqPRaDKZAidL6/V6X03LfHJqoTKo0Wj0SZZ2fbN8laWtVqviLK3+1MJ1A4VPZhq+ytJ2u11NlvYkSl6WVnkSazAYXAUg9UcHUT4fCKgsnVcAUv/NCpyZBueD3lMuMw0/KQCJw+kUsR7f9NXxIpvOb180b7tItcFt+reMCI+M0otknzhxXm4usNbziRMnRCQqOppbwAAAAAAAQCCruAUgTXy/Z565tfCrh1dMX35QavccO/hGk5hrx4iIpkWL5pofdx3Zvj15YP+IP5se2/5zkkh0+/aNFPYaAAAAAACgwqnABaBqzbtWK/Kqcfv05QclonGnrl3zVj8P79Djljm7ft63fP7Obo+2cq0T7ry04au150Xq9L4tnguAAAAAAABAQKu4BaBSCOs8cujKPZ8c+G7ay46Bt99aP+jS/k3LF2+9KuEdh94W6+veAQAAAAAA+JZfFIBEW2fgpEkZ/3x70d7Vnx5a7XrNUL3DIxOe7BDh/p0AAAAAAAB+r7IVgOI6DBtWS6o3LPJc+PBW978+u++BX349fC7VZo6Ma3bLzfXCdb7oIgAAAAAAQMVS6QpA7YcNa3+tjaboJu17N1HZHQAAAAAAgIpP6+sOAAAAAAAAwLsoAAEAAAAAAPg5CkAAAAAAAAB+jgIQAAAAAACAn6MABAAAAAAA4OcoAAEAAAAAAPi5yvYYeAAAAAAB7Ny5c7Nnz96/f79Go2nWrNmYMWNiYmJ83SkAqAQoAAEAAACoBHJzc4cPH75+/Xqn0+l65fvvv585c2b37t2/+OILvZ5TGwBwh1vAAAAAAFR0DoejXbt269aty6v+uDidzrVr17Zv397hcPiqbwBQKVAAAgAAAFDRTZo06eTJk9faevz48cmTJ6vsDwBUOhSAAAAAAFR08+bNc99g7ty5anoCAJUUBSAAAAAAFdrly5czMjLct8nIyLh8+bKa/gBAZUQBCAAAAECFdvjwYU+aHTp0yNs9AYDKiwIQAAAAgArNwwe9V69e3ds9AYDKiwIQAAAAgAqtbt26Op3OfRu9Xl+3bl0l3QGASokCEAAAAIAKTavVtm7d2n2bNm3aaLWc3QDANZEiAQAAAFR0//3vf41G47W2Go3G2bNnq+wPAFQ6el93oGIxmUwltnFdfWoymRwOh/d7VCCoiBiNRr1e3aem0+k0Go3ZbFYWMY/6uBqNRq/Xqwya97H6JK76seT6h9FoLPES7vKN65Ox5PpH4IxhnU6nJi5ZumhcrVYbIFlalGfLvI+SLO09er0+oGYayrKli/os7UkU18A2mUxOp7NUO69Tp87333/fv3//tLS0QptCQ0NXrFhRu3bta70378og9UeHwBnhImIwGEr7sV4P32bpwJlpBM4YDoTzQY3Kr2jF53Q6887cAAAVDVkaAALcjh07hg0bdujQIddZjEajiY+PnzdvXqtWrXzdNQCo6CgAFZCUlFTiL8RgMISFhaWkpNjtdjW9EhGLxeL6u/fVq1dzc3OVxQ0JCTEYDCkpKcoiikhkZKRGo3E4HMnJySrjRkRE5OTkZGZmKovoGksikp2dnZGRoSyuXq8PDw9XP5ZcVe3U1FSbzaYsbnBwsMlkUj+WtFqt0+lMSkpSGbdKlSo2m039WBKRnJyc9PT0su0kKirK88aeZGmj0RgaGqo4S4eGhrpuTFB/dNDpdFevXlUWUf74yOx2u/qjQ1ZWVlZWlrKIrrEkIllZWeqPDsw0vIeZRqmUKktfuXKlxDaub1ZycnIZrp5YunTp448/npOTU+h1k8n0/vvv33XXXdd6I1laAbK0V5GlFQiELM0tYAU4nc4STy1cDTxp6Q0+ieurKqFPflKVQfNi+SQuY9gv4/r9x1phs3T+WD75OiuLWDS6Hwf17cfqq6A+icsYVhBLWZb2sE0ZsvT+/fvHjh1rtVqLbsrJyXnssccaN27ctGnTEqMzD/FqRObSCqIzhr0a0b8/VhaBBgAAAFDRvfnmm8VWf1ysVuu0adNU9gcAKh0KQAAAAAAqNJvNtnbtWvdt1qxZo/I2cwCodLgFDAAAAIDP5Obmbt26dc+ePdnZ2TVq1OjUqVOtWrUKtbl06VKJi8tkZWVdvHgxNjbWaz0FgMqNAhAAAAAA31i9evXzzz9/+vTpvFe0Wu3AgQNff/31iIiIvBc9fAQkT4oEADe4BQwAAACAD8ydO/f+++/PX/0REYfDsWjRov79++d/AFDVqlVDQkLc7y0kJKRatWpe6SgA+AUKQAAAAABUO3369Pjx46/14JuDBw++/PLLef+r1+t79erlfoe9e/fW67m/AQCuiQIQAAAAANU+++yznJwcNw0WLFiQ/yKg8ePHm0ymazU2m83jx48vz/4BgN+hAAQAAABAtYSEBPcNcnNzt23blve/jRo1mj17dnBwcNGWwcHBs2fPbtiwYTl3EQD8CwUgAAAAAKpdvHixtG369Omzfv36IUOGhIWFuV4JDw8fMmTIhg0bbrvtNq/0EgD8CHfJAgAAAFAtNDS0xDZ5hZ489evXnzVrlt1uv3TpkohUrVpVp9N5pX8A4He4AggAAACAajfeeGOJbVq2bFns6zqdrnr16tWrV6f6AwCeu64C0KX/Lf/+QLK9vPoCAAAAIDAkJSWV2KZevXoKegIAAeK6CkAXv5t4W9Pqsbfc/fQ7i34+l11efQIAAADg3zZv3lximzlz5ijoCQAEiOu/Bcx64devZzxzT5ta1eN7jX7lk3VHUh3l0C8AAAAA/isjI6PENqtWrVLQEwAIENdVAGo05j9fvDG2X8tqBhFxXD205uOXRvVoFBPX7t5xs5btuGgtpz4CAAAACDypqam+7gIA+I/rKgAZY9sNnzBr+c7EC/t/mP3SAz3jq+hEJDtx28K3n7jz5tgazW9/5PUvfzyR4SynzgIAAADwC1ptyWcicXFxCnoCAAGiXJ4Cpoto0nP0y//94cCFszuWzXrurx3rWjQiuUn7vvto0n2d68fU7Tj8+Q+/23sltzyCAQAAAKjsqlevXmKbZ599VkFPACBA6Mt1b8aYVv3Htuo/dmrW6Z++XTB//vwFK38+l51xKmHu1IS5U5+q2rLPkOHDhw8b0K5WkOc7dSQf2LD+l6NnTp9L0VSpERsX365np4ahmqINs05v+/6HrfvPpGqrNWjapNWtHZpXM5TfzwYAAACgvLz99ttDhw510yAiIiI+Pl5ZfwDA75VvAShPUFy7e55tN2D4iCVvP/30O5su2EVEbJd2LZ+1a/ms50IbdB3y6Ljxj9zeKKSE/TgvJPzrjVmrjuW/i2z5woVL+jz1wqO3RuVrmHv+x39Nmfn9qd/XHfp588qv5q4cPGHS/S3DiykVAQAAAPClHj169OjRY+3atcVu1Wq1rAANAOWrXG4BK8iRdjxhwfRnh3WsXzX2lr++9Xv1R8QQ3aRFnWCNiDPt6PrZ4+5odsNf5520u91V0toPZn53LMNQt8eYCa+9N/vjj6a/+GCX2qb0Y9+98+7qy3+2y9n574nTvj9li75l2DOvzHh/+gtj+zcJzjiw6OWXF5xkASIAAACgApo/f/6oUaM0msJ/sK1Spcq2bdvq16/vk14BgL8qvwKQ7fLe1XNefaT/TTWr1u845Nnp8xOOpzlExFzjlgGPvf7Z2kMXz+/fc/z8kfUfvzj8pgiNSO7xeX8b+a9TbnZ56Jv5O7Ilutv4154a0P6GOtWiazRs3f+ZF0c2M0jmjlWbLvzR7vzKz1ZfFn39YZOfH9a1Vf24hm1ue/CF526rJvaji7/cnFluPyIAAACAcvTmm2+eO3du3LhxN910U9OmTXv37r1y5crDhw/XrVvX110DAH9zvbeAOTNP/2/V10uWLl2yfNORq39ez6MJiWvXd9CgwYMG3dG+ruXPMlNo/a6j/tF1xNgRj7S/bfZR68bPF5wZO65W8fvOPH78okhI6+5tQvO9qql2yy1xsu/YqRMnHBKjFZHEzZuOOEXXst+A+sY/A910V486q+ed/HnT/zI7dQ2+zh8TAAAAgDfodLrnnnvuueee83VHAMDPXVcB6OScQe3HLknM+vMVbViDTv0GDRo8aGCftrHXXuhZV633iDtqzn43UVJTU6/ZKjM8vm/fGuG31Cp0UWh6WrqI6PR6V10pZ/++YyLSrPUtBcs8sW3a1Jh38tz+/Yela8vS/mgAAAAAAAB+47oKQOmnDrmqP/rIJt0GDB40eNDdvVpVM5b0NhERsWnM0dHRId3aN7lmk+h2wx9tV/jF3HMblyZcFAm9tV1z1ytnT59xigTH1ooo1DS2ZqzIudQzZ9KkZWjh/QAAAAAAAASK6yoA6aNvuOOhewcNHnRnt2aRpdxT9xlHL83wvPnVnUsW/HQu7fLJfbsPXLSGNxky/qG2ZtemtLRUEQm1WAq/JygsVCdiT01LFSlUADp48OCUKVOKhnnvvfcsRXdUkGuZurCwMKdT3QLTOp3O9Y/Q0FCVcbVarUajqVKlirKI8sdvWKvVKo6r1WrNZrPR6FkJszzkLXloMpkMBoPiuOrHkusfFotFcVyfjCURUf/d0Wq1PhlLImI0GtX8sGFhYUXXCi2ELK0stPqjA1nae3yYpQNqpuH3WdqTKHlZ2vvd+VNelvbJ0SFwsnRQUJDJZFIZ0fUPnxwdmGl4D+eD3nNdBaD4sXO/La+OlCB9//rlK0+6/m2q17prq9i8+72ys3NEpLi6TYjFInI1Ozu7yJbMzMz9+/cXDaPRaPR6j34ned9AxXwS18PfiR/EdRULFAf1VVzGsF/G1Wg0/j2G9Xp9iQUgF0a4t3l+xCxHZGl/jRs4Wdrvx7Dnv9L8LTdt2vTZZ5/t3LkzIyMjNja2d+/eY8aMiYyMLJcu/fLLL/fdd9/Ro0dzc3M1Gk1oaOjIkSNnzpxZLju/FofDsWTJkkWLFu3fv99ut9evX//OO++87777FBdHGOFeRZb2y7h+P4Y111M+zLp4JiuiVqSKQpU9/fLFq5npSeeP71i1aNnP521Rtz79z0ldq4nI7vf/Onl1ep37Pnzv3tiCb9r5/tAXV2fWGfbhe8MKbdmxY8eDDz5YNMzatWvDw8O99lMAAK6L0+n0sAAEAKj4srKyRo8ePW/evEKvR0VFff7553379r3O/Y8YMeLzzz8v+npISMiRI0eqV69+nfsv1rlz5wYPHrxly5ZCrzdu3Hjx4sUtWrTwRlAA8MR1VdSOfdi35dvpbXv27dOnT9/but9Sx+K1mpXOEl3DIhJbu9ENbVvXfGXsuz9vm7N4d+dHb9RKRESESHpaelrh99jT0jNFJCKy8OJAIjfeeOO6deuKhrHZbFeuXHHfFYPBEBYWlpKSYrfb3bcsRxaLxfUXg6tXr+bm5qqMq9frU1JSlEUUkcjISI1G43A4kpOTVcaNiIjIycnJzMxUFtE1lkQkOzs7IyNDWVy9Xh8eHq54LIWEhJjNZhFJTU212Wwq4xqNRvVjSavVOp3OpKQklXGrVKlis9nUjyURycnJSU9PL9tOoqKiPG+cnJxc4t8tjEZjaGio4iwdGhrqumBY/dFBp9NdvXpVWUT54yOz2+3qjw7Z2dkqs7RrLIlIVlaW+qOD+iO+T2YaISEhBoMhcGYaVqtVZZYul5lGqbJ0iRNp+eOblZyc7HA4HnjggWXLlhW7n7vuuuubb75p06ZNKfpa0CuvvFJs9UdEMjIy6tevf/r06TLv/FpycnJ69eq1b9++opsOHTrUo0ePdevWeanwlMeHWTorKysrK6vkpuXEt1ma80Hv4XywVEqVpa/3kip72omtSz/cuvTDl8QQ3axj7z59+/Tpc1vnG6pd/+WN9uy0TJtoTZYQY8G/9kZ26nzDez//lHz0SJLcGO0qAJ1Ou5rqFCnQMD0tVURMkRFFHwKv0+mKvfH4ypUrJZ5auBo4nU6V917mj64ybt4Pqyxi0eiKI6r/9foqLmNYWXTFEf37Y/UkkE9GeP5YjHCvRgyojzWgflhlEYtGVxzRvz9WT6Lkfejr168vtvrjYrVaJ0yYsGbNmjJ3ZtasWW62ZmVlPfXUUzNmlGJRUk/8+9//Lrb643Lx4sU33nij3INeS+CMcObSXg0nZGk/intdl+xUbTf4nm4tYoJcZRfb5X3r504fP6L3jdUjY1v3Gz151qLNR1LKXpxM/HrC8OHDH/lv0QxqMJt1In+UeywxMcEitv37jhRslbtv/xERqVGjRpm7AAAAAMAbFi5c6L7Brl27Dh48WLadf/zxxw6Hw32br7/+umw7d2PBggXuG3zzzTdWq7Xc4wKAJ66rAFTttpcWrNtzPuXSgc1L//3a08NvuznOohMRZ2biLys+fu2Jezo1io5u2PGeJ6b8d8UvZzJKWdCqXru2QeTqvr1nCr3RceTAoVyR0Ab1o0VEpPnNNxtFzm//X4GLOB17t/+aJZqG3bvGXc/PCAAAAKDc/fbbbyW2cXM1jXvff/99iW3K/UYPu91+6NAh923S09NPnDhRvnEBwEPlsWiPMSq+w10PTpz+xapfTiUnHfvfik+mPTeqf7sGEQYR+9WjCYtmvTCmX+u4qJj/Z+++A5q62j+An5vNDEOZIkO0LhyIGwH3tnWvFseLtY46W1e1y1pXtVVbEa2rzjpft+JWXKCiIoIoAqIUkCEQQggZvz/SN7/IuAmQ3ED4fv6Cm5P7PCGHk3uf3HvOoK1Jldgtt11AFwtCUo6FHn4pUteA5LmPd4eeSiOUQ4D/R6pN/I4De9UjJPXEH8dS/ncXpjhm+7arBYTTtl8PRz28RAAAAAAA0CNdJryo8gRz+fn5VXtidRQVFekyKQyT80ABAGjS97JqHGvP9gM82w+Y8BUhCtHLi9vX/LRmd0SalBBS/C7ln0pV2fmdJ03r9OiXuzF750+93rJ5I0cr+fs3L2Lj04sI2+2TuRN9BP8L2mL8zL4PfrjwbPeSWU86tvcyexcXGRWbIec3CQ4OKmemHwAAAAAAMCpHR0et18JUeb7khg0bRkVF0bfR+6LLlpaWFhYWWus7hp4EGgCgIvouABF5wevHt2/cuH7jxo0bN6KeZ1frDle7gIW/Whzc9tf5yKSYe6kxhBDCNndtN/KzkJFdXDWnmbby/WLld7abt5588PBS6kNCCFvYqPuEGZ8P9OJVJz4AAAAAABhCt27d7t27R9OAx+N17NixajufO3fu0aNH6dsYohDj5+d3/fp1mgaurq6YohQAjEUvBSBp9osHEaqaz/Vb0Sn5H1z4yLb28PUPCgwMDArqHtC0srtm12s3fnG7MUU56RnZIplZfVdnOzN2+Q19x327ZUTeP2kZeSUCO2dXB8ty2wEAAAAAgNFNmDAhNDSU5nqZ4ODgctft1YWXlxdFUfSr6vTv379qO6ehWqibhkAgoG8AAGA41SoAZd/c+N3vJ27cuPM0veiDwZVj08jPPzAwKCgwMNC/bUOr6pZi2GZ2rh52OjTkCZ09hCipAwAAAADUbE5OTps2bZoyZUq58+a0bdt26dKlVd55VFSU1jWVExMTq7z/ijx69Ii+QVJSUm5urq2trd5DAwBoVa0CUPqVbX8cevrvL1y7xu27BQUFBgYGBXZt3cBCz7fUAgAAAACAKRk8ePCxY8cWLVoUFxen3sjj8YKDg5ctW2Zubl7lPb9+/VovbSpFIpFkZmbSt1EoFG/evEEBCACMQl9zAJl5dh0wpG+gv7+/f/um9bRc+QgAAAAAAEC6dOly/fr1mJiYmJiYwsJCFxeXLl262Nnpcu0/HYqitLbR+yTQLBZL631nhogLAKCjahWA7Nr069uu4M6jlHx5UdK1veuu7V1HCOHXa9rev1u3bv7+/t26+Hra6H2eaQAAAAAAMBEURbVq1apVq1Z63KeXl5fWNp6ennqMSAjh8XguLi5v376lacPhcBo2bKjfuAAAOqpWdcb547XnP14rF715cjci4mZERMTNiLtP08RZ8RH/jY/47zZCCMvcpWWnf4tB/p18Glii3A0AAAAAAAbl6+trZmZWVFRE06Zz5856jztgwIBt27bRNOjWrZuVlZXe4wIA6EIPl+ewLRu07TWmba8xXxJCZHmvom//WwyKiIp/J057cuXvJ1f+/oMQwvZbFRu18KPqRwQAAAAAAKhIXl5ecXExfZusrCy9x50zZ87hw4ffv39f7qM8Hu+bb77Re1AAAB3p+4ocjtCrff/geSu2HrvxLDP75YXfpvi78P59TC6RyPQcDgAAAAAA4EORkZEKhYK+zb179/Qe18HBYd++feXOYSQQCDZv3ty6dWu9BwUA0JHeJ+hRFLyOjrh27dq1a1ev3niYnK+xqCOLz8d8QAAAAAAAYFi6XN1T7opdFy5cWL169atXr4qLiwUCQePGjZcuXRoQEKB76A4dOly6dCk4OPjZs2eqIhRFUW5ubtu2bfP19dV9P3XNw4cP9+/fHx0dXVBQ4Ojo2LVr14kTJzo5OZXbWC6Xnzlz5tSpUy9evJDL5e7u7j179hwzZoyZmRnDaQPULnqpyChEqY9vXb929erVa9du3H+Vp1H0IZS5a9vAPn379e3bt3eXj6o7nz8AAAAAAAA9a2vrKrT5+OOPb9++rf5VJBJFR0cPHz68b9++e/fu1TH0kydPhgwZUlhYqN6iVCpfv349aNCgsLCwwYMH67ifukMmky1ZsmTnzp3qLUlJSXfv3g0NDV27du2oUaNKtc/IyJg8eXJkZKR6S3x8/IULF/74449du3a1bNmSobwBaqFqFYDeR+1Ys/XktavXoxLff3hzF9+xZbfe/fr27du3TzcfB6wKDwAAAAAATNFlTbE2bdpo/jp69GjN6o+mCxcuTJ06NSwsTOs+379/P2DAgHKnHyopKQkJCQkPD8ddYKUsXbpUs/qjJhaLv/zyS2tr6379+qk3SqXSUaNGPXv2rGz7lJSUESNGXL582dXV1YDpAtRm1ZoD6O3ZX1f+eeLO/6o/XLuPAkfP+nnHmYdvc/6Jubhn7Vef9kL1BwAAAAAAGOXh4cFiaTnTYbPZ6p+fPHly5coVmsbHjx9PTk7WGnfatGk0k08rFIqpU6dq3UmdEhsbW271R0WhUCxevLikpES9ZceOHeVWf1Sys7N//vlnPacIYEKqPQk0W+jVZei0H7acuJuU8y7+2sENiycNaOtiTukjOQAAAAAAgMq6cOGC1kmgr127pv75119/pW+sVCo3bNigNe7NmzfpG7x69UokEmndT91x5MgR+nfqzZs3mldmHTp0iH6Hp06dKioq0k9yACanWgWghsH7X2RlJd46tvnbqUM6eljqe0kxAAAAAACAyrp+/brWNhkZGeqf4+PjtbZ/8uQJfQOJRKJ17XmlUlnRjWZ1E83lPGXbKJVKre9UUVFRUlKSHjIDMEXVmgPIytPHSl+JAAAAAAAA6ENBQYHWNjLZ/89iKpFItLbXel1JXl6e1p0QQnJycnRpVkdozpattY1UKtW8Haw6+wSom/SwCpg0KXzrztP3HsW9KZDRt/ScuHPHBI/qRwQAAAAAAKiIu7u71jaaS4bb2dm9efOGvn39+vXpGzg6OlIUpVQq6Zs1a9ZMa251h6Ojo9Y26sXg+Xy+jY3N+/fvdWwPAKVUtwCUc3lhr+FronUqdpOsINRiAQAAAADAsMaPH7969Wr6Nj4+Puqf+/btq/UOr08++URrXAcHB807y8ri8XhYBUxTt27dTp48Sd8mICBAs/2pU6doGnt4eLi5ueknOQCTU70CkPTe8s9V1R/K3LGpj08jJ0sOzfTPDZvijjEAAAAAADAsZ2fnFi1axMbGVtSAoqiVK1eqf50zZ87GjRtpZvCxtLScMGGC1rjz589fsGABTYPhw4dr3UmdYmlpSd+AxWJptpk+ffrp06dpLrOaOXOm3pIDMDnVKwDd2LnzFSGE5/PF4TObhrjp4X4yAAAAAACA6jp06FCHDh0qmg5m5syZzZs3V//K4/G2bt06ceLEcisLLBZr3759WteVJ4RMmjTp5MmTERER5T7q7u7+22+/6ZZ+XaF1um6FQnHt2rVhw4apfvXz81uyZMmKFSvKbTx06NDPPvtMzykCmBDtN6nSyNzcw3HGVeIYcillW0++HrMyGqlUSlFalrCnKIrD4chksur86SqLzWarPnL0HlcikVy+fDk6Orq4uNjV1bVnz56NGzfWjEtRlOYMeQalVCpv3boVGRmZm5tbr169zp07d+jQoQr7SUpK2rBhQ0xMjEKhaNKkyfTp03W51JbL5SoUCrlcXoWIVaPqS4QQo8Q1mT6sNS6TfViFy+WqftBlnkI94nA4SqWy1vVh9Z9LF3VwlNYa11g9XKlUMh9XLpdrXddZjzBKMxMXo7Th1MxRmsVisdlsZnpadnZ2v379Hj9+rLnRzMxs9erVX3zxRdn2ERERo0ePfvfuneZGFxeXY8eO+fr66h539uzZW7du1fybUxQ1YMCAw4cPq96Rsv7++++NGzempaVxudy2bduuWbNGl2mMylW7RunevXtrrQH9+OOPixYt0txy+PDhhQsXak7bJBQKFy5cOG/ePF3qdNWEUdrQjNiHa+P5YKVG6WpdtCMSiQghxLdzZ5Oo/hBClEql1n8n1T+eQqFg8h9PPZDpN+6hQ4e+/vprzRuVKYr65JNPNm3aVK9ePVVciqKYOdqOioqaOnVqqZUg/fz8wsLCWrRooeNOZDLZxx9/fOXKFfVf6datWzt37mzTps358+dtbGxonqt695k8tVC/rUaJa6w+8pGj5gAAIABJREFUzPyLZawPqymVStXhL8NxiZH6EpNxa+wozWazVT8w/5/FfA9XY/4/y+R7uGZcjNKGxvArNUrQmjlKE0LYbDYzPdzW1vbevXvJycl//fXXy5cvraysevbs+cknn7BYrHL/IF26dElNTY2IiDhy5EhWVpaDg8P48ePbtWtHKjni/frrrytXrty9e/f9+/dLSkpat249ceJEW1vbcvcTExPTvXv3f0+sCCGEJCcnHz9+vFOnTteuXavCq1arFT1ca8WQEFLq/VIqlSkpKaWmghaLxa9fvxaLxebm5pVKoApM6XxQl7g40jAc5kfpal0BVHRguPW4Y7L2q1MiFzTUY1LGk52drfUPwuVyhUJhbm4uk6VBKysrPp9PCHn//r2+6qB//vnn4sWLy32oUaNGZ8+etbOzs7S05HK5ubm5eolI4/bt26NGjSr3vmsrK6sTJ05oztJHo1OnTomJieU+ZGdnFx0dTfORYGdnJ5FIxGKxjjlXn6ovEUKKioqYXK6Sw+GoFlBgsqZuaWkpEAgIIXl5eUx+42phYcHn8xleb9XOzo7FYimVyuzsbCbj2traSqVSJvuSug9LJBLNI9dKUZWbdaTLKM3j8aytrU1glNaFpaUlh8PRuh6KfqneMrlczsCngyZ7e/uioiImR2lVXyKMj9Kq/6y6M0rzeDzm+5LqfIb5T4fi4mLTHqWzsrK0tlH9Z+Xk5DB5lmVtbc3j8QghzH86sNlsmlH6xYsX/v7+Ff0pPDw8oqKiKhvUiKO0WCwuKiqq1LPmz5//119/0bfZuXPnoEGD1L8uXLhwx44d5bb09/f/+++/Ve+14ZjM+aAuGDsf1GTEUZrh80G9HGlUapSu1gVyZv2H9hUQ8ig8PLM6uwEjePXq1XfffVfRo4mJiTSP6l1xcfHMmTMrmnWvoKBgxowZugyvK1asqKj6QwjJycmZNm1a1bMEAAAAANCrwYMH0xTCkpOTN2zYwGQ+zNOs7JTL0tIyKChI/evVq1crqv4QQiIiIkJDQ/WVG4Dpqd4dkjZjf1nhb15yed6INbEVTpkPNdHu3bulUilNgyNHjjBW6D137lxqaipNg7i4uIrm0tO0a9cu+gbh4eGVSgwAAAAAwEDS09O1Xixs8gWg7t27BwYG0jT46quvNFcB27ZtG/0Ot2/fzuQdUgC1SzWnyGI3nXfi7NIurJsL2zXuMXvz6btPk96JmbsQDqrszp079A1kMllkZGQNSUaXNgqFQutNEDKZ7MGDB5XIDAAAAADAMHS5VqXK9+7VItu2batoju2QkJDp06drbtF6UvDPP/8kJSXpLTkA01KJSaBjl7dp82NseY8o5IQoU69unHF1IyGEUGwOu9y5vFp8++jRMl1n8wWD0uUObV3a6IUugUotx1AW/TVEaq9evVLN5Kd3jx8/3rNnz8OHD/Pz8x0cHDp37jxhwoSGDcufHUuhUJw9e/bEiRMJCQklJSUNGzbs3r37+PHjNb/fAAAAAAATlpycrLVNXbiYxdbW9vTp07t27dq7d29cXJxSqeTxeF26dJk2bVqPHj00W+o4m1VWVpaXl5fB8i3H7du3Dxw48PjxY7FY7OLi4u/vP3HiRAcHByZzANBFZVYBU8h1m25KKa+gmdw4c4dDOaysrLS2Uc0ayADVxFf0tCbj6OioSyxnZ2edcqoMhULx7bffbt26Vf0JnZKSEhUVtWXLlp9++mnSpEml2mdnZ0+ePPn27dvqLS9evLh8+fLmzZv//PPP9u3b6z1DAAAAAKhpUCBQ43K5U6ZMmTJlimqidKFQqF5eUxOfz+fxePQTWRDdTi70RSqVzp49+8iRI+otKSkpd+7cCQ0N3bBhw5AhQxjLBEAXlSgAOfWZ/4tltVa0se/iVJ2ngx61adOm1ILrpVAU1bp1a8aS2bt3L32btm3b0jcQCARmZmb06w5QFNWhQ4dK56fNjz/+GBYWVna7VCpduHChlZXViBEj1BtlMtnYsWOjo6PLtk9LSxszZkx4eHijRo30niQAAAAA1Cjjxo3TOoWlanm+uoPP56vWuiqX6gyFfmU0a2trJi//KVX9UROJRFOnTrW2ttacwRrA6CpRALLvPHF+Z8NlAowaN27c/v37aRp069bNzc2NmWQGDx78ww8/FBQUVNTAwcGhZ8+eWvfTp0+fEydO0DRo3bq13leFfPnyZbnVHxWlUrls2bKBAweamZmptuzbt6/c6o9Kfn7+Dz/8oHUtTAAAAACo7dq2bSsQCCQSCU2bgQMHMpZPrTB+/Hj6AtDIkSMNvQy82t27d8ut/qjIZLLFixffvn2bosqdHwXACKo5CTTUVh07dpwwYUJFjwqFwpUrVzKWjJ2d3fLlyyt6lMVirV271tzcXOt+Nm7cSHNrG4/Ho1kzssqOHz9Of2tkVlbW1atX1b8ePnyYfoeXLl3SOps1AAAAAJiAP/74g+ZRc3PzLVu2MJZMrTBmzJhu3bpV9Ki7u/uCBQsYS0brgf3Lly8fPnzITDIAukABqO5atWrVF198wWKV7gOenp5Hjx5t0qQJk8mMHz/+119/VV8moyYUCrdt2zZgwABddmJubn79+vVyJwOysrI6ffq0Ia5por+Trmyb+Ph4+sYlJSUvXryobloAAGXk5OTExMTEx8drnT0BAACYMWTIkJUrV5Z7hYhQKKS5bLzOYrPZu3fvLnduHT8/v+PHj9vZ2TGWTFxcnF7aADCmMpNAg2nhcDjLly+fMGHCkSNHYmJiJBKJi4tLUFDQ4MGDGbtsUtOnn37av3//v//++/Hjx3l5eba2tu3atRs5cmSl5qJ2c3NbuXLl7NmzNW8oEwgEixcv1jqLUNWIxWKtbQoLCyvVvi6s9wkATAoPD1+3bl10dLRqrnqBQDBw4MDFixe7u7sbOzUAgLouJCRkzJgxU6dOvXv3rlgsZrFY9vb2M2bMmDp1qrFTq6GsrKy2b9/+4MGD06dPJyYmymQyd3f3Hj169OrVi+GbrTQP8qvTBoAxKADVdd7e3osWLTJ2Fv+yt7efPn26vb09RVEKhSInJ6eye/j+++/LXkkrkUiWLFly+/btnTt36inT/6fL6mOaS485Ojq+efNG9/YAANW0YsWK3377TXOLRCI5evRoeHj43r17u3TpYqzEAABAxdLSct++fcbOopZp165d586dVQt+icViXb5k1TsnJyetdwPgwB5qFNwCBqbj6tWrNPdRnz59mma25ioLCAioVBuam5ZVnJycGL7/DgBM2LFjx0pVf9QKCgomTJiQnV2t9T0BAADqrE6dOtE3oCiqa9euzCQDoAsUgMB0LFy4kL7BmjVr9B6UZtppFYqiVF9NqEybNo3DobvybubMmWUnZgIAqJrVq1fTPPr+/XtMLwoAAFA1z58/p2+gVCpVN18D1BA4zwTTkZycTN8gPz8/NTVVv0E1V/gql1KpvHTpkvrXZs2arVixoqL7kwcOHBgSEqLP/ACgDnv58uWrV6/o21y4cIGZZAAAAEzMrVu3tLbZvn07A5kA6AgFIDARmZmZutTX9b6YwuvXr7W2KVV1mjx58t69e729vTU3CoXCb775Zvv27Ww2W78ZAkCdpUvJW5dBDAAAAMrKy8vT2iYhIYGBTAB0hEmgwUTouHIZl8vVb1xd6jVlb+nq06dPr1694uLikpOTS0pKXFxcfHx8zMzM9JsbANRxutxPiqIzAABA1eiy6Bg+Z6FGQQEITISNjQ2bzZbL5fTN2rVrp9+4Xl5eWts0atSo7EYWi9WmTZvAwEBCSFFREVaIBAC9q/IABQAAAFrZ29trXX2sdevWzCQDoIvacguYND8j9eXzF6lZhTK6u3zkosyUFy9T86SYaqsuatasGX2D+vXrOzg46Ddo9+7d6RuwWKyePXvqNygAgC7c3Ny0HncOHDiQmWQAAABMTFBQkNY2EydONHgeADqr8VcAKUUvzu/efvR6XKZEVdRhmbt1Gv6f/3ziW//DW3mkqZdC1+269ipfTghhWzq36PGf2ZM61McVd3XIH3/8ERQURDMTEP1qOFWjdYoNhUKRnJxsb2+v99AAAFp9++23I0eOVCgU5T7q5uY2ZcoUhlMCAAAwDY6OjvQNKIrKzc21sLBgJh8ArWr4FUCS2F2LF4ZeeJZZYunSvHOPnl1bN7SQpN7e8/2sny680zjNL3y6Z+HXGy+/EvGdmnbs6udtW5L+5OSK+d+fSdFyQxCYkubNm//yyy/lznlBUdScOXMGDx6s96B37tzRSxsAAEMICAj45Zdfyp0lzc3N7eDBg+bm5sxnBQAAYALu3btH30CpVN69e5eZZAB0UbOvAEr97+bjKTJi1Xbqz0sHunMJIURZ8PLYqmW7Y6K3bzzfdnl/B0IIkSUc2HgkUcx2G/z92imtzQkhyuzrq+evu/14xx+n/NZ8oqUwCyYkODjYz89v1qxZT58+Vc0HxGKxvLy81q5d6+/vb4iIWVlZemkDAGAgn332mbOz89y5czMyMlTXSHI4nLZt2+7du9fOzs7Y2dVQcrn85MmTp06dSkhIkMlk7u7u3bt3//TTTy0tLY2dGgAA1BQmcCKgVCqvXLly+PDhmJiY4uJiZ2fnoKCgCRMm1KtXz9ipgUHU6AJQ/MWLqYRYBM5c8m/1hxBCWXkPnzvu/n+2xT6+/VDUv58lIdIHpy+mK4nj4Dn/af3v95iUfeDcqfeiV0bEn7mQ+EkwJrisS5o3b37p0iVCSFZWllwu13plZjUJhUKtbWxsbAyaAwAAja1bty5btkzzLjCZTBYVFdWhQ4fw8HBdJoquazIzMydOnBgVFaXekpiYeOXKldDQ0O3bt/v5+RkxNwAAqDlq+4lAYWHhtGnTzp07p96SkpJy9+7d0NDQP/74o2/fvkbMDQykJt8CJk17+44Q0sLXl//hA/VatnQihLx6lUQIIeRpZFQRIfYdOjXWfDX8dp3b8gjJiIp8zVTCULPUq1fP0NUfQkibNm300gYAwBDOnj27dOnScucAysvL69mzp1QqZT6rmkwqlY4aNUqz+qOWlpY2ZsyY5ORkxpMCAICaqLafCEyZMkWz+qOWl5c3efLkyMhI5lMCQ6vJBaBiK6+goKC+nbz4pR8RF4oJIRbmFoQQ8i45uZAQTsuWTT9sxGvZsjEh5M1rzAMEBjR06FCBQEDTwN3dvWvXrozlAwCgad68eTRT44tEovnz5zOZT823e/fu2NjYih7Ny8v78ccfmcwHAABqrLFjx5Y7/ahau3btmjZtStPAiC5cuHDx4sWKHpVKpYsXL2YyH2BGTb4FzKr9+Hnty9kuvnPuZh4hwpY+boQQkpmRSQixEtqU/t+zFgoJIfKMjGxCSi39LZVK3717V3bXAoGAzdaycJjqn5z+X13vKIpS/cBms2kO5Q0UV+vfxECYj0tRVGWDurm5fffddxWNj1wu97fffquoQqSOxWKxmHyx6j7MZFB1HzZKXIb7kuY/LJNxSZX6cHWoR0LG4uoy9hp3lGa+h9P88ePj47Ozs+n3cP78+aolzHBnYyzokSNH6BtcuHBBLBZbWVkZLgeM0owxyT6siflRWpco6h6u7nUMMNZHM/0obWh1p4cb61jax8fnyy+/3LBhQ7nNLCws1q9fr6/E9D5KHzt2jL7BkydPEhMTVVcwoQ8bCPN9uCYXgMqjzIs9uGrDjTzCbzp6ZDsuIYQUSYoIIZZWZaZlZFtZmRMiVj3+odjY2HIXvr18+bIud3IS3W74NASDHnFWxNbWlvmgLBaL+bhmZmZmZmaVfdaiRYssLS0XLFhQVPRBX3NwcNi1a1f//v217oHP5/P5Za50MzBra2uGI6rUnT5MURTzcdlsNv0laQbCWB+2sbHR8YTBWKO0Uf6zKupp5d7HVEp+fn7VOqqBRuns7OxXr15xuVxvb++yMy7rOEorlcoXL17k5eUJhUJvb+9KVQPj4uLoG0il0oyMjIYNG+q+z6rRsS/l5ORcvnxZLBa3bdu2VatW1Y9bd0ZpoxxpCAQC0x6ldf+TGmtilBo1ShsUm81mPq65ublRFpc0yn+W6kjj119/tbGxWbFihUwm03zUw8Nj//79nTt31ntcffXh58+fa22TkpLSsWNHUpdG6aqdD1YfY6N0LSoAKUWvru4L23k2Lk/JdR2w6JtBzqrtqpkNeNyyS9xyuVxCSKn/RQADmDlz5siRI//666979+7l5eU5OjoGBASMHz/ewsLC2KkBQN2Vm5urtU250wMZxcWLF7///vs7d+6olyobMGDATz/95OPjo/tOiouLV69eHRoamp6ertri4OAwderUxYsX63I8J5fLi4uLtTYrLCzUPSXDuXHjRnBwcEpKinqLmZnZ9OnTf/nlFyNmBQBQp1AU9f3330+cOHHv3r0PHjwQiUQNGjTo0aPHqFGjmP9+t1J0+SwTiUQMZAJMqiUFIMnrK7s37Tj7PF9JzL16fz53Sg93dYnXxsaGkKxCcdkOXFgoIuV/v2BjY9OrV6+ycRQKhdYjPxaLxeVypVIpk7dicTgc1SVhzMdlsVgMTxGqGiuVSiXDcXk8nkKhqHLB0MbGZtasWaU20ncnVV8ihMjlciYLlaq4JSUlTJ74qfsw83GZ78M8Hk91lYouZ5L6jVudPlwFeunDlTo80uWtNMoozeVyVZeZ1KhRulEj7atgcrncynZUQ4zSv/zyy7JlyzT/dDKZ7OTJk+Hh4bt37/74449Vcel72vv37wcOHPjgwQPNjZmZmcuXLz9x4sT58+d1Wfa+fv36GRkZWtsY9L9bl1E6LCxszpw5pTpbUVHRunXrLl68WIWZO+vUKF1LjzSqgPlRWpd/jTo1SnO5XIqi6kgP5/P5MplMLmdu/lXjHktr9iVnZ+evv/66VDP9flLo/XzQyclJ67IGDg4Ocrkco7ThMD9K1/wCkPJ97PHff9sXmVHCEjbpNy5kfN+mwg8u5baztSMkS1RQpjopKSiQE0LZ2ZUtAHl6eq5atapssOzs7IKCAvqEuFyuUCgsLCxkcnSzsrJS/cOLxWIme6SlpSWXy9X6N9Ev1cmzUqlkOK6dnV1xcbFYLGYsoqovEUKkUimT3ydzOBwbG5vCwkKG+5K6D5eUlDAW18LCgs/nM9+XjNKHbW1tGe5L6j5cUlJS5e+IKvWhJRKJtB708Hg8LpfL/CiteiHMj9IcDqeintajRw8Wi0V/Mu/l5VXZjqp6pQqFQl89/MqVK0uXLi33IYlEEhwcHBER4eHhwePx6EfpkJCQUtUftSdPngQHBx84cEBrMgEBAYcPH6Zp4Obm5ujoaND/bvWRRkV9KTk5uWz1R+3JkycTJ07ctGlTpYIacZTm8Xh150jD5EdpXf6kqlFaJBIxWWq0trbm8XiEEKMcwzPc0/Q+SutINUqXmhLB0BFVJ89GOYav7eeD/v7+d+/epWkgEAhatWpVUlKC80HDUffh6nw6VGqUrsmrgBFCSMGjrUuW7orM4Hr1nvlr2Nrp/UtVfwghNrY2FCGF//xTunOovsET2tkaZ8YqAAAAo+LxeD179qRvs3z5cmaSobFmzRqaR4uLiyuaX1PTs2fPTp8+TdPg0qVLFZWHNM2YMYN+FsYvv/xS604Mjab6o3L48OGac3MfAADUQJMmTSo7156mkJAQo8zoBAZVswtAmedXrTzzRlm/65x1v3zZx9O83Ik/OU2aeBKijH3wQPLB9ncPHqQSYtaqVWNGcgUAAKhxduzYUb9+/YoeHTduXPfu3ZnMp6zs7OyHDx/StwkPD9e6H13a0Kx3q9aiRYvly5dXNNf4sGHDJkyYoHUnhhYdHU3fQC6X//e//2UmGQAAqI0cHBw2b97M4ZR/S1Dnzp0XLlzIcErAgJpcAFImnD0WU0ScB389r4crzb1qrl39PShSEn3xSsb/fxsmfRV+9SUhtkH9OhhhqQUAAICaQCAQPHz4MDAwsFRFg8/nf/vtt7pcWWNob9680XpbX2ZmpkQioW/z5s0brbFSU1N1SWnKlCl79+719PTU3GhjY/PDDz+EhoZWak0xA9H61yCEPH36lIFMAACg9urfv/+pU6fatm2rudHCwmL27NlHjhwxypKFYGg1eQ6ghOvX0wkRNnIqfvb4cTmP8x0+auosIIS4Dvi0+6mfrsRsXxFqMXNERw+zrOc39vx6KEXJ9hzQvyVuAAMAgDpMIBAcOXLk/fv3+/fvj4+P5/P5AQEBAwcOrAmFDEII/f1WKhRFac22ou8wNen4khUKxfPnzzMzMzU3FhQUPH/+XCwW018wX3Oo5hQAAACg4efnFx4enpCQEBMTI5FIXFxcOnTogIWMTVgNLgAVv03LJoTkRYQtiyi3gfOIDWHBnoQQYt7hi28+zVi+L/b8uq/Oq+aLIoTj5D9z8UgPBjMGAACooWxsbKZPn27sLMrRsGFDDodDP59lw4YNVbO30vDy8tIay9vbW5eUlixZsn379lIb5XL5/v37ExISjh8/bvQvRS0tLfPz8+nbdOzYkZlkAACgtmvSpEmTJk2MnQUwoQYXgApYtj4+PjQN7B3N1D8Lmoxa8XvbG+FXHr78J6/EzK5B8869e3VwM6N5OgAAABibtbV1QEDAlStXaNoMHjxY63569+69dOlS+rvJevXqpXU/165dK1v9Ubt///6GDRuMPi1CQEAA/YzXfD6/R48ejOUDAAAAtUINLgDVC5q1IqgS7VnCxkEjG1fmGQAAAGB0S5cujYiIkEql5T5ar149XRbeSkxM1DqX0KtXr1q0aEHfZseOHfQNdu7c+dVXX+ly55rhbNiw4cKFCzSLtc+bN4/JfAAAAKBWqBH3/wMAAECd5ePjExYWVu5as46OjgcPHrSzs9O6k7t372ptc+fOnervJzs7OyEhQet+DMra2vrQoUMVzfIzfPhwFIAAAACgrBp8BRBAlUil0qNHj546dSohIUGhUHh5efXt23fcuHGYzAwAoMYaNGiQp6fn/Pnznzx5orqwxczMrFu3buvXr3d0dNRlD1lZWVVoo1Ao1q5de+DAgczMTIVCYWZmJhKJtO4nOzu71JaUlJRFixZFRkYWFhayWCw7O7uPP/74u+++0zp1kY5u3rx54MCBR48eFRUV1a9fPyAgYOLEiVFRUYMHD9ZcRk0gEHz33XchISF6CVqR+Pj43bt33759Oz8/38rKqn379hMmTGjVqlVF7S9fvvz333+rphd1cnIKCAiYPHmyjm+rWn5+/p49e8LDw1+/fs3j8Zo0aTJ06NAhQ4boMvk3AAAAqOBTE0xKampqcHCw5tq3qamp169fDw0N3b17N/2kUgAAYCzR0dGTJ0/WXMq9qKgoPDx8/Pjxu3fvdnV11boHoVCotY2NjY3mrxkZGd27d3/37p16iy7Vn7L72b59+5IlSxQKhepXuVyekZGxdevW/fv3nzt3rmnTprrssyJSqXTWrFlHjx5Vb3nz5k10dHRYWBiLxRKLxZqNJRLJkiVLRCLRnDlzqhOUxm+//bZq1Sq5XK7eEhcXt2fPnhkzZnz77bcURWk2FovF06ZNO3v2rGby9+/f37p168aNG3WZ2kklKipq8uTJ6enp6i2vXr06f/78tm3bdu3aVdlaEgAAQJ2FW8DAdBQWFg4fPlyz+qOWmpo6cuTItLQ05rMCAAB6qampo0eP1qz+qD1+/HjUqFESiUTrTtq2bau1ja+vr+avgYGBmtUfHVlaWmoulRIeHr548WJ19UeTSCTq06dPqRpNZc2ZM0ez+qMmkUjK3bNSqVyxYkW5T6m+bdu2rVixQrP6ow76+++/r127ttT2qVOnalZ/1EQi0eeff37z5k1dgiYmJo4ePVqz+qN2//790aNHVzR7FAAAAJSCAhCYjtDQ0KSkpIoezc7OXrlyJZP5AACALlasWJGbm1vRowkJCWFhYVp30rt37/r169M0sLOz69+/v/rXn3/+ueydXLoYOXKk5o1dc+bMoZl8uqioaPbs2VWIohIVFXX48OEqPHHBggVVDlqR3Nzcn3/+mabBhg0bUlNT1b9euXLl/PnzFTWWyWRLlizRJe7y5csLCgoqejQ2NnbXrl267AcAAABQAALTofULz9OnT+N7QgCAGqWoqKjci0Q06XI9i4WFxdq1a1ms8g9sKIpatWqV5m1ihw4dqlSeKh4eHosWLVL/mpycrPUaokuXLlUhkEqVL+TJz89/8OBBleOW68KFC/S3yEml0lOnTql/1Zp8fHx8uRftasrPz7948SJ9myNHjtA3AAAAABUUgMBESKXSxMRE+jYikej169fM5AMAALpITk4uKiqib5OQkFD2tqOyBg4c+Oeff5aaoIcQIhQKt2zZMnToUM2NukwaXUr79u2PHz+uuSTZjRs3tD6rsLCwsoHU4uLiqvzca9euVfm55YqPj9faRjNhXZJ/9uwZfYPExESt39xU568EAABQp2ASaDAREomE5iJ8tWrOxQAAAPqltfpDCJHL5cXFxbrsbfDgwUFBQUePHo2MjMzMzKxfv76fn9+IESPKThGtS0WpZcuWjRo1kslkbm5uPXr0CAoKKjXJcV5entadKJVKhUJR0aVJ9KrzmZWfn1/l55ZLl2Q021S2fbl06R5SqVQmk2E5MAAAAK3wYQkmwtra2tzcXOuhpLOzMzP5AACALpycnLS2EQqF5ubmOu7Qyspq4sSJEydOpG8mEAi0rvk1fPjw77//nhBSVFRU7oU8mrNBV4TNZlet+kMIcXZ2fvToUdWe27hx46o9sSK6vFOaH7LOzs5ar8x1cXGpftD69euj+gMAAKAL3AIGpiMwMJC+QfPmzemnCAUAAIa5uLhoLVVoHd6roFWrVlrbBAcH0zfo3bs3m82mb+Ph4aF7VqV06tSpak+kKGrYsGFVjlsuXd6FoKAg3dvzeLzOnTvTt/Hy8nJzc9M9KAAAANBAAQhMx5dfflnq4vxSqrMzoKcsAAAgAElEQVQUCwAAGMisWbNoHmWxWF9++aXeg65evZr+I8PX17devXr0O2GxWAMGDKBv8+OPP1Y6uf+pzuw2mkuV6YWlpaXWNmZmZuqfg4ODy87HpGnSpElWVlZa90nfPTgczowZM7TuBAAAAAgKQGBK2rdv/80331T06MSJE/X+dSgAAFTf6NGjx44dW9GjP/zwQ5s2bfQetGnTpnPnzq3oUaFQqOP661u2bKG5j2n06NF9+vSpSn6EEEJu3rxZtScqlcqTJ09WOW65tK7GRQi5cuWK+mc7O7uwsLCK6lAdOnSg+cjWFBwcXNHHN0VRP//8c7NmzXTZDwAAAKAABCZl9uzZO3fu9PT01Nzo6Oj4yy+/rFmzxlhZAQAADYqiNmzYsGrVqlJ36Xp7e+/Zs+eLL74wUNzFixdv3LjRwsKiVDIdO3Z89OiRtbW1Ljvh8XgPHjzo06dPqeuJ+Hz+smXLfv/99+pk+P79+yo/V+sK65X19u1brW1KLbXZo0ePs2fPtmvXTnOjmZnZrFmzjh07pnm5EA0WixUaGrp8+XJ7e3vN7R999NHBgwcnTZpU0ROjoqLWr1//zTffrFy5Mjw8vKSkRJdwAAAAJgxz5oGpGTRo0IABA54+ffr8+XOFQuHp6enr64vpIQEAajKKov7zn/8EBwc/fPgwOTmZzWY3bdq0efPmVZ4+WUdjx44dO3bs1atXL126JBKJvL29x44dq/XOr1I4HM6+fftEItH+/fvj4uJ4PF5AQED//v2rnzz9TWr0uFxuNaOXonW2o3KDPn/+PCkpSXNLUVFRTExMdna21hmg1Vgs1hdffDF58uQHDx6kpKRwOJzmzZs3a9asor/PixcvZs6c+fDhQ82Nrq6u69at69mzp45BAQAATA/OisEEsVisVq1a6TLBJwAA1BxcLrdjx44dO3ZkOG737t27d+9ezZ1YWlp+/vnneslHzcHBQetSZRWp8gTSFfHy8tLaplGjRpq/bt26tdz7vK5evTpo0KCzZ8/qssiXmmrSaK3zRj9//nzw4MG5ubmltr99+3bcuHF//vnn4MGDdQ8KAABgSnALGAAAAEBNNHz48Ko9kc/nV7+kVYouO/T391f/nJSU9MMPP1TUMjU1dcmSJfrJTINSqZw7d27Z6o+KQqGYN29eTk6O3uMCAADUCigAAQAAANREX331Ff1CWjRP1HsyJ06c0Nrm2LFj6p/37NkjlUppGp85cyYjI0MPmWmIiYmJioqiafD+/fujR4/qNygAAEBtgVvAPqDL7fqqe+B1uRNej9R3ubPZbKVSyXBchl+sGvNxWSwWk0HVsYwSl+Gg6j5slLhG/IdlOC5FUUwGVY+ZjMXVZZRWtTH03DGlGLGHM/yma4ZmPq7J93DNuCwWi8vlXr58OSAgoLCwsGwziqLKPSQYPXr0/PnzKxtUax++fPmy1p3cvn1b/dy7d+/SN1YoFPfv3/f29tbjn/fevXuVaoM+rHe6RFFlxWazqzPLVWUZ8aOZ+aBqJn8sre7hRjmWNtbhZV04llZDH9Y7FIA+YGNjo+NHkY6Lg+idlZUV80FtbW2ZD8pisZiPKxAIBAIBw0EJIXw+n8/nMxwUfdjQKIpCH9Y73UdpoVBo6GTKZZT/rLozSpuZmem4dJR+GeU/S9WXbG1tMzMzQ0JCTp48qSoDURTl7Oy8bNmyYcOGBQcHX79+XSKREEJYLJaHh8e6des++eST6sStaJTOz8/X+tyCggJ1r9BlCTOxWKwaOvTVl8RisdY279+/Vw0jONIwBN3/pBilDY3NZmOUNihjHUvXnT6MUdoQUAD6QEFBgdbrazgcjoWFRUFBgUKhYCYrQoi5ublqZQ2RSCSXyxmLa2ZmxuFwCgoKGItICLG2tqYoSqFQMB9XKpWqDqOZoepLhBCpVFpUVMRYXDabbWlpyXxf4vF4hJDCwkKZTMZYXIFAwOVyjdKHlUqlLudLemRlZVVSUsJkH1b1JVK9PlypcwCM0qWYmZmx2ewqzxNcNaq3zCijdHFxcXFxMWMR1aN0cXEx858Omn0pNDQ0NDRUJpNlZWVpTpz8999/E0IkEolIJFIvXpaXl1eFoOpRuqI+rPpT0DM3N1dH16Xcz+fzi4uL9ThK63LUbmVlpVQq68gorZcjjUqN0rp0Py6Xa25ubqxRmuG4GKUNStWXiJFGaRxpGE4dPB+sTh+u1CiNAtAHSkpKdLzBSiaTMfmPpx5cZDIZkyfPfD5fqVSWlJQwFlETw3GVSqVcLjfKi2U4rqqTM9+XVD/IZDImX6zqfIb5vqT6epn5uAqFwih9mLG4uozSqj9+3RmlWSyWUd50o3w6MNzD1ZebGeU/q9y+ZG9vXzYTNpstFAqrmaF6lK7oI6lTp0700+sQQnx9fdXPbdu2bamF2Mtq3bq1QqHQY19q3bq11jZt2rRR/VAX+jDzcXWJov6IZPLkWf3ZwfCng0AgMNaxtFHiMnxMqx6ljXIMX3eONNhsNs4HDYT5Iw1MAg0AAAAAWsyaNYt+egKKojQnnx43bhz9VFzdunVzd3fXW36EEELat2/fpEkTmgYCgWDEiBH6DQoAAFBboAAEAAAAAFrY2NjMmzePpsGkSZM8PDzUv7Zq1Wr69Ok0e1u9erUe01Nhs9nr16+nmUbhu+++c3V11XtcAACAWgEFIAAAAADQbsGCBXPnzi17XQ9FUZMnTy5b0Pn2228XLFigmrRCU+PGjY8fP964cWNDJNmxY8eDBw+6uLiU2m5mZrZmzZqQkBBDBAUAAKgVMAcQAAAAAOhkyZIlISEhy5cvv3v3bkFBgaWlpa+vb0WX1VAU9fXXX48dO/bYsWNPnjwpLCx0cXHp3r17v379OBwDHoL6+/tHRkaeOHEiIiIiMzNTKBT6+fkNGzbM3t7ecEEBAABqPhSAAAAAAEBXDg4OmzZt0r19gwYNZs2aZbh8ysXn80eNGjVq1CiG4wIAANRkuAUMAAAAAAAAAMDEoQAEAAAAAAAAAGDiUAACAAAAAAAAADBxKAABAAAA1ErPnj0bOnRoixYtPvroo65du27dutXYGQEAAEDNhQIQAAAAQC0jl8uDgoICAwNVC13l5OQkJCR88803DRo0uHv3rrGzAwAAgJoIBSAAAACAWsbX1zc2Nrbs9uLi4iFDhjx58oT5lAAAAKCGQwEIAAAAoDZZvXp1WlpaRY8qlcphw4YxmQ8AAADUCigAAQAAANQmYWFh9A3y8vKSk5MZyQUAAABqDRSAAAAAAGoTkUiktc2WLVsYyAQAAABqERSAAAAAAGoTpVKptU1qaioDmQAAAEAtggIQAAAAQG1CUZTWNg4ODgxkAgAAALUICkAAAAAAtYmZmZnWNpMnT2YgEwAAAKhFUAACAAAAqE1GjBhB38Dc3NzHx4eZZAAAAKC2QAEIAAAAoDZZt26dtbU1TYMdO3YwlgwAAADUFigAAQAAANQyjx8/LneWHxaLtWnTpp49ezKfEgAAANRwKAABAAAA1DKWlpaxsbFhYWFeXl7m5uZ8Pt/e3n706NFpaWljxowxdnYAAABQE3GMnQAAAAAAVMWwYcOGDRtm7CwAAACgdsAVQAAAAAAAAAAAJo5SKpXGzqEGKSws1PoHYbFYXC5XKpUy+afjcrksFosQUlJSolAoGIvL4XBYLJZUKmUsIiGEz+cTQpRKJfNx5XK5TCZjLKKqLxFCjBKX4T7M4XDYbDapS32YEFJcXMxkXB6Pp1Aoal0ftrS01L1xjR2lHz9+nJaWRgjx9/e3srJiLK5ReviFCxcUCoWFhUVAQACTcZkfpd+9e3f//n1CiJeX10cffcRYXKP04adPn6amphJCunTpIhQKGYtrlD586dKlkpISgUDQvXt3JuMyP0rn5OTcu3ePEOLu7t68efOq7aRSo7RIJNLaxig9PDo6Oj09nRASEBBgYWHBWFwul0tRFMM9/Ny5c4QQS0vLbt26MRmXz+fLZDK5XM5YxIyMjIcPHxJCGjdu7O3tzVhco/ThmJiYN2/ekLoxSl+8eFEmk5mZmQUFBTEZl/kjjezs7MjISEKIp6dn06ZNq7aTSo3SuAXsA7p/HqjOeZhnlLg8Ho/5oEaJW6fe1jr1Yo3Vh431R2YeY6+0xo7SZ86cCQ8PJ4S0bt3a2dmZydCE8R6+du1amUzWoEGDAQMGMBmXMP62RkdHr169mhDy2WeftWvXjsnQhPEXGx4efvLkSULIjh07XF1dmQxNGO/DGzZsKCgosLe3Hzx4MJNxmRcfH6/qw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" width="768" /></p>
+</div>
+<div id="facets-1" class="slide section level2">
+<h1>Facets</h1>
+<div class="sourceCode" id="cb19"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb19-1"><a href="#cb19-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb19-2"><a href="#cb19-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy)) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb19-3"><a href="#cb19-3"></a><span class="st">  </span><span class="kw">facet_wrap</span>(<span class="op">~</span>class, <span class="dt">nrow =</span> <span class="dv">2</span>)</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="facets-2" class="slide section level2">
+<h1>Facets</h1>
+<div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb20-1"><a href="#cb20-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb20-2"><a href="#cb20-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy)) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb20-3"><a href="#cb20-3"></a><span class="st">  </span><span class="kw">facet_wrap</span>(<span class="op">~</span><span class="st"> </span>fl <span class="op">+</span><span class="st"> </span>class, <span class="dt">nrow =</span> <span class="dv">2</span>)</span></code></pre></div>
+<p><img src="data:image/png;base64,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width="768" /></p>
+</div>
+<div id="composition" class="slide section level2">
+<h1>Composition</h1>
+<p>There are different ways to represent the information</p>
+<div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb21-2"><a href="#cb21-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy))</span></code></pre></div>
+<p><img 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ICYUwABAAAAxJwCCAAAACDmFEAAAAAAMacAAgAAAIg5BRAAAABAzCmAAAAAAGJOAQQAAAAQcwogAAAAgJhTAAEAAADEnAIIAAAAIOYUQAAAAAAxpwACAAAAiDkFEAAAAEDMKYAAAAAAYk4BBAAAABBzCiAAAACAmFMAAQAAAMScAggAAAAg5hRAAAAAADGnAAIAAACIOQUQAAAAQMwpgGhe1dXV2Y4AAAAAbZ0CiMyrra2dPHnyQQcd1K1bt549e/br1+/kk0+eNWtWtnMBAABAG6UAIsMqKipGjBhx7rnnvvjii8lkMgiClStXTp06dfjw4VdddVW20wEAAEBbpAAik9Lp9EknnTR79uyNd6VSqYkTJ951113RpwIAAIA2TgFEJv31r3997rnnGhi49NJLa2pqIssDAAAABAogMmvq1KkNDyxbtqzhhggAAADIOAUQmfTOO+9kZAYAAADIIAUQmVRXV5eRGQAAACCDFEBk0tZbb93oTM+ePSNIAgAAAKynACKTDjzwwIYHCgoK9tlnn2jCAAAAAPUUQGTSqFGjttlmmwYGzjjjjI4dO0aWBwAAAAgUQGRWfn7+nXfe2bVr103uPfTQQ88555yIIwEAAAAKIDJs++23f/rpp0844YTCwsL1G3v16jVx4sTbb789Nzc3i9kAAACgbfJunMzr0qXLtddee+WVVy5YsKCysrJ79+59+vTJdigAAABouxRANJf8/Pydd9452ykAAAAAl4ABAAAAxJ0CCAAAACDmFEAAAAAAMacAAgAAAIg5BRAAAABAzCmAAAAAAGJOAQQAAAAQc7nZDkBszZ0799FHH129enWvXr2OPfbYkpKSbCcCAACANkoBROb99a9/HTduXEVFxfotF1100e677/7nP/+5U6dOWQwGAAAAbZNLwMiwyZMnH3/88Ru2P0EQpNPpOXPm7Lrrrp988km2ggEAAECbpQAik5YuXXr++edvbu/q1atHjhwZZR4AAAAgUACRWRdccEEqlWpg4M0333znnXciywMAAAAECiAy64UXXmh0ZvLkyREkAQAAANZTAJFJVVVVjc68//77ESQBAAAA1lMAkUk5OTmNzhQVFUWQBAAAAFhPAUQmfe1rX2t0ZuDAgREkAQAAANZTAJFJJ5xwQsMDubm5J554YjRhAAAAgHoKIDLp9NNPb/gkoHHjxuXn50eWBwAAAAgUQGTczJkzu3Xrtsldxx133M9//vOI8wAAAAAKIDKspKTk1VdfPeecc7p3756bmxuGYUFBwa677vqXv/zld7/7XbbTAQAAQFuUm+0AxNO555577rnnZjsFAAAAEATOAAIAAACIPQUQAAAAQMwpgAAAAABiTgEEAAAAEHMKIAAAAICYUwABAAAAxJwCCAAAACDmFEAAAAAAMZeb7QDE0zvvvPPrX//61Vdfra6uLi8vP+CAA84555zcXMcbAAAAZIE35GTeSSed9Oijj67/z8WLF8+dO/f666+/4YYbjjzyyCwGAwAAgLZJAUSGHXPMMU899dTG22tqak499dR27dodcsgh0acCAACAtsw9gMikp556apPtT710On3mmWdGmQcAAAAIFEBk1lVXXdXwQGVl5bRp06IJAwAAANRzCdjn5OXlpdPp6J83DMMwDPPy8qJ/6sx66623Gp154oknhg8fHkGYjYVhWP9/YrDULVwikQisc4QsdXMLwzCRSFjnaMTjG2ILF5sfPFoFSx0Nr9LNbf0P0g7pCPjBIwJt85AOs9J3tFjpdHr9ccBXUFRUtHbt2oZnhg8fPnXq1GjyAAAAAIEzgL5g5cqVWXne9u3bh2FYVVWVlWfPoIKCgkYLoNLS0hUrVkST5wuKi4vDMEyn09n6i2472rdvHwTB6tWrsx0k5uoP6VQqtWrVqmxnibkOHTqk02mHdHMrKSkJgsAhHYGOHTsmk8k1a9ZkO0jM1R/SyWSysrIy21lirmPHjnV1dY3+FMqWCMOwuLg4cEhHolOnTrW1tQ7pZpVIJDp16hQEQV1dXat+J17/vaaJFECfk0wms3JKVP2T1tXVRf/UmdW/f//nn3++4ZkjjjgiW3/S9Wd4xWCpW7jYHNKthaVubul0OpVKWedopNNpS93c0um0dY6MpY6GdW5u66+TsNQR8INHBOrvWRG0sUPaTaDJpPHjxzc8UFpaut9++0UTBgAAAKinACKTBg0adMQRR2xubyKRuO2226LMAwAAAAQKIDLu1ltvPfHEEze+l3b79u3vueeewYMHZyUVAAAAtGXuAUTmXXPNNeeff/5vfvOb2bNnr1u3rnPnzocffvgpp5yS7VwAAADQRimAaBZdu3adOHFitlMAAAAAQeASMAAAAIDYUwABAAAAxJwCCAAAACDmFEAAAAAAMacAAgAAAIg5BRAAAABAzCmAAAAAAGJOAQQAAAAQcwogMi+VSt1///2jRo3abrvtunfvvttuu/34xz+eN29etnMBAABAG6UAIsMqKytHjx59+umnz5w5c8WKFXV1dR9++OGf/vSnb3/727///e+znQ4AAADaIgUQGfb973//mWee2Xh7XV3dRRdd9OCDD0YfCQAAANo4BRCZ9NRTT02fPr2BgQkTJtTW1kaWBwAAAAgUQGTWQw891PDAkiVL/vWvf0UTBgAAAKinACKT3n777UZnFixYEEESAAAAYD0FEJlUU1OTkRkAAAAggxRAZFKPHj0andl6660jSAIAAACspwAik7797W83PJCfn7/PPvtEEwYAAACopwAik4499tiePXs2MHDKKacUFxdHlgcAAAAIFEBkVkFBwZQpU0pKSja5d8iQIePHj484EgAAAKAAIsN22WWXGTNmHHnkkbm5ues3du7c+aKLLrr77rvz8/OzmA0AAADaptzGR+BL6tmz5y233FJZWfnaa69VVVV17959xx13zMnJyXYuAAAAaKMUQDSXjh07futb38p2CgAAAMAlYAAAAABxpwACAAAAiDkFEAAAAEDMKYAAAAAAYk4BBAAAABBzCiAAAACAmFMAAQAAAMRcbrYDkDFLliyZP39+XV1dr169tt9++2zHCVauXPnaa6+tWbOma9euO++8c05OTrYTAQAAQBulAIqD2bNnX3zxxS+88ML6LX379j3nnHNGjx6dlTyLFi2aMGHC448/nkwm67eUlZWdfvrpP/zhD3NzHXIAAAAQNZeAtXoPPvjg4YcfvmH7EwTBu+++e8YZZ1xwwQXR53nllVeGDh06derU9e1PEAQVFRWXX375Mcccs27duugjAQAAQBunAGrd3n333XHjxtXV1W1y76233nrfffdFmWft2rVjx45duXLlJvc+++yzl112WZR5AAAAgEAB1Npdf/31NTU1DQxcc801kYUJguDee+9dvHhxAwO33XbbihUrIssDAAAABAqg1m769OkND7z99tvvv/9+NGGCIJgxY0bDAzU1Nc8++2w0YQAAAIB6CqBWLJVKLVmypNGxhk/JyayPPvqo0Zko8wAAAACBAqhVSyQSTflQrfz8/AjCNP25oswDAAAABAqg1m677bZreCAnJ2fbbbeNJkzQhDxBEOywww4RJAEAAADWUwC1bkcccUTDA/vtt19paWk0YYIgOPLIIxse6Nat26BBg6IJAwAAANRTALVup556ap8+fTa3t6CgYMKECRHGCYYOHXrggQdubm8YhpdeemlTLlsDAAAAMkgB1LoVFRXdd999m7zwqri4+Pbbb99pp50ijnTzzTfvt99+G2/Py8u77LLLGj1FCAAAAMg452K0en369Jk+ffodd9zx8MMPz5s3r66urnfv3sOGDTvttNO6desWfZ4OHTr8+c9/fvjhh+++++5XXnmlsrKye/fu++6772mnnbbjjjtGnwcAAABQAMVBYWHhaaeddtppp2U7yH8kEomRI0eOHDky20EAAACAIHAJGAAAAEDsKYAAAAAAYk4BBAAAABBzCiAAAACAmFMAAQAAAMScAggAAAAg5hRAAAAAADGnAAIAAACIudxsByAzZs6cedlll33wwQepVKpz587f/e53TzvttGyHoi169913p02b9uGHH4ZhuPXWWx988MG9e/fOdigAAIC2TgHU6lVVVQ0ePHjx4sXrt6xYseLCCy+87LLLHnnkkd122y2L2WhT1qxZc+GFF951112pVGr9xgkTJowZM+aSSy4pKCjIYjYAAIA2ziVgrd4uu+yyYfuzXnV19UEHHbRw4cLoI9EG1dbWnnjiiXfeeeeG7U8QBMlkcvLkyWPHjk0mk9nKBgAAgAKodfvBD35QVVW1ub3pdHrEiBFR5qHNmjJlyjPPPLO5vTNmzLjzzjujzAMAAMCGFECt29SpUxseWLp06apVq6IJQ1t2++23NzwwefLkSIIAAACwCQqg1q2mpqbRmT/+8Y8RJKEtW7FixZtvvtnwzBtvvNHA2WoAAAA0KwVQK7Z27dqmjL377rvNnYQ2bvny5RkcAwAAIOMUQK1YYWFhU8Z69erV3Elo40pKSjI4BgAAQMYpgFq3vLy8RmdOPPHECJLQlpWWlm677bYNz/Tv379jx47R5AEAAOALFECt2wEHHNDwQHl5udMuiMCYMWO2cAAAAIDmowBq3e64444GLgQLw/DBBx+MMg9t1imnnDJw4MDN7d17772/+93vRhgHAACAz1EAtXpz584tLy/feHteXt6DDz640047RR+JNig/P//uu+8+6qijwjDccHsYhsccc8wf//jHplyuCAAAQDPJzXYAtlRJScn8+fPvv//+a6655qOPPkqn0yUlJUcfffQvfvGLbEejbenUqdPNN9981llnPfbYY4sWLQrDsGfPnocddtiOO+6Y7WgAAABtnQIoJkaNGjVq1Khsp4Bgp5122mmnnTp16hQEwapVq7IdBwAAgCBwCRgAAABA7CmAAAAAAGJOAQQAAAAQcwogAAAAgJhTAAEAAADEnAIIAAAAIOYUQAAAAAAxpwACAAAAiDkFEG3Ciy++OG7cuB133LGsrKx///7jxo2bM2dOtkO1II8++mjPnj27bKB///4ffPDBl32cqqqqm266afjw4b169erVq9eIESNuvvnmNWvWNEdmAAAAmi432wGgeaXT6UsvvfT6669Pp9P1W5YvX75gwYJ77733Bz/4wcUXXxyGYXYTZt2RRx75z3/+8wsbly1bNmDAgPHjx5911llNfJzXX399zJgxG9ZGS5cuff7552+55ZY77rhjxx13zFhiAAAAviRnABFz11577XXXXbe+/VkvnU7fdNNNV111VVZStRzjx4/fuP1Z7/LLL3/99deb8jiffPLJ6NGjN3nS0HvvvTd69Ohly5Z99ZQAAABsGQUQcbZ06dJrrrmmgYFJkyZ99NFHkeVpgW655ZaGBw499NCmPM7VV1/96aefbm5vo38RAAAANCsFEHH2+OOPr1u3roGBmpqaxx57LLI8Lc2///3vjc+N+oKm3MEnlUo9/PDDDc889NBDjT4XAAAAzUQBRJwtWLCg0Zn58+dHkKRluvXWW5sy1mgH9Omnn1ZUVGz5DAAAAM1EAUScrV27NiMzcbVixYqmjH322WcND1RXVzflcdryUgMAAGSXAog46969e6MzPXr0iCBJyzR48OCmjPXq1avhga5du+bk5DQ8k5eX17Vr16YmAwAAIKMUQMTZ0KFDG50ZMmRI8wdpoX70ox81OhOGYaMzhYWFgwYNanhmr732ys/Pb2oyAAAAMkoBRJwNHDjwW9/6VgMDe+yxx1577RVZnhZoq622anjguOOOa8rjnHXWWQ0P/PjHP25qJgAAADJNAUTM3XTTTVtvvfUmd/Xo0eMPf/hDU85wibGXXnopkdjs60B5efmkSZOa8jhDhw796U9/urm9559//j777PNV8gEAAJAJCiBirkePHtOnT//Od76Tl5e3fmNeXt6xxx47ffr0nj17ZjFbS5CXl/fhhx+Wl5dvvGu33Xb7Uh+RdsEFF9xyyy19+vTZcOO22247efLkn/3sZ1uYEwAAgC0RptPpbGdoQd4cB80AACAASURBVJYtW5aVBenUqVMYhitXroz+qduOlStXvvXWWytWrCgpKenXr19JSUm2E7UsK1eu/MlPfvLSSy/l5+d/+9vf/tWvfvXVHiedTs+bN2/x4sVhGPbo0aN///5t/ByrZlVeXh6GYSqVqqioyHaWmCsuLk6lUpWVldkOEnOdO3cOgiCZTC5fvjzbWWKupKQkmUw6pJtb/SFdV1fXxI/d5CsrLS2tra2tqqrKdpA4C8Ow/leGDukIlJaW1tTUrF69OttB4iyRSJSVlQVBUFtb26rfidd/r2mi3ObLAS1KcXHxsGHDEolEOp1etmxZtuO0OMXFxbfddtuWP04YhjvttNOee+4ZBMGqVau2/AEBAADYci4BAwAAAIg5BRAAAABAzCmAAAAAAGJOAQQAAAAQcwogAAAAgJhrDZ8Cll6z5K233v3ww49XBiXdtu7Vb4d+XQo2OVi3YuFLc+YtWpXYatv+O2zfu3OBegsAAACgxRdA1YuevfO6mx+dvzK9flNO6dcP/d4Px+7bI3/DwdrFT99w2fUzFtf8d0NRvyPPufCkAWVhhGkBAAAAWqCWXQDVvDHlkqseWxoU9R40dK9vbNc9f9W7s598/IXXp159WaLzpO/t9N8KKL348YvP/v3c1Xlddzlwv0Hbdvhs3j+fembBw5f+dOV5v/vJtzpl9c/QdtXU1CxYsKCysrJbt259+/bNdpwgmUy+/vrry5cvLysr69KlS05OTrYTtThz5859+eWXc3JyhgwZ0qNHj2zHAQAAIGNadAH08aO3PbE0KNjhuEsvPW67+qu+hgw7eOAtP/r51MWP3DVj1OUHFwdBEASV/5hyx9zVQfG3xl1x/pCuYRAEhw4f2ufC86bMe+qWuw8eeNqO3ulH65NPPrniiiseeOCB6urq+i09e/Y888wzTzrppEQiC9flVVdXX3PNNVOmTKmoqKjfUlpaOnbs2J/+9KeFhYXR52mBJk6ceMMNN6xZs2b9ls6dO1955ZUjRozIYioAAAAypSXfJaf2zflvp4L8QSNHbbfBPX8Kvj5s368FQXrhwvf+s2XV89NnrQmC7Y86pb79CYIgyOs78qQDyoLgs5nTX0lGnLuNmz9//pAhQ+6666717U8QBIsWLTr//PPHjh1bW1sbcZ7ly5cffPDB11577fr2p37jb3/724MOOmjDjW3WEUcccdVVV23Y/gRB8Nlnn33ve9+75JJLspUKAACADGrJBdCyyrqvbb31Ttttnff57bm5uUEQVK9dU39foOSrL89NBkGfPfbosuFUuMPAPYqDoOrll9+OKjBBTU3NiSee+Omnn25y75NPPjlx4sSII40bN+7111/f5K558+adccYZEedpaS6//PLnnntuc3uvu+66BvYCAADQWrTkAqjb4b+48cYbLxnR83Nbaxb9c9YHQZDTf6ft60/3+fiDD+qCoF2/fp+fC8Jt+/UNguDTRYuqAyJy//33v/feew0M3HTTTZWVlVHFCV599dVp06Y1MDB9+vQXX3wxsjwt0B/+8IeGB84555xokgAAANB8WvQ9gDZQ/dGrL79bUfnp+688/fgzC9Ptdxnz/f3L63ctr1geBEHHTh2/+DUdOnYMgyC9vGJFEHT7/K6PPvrogQce2Phpjj/++KKiombI34icnJwwDNu3bx/9U2fWjBkzGh5Yt27dv//978juLPP00083OjNz5sx99tmn+bO0RC+//PLatWsbnnnnnXe+wpFZf4/tGBzSLVwYhvX/a6mbW05OTiKRsM7RsNQRSCQSXjoi45COQCKRyM3Ntc7RcEhHIJFI5OXlWedmVf+DdBAEOTk5bWepW0sBtGzmzVfc/X79/2+37cgLzj9ym/9+BNja6rVBEHTssFEBFHbs2CEIKuv3f97SpUunTJmy8dOMGTMmi3cFjsENiRcvXtzozMcffxzZn/Tjjz9udObDDz+Mwcp/NZu7OG5DyWQymUx26NDhKzx+m13YiIVhaKmjYZ2j4ZCOjHWORiKRsNQRyM3Nrb9PBM3NIR0Nh3Rk2tQh3VoOqdJB//vDsoqqiqXvvfj0s28+eNEZb4/95YUjty0IgiA3JzcI6jb/pWEQbn4nmdWUF6m8vLxGZzKlpeVpaQoKChofCoL8/PzGhwAAAGjBWksBVLTNt4ZtEwRBEBz3v4fc+tMLHpk75bq/7PHbY3sGQUlpSRAsqaqq+uLXpCsrq4IgKCsv2+jh+vbt++tf/3rjp0kmk1HeoWa9wsLCMAy/8DFMrVHfvn1feOGFhmd69uwZ2SL37t270Zk+ffpk5S+9JfjmN7/Z6Ex+fv66devWrVv3pR65vkRv9PoytlCHDh3CMEyn05t4BSSjioqKUqnUhh9uSHPo2LFjEASpVGr16tXZzhJzDuloOKQj0759+2Qy6ZBuVmEY1p8SnkwmY/C2pYVr3759XV3dl/0JnC8lNod0/feaJmotBdAGCnY8dsQuj9z4ysKXX155bM/ioKysLAiWbOIt/Jqq1ekgyCkt3Xg9SkpKDjjggI0fe9myZVn5Z9auXbswDGPwL/ywww67++67Gxjo3Lnz//zP/0T2Jx02bNiFF15YV7fZM8RycnIOOuigGKz8V9OtW7eysrKKiooGZnbbbbevsD7t2rULgqDNLmxk6r9ppdNpS93cCgoKUqmUdW5u9T/BOKQjUFhY6JCOwPoCyFI3t6KiomQyaZ2b1fp3y16lI+CQjkAi8Z9PxGrtr9JfqgBqwZ8C9uGjF48bN+6iB9/faE/Hzp3zgyD4T01XXFaeGwTV77235Atj9R9HVd65s0vAIjNs2LDBgwc3MDBhwoQoryfq2bPnKaec0sDAySef3Ldv38jytEBXXHFFA3tzcnJuuummyMIAAADQTFpwAVRWkPrg/fdfeXH+Rqf2fLJoUU0QtOvde6sgCIJw552/HgbB27NmLf/c1MJZsyuCoPNee20XUWCCIAzD2267bY899th4VyKROP/887/zne9EHGnChAmjRo3a5K6jjjrq4osvjjhPS3P00UePGzdu/T3wN5STk/P//t//69mzZ/SpAAAAyKwWXAAVDRj49ZwgmPvAXXM3vJw3vfKFOx5eEATtdtl1h/r0xXvvP6AgSL8x9Z6X198FI/3p0/dOXxIEvYcdtIMTgCJVWlr6yCOP/OY3vxkwYED9PZhLSkpGjBjx+OOP/+xnP4s+T25u7k033XTnnXcOHTq0qKgoCILCwsL99ttvypQpN998c1u+A/R6v/jFL/7yl7/079+//rPbgyDIz8/fe++9Z82addhhh2U3GwAAABkRptPpbGfYrHXzp/z0ggcWJXM673rgsIH9tuqQWrF4/j+efOqtynTRN07/3SWHdP1Pt5N6/8Hzz759/rqO2x808tBB2xR+Ou+ZqQ/888Pa4sHn/e7cvUub/ozLli3LyoJ06tQpDMOVK1dG/9TNbe3atS3nQ/XKysqqq6sLCwuXLVuW7SwtVFVVVX5+/pZfptepU6cgCFatWpWJUGxWeXl5GIapVKrhGzmx5YqLi1OpVJu9YXxkOnfuHARBMplcvnx5o8NsiZKSkmx98EWbUn9I19XVrVixIttZYq60tLS2ttZHIjSrMAzLy8sDh3QkSktLa2pq3D++WSUSibKysiAIamtrW/U78frvNU3Uom8C3a7/Cb/8efqa6/7y+twn/zT3v1sTxTseNva0Ew7o+n9n9iR6jxw/fvWVV9//2rQpC6bVb8vrtvcPzv/Rl2l/aA4tp/2pV1RU1JJLz6yrv7cfAAAAMdOiC6AgyOmyx3d/NXnku6+8tGDxsspkYZcePXv27bdN54KNJou/eeIVtx4yf86Lb328qragrOdOA3bvW5yThcgAAAAALUwLL4CCIAiCnE59d9+v7+6ND7br3H+vYf2bPxAAAABAa9KCbwINAAAAQCYogAAAAABiTgEEAAAAEHMKIAAAAICYUwABAAAAxFxr+BQwmmDFihV/+9vfFixYUFtb27t37/33379Xr15ZzLNkyZLvfe978+bNSyaT7du3P+KII371q19lMc+aNWt23nnnqqqqdDodhmH79u1nzZrVuXPnLEZ6+OGH77///k8++aRdu3Z77rnnuHHjOnXqlMU8ixYt+vvf//7+++/n5eVtv/32Bx54YElJyVd4nJkzZ06cOHHRokVBEPTu3fu8884bPHhwpsNCdD766KPp06cvXrw4kUj06tXrwAMPLC8vz3YoAAD40sJ0Op3tDC3IsmXLsrIgnTp1CsNw5cqVX+FrU6nUDTfccPXVV69evXr9xkQiceyxx15++eUdO3bMXMymOuigg1588cUvbAzD8Kqrrho7dmz0eXbZZZclS5ZsvL1Lly5vvPFG9HnmzJlz3HHHLV++fMONiUTitNNOu+SSS6LPs3r16vHjx99zzz3JZHL9xvbt25911lk/+tGPEommnidYUVGxzz77fPLJJ1/Y3q1bt2efffar1Uk0rLy8PAzDVCpVUVGR7SwxVF1dffHFF0+ZMqW2tnb9xoKCgjPPPPPss8/OzfUblMyr7+WTyeQXXiHJuJKSkmQyWVlZme0gMVd/SNfV1a1YsSLbWWKutLS0tra2qqoq20HiLAzD+l+BOKQjUFpaWlNTs+H7OzIukUiUlZUFQVBbW/vV3om3EF/qtIYtugRszScfr0ptyQOQAePHj7/kkku+8OqQSqXuvvvuY445Zu3atRHnGTRo0MbtTxAE6XT67LPPvvPOOyPOs8MOO2yy/QmC4NNPP+3Xr1/EeV566aXDDjts4/c2qVTqpptuOuOMMyLOU11dfcwxx9x1110btj9BEKxevfryyy8/77zzmvg4a9eu3WWXXTZuf4IgWLJkyS677FJTU5OBuBCV2traMWPG3HrrrRu2P0EQVFdXX3311T/84Q/9+gQAgNZliwqgd28atlXPgaN/NukvLy313i4rZs6ceeutt25u7+zZsydNmhRlnnvvvXfhwoUNDJx99tmRhQmC4MUXX2z4zIiVK1e+8MILkeUJguDEE0/8QtWyofvuu+/f//53lHluuOGGBp7x9ttvnzFjRlMeZ+TIkQ1UPNXV1aNGjfoq+SBLbr/99qeeempzex944IG//OUvUeYBAIAttKU3ga7+aNb915x15O49uu108GmX3/nMu1V+JRql2267reGByZMnN1A3ZNyFF17Y8EAqlWqgscq4ESNGNDozcuTICJLUmzNnztKlSxueufTSS6MJEwRBKpVq9BBq4t/XnDlzGh7417/+1dRY0AI0euRH+VIGAABbbosKoK8dcOopB+1UlhsEQXL5vGk3Xzhmv2226rP3ceff+Oirn9U2+uVsuUbPXqmoqFiwYEE0YYIgaMrFk402Dhm0bt26Rme+cH1Hs7r//vsbnYnytkQLFy7c5EVbG3r++ecbfZw333yz0cthUqlU/Z2hoeX75JNPGj6ZMQiC2bNnR/nqAQAAW2iLCqDSvcfd8uTrSz5+9dGbxp+w37YdE0EQrPnguXuuPPPwXb/W/RuHnznxnucWrclQUjbSxNtkfvbZZxGEqdeUm2K05ZvGNXr6TxAE1dXVESSpt2zZskZnqqqqGu3RXnnllaY83UsvvdSkWJBtTfmnkUwm2/KrGQAArc6WXgIWBEFe550P+8Fldz799ieL/n3/tT8dNWjrwiAIapfNffTG847bu/dW2wwZc+Et0+Ytj+46pLYiJyenQ4cOjY5F+elLYRg2OtOUzHFVf5/5huXn50eQpF5TPni+oKCgXbt2Dc9su+22TXm6HXbYoUmxINua8k8jDMPi4uIIwgAAQEZkoABar+Brexx91tX3vfDBJwuf+eOvzhj+ja55QZCuenfmnZefevBO3XrsPvKsax6Y9VF0pze0AbvttlvDA+3bt99+++2jCRMEQVFRUaMzw4cPjyBJvZycnIzMZMrBBx/c6Ezfvn0jSFJv2223bfSNbqPHWBAEAwYMaLT7C8NQAURr0b17927dujU8s9NOO0VZ1wIAwBbKZAH0X2GHvvscf/4NU1/+aOmr956971b1b69rlr700KSfjRrYs9v2B3zvkrvmfFrXDE/d5hx//PEND4wePbrR0zcy6Pvf/36jM7/4xS8iSFLvyiuvbHTmoosuiiBJvQMOOKDRE6B+8pOfRBMmCIL8/Pxjjjmm4ZlGj7F6ffr0aXigX79+TUwFWZdIJI477riGZ0444YRowgAAQEY0RwEUBNVLXpz6hwtPPnTwkBN+88zSz1/7lVr51vTbJpzwP336H/uH1xu/Qy8NOuqoo4YNG7a5vb17977ggguizDN+/PiOHTs2MHDqqadGFiYIgrFjx+bl5TUwkJube+aZZ0aWJwiC3/3udw2cLDNw4MDDDz88yjznnntuA+cc7b///qNHj27K4zzyyCOJxGZfTxKJxKOPPvpV8kGW/PjHP95xxx03t3fPPfccO3ZslHkAAGALZbIASq1a+Ow9V//kmMF9unxtwIgfXD75r28sqw2CIK98p2EnX3TzYy8v+eyd6bdNGLNvn6IgCNa88+cfHHDmE1UZDNAGhWF46623HnfccRt3CnvsscdDDz3UlJvOZNaCBQtKS0s3uevYY4+9/PLLI87z0Ucf5ebmbnJXTk7Oxx9/HHGeww8/fNKkSZuMtM8++0ydOjXiPKWlpQ899NCgQYO+sD0Mw+985zu33XZbA7XOhrp16/b4449v8oqYdu3a/e1vf4v+UIQt0b59+wceeGDIkCEb7xoxYsRdd93VcLkMAAAtTdiUj21qWM2nr05/5KGHHnzw4b+/8mnN/21vt9U3Dzzq6FFHHz1iyI6ln3u3W/vh3y87/thLnqkIcobd/Om072+6LciGZcuWbfmCfAWdOnUKw7Apn6G+OW+88cbDDz88f/78urq63r17Dxs2bMiQIU25JXMzuffeeydMmLBixYpUKpWbm7vddtvdf//9Xbp0yVaem2+++cILL1z/lxuG4YQJEyI+92dDa9asueyyy2bMmLFixYr8/Pwdd9zx3HPPHTBgQLbypNPpmTNnTps27f3338/Jyenfv/8RRxyx8847f4WHmjBhwn333bdq1aogCIqLi4899tgoL/pra8rLy8MwTKVSFRUV2c4SW88999zjjz/+4YcfBkGwzTbbDB8+fPfdd892qNjq3Llz0OTPuGRLlJSUJJPJysrKbAeJufpDuq6uzocGNrfS0tLa2tqqKr9abkZhGJaXlwcO6UiUlpbW1NSsXr0620HiLJFI1P+Kura2dkveiWdd/feaJtqiAuizp379o4tvfezZd1al/m9j0dYDDx559Kijjx4+uP6D4Tcp+cT3uhx62/Kg3/kvv/Wrb3zlBJnWegsgmqKsrCyRSKTT6aZ8xjNbov7e0vU1EM1HARSZ4uLiVCrl3XJzUwBFRgEUDQVQZBRAEVAARUkBFIG2WQBt+tKYJlr6zF13z3wnCIIgSHTsu9dhRx896uijDxnUs6jx805yCgrygiDI22UXHwsEAAAA0Ky2qAAKgpzS7b99+KijRx191LDdu3+pz5oacP6M184I8sq3KdiyBAAAAAA0bIsKoO3O/ufSCe2/2m0wO/X8+te35LkBAAAAaJotKoDy27fPVA4AAAAAmskWfQz8GxMP3P3Qk37+uz8/s6CiLlOJAAAAAMioLToDKL12yUtP/P2lJ27/VZDo1HfQAYccfPDBhxw0dECvDlvUKwEAAACQQVvU1BR16921oP4Tv1Kr3n3+wRsnnDpiYO/yrXbe//izf3Pn31/7ZF1GMgIAAACwBbaoAOp72qNLV3wy75kHf3/Zj//3wN22bp8IgiCo+ez1GX+6+pwxB+7SrWzr/zn8lAtveOAf76xwiRgAAABAdoTpdDpjD1a3cuGcf8x8ZuYzM5+Z+Y85767coPTJKe73rQNPuOiGCcO6ZuzpmsGyZcsyuSBN1qlTpzAMV65cGf1TtxGTJ0+eOHFiRUVFOp0Ow7C0tPTcc889+eSTs50rbmpqau67777HHnvs/fffD8OwT58+w4cPHzlyZH5+frajxVN5eXkYhqlUqqKiIttZMqOiouKOO+54+umnFy9eXFhYuPPOO48ePXro0KHZylNdXX3vvfc++eST77//fiKR2GabbQ4//PAjjzwyL++rfQBmC/LUU0/dd999r776anV1dY8ePYYMGTJmzJiysrLspurcuXMQBMlkcvny5dlNEnslJSXJZLKysjLbQWKu/pCuq6tbsWJFtrPEXGlpaW1tbVVVVbaDxFkYhuXl5YFDOhKlpaU1NTWrV6/OdpA4SyQS9T/51NbWtup34vXfa5ooowXQhlKrP3zluWeeeXrafbff88+PaoIgCIKdf/naqxNa9Ie/K4BiaeDAge++++7G23v16jVnzpzo88TVO++8M3bs2DfffPML23fccccpU6b07ds3K6niLWYF0PTp008//fSN3/kfeuihN954Y/vIP3dy/vz53/3ud995550vbN91111vv/32nj17RpwnU9asWXP66ac//vjjX9heWlp64403HnDAAVlJVU8BFBkFUDQUQJFRAEVAARQlBVAE2mYB1Bx3a05VLXr5r/f8v9//4fe//8PN9/63/YGs2HfffTfZ/gRB8MEHH+y1114R54mrioqKo48+euP2JwiCefPmHX300a36VZUIzJ49e8yYMZt82//4449///vfjzjPJ598MmrUqI3bnyAI5s6dO2rUqNb7M9kpp5yycfsTBMHy5cvHjh07e/bs6CMBABCBTBVAtcvfeWHq5InnfHf4oG3KSnvtdtDxP778Dw8+O++zdUEQ5HTq8z+HjD37ygkjW+vvS2mlZs2aNW/evAYG3nrrrX/84x+R5Ymxa6+9dvHixZvbu2jRokmTJkWZh1Zn/PjxNTWb/X3B3/72tyeffDLKPFddddXSpUs3t3fhwoU33HBDlHkyZdq0aX/72982t7empubnP/95lHkAAIjMFn0Mf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width="768" /></p>
+</div>
+<div id="composition-1" class="slide section level2">
+<h1>Composition</h1>
+<p>There are different ways to represent the information</p>
+<div class="sourceCode" id="cb22"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb22-1"><a href="#cb22-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb22-2"><a href="#cb22-2"></a><span class="st">  </span><span class="kw">geom_smooth</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy))</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="composition-2" class="slide section level2">
+<h1>Composition</h1>
+<p>We can add as many layers as we want</p>
+<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb23-2"><a href="#cb23-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy)) <span class="op">+</span></span>
+<span id="cb23-3"><a href="#cb23-3"></a><span class="st">  </span><span class="kw">geom_smooth</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy))</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="composition-3" class="slide section level2">
+<h1>Composition</h1>
+<p>We can avoid code duplication</p>
+<div class="sourceCode" id="cb24"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb24-1"><a href="#cb24-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg, <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy)) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb24-2"><a href="#cb24-2"></a><span class="st">  </span><span class="kw">geom_point</span>() <span class="op">+</span></span>
+<span id="cb24-3"><a href="#cb24-3"></a><span class="st">  </span><span class="kw">geom_smooth</span>()</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="composition-4" class="slide section level2">
+<h1>Composition</h1>
+<p>We can make <code>mapping</code> layer specific</p>
+<div class="sourceCode" id="cb25"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb25-1"><a href="#cb25-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg, <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy)) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb25-2"><a href="#cb25-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">color =</span> class)) <span class="op">+</span></span>
+<span id="cb25-3"><a href="#cb25-3"></a><span class="st">  </span><span class="kw">geom_smooth</span>()</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="composition-5" class="slide section level2">
+<h1>Composition</h1>
+<p>We can use different <code>data</code> for different layer (You will lean more on <code>filter()</code> later)</p>
+<div class="sourceCode" id="cb26"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb26-1"><a href="#cb26-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg, <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy)) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb26-2"><a href="#cb26-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">color =</span> class)) <span class="op">+</span></span>
+<span id="cb26-3"><a href="#cb26-3"></a><span class="st">  </span><span class="kw">geom_smooth</span>(<span class="dt">data =</span> <span class="kw">filter</span>(mpg, class <span class="op">==</span><span class="st"> &quot;subcompact&quot;</span>))</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="fird-challenge" class="slide section level2">
+<h1>Fird challenge</h1>
+<ul>
+<li>Run this code in your head and predict what the output will look like. Then, run the code in R and check your predictions.</li>
+</ul>
+<div class="sourceCode" id="cb27"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb27-1"><a href="#cb27-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg, <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy, <span class="dt">color =</span> drv)) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb27-2"><a href="#cb27-2"></a><span class="st">  </span><span class="kw">geom_point</span>() <span class="op">+</span><span class="st"> </span></span>
+<span id="cb27-3"><a href="#cb27-3"></a><span class="st">  </span><span class="kw">geom_smooth</span>(<span class="dt">se =</span> <span class="ot">FALSE</span>)</span></code></pre></div>
+<p><strong><a href="http://perso.ens-lyon.fr/laurent.modolo/R/2_d" class="uri">http://perso.ens-lyon.fr/laurent.modolo/R/2_d</a></strong></p>
+<ul>
+<li>What does <code>show.legend = FALSE</code> do?</li>
+<li>What does the <code>se</code> argument to <code>geom_smooth()</code> do?</li>
+</ul>
+</div>
+<div id="third-challenge" class="slide section level2">
+<h1>Third challenge</h1>
+<ul>
+<li>Recreate the R code necessary to generate the following graph</li>
+</ul>
+<p><img 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FIRAOnMGQW/XjD0b3s7SlpuzDY5T8qbPiv/0E4uvvNhYPl8/6ffBdfO9dzzXXBtlwpQRDm14LATcqe6VWfL7f2tvc7rffzk2pL2HggAAAAAANKFRaD1Z5p7/EcjH1rn27rat7lpa32hOafY0ktVOrvu8pbw7lsaX4r8vDtcO8/zyBzbYfMcx6idXrlZEeVg97gprr23BnbvDtZaxNTXml9ozo20lpWVlZQQAwEAAAAAkEEIgPRqmL14mL24rLqsS4/ya8FrGp/xaN7mLZpozzV9sDK06W/Oub3UnM7vSlXUAdbeA6y92zaVlZWJCDEQAAAAAAAZgkvAepbV4S2bQhVtt38XXHuG584vAisTOFYkBgIAAAAAAGlHANSzjDUNftZ1xTBTv7ZN1WHPZQ3/d6/31YAWTNRwZEAAAAAAAGQCAqAeZ7Cpz1OuS39r3b9tkybaK02fXNTwd63rd4hvDxkQAAAAAABpRwDUEzkU21+dp9/u/J1bcbRtPcqyXyfvJtZJZEAAAAAAAKQXAVDPdZh1n2fcl48w9W+58XDLPsfaDkj4WGVlZcRAAAAAAACkCwFQjzZQ7f2U67JTbNMjU376q4XXOk9L3nBkQAAAAAAApAUBUE9nVcyXO066K+vsQjXnNufvshR7UocjAwIAAAAAIPXM6S4A3eEP+f9e+cYndd8PrSwoshT+OmdylmqLZ4fTLeMOsIyyiSVRFcZQVlZWUlKSgoHQSQEt+H3j2p2+WtG04nDBeOcwk0I0DAAAAACGQgCkP+eW3bO49hMtcp+uphHrm7Z97vmxjznvsj6zzGr3f6GpSX8iIvOAiIEywXO7371rx0s7A1XNWwZYe1/X78wT86alsSoAAAAAQGLxd36dmfHzRa/V/C/9aWFnsPr6bU8Fw8Gkju7RvM/7/huScEL2xuVgaXfVlscvL3+0ZfojIuX+ij9uvPvO7S+mqyoAAAAAQMIRAOnJozsXrfS2G5r4teAjuxYltYA7G+c/7Hv9D577t4R3J2SH3B0sjd6s+eLpXWmZbkIAACAASURBVG+113rPjpc/r/8xlfUAAAAAAJKHAEhP7t7xcuwO5f5dyRv9Tf/S9wLficjK4KY59Xe96/82UXsmA0qLh3e+GmcHAAAAAIBeEADpSUPY12Gfbxp+TsbQm8MV93r/fxzQoPn+2vjczY3/atSaErJ/pgKlWG2oYXnjuth9Pm/4KaQl5nI/AAAAAEB6EQDphjfkF2mz9k8b5f6KhA8dkvB1Dc+2zXre9C+d47lrZXBTogYiA0qZnYEqraOnkz8cqAzVpqYeAAAAAEBSEQDphsNk7Uy3LJMj4UObRJ1jO8ylRNlzeWjXHzz3P+17L9yJcKozmAqUGg7V1pluTsWe7EoAAAAAIAlq1y755JNPPvlmY0O6K8kUBEB6oorSYZ99HMOSMfSvrBNfdF81zhzlxu0hCT/ue+uPngd3hKsTNRwZULIVWQpyza7YfQZYe7uSkCcCAAAAQPItv++4GTNmzJj7VAdrX/QcBEB6MtIxKHYHi2LubclL0uhFav4TrovPsR8VNYfaENrecTrVFUwFSiqzYjo+d2rsPjPzZqSkFgAAAABA0hEA6cnrw26LPQloVv4hSS3AJOo59qP+7rqoSM1v1XSdc3YfNfHZEzFQ8vy5aHYfS+vfY7PB1r4X9jkplfUAAAAAAJKHAEhPcs3u+UNvMrWTAR2WPXGic3gKytjHPPRf7quPtk5u3nKs9YBDLOOTNyIZUDL0MucuGPq3IbZ+bZtG2wcv3Otmt8mZ+qoAAAAAAMlgTncB6Jrp2fuUjVt41sZbvvCs8IeDIqKK0secd1bhUYWW3JSVkaXYb3SeMdWy922NL+UoWZc5kj5VJJIBlZREWYQI3TbKMeiTUQ+/VPnBOzVLywI7VFGGWouPyZtyUu50q2pJd3UAAAAAgIQhANIfh8n6ytC/RX5O79SYwywTRrsHejSvU+nULaXiRwyUcHbF+rvCo39XeHROTo6maXV1demuCAAAAAC6yF+zeUPZthott6hkyKC8dm6hXVn66YoKzVQ07uDheSIivt3rVq36oSL7yCMnZFWs/KR0t4jk7DVlQr9ofw2vW7/0+y1NIvaBk/Yv6eCGOhmKS8AQlyI1fy9TcYoH5YowAAAAAICISGDjoiuPHN67cNCoiQceOGnU4MI+I4649PmV0e79/vnfDpsxY8ZRd38tEty44KKDBvXda9L0mfd+5ROR+n9fMWPGjBkzDrnhw2C0YbY9feaUGTNmzDju4ZW6nUhDAIRU+D64fnu4KoE7ZHFoAAAAAOjhQlveuWLapJPueW9tbeh/28I1a95/YO6+B1/9WbtXN2g7Xz1rxqkPL6kIiYgoiojI0FmnTBIRqXnjtY/DbR+y9dUFSzQR6X3KmUfaE/y/SBkCICRdddjzl4anZ9ff8VrTF4ndc1lZ2erVqxO7TwAAAACAHpQ/dvqJ9y6tEpHcyX98aP5/f9i0Zc2SN568+ogi1bf8zr++VBn1UdrmZ87+w4vbBx59w4IlK8oqPO+cWyAiUnLyrP1ERCpeX7xEa/2YLQvnf6mJSPHsuYfpdgIQARCS707v/CqtvkHz3e595dKGJ3aHaxO7/9LS0sTuEAAAAACQ4Txv33DLpz4R6XvME0s/efzCkw8dN7B4rwOPOfv2fy95efZA0bQ2OY6IiDS8P/+tgj+9t+KtG2ceOGZwryzTL9sHzTrlABGRHYtfW9rqkdsWzP9CE5GhZ5x5kI5TFB2XDl143f/lh4Hlzf/8IrDy9Po7Pwn8mNhRSktLuSIMAAAAAHqM7U/f8WyFiFgPvv7Rc0fscVmWefDJ91/7q/av1HL/9qYbZmS12Tz45FmTFRHZ+tpr3+zRsGXhgi81ERk7d86ERJSeLgRASKKt4d33exe12litea5sePK2xpcbtabEDsfCQAAAAADQM6z88cewiLhOuvTsAW1be8+9cFZOew+dctxxhdG2Dzz5lAMUESl7bXHLOQvlC+cv1USUfc+cMybOotOLAAhJpIra3j3CFvuXzK6/47vg2oQPSgYEAAAAAAZXsWZNrYjIsDFjbNHa7ePHD2/nofmDBrVzG/f+J8+aoojIutdeW9m8cevCBUs0EdPUubNL4io57QiAkERFav4Trovn2Y+xKFHWydoWrpzneeQe78KwRL80s9uYCgQAAAAARrZx40YRESkpGRy9Q/HAgaboLf369WtvrwNOPuVARUR+fu21n3/Z9Mv6z5Zfn3laUTdrzRT6Xb4a+qCKcpb9V1Mso29ofG59aHurVk20Oq1RFaUbe64J1n/ZsGrj7h11oQanyd7fVLi/a3Q/y/+fyVdWVlZSovOEtiONgcYZ6y7e2LQzsr6ZIkq+yfXGqDuHW6JMgozKrwVfrf747Zqlm4MVisgQS7/f5k45Nvcgs9LOmyUAAD1VTzi1AADd6NWrl0i5SG1tnUivKB1Uq9UsEorSYja3n4QUz5x10CVLPg//sHhx2XVXl4iUL1zwlSbiOHruzKiXjekJM4CQCsNNxc+6r5xrO1xV9njKFao5VzhmdmOHXzeU3rH9xQ/qvl3n3VLhr97o3f6556f7drzyZs0XLZd6N/ZUoBer3xu04pQy347m/7ImWmWo/qAV8+ZtvLcze1jn23rozxdftOnBd2u/WtVQtrKh7M2aL/648e6j1ly5xb8rmbUDAKAzBj6jAABdGjhkiFlEZP369dE7lK9b151VZ4tOPmWqIiLfvbZ4s4hsXTB/iSaSfcKZx2V3u9ZMQQCEFLGK+U+OYx/NuqBIzW/eeLVjVrbi7OqufmhcN7/qw0CbLFcT+bh++Vu1X7babsgzts2B3ZdsfLS91gXVHz+xY3HsPVQG605af91q3+a2Tcsb1568/vqGsC/eKgEA0D9j/z0JAPTKNHToIBGRze+9szLamiJVn366MsrmjvU7adbBqoh8s/j1rVK+cMFSTSR/1tzfOOIoNkMQACGlJpn3esV9TWQq0NGW/aZZxnZ1D0EttLjmsxiLBn1Sv7wiUN1qo/FO3aavmicx1066fvvTsfdwz/aXtvl3t9e6zrf10Z2t7+AGAEBPY7DzBwAwkLEzTx4hItqKB29aUNW6MfT9Xbe80di9HReddMo0k4j2+Wuvf7tw/leaSNFpZx5ujbPcTEAAhFSzK9Y/OY59JGve5c7uXPy1xldeF4r1Qg6L9n3jmqhNRjqH84S9sTtooq0JlLfXGtLCi2o+jb2HBVUfdacyAAAMwXh/PQIAYzHte+VNx+eISO2Csw+9cPGmYHNL/bIHjz/untXdvtdQn5NmTVdFwp8+fvaTX2oiQ86Ye5AhlkglADKUknaku64o9jUPdyvdmUO3PVDZYZ9t7fcxxslcY6BTWfaj29udwrM9UFkVrIv98I3+HVwFBgDomQxwtgAAxpc/69YbDnaJiOeHR04cPWjCYbPOnff7E6aOLDnwkn+Xh/ufOnt6N2ObviedMt0kEvrpx1WayIi5cyd3575FmYe7gOlbJ8Od2N0y9hRHE+3GxhcOsYyfYRnXvLEpHOjwgR320ftdPLZIxymYiOwI1rTX1NDRBKLmblmqvbNlAQBgCBl7agQA2JMy+tK3/hOeO/u618t8jdt++HDBDx9GGhwjTnts0dPumxf+q3s77n3irBkXfPTfoIjIxDPn7J2ogtOMAAhR4qEMOe/5t/+rd/zfvOP/5mDLmKscs/qoeSKSbe540egcU1aHfXSdAXXyLu8Huka119TbnKeIosVcRciimPNN+l/pHgCATsuQUyAAQKdlH3D54lWzlix6edEH367dVhPM6jV4/GEzzzzlkEFO+XT09BkzQgNLXP/rXDh6+owZIRk2qMMvlYUnnXfeK6EVIjLs7DOGJPV/kEIEQIiiZTKSrjOhGs3zsPeNyM+fB1YuD95xrv2oWdZpe9n6d/jYYfaO+8j//ms6jYE6jG9E5JLes9pryjO7xzqH/NjYzh0TRUTkIPdYs2KIS10BAOgE0h8A0Cn7gCmzr5wyu832add/8NH1LTcc1HpD+3rNfPij7ixam9FYAwgdSNdCQvd4X63RPM3/9Gje+7yLzm14sNHkH2UfFOOBeSb3BOewzg+k07O9Q3Imxe5QYHLH7nBB7xM76NDrhK7VBACAPhljiUAAAGIjAEJnpTIJ+jq4+n3/d223/xgsm1N/l88VzjW52raKiFUxzyn4tUXp2tQ2PZ72vTLkBodqa69VUZRlo56MvYcT8qaeXvCr9lov6jNzRvY+3a8PAACd0N05AAAA3UMAhC5LQRI0wTz0bPuRUXMcvxZ8rumDH11b+mUVqrLHWuxDbf0u6XPyIFvf7g2qu/O/zeMXFlv7tN2epdrXjnnZaengulZFlPsHXnhb/3NbLfTT15L/0KCLr+93ZiJrBQAg8+jxL0AAAHQbawCh+yIZUDLOnKxi/qP96MMt+9zW+NJPoY1tO2wK72w0+57rd2WFVuPRfA7V2lfLLTTnxjmu7lYFWj7mycpA7bmb7lrp2xgKhwZbix4YeNEYZ2frV0Q5p9cxcwuP/NqzaotSqYo6UHpNcg63qpaklg0AQNoR/QAAehoCIMQreTHQUFPRP1yXLPR//pjvzUatqVXrFY6ZBabsAc6+qqqKSENDg6Z1sChyJ+nrBmEFlpxXh90azx5simWqe3xOTo6maXV1dYkqDACAzET0AwDombgEDImRpIvCVEWdZZu20H3doZYJLbf/yjrxEMv4hA/XjDnhAAAYEp/vAIAeiwAIiZSkGKhQzbkj6/e3Z/2+QMkWkTzVdYU9FXfk4xwRAADD4K87AIAejkvAkHhJuijsMMuEydkj7m1ceJBlTJ4a/S5gCae7VYEAAEBbRD8AABAAIVmSEQO5FceNWXMSuMNO0teqQAAAoBnRDwAAEVwChuRK9g3j27MlvNsvwQTukHnjAADoDp/dAAA008EMoHD1zx9/9N36LeXba5TcouIBIw44fOowt9K2o7f8q/f/82Xpljq199BRIyfsf9CY3tzLOkMk705hUTVqTZc2PK5q6q2us4ap/RK4Z6YCAQCgC0Q/AAC0kuEBkLbzi8dvf+TdDQ0tbu/95oIFi468+Prz9y9o0TG447PHb3nw/c3+yD+//fztV/719syrr50zPidKVIT0KCkpSc3Z2F3eBZtCFSJyVt09f3Ice6ptRgJ3zqpAAABkONIfAADayuwAqOq/jz34zgafdfBhc089dPywImvdxm9f/+fzn2x45/6Hhjxy0xGFv/RrWv5/19z9/m6lcNJpc4/bf6irctVHC5558+eFN95oe+C+UwYRASWDJlqpb1N5U4VZMY2yD+pnLez4MYmeChTUwuu9Wz1hb5bJnh922RWriHwQ+P5t/9eRDn4J3uddtCy47jrn7GzFmZBBIzIqBvrKs+ozzw+hsDbOOeSI3Mkql3YCAHoqoh8AANqT0QHQmtdf/t4nhYf8+daLJ7tFRKR34TGXDVR3nf/Equ/f/XTnESf2ERGRHW8/995uMQ857bq/nDrEKiJDBgwb2dt/6Q3vrX/1xc+PuWZqIr/4Q0Tkhcr379vxSrm/onnL5KxRNxb/fr+skZ15ePwxUEALvlf79RLPiiYtENmiijLBOWxSzqhbG19q1fnjwI+l9eU3O+dOMA/t9ohRpf2KsCd2vX7btucbw03NW8ximlN4xF0Dzk9jVQAApAXpDwAAMWTyTIHGsrIKkax9D93P3WKr0nvSpAEisnnjxnBky7bPP12niWn8b48dYm3u5t7n+MMGifi+/fTrxpRWbXSaaJdufvjSzQ+3TH9E5OuG0mPXXr2o+tPO76rb0Yk33PTwzlc/qv++Of0RkbBoyxrXPrZ7sSVarLkzXH2+5+GnfO+GRWvbGo80Lg594aYHr9vyZMv0R0SCEnpm99uH/nxxWkoCACAtuFcDAAAdyugAKGfEUUcddcy+/VtdwuWp94iIyWyOFN9UumqDiIzed9KeE32K99uvSCRYWro2NeX2EP+q/OCFyvejNgW10IWb7t/o39H5vXXvHmGLqj/ZGtgdtckSUKc2jjrIPKZtU0jCT/jenud5uCJc09URO5T68863a5a+XPVBe60/eTdcu+UfqawHAIB0IfoBoGulpaXpLgE9RSYHQIUHnH7++efPntxysWcJbv/ktS8qRNz7H/DLd/yt5Vs0EWdx/7xWjy/uVywidVu21Kem3p7h/h3zY7T6teCjOxd1dZ9dyoCqgnXfN8YK9WqCdWeqh13sON6iRJkKtCy47nbvK12tsJNSGQP9ddtTsTs8u/ud1FQCAEC6MPEHgN6tX78+3SWgB8noNYBaqF2+aP7S7fW7N6368ecKf87IU/587mR7pKm+vk5E3C5X68c4st0mkVBdfZ2Ie8+m8vLy559/vu0w559/vsPhSEL9UZjNZkVRXG3rzmBrveWbOprg85Hn+278p8aOHSsia9as6bDnet+2Di/iWhfY8vu8ow5wjL6q9snNoT0uVXMpjmtzZttMtq5W2Hnbtm0TkeHDhydvCBEp9++M3aFJC6yVbfu4OluGyWQSEX09ITONovwyXdFkMnEk42ez2cxmvXxIZaLIi1pEbDZb88/oBlVVRSQrK0vTEnwRcY/S/HJ2OBwJOZKRcwabLYkf6FGl/e3dYrGoqpr2MvQu8pGtu1PxDKSqqsVi4TB2T+R9zGKxRP7JkeyqzJk5NWrUqHSX0Fl6Obf2lH705tubIj/bSvadMaG4+Xovn69Jon8cZ7lcIrU+n69Ny+7duxctijJR5YILLrDb7QmruhNSPFycdjXWdthna9Mum92mSHfuvTZu3LgOX8Z14Y4XdaoJNVgslvGWYa/ab7y7bv58z8fNTX/NmzPYXtSN2rqq+Q+SyXg7qAl6wp04e17ZtPHAwnFd2rO+npAZS1VVjmT8LBZL8ykR4mE2m4nS4pf6oMGoEnIkS0tL0/X+kCFv7xlSht4pisKRjB+fMt3T9n3MZDLxB5uuCofDoVAojQUoiqKv579eau17zA1PTGv0VO0o+/7dhW/89/Frln9/6Z3XzugtIg6nQ8QTDAbbPCjgD4iI3cb7eqLY1Y5P2myqtXvpT0QkLokRA1nUjp+0zRd/Zan2G3PnHmgb/deqZ+o174lZB//WeUC3a+ueyP8lsTGQU+3Uk9ptykrgoAAApF3m/L0XALqNt7JESXsAFJkmrCN6CYBMrsIil0jxwL3GTt63398ueOjbr5559cdp549TJS8vT8RT72mz0k+o3tMoInn5rRcHEhk2bNhjjz3WdphQKFRb2/Ekl4Sw2Ww2m62uri41wyVE31COSVFDWjhGnxH2AfEfw379+rV3NWy+4o66vaVephyv19v8z2ky5vmcq/7u/fdlthNbbk+lZcuWRX4YOjQxt6K3KhZ/i5ugRTXRMqzzv4usrCwRaWhoiLeyHkxRlOzsbBEJBoMcyXhEjqTX6/X7/emuRcesVmvkomafz9fU1NRhf7THYrE4nc76+vpwONbHH2JzOp2Rv3V7PJ7unaxnyDIZKTtRbI/D4TCbzfX1LHEZl+zsbEVRwuEwRzJObrc7EAhEu+IC0bV9K1NVNTI10u/3p+urSjfk5OSkuwR0RwYHQCFffWNAVJsry7rnfJL8qdPGPvzt0ur166pkXGEkACqvr63TZM+JJ576OhGx5efteXcwERG32z158uS2Y1ZWVgYCHXypTpTIVLGUDZcQ2eKc5p7wUd2yGH2Oz52akP/UwIEDJdp9Pfay9ncoVq/W7tdCRWScfWirk8t+kn+zY66EJSTpTIilzTpH3bgJWsRk16jP63+M0aGvpSBPy+r870LTNE3T9PWEzDTNfwHgSMYpsjRDKBTiMMajeRo5RzJOkSdkIBAgAIpH89ELBoPRpm13IHNWek77q8lms/Epk0AcyThpmhYOhzmMnRT7rYwjiRTI4AlL2xZfffrpp5/31Ko2LRa73STyv7jH1aePUyRQumrdnr2Cq0rXiUhRUSoWfOk5buh3ll2xttc6wj7w971+k8Dh2uYjNsVydO6BMR4yOWtUf2uvBNaQVGUtdOmBjw+83Ky0e5GwoshDgy6KuzoAANKM+3wBMAbeypAJMjgA6jtwoEWkdtWKLa0Wuw2v+3lNUMQ9dEihiIiMmTjRKrLjm6/L9+i14ptlXlGGHTpjQMpK7gnGOEr+OeSaXHOUBepH2we/PPRGm5LgRRlLSkpaxUBTXHsflbO/Gm2loX2ce52YN73bY/0cKn/c91ZI0vM33rJo2uvcx5r/8tAbrdFuda8qys3FfzjEPTGZxQIAkHR8XwJgAATZyBwZHABZJk2bkiWyadHfF6zzNGdAoeofnv37m9tE6T3t4BGRTbb9f3N4oUj5648u2vS/y3saf3rqHx/Vi3mfIw/tk4baje2w7Emfj3z0kr4nj7IPcqr2fHP2ga4xdw+Y95+R9ydv6k2rDOjw7H0v6TtrP+fIAnO2VTHnmF17O0rO6fXbMwp+HWNeTGwezXtNwzNP+96b53l4Z7g6EVUnQIw8aLp7wk97P/vb3Ckuk0NRFEXEoVgPdI35fOTf/9jruHQVDABA/Pi+BMAYeCtDRlG0TtxMOm2qPr3t4nuW1oriHrD36KF93KGaLWtX/rzDK6YBx99y3+/HNN+Sqn7Zo5fd9N5OcQ/YZ//9hjh2lX79zcqdPtvwuXfeNnNIu9crtVVZWZmyA+JwOJxOZ2VlZWqGM4xW76FOpzOy8EpDQ0Ocv7urG57+MLA88rNLcVztmPVr66R4dphU3V48qD05OTmapulrVfJMo6pqfn6+iAQCgbSvEqpriqIUFBR4PB4WlYyH3W53uVwi0tDQoKNFJTOQ1WrNzs6uqqpiDaB4uN3uyCqnNTU1sdcAyvAvSwn//O0ql8tlsViqqzPlL1U6VVBQEFkEuqqqKt216FteXp7f7+feF1F18t3MZDI5HI5Ro0b5fD6Px5PsqhKlsLAw3SVIaWlp99aVSyBVVa1Wa2Lv+JxUGbwItIjkT7vq/qyX//Hcu1+X/fRV+U8iIiZn8aST5/zh5CnFLW9I7p543u035D32f298t+yD8mUiYsoZesiZF5z7m66kP9CFkpKSZJwazvd/2pz+iIhH817X+Oyy4LpLnSfaJMEXtSVE80FI+5koAAAJkeHRDwB0Hm9oyEyZHQCJmAonnf6XSad6q3bsrPQEHb2Ki/IdUS/wMRVOnP3Xx2fWbt+2szZgzy8q7u3q5oVAyHiRyCOB76rbw1UPeRe33b7I/8Xy0IZbnWcNNWXuUuIkQQAAA+DLEgBj4N0MmSyD1wBqweTILx6814hh/dtJf5pZc4oGDx+510DSnxRK13tcAvOOIjX/BscZWYq9bdOG0Paz6u9Z2PRZosZKHj5sAAB6xHI/AAyDdzNkOH0EQMhwBsiAfmWd+Lz7z2PMg9o2NUngLu+CKxv+0ag1JWq4JOEcGgCgI3xsATAM3tCgCwRASIx0veWNGDEiUWtu9VcLn3Rdeo79KFWJ8rqo0xrtij6WlOLjBwCQ4fioAmAkvKFBLwiAkEjpeu9LVAZkEvUc+1GPZM3rpea03O5WHDc556qiJGSU1OBzCEg7XoZAVLw0ABgGcTYSY8v799900xOfJf0W4QRASDADXA62r3n4i+6rDraMifxTEeWvztP7qnmJ2n/K8IEEpB2vQaCl0tLS9evXp7sKAEgMPuWRGOEND8+dedmNNz7+6e5kD5XpdwGDHkXeClN/U6oE3h0sV3Hdm3Xu4qYl93kXHWc9cLplXPz7TJd0/ToAAGi2Zs0as5nTTgAGQfRjBJomPp8immazi5rGmTGhVfec8eeP6lMzGJ/EurTUs/L1ms9LvZuCWmiQre+vc/b7Tc6BZiV1tz6rCtaduO7a1b7ykBaeWj/cLKaxzmGnFxzesk9ZWVlSQ4e7tr5yz65/aZomokW2TM0at2j4rSUlJQl5R1ZEOcF20FhzyUBT7/b6rPGVv1/7dUWgOighm2otsRYdlzs1x5wV/+idt75p6w+N63cEqjQJ55uyxzhL9rYPUZXWV6u19+vwh/znl9//Ue0yr+YTUbJU+9E5Bzw06JKU1A601hD2za/68NP6HyrX12Up9r3tJafkHTbMXpzuuuKS7DdDIMNFPpTt9ii32gQAPSL90TvF51XXrpYdW5VAQERENWkFvcJ7jdBy03DNh//7W2Zf/6UvVcMpmqalaiwdqKysTNkBcTgcTqezsrJrl/nVhxov3PzAWzVftto+yj7o6ZK/pOZr0u07nr9v+/zmf06tHxH5QRXl0t6z+tkKW3ZO0teefstPCGjBttsVUSr2eUOS/76sifZoxWtlTdvbFCBH5Ez+VfZ+SR09ojHc9FLVf1Z5N7XaXmwpnFt4ZKE5J+qjWv5G3q396swNt4Ul3KqPRUyL9rrtANfoxBZseKqq5ufni0ggEKitrU13OfrzSf3y8zfeuytY03KjqqgX9D7huqK5UVdnz3At34hSnwHZ7XaXyyUiDQ0NXq83xaMbidVqzc7OrqqqCodbv1sitpYvAbvdHpkB1NjYqOsjmfY81+VyWSyW6urq9JahdwUFBYqihMPhqqqqdNeib3l5eX6/v6GhId2FpEgyvmKYTCaHwzFq1Cifz+fxeBK+/yQpLCzsuFOSlZaWBoPBYDDKt8IYlKpK9bulv0Q/ezSo4dFjw4O69iavqqrVau3+irTepVdMmnpv+cGzpq6c/86uCbf8/P21I7q5q87R3/l0TxbSwnM23NI2/RGRUt+mE9dduzOQ9M+wFyv/0zL9aSks2n0VrwTCe7yWkrEMzYDlJ0ZNf0REE633/2PvvOOsqO7+f8602/vebWyHZVkWBEUERAQVBbuCJZaYmMSYGI0+T0xi4pNHTGKK5jEm1sSYaNT8sGHDjgoLiIrSYXvv5bbd26f9/lhdlt3b78wtu9/3a//YnTl3znfvzJw55zPfcuAShFB5ebmsU7SHB7ZMVH8aVH2D2MYdcwAAIABJREFU9AhCSEToXdfnO0cPydf1GIIoPDW0dar6gxDqYYefGHzNLYRe742fjmP+zhta75uq/iCEWMRf2nTXEA8SBpA69nrqr2v59ST1ByEkiMLDA6/c0/vPtFgFAEBiQBI6AACmGTCsTROCgdDqD0JIFIijh/DwUAqtcX945/UP1mnO/8szP5ydomgeCAHLJl50fLTbfTjc3j7Wdl/vs38tvV1WG+7sejTCXhGhPw+8+LOC6yZtlzACYp+nzi+GumPHbRDFy5rueq3yDwghqcLBJnHU39YR7B//c5AaGf+ZE8hTCvRW5+6V2gWyOix86jnWPsGGSTh493uuzzaa1oTcO/adXOW5R0Rh/d0EJF7acNcn8x9P2lIAiI6IxJ92PRYIf2v/fejNq8xnL1RVpNIqaYFAMGCGAAskAACmHzCyZT6a/t6CvbujNsMsi7hIa0m0/V1RET1m2TW7amh+slli7W//+FuPtVgufe6f3ylpuC3Jg8VKUgtU72DfSBb78GYf/7Fti9zgNedOnxCQz4Bj/k5O5CO3GeRCu41IpZpf1nR31DafeI6N/y7HiutD177x31nMtyoHx353UJ4vNW0Nyn4n6f3cUyd5vxP5wlMfucE+TxMnhr0/OYGba88dD98LSXOgO0HjACBODntbj/oijQ+CKLxg+zBl9sgETB+BaQ9c5AAATDPA8SdbIHiO8bij/tDBAC0IkX64mI5DBJJO2jP4ys3f+VdP3lV/e/K6fCm+gRhJSgBqe/y8vOLTrvzJX17fPxCUyiIgPIe9USqn+oRAk1/GRfvfB16P2iaCUwmSYmroxxEl2zEbTkzkJHk42DB7PPC+VTnI4uOimIDEQdq1X93xG27zq4HdQRRfSGqMiEjsYaPUCPSLwWEubIKA8eskggYkItQTTKUPJDBzOeSLXhY6ljYAAKQLWCMBADDNgGENkJPep7/7/ZcHCm986vEN1pR2nGyIir9378sP3nHZKbPy56+/+b5na9vckFNaJnhR8Mbg3TPCy5iDrZ+PKWV1yLQy4yQ5kiacpFtCDYj7+h90Ud5BaiRkmyHk+r3vhctG7n3K/+6oKHH6VU7ko7piIYT8QlixzC4eN3vVaFU4GahZTj0RAMYZ5b1R24zE0CbzgakkMP2ANRIAANMMGNYAmRFbH//Wj7c6ym7+118uNKe476QEoMK13//euvlmCiHEO+re+/v/3LC6Iq9s5TV3Pbb18HB0Nw0gLkhMmEhd1Ga5tIy166qUxbE0I6JdV8mMqjiJi1YqDUiB6bFf9Jy6IpBLimFNGhZc/wq8z0rtB0RjatyGCOhIdbhdRUzepC0hNaCTNXPjtQ0AEiBc0bqJyDq4AQCQALBGAgBg+gHDGiA3fP2fr79zm2fObc/+33nRl/dSk1QSaNPK255897bHho+8//LmzZs3v76zZVTwdn6y+Y+fbP7jHZaT1l193XXXXXPJ6cVhF6FAfKzULXzTGSm1VR5tnqOQsRL8T3Ove2zgtchtCIRjPFpiKVGL6Nyu8MmPx8BEWBskSQtdosg74mtDCGGEZgVNZk7brBxwkqF9r86lTzFj6W/tOcpZR33tERqYSK2ZCttvKZ2H0eRovTENaKeuYexPEpN6UpO0pQAQndO1CzDCkQNIT9csSJk9sgLZoIFpACyQAACYfsDIltUIJBXUaKM2i54EmiBiSQItxNAmHLUP/3GPl6isUX74p3vHM1y2f+5GCPV/9Mi9XA5iFl//i0tnJ9xBRCSoAkbnLLjwB7+98Ae/9ffufevFzZs3v/jWZ90+1nZo62OHtj52l7b8zMuvve66665YW21KUWmzacvNuZdsdX4SYY10k/UiWStPaSmlgdK6OHeENqfE4zMyNs7GtRbaV/Okdf/FEZvgB/J+GGH3WHfJDPEXG08/6msbPw0qgV7oLXJQnl7aaac8k3SVqxWrE+4oAqu0iyILQGfqFuOIYlwpkx+yjtiq0aoxDWi9fnlyNgJArMxirBcZT48gcOtI9XU556bSJFkBDQjIXmCBBADA9ANGtmmAJ7+w+eIro7cLBsgdH2I2XAZjzC9bKVpyJDVtMoIgICQ0vX7/pin5dfs/emTTRwhpv71cNgFISrFAWbh04x3/99KnnYOttc/9/paLFuXSCInuth3P3vf99fPzZ52y4Y4HX9nbm3S+7JnLMs382/OvCLd3tW7xD62XyW3D9uqHI8gKKkJxjXltvMeMd8xdrp0XYa+aVHwr//yoB0lm9ZVDGc/WL5m00cRpanyzTvWUFwVNavyVJLyIqphHRomb28c1/5/vld3cUZ8YRwW3SmXRat3iCRtOUJ3mKUvO0C6MfIQfWi+lcWgJeNVo1Xmek56uuCt2ewAgSf5QfHMpE7oGAoGJv5T82EoZU2wSAAATgYAvAACmHzCyzTgYhXDqcpFmQuzCBL/gJLnVH4RQzY2PPzeFu881IIRKrrj/ueeee+4f30+2wnx4sJhwTt3o8I4jr/zuRz/+c+3AhHS1hKHyrI3X33jLD69eYpXA/0habDabnF/ICahUKrVabbPFlFZ5Is8Mv/u73mft/PEkvgymvmu96O7CG2LJC5M8HVz/GUd+5Be/0k3Hc8fkkMZfFF6X8GHjUmSubP3f7a79U7fn0Pq6Bc/HfpxkRvza0YNvOT/hTsx4rSfUN1kvNtK694JfvBis/a5y/Vr65MjHecD30kuBnQghEhGV5KzTqKrT6KqTydnh1JlxRCTuHj383sjnE7ODU4hcpTtpvWE5FYMvWEBgH+j/j4Of7NKVRxv/O/dqiqCQpMmzpz0EQZjNZoQQy7Iulyvd5mQfQ5zzZ12Pv+XcM9HPsUJReH/xD0+UO7OGyCOM3DeXUqnUarUIIY/H4/NJnIp+RsEwjF6vt9vtghCpxMF0RaqlkVKppCgKIeT1erP6m0z7Y1Gr1dI07XCELfQJxILFYsEYC4Jgt9vTbUt2YzKZgsGgxyNjFRqZyBzdhyRJlUpVXV3t9/vd7kiRFhlFTo7sQklU6urqOI7juPjTrfr9ZHMD7utBY65AJCnm5ApzqkRD3K8bCYJgGKa6ujpuG05kx20Fax7pX/zb+v13h63RLAnyCED+/n0fvL7l1S2vvvHxMVuYEDv17KsefP3fN9copO8+cbJCAEII+YRA7ejBen8HK/JlTP4a/cmxpFCVlrdHPr2v55kBzrlipCKfMl+ds9ZC6JM/bFzzqlV1tzYEO0VBxJgw0/p9NX9To7gzTiUz+guisMd9pCHQ7RcCBlK7VDNv7oQ82SISRVGMGpS3ceQ3XcLkautarFpCzTmNqlpKVZWRkxM2TyQosk3+7n7WLiAhhzLOVRZriPhCUruDg++OfD7EOjHGeZT5QsPySdl20z7ZzRZAAJKE9mD/ztGDLsqn4Kkapmy5Zr6ska2yEnV4kfXmAgFIKmasACTt6ggEIKkAAUgSQACSimwUgDJH+hkDBKCESVwAGsfvx0gUGQUiEpxtZp0AJKUPjjDSuvvtV7dsefXVdz7pmFAOnrbMP+vSjVds3HjJMt3RN/79zNPPvFzb7vW2vPiDtbqSpn+cHz1XEzAJFaFYZzhtneG0NNpwgX75BfrlSOoxNK7UGDurHzEajWMTyoTFu2RSAhGYWKk7aaUutI8eRhjjKCmxewXbVPUHIeQWfTvYwzvYwwihDYqVd6muDncEBtM1qvIaVeLz0SIm93s5F6lUKlEU/f4QMZoJpGoCgIQpY/LLcwosFovb7Q55QU4nIBkQkJlk2uoIAABAEmBwAyajVKbI+yNjkEAACg4d/vCNV1/dsuW1bQeHJmRTUuQtPvfyjVds3HjJmmrT1/3k3bjp7Bvvvm/bb6+7+te19v6nH/p/D5x/E5T2BSaSFrlBkupgCfApVx+1zXyyNAWWRAVkIACQA9CAgIwCVkcAAExXYHwDMpmyC+7clOPOP1N2v6qkBKDhj//w43v/8dbOlpEJnrzqotPWb9h4xcaNF50xWxfakYouWvu/d132cO0/HXxraydCIAABU0n9oigtGlAPP0wgLESsfr2UiqOwmtyADAQAkgMaEJAJwNIIAIBpCQxuQFZQev5P7olex0gCkhKABmqf/387WhBCCBG68tMv3Ljxio0bz19WrI4S9YIQIpVKGiFEL1wob4gbkM3MBA3oNtWl31Keu5dr/JSt28s19gqTc0IVE9YCwpxKk2IB1qsAIC1wTwFpBFZHAABMS2BwA4CpJBkCRprmnn3xFRuv2Hj5eacUxJXOecldHx25BdGWivjS1QIzjNT7mySTEigx9Fh9Dr34HHoxQqhbGP6cbdjLN+5lG0ZEL0LoNCq6RlrLHu4XHOczS3VYJbu5XwOuQAAAAFkNLI0AAJiuwPgGAOFISgCqvHP3wD2axAqP64trapLpG5hJzARXoDGKiJwiRc4GtFIQhQah+3OuYRFZEfVTTwc+OMK1P+F/65uKc65RrFFiJgWmjgEyEABIBTgBASkDlkYAAExXYHwDgMgkJQAxGo1UdgBAZNLiCpTGRwiBiWqypJosidqyWeg9wrUjhNyi73H/1peDO7+nWH+JYgWJUlc5G2QgAJAE0IAAuYGlEQAA0xUY3wAgFpJaIh67/9xTLrjxl399sbbRzkllEQCEJ8Uje1asxF4N7J7455Dg+r3vhWtH/lDLHk6xJW1tbfDoBYAkgZsIkIO2r0m3IQAAABID4xsAxEVSHkCir3//O9v2v/P07xGhL1+29vz169efv+6sJSXa1LkeADONic4mgsi/2/Zuq7urQJN7umG5gowrD1VMpD4lUFwEEPtu8Iup29uE/js9Ty4gy36sunQxNTvqcdyCr8/vQCIyCCo1kVRiLvAGynYGOUdHYIBAeLZilpHSpsWG1kDvUUcXFcRlRB6Dk8xVlx4CItvo7xoM9BlIrYXSx/VZ8AMCJCRjn18AAABJAuMbACRAUhNrdX5prvLooF9ESBhp27PlsT1bHrsHMTk1Z5y3/vz169evW7UgV/oVOQAg1NjSuMn16EeolR8rOTeMMEI1nOWZql+X6KOHTcVLesPBItDODygRM4p8Ifce4dtvdv/1bGbxfepvEyh0cb4mf/e7rs86gv1jhegxwnMUs843LC9V5CVjGMhA2cj2kf1/7P/PF576sT9JTJypW/zLgusXqytTY4AgCv8cfvuxwVe7goNjW1SEYoPpzLsLb7BSxtTYkDz9rP2+3n+/5tjpF4OrRqsQQhZSv0Z/8gptDQ5zG04FNCAgeTLzsQUAAJA8ML4BQMJgURSTOkBguP7znTtqd9TuqK395GC3R5h4cPWsU85ev379+evXn7N8tjEL3uLabLZkv5CYUalUarXaZptc9jvrSP0Q7GU9v+t91kfwCKGduoaJuyiE35j1q6W5S+XoNzMfNjwS3mO/fMK3tV9whGywnjn11+obQu6qHT34hnO3iCZf8wTCV5nPXqqZJ4mFM2cdSxCE2WxGCLEs63K50m1OfDw88Mpvep+ZejHQmHqk9L82mM6U2wBW5L7T9od3XZ9N3WWljK9W3lellF7blZxj/vYNTXfbuJGxP8cEoDFOUlV807KOwPF5yCZz+yiVSq1WixDyeDw+X2iZGIgFhmH0er3dbhcEIXrrdJOZjyqEkFKppCgKIeT1erPimwxH2h9qWq2WpmmHI/RDH4gRi8WCMRYEwW63p9uW7MZkMgWDQY/Hk4K+MnZ8SxKSJFUqVXV1td/vd7vd6TYnVnJyctJtAqqrq+M4juPSmY2GIAiGYaqrq9NoQ1wkHaulyJm36vKb737o+ff3dTntLZ9u/ef9P/32hcvKDRRCorfny61P3XfrFavm5ORUrrry3vcHpbAZmOk80vPCmPqDTlxfIYQ4JF7RdR/Hs3L0W15envZp31RIRFxAL31F96tfqK42EZMDdmhM3ay8IOQHWwK9bzh3TV3wI4QEJL5o/6iPlUadhNjszGf7yP6Q6g9CiBW52zofavR3yW3D/f3/Can+IISGOOc3W38bFDM915xfDF7f8ptx9WcSh3yt20a/jPeYcOMAsQMjLQAA0xUY3wBAKiRN1kMZKpZdeONP7//X1k9b7c6ufe8//9Avb1hZyCCEeFfzrpdf3jMkZXfAjKRrtGuAPOFV9qrRqokykJfg/1T/qHwGZKAGhBCiMXW5YuXLul/doFirQPT49iuZVbOI0PL8B669EbzdBCR+4NorrZHw8M5Y/tS/OaT6M0ZQYB8aeElWA0Z57xMDr0do0Bboe9m+XVYbkmez7cPx4LWQfDyyLyjGLU/DXQNEBkR2AACmKzC+AYDkyJGtWXB3HXh/81NP/O2JJ/729xd29wZl6AOYsex27gu5faIGtNUXuo1UZKYGhBDSYdWtqkte0f/qcsVKAmEdVt2oPC9ky4DItgR6Ih+t3t8hR0QkPMgzDRfv2eutj9zmgxGJ1cBJ7Bw95BejPCvktiF5oloYFLmo911I4JYBpgLrIgAApiswvgGAfEiVl4d1tHy5q7a2dkdtbe2ufW2uEzz1SX3ZyStXr1lz0YZiiboDZi42wR1OtxzTgHbqGoaQV24zMrk6WC5h/IXq6isVqzq4AQPWhGzj4jxCeI+PMQIi5xUDGpxUUbBwQJbozKGXHRbEKPk4nJx7lPfqSLVMNnSz0QOEO4MDMvUuFd2B6F6udnYUJXRLQVpoYJzMfPQAAAAkD4xvQFwYjUZRFNObVw5jTBDZVAM9KQHI37Vn69ZttbW1O3Z8crjPe8JqkjJULFm1ZvXq1WvWrD7j5FIdmZydAPAVZDS3tVWjVfXqjtQYk7HVwRBCc4jCOUxhuL3k15loAwTXSzuKg2ZKDHGTxl60KDFABsoEKBTT+ExhGYfxWGygM74ePEVE/y/IJKYIcL/McDL2cQMAAJAkML4BiVFQUJBuE7KPpObTLf/8/pWbjhz/mzZVLl21evWa1atXr1m5uEibTUoYkC0UUMYmIUq9hnPdC1L2tjyTXYEiYCC1NKZYkWtnhgbpkX7aVRqwFHBGLB5XfHSESk0oUmAMLGvTSxFjVWA6EDE3zSzGqpLzYpitnBW1zRxF9DbpZbZi1iFvS+Q2uZQpyV7gfplpZN3zJUmGh4cjN8iEujMAAEjCTBvfAMmpq6tLtwlfkUVVwKR6oaoqP/emn//8R1eummtmJDokAITizJzlOwdbIwcvrVBXo9RGTGSyK1BIKEzUqMp2+o8M0iMIIQ7zLcrBXsFZFsjJ4XRjbU5Sz0mlSbCsTRcqQrHWcOpbzj0R2lxsPF1WG1ZoanIowzDnimjDSlltSJ5LTCtfddRGaKAn1WVMviR9QUTYtCe7nimSEFX6GW8GGhAAZDUzcHwD5EMQhLSHgJFkNkU7JSUAKYwWDYE8AkLI1/bBX3/wwV9/qMqrWbbqjDPOWLVq1RkrFpVA5BcgNSaFaZ5grSPC5tow8cwy69Kx31OpKWSdK9D5hmXPoo8nbvERwTpVr4nTVASsVmRYq1+SeqtABkoLvyi4/qORfT4hEHJvDmW4I+8qWQ1gCPpXhd++vfMv4Rqs0i06z7BUVhuS50LDimWa+Z95joVrcLFhJYEl842Fm2VakkUPEQmJUfqZ2B40IADIOmbm+AbIjSAIHMdFbycbBEFklwCU1Ex0zu3bnfa2ve88++DdN284syZXiUXfwJHtLz/x2zuuW7ek1GQsWbLuutt/88TL249MyhAEAEnw3ZIrinhtyF0agfqvWd+YtDGVz5vy8vJsWY8dEtudZIhs2Q7Ks0/TIegpHqftroXSDymmSlnyr/Jf6MkQKcPzafPm2ZsslF5uG661rP15wXUh9ZGlmnlPlf1c7oxUyYMRfqbi7pPVlVN3EQhfaFhximau5J3CzTJtmLGnMl71J5lPAQCQeqCkFwBkFFjKMs9Be9OXu3fu2rVr565du79osk+s6Uub5iy58rcv/e3qIsm6kwGbzSZH3euQqFQqtVpts9lS0518pGtA3zGwe7v/6CjBjp0wlUCcQpZcVrieCJ+HNfXSTCY/7b7kmu73vtQm9IdroMOq7yrWX6s8K5VWTSVbBDWEEEEQZrMZIcSyrMsVKZopM+kJDj0ysOW9kc+7goMIoUpl0UWG03+Qe6lZfvVnnC889Y8PvlbrPujk3BQmF6srrzGfc63lXFlTUEsLK3LPDr/3guOjQ96WFSNz1IRirrJ4je7kYiZX7q4n3SxKpVKr1SKEPB6Pz+eTu/dpDMMwer3ebrdL7mSeyc8IyVEqlRRFIYS8Xu/YN5m8iJMWP6C0P5W0Wi1N0w6HI71mZDsWiwVjLAiC3R4lsyQQGZPJFAwGPR7PxI0zanBLHpIkVSpVdXW13+93u93pNidWMsETs66ujuO4tHsAMQyTRTmAJBWAJiL6B+o+371r+9Zn//b8rt4xKWjBpiOH76mRpTuJAAEoAdI7xKvVai/r0Sp0Ho8nlnOXlnlbxj4FeSS8HtzzN/9bDiH0w+YSxfL/UV2bYqumkvbZdoxkuwA0TlBgCUykUXPBGKuMGsHH+f3+dNkgCY2tTakvXjZ+v4AAJBWSC0AZ+1CQlUkCkFQuPKlfgaT9kQQCkCSAACQVEwWgmTm4JQ8IQAkDAlACyDEx5Uc7Duzasf3jjz/e/vHOfR0jvAx9AMA4WoUu9sZpyZqRsemBSERsYFaup099PvDRvwPbJtWBUmPFDxQXpsu2iUCukxTDEHS6TUBqUulGWTMHCkdaStfD/ZKxZOBTIF1IGMA1dqhMWIcAwIylqakpEAidRhAAgExDqrmp4O46uGv7x9u3b9/+ce0Xba6Jog+pLz/tnHXr1q276NIQmRGAbEfltOc0N9gqKr3mrJl+paWAzniPmbYGUGPFTcrzr9SveXj0tTd9x0tBfVtxXg5hSKNhk4CyRwAQO21tbTRNKxSKLHolNV3JtDE/7QwNhS3jkDCQFhoAUs/Y4DYwMJBuQwAAiIOkBCB26PDH73+4/eOPP95e+0WL8wTXK6wpXrLmvHXr1q9bv3ZFpTENL0GBFGFpaTC1N5vam30mi6280llSJlDpdx+IShpfkmemElRAmu8z3HgBeepDvlcb+O48wvQNxep0GzUZcG0AgHipq6sLBAJFRRmdgG/6kVHDe0bR19eXbhMAAEgcGNwAINtJSphpfOzadZuOTNyizD/pzPPWrV+3ft15Z8zPYZKzDcgCcMBv7Gof+13lsBU5bAWHv3QVlw3PrvIbTGk1LSbS61SSgUrQEqryGe2dW9nPjVijxBl6C4MrEADEy/ggA/eOrGTOYD4DAScgAJAPGNwAYNoghWcOY6leee76devXrTtv9aICZaYX6gWkhD56iDgx7RbJsubWJnNrk9dotlfMdZZVCOHLcmUCmeBUklFKEIGJS5jlsbTs4odGkW8+WSK3SVPJhLMGANkIKEGSkwnjdrYA7j8AkEXA4AYA05KkBCDLmf/15BsL1521pFhLSGUQkF3QB/eF26V22tX7Ps0/esBeNts+uyqo1qTSsHjJEKeSjE0XHZIH/Vs+YY+dTS/6seqyAsKcegMy5KwBQDYCKmoyZMsonVEMDAwQhLzTRXACAoDkgfENAKY3SQlA+Wd953tSGQJkIdjvF/R6wjaEwtdfpwL+3Iaj1sZjo/mzbBVzR/MLEc5QJ7HMWQ5llENQOPZyjbvZowihD9kDu7ljVzFn3qg8T4OVKTYjc84aAGQjcAfFRSaPyRnO8PAwTWdBfkAAmLHA+AYAMwQpQsDYwcM7d31+oK57lIvcMHfNLT9cbZWgRyAzEJVK38Zru48dM7c1WVoaqIA/XEssivq+bn1fN6tSOUoqbHPmsSp1Kk2NnYxaDmWsEiQg8c++LeN/+sXgvwPb3gh++h3leVcpVhMo1RofuAIBQDJAXFg4xr4ZiqKUSqXH40m3OdmKhEXfY+kLnIAAIHYybYYJAIDcJCsAcW2v3nHldx790hlL4wWbrgABaPrBqlQD808anLfA0NtlbmvSDvZHcAiifb7chqPWpjpXYbG9vNKdm5+wQxAnsIf6vmgN9LpRQInpEsq6KPcUjUKf6P9xAjEKCvX+jt/1PnfE1+IXWQOhOUt/8t0FN2hIlSQ2TCRCaNj20f07Rw97eK+IkJJkFqnmbDCdGdfBqcY6srdb5DiEkIJh+KISrqIy8kdeDe5u5nsnbXSK7gd9W94IfHq76rJl9Ly4bEiejFLuEqMt0Peqo/aory0ockWM9Rz9krN1pxA4pQG2n7qPvuP6rD3YRyBirrL4YuPKBaqUfqWsyL3t+nTHyAFnl0cp0gsU5RtNq/PoNAQYJkNvcHiLo/aQryVvWKUnNXMVxQtU5Sk+lYkxDe6j5IHlkLSkUv0Z7xE0IACIAIxyAJAZeBq3vbrtQE+gdN1NVy7WpqpXLIZfq8dA96Nnzb11u2/sD0Kh1amoCKv56rs++eTn1Ul0Jzs2my25LyQOVCqVWq222Wyp6U4+Jj1FlC6npbXR2NlKsmzUzwZ0BltFpbNsNkfHV3CqZejof9y7nNQJTmcKAV9KLFxWvCquQ0UmwkLoW22/e9u5Z9JGCpO/L7r52znnS2jDJMa/cAc38kD/5oA4+XsmEP6e9eIqZXHUQ2GnQ7F3DxKFSdtFgmRXnCFodOE++KBvywuBHSIKe7OcTs//sfLSCrIgqg2Sk8a1K0EQZrMZIcSyrMvliv2DrMj9uvfpvw+9KZx4Lhap5/yt7M7ZilkSGxqKIc55S8eD20f2T9p+hXnNA0W3aGWQNaeyz9N4c/sD7cH+iRsZTN1VcP1teRtTYEDyiEh8aOClP/VvDgosQmjVaNXYditlvN5ybhGTm0pjaJpWKBQIoUAgwMYwIE9iRslAkZdD4x5AKZshTCfGBSCapsdyAAWDQbm/SVkFoLTfGlqtlqZph8ORXjOyHYvFgjEWBMFut6fblhQhk+6jVqt5ng8EAnIcfIZAkqRKpaqurvb7/W74rjB+AAAgAElEQVS3O93mxEomSO11dXUcx3FclDgkWSEIgmGY6up4VQ77m987deNTbSxC6NQ/tO/9eakcxoUiOQHo85+VLHugCyHTsp/84x8/Wz8/V50FLzgjAQJQAoR8nBACb+jqyGk6pnJGn6CIJOkqKLKXV7rzYtIL2obrn/B8yE2+2ESEMEJoI6o5vXhNLMeJkZBTvatb/vejKUvlcR4u/a9vmM+W0IapNLU0/bLn73wYCQYj9JP8awoi+k0QPh+z8yMUTsTBhH/NuSh8yoajXMdD/lcPcq3hGnxbee4tyosjGCAraZmgJywA3db50GbbhyF35dPmd+f+aRYjr++km/dd0PTTOl9HyL2rdItemv1rUmYHliO+toubfu7mfSH3/qzg2p/mXyOrAZJwX9+/H+p/afzPcQEIIaTEzK15GwpoS8qMSVIAGiPta12ZiGshBAJQwkx0/0mlAITkXJmk/aYAAUgSZo4AJLe/DwhAyQMCUMIkLwCxIicikcGJZ6lLUAAafHRV3q27lKfd/vd7NixatOykWYqELYiTpELARo8e7UIIqdf/+Y0/bUjpe00g0xEI0lFa4SitUNuGclob9V0dhMCHa4x53tjdYezu8BlNtoq5zpJygQp7EwoC/9LITi7E/q+cz94Uji3wLtSrJVtlTY2J2OU5HEH9QQj9tOvRq8xrCCTjgvlO4Z+f6OonLi8nIiL0xNBr9xZ+J8IR6L17wqo/CCFRUOz9NHB6WHeqGqr0Se0dO9kjf/Zt6RYme/ibsPZbinMj/QMyk0VZgbaP7A+n/iCE+ln7pt5/PVn2M1lt+MvgS+HUH4TQztGDz9vevyFnvaw2/LTrsXDqD0Lowf4XLjWeMTcGv7Y0cszf/vDAK+H2+sXgFseOH+VuSKVJyZNFt1JkIOQh9aQ++AsAgHFg0AOACHgE/0fOL/d7mmycCyGkIVQ16rK1xqV5tClFFvT19yOEln3zf755QYqFtKQEoP7+foQQWnbxxaD+AGHwWqydFiu5aKmhuyOnuV45EildlMrpKNr3WcGhL10l5baKKp8xxB3Ybm8coIMRDhIkxP1D+1eXrk3W9BOZuAq6v/f5yI39QvBl+/ar5HQC+sxdhxDaqWtAJ3oZjOPmfX4hoCTCqMmCgP3eyF1gd3QfllX0ghV09ZuBTx/3v+UUj7+yuFl5Yeorgk0iW7KZPGd7P3KDt5x7nJzbSMkVGiyIwn+Gt0Vu85zMAlCdr+MLT32EBpzIb7Z/+L+F35bPhuT5z/AH/JSAyom0BvoGWWcubUyZSZKQLbfSJGDxM8OBTEDAzASGPgCISk9w6O/9bzj54ysXj+D73F2339N4jfXcJZrQ79elw7bj8Ue2H6q1I4Q63nngXpu6cO0dN600yNzrOEkJQNZcEH6AmOAZxl5Raa+oVA8P5jTXG3q7sBB2mURynLm1ydza5DWa7RVznaXlAnn8Qu309ER1rOnkhqSyfCLjq6BGX1fUxu+7PpdPAOIRz6PjHlVjMhCaogTt8zadrl0Q8giEPabYQ4INCHQUh0QKkZcrVp7DnPxv/7bNwe1BkSsj8i5VrIjl+Ckg8/0X9nubIjdgRe6Qr+VM3SKZDOhhhwe5KKEEh3wtnMhTmJTJhqhfAkJon6dRpt6lYp83uoWdwf6sE4DGyHwZCJY9GQW4/wBAKoEBEABixCcEnuh/bYQP8SKcFfnnBt+zFBrKFPlymjC8/bFNm44ghBBqf/v+TW+jU5XfzhYByHj2OUvQu19+sWcPe8uFicfNATMIb05uZ04u5fdZ2prNbU20N1JVXbXTrt73acGR/fay2faKuQGtDiHkF8MWmz/eC0ow20UstLW1newq2aY9ErmZg5Mxgrc/GDpefZJDkJ0bDXcEwhubeaOjyBxTRKoeq29VXXKJYvnDvtcvY04n5Qx/i5cMX7i6+OjnIpY2CeOM4eC8KIzyXhMVNi94ksTyDzrCX88ZQsjJxCR8QiQHxswnc+4mWO1kMhmi/oATEDDtgZEQAMY5yLY+4d0auc2f9N/f4dofYcLWSztudT1SrAjr5lJAmv9Xe33iViKE0Oz/3tb9vYP3n7Hur+0rfnPopRvNtF5WwWkSyZWBL//epm/95eJn/t9P/vvbZzx8TspUKyDb4ZSqgeqFA/MWaAf7zW1Nhp5OHD4fJBkMWBuPWRuPeXNyh+fM06HogUVaFF9NsXhhCGrVaNW4301IrHJGkEZOCTwuA0WIYhX0Md2vgj4+V4USIvcBzU2xtKznu1RIUUqmzoswY12BzJTexUdSQhFCFkrG8dVC6qO2oTFlIDXy2WCmottgzXjHGXMMAllq6qnJTervJljkAAAATARGRQCYhEMc/YyNlE8AIcQh/oCnOUIDH8H2EvZeNmxu+Aoh+RrHlC5vli5PTyGEFKbCWbNSVx9krPvkPm686JHX/9i1/uePXL5y8M7f3HP7ZfMNEcrAA8AJYOzOK3DnFTBej7mtydzaRAUiefeohwdLhge/o2B0Ocq3rYEhRVjNqJyRV0WdRVvr+c4xR5twMtDl5jNktYHGJCuGzauNENqpa9xc/buezp6QewWjGSEcKQk0QggTiEpyiAiNIAq/821u5HvW06feqrw4h0iRepw5zgsTWa6paQv0RWigxMxi9Rz5DChkcoqZ3K7gYIQ2p2mqCTmrgC3Xzo/aZlkMbdLLck3NHvfRCA2w/KNTypBPA4JVTbaTIe4/Y4ATEDDNgBESAJJkLOvzTCaO1V37szfd9O/2EDtYsxE1HH3xng0v3qu0FFVUlBUYmJAyUNkNTz75zbKE7ASmM0G1pr9m8UD1SYbeLnNLo3Z4AIV3CFIEgtf3MNf2Mp8a2Tfz2H0GblIyIQ1PLi5YIqvBFxlXNPR3jpkY0hXIQGnX6ZfJasOFxtNfc+yM0KCMyWNIZmyFFnK6IOp0eHQkwhF4k1x69PvsvnquCyH0dvDzj9mD32BWf1N5jhanyDMi01yBbrRe8ILjIyF88uBrLGvVhLwZtb9rvXBTz78iN5DVgFIm/xz9kg9HvgzXQEUorjVLnNldcq7POe+xwVcDYtgQ1BpVuVG2MLrUk7yiCiuZ6UdGqT8AMG2A0RIAJEFEYoQp9wwhDgHI0/rptm2R854IflvnMVvnsTC7F5wRJcwBmMmIBOEsKnUWlSrco6a2Jkt7MxkIhGtMiOh0B326g+5VCu9Y2bet7AgtjG2/WnGaWiHvEquAzlmhrfnk61f9k1yBCISfrvilrAYghJ4s+9mHo1+OcqFDWElEvj3vT+N/hpSBAqeuUO74AIXJxi0SJHvKUunsPQ4rcn/zvz3+p08M/Cvw/ivBXTco135DsYZJ1i0xJjLKFehkdeUdeVc+2P9CyL3zVKV3F94gtw035Vy8beTLXaOHTtwsIoQRQleZz77YuFJuGx4ovuX8xp8OhPK5xQj/vujmyJGPmUAJk/ebou/9rOvxkHuNpPZy45kpNikFxKiowuoFSBfgBARkNTB4AoCEYIRNlM7GRXoFPu2JY62lm3vmRReVJdNZydzp8+YTkI+AVte/8JTB+YsM3R2Wlga1PdLrxEI/8d0uxTe7FTsswY9zxFNyl83NXZgCIzea1iix8uPRfeLXUVRjMtABQ9fTFb88Q5MKG47Of/aMhh91BvonbdeT6g8q/2wlJ8dVTZaBaDq46hz6kx2YnZyVVmRUgZVnIkKWkJ+XAjt7hMnndET0PuJ745XAru8rLzifPlXWaKNxMkcGuqvgOitl/F3fs6MTktJhhC80rPi/0h/JmnxnDIagn6/41f/2PPWc7f0JhcyxAtO35m28M/8bchuAECpmct+ee/9tHQ994j7hTUMuZfp98c2XyK9AScKNORfoSc3d3X+fNLeYqyi6yny2kdKmyzBZmXQrwXJlxgLuPwAgFTCQAkC80IjSE+oojURUoyqvHT0Ybj+BCAZRSiJsPlkNltcrPwVgMXyszQzEZrOl7AtRqVRqtdpmi6kadyYj9yNK5XRYWhsNna0kx0Vt7DNZbBVznSVlEyvHy0dAZLe5vmwL9PjFoI5UL1bPXaapTrGgsNfd8Ou+f7YEegVRLGAst+decZlpVdRPTTxrxOAA1dpI+AMII0Gp4iqrBLOML0s3eZ59m90bocFssuAO5eXL6Hny2TAVSc4aQRBmsxkhxLKsyxV3gPEI73nftfeovy0gsEWM9Rz9kiplSfJWxUVXcPA91+ftgT4CE1XKkvMMS61UqlMv7/c21Y4edJIehUAtYMrPNSxV4CwrM+kXgx+49h7ytaj6RD2pqVIWFzGpy3c+Dk3TCoUCIRQIBFhW+tqIU1f709XPgqIopVLp8XhgyhSBqOoPTdMEQSCEgsFg6r9JCS/OtL820Gq1NE07HI70mpHtWCwWjLEgCHZ72GyvaSHrpB+1Ws3zfCC82z4QFZIkVSpVdXW13+93u2Us/CotmfDQr6ur4ziOi2GROI6Tc/+u+5mAGPYj38+7pEYdxzhPEATDMNXV1bF/BCGEDv6qcvFvm9c8Mvzxj1KcBBoEoBMAASgBUvOgIjnO0NlmaW1QOaPPeHiadhWXDc+u8htkLMUVmbRPEGNh4rlTqVSiKPr9kfJwS8Vhvv1h3+sHuJZwDe5SXb1BkQaPjyTPWpICEDAOxthisbjd7tRckPKR3nm8JAJQAj4dmTAjlBYQgGIBBKCUAQKQJGSgAJR10s8YIAAlDwhACZOAAIQQqvN1PDWwlZ2iAWGELjSdfq4xviQYWScApcJLAgCSh6coe0WlvaJSbRvKaWk09HRgPmwNLJJlza1N5rZmd06ebfbckVklIk51ebrMCS+KQIQU0bKykCz7m/bHHwUPPO5/q1OYXHyqmLBeolieYpPGyIqzBgByIGHwDqRcmYFA8BcAJEyW6j4AkL1Uq0p/Ouvatx17jnhbOZFHCGGEyxX5603Lq1Sp9r5PPSAAAVmG12LttFjJ4FJTR0tOcz3jCS+Ti6J2qF871M8pVfbSCtucalaVojpT42RawamQjFnY3z85l5CsYITPYU5ewyx6I7DnH4F3h4Tj/jK3qC6mEJlKYyaRFWcNABIgZat00ICATAOuSSADAekHANJFHm26MfcCVuSGWKeARDOlk7vkbuYAAhCQlfAMM1xZPTxnnsXlMDTXazpacXh/csrvy204am2qcxUW28sr3XkFqTQ1W5xKqqqqRFE8eDBsUjQ5IBFxuWLl+czSF4O1z/g/GBV91WTJ2fSiVNoQkvE5WeafOACYypjQQ5IkRVEIIY7j+PAuk/LZAOvtGQK4/wBAvID0AwCZAI2pQmbGzVVAAAKyGYx9hUWBohLKPao8csDc1kwFwmYMwYJg7O4wdnd4TRbb7CpXSZlApM7NJFtkoLQEhSkxc4Ni7aXMiqf9H6yk52OU6ni9CGTLiQNmIJm/6h6zEGSg6U3mX4cAkFGA9AMAAEII5Z/9402Uvey0aHXLpAcEIGA6wGl1AwtPGZi/yNDbZW5r0g72o/AOQWqHTf3FJ4WHvnCUVAzPnR9Uy15je5xsiS1KiwxkwJrbVZfF0nJYcBkJbSrDxMAhCEgj2b7ABlcgIEOASxFILyD9AABwnLyzbrvnrLT0DAIQMH0QCcJZVOosKlW6HJaWRmPEyvFkMJjTXG9paRgpKLLNrnLn5qOUJIrOIo+SdKWIjowgCnd5/+kSPT9XXXUqNTfFvWfR6QOyjmwXeiIAC+/pyjS+aAFAQjJtKgUAwEwGBCBgGuI3mHpOWdZ/0hJDZ1tOS73S5QzXEouiobfL0NsV0Opss6vs5ZUClYqbIot0hEyTgV4P7jnEtSGEfuR+9Hxm6e3Ky0yENsU2gEMQkAwzc80MGhAAADOQzJk+AQAAjAECEJA4OBjE7hHs84pKVWrcZ6ZyxN3WEejNoY0n0RWTdh2vHD88mNNcb+jpjJAoWuEeLTz4Rd6xg47S2UOV1awmDk0BOx2YZQWNBsUZTSZVRBgrct3BIV4UZjE5KkKRwBFGR/q7D7+DRCKncrlSZZjaIENkIIfoftT/5tjvIhLfDn6+hzt2p/KKc5lTEEJHfe3dwcEc2rhEnSLPoIlfSHl5OYvY+9uf7/T3nmM4dRW9MIEDBgXuS2/DKO9dqKooYCzSWZpl2LmRQc8oDggWpEssJ1S9v6MzMJjPWE5STR4ZUoOAxD11R0bsDg1Jq8j0PGoFhPwcQiIiMiOtFqQEmmZko5QJQqQkBDjs8hEUiYxKniDSbU2mEnXKJIrIxxE8j5SMSBNhJ6gAAADSgsXwS+IZiM1mS9kXolKp1Gq1zWZLTXfSQnZ1KPbUkl0dSBAa9SaRpIT8Aq6iUlSlKI+VgIQ/9D1v40YmblQRittzr7DSxpAfYbwec0uDpb2ZDAQiH1zE2DWrZHjOPG9OboRmOBCgD35BOJ0IfXXNiATJFxZx8+Ne+ScsA7UF+u7v/8/bzk+9gh8hRGNqlfakOwuuWaqZF+MRmj9+pubLdkY8vkD0EUL96YvmrLg8dI9p1YA2eZ59m907dXsebyzzWxjh+DJbjRX/XfiNlDkHNQW6nhzcyiMBIbRT14AQQhjNovMO1PwjxiMc8rX+sP1PTf6u8QFIT6pvy914R/5VchicsWxx1D46uOWwt1VEIkIohzJcY1l7R96VejImdTUocLd0/Omdkc+CwlfhnxQiztQveqr8l1o5q3tOvC9cbOCVgf2N/DGW8FX68xBCKlE/hymp0qZu2elncd8INeIneBEhhAiMdAqh0MCp6Ix44mfdCpyiKKVS6fF4YMo0kXgFIJqmCYJACAWDwTR+k8lffmn3/dRqtTRNOxyO1HfdMkx/1KhusdGCgBBCCko8qTCwtsprUgupNyZJLBYLxlgQBLvdLu2Ro86U/Byu62e6nVSQxwghjJBZzVfns3m6sIkLMhm1Ws3zfCDa7BqIAEmSKpWqurra7/e73e50mxMrmfA0r6ur4ziOC5/0IwUQBMEwTHV1dRptiAsQgE4ABKBYYD7fraj9aDzLcqPeNPaLSNPs4qWCySy3AaO8997ep0UU+kzdaD1/gTLsO3/M84a+7pymOrVtKGpHPqPZVjHXWVohkJPzDWOnQ/HFHiSEmPGISlXgjLNQ/C/F4p1Tfjyy7zvtf3DzvknbSUzcN+um71ovinqE3md+XzXIhtx1pFhd+o07w30wLTKQS/RcNXqfQwj9XKRFsiKQm8vqJ278fu7FVYoSuQ37wPXFuyOfhdy1S9/YXrNZTUcRRl+0f3Rb50NCqMFnuXbBm5W/l8DKjEcQhdu7/rrZ9uHUXSVM3muVvytmIgmyCCGn4D7t6Pcd3OjUXSpCsXPeo6WKvOTtjHzxd3lHnhh63U98pU2PCUBjWNGs1abK5A2IistHttkpYcrVRGBUYuLM6lTXgw9JJswaYwcEoKkk4P4DApBUpEsA+rhJ9W6dZuqpU9HijctHysyhpxMZixwCUCyzI6eP2NWqCnAhPDOrctkFBdkno4AAlDwgACUMCEAJQG7atCndNmQQPt/ktbR80DRN03Qqe5QEqqVR+e6bE7fYFKqxX7AgEEMDwqwiJHO8wz29T425WoTkoLd5reHUsGEjBOHXG+3lc0YLixFCihFXhLgw2u/T93Wb25rIYCCgNwo0/dUOUVTs3o5DqT8IIcxx2GETZhXH/A99hdPpdDqdJpMplsY9waFLmn7hEUKUvReR+NHo/hWampKIy93mD59e0Bx2+pg7wtYpHObC0J5EJpPJZDI5nWGTK8mBEjOXMitcoqeR75m6V8CijXJ7yICR15DoK/Vtn6fxPMNpslrl4X1PDm8Nt7ckYHmzZ+epwuwIJ7cnOHRZ091CGEGzOzjo4N1r9UskszhT+cvgy48PvhZyl4v31I4e/GbOOgJH0lXPqvtxLxt6UcqJ/BbHjlvzNsRuT1tbmzMUET7CCsKf+171EcfbWLjjPmheNOoP0gVKfaiPSoafw83D9FT1ByEkIuTyEQalQKeugF5YvF6vWp36yqcJQhAERVEsm2XrW1nxer3xfoQkSYwxQojn06lCJn/txfiYlg+GYUiS9PtDTADk41g/8/IBXchdnICP9iuWlgYYMpsUUrVajTEWRVGSqfjYIyNqM07A25vU/lDqD0LI5iE1jGBUZZk7FU3Toiim977OdgiCoGnaarVyHBcMBtNtTqxkwnN8eHhYEAQhzKIsNWCMSZK0Wq1ptCEuIHIXiA9m18cR9mI2SLbL6xtyxN/KipGeMSJCTw6FXZCP4zWau09ZXn/BhoH5izilKkJLKuDPbTg6791Xi/fuVjkdCCG6qR4LkWwgHXbsT3A+EaNzzV8HXwmp/owhiMLv+56LfISaA+2RG8ytPRi5QXl5eYpfhOqx+m71NX/X3j6HLAzZYJT04wnhbCJC/xx6S1aTHhx4MXIDVuS6g4Njv7dNASF0e9dfhfCCJkLo6eF3IjeYBngF/18GXorQoM7f8ZpjZ4QGe9xHmwMhlMFxhjnXv4ffC7lr6nlJzMdt23Czh4j0Jrmdb+NkdnwYGAnh+zOOiFDfSKbk/svGDDLAGHDuZiDv1UVa6XmDuLY50lRqGhPXI6N1mPKFUX/GONavAEdDAABkBQQgIA7wiIscHIjchhzql9WGtxx7orZpDfTGeDROoRyYf1LdBRs6l5/ptUQSbjHPmzpaK7dtnbP9PX1nexh3jeNQHYkLYbFMJt51hY45GucLb4OdHwm31+XsYYQot7+axwIf/Y136p3hF1EVz+p+dqvqEmKKn9ccfx514rDW6O+S1RgXH91T93nbtnC72tra6F521WjV2E/INpzIvRPtdGc7u0YPTw1mnETka/7J4Tcj7B3jP/YPpNJ6QnLMH+VQAua6fC6puguJyx/lvh4NEIKYGUmhERoeHgYpIeuAUzYDcXiJqNrx0X4mNcZkFPE+QXpdUb5GL4udPlidAQAgI5nyJhDICojw9dSP4/MiUZSvKNgIH93tnI/oIjQVkSCcRaXOolK1057TVGfoag8X3oUQUg8PqhEKEoSLUbhopRDuH/UkG8EboVR8UGD7glGyRwmi0BEYMKtDx5sMN+8risGG/u5jhaWLojZLfY0wEhE3KNZ+MVx3VNk1Sn7lCZXLGiZG3IzByew7E8uLuhHeE2FvUDwetxxKAxIRwge8TRcaVsRvXdbQyUZRlhFCHcFIbToCx6XncFKa0atBoV3HpGFUdEUtWTbCyRi1wQuYi3a9CyIKckhJR2mWSqAwE5Bi4JKLF7s3euCo3UOIKKGqjdlJYnMebzC6uOMJEtmYVBsAgGwBBCAgHjBCY+vRqI2yE6/R3Ll0JV2z2NLSYG5rosJH4TKCYPX7zIGAk1E4GQUfQvCS5nsIKQNhjMcC1yN/dqqDzPEjxPZ6KcZmY5SXl6c4ObRWVCzylvYw9g7FMCWQswNZE3wbDxghZBpg2kJ5l6Q9F6lkxCCkTbqaJ11sNY4CQzDqE03e0SmWo2fE+JgRRpwALMizBXD/mZnE8lIPZ+LQIgvJTHVi+SaJGfI9AgCQJkAAAuJAMJhR1Ae8WiOf+w9CyECq/VyU7GgUSirHKavW9C88ZWD+ImN3h7XxqDK83xMpCpaAzxz0uSnGplAGieP9itrQuRITY5IMRGNqFp3T9XVmmdC2YaKECZsE2jpnKfpwf+RORYTyCufHZWeKXYF0pDrAuYqCZhOnZTFLiSHOO43lTXiLY9AuzFSki4HBdECMEmpXGuZUxvhVZ75OVK4oGP89nP/OyXxlhP83hzR0oyil/YzkZAcxadFj00g0G/SUjGkySEKkCcRGfHNMYMRk5JMfNCAAyFgsMVQPtGimfw7g5Kc3GoXgZaNMSzQKcP8BAEBGMnIaCGQqok7H5xeS/WEy7IgIYcTnSlBoOQKXmlf9fTBKso+5yrgrcE1FJElHaYWjpFw32J/TXKfr70VhPG6wiHRsUMcGR2nGQSv8FIUQ4kulX3K3tbWNr+QvMCz/29AbERqv0C4whdcddPr8ABYVEVOBeGiBIBMJFEmZDHShafkzQ+8hhDQCg1Do7AM1Knm1DzOps/Eh6o5P5Hrrugh7KxSFdf6OCA0oTMxXlSVg2zgp9sxKgGJRf557oU+MpO0uVM2OsPdM3eIDvubIvSzX1iRiXMwsUFZ0BxojNCBFulglpTQ8FYOKH/ZEWl3oFAIRU+RiGgANKMOZTu4/cLHFhUElFBm5bmekVUNNYdaULkoMSZ6khQZuyB1piNYwgl4JAhAAxIper8+QKmBpNCBeQAAC4iNw5jnql54LLYVgJDIKvrRCVgOqFCVKzPjDLxQxQt+xXihZfxiP5hWM5hUoR0dyGo8ZO1qJ8PW/xmQgP0kN5+T5GVmyIY67Av04/4oXHB85udCZhihM3l3wzciHOnba3JM/a4rQoPXslcloJymICDtJOUeBPwxMyKEzCYzw9Zbzxv98j/3Sxo98Q7kmQnBcvNyZ941f9D4ZoYESM3lkpJrB37CcfW/P0+HKwCOEVutOTty+LIHG1DrDaa85d4VrUMLknqSKNLaUKvIK6ZxwZeARQkZSs1QzLykro3G2teKTTusIEdYJaDY1m4wrrjJ+8vW8w0vyYa4mAqNCQ9j7JROAZTkAZCbnz/f8Y48hXOi5TiGsqpCgmHpmIuFkptzCNQ/RnvCZgBYUBCECDABiZ9asWek2IfuInkZkRmGz2VL2hahUKrVabbNFSeWbgdAHvlB++C76Wmpt1H+1uBUZBXvKaYLeILcBAYH9n54nwy2Yb7FumK0sCLkreciAP6elMaelngwEIrcMarTDc+bZKyoFUi6ZdTDX983W3zq4ye4nDKYeLLntavPZUY/Q+Z/7a3pCpaTF6MAcw+zLbpfETlllIK8QuKfnqZAXA0botryNpUz+2J82ceTqkd+NiN4FZNmvNNeWE/lS2bBn9MjLzh0hdxEI/6H4ZjJaTOIRb+sztndD/hc1qrLv5EgnaB90WBoAACAASURBVGYwIhJfd+za6T40dVc+bb7Zeome1EQ+QlBkf9/3XMg88UrM3FV4nY6IVMZYEvr8nscH3hgvBl/pzxNFI8ZOhFAhKj3dlIpYvBE/0Wajp2pABEblZs6gyo4wjYySgSiKUiqVHo9nJk+Zknf/oWmaIAiEUDAYzIRvMuFrLO1BtVqtlqZph8OR4n73tClfP6Idf9E+nhFSqxC+u2JkVmaLy1OxWCwYY0EQ7HZ7uDZyTGBG/cSuNpV3is6DEZqfH5iXF736aqahVqt5ng9EmxgDESBJUqVSVVdX+/1+tzvZMjIpIxOe1HV1dek24Suqq6vTbUKskJs2bUq3DRmEz5e61xc0TdM0ncoepULIL+RnV2KfD4+4sCDYFCqRUfKzirmTThbVUVZokkBh8jzD0mP+9tETV3p6Un134Q15dCRviyQRKcpjzRueMy+o0ytHXVQw7NOOZIO6gV5LWzPB836DUZRBBtJ46EvI5bRB2Rkc8AkBhJCGUF5oXPF42Z1rYvMZMSxcWUfZ9d0D9IRYMDct1K89vWL1tVLZaTKZnM4Y6sclBI2p8wxLD/va3MIJF4OB1N5deIOVMo5vudf7XAPfjRAaFJ2vBT7xicGTJXLHKFbkLtZWfu6uE06sOFZIW+6ZdSOBoneRS5uWaOZ2BPtHee/4qkhHqi41nXGxcWXyFmYFGOF5qtISRd4I73HxHhGJCCELqT9Lf/LV5rPVhDLqEUhMrtYtdgveAdbBf30uKESepJp9W94VKiIVJYp1FLNMV+3yMk7ezWG/hTOgwE8IbkUhVbLUqCJxKlyUFZRo1giCiFieEESEECIJZFIJZRZWmz2pJbxer1otu2AXIwRBUBTFstm3MJMQrzd6Cc7IkCSJMUYI8XxGqJAJX2Mmk4zTjFhgGIYkSb9fxpKCISk2cfPygp4g4fQRvIgxQjqFcFqp/9pT3TlZmABIrVaP1dMINxWX6fWVghJLTRzG2BskOAEjhEgs5un4U0sCJaYsE9HGoGlaFMUMua+zFIIgaJq2Wq0cxwXDl6DJNDLhMT08PCwIAs/zQvpACGGMrdasqUUDHkAnAB5A8cHz2Ott6+0RGUW6TPDQwQZfZ7mi0CxoUn0xi6Khr9vaeEw9HCkZM0JIoCh72ZzhufOD8ghkIhJ1xWZeFHIoA5VQzuOg3+sarseYMOZWU7RcZ1PuiLAh1tkc7C6l8gsVk99IbGP3/9Lzr0kb51HF/6O6di4pme8oxrgDDXX5B05Sz9HxCX6NQ5zTzwdyabOCyKRK3amFQ4KgQASHKD5Bhc4j+IdYh4U2pMDrJxwuNnC4R3V4ZMnYnxTmStR9c9TtBjpFL/dIkhQxhRDCIpelU/NMeLuIwANIouw/meYBhBK9wGasB9A4vIDcQYLEKIs05alE8ABKWeK8IId5ESkoMasrf4EHUPKAB1DC1NXVcRzHcekUTwmCYBgmizyAIAcQkAQkKep0aVR/EEJW2pinMCOEPB5PqvvG2FVY7CosVjls1uZ6Q2cbDjOjJTgup7k+p6VhJH/WwLyFPovEwyVG2N3lQAhR5ebEjsAo1XNqzhJFcWRkRFLTTkDu5NBW2miljVO3j4jeB3wvTd1ez3XdMHr/RsUZP1BepMPS1GaarymbrynjeT5h5z4rZYSBmcakhtYEhADLJ+hzoSGUGoVcoaAxYqAVvf7jias5kWr1FLd6inMYxxxNe5FyAGPZ18A0iRBCaZ0XJQWkBMoEplPuZ0ASSAIZpm+i4lSWTWCojFBCAQCYUcibjRIAZgI+k6Vz6cqG9ZcNz5knUOG9NkRR39dd+fE7FbUf6AbC1hRLhra2tsyv95T6d6c6rLpddbkeh/AEEZD4UmDn5SP3bg5sF8RpO50F0sKwT20LhlAkh4OmTx0nvzO4usFdzgozXu2LBqgPgHzA1QVMJCsmUQAAAEkCAhAASENQo+1dvLT+wg39NYs5RaR8JdrB/vKdH1Zu22rsaMUylC3M/BlMeXl5KmUgjPAF9NL/6O5aSYWuAj4ieh/yvdohRgnlA4C4ODycG2Gvh1cdGpm3deCsA65qDy+NA9p0BVbpaQS+fGCGkOETJwAAAKmAd48AICUczQxWLxyqqjF2tVsbjihHXOFaqlzOkr27ucP7bBVzh+fM46UuGz9eMF7aw0pICurETySXMP5Ze/OH7IE/el90ipPjq69QrJKwLhgAIISWF/TQvL3FU+rlwyrCnEg1ecqaPKUFyqFqbauFSVtSjwxnTIaAcDAAACQHpB8AAGYUIAABgPSIBOEorXCUlOv7e3Ka67UDfeFaUn5f3rGDOU3HHKWzh6oWsCqJHQEyXAaSOyvQVM6hFy/WV/zZ9+r7wS/HN5qw9mbljCi1DqQSFcXO0/bN1bT1+PNbvKVDgQiVg3CfP7fPn2tVOCo1bbOUgwhBYogQQEqgFAPuP8C0p76+Pt0mAAAApBQQgABANjAeKSgaKShS24asDUcNfd3h8v6QLJvTXG9ubXKWVQzNnR/Q6qU1pK2tLWM1IJRyGciC9b9Vf2sDs/JPvpeb+V6E0K2qS6RKAg0AkyCwWKzqK1b1OVldi6e0w1fIi2FL9Q0FTEMBk5b0VOnaS1XdqSkbn12ABgRIC1xRM5a6ujqMs7n4FgAAQEKAAAQkS0hlAfxpJ+K1WDtOX8O4R3Oa681tTUSYesyEwJtbm8xtzSP5swbnLfBarBLakOGuQCjlMtAp1Jx/6376YqB2D1t3IX1aajoFZjJGenSJ8chJhoY2b1Gzu8TDh61P7+Y1Xzprjo7Omatpm63upIisrOAuH7BiTw3g/gNMY9ra2jQaTbqtAAAASAMgAAGyEFVomIEKUVCr6128dLB6YU5zvbm5gWKDoduJor6vW9/X7cnJHaqqGcmfhaR7QwUy0EQoRF6rOOtaxVlRWwpI3Ms2nEZXYQRvC4GkoDE7V9M2V9Pe67c2uCuGg2Hjwvy84sjo3BJ1H4VAAJoMaEAAACTMDJyCAgAAjAMCEJAg5EAf1dKEXU5EUbwlh5tbLWp1sX88sgYxjZ/NnELZX7N4qGqBqbXR2lxPez3hWmqGBzXDg369caiqxllcJhKS1eybJAMpdu9gDuwVA0GEkFapDJx2Onvqcqn6Soy480MLAtXaRAwPYY4TKVI0mrnZc0WalsqeD4L7fuV9Zg5ReL3qnPX0qUQoGcgvBI/4W/tG7UGB05HqcjJ/jnJWXIIR4bRTDcewx4tFUaRprqCIr5wr1b+QLYhIbPb3NPm7fa4gJRKFVM5CVYWSkDhFutywPO5xUU4fwXspmkB6paBVTArmEguVg4XKQVvQ1OAu6/HnoVCXSpmqR0X4U2Nz1gFpoWUF3H+mEhDZI97WzuBAO/FGDm1YpVu0WruIwFBON5vInOllgMM9LsrlI3gRqWkxT8dZNBDzCwBAKsBimKQkMxObzZayL0SlUqnVapvNlpruJAR7Pcp336RaGk/YSpKBpSuCK9cg6XSKqUx9cqvVaoIgEEIejyfrLmYsCIberpyGo2pHlMuAU6rkKBZGOJ0LPnwLiVPmHATl++4tnNEoYV+JEctcjejuYuoPI2HSf4G5stnc3HnJ2yAi8brRP45lC0IIVZAFNyjXrqOXkOj4pf6Zp+4Nxy6/eIJXVxFjvda8No82R+9DEBSf1GLv5NpkiCCCi5YKVimDATOZAdb+vO2DHvaElacSM5eYzlimqU6XVfHSaqMP9zKcgBFCOvGrBPAaRiw1s0oq9Bjl4VRN3vI2TxE3IT0QRuL6vJ1aMqxGHBWSJCmKQghxHMeHiTydBqRAA6IoSqlUZuNTJmHkEIBomh57XgeDwUz7JqNeRfu9TVscO7xCACG0U9cwtnGeqvSx0v9eqKqQ3b4T0Wq1NE07HFA0MD4mzSg0Gg3GWBRFjyfxYTYBRIQaB+m6foYXT9D9rVr+1GK/msmsWyMW1Go1z/OBQCDdhmQxJEmqVKrq6mq/3+92T5kNZiqZ8A6mrq6O4ziO49JoA0EQDMNUV2fNTJXctGlTum3IIHw+X8r6ommapulU9igJ2O9Xb36G7OmavEMUqe5Owj3CzamSr3fTFIqKiux2O0KIZVn5+pULjP16o72icjS3gAoEFO6RcA0JjtMODVhaG2m/z2cwCVL4tuBAQPHJDptCYVOoLIETvQxEgd7/WfC0lbLKebEwdpadTme4BkR3F3PsYMjs2oTTjllWyMlN0oYd7OEXAjvG/3SI7u3sofeDX2KMrdigwcra0YNbHDu4KXE6I7z3gLe5RlWhIcNWAR9Dsf0DHAg1FIgi2d8jmHNEqcvDZSCDrPPRwS02fvJdwCH+qK9NTShKFflpMSwuGgbpQ70K4etpvQJ9NY1jeez0kiaVQIa6pRiCy1cMzdZ0MgTnYrW8SCGESlT9FeopI208EAQxtt4WBCHT1tsS4vV61eqwCZUkgSAIiqKy8imTEDK5/5AkOZZzNwPlyMiX0Geeus32baz4ldmdiq/e2Qxzri2O2rX6U3PpCDX+pIdhGJIk/X5wD4yDqe+TGIYZuyBTfGsf6VXUDTDiFK9Pb5DoHaGLTRyVbV5lNE2LopiB93UWQRAETdNWq5XjuGAwTI6IzEPuh28sDA8PC4IgTH4NnFIwxiRJWrPnfS0IQCcAAlBUFLUfTvb9mQA52C8UzhJMMbg8SIRSqczLy7NarQqFwmg0jgtDESSDDIRVa5wl5aMFRSQbVI6Gl4EEQW0ftrQ20j5vQGfgGUUynSp2fYS/flrbFKqxn4lKEN1whD1lWTJdSMX/Z++9oyNJ7jvPX6TPLO/gGx6NRjfQdrqnx89whkOnkUiK1FI0Wmml29WTbp94K72n0+5JGq1u757ePu3JrXSnlXS7S91ST44SRU8OzQzNzDSnHRoNNLy3VUD5rLRxf1Q3Gg1kZRaAQjnE5/UfjcqoiKh0EfGNnyl4TU2Tv/b9QrnVAAAlEkZzK7AHN5vCgH8z+5ko3n1Rkjj7fe3uZ5Vvv6HdeSt7VzJ4S78wDeur2uZll50hEjM+Sm/aLbfotVW9u/cAna8t/nvsK2t6wQ3tydziRVe/RB3qnj9qUgr11py483bcFoAAwMSQ01FQKjhHoZEZ5rZ6XXMCraQMzwXfiEA7zAKxbYSwYyIAwdFrQMdKADo656+aEIBMbEZxcsZcXTZjTVQQAJJG5s83/kmHh0/utgAEACrWbmYnPxV+uZwR4ogAtF8srYkrIgBtZal3FgruCWkGUjSq1V9JW4YDQASgw0MEoANDBKADQGIAEfYBMgz2zk37MuzNd/Suyi9W98YYqh7H70JkA6G5q89ymXR4YjQ4M0kZ1jMAyjBC0+OhmYlkU+vaqSE5dEDzS2Q1wIx7AwBwMrkFAKjKzMv3BgaiF2b3eH49AgLMTo5rZy8cuNE5c33GWC10FAMeMxZoDjVpfiiwvp5Slta1LZv9YWZhzqEThkal06bbXVSPa5MNPT6pLNkU0MF8OzP6Pl9VKJKFmNtkTVuZJZmjVANxtF0hGpm9rvle1wIUuqV28PbWOROoAfekny0oHB8TSEggwr6QQd00kyksp7CcxNlbmYUNnFg1t2JmMm/O2Uk1/rX33wHAO5lxBdstyG9mJ25lJ89LfWXqOmGfVNX0bzrG2r/ZFxPMOR1xBfyFCQQC4fAQAegRaJp2LlQi8huz+QANtQIVXUdOLr7M8kI5fxR6sP/teO36+h6ZnE1NTR1Vnw6H7vGuXnx84/TZ0ORYcHKMKbQP8CBZWLqxOXpqKN3YvK9W0OqKzdFtGYiRZfDsI7b3UZO/iNvXjoluOH6FSsSpQziydVPNnw/81l/K3/w75Y0str75A4abwnZ7v3PaWhMfKni4gNK3E3pxDk4PORarXebUtSLKrB7mUpaBWMZ5BMmoNC8VuU3qYFCQ0t3zchMAWpQbG/nYkHc8yCUe+f6D1yNCCJUumWA1E4vFjmILLn/2aJqu7B5jGdjY2Di6W2W7ZoqiKn4mb+pT31ZvP/x7E255pncWWMP3x445reAewDY/lO895i1f9If8maytCWRFyM8WHAeOco4sjsOEiSGeY5q8tWRNkx9iqnyArnK2z17e4LSynSHUPeQOewSfz1fmWbK/CuLsFo+5sepsJivLfp+vhJnLi2S/Z/LSpUs7/xwdHS1pdw6NJKWvPJW9eMUzPuobucVkCgaEc6+tuNdWlFAkMXQh3d5VZNQeU844zr7HvQFqdOTMy+/dT7/LQf7ajY6O6qbzDAkZ+iEtVCWQfs318Z83X/lM+hv/X/q1lJndVSCsO2hkaVoZo5dOcx0CsnBGK8bUm9VUvgrsbI8OTXa+lDJWqsHY2Aa9mCUtojmuNDsNY4m+bZFoTQmtbzzRIkXPBWaCXGpXSZqmy7m9UVkSiURz8/4E8SIRBIdgXnUAV9I8A4U4/PIGA85iJWPm0lhOm3IG51KmnMFyxsylsJwxcz/pflcrXVh2B/CDB2zdLGSsKIIRoDw5+3IAAJBltPJP52prAll+RkdHixkyEELlHFmKGibo2hvwGYYhskVJ4DiuPO9hgmGiyQ16fpNKyggDkjjc4jf6Gw3RwUqvHiDP6iMkEgnnQiWC53lBEMrZ4uGhDNM5Aocgxsv4ozweT35hc8igPzsXDFVlHJTu7F1t7/bNz4Tv3RESBX8jH9to+PbX/C53rG9gq6ffdFrsIZermDjSObf3nXfeAYCenp799fvoaW5unqdoR6ER03Q2u1uyOQA80D/HvOdjvmf/Wnn9b3NvrJv3rwUNKKi57L+7oK3/6saf00B10U2nmfbTTEc/3dZBN3qRBADFjPMayxml+BVVC2s4yxMi4ktyKY8OhhIAnBRYbKhqCbZ207o0m3kkwDkGWMqGl7LhRj425L0X5JLbuo9hGMcqOsPc3BwAlNAUiKZpnudzuVzF7VaOlI0NZ5vKw8CybH6PTdf1w5zJLFZ+X/6c/Qx9S01GaDtpXjKcX73T6aUBpl0o4iUt6Ww5Iw+KosgwTCq1W+olbFPMRE4UxXwWsHKG4yxqmDCUbLaW3tiiKBqGUUORa6qQ/CgDAKqqVvlUZye1K0OnFfT6BJdSHi4jUgq6t8ZMR+knuvRmXzkewNjYG3fWhM7LlzskMBJzw8O3lROvPN5RhpaJAPQohmGULVImy7IAUNmsdfsFBUIcx1nGjtlGb2kr54/avl4lvHYdHY88fNXgPb7Z3rXZ3iVF1xvujXhXFgsV4zLp5pvXIqPDsZ7+WN8p3Sb4cbjRUQDCACbL5oPsTExMgFVkpcrS0dkhzIznHdYKYfr8JVyzScD/NPfun2JfHDZmv6Xd+pZ2y22KtNNkLkFlAcAAc9JYnjSWP6+8mf/cj9ztdKSrW+vPuj+50m7j8WO0ddT3yrOddU7W1sE2VvlJCEpGNONwM7i40rypRpI9uIDj4ZoSWt94slVcHfJNh8QcAGCM6zsItCXr6+ulCgmUN84v5wyhIhz1r8MYI4RWjc2YlpCxmsNqDqsyKDJWZVCzZk4GVcbqENP5HvaSTT08sADIPkhW2pQxZVfAA86pFZeNWD/V1sE2DsO0fcmLwsnyz3xqawJZTvY7bSvnyBJ0GSnFbphACPyCbtrHk6sy8kNMlQ/QVc62A4ppmuTRPmoME317nMuoVslbDPS9KfalAdMvHvkz+N3/8PIH/7Lz1Tt3PjX88z/6r/5sJOn+ua+kiABEqDowTWuD57jr12zKaOft5m21yE7Vo7JiUDbcMBtukGIb92WgApN1Rsk13r0VnhiNdZ+M9p3ShQLTXI4D++0acbdhS/7nV48MpJ2/LLz+zXzIaksZCAPoPf0lb5dC1Dmm+xzT/WnxQ/P6+n9O/72OC+4VdPPNs3jd8lAcp+N6+nYYTmY9n1xtL9gezZhut4Z1FtXtG7uBDfTwLVPKcqECDKIvu8sXYuNgdAa1yahdHGivgO0jQBdPv2cGAObllr25hAEAAyzKTUtyU4sUPR+Y9lC1lBWxhESjURIWukj2lfzLAFMFXcGqgnUFNAWrCmgK1gDgEuMQC/lr8jvTul0QOrlAtLVtKEACsLKtZ1YGO2TI8lC7R8Z3pc5M+6INlD9C+ZqpYCMVOEWfAICLrv6vJa+pheNAn5V6LrhIBOhqoRo27WzoCmrzm3YeJm0+nUSAJhAOxnpWur7W6FgsmUMJrWDmRh4nbi+az/YVHGLSKvvdpTYA6PQlTgU3D9rZ+6S+9W9e/vSfb5184Uc/cPr5sqg/QAQgwn5Rn3qemZ2hCmSt1gfP6d31PA3a1j4qOMPIhiKzTz7PpVPhybHg9ARVIA4OrakN9+5EJu4mTnSunRpSPN5dBdQnnua+863Cm6hIufq05YEqkoEYJvfi+4SvfQEATia37nkDu17m5olO7HLwzzok7UzD+31XPx//nuVRieI/GnjhX8j/l30lnapdhi/10hUAeE/y3zFAhyhPmPK5QfBSLjcIbiS6keBBkhuJp5n2ICpfxG4V9Px6LweqijUAyGLFANOHXM1U0P67/yX35fx3MeA03F+nyS5lmlpXQAeAJtUXMB65cO/3XQ0zvu0/V82t35c/Z9/KL4ivnKDsnIBu6lNf1n5oecgNAgKEAP2i+Ip9K9f1yTnjQQRrBLEWcW3rYfCGdk0XTbdXDwEAS0G73zqKWhJnTTB5xG3PR2hArO0A7WNSVwK3+z0zo6neBbnRMmJ03ilsORvqcK0OuMbdTM1YlZcQkh1sLwaYWazkVRsZVMXU5M20ivV2ukEAO9vQ28bMa+oNFXSzwMDBA+soAIlWodB2ImNnRxIJ8fbFMuAgALHAPMcMuSjRg0QviB5K4oENey3uEx/t+jH/03+z9W3Lety0+Pvtv1TOHPCEQlS59JMn5DJ7I9rEhvWDJnH4bIuDAEogEAqRVtmJrcN6pTGQW03a5WxVTTrfiptVwWHC68jcn/zqf7/866//4NefjpQxijoRgAj7Awti9mM/JXz5H5mZR/2raVp97Kry9AsV6le5qbhZkOr2LJ+/vNE/GJ64G5wepwvYiyLT9M9N++ZnEm0dG/1nZP/DF5XJS+rjT7JvfR/tncpTlPrks8DarQSqRAbSzl0EbAqvfQVMs/9RUyCjs0c7WQ6bkec85znE/lP8e3lRY5tmJvSJ8Ltpht4OGFSI1oZBvCAiizAElHr+kukPylhJYxkA4kZ6yrDePP9d1798hh20aeU19cafKV+xkRV8yPWH7l+w7+qnM//397W7NgXez115VfqkfSX/Lfd11TL49YOueQ1xWwDiEfuK/6kn3Gd2Fkxj+TXtpn0rn+DfZS8AzRirn1Oslbs8VBEC0BfUt76gvvXwbwZgR5vPpPoDWsOV5HslFncGtUL7uv9D+dYWLhjoHQE8zQw+zZ7Ze8jHpK4Gbgy43cPpnhW5uYAMhGYzzbOZxlZp6qJ3QaAKri4SODNjrAIAg2gG7kdlooDidpietVMNlO1aVwPDABPd99OpFmrdFGjKWMngXD4acRrLGEDDet5SJgM5E/B5uucsY/c2XjZjP5P6XR2MNM7hPe/8Z5R+APgp/sVWyu4sYYAc2KWCUEHHgO3VEJFyiCXoaAEEABISYtgiAg4FyIUECXh3ER5eT7KnHcvkueo+wyD6H7be2KU69Qltf9zxbwbFKtgOOfbUhPqTZ6hZ4Wg8tsYaj7rxhl3G5Q5FOAYBaAmEKgcDpHMo6CrDwyjnen71j3/j6Uh5NxGIAETYN9jllj/yCWp5iZmeoBNxTFFmpEE7OYC9Pucv1yMVFIM0UVw5e2n91FB4ejw0Mcoo1nueCGP/wqx/YTbV2LJ+6kwm0pT/3PQFlJc/wE6M0ovzoBuAABhG7+zSO4s146oGGUg7/5g2eJ7/7nfouSmUk3s5dqyhxejtx2VMo/CE+8w5qXdYnlo1t2RT8dGuLqa5nz+BEMrg3G9Inxg15keNhXF90VL46GCblGcuU9ENdmIUyTLGGFjWaGrRHwhYUZx07IMbOSx4EpAtJB7lKcaAyMQOTv5aEWnNGETb+FMAQC/fOih0cJhpYUNnxV5pz4qxmP12xzIFQug8hHIM1QlQyBRiG55GvWHNK9idN/sqMIAJdl/3senz/jffYm+E5A+5tAsF8sdTS9m+Nbm7zzXb75lhkcUyftmMFTKJ2uZXxB+nbGcO39Zu/VCf2Pv5tmlJIxX4OO+wVfAP6g+2zBQA8Ijdex0RoEGmY5DutKlBBf2buyTCFVjwP5Kg4KPcM710i00lY8bC59TvAwBCiMkxSTWt7blv/730U/a+mf9N+fpr6k3YYTQHACaYeUkXAE4zHX/ochBefzXz5/OmtSdpnp8V3msvADFAFxIZn0nd95O1fyoBgHOaNGLAKuj22p+jMmjv25Wnm2ryI5cLCW4kSoj3IFECXkKChJwzVRyMx1ynBsXuYXlqXl0LBxqb2OBT7qGXvI/RiKS+rjw1pP4AAEJwqlHtDGlLcSYuU6aJJA43evWwq5YCP5cZEyMKOYy2cUVMaw9fLwgwR5sAQCOToUwAYCmTQpinSYQdgjNGuZTY/g9+6HTZTUiJAEQ4IGZLq9rSWuleVB0V8REzOG7t1OB634B/ca5hdJhPFxQLPGvLnrVlORDa6D8Tb20HhABA6xvQ+gZEUcQY53IOZvOWzMzMVNgUiGGU518EeDH/1wkAKPuMUKL4q+4zLpcLAAzD2M4q4kLCj3CP/wg8DgA6GJP68oS5NG9szJvrc+b6ormhYr2digCAGY4oYWuLlQ3TObPe3pAWu1Cx3dY9FKFlAIBjHCLHVgBg27qkEKfFzp8LvaIoiqY513Zg9tpB7IJCzmOy7rRmFlnk5RxUM3t9BwDsjW4AwASs0gsr7j/gjY5g7kMu9bxlMR3To+meqWz7KfdUr3ueBmNXJfatQBGimFFAIty2HClGItwwE1GcACiojTWafvubSMfGDX1PGqAoAMAbnnv5v55lB3vBPWg+NQAAIABJREFUTgBaMqL2NmIA8BvwCXtnvXUzPmYs2BRIms6ueSxyeGRUW8McAOCRs0GWBg7rT0cBCAByWLVvS6QspHkGKBHxInAC4jzIOQN28cY7+8LeUkyguMuugcuuga5OYvJTRdSW+rONwOCe8BEOcNWPjilZY9MamzNYxWByOq0ajKzTqsnkdFo1GcVgFJ02MVJNmqOMnx28bl/hrWjj3VhRyR9ZyuBok6UMljJ42uDo+/8RGb3bt+nnDzITJtQZElcmBWhX6qHyQAQgAuFIKL8ShGl6q6N7q73Lu7rUcPe2tBUrVFLcirW/+XqDz79x8ky8vQsXscp1pBpMgXbR1dVVbfNCBuhTzIlT9xUqAAAT8Kq5GUYO1nPFCEAuEOwLOK7uDKcCAGC/1gUA3UnLgCIEIOy00VfMLYucbmzHnEclsQBy+ikARUlRTrLLg9Ou0HMrrt/j+a5g7kMu7axlYdVkbydPrSoNz4Xe2vl5SQQgx9+CHC2vAHARd5EDhRvJG7xsy0B2dRTxbnQ8Zc6SWRHPneMjozgJr0KByDvb5j9QIhXJ2rtzBz1MK8vRAnAC4kTgRMSLiHN8sRAIllTbKE+wZDoRSKlcRudknU2rrKyzWZ1TDIfX2k407DwcFz+X1UxaM2mwskYM8Fl7AUg16C1FdLOKxGilmD4TqhGvgF3lEoD8/go40JARl0A4WsqtBCGUbG5LNrV6Vpcb7t1xRQt6DQiJ+Ilr32u8e2uj/8xWZ09JGq82GSjfk2qeIFKAWqiQY7EA5X6GHYyayShOxHFmrx8KAHicXMAcl4hGUdqNwyTMsm+7K0G0/brZLEU6aseJmaPe4Wh3U1QlRcwQC1nNFN+TXWKWwsysuP+ToPcG5Q9JukXwIADokuZ3feIsZpXkrBbhMuN4+Z39+5zqeCbVD3ax14vFsSFHF6GinjsnCyDHp5sDhkLULhfOneoPAGiFsxnmkRDfRoVYYHnE8MByiOWA4YAVECsgjkcsD6wfOcTdb6aDIcZ91CnnCXVPNY/shF28vtQp64dacmKMHL3ASvJWERmHOcxq1vPFmT4AoBB2sZqHzfl5xcfnfLzi43I+LkdT5OVWMbr9iX998YZjsbSCvjLC2zh5nWm2uw2CQq6YVqoZIgARCGWirEoQQqnm1lRzq7gVi0yO+eZnUIFxkcukW6+/1ThyK9F/Jn7KLoRw8VShDFTrM8UrTP8V5uFSLYfVNJbTOJcGOY1zKTObxrIEDsEvJMTbR3gtxr+jnzmRhpwIHADwiMtbBAjA5jfwXZRQjJ71e66fhx3JgFxIoB81cBCsnER20k03v+3/A8eG7Pkg9+T7uMs7P8lhdacRRDEWQD8nvvfD/FPwILPSzkMZMyflkI9yzkN3numR4eF3c1jbNoExwNSw4UcOWgUGvB1kZztJU46ZXPb8R1E/HZY/yuuPPI9+NnlC3B0QyjHAUzGhl0oiqzmbEZUi6RKzaUQpO5ef0vxep41rR/kPirEAcjLeQYCG6E4OGBooFxLyD2+3HKIACYhjgGaB7qAdsucGkedT/EuOvSUQjppaH9NrHc2k4ooQV8TNnCAy+tV2i4jsO/FwyiEFIADQTYqj7URqqhT2OCLj8C5NqffnJyZGKZVLqdxy5uFRhMDNqj4u5+VyQTEXEuSgkBVI1KEqw83jK53aW7OsaTWAn2zQ24N1HpCLCEAEQrkppxIkB0Lzl58S+gcj9+74F2aRab3SYJRc6PY7/rHhaE9/tPeUwTs4ExVDVclA1W8KtC8ExAmIC8P+rEY/zr/gGHzXkU/xL36Kf/GQldhH3oUSLe8d4RCzS/NytKLaSy/VYiMTRZloMZU8xw7tt91dhCjv/yJ+eNeHNE1jBgxsavrIUiZ2LzWQ0u+rUUOee3tPcS/d8pPU87kdeY5U0LdVIQNMvQhnpXa6wQRzZ1QjDYydGkcD5Zyi1YV4y1RQCuh5bcjx/ih+K9gm7Esx96GjVhWg3NvCK3o0WLuEeAboCOX8IH+Ee+YZdpADJh9B2UNJCBALdN6xy41EXxFxc/6L+9M7/4xGo9WUqK1aqPWEcceBuhnKa4iUykdzUkyWojkpmhXTGr/94gsJWWcBiFXWwXkvxB4dU5z9GFQaAchBrElrdhtUGENeFQLwbn8osVpeCQoJclCQA4LMoEO7ORMOR3vQcPP41iKznn44h/PweLCl/tUfIAIQgVBByqYE5by+hctPrZ45HxkfCc5MUYb18EarauPocGR8dLOrd+PkaU067GgN1ScDkYkj4VjBAsMiYBDVJW50CtFZuW0k1ethsk2ChTLlQeIBJLBdnKO7ztGHfd4Pb2biQsJeRWwX3AOzmmg0CgB7l/1Ps2de8/0OANA0LQhCJnN/n1cA1jEa+jYl0Uzfw106ZA0EQh1ARvDygAFt5sSoLEVlKZaTorJkE68noQiOeruHsxD0bcjn6uJpg6cNljIoZLKUiZzU9l5fLMTfj6lvAtJMGgB0ExkmBQA6pg2MDJNSDUozacWgVYPWTFo1ad28LwHQFLY3MgInAciSrMZmNXYhdV8SQoCfbZs/HbRL7EgoA0GX+UK/mtNQQkYYkIszPcJxcd8jAhCBUHnKowRpkmv5/JW1gXPhqXuhyVFGtU61Sxl6eHIsND2eONG5OnBWdTunBnekemSgOjMFIhCKByHcJS20S8uK4Wz4kZ8E1W6ASwRI2Kd9y14ZiAE6r4gxFCNQAk3huolck/+xBEINQQbuI0XW2bWsay3rXsu612WXZjh7QOfRMZVSORcj25Txcg8nnDSFRVpzsarE6i5GFRnNzWk8rT9QfHSe0ln6IAYyza50syt9gC9iQKpByzqjFhGXOq3uWwDa25yXI4nGqgWBxQJbJyN78RABiECoIsqgBBk8v3b67MbJgeDMZGR8hJWtx2xkmv65ad/CbOJE5+rAkOr2WhbbF1UlA5GpJOF4QoMhOe1wAsC83DqZbr/guxvknDPQ1RPHwQOIqD+E2oKM10fH2GZ4Me1dzbpTqkMYQRuiWc7ltROA2j3x93cqHk6VGE1w8rEqPwjyBkdFdWwwvN7iTqVULqNxKY1PqhwuIrXlo81BRMweqKeEuiI88Ozzz6unIxVomghABEI1sl8lSDYVE7BE8UUGTzEZNto3sNlzMjA7Fbk3wmWs90y2ZaCtjp71gSH1KJ3CkkbmnrzYxPlPcA6BSAuR0TIrmZWIFPZxzkFGjsgUSDE11dT4Wg6tgQFH9QQDdIApgfEXobLoZhEptfZgYHo4eVI2hNeiT3RJS4OeewJtbTBYlxTyCCMcE46DCFhDEPXnSJlJBmaTzlMmexKKg3jk4VQPVyeDSI9vs2dH3DYTo5TGx3N8QhUSihBX+IQqpFUOF56Ne3nFUmzSDEjlgD52xijHl6f+7Ve/9W8r0zQRgAiEqsZep0gamW8mr9+SJ5NGFgBExA2InS95LzWywWIqNyl6s6k1mZV9y/PBdEowre0CkGkGZyYCc1OJE51rA2eVUjuF/fLCH382+nUN7g+HCEEX1/r3vb/dyhWrir965z9+RvlBkrqfu0E0qffTp39v8DcFxiGadalMgXRsvJG6dS0ztqZvAQCD6G6+5XnP+X6h/fCVl41Ree5zW69vGskH7j+oiQ1+LPSuNrahwj0j7BPVQGtJOi7TmgkAwFKMV0RNHoNnippajqW7ZCP/7KCZbNui3HjGM9Hrmke2KXjrjHqVgYj5D6FWINJPGWiQ0vsVgERGC4tygJf9vBwQcgFeDnk5o/7D5lpDIZzP/g7w0FrWwCihCLGcuJmTNnNiLCem1YdhsxvEzM4aVB1NbHDzcSarwvpbwLPCyQj1fG/2RKDqTKUIdQOqG4f2khCLxcp2QkRRlCQpFouVp7l6xe/3MwwD5b12FWTnfGhWWf2L6Bcz5m5HYgbofxZ810XXScfaqPVVdvgGyo/bGNyGGlQUoUCI6DyYouLt3WunBksSGwgAfmvpv37RdX3v5wjQZ3t/80WPQ+hTVVefvPnP52gLCyavyX6v/4+a3A4Jp/IcZqKZMrP/z9rnV3SLZ/lZz7kf8z994JrLyefj3/tO6ubezxHAh/zPPOU5W87OIIRcLpeiKJrmkJC1yqnIYjuVo2Y2WX1PCAUaQWdQ94kO83TZFL6y9qyOd4dC8DKpC767DfxmCbtaKzQ1NeWDQNf6KFNZ9YdlWYqiAEBV1So/k/bCX8Udmd1uN8uyW1tble3GkVIG9cflciGEMMbb8d3riZTKLaa9p4Ix+9jJS2nv56f7bQogBF42FxazYTEbErJhMetid4/LkiQZhqEo+4v0fKzQTHozJ8ZkcVORmqRUr//+SJrMUd+bEbPqfXOhdTSQ/w+F4EcGM0932znWVQPVsEcyOjqq67quV1IvoyiK47iBgYEK9mFfEAsgAqGW2J533p4a+fPoF7KmxXCrg/HZzW+EGF8Hb+dLRaVT7O3rDxPDI0gzXJrhREMP5XKSYb3wRqYZmJ0MzE3FW9vXBs8rh4sN9Adrf5M0M8+k+gHgDc+9nYcw4I9P/dbs0N+KtF28vQ/d+NdzjLX/WpLS3n3v08OX/rqYnhzYFAhj/P9ufNlS/QGA11O3Qoz3aXdZ1ZMDcCM7Yan+AAAG+Fz8jQ6hpY2t/DBPcEQ10HSMNawm/AaGmU3mVINpH+/wbrJ3r/oDAEnd853Y4yfElXPeMZE+XgEsNzY2GIbxeksQCq2CENsfQk1ADH8OjIGplYxnPumdT/m2FBEAQoLcINnJWw1SBgHe5a/k45UGMd3oyoSFTFiUWeq4mveUDpYyGqV0o/TIfFU30U71Zycmhn8adoUkY6CpTlznCFVFsTHeCQRCVfG3wptfdd0udNQE/OXEm/Y10FP3Hqo/O5BpZtHlXpQ8sk3EH4z9i3Mnv/r5E9e+Vyh+kCM5U5lTH2bBfCbVn1eCtjEx/tTs/25Tw7342NvMsk2BVUr+y6m/KrI/XV1dB9jXHZan59RVmwJfTbyt42qfPP3D1hs2RzHAX8W+XrbOEA7DapK2VH/ymBhWkg4bP2c8Ex3iUqHoBQty81fWnx1L95jHb/4QjUaJhnJMIBe6UhD15wCkVG441vjFmZN/MXLhn6ZP3oo25dUfAJhP+ey/y1JGQJBZymh1Jy81rLyvc+KnT9/8eP/tl9qnh0Jrza40UX+OjukoY6n+5MEAX7pbgsibBMJeiAUQgVCTfDH+A9hhNbNLOgGAKWUpayoSZR2ZD5kmtbFhU3+WYbIsR115umn0tnttxboSjANz0/6F2a3OntWBs7ooHeAn7GKXNdBbqRGbGv5k9rOOrXxm87VP9nys+F7t1xTojuxQOGsqk8riKaGj+DrLTMrMpk0HM+NVrZ59DeqJuOyQxTaRo0xAVGGnAIFWrgRu97gWbiROb2kWNi86poeTJ+fk1ou+kQh37LyYazQ2EFE0CFUOkX72S1SWZpL+2WQgKhecfS2kfY812u2TAcArXeMiq9t7ihGOguWEwzJ8LUVvpOmIm2hwhBJDBCACofbQsL6oPSLf5BWTnTKQCXhTT0hcgfC9ORkVCPm8oxlV9gWmn3nJtbHadHfYtWFt54JMMzg94Z+bifX2r/efMbhiM4kuawWXjtsykAJ2IWAm9VVwWO3CMrXvJNb7ShAW1Z3r39ASpxyiUVeSeXXNsQwGnDazbmp/Gh+hzBgm2hv6ZxcmBlUHwWnwD3FbL0W+Pye33EqcUkwLN8yk5vp29EqzsH7JN3LcPMKg1mQgov4Qqhki/RQPBrSacc0l/TPJQFxxnlisZVyKwdgnOJf2xPQhlIe06mxIGyUCEOEIIAIQgVB7YIwtI2jukoFKtZuTiTRNPdckRdcb7o14VxYty1CGHrk3Epoaj/ac3Dg1aLB2gXvyGE4dfCbVb5/T3gSnxS6AedBQo0XKQLiIPuDq3ljDZlHdM018/Jx+6pRi70fcIS418+t3UienMycsk9qu5Bq+qgQGveO9roXSvXJqhpqQgYj6Q6haiPRTJBijhbR3Mh6cTfoVYx9rNwxoMeXp8RMb3mqkmPnpsRtWCWWBCEAEQu3BUWwzF1pWraf1eRkIAfr3TOGQpYIAFAVWMYC2wQyLmYeviGy4YTbcIMU2GsbuFJSBdK3h3khoZnKj/0y095RJ29nnNDGBBSfbExromZmZQqF5OumGa2AXfwcAmuBQ2cocPcICtHce1m0KAEDI5kJUAW1cxLEMAvAyxBe92qEpTFNg2GqSFAJuPyM/R2kXfSPd0sKNxOmoGthbQMPsjcSZmeyJS/6RIBvfZ5frgZqQgQiEqoJIP8WAMaxm3VOJ4GQ8KOts8V9ECMJCps2dbPMkW1ypo+sh4TC4OKzK9hudEJSI+Q+h9BABiECoSV72Xv6v0S/bFHjM1T/YMwAFplmYoo1giI7ahQEyIw2Ado9M2VBk9qkXpOh688itQk5htKo0DV8PTY6uD5zd7OzFlLXdyAcCT17Ljtl0AB5oE/mfsFcG+rnWD//NUsFI2Hl+3POUfQFH7E2Bzoidt+RJm69ziOkV2g7ZhyPFz3gkirfMKLdNiHEIJEmoEnyCuZm1s9Ry8yaF9r2n6GeTz4ffnJdbbyf6c6aFm2dc835z42qPa37QM85SlczGWimqUwYi5j8HJhqNVtvVrA+I9FM8n5s6vZbdx9aLyGgn3Il2T+KEJykwx/E9XFs0+/Qt2c5ePiAZjV4iABFKDzHoJxBqkl9q/KhEFXT/RoB+rfmT+f93PWBXGb27H1DBNwCmKL27r9DRbLhh6rl3Tz7/nky4QIwhAFaWW6+/deqr/xicnkBWdq4eSmxgLAwKdvwK+NnIB7b/nJmZ2TVxvNhwaUAP2tTgN7lf6P9ZmwLFUyhH2AWpr5m168OL3ks82sfGXUV4n++qfYGPBl8oT08Ih6TJq1OFNxQRQLP3gKsCBNAhLr238Y1e17ylWToGNJnp+MrGsxuq3RNR31RVprDq6QmBkIeoP/uiuTjjnYCQuxBZ+XDv6D8fuPli+0xfYJOoPzVBb1jjGbv9mPcOZB0MhAiEA0EEIAKhJmnjIn/R9b9aakAUov5D2//0jOfcrs93SRjY79dOD1lqQJii9aEL2OW270M23DD13MtzTz6f8/kLlWEz6bbrb/Z94wuWXmO/3PgTAiq4+/ETwRf2/sBdMtAXz/9h0LAOO81j6ss9v2P/E/bLXhmIQtTPhD8QoK0dzS5KJ1/0XCptH46CJ92DF6SCet9L3sd6+dZy9odwYAQGdwWtNSCEoD2gu7hDhRRgkXbBN/LuyPcLeXtpJiMdv5jQu4g+oLJ9qGDrBMIu9m7hEBzp9W8WOoQQRMTM5cblj/Xf+djJ4avNi41Seo/RNqGqYWn8ZJfM0daD8rv6shfa7EyzCYQDQ7/66quV7kMVIcsOuZBLCMuyLMuWs8W6RBAEiqKgvNeuSujmW3408NSGFp9TVnUwAIBB9DOec3/U8ekf9T9d6FuBQCAQCMTjcQDAXp8ZjoCSo3JyPhgdpiizoVEbumgGQ0V1AiHF44t1n1R8fiG+yaiqZSlGyfkXZj2ry4rHq0kPdSUKUS96L82pa5uP5tJyUeIvNnzwtGgd+gcA4vF4PB4PBAI8zf+rhg9Or9+ZwlHzwdSHAvSUceLrQ3/U4mop6lfsk53nEAAkin/MdcoEM6rHNXx/262ZCb3if/K9vsdRjczIzko9fsY1q6xu/wQA8NHuT4be/aR7sMydQQhxHGcYhmkbpqr6yWaz5W9UYLFfNHUTqcZ9Xy8KgVcwO4OaTyzN+RRopcu1xFNqTAuY+BERecg73izY+ZbWIhRFURRlGPs2xc9ms9lsVpLKnT6vOtUfmqbz78MDnMmKUOjCBQJ2tqtlgOM4mqZzudpQWmdmZraHy6qC47j8DalpVZoGy8VqE/HwzqjPNMLt3uT5yOrzbbPnImst7pRYBcY+LMtijGvlua4qRBa3B3TNQGmFMjHKoAhC0BHUPnI+c7WzBh7w8o9ue4lGo/nEOKii0DQdiTiH1KwSkGUuoWNLLBYr2wkRRVGSpFisYCZsQjH4/X6GYaC8167aULA2p6wa2GzjIh56H+/i7e04ZOgCxhiDQtOFQvY4gkwzMDvZODrMyoUXvQglWk6sDp5XPLtjyswqazPKsocWz4m9LLWP8GTbJjkjsTvjyalWqflK45X9d/+APLKliUDm9JyhepDIaLWh++wlqWfm1TVEoR6+1cY+60hBCLlcLkVRqnZeXiSVXYcjijYwAwA0MrB5JIuEnMnfSpyal+8rrX429VL4e2j/MYaqHJqmGYZRVfUwo0zZAspUp/oDACzL5jdsDnkmy0ahS1YoL0HZcLvdLMtubVV7aqcqN/lxuVwIIYxxJpMpc9OxnDS2GW6U0jY2PnneWm29vt6CALd5Ur3+zS7vln1O94ogSZJhGIpCzFUODkXROhJbOgdcjGKqNRO3uxoCpY2Ojla6C/cZGBiodBeKhQhAj0AEoJqDCEAlYWZmRhRFjPHhdxSRaQZmp5ru3mJyhW2yEIq3dy0PXtDFkm0dVHxGPjMzk5ctAMAwjGNoklZCiABUEvKyBQDoun6ke7NrSuhG4kxal94V/kGQSzh/odYoiQCU50iny1Ur/eSpOQEIClyvig83NSEAVbn6A5UQgHRMTcWDI7HIWtYNAM2u9Ad7HNauCVVYSHl7fFsiU72jIRGADg9N06IoDgwM5HK5dDpd6e4USzUIQIQDQLKAEQgE6Orq8vl8Y2MOObmKAVPUZndfvL0rPHUvcu8ObekUhrF/btq7OB/t7d/oHzS4EpiZFMoUVja6urooigoGg9WzF0EglIdGPvZy5Lvraqgu1Z/Ssq3RlHzeXOXqD+H4UP3ST/nZzIl3Y5HxeFgx6O0PVzPuhML7eDvdxMflfKEacAUiEAg1BBGACATCffr7+5PJZEmmbibDrPef2ezqi4wNhybvUaaF9QFl6A33RkKzk2v9g7GefkzTe8vsl4rLQAAwMDCgaVoikQAyDyYcGyhkNvFFhf4xgKaBhIoocdp4ov4QqgQy6u3EwNRkPDC62bCSsciqgQHG4+HLjUvl7xiBQDjOEAGIQCA8Ql49KckcTue4lbOXon0DjaO3AzOTlsngaUVpuf1OZHJs7dTQVlcvLkXI5GqQgfLs6gOZGROOOTHV//2tS2c9ox3ScqX7UhWURAYi6g+hSiBj3DYplbsTaxzdfCSE817ubYYea1yq1ZCBBAKhNiECEIFAsKCEMpAmSosXr0Z7+puGb3hXrXe62Gym7fqboel7K0MX042lSd1VPTLQNns7Q6bLhOODiakfxodyBvd2/Ny83HLJPyLRJFQWwEH9wojuQ6geyFi2zUrGczvaOJPwY3AQdhCAm9NyOlvN8X0IBEL9QQQgAoFQkBLKQDlfYPbpd0mxjebh667oumUZMb7V/cZr6cbmlaGLsj94+EahKmWgnRTqWHVOpst2GhFCoVAonU7vjUpenWeGUAxj6Z6kft8PYlWJfHXjmUH3vT73PEBtxAMuA7s0nb16EBF9ykw0GiVRTh0hr2UAMEw0mQjdjjZGZefsFgKt9weip0Mbfp7E9yEQCOWGCEAEAsGBEspA2VBk6rmXfUvzTSM3+VTSsox7baVv/UtbHd2rZ85rJUoTVuUy0F5qqKtlxv7MkHVI1ZLUXKPp7p2f6CZ9M3l6Vm677B/2s9Zvg2MOkXsI1Q9568o6O7YVHt5oyOjOGS0iYuZ0cONkIMZQZhn6RiAQCHshAhCBQCiKkslACCXaOpKt7YGZyabR24yctSiDcWB2yj8/E+s+uXb6XEnShEENykCE/VJbFlXHivFMt4mpvZ/HNe9rG08MeKZPeaYoICsiAqFmIO/VzZx4c6NpMh4ysIO3F0/r/YHYmdCGnyd+rwQCocIQAYhAOO6gVIqZncSZDEbAuDxGTx8ubHdTKhkII7TZ3Rfv6ApP3ouM3aE1i2zxyDTDk2P++elo/+BG7yn7NGGzyuqUsiSbCk+x7VxjH3+CKhBPmshAxxDLy310qxcdG2O5uUV1g5dBQHwDG/DRriNqqxAq1lZz6xmcw4BdSGigAyJVGiG1eJCqUOk0aBpQ6DE+5fKcG033GXtkIBOokVTvgtx42T9cf4nkTUApmcpoCGPgaOzhTYElLm+EGmYzS4+tsdHlaQpxXsFs8hosfUxv6R+snJhP+ezLNEiZofB6t2+TQUTgJhAIVQERgAiE4wsydO47r3E3fwiGkZ++iQCYYdTLT6hPPgeUxXZ9nlLJQCbNrPefiXX2No7eCk1PINNiesSoatPw9eDM5Mrg+URrO+yRdda0zc9uvragPhJXKMz4fiL4Qg/fWqhpIgMRjkgVupWd+tzW6ykzCwB9uUYAABmamOAlV79I8YesvBgw4BF5djy3YO4wqKGA6uZbzkrdFBR8rksIMgxqZYlKPlRzKICz9EJ7Q//bxpNR1SLCV1L3fDP6RJ9rdtA7QaM6yRO/laUX44z26IvNJ5jtAf3YrpkJtUtOQ/847L6+yEfMUQA2/yFL4dPNak9YO4aprM5HVgoJQBTCPb6tofBao5Quc68IBALBHvrVV1+tdB+qCFkun2Umy7Isy5azxbpEEASKoqC8165OME3xc3/F3h0GjAEAw/18Fcg0mcV5Kr6p953aq7bsJBAIBAKBeDx+yI5ghkk1tW61d7OaKiSta6NVxb8451ldUjxezeXe/nxFi/3R2t/HjN0BRLKm8k7m3gm+IcL4bZqOx+PxeDwQCBzyJ+RBCImiCACmaSqKUpI6jycIIUmSVFXVdb3MTQf2sK87/Afpkc9ufkPF91O6hB7EPE6b8pK20cY1ssjOkK0kvJ0ZnVaW8aORlTHgTSO5padO8A3IKTfNYTEMZnaKymZ2f46xkN7odC27vGhDDRp476lAMS0wn2vxMik3U0WvdIqiKIoyjP3JUhtpem6LMfefpdqzAAAgAElEQVToPIqO4jkqIJn0MVsx0zSNEAKA/Z7JypLNZiXpEavYUg0ZB4bjOJqm98bIP1JUHf3pD3xja1wDHt35uYnRWorRTdToqaXLCgAcx+VvSE07YBIuL6cupHwZ7RHjSp42Toc23t0+NRCMulkL6+b6g2VZjHFtPdfVBkVRLMtGIhFd11W1Zm6bXe9GQq1ABKBHIAJQzUEEoAPD3rjGXb+2/eeulQgdXcfBsBlpcKynVDKQyXGJ1vZUU4uQSrJ7l44AAMDm5ODclJDYygWCBsdjjP8s+oVNI2VZGANM5Bauus8wTkvuUslARAAqFRUUgPZSvCS0paf+bOML5g7lZVsAAgANG1lTPsE5P1OHYUFdv5ubLXQ0bco8xQUZ75H2gV5doTIFN72pbMYbQB2etYwhpnacn200k52XW9O6FOE36epwmjiAAKTqaDpW0NfLMJFmoIBYFb+ubNSoAAR7FjnHUwD62j3XrSV+l/qzzWaWbvAYEldLdm2HF4AAgKeNqcR9k0Y/n7vUuPxS+3SnN87TNXaTHwYiAB0eIgARyglxASMQjincjWv2Bdjrb2sDg0XWViqnsGwwPPn8e9xrKy23fygkrJfZvqUF7/LiVlfvtd6WRXXDpraUKd+Spx53DRTTNHEKIxRJId+xNzN3dbCbAS9pUdlUjtQRbDK36FRgqbewa+ThQaaJElt2JTCm4ptCk/Bk8MZirvlG4nTO2B2cCAPMya3rauiSb6RZWLespsqJZui9tj87iWcp3Y8YqpYWzIRji2HCW7NCIfUnz9QGG3bVlQSA9+yN7aXLu+Xnc15OOR9ZbXWTbIYEAqEGKEcsAAKBUG2gbIbajNmXoVeWYJ/7OV1dXSURUNKNzRMvfmDpwhWdFywLIIyD0xPPf/ONjy/xgu0m+nRuaV9Nz8zMkMwmhAPQ1dX1VdetNzz3tv9ZFovqRxjk2ARcyCBum7SZzeGj3F2Uswg7iBrogX1Qm7DycuT1DmnZuiZD+O7mpbe2zqlmucNXH5604jC/wkWUIRCqhLUU41bG7MtsZI7cv7VsaCZ1c6Ppr+4NqYbDj0IIPtJ39wNd40T9IRAItQKxACIQjiOogI/VI2CMcjJ2Wfho2FMSayBMUbGe/q2OnvDUvcjobdrKFYjXzZ9Z5F9ZZ/+yVf1yRDWtturSxkF8A4k1EOEAxPRHFgB7NaC+XKNiHtzXwBEVa7tC/1iimJpAH5WkgopRjXc8zjylXfHfaheX34mfyRri3rLzcsuqEhny3Ot2LZSwn0eNXoR3VzFlCISKMzMzs5aiASwez52oOirGZKbK0UxqdDNyY6M5q7EAMBxtvNRorVBvw1J1ZfdEIBDqHrL7RCAcRzDvMJO7TwEDnGIoiXpiMsx6/5l77/mxze4+XCAidVilPj0j/Omw++qWhaIt0gd3tyHWQIR94aUdnOEnhDUmwIcfpYQd4BBbXLEj3PvBhbMHPoTevanexG+83PDdHte85UOumuyNxOmMlTxUtRQT4JkmU7AaIRqNVroLFSM/CHJFJK1jaVzT6o9mUtfXm/9y7Nz3ltvz6g8A3Io2qmb9WDYRCAQCEAsgAuF4gt1u7PGglJ23iBFuwMyhXhGlCgyki9LixavRnlPNd657Vqxdujpk6rfHpXd8+p+2K9PSw+24dq7xkK0TayBCkVyQTl7LOHhJ7L0h92pAB15tUoB8lCth2tn3CRR3tNnoRREQggJeYHkDASxaKGUs0i/6RtrF5XcSQ0nNtevogGfKRddSpH+JMzOaw7rRxRETIEJVsz18ewVMI2zYKjxBqVYNYUyMxjbD19Zbt3WfbRSDGY42XGpYqUjHCAQC4Sgg208EwrEEIXXwgn0R/axDgSIpVWCgnM8/89S7pp97txwIFSpzKcH8ybDrf5uUGhUKADjEnJd6D980EGsgQhH8ZOglCtmNqp1cUwPrnD8obEWRfejiW+wLdHLNRVZ1MDDNmG5PoaP55aPpDxYqEOa2Xop8r989g9BDCcnHpk55pkvZy6Mn5DLsrSE8PC7GqoJAqBQ7hzyawicCDjkZO4OVT9q4XzCGuxu+/3Fv6DtLnXvVnzy3N5o0YgREIBDqCGIBRCAcU7THn2Qmx+gN6ww7RusJ9fxjJWyuVNZA6UjTxLve55+faR65aZktngJ4LsY8vuX++2ZFGbjipXebEhwGYg1EsGFQ7PqfGz78B2t/a3lUQNxHgs8fuPIiDYW6hZYFdS1mWIcj9VGuU2L7gftQJGZTM8pmCgUDMv1B7LJ7KmkwznrHTogr1+JDCc2DEL7sH6agxoxlJA43eIy1lPW6kaHghP8Io0ERCIfBcqQebFbX00xWtRY2W316i7/GBKDpLc8bCw0bGTuLSA+nXoisUKjG3j8EAoFgA/3qq69Wug9VhCyXz8KcZVmWZcvZYl0iCAJFUVDea1cn0LR+coDeWKfiu3M26ycHcq/8OHClDxMbCAQCgUA8bp3fvVgQyvkDsZ5+g+OlrShltc5kMAylmKHFLQRIDoawrV3GfonH4/F4PBDYbcqBEBJFEQBM01QUpYQtHjcQQpIkqaqqWwX/rmae9ZwDgGuZMRNMAOhQ76s2Idr7s5EPtHKRErYlWSFn5TYukjayKTO7q3wDG3jSM1hknKBDQdPY40HZLDJ2Xz4zFDaaHWyU8oi00iUtIITD7FahNGFlg6IoiqKMfWZF9Aomxiij7X75CAzuCWsie+zMf2iaRggBwH7PZDUgSQ/9Fve+/MsMx3E0TedyuaOovNA+DUNBi8/YzNKy9ogGhAC6gtqldpWqnQhAKxn3aws911YiWa3gRriHVZ5oXnz+xEyjlKmhn1YRWJbFGNfic109UBTFsmwkEtF1XVWPMlNnSdn5YiTUEAg7pWs9VsRisbKdEFEUJUmKxRxScRPs8fv9DMNAea9dnUEvzDETY3w6hQFUr087edpsaT3qRkvlTkUrSuPo7dD0ODILbtCpLvfq4IV4WwcUCCN9GHZaA1EUFQwGAUDTtETiCLN91z0IoVAolE6nj2iFc9QsqOt/t/WdW5nJpg3Jx7hOCu1nxR66pCqkI3PK2ogys2EkginBRQnNTDjC+MrZAQBAyQSVSYOmAqJAEExfAB+BrFwGaJpmGEZV1QOMMqqBNjO0rCEDA0djj4D9ooN3WL3Csmx+w+ZgZ7LibFvhVdwI1O12syy7tbV78+bwOA7NGGAtyawm6YyKEAKfYJ4I6F6hZgxkUir/3eX22aTfpoyHVR5rWjnpj1Ko9u7SiiBJkmEYZN/rMNA0LYriwMBALpdLp9OV7k6xlDaRBaFsEAHoEYgAVHMQAahU+Hw+jHEyae05ckSUSgZis5nmkZv++ZlCoWcBIBsIrZ69mI40laTFXeTXA0QAKhW1LgBtU9m4USzL8jwPAIqiaNojDkd1ltUooXswRn72qF5fhxGACNsQAahUHJEAVN9x7jCG4Vjj26ttmllQixcZ7VLjyungOk2kn/1ABKDDQwQgQjkhMYAIBELFKFVgIE1yzV9+KtrT33z7HVfUOqqRtBXr/s7X043NK0OXZH+JDfjzP6Gnp6e01RIIR4TlpK1GVSETo7e3ziZ1T797+rR7kkTrIBD2S31LPwCwpYjfWuhcy7oLFeAo43xk9Wx4laXJC4RAINQ5RAAiEAgVplQyUDYYnnr+Pb6l+abhG3za2hbAvbbSt/7FrY6e1TPnNKtc1Idhenp6bW1tYGCgtNUSCOWhRlWhsXR3XPMCwGiqZ0FuvuQbbuA3K90pAqFmqG/1B2N0M9p0ba3VMK09L2mE+4PRK41LIkPishMIhGMBEYAIBEJVUCoZKNHanmw5EZiZbLp7i8lZhQbHODA76Z+fjnWfXDt9zih1UJLR0VHDMJqajsTXjEAoM0VmH6sUKd09mu7d/jOtS9+JXelzzQ16xhmKRCQlEByob/UHAKI56a3VNkuPQwrBmUj8yRMblHa4xBQEAoFQUxABiEAgVBFdXV2Hn49ihDa7++LtnZHx0cj4XUq32NZDphmeHAvMz6ydGoz19GPaOlvzgSEJ4wn1SjUZCqFr8UET74rogSYynUu5xkv+kSZ+oxK9ItQn0Wi0ngJe1L30kyciZoZCa7ejjbs+b3Gl3tu3HpJUjHGGmP4QCITjBBGACARCdVEqUyCTYddOn4329EfGRyITo5ZpwmhVabn9TmRybO3U0FZXLy51mrDtX0GUIEJ9UxFDIR3TImUdJjxriG/EHusQl877xjiqZlLqEgjl4ZioP3muNC3OJP0plc//yVHG1eaF06ENt+gCOJ4Z+QgEwrGGCEAEAqEaKZUMZPD86tDFra7exjs3/UvzlmnC2Gym7fqbkYnRtTPn4q3tR5EtnhgEEY4bZTAUYpD+RPDmUm7leuJMzuD3FpiTW1eVyHnfaLu4XMJ2CYSa5lipPwDAUubzbbNfmO7HAB3e+HOtcy6WiMIEAuH4QgQgAoFQvZTEIwwAFLd3/uqz0c1o8/B118aaZRk+lWh/8/VwMLw6eCHdcCQRfIgMRDjmHIWhUKuw1sBv3kqcms227dV3FZN7a+vcvNxy0XdHoq3NhQiEY8Jxk362aXMnz0VWw2K2zx+rdF8IBAKhwhABiEAgVA0Y77W+KZUpEOTThD33snttpeX2O0Jiy7KMtBntfv3r6cbm1cEL2UDoIM1YRpvcQfXLQCaYFFDO5QhOYMCIuBjYUhJJiEXaY/7hE+LKO4nBjC7uLbCSi3xVeeasd7zHNQ/g8IQSCHXJsVV/8jzRvFDpLhAIBEJVQAQgAoFQYei1Ffbam8zcNMpmME2bjc3a4Hlt8BzsCMxcQhko3dg88dIHAjMTTaPDjJy1LONeW+ldX423tq+dOa94vM6VYkwvLzLLC3oiAaYBvMAGgkZnt+n1F/pGFcpANzLjv7L4x6PyrIYNAOAQ+5ir/w/aP93B7w6fSbBBw/pnY9/4q83XbmUnH0/2eCipT2h9znOhjYtUumu1wYEloUY++nLkjTvJk5OZDrxHd9Mxcz1xel5uvuS/42XSpemrEyaG+S02IVMGBgBAADyDm31GQCQZyghlpb7VH6vNIwKBQCBYg7DTZvWxIhaLle2EiKIoSVIsRoxRD4Xf72cYBsp77eoSn8+HMU4mk2Vul7v2A/7112BPhGazpS374Z/EosVmfqkmspShB6cnGsbuMEphxxCE4q3tq0MXVZe7YBFNY29co+Kbe4/ovf16d6/Fdx6lGmSg31v96/9j5TN7HyEaUX/c+csf9j9bzs4ghEKhUDqdzuVqzGdnU09+Yvq3f5gZy//5TKo//x8K0Pt9T7zgvWDz3WJug33d/CzL8jwPAIqiaFr95Llx1IPimveH8aEtzVq6pRA+6Zo57ZmgkUVgeEtommYYRlXVfY0yOQ2NrXOm1TcCotkVqp8rUiQsy1IUBQD7PZNVRTgcrvgb2+12syy7tWVtx7qL+pZ+DBP9YPWEgannWmf3+12Xy4UQwhhnMpkj6NoxQpIkwzAURal0R2oYmqZFURwYGMjlcul0mbYoDk89JUY8VtCvvvpqpftQRciyXLa2WJZlWbacLdYlgiDkJ5TkTB4SQRAAoMzjNzt6R/jaFy19plAqSS8vaoPn9u7rBQKBeDx++NYxRWVDkc2uPkBI3NpE2Ho1KCQTwZkJWlNlfxAzFlaT3I1r1Ja1kkttRrEoYScbong8Ho/HA4HAfn9Cqfha4tqnF/7Q8hAG/KX4Dz4cejZIF2EJVSIQQpIkqaqq63rZGj08GPA/m3r17czo9icdavjBIRhXFiKsv5l9xK+wq6sr8IBimsiXLPL+z8sWAGAYhmmVBa9GkfaQzT5iyifQSqe0SCMc1QJ7TYEwoKgaWMw1e5mUiylq4KAoiqIow9if2c7IKm+p/gBATkcmRl6hfi5KMdA0jRACgP2eyapCkqQKvqvzcBxH03Qx+nh9qz9Jlf/iTP9MMrAhu3ycEhL3Nw/kOC5/Q9aTPl4RWJbFGNf0c11xKIpiWTYSiei6rqo1E6RckqRKd4FwEIgLGIFAqBCmyX/nGzbH6cV5ZmJMPzmw91AJPcIMjlsdvLDRNxAZvxuZHENWMxjKMCLjd0PT45udvesDQzovPDwUXac27ewRmPFRo6kFKOeQOhV0CvuV+f9sc9QE/PMzv/v1/v9Utv7UKF+Kv/lmesSmwBfi3z8v9lEIHfIqb3+9vld3xbNrEzIajVIID3gm28TVH8YHo6rFcj2lu16PPd7jmr/gs7tkB2Yxzhi2Ni7rKbrVV0v6JqG2qPuXw0LK+/X5HsW4v5B5fakzImUDPNkLJBAIBAdImE8CgVAZ6JUllHLwOGPu3bU52tXVVSq5xOCF1aGL9979ytaJrkKxBChdD0+O9X/5c40jNxnt/v4MvbpiXzNSlUL2QZbMzMyUeeK+qSdXdIceDstT5elMTfP5+HftCySMzKy6UkKNr4SPQD0RfkBXk/CRU5OXfHdYZCG1YACBOiofw3iWti+AAaIZhzIEwsGoe/XnbizypdmT2+oPAGgm9ZXZXs0kzxSBQCA4QAQgAoFQGewNZx6UcZZOSrgAVt2ehcefHn/3j8TbOgqVoXW9cXS4/4t/1zR8nVZVlHF21Ub7jy8w84D9fvEAXM9MOJYxsBk3a8YpvVJMKcuOZZYjpT+NRAayAQFc6ZA/dmqk07vbb87Hpvs9R/WI6UWEuMmqJG4tofTUt/qDMXpjqeM7S50m3v34JFRhIVU+V2UCgUCoUYgARCAQKkQR7uKouMAlpV0A57z++avPTr7w3kykYPYrWtcb7o2c+tLfReIx2imaaaHoQsVQBhlIgaK8zTM6Ma13QDXtAkm84bn3hueeZh6V1w+RgWxws+r7Oife1znhZu/f7QjBC+0LFFQyCg/es4IlVD9F5qSrFPWt/qgm/aXZ3juxhr2HBFp/f+d4t6+owNgEAoFwnCExgAgEQmXAhVOkb2N697GbV8LAQACQDUWmnnvZu7LYOHJTjFvPKWldD6USfoS2OCHOCWaB1ZwpWOQy2xdHGh5oUOh2LIMQaiVZzJ1o4xpGc3OWh97w3Mv/5wRvsXQpIaV9CuqMTm+8xZV6c7Xt7mbD6eB6sysNrt3Bg0rVFo2gUATobQTmeAWBJhwpdf/UJ1ThSzN9cUXYe6hByrynY3Jb3iUQCASCDUQAIhAIlcE40YFZFtlm39C7+/ZbbWkXwMnmtmRTq3d1qXHklmiR6B0AgMY4rMgBNWcpA2GKwqHSpMk8Ihmog29002LasDPwaWOJ+uPMS95LX09e2/XhtvQDACLFP+UeKkNPurq66n41eDA42ni2da4/ELMMFrszmPQhxSA3b27JDkbWYQ8RgAiloe6f96W096tzPTuD/mzT64+968QsjcjTRCAQCEVBXMAIBEJlwCyrXn7CroDXpw+dP1jlpVRJEEo2t028+P7Zp16QfQWz/+ZloK50PKTkdjqFGR3dmGFL1pmjcQr7pYaP2Bf4P0/8y9K2WJf8ZOiltvt2UvdvgJ3qDwD8YsOHJMpi+/oo6Orq6u3tLU9bNUejlOZoBxfUcDgs+lpCoXA4HI5E9i2AnvDr9v5dXh7TqIhAQQSCE3Wv/ozEIl+YOblX/UEAVxqXXmqfJuoPgUAgFA8RgAgEQsVQn3hW7ztleQiLovyhjx1GOilxSJS8DPTSB+avPqt4Cjqm0RiHFLkrncjLQEa4Qe85WbI+7KC0MtCnm37iBc/FQkd/Ovy+93gfL1VbdYxI8Z/p/vUA4wGwWPu/33/1l5s+VuYuDQwMDAwMlLnR+sAw0een+z83NRDLSQDQ3Ny8nVysmK8zNO4IFtSAOBp6IsRdpVapKsGlqjpTcjCg7y63v24V8pmhzHe3T15qXCaRtAgEAmFf0K+++mql+1BFyHL5opyyLMuybDlbrEsEQaAoCsp77eoSQRAAQFGUsraKkN5/GosSHdtA203TtD4wJP/YR81g6PAtBAKBQCAQj+9OAHRAEMp5/Zs9/arLLSa2aM16CYcAJEP3GTpubMr5g5g5KmfbeDwej8cDgYJ2ScXz0eALNKLeyY7r+KFlhI9x/07bz5dftkAISZKkqqquH1XI5COigQ18OPBszEhOKkvGg+DfbVzk15o/9Vst/4JGZU1RzDAMx3EA4PF4NjY2ytl0HXBjo2UqEcxo3N3NSE6n23yKadx/3qUdZLPZQjWILPYKZkqhjR3WCQggKJknG45jAjCaphFCAGAUkQGgmpEkqSRv3QPDcRxN06OjoyUb2qoSzaS+Ntc7vmUhuboY9ZXu8TZP8jD1cxyXvyE1W1d0giMsy2KMa/25riwURbEsG4lEdF1X1ZrZHpAkqdJdIBwEhJ3y1xwrYrFY2U6IKIqSJMVizlmuCTb4/X6GYaC8164u8fl8GONk8lDTqcNAbcZQOokZDjc0lNZnapvS7pQi0/QvzDaO3ubSKZtiJsNsdvZu9A9q4mFDQdtTKnOnW/LktfQYjain3ef6hNaS1LlfEEKhUCidTudyuYp04PDIpnJXns2auWY23Fuh0ygIgtvtBoBMJpOXyOvbWKCEJBT+r8cHdfzQSlpi9atNCycDURvhplDYIN1EcZkyTBBZ8ArHd43Esv8/e/cdHVt214n+t0+sUzmXSlmldHVT53a3O9luZ4MxJhjM4BnwGPMeMEN8M4vHvGVgGODNYhGH8AZ7MOBFGDCzGLttY3fb3Xa7u93phr5JOZRUqqjK4aT9/qjbugqVJFXW77OuvdRVp6q2Sid+z96/zZdv2Miy3NPHa7fb3dkZ98xm89LSUo3wsQ8UVP6p1elI3nT4KY+Ue9/4gok/aWpjMpkIIZTSXC53wrc65YxGo6Zp7b6D2F9YlpUkaW5urlgsZrPZTjenUQ12iUXdBgOgfTAA6jkYADVLxwOg9mj6BfDtGOj6ZSFX64BNGSY1Mr49d1E2W5rbgAP6YyLwPgiAusHhAAgwA2rMF1dm1jO2w4/7jNnHhtY8Uv0L7y6fLLwjMABqlq2tLZZl+zgASpakL6xMZ2Tx8FOTtsQ7Rle4ZhT9wQCoWTAAOjkMgFA74SxgCKFTpOmTZFOG2RkLJIfHnKuL3vnrfJUYiOi6fW3ZtrG6MxaIzJ5vXQy0+6v1RxKEmg7nia8rVRJDOXPFp8J58z8unjvrjD44EDSwtcYn7p4WYxLUl1ZWVjq1j11ZWRHFCslI39jKWb68OlWx5PP9vq37fJuncPgkQgg1EQZACKFTp/kxEMvGJ2d3AjO+7U371df4dKriYkTXnSuLjtWl5Mh4bPZ8wWZvVgMOa9Gc8ag/4DzxNdjE0g+feeP5zZGllPPws5TCtbhnKel4i39zzhklUKcnSxOnlkeo7zfbaMH0hZVZTT8Y8rAMffvwyrQde80jhNBJYQCEEDqlmn4NTBkmM30mMzVrWF9xXHpF2ql8qkoodayvONZX8m5vZPZc2j/cxDYcgDEQqgYzoBpMnPzusaWNTOxbW6PJkuHwAkWNezY4dj3ueWRwzW9qtLs+hkHoJE7DBus25EbNyZX0vhrbIqu+Z2xxyFyr3B5CCKEG4Sxg++AsYD0HZwFrls7MAtZpzZ0jjBAiCAIQUrJYw8PjRbtDzGX5YtU1k8/n7BurlnBIFcWS2QqkVR3bmzhZWHv07ixgXWV3FjBFUSp+k02eI6/v2MTSOVfUwKnbObO+pyD0rrzK39zxRAsmnzEnsker7tzIPGJ9pp9mAQOANu9U96Y/HMcxDNOXc1cRAuO25GbWmlOE8iMWvvQ9k/NeY/PL9OAsYM2Cs4CdHM4ChtoJewAhhE67llRFISQ1NJoaGjXGIgPXLpuj29UWNMaj49/+hmy2xiZn4oEZyrZqpnDsDYQqwq5ANTCEXnSHZ13pl7ZHrkdtFYd7raXtwYztrCvyoG9TOGIMBNgtCDXgVG2hHNHfP77w+cW5lGxwGfIfCCyYuJ65HkYIoe6HPYD2wR5APQd7ADXL6ewBtNfJe0Pc7gEEQCnd7XChGE0745MZr58rlcRs1UnWWLlkCW+5VhcZVS3aHa2LgXqiNxD2AGqKuj2AdmFXoNoMPMz5Cm4hES2YCip/eAEKJJI339xxC6zmlgrH7svX392C+qwHEAC0Z0d6OP3p4x5AZRyjj1jSssa+d3yxdrX1k8AeQM2CPYBODnsAoXbCHkAIIXRHi+ZIyru9q26vMR713rhqDW9BlSmQuWLBd/2ye/FmbOpMbGpWE1o11QtOFoYOw65AtQ2ZMz84fe1Gwv3S9nDx0BRFAFBQ+WeD45ejvrf6N8aslSvBNwgnEUNlp3aTtIvFJ0dP6e+OEEIthQEQQggd1KIr4bzLs/roOwypHe+t67aNFVIlBmLlku/6Zc/8tcT4VGx6TjZVnpG6KXBcWCvoVH85f/NyfrGoyz7e+aj5wpDg6XSjGoKTxNdGCD3rik7Yki+Ghm4lPRW34GRJ+now8K/OXOYYHQAohXieTRYYTQeJpx6zJvF1Jg7bC5OgbtbByeARQgih48EACCGEKmjdlXDR5lh/8BH+3F2ehRvOlUVGq9y/nVFV9+JN99Kt9MBQ5Mz5vKuFCQLGQE30bObS/7XxJ8ulrd1HGMJ82PH4bwx9wslZO9iwxmFXoNokTnn7yOrd3vC3t0bWM7bDCzzgC5bTn3CGuxQUsvKdAtIEYNShXhwsCdwRYiDAUkGnEm6GCCGEmg4DIIQQqqp1MZBiMm/d/UB47oJ78ZZr6SZXbcg3pdZQ0BoK5t3e6MzZlH+4dZOFYQx0cv+089xPrv2OTvW9D+pU/4fENy7nF78w89tOtmcyIMDrz5ocYuEDE/MraccLW8Mp+c5U8U5D4awzBgBrO9yr64YDMQ8FWNvhkgXm8cnCUTOgXdgt6DTo162PAnxne9gj5QK2nU63BTXHmTNnZFnO5W7P1Navqy5CfQMDIIQQqqN1F8OaaAifuys6e865suBZuMHnq9HO2aUAACAASURBVM50a4xFxmIR2WSOTZ1JBKZ1tlV7b4yBji2sJH5u/Q8PpD+7ForBXwn++R+P/XybW3USGAPVNWHdGbMkbybcL4WHiyoHAG/1bxBCCwp5fUOsFvCkiszVkHDfyEmL7mMS1K/6daPTdPL14MRC0sUS/YOBWwOmbKdbhCo7yTlAI6/t1zUcoZ6AARBCCDWkdRfDOsfFpufik7P2jVXPrTcM6arlY4VcdvDyK77rV3bGAtHZ84okNb0xZVgl+hj+Ov4vOb1YY4F/3Hn2V4d+3MPZ29akpsARYbUxhJ51RSftO69HBpIlw4glBQDLMV6jtTrrre3w5/2yeNxOQAdgEtQprSgD1K+bW0njvrQ6FcpZAECjzJfWpj88dcMm1Npnolbr1CH+8Of262qPUBfCAAghhI6gdTEQZZidscDO6IQtFPTcumaMR6stySqye/Gmc3khORaIzZwtWlo4qgg7BDXu+ewbtRfQqf5C9toH7Y+0pz1NhF2B6hJZ9SF/cLcsdDTLVltSB64EVgNNxnPsoK3JU1xjEoS6U7IkPbU6nSrdmdqyqHJPrUx/eOqG2LKJ3tFhXXs0P9AwPNwg1DoYACGE0JG1sE8EIanBkdTgiDEe9SzcsG2uV5szntE158qCc3UxMzAYnTqT9fqxPFBnRZT6JS3CSqINLWkRjIHq2t0ES2rVjTFPnHlwZcFzKR43SyGrcNKBYBVhEtSj+nL7Ws/Yvro+KWsHU9FkybCUcpx1Vr3bgU6uRw/ce5vdlxsFQh2EARBCCB1Hqy+G8y7Pmssj5LLuhRvO1UVGrXKPlFJLaNMS2iyZLfHJ2cTEtM61tjwQ9OwJZatZWGP9ZZj6y3Q5HBHWCK5KByAKTAHs5R/Wsp71m+5xa/KiJzxoyrSoJZgEtVoTR4H15ZZ1OTbwwtYwhYORKCH08cE1TH+arv8O0Lu/UV9uIAi1HwZACCF0fK2OgWSTeevuByJn73Iu3XIv3eKKhWpLitnM4OVXvDeuJCZm4pMzitHUoiYBdgiq4oIUeCV3s/YyF02T7WlMS2FXoLrskpYsMIcfLxIbhTvhEAWyknaspB1uKX/RHZ6yxVmmOVWBDisnQRgDda3+26A0nTy3NX4z4T78FM9o7x5bGrVULXiHjuSUHI4xCUKoKTAAQgihkyqflKyurrbo/VVBiMxdiM6es2+seuavGVLJaktysuy99YZ3/lp6YCg2dSbr87eoSYAx0CE/6Hz7X8S+RKHqBfxF4+RZw3gbW9RaGAPVMOZUVxP84cfz4Ki4fKxgfGZj4vmtkYAtGbAlhs1phrQkCcIOQag9Cir/lbWpUM58+CmLIL9vfMFlyLe/Vf3kNB98MQlC6CQwAEIIoeYIBAJOp/PGjRstev/bVaLHAsZYxHvrmnV7s1p5IKDUGgpaQ8GCwxWfmE6OB3SmaknaE8JxYbvuN535mPs9n419ueKzBiL81+H/s81NagOMgSpym7Qxp7K2PwPSgQeo0C1oV0njbiTcNxJukVUxCTpV+mwLiheNX1qdzsjC4acGTNn3ji1KnNL+VvUBPM4egAcghI4BAyCEEGqmubk5RVEuXbrUuo/Iu72rbq+U3HHPX7dvrhFNq7aktBMf3okP3LgSn5yNTUxpoqF1rcIOQQDwW8M/yRPu09EvHugH5OHsfzr+i/eaZjrVsFbDs/DD7h0usQRW4vzuqsCA4qJLlDXrgiNerDVI83ASNGRKt2h0GCZBJ3fCMkB9tuEspxzPbAQUvULWOeuIPTG02rpxjv3qlB9Y68IDEEJHQmi1G8inUjweb9sXIkmS0WiMx+Pt+bh+ZbfbOY6D9v7t+pLNZqOUptPpTjekhzEM43Q6AUBRlFQqBW05HeFKRefqkmvxBl+oWh6ojDJManAkMTHd0nFhZSc8WyWEuFyubDZbLBab1aR2ul5c/dv401fySzm9OCi4Hjff9RHnk2ZWanMzDAaD2WwGgFwuV6i3ejRR/52FcxxnMBhyudwxjjLJArO+wyfzjEaJxOteszbqVDmGRvKmyzHfcsqp04Ym7+OI7jVmB82ZYXPab8oe/ZdoVOtiIJ7nGYYBAFmWe/p4vRuZ7XXsnd4xthdRFFmWzee7bggVBfLy9uBrkcHDf10C9GF/8C7PdgeaVYXJZCKEUEpzuVyn21JBD4U+DodDluXu+Rp78RjEsqwkSXNzc8ViMZtt4R6+uSruDFH3wx5ACCHUKm24K6WKhsjsuej0nG1rwz1/3ZioevFGdN0eXLMH1/J2ZyIwkxyb0FmcL6wlzhrGf23o451uRcfgzdi97JJulypM9O415t41upxXN67HvVfj3qJaZ2NUKbOVs27lrKGc5YOBW61pLAB2CGqvftpMCir/9EZgI2M9/BTPaO8cXR63Vq1eh3adzoNmc+ExCKHaMABCCKHWasO5CGWY5PBYcnjMFAu7F25atzZI9RvsxmTC+NqL/muvx8enEpOzMs4XhloAT8EbYeSU+32bd3tDS0nHYtIVzFrrdghq3YTxB2ASdCRNnAy+F61nbM9sBAqVckybWHr/+IJdbF8nxF50mleeFsFjEELVYACEEELt0J5zkZzbl3P7uELetbLoWrzByXK1JdlSyXvrmnf+etY7EJs6kx4YAtLQUJRjOOUdgk4zPAVvBEf0WUd81hEvadxKyr6UctZIggbNdQKgeFF6MTTiMuRdUsEqlKxCUeLUkzQP549vkf7YLiglL20PXYr6K95zGDKn3zO2JLInWgP7FR4Q2wCPQQgdhgEQQgi1T3vORVTJGD57MTozZ19fdS/eNKSrd7yn1BwOmcMh2WxNTEwlJqZVocK8Lc2CSdDphKfgDRJZ9YwzdsYZq5YEsUT3GesU2ojkTesZ23rGtvsIz2g2sWQVyv+KNrFk4UtmQWGJ3njbsENQc/XN5rCStr8erVxX7oIr/MjgBmnNNHa9Cw9/7YfHIIT2wgAIIYTarT3nIjrHJwLTiYkpSzjkWrpVa9p4ACGbHrj6mvfG1eToRDwwU7A7Wto2HBp2CuEpeOP2JkGradtm1rqVs2Rk0WfM1U1t4kXjgUcUnY0VjLHCwcclTjXxsomXTZxsFhRz+WdeMXGywFadWxCToJPrp60gYNuZtscXkq69D/KM9sTQ6rQj0alWdSE83nXcxMREP216CB0bBkAIIdQZbboeJiQzMJgZGOQLBefKgnvpJluqUJK2jFEV5/K8c3n+dqHo0Qmda+FhAjsEnUK7f2s8EW+EyKrl0WEAkJEFWa+/PSYOBUDVFFSuoHKHgyEA+KGZqw5DnTn4cGjYAQ2WAeq/Nf+J4bVowZQsGcr/6Zby7xpdsos9OYdj0+HRravgfQiEoHcCIDkdDkeSRdE16HeZuKp1KrRsJBhKM97RYZvQqmIWCCHURG27HlYkKXz2YnT2nG19xb08L+3Eayx8u1D0G6/tjAYSgZmi1VZj4ZPDDkGnEJ6IH5VFkAGqVvXaFStIJ/8sE6/UXuDWjnslZTcLspkfMHGyTSyp2S2BqfMq1Jd4RnvX6NLnF+c0ypxzRR4Z3DjS6MK+hIezboZHH3TKdX0ARLMLX/7sp//x2RuRYnnoAmMceej7Pv7xD93r4fctKG987U9+5y++sZzWAIA1+8+94+P//sce9LAdaDNCCB1dm8aFsezOxNTOxJQxmXAuz9vXlhmt6lgPVpbdizfdizffnDk+oLMt3Knu/u6BQKB1n4K6Cp6IN1dR4wRWL1XdphvCM3qNIWBl4bxpJX1goOhZkVVNbM7M5ixc3szlzFzexObE05QK1c2y+3VVd0v5x4fWeFaftJ3qYV+Y+/QQHBGGTi1Cq5eE6ALFa//jl/7TP62pwFoGZ8+f8TPxhStX1zM6mO75qT/41Hs8b/byyb3xV7/yn//nUp4xDsxcmDTHb11dipXAftdP/PqnPjB2hMuVeDzeti9EkiSj0RiP17oJj+qy2+0cx0F7/3Z9yWazUUrT6XSnG9LDGIZxOp0AoChKKpU6yVu17aSEKxWdq0uu5Xk+l627sCYIqeGx2NSZotXe0lYRQkwmU6lUGh4ebukH9TeDwWA2mwEgl8sVCj0wB3PXnotzHGcwGHK5XK8cZUoaFy9KadmQKolpWSz/f0lr9J6fTSh+9MzV2ss8tTq9lm5oPyAxRbuQtnNpt5R3G3ImriDLcq98kxXtVkGq60Ac0Kw1XBRFlmXz+XxT3u3UMplMhBBKaS5Xp7B6Xac893E4HLIsn/xr7JRuOPSwLCtJ0tzcXLFYzGbrn491icZ3hqirdHcPoI3/9cf/tKaC5Z5P/pdf+cAYDwBAM4uf/63/9Nmrr3/6D758z6+/zwsAoM7/zR/8w1KeHfnuT/3XT9xlBAAaf/a3f+F3vn35M//tf9///37I19FfAiFUm/DK8+K3vgGKToESACBE9w7kPvpj0MrqM12ubd0iVNEQmT0XnTlr3dpwLS+YI6EahaJZWXYuLzhXFrPegcTEdGpwhDJMS5uHRYKOh4vHDX//lySXlSkFAA7AIhkLH/ohtbsDNSwP1Cwiqw6aMoOmfRPGlzSuHAZlFDGrCFlZyClCVuELKn/g5cZ6478AIKc0Ol1gQTcUioYQeCELACAwqp1Pl/8NiFGRqT+orUtsp7lYjlU0yGyaCQGzoJ/zy4O2WhOc712TKYVgklvf4ZIFVqcg8dRr0abcslHo9ixsPWPjGc1v6pmL0rbBA1N/wK5A6LTp6uurm1/96gaA6Ymf/uXb6Q8AEMvU9/3cR1/5+H+/dvnbr2Xf914zgPzqF766TcH33T/78btuVzIkrid+7pMvvf6b37r5xa8sfehjkx37FRBCtZn++39jkrf7wd3u0kcpEw5Zfvc3C//6k6rX27mmdV7bYiBKSGpoNDU0KmTTzpVF1+oSW6pev/PNmeNVXkiPjMUnzxRsre0QBJgEHYX4zW8IL34TgEL5f2WFvPS3n9Eu3J1/zwc717RG4biwVhBZ1SOpHungXXpNJ3lVyCpCVhFyCp9TBKtQtU78rqzcaAB0gKxzkZIzUnICwNvc3/EIPdAPWqfkekiQ3yxrQwEohXSJeWHV4Leobw3Ur3Ysq+TFVUM0d6dPuqyRVJFZiXH3jpRGHLVSpA7KKOLzmyMraYddLHxk5hqDE7oDAB6G+hEedNCp0s0BkLy1GQWAc/feK+5/wn3+/ABcCy0vrwBcAHjjOy8XAFwPPjS991a0eN/D9wjf+nb45e+sf2xytJ3tRgg1yPi3f7Gb/hxCpb/808wv/j9tbVBXame3CNls3b5wb/jsXbZQ0LmyYI5s1+gQxCmyc3nBubzw5pRh4zp3sCtB02ESVBu3tia89Fzl5ygwVy5xA8PqXfe2t1HHhGfk7cEy1CKULA2EPrs0vQlJAAuak9858du0w80wL1cpahzKcK9tGO4dqZUBUYAXVg2xXIWKBColL68bRK7gtZysblOzRQvGy9GBpZRTpwQAkiXpSsx3t2e70+3qMDzu9DfsCoROiW4OgEqWwNveZhIvBsSDz+RzeQAwGU0AANHV1RwAd/78mf0LCefPT8O3rwXX1zQYxVrQCHUdVWU31mstQMH4d3+V/8iPtqtB3a59HYJYNjk8lhweM6STzuV5x/oKK9capnF7yrCrr6ZGxhMT03mHq9UtBEyCqjD8r7+B6pfmBEB6+kuZHgmAyjAG6kIsQ3/83OuqzmQVMavwGVlMlcTU7ZJDBkVvaGSoW0z2xFxRiRxbVGtNLLua4M4PEYGpuuFtJrmK6U8ZBbiyKb7zTFcU9KEU1jP2S1HfVs564KlXIkPT9oSJ75khe02ER5nTA4846DTo5gDI8sCP/PwDFR7Pv/Clb6YAbOcvjAAARMIRALDY7AdPOKw2GwBo4XAc4MAwknw+v7a2dvitvV4v166yIwzDAEDbPq5fEXL7tIxt5eREp0H5m2znCsl96QsAAEB3x34dxgbXemgbYd4siEMIaV2zp6enyz8sLS216CN2yXbn9r0PRe5+wLK54VieN4dDNRZmFaXcIahktSXHpxIT05p4KL5vTHltJIQwDdQYKu/MJydxrC8AAFHqVW/RNU6WwWhsS3Oapp2r/WHlFZJlWV3vgcCibQQGnFzJKZUA9lWHySl8OQxKlsR4QYoVjDmlQt/ACWdx9whezeXUmawqjRpDg1KUhc70kYlm65xdUIClqHDOX3XTCybrdI1MlZiszFkNja5dhJAGd4+NUylzK+G6FPEmS4aKCyga88L26LvHlpv4oV2i2jeJh5UGldfGHjpbq2t6errNx5rdlbDPvknUnXptDaOpa3/7W7//XArEMx/5gft4AIBCsQAAZov54LKsxWIEyJef3+/WrVuf+MQnDr/9008/bbPZmt/s6uz2ltfOOCXwm2yKdn6NpfAGANRIfwAAdL0X/7Icx7Wh2ffddx8A3Lhxo9UfBADK7NnI7NlUIma9dc20tMCotVIGMZ3yXXnVe+1ybiyQmTlT8A1Cvcu8igRBEIRG64yEQrfDqbm5uWN8Vp+IbJXqTK5EgRLzyhL3yGNtalKztXO1P8BgqHxhjA4wAnhAA8gD5AF2ACCvcOGsGMkZwjlDNG/YKQqUwpRH8ZvHYM/GewClZK0wWNSEzaKPZ7QRY3TMFPZLiTZXopEbyJ1SRd5orJryZBvoNFPUDQNHTGWNTYpxszJ3Key4tO0oKLWiLoZQu0QlyXis3Xn3IoQc+CZP9UHkuERRFI97y6c73XfffR050BzpzAeh4+mhAIhml7/+uT/7H0/dSFF+6P3/8f/+Ln/58fINOYE/vLHwPA8AqtqltfUQOuXUBk6r++tEsxXKp6rtOU0pOd3Rh5+IPfCIKbhmmb8ubQVrLEw01bw8b16eV42m7ORMZmZOsbQjXt/7VZy283h1J1lvEQIAJFt3sW7XztUenZyRVycc6oTjdv1pWWMiOcOA6XbdHL/fD5VioFDBUdRun9spOrucHVjODoisMm3ZmrVsSFybxiI1kjZpNfvu1H628WWaS9XJYsLyRsS2ljLr9X7JUVv+yYltt/EIhaJ60Wk7ZKDa8ECD+lWPBEDF9Wc++4efeepWmoIx8K6f+LlPvGNs90ac3W4HiOXyB+e1AMjlslC5S4Pb7f7whz98+HN0XS8W68/m0BQcx3Ec17aP61eCIJS7TeI3eULlGw5yzVIvTWa1kZ1EvYVID/1lCSHlO2C6rrf1m9xToWB+fr4NHycPje4MjQrppG15wbZ4q9aUYQBcPme/+rr96utFpzs5dSYzPqnz9WtF8zyvadoJR9xcuXKl/MPMzMxJ3qdnDI02Epkq4zNK72xWNZRX+zas8+VBnaqq0jodrFAtLMuWj9cMlX1S6cDdObfbXf4hHA6Xf1jJVpgFsqTxbyTHridHxkzhOeuqjW/53OQcw6r19kNGUVeUqrc0JJ7LlupsmiKrKkqjaxfLsoSQY9/fDOekG3HHzbi9qNa5CiAAI9bs3b7YhD1NAOoOMO0t5dvElNJAIFB+pIfON7qKKIqapvXrDfeJiYm2HWUAQNM0pXe2NOwY26O6PwCiyWv/9Ee/97nvhBXGNvPej/7bH3nPGdu+sbpOhxMgls0cOgcoZjIaAHE6DwdAIyMjv/zLv3z4w+LxeDbb8pOJMkmSWJZt28f1K7vdXj6hzOVyeGp+EjabjVLazhWSe/RJae3Pay9DjaYe2kYYhikHQJqmdarZg4OD0K76hSVRysxd3Jw5Z9vacK4u1p4yDAAMidjAd77lfe2l1PBYYjyQc3mrDQ0jhPA8r6pqs06Drl69Wv6h72t5WggDtObVKiFZlwt6Z7Oqqw3rfPmGTalUwqPMSRgMhvLxWpblGtlu+bZdOJoIFioEQGU6MCs5/2rOP2CIzppXWjqXvFmEolqnDNCYvVgqVf2NPGYazdYa08Ex1CqUSqVG1y5RFFmWLZWO1h8npwrzCdetpHunWP+ajSP6rDN+0b1tF4sAIPdj158LFy4QQnRdTyTq3otCtfA8ryhKLnf4VnyfGBwcbPVpFcuy5QBIUZQeOu/FAKhHdXsAlLn0//3yr34xqBkD7/rkv//4uyaMh68W7A47AciFQhm4aNn7RPkmks3pwOLACHUhdXCQ8gJRavWUKX7oh9rWnn7SzpnjKcsmR8aTI+N8Ie9YX3Eu3RIqdMi8g1EVx+qiY3VRMZp2RsYTgRnZdKiEW8v0/dxh8tw54frVGgtoQ8Nta0w74dQtfcbi8I0XUispu0przZ8VKnpCRY+DT82YVkakbdKC8kDDdi2eZ2tEf2ZBdxprpa6TLmUxysta1U5AMx6l1YWNiir31zculud0r03ilAuuyDlXxMD1Z4cO6N/9P2odnCEe9ZPuDoAiX/6t3/xikHoe+dlf+4V3DFVpKzczMwHfWb726qvF97xtTw4ZffXVDQDp4sXp9jQWIXRUxX/7k9Kf/GG1GgvK3AV1cLDNTeoz7bwqViRjZPZcdOasZXvTsbJo3d4kNQdw8fmc99Y17/z1rHcgMRZID47qbZz5ol+ToNIHvpdfXSZVMjgqCPkf/rE2N6mdMAbqG0ZOeefosqozK2n7YtK1nrHqtOqkVzuK7aXk3VczhXOWhTHjZnNrxzGEjjvV1ThX8UDFEfr41OG5RvYROPrgWPGFFYNWKX8ZsKizvpYPGTZw6qApHczWKsTmNBTu8oSnbTG2+pT2va7PdvionfD4gvpGNwdAdP6pz18tgP97funnq6Y/AABDjzw6/rnl1de/+kz4iff7bh9c5eV/+foigONt730QO6ch1KVUsz3zU79g+fQf0uKBAglEfvTx0sNPdKhd/aatHYIISfuH0/5hTpatwTXX8ryUrNm7nlJzOGQOh3T2xbR/ODkWyAwMHW/WsOPZ+530x7VB9qd+wfh3n2U31vYnq0T3eHP/5pOdalU74Wl63+AYfdqemLYnShq3nHJcCjuTirXawnlNejl5cSk/drf1uktoZqVzh6QJXn0lLhyYEcwh6Y9OFYQG4hKfRXv7TOHKphjZM6m8wNIZrzzjUdqzw5tzxioGQAKjBWyJM86Y39QzA0+OoT9276jjsCsQ6gPdHADNP/vsNoBtcqB0/fLlCs+L3tkzfgMADL3/X739f//nZ65++jf+xPTT3/+WcSl267m/+t2/X6PsxPvfdx4HgCHUzYzGzM/8BygUxGe+zMWi1CDJ99ynzpztdLP6UzsvjFVBSASmE4FpQzppX1t2rS7VrhXNaJo9uGYPrqmSMTU8Vpo+U7I52tDOvfqmW1D+I/8aAEyvPM+trICuacMT2be8FdrYwaob4Gl6PxFZdc4ZnXNGg1nry1uucNFdLXRJyLavxx4elTYvWG9JbNNK15gEet5fKqlkJ8/qBsUs6sMOtZHoZ5fNoD82WSgqZKfA6jpIgu6Q9HZOqT5hS4qsWtJu7wcIgSFTetYRC9h2OKbtk5C1Ua/vz7vfzZs3dwtpnwZ4cEG9jnRvRcPSM7/6A7/3ao0F/N//+3/2sds79eL83//qr3/uWooCEFL+pbiBR3/6137xHQNVuwxXEI/H2/aFSJJkNBrj8RZWLjwN7HZ7uWpaO/92falcBDqdTne6IT2MYRin0wkAiqKkUqlON6e+dp7BEE2zhYKOtSXz9hZpbFMt2h07o4GdkXFVMra6eTX07sWDwWAwm80AkMvlCoU6o1T62MnXc47jDAYDTjVwQgaDoXy8zufzJ5zgL140Xor4FpNOHaqe5HGMdo/12rhx8yQfVNHuhGWdUi4Cnc/ny/9JKaxmHH5TxsDWqdrzza2xN2Jeu1icdcRnHDEz39bZKtuv9t7b5XJhEegTKu9djUZjIBDo4yLQFTX3DIplWUmS5ubmisViDxWB7vjOEB1PF98PzDCOCxcu1FjA5ZN2fzbM/OBv/NE9z/3LM68thlKK5Bw++/C73vngiFTj5QghdLq1u1b08FhyeIwrFuwbq47VJSm1U/slhuSOP/mq/+preZcnMRpIjU5onejD0jfdgk4tHBHWf1yG/JOjKw8Nbl6Jeq/FPYpeYc+g6qyR7fPcU6Nkfsd1OebfKRru920+4NuqvfxF1/aULd7fQ73KcHfdarhHxX5AqHd1cQ+gTsAeQD0HewA1C/YAOrme6wF0QJtPZYyJmHN1yRZcZeWG7kLrHJceHN0ZGc/6/JQ5St/OZuuVSwvsAXTY8VZy7AHUFE3sAbSXorNvxLyvhAdUui8GGpG2H3K83qxP2avjN71FUdSAfzVovhz15dTbE8wbOPVHz1zu78FcDWpwF409gI7n8F70dPYAKmvWiRP2AELt1MU9gBBCCLVROzsEAUDe6c473Zt33W+JhOxry7atjdqzhjGqal9ftq8vq7yQHRxOjAay3oF2love1X91o08PvGfbf3hGu8cbmnXGXtoevplwARAAYEG7YL3Z6aa1REljX90cuBJxFdV9RS6LKndjx3PBFe5Uw7oB7pBbCneeh+ExBfUiDIAQQgjt0+ahYeVZw9hSyb6x4txYkeKx2i/hFNm+tmxfW1aMpp3h8dTYRKHt5aJ34QCxnoMjwvqSkVPePrxy3hV+fmsslDPPWlZM/Tj+azVtf25zLKcIFZ+9FBk454ww5JT2U8OdcOvgDrMGPKagnoMBEEIIocraeVqjiWJ86kx86gyfyzqCa67VJT5TZxgdn8955695568VLdbUyERydKJktrShqRVht6Degrdt+5JHyn/P5I3FpHPcmuIZdyxWJ03uIRlZeG5zbD1jr7FMSefiRaNHOnUjcXCX2zq4n2wQHlNQD8EACCGEUC1tHhqmmMzRM+fz9z7IBNetywu2zbW6RYIMmbTh+mXf9ct5pzs5OpEcHlMNnZwDALsF9QS8bduXCMC0/XZJl3J9il6PgSiQK1Hvy5FhRata+0zi1POu8Hl3pO5EYP0Hd7MtgvvGo8IMCPUKDIAQQgg1pK1JECEF70Da4dq65wHLbETi5QAAIABJREFUVtC+vmINbxFNq/0iYyJmTMQGL7+Sc/uSI2OpoVFVNLS8qdVht6DuhzFQ36sYA+mUuZQ+M2dekthSh9rVkGjB+GxwPFowVVvAwpfu8mzPOWOns/wz7ldbAfeHx4YZEOoJGAAhhBA6mhpJEJFLbHCD5HOUEOryaL6T1mnWGTY1PJYaHmMV2boVtAXXLNubpPZkTJSaotum6PbQ69/JuzzJodHk6MSRkiAmucNub4GiUNGgDQ1RUxNGlrW7W5Ask+eflUMboBPi98GDj4EotuNze1NLz9qZyDYTjxJNo0aTNjhMj9o9Tde51SUSjxOq6SarPjWli53s4NajDsRAVzOzS7mxjYL/AfvVQUOkwTchskwKBbaYp4JIHU7K861qLoCiMy9vD12J+yitvAt1GIr3ebembAmCRX9Qk2B4cXKYAaHuh9PA74PTwPccnAa+WXAa+JPr9Wngj+32uY6q8q+/zO7s26dRhtUmZ9SJySO9ISHEZDKVSiVFUQ4/yxUL9o1V+8aqMdHoyA7KMFnvQHJ4LDM0qvKV66eWMYkYf/k1ouwbdEYlo3zvg9RkbvxXaFCLLmCkv/srbmMV9u8SNd9A/kc+Dixb7VUIqlz/HHsaeCa4wd98g+j7eq7pVpty30MNZgf8ldfY7RDAnc+lACCZSg8/BlyP3cNr0TTwx/DGJvlW/P7yd0oAzliWzlnmawfVpFRkQ1sknwMAXzEHAMAwmn9InTnbihgolDM/vR7IKJVDW5ahDw5GL9jXWeb0nvacfOeJ08DvdZLM4jRPA1/NUb9PnAYetRMGQPtgANRzMABqFgyATu7UBkAAAIpi/rPfX+ArX65oQ6PKuYuNv1ntAGgXn8vatjYca0tScqfBd6aEFFyexGggNTKmHUqC2NAmf/XS3ovtPW1iSg8+Qm22Bj/oqJqYBJn+9PeYTOUNmYpS9t/9UrM+qF8dPnE/XgDELdzkVhb3PkLLU5QDAMuWHnsHFer0yRJefI6psk+mDFt627t6KwPqkgCooPJ/P38ur+5LbcakzfvtV6vNn0UKeXZtmei3n70dAAEAADWZ5QffSmvGyke1nHI8vR5QaeWKP35T9l2BLY9JyefzTfzQHtKsvSUGQGUn766CAVBFR/piMQBC7cR+6lOf6nQbukih0L5JQ3me53m+nZ/YlwwGA8Mw0N6/XV8yGAwAUCp1dTWELkcIkSQJAHRdP23fpPEfP8fEoq5Ssfwvvn+ICpNJ6Q4XlYwNvhshRBAETdNqXyXqgpB3eRKBmfTgiM7xQiHP1gyMAIAA8PmcNRR0L9w07sSJrqsmk17uFKNp4neeh6pX+JSNbGtH7MrUuOQeDsfxZ7UXv/JFbmMVAPamDbuIpnKhoHL2CGHcKeRwOBwORzKZ3H2EYRiO42rHkQeQXEa48vrBB3d/opSJx7SRsRrvwK2tsFvBqu9PKRsNayPjjTep4ziOKx+vFUXp4A2bp9cDh0vqpFRrQrEPSRGGHNznEKqzq8t7C5CZ1TtrAlFkUsjrA4PNat6l6MCzmxN6pWFfIqs+NrT+6NCaxQAMwxxphewbTczKjUYjIYRSempPIFdWVvbu6I6N53mHw3E6V8gaDhxHamMYhud5j8ejqqpcb+KL7mE0Nnpeh7pKL907Qggh1I1kmVlb2/vATPp2l5x56+0sg7t1TX748RZ9fsHuLNidoQv3muIR+8aaLbjGlYq1X8LomnVrw7q1UR4dlhoay+fzUDNvIorMhkOaz9/UtldwkmpBwhuX3vyx8ogWZnX5mM06ZU5Yx4G/ca32AkwmTYqFGvWAuMX52u9AshnQdWCqzgyFKnrIH8wqYrRw8LolXHJ/I/aWR12vGJh98T1JpUjNK1s2HFLzedqMC6EXQiOXogMVn5q2Jx4ZXJe4U32NjUV/mgIr1LQN1gNC3QkDIIQQQifC3bxOKg6bejMJmrc6mFzruzQTknP7cm7f1t0PmGJh+8aabXONrdcVi+i6ZXvLsr1FCSmwbJYXMhyvkcoX1cxWsA0B0K4jJ0GyDHqdidIIpez2tjZQ+SIT7XWSCcKYdM1BoBSAABtcV6dmqy6j1b/U5zbW1DG8JD4au1j83snrL2yPXI35Djy1o1ifiT38mPNlC3dnMAtpYN/FJGKacfTkbRswZUnsYDdEC196fHht1HLKhhUfgunPyWEY0X6YAaEuhAEQQgihE2GTdWqZzaR3AEimXadBlJCsZyDrGdi850EpHrUH1+wbq3X7BBFKjapqVFUvQJHjsiyf4QVlf/cKUu9NWqTBJIiJhRt5Nza4hgFQ4yYmJjY2No78stpJHAEAIIWT1nAhVYo9odpYhj46uG4TSs+HRg+kLTlV+kb8rW91vOISbndjrN395/YyTdozTFh33upff37rTpY0akm9e2yJZ+oEu30P058TwgyigzADQt0GAyCEEEInQhuZX5wA1Jw/vhUoIXm3N+/2hi7eZw6H7MFVayjINjC63qCqBlV1y4Uiw2Z5IcsJMsMAAGU7fNAsf2/VroWI1drIm+iNLYZ2TU5OWq3WV155pfGXUCC1Z5UCAMqddPaoumWkUQ0X3GGzIH9t7WC55aLGPZt4y5MjyzZlHgAow9T9UzZxcr2L7nBWES9HfQBwxhl7Ymi1Wmnq0wPTn5PA6KEbYAaEugoGQAghhE5EHZ8Un3um9jJU2lfrpN1JEMNk/EMZ/xDRNEskZN9Ys4SCrFIvCaJg0DSDVnBDocSwWZ7PCIJCG7m0b61qHYI0c/1JyiiAOt6qUtb9LRAILC0tNbq0aIBCnTlxqMtV83lSeUK6PXR/+wYk9qUJ684HJ289tTpdVPedD2s6+epa4NFB7rw7shPZhmym9vvolmaGqg8PrGcVwSkW7vdtNvFtexSmP8eGiUNXwQwIdQ8MgBBCCJ2I7vNTg4EUaw2CUGbOVnz8JGVWjoGybNo/nPYPE0obHx0GAKKuiSXNtXBd2VzLDAym/cMZ3yDtdP3dw0mQbrMxqSq1QsrTgokSCM2csvpUaXx11YZGuMWbNRagDKt5a8U3us3OpHZqv4NuqR/5odp8xuyHJm9+cWUmI+/bLiiQb26NKTp730hGCK6FDVVrPFODQXfUzvKOhhB418hip3PmroDpzzFgytC1MANCXQIDIIQQQidVevcHDf/89wAVJx8HajCUnnxvjZe3uUMQ7B0ddtf9pkjIvrlu3dxoJAni8znn8oJzeUETxLR/KDU0mvUN6s0bAHI8u9/b1A98zPjpP6zccYQAECh8+CPtbFhfauQkXg1MscE1Uqw6vbQ6WzkS3SXf9xbxma9UK69OAdSzF+o2FTXCIRY+PHn9i6szsUNTg724PcwO6veOrvnWV8uPhA0HppAnyuy5ps/FhukPOgYMFxBCjWA/9alPdboNXaRQqHqu1nQ8z/M8385P7EsGg4FhGGjv364vGQwGACjVmzIJ1UAIkSQJAHRdP23fpO52U1Hk1ipMMU6NxvyP/sSBIWDVON6Uy+U0TdNrzsveHITIZkvaPxybOZv1+kg8xisKU2/oDQAwmialduwbq+6FG1Iywei6Ihkp1+HbKoliMery7iST7tKhXSKB0jver87OdaJdvY1lWVEUC4UCfbNisMPhSCaTtV+lD46w21tEVQ88TgG0iSltYqrOpzKM7vJwm5sVB4Jp45Narw3l4ziufLxWFIXS7qprw7P6tCMRzZvS8sGySsGszTJodbMpJp0EALN6pyY0ZVj13AXdP9TWtr75TSoNVKfuaa3u/mM0GgkhlNI+OIFcWVmpu0dqHZ7nHQ5H36+QTVHt2MEwDM/zHo9HVVW5gUqFXcJorNo1EnUz0m3H4M6Kx+Nt+0IkSTIajfF4ndlzUG12u53jOGjv364v2Ww2Smk6jXPKHB/DME6nEwAURUlVG4bT15hUSvzaU+xmkCgyMKAbzeq5i6W3PnHU2+OEEJfLlc1mi8Vi+29psttb5htvWLJpi1Lij5JAUULyLk/aP5weHCk1tSbIkSkKf/lVNrkDuj6T3gGW0bz+0vf9oCaZO9mqniUIgtVqTSQShxPJuusnu7rMbaxBqUgoBZbVrTZl7jw1NfyH0HX+ymtMPEo0DQCAMNRkVu6+X+/B026DwVA+Xufz+XZku0enUfL1jYmF5MHxXAyh7xtfHNNWuc11kkoSTaWCqDtd2sgYNTQUbR/4FPZkdZ1FUWRZNp8/6Sxy3awNg79cLhchRNf1RCLR6s9qkS7p8mM0GgOBQC5Xp+oZ2nX4D8eyrCRJc3NzxWIxm812pFXH4Ha7O90EdBw4BAwhhFBz6DZb4ft+uLnv2eYiQQCgDQymBgbLAZ4hnbSGNq2hoDEWqftCQqkpFjHFIv6rr8kmc7nYUM7j60CpIJ5X7n8IeF4UxWWAUqmkKMoEpj8tUHc4mDYe0MYDx/8AhlHuvv/4L0dHwRL65OiyyGpvxL17H9cp+crq5HcFNP85+wk/Iqfw/7x85n7f1rQd7/9VhaV/6uqS6AcdDxYDQp2FARBCCKFu1/4iQWVFq71otUdmzwnZjG1rw7a1YYxHoYHOhkIu61686V68qQlixj9ULhqt8Sed9vskqs0dhk6o/Rklah0C8Ojgmqyz8zv7+gGplHlqZfp7Jm+6peP3uylp3BdWZpMlw9MbgaLGXXCFT9zePoQ7qNpwV9MfMANCHYQBEEIIoZ7RqSRINluiM2ejM2e5UtG6tWHb3DBHt2+PyqmJlUv2tWX72jJlmKzHl/YPZ/zDcuMjgFpg71eH11rNgmfzfYMQeMfIiqozyynH3sfNgixxx69yourMl1anE0UJACiFb22O5mT+IX/wpM3tL7hHqgZ3L/0HjxqoUzAAQggh1Hs6lQSpoiExMZ2YmGYVxbK9ad3asGxvsg0UvyS6bgmHLOEQXHq5aLFm/MMZ/3DO5ensXPLYLaiJsCtQ3yBA3zm6/IXl6a3c7WJeflP2fePzIls/861Ip+Qra1Oh3L7k9/Won2XoA77Nkza3X+BeqCLcpfQxzIBQR2AAhBBCqId16qpb4/nkyHhyZJxQKsWj1lDQtrkhZhsqo27IpA2Z65756zrHZT0Daf9w2j+kSp0s64tJULPgCX1/YIn+/omFL6zMbufMQ+b0+8YXeeaY6Q8F+EZwfD1jO/C4gVOn7b1afrjpcM9zAO5GTgk8ZKD2wwAIIYRQz+tUhyAoT/7l9ubd3u0L90rJHWtow7IVNCYTjZQKYlTVGgpaQ0EgJO9wZfxDGf9w3uYAQtrQ8oowCTo57ArUH3hGf9/YwutR/4MDwWPP20UpfCs0dmvn4Fw5PKN918S8Xez5CcibAvc2e+GuAyHUUhgAIYQQ6h8dTIIAoGB3FOyO8NxFtlS0bm9ZQkHr9hajNlA3hFJjImZMxHzXLmuiITMwmPYPZ3x+jRda3+rKsFTQCWEM1AcMnPqwf+N4r6UAKynHK+GhePHgVPEsQ987vuiRcNpsdAfuK06tiYmJ9fX1TrcCnSIYACGEEOpDnU2CNNGwMxbYGQswmmoJh6yhoGUryJWKjbyWLRV360bnPL70wFDGP1wyW1rd5hqwW9CxYff+0ymYtb4YGo4WTIefIkCfHFkeNjc0XPQ0wL0K7iLQ5OTk1tZWp1uBTgsMgBBCCPWzznbE0FkuNTiSGhyB+8CQTlpDm9ZQsMG55Imum8MhczgEl1+RTeasz5/2D2e8fsqybWh5RZgEHQN2Bep7C0mnTsmMPU4IrGdsL4eHIvkK0Q8AEIDHh9cmbVj657bTvCfBfQLaa25urtNNQKcFBkAIIYT6X+Mdgph0it3cIMkdoiogiJrDqY2M0WZUaC5a7UWrPTJ7ji0VLdFwuVsQq8iNvFbIZZ3LC87lBZ3lst6BtH844x9SqrVK15ntLSYaVnM5AGCMRtbt1QeHmzjjWN0kiBQK/JXXuNUlkk4Bx2ten3r2gjo+2c7yRkwizl9+lQ2uk0KeGiRtaFi5eJ/u8batAXthDNSvFJ19fmu0oPJXYwMso2/vn+rrAAcTng/mbwXNHEMdRu3uIdks6m1rKtF1JrTJhLeZQg4AdKNJ9/m1gUFoeM/AZLP8lVdJLgdUBwDKsLrbo1y8t/F32Ot0pj+4E0AIdRahDdyEPD3i8XjbvhBJkoxGYzweb8/H9Su73c5xHLT3b9eXbDYbpTSdxk7px8cwjNPpBABFUVKpVKeb08MIIS6XK5vNFosNjZk6ngpn4ZRyCze51WWAfTsTyjDqzFltdLzpbSC6boqGreEty9aGmM0c8cUkb3Nk/MPpgaGC07UbrJBigX/9FSZzcA2kJrN81320lUPJdi/n2NUl6QufJ4WDBW7VyZniB76XimLr2rBLeOl58VtfB33/1TUhpYcfkx9529HeShCsVmsikdD15lyrn84rQIPBUD5e5/P5Zn2T3eCl7aHXIoN1F2NAN0LUSPf1/SEAcz55bqChFHiXKIosy+bz+SO9iuRywuVXyKH9jG62KnffT431M25u/ga3ulTpGab04MPU7jhSezqe/rhcLkKIruuJRDs6ZPXxVm80GgOBQC6HNa2Oj+d5m80GAMViMZvNdro5jXK7D5a3Rz0BewAhhBA6jQ73CeIWb1W8vCG6zt98g3KcPjjc3DZQhsn6/FmfHy7eJ+Sy5nK1oEiIaA1MOE2pMZkwJhO+G1c0Qcx4BzL+4Yx3gH3lJVKocCJOclnh1Zfkhx+jQqvyl/I3yaST5575ElHVwwtwS/PSP/9D/vs/2up+QMJrL4vPPV3hCUrFbz8HLCc/9GhLG1Ab9gbqGzlVuBIbqL0Mx+gGSBq0OAMHNwoKcD0sGHg64WqgVPwJEEURXn2RFCtMOsZk08KrL8oPPUZ5vsY7sMGNKukPAOjCd75desd7gGv0sqLj6U874ZaOEOoqGAAhhBA61cqXIkwysbm6XGMx4db1km+Asq06bsomcyIwnQhMM6piCYcsoU3r9iZX6YLtMFYu2YNr9uAaJaTIsDmOz/F8iTlYKoiUitzSgjJ3vgXNv4O7eX3BeLuf0Ux652BTV5f4hZvKTCuLHRTywjcrpT9vEr79nHLuLmrpZF1twBioL7y4NaTqVUc/cUQ/64qaaGwpVmuE1JUtodUBELs0XzH9KSOFPLu6pE6fqfEO/M2rNZ4lQIVXX5Lf8sjxm9h3cNNGCHUnDIAQQggh4G9en0nFAWDeWmUggyIzsajm87e6JTrHp4ZGU0OjQKkxtWMJBa3bm1Ii3lDdaEolTZU01V0qqAyT4/gcx+dZXn+zww2zvQVnzrWuAw4pFpjknfEUu1/m3iSIu3alpQEQvzRP5Fpjaoim8gs35HsfbF0bGocxUE9zSkUhrcn6wbCVZehZZ/Qez5aJV566Vrkg9C5VJ+EM57NU6DTXHJSy23UmGGJDm+rUbLU9A5NJHRxNeXiZVLLB5vR39x/clhFCXQ4DIIQQQghINFz+YTeqOJwEkUwGWh8A7fk8krc783ZneO4iWypZotvWUNASCrI1041dnK7b5JJNLlGAEsPmeT7PcgUAUipSg9SqJmcq1xHb+2VOvflVtwgTjdRfJtLaNhxV40XKUVe5xxOac0YvRQauxAY0SgCAIXTanrjft2kVSuVlSlr9vDWcYVsXABFZJnKpzjLFAlHVaqPAmFAjE1Q3VIexX9Mf3HIRQr0CAyCEEEIIiHJwCEaFJEhr2S36ejRRTA6PJYfHCKXGWNi6vWUJBQ3phmqNEwCDrhlKmhNAJyT9ygvZodGMz68Y63RMOIZGqhct8IbSygq07FKQNDKxWmOTr7UfdgjqOQZWfcgfnHPFFpMOlsCkLW4R9q1djeQiagMh0fE1UlMMADQVqgRAh3ePlel67enA+i/9wU0VIdRzMABCCCGEgJqqTt68mwRdFw3tak5VlJCcZyDnGQhduFfI58oDxEyRbaaxazyGUvv2pn17EwBKFmvWN5jxDuS8fq3h6q11mtfADF+7y+y9dmrilaFuql/cp6WzoZ0cxkA9xyYU7/OGKj7FEqrSOvmOSWgsozkeUQAgdZIowkD18vCNFcwipyf9wW0TIdS7MABCCCGEQBsP8Fdeq73M+PnzmscHXXP2LxtN8cnZ+OQso2mmyLZ1e9O6tsRXmn6rIjGTFjNp1+JNSkje5cl6/Rmfv+B00xNUCKI2B2U5UrOrlO7yHH5w9ys9+VWiNh6Abz9bf5muhzFQf7BJejx3sEjQXgRg3NXC3oWU5ajdQZK1JjvX7U5aPb5Rh8e4m9fqfEzNAvn9kf7gxogQ6gMYACGEEEKgTM0KDiezU/UaSZuYLKc/0H0VW3SWzfiHMv6h0GjA9PK3zapsUlVJVRoMcgilpljEFIv4rl/WOa4cBmV9/rzNcdRy0ZRhtNFxbmWx0nMABCjDaqPjNd7h5N2CtMFhbXCY3QpWXcDjU8d6IAAqwxio1909VHp63lhjAYeki1xDBXSOTRkLCDUDIHWi5hbBMNRsIdlMrXeYmqn2VK+nP7j1IYT6CQZACCGEEADLFj/4/dLf/iUpFQ8/qVtthfd88PDjXZcEudyFyRllZXFHAJZSo6oYNcWkqly9GXx2MapqDofM4RBcBUWSsr7BjNef9Q6oDdeN1iZnmGSS2YkdfIIAAFHP3dV4CepjhkGEFL/rw8bPfYbksoefpJJU/OD31R6r0oUmJia6ZB1DR2WX9GmPshCtXF6HY+gjU1UnaG8W3Tegjo5z66sVn1XHJ3W3t/Y7lB58xPCNf6k2F5hutaljlbfQ3k1/cItDCPUlQhuYVvb0iMfjbftCJEkyGo3xeLw9H9ev7HY7x3HQ3r9dX7LZbJTSdLryDD6oEQzDOJ1OAFAUJZVqqDovqogQ4nK5stlssVghi2kpZidhePpL7MrSnocY5cy50jveQ6Va9/B3dcM1A7MV5BdvkeKdq0qeZQ02u6lUNMXCbIP1XPcipGi1Z33+jGcg5/HqXOVL2TuL6zq7NM+ur+ytCa2brercOd3hOvKnH9LIJSXJZsSnv8wv3ITdQwMhamC6+OR7qc1+pI8TBMFqtSYSCb3hHK11umEFOx6DwVA+Xufz+W74JttsKcZf3RK0/cWAHJL+2FSBZ4529iKKIsuy+Xz+qG1gg+vc4jyR7+xXqcGgTs1qgyMNvV5VxRe/Bfns/m6BRBvwKxfvrfiKbk5/XC4XIUTX9URiX9+o3t3EOsVoNAYCgVwu1+mG9DCe5202GwAUi8VstsKti+7kdrs73QR0HBgA7YMBUM/BAKhZMAA6OQyAmqWDAVAZk0qyoU0olagkacOj9FizZXX4KoJSPpvh5SJQUEWDYjKXC3wQSqXUjjkcMkdCpmiYHP06nBJSsDmyPn/W6897vDpTtbgJUVWS3CHFAmUYsFh1s+WoA8oaUfsKk2Qz3OYGFIsgiurgMLXajvERXRUAQcdXreM65QEQAFCAUJrbTrOaRiwGfcypSPxxzluOHQABAOg6k9oh+TwAUJNZt9qO2huOKRXYxQWSzQDD6E6XOjFV7R26Of2BQwFQj25W3QADoJPDAAi1Ew4BQwghhPbRbXb9iJ1EDuvw6DBCwOliRBEAaKlE3+z1QwnJ2515uzMye46VZXN02xwOWSIhoWZ1j31vTKkxmTAmE95b13SWy7k9OZ8/6xko2J0HqkdTjqPuCvWem6v2MDFqtiizZ1vdhjbD4WA9igAMWtVBawvrPdfHMLrDBSfoiKeLkn7uYt3Fujz9Kbtx4walFJMLhNCpggEQQggh1ELdVidolyYIqaHR1NAoAAi5rDkSModDlsg2K5cafAdGUy3hkCUcAgCVF3JeX9YzkPP6i8fqaHNyB77hnrgEPR6sDI26WZdveuUNJxKJkBb0SUQIoS6HARBCCCHUDnsvirrt0l02mRMT04mJaaDU+OYYMWM0wuha/RcDAACnyLbNDdvmBgCoBinjHch5BrIer2y2trLhtfR9HoRdgVAX6s4NDbcUhBAqwwAIIYQQareu7RYEe8aI7SsYFNkmDddZ44oFx/qKY30FAFSDlHV7s15/3u0pWk86sO4k+jIPwgwIdZVu26xw60AIoQMwAEIIIYQ6ppu7Be0vGFSyRLZNkW1zJCQ2XDAIALhiwR5cswfXAEAxmrJuX9bry3kGZJO5ZQ1vSN/kQZgBoW7QPVsQbg4IIVQDBkAIIYRQV+jebkEAmiAmh8eSw2MAwOdz5mjYEgmZI9tc4QhTEfH5nGN92bG+DACKyZx1e7MeX87dyWFiu3o6D8IMCHVWx7cXXP8RQqhBGAAhhBBC3aWbuwUBgGI07YwFdsYCUK4eHQ6ZI0erHg0AfC7ryGUda8sAoBqkvMOVd3uzPn/e5mjFbPFHtfdr5zjOYDDkcrnx8fHOtQihLtWp9KcL940IIdT9MABCCCGEuleXh0GyyZwITCcC00CplEyYo2FzZNsUizCq0vibcMWCNRS0hoJwFVRByLu8OY8v5/YWHC7aBWHQrsPff8c7PuzCTkCo/dq//uNKjhBCJ4QBEEIIoduorkVuPK9srgHHiCOznun7j/wWqsrfusbEosDzyvikPjjcgmaeCuyt68L8dVCpPjBQuu8tIAhwxDCIWV/TE1EAwtgcMDgEDNPaFhNScLgKDld05iyhVErEzNFtc3DdmE4yut7423CyfDsMAtA5Lu9059y+nMebd7h0jm9Z64+p4l/hwFVxbiefWY1QWeHsFmfAw/LsUT9FfPZr/I03QKP6gDf/3T9QXhkqfm73Xh7rOqyv6rkscDxxucFoan8TiKqSdIooMuUFarVRrgPnwKmUEospukaNRsY/YGC4Lso3G0QpzcezTt1IWCZjyli8llZ/YivWakUn2ykoqSByIDGEYxqtcI/2oZTJpCG5QzSZmK3Uaut0gxBC9RHa8KQep0E8Hm/bFyJJktFojMfj7fm4fmW32zmOg/b+7fqSzWajlKbT6U43pIcxDON0OgFAUZRUKtXp5hyUnjgSAAAgAElEQVRZ8At/Pn1zk6N3LkhKDF25/8zQEx9p6PW6Lv3zP3CLt2DvliiKpSffJ5+7eKSWEEJcLlc2my0Wi0d6YX8Qnv2a+PILsH+Hpg348x/9cWCrZgd7r5H4q6+zoc39zxPd7ZbvfUuT21qNrvOXX2WjEQBKKIhUMyqKgeqSprGaery3pISULNa825tzeQsOZzsnFNsdAnbUo0w+nqM3brjy2wAwk94BgDxrXJt5bPC9DzBcQ3mc8a8/zW5vwv6PpYKQ/T9+vloM1HUZkK4Ll15mYtG9j1FeUM9d0Lz+NrVBkfn5m2woCLtZJMNo/mFl5gzwlb/GptsOlW5uMXHOsfuIqJeG2eTF80aGOVoMJIoiy7L5/BHKbzUFpVRYyQxd/YZVuXOA2zKPFd72Lu/cYBM/qKXrcEklV0Pixg6nv7lZMYSOO9Xzfpln8TSyYZSyG2vc8iKRi/Dm/k0bHC6+/d144+cYeJ632WwAUCwWs9lsp5vTKLfb3ekmoOPAAGgfDIB6DgZAzYIB0Mn1dACU/MxvjcTlik8tjDkGfvBn6rxeVU1//kdMpvL6Iz/wSOltTzbemNMcABk//zfs0kLFpygvZH/ml2pkQGWmz/zJolI5ZKEGQ+nxd560iXXpuvjcM+WrggMIADc4JPGCMRYxxcKscoRhYgfcKRvk8hSdLp05creaxh0vAEpv7jivvcRBhb9FQhqQ3nofYUntETSmP/ptplClrBKBzL/7jz2QAWma+M2niVxx30LUqVk1MNXqJpBiUfjO86RYOPwUNUjyg49Qg6HVbVhZzl9OuzVSIfXzqPG33sVzjQWCZe0PgCYmJiilkc89NRV69fCzOmHmH/r+oUfPHPv927bG5hXm2QUpr1RI3MyC/sRUwcDjmWQDKOWvXmK379xmKAdAAAAMU/yuDyuzZzvTsJ6FARBqJxwChhBCp93mv3z2TJX0BwCm13bmL33Nf3et4ED653+olv4AgPDy88qZOX2gmbeI+xI3f6Na+gMARJGNn/vz/Mc+WeMdhGe/xsSjM3sembfe6XFAikX+ymvKxXub0NYabXjt5YrpDwBQAGVrM/vw43T2HNF1KREzxyOmWMQYi7JK1TWwojtlgwB0li04XDmXp+Dy5B1uRZKa8GucjFJUbDdeqZj+AICzsB26sui4Z7rGde/c4htV0x8AoGD+49/N/ux/qPhk94wF4197uUr6AwCUXbyl+fzU1NrhYPzV1yqmPwBAiv8/e/cdHtdZ5n38fk6bJs2oWe5FkntCqtNJr5uQhNAhsJSFl4QlhIVdsrQlLOy7C0snlGyWl7aQ0CGEsOnd6U6c4sSOuy1bvU4/7f1j5CZLo5ElzUgz38+VK5c858yZe2aOpDM/3c/zpMwX12VPOn1KC0jEnZf6a91RxmB2GvUvvNx+wrElGBM3otFCydYHXlw1UvojIprvLX3i9+3NH4nOK7QvryTnpy/y1PbgiOmPiMSz2tM7g2e2jHyq4GDGrh0Hpz+H8LzAX/7ozp3vMRwMmK4IgACg0i1+aUf+HeoffVzyBECOY2wdNbbICd5zZ/I9HzyC2ipK8O6/5N9Bb28X183TBBR49qlhtxz4w6zIpmit3t525F03hXAc1dOVfxfjlZfsk0/3NS3Z0JhsaJQVonw/2N8b6eqIdHVEOtuNzPg6vzTXzd039087FErWNaTqGpJ1s1K19W4ppnqJb26d6+VbE62xa3PabtHNUfs+tm3dIQeFd/vtf0OVnZFsdjrPB6QcW+/NdzIo8c1XXsyuOXXqatD6erXennw79PZovT1ebd3U1bBpSyar5UtGdnn1xzgpYwLzAU31ZMy+78958eE8Oxi+E3/46eg7Lhxth5KfjSLSOah3J/N1WnXE9d6kVhsex5xllcj39e2blS+m7wZcL+A5iUN/xirXMZ9+PHP+JaUqEEB+BEAAUNEGunbOd8fYpy7l5elINje+LGMNjdH2fThHHio99piOwLpnMieNMpWP60reGXaGpqGJRNzGxin6PKbvbVUy1skwMHyApK9UqqYuVVPXtXSliFiJeKSrI9LdEe7qCB6285jMVCrWuivWuiv3z2ykKtnQmKypS9bWp2rr/bHG0E2KQG9n/h1030209UYX1o++y8gv48EtXe5dd9hHH7//n9NnSbIcbd9bkG+f/r6praFrjDdCRLSujikNgPqcQP7LbUczdu9OLVkSLuRoTU1NVVVVpmn29vaOvfck6d/dtzCbL0cTkcb2jSIHAqDpkPgM0xEf+1NP+6BRGx5fN2KF0O1soL8vONAf6u6M9HRarnPQxNnDB1Ea27bky78BlBQBEABUtGTb2JfpSlSiZ2+kbuQZW7WeAuYyO9KpfytLAbNPaB2jNN6LqPb2Qh5E373NbWwcFhZM1qc1LZkYcx811qJg2UhVNlLVu7hZRMxkItLVEe7pDHd1hvp71fjnerMScSsRr9mxVUQ8XU/vS4LSNXXpaGyKlpm37LEHkriJiU5xNSw9OfxN7OoaasApyUwNKjH2ySDjWSHuSGoYZfDXIftkpvazalqNPc90KpXvxC55tJfuHWNSkk3RWk9UZutWNTXfUJMilR27tmQB+1QC5XmBwYHgQF+wrzc00Bvs6zVTo/59IuAO/yOSGn1IOICSIwACgIqmBQqaANWKVI22yTfHXpxbCVfVE+aLKPECgdG2a5Ex577xRZQXHmHZ5nEtMJ/vAQpZbH48HxHtcKRvUVPfoiYR0Rwn2NcT7u0Od3dWd7bp4//crrluuLsz3N25v9pMVXW6tj7XH5SurfP0ybku8gpZ10kfx7y/I/KNQlew2p8EHW7qsiFVSLPVVP9gKKSGQk7aiZRQQLI7Ypklz33208wD9W0aaWSiiLhKn87pj4hoBaz1PuFvypnKSCXDfT3Bgf7gQJ/V3xcc6Ne8sXqD9wke9gceVcBVAYBSIQACgIpWu2i1L3flv2x3NN8MjJAaDG1d1BSQB/I/ij96bIEDNC1fQ4QSEXGWj7q6ihurFaXyDsdTosRpaslfxUTCIK++QbZtzr+Pbx7htYdnGEPTBi1bJb4fHBwI93RGujrD3Z2B+MCY4xAPpzwvONAfHOjP9Qf5mpaujqVr61I19cma2kys1j3SjzHpQDSaHWPwmlUzaqhaIHv+4vw7NDQ05Il+cvLvMJF4yK2t03dszb+PP8ocRpPFi1SNmQD5VaP+cJsUIT89KGPM8RyLHfimmD65z/5vf9u3N0brleRr10pY1VO+mtrERANjt5tFgxUxAZCZiAcH+0MDfYG+vuBgf2CgTzusi6dw+mE/e916FocCpi8CIACoaGagujOiGhP5PjzvagjluZrz5i2QQEDytmM4LSuOtMAK4s5q1Nvbhlp9RqRp7qJ8Hw69SETLv4KsGZTxhHHjHSnm1TX4uqHyjvhzG0ceSzg+SqWjsXQ01rNkqYjo2UykpyvU0x3u6Qr3dOnZIxnUozwv1N8b6u+tlS25W7LhSDpak62t92bN8oLhVFW0oBYnEX/uPBnMNwNO3IyGG/IGQJouY/wFXvkLFoxZSSEZUB5j3jdPQuQ1zvE1XeV9Ft7sqV0c0Guc42/akGfUoa9pbuOcKa1hdrXTkXcgWtQZnD07IKWLfsb8vjZDZk+4sT7Zlmef1KwF0zwAml/rvtQm3ui/63Tlz4uV22hl5ftWYjA40B8Y7A8O9FsD/cHBAc2Z2sUA7JVHTenxAUwEARAAVLrkpVd6v/njaJ9rXeVHrnxf/iOkzrk4dNfto231TTN90WVHXl/FSL7tb6tu+qryR+3Hyp5+dv4jpK96V/jn/5XvIS694giLE5HC8iBn+SrzlRdHPYRhOquOnkgNI3KtwMCc+QNz5g89SCoZ7usJd3VUdXcGe7uP+I/bVjJhJRPS1iqvSKOIr5QdjqSjNana+kw0lo7G0tWxEUe0RRc3dO+eM9oHZl+05NKjonnHy2ROOyvw2IN55oXyGhvH+WymRP6ESFvUpLftFZHZ6RHmA/JN016+aqoqyz1EMOg2LTW2bBptB7dpqR+c2uBi2bJw67q+HmPkhcCU+MvrU01NU/uBeRIm+Vq5ylnXZcjI+cigGatZsXCiDzHFwqa3fJb9aseobX2rZmcDxrgbCacV5XlmKhkc6DswmGuwfyLdPSPyNS2rVFbTs5qe0fWUrrcMHmh4dBvn2MecMLmPCGASEQABQKWrX3LMxrN3rXjoGe2wxhNb+TuvvKSxZoyPms4xx2X7e6wnHx3h46plJd/9d1KKpbhnnmAw9earQ7/75eFTHfsi7upjMqedmf8A7pw5mfMvDdz31xGDA/uMc9xlKyet2lEGi7kLF2uppL59ywh30I3MKa8f1xxAR8YJhQdC4YG5CyTX1zPQF+rpCvd0hXq6AoMDRzCTdI7y/dyU0tG9u3O3eIaZro5mqqLZaDRTHctURTPVUU/XlVKBk47reeq5utTwmbldpXcsOa423/pfIiJ+JOI0tejbNo/4YvmhSPa4kwose4JNQBPh1TWobFbr6W4PDh8D5eu627zU7x5hCvnJnZbIaV4mtm3s3H7YN4VyFi1xmpdN4mONSCl1ykp56tXebmP47DmG5xxTa51z7oTSn+KstxVpiPSsOqlm47OWN3yRrH6rVk5co/RpPQFQzuo5GduTLV3DMyAlsrzRXj57avtiJpnvm6lkYHAgEB8IDA7kvrCSiSMYDDsmOxRKx2pTsdp0rDYdq81EY6q703zxOWUPf8XcOfNSb3pHQXNvASgR5U/Bj4mZq7u7u2gvSCgUCofD3SNd+qBwNTU1hmFIcd+7shSLxXzfHxhg4YYjp2laXV2diNi23d8/7rWrSy7e05q+87Y5nfGgo0RJ0pDW+bX1b3ivFYoWeAStfW/wnv/VOveK6yhRfjBkL1uZOf+S8aY/Sqn6+vp4PJ5OT3SZpBkpnQ7//ja9bbe4ucEKyq+uTl96Zf7BXwfT+/uDf7hN6+rIJR2+Un5tbeqNb3Pri9czsv25debGDWpwQDxXifIt0509z1mxeqon3B2T5jjB/t5Qb3e4vzfY2x0c6B9zVbLxUcoOR3JJULo62j3o2gMDZiauKS+jhxLVs4LLlwSjBbecpNOBxx7MDanz9x9/xVHeoiXjratUGZCIqGRCb9+r0uncR1Pf0P1ojTtnSgZ/jRYeqb5eY9cOra9HHFsM06upcxYu9mtGns94Knie/9qmZHvCHNTCnuhBL12jJ087sXnhokNWfy8kzQkEArquJ5Ojrso0dbJJO7FpR7ivPeQkfNESgVimcX5s2Ryt1N/X49Kd0Ld2mT0pI+tIwJC6iNNSn60NT+vZf3Q7G4gPWoP9+7OewOCgNjXLa7qmlYnG0rGadLQmHatJxWpda4SBwyqT0Xdu07o6tXRqeTrhzmq0Vx1tr3od6c8RME0zFouJSDqdjucfxz2dlGR9SUwcAdAhCIBmHAKgyUIANHEzPQCaPio9AJokwWCwqqpKRBKJRCo19mLYU6o4TQpHQLluaLA/2Nsd6u0J9/cE+nonfbiEiHi6kamqzlZVZyLV2arqbHV1JlxlhyNFaIbar4QBUI5pmrmYIJvN8vtaJvDZqYQBUDmJRCJKKd/3E4kRxieWkJ7NWIODweSgNTgYiA9aicFAfFDPTNVvQ0830tXRzFDcU5uOxuzwGHOWDxMOh5ubm6fbyzizEAChmOjJBwAAU2u8k0kXja/ryZq6ZE2dNImIKN8PDPSH+nqC/b2h/r5gf6+RnoTsTHOd3PTSwx46G67KRKqy1dFMpCpbVZ2tqs6GqwqcZ3q8SjgQDIfjgxNExEglrUQ8kIhb8YFAfNCKD1rxQcMePshuEnm6kWtOzERrMrGaVDSWjVQXM4kGUHIEQAAAoKimbx6kVDpWk44dmK9Xz2Yi8YGqRFzrbA/29wUG+vTDpr04Msp1A4P9gcF+aWs96FZlB0N2pCobqcpEqrLhqmwkkg1XOeGIz4e0ckH6U2l0O2slElYibiXjVnzQSsbN+KCVSGhjrPQ3UY5pZaOxdHUsN2l9pjqWLW7jIYBpiAAIAACU0rTNg0TEtQLJxrleMJhY1JwbuGQlE8H+3uBAX6CvLzjYH4gPaM7kzcTh+2YqaaaS4a6OQ27WNDsUzoarspEqO1KVCUfsSMQORexQuPCOIZqApgPSnzKm27aZTFjJuJlMmImElYxbibiVGDSyU9jUM2T/7GNV1eloLBONpatjTjA05Y8LYKYhAAIAANPIdM6DRCQbjmTDkdwSYzlmMrFvWtahKVqtVHJy1+JRnpdbgEw6h21QTiCYDUfscMQOR7KhsB2ussPhbCg84mc/MqDSIv0pD0Y6ZSUTVjJhJhNmMm4lEmYybqWSehGCHhERcS0rUxXNVkUz0VimqjpTHc1URT1mXwZQAAIgAAAwfY242Py0kgtf4rPn7r9Fc939azNbg/3BxKA1OKhnM5P/2L5vpFNGOiU9w2MdT9OdcMQOBu1wVTYYcsJhOxTJBkO6nfVMi0mYi4/0ZybxfSOTtlJJM5U0k0kjmTDTSSuZMFNJM51SUzBV/Gg8Xc9WRYcmC6uKZqqrM9UxJ1DwSoIAcCgCIAAAMDNM8+ag/TxdT8VqU7FDVhnXs9lAYtCKDwYScSs+aMUHAom4kZqqtZw0z7XiA1Z8QOSQ0WTLRDZG6zzTdK2Aa1muabmm6ZqWa1qeaXqm5dJHMAVIf6YhzXG0+GCkr8dKJfVUKhfu5EIfI5VUXrEXhncNI1sVHVousHpo0UA7FC5yGQDKGwEQAACYkWZKHpTjWlbSqk/W1h98o+Y6gXjc2rfYs5mIW4m4lUpMaYuBEl+3s7qdlZEWbvaV5pqWZ1muabqG6ZqWa1meYbqm6Zmma5hTV1i5Iv0pFSObNTJpPZ0yU0kzkzZTST2dspIJI5MxU0nNmZwJ3cdNKScYyu6f6z1SnWvwoa8HQBEQAAEAgHIws/KgHE83UrGa1EHrjomI+L6ZTpuJQSsRD+RmGEkMWom4mUqqyZhaaPlA76Zo7Whble8Z2bRk06Ntd03TM0zXNDzDcg3DM63cLZ6Z+6fJ+LKDkf5MEeX7ejZjpNNGJm2kU7n/m5m0kUnrqZSZSRmZTPG7eIZxLSs3d/vB/9mRKk+jzw5AaRAAAQCAMjQdJg/S2/bo27doyaTv+2IaXk29s3K1bwXGuJtSdihkh0LJhkZ9x1ajt085ngTCUhVTsRptzlwrnbaSCTOVMJPJ3DS0+iSuRDaGoe4hMzXqHq5u+LmQSDc8w/BM09UNFQyKZfmG6Ypydb3wxcsmhUql9I42SafE80TXJBByG+f4oaKukdSb1Hb2mn0pzfNVyPQaq93FtY6uEZeNQLezeiZjZDNGNqNnMkYmrWcyZjadu1HPpI1MZkom1TpSQ3OxR6pyc7Fnc19EqlzTKnVpAHAIAiAAAFDmStAc5DiBp9aq+EDuX0pEXEdva9Xb9tgrVrmLm8c8gEqnrScfVZmDOnFcx0+n3M72gWOOH3YEPZs1U4mhSWqTCSuZNJNxM50ykknNG2E0Wf4moAnSXUdcR2T0iEjEV5pnGJ5heLrh6YZvGq5ueLrhGbqnm55p+Lrh6oav6xNf20hv3aX19x34t+OKEze2bfZiMXf+ogkePL9c+4/nq+d2W9t7Dh49p7X2G6+2W6csTtdHijejcAlpjqPZWcNxtEzasLN6NqtnM7qd1bMZPZs1svu+sLNaNjMpnW6Tbmhi9VDIDkcy4YgdrrLDkWw4bIerWIELwExBAAQAACpLEfKgwBOPqORIU+yIb27cIFbAnTs/3/1933r8IWWPNEeJ55nPr/NOPt2vOZDguJblWlY6NkKmo2fSVjplJhNGbo7b3BepZEsqviVUNb5nNXmU7w3NQ1TAvq6u+7rhHfi/7um6pxu+YXi67ml67kZf0/zcPprmK5W7s75n9yHpz0G0/n5Ru915CybvaR1i/+CvZ3YGdvWNcMmdstWjW4PnLEvFgiUeqTQOvm84tnIczXF019GyWc2xNdfVbFu3s5qd1R1bz9q6Y2t2VnccPZvR7Kxu29Mz0zmcpxt2OGIHQ3YonI1EnFDYDoXtUCQbCrnM0QNg5iMAAgAAFW3S8yB95/ZR0p8h5oYX8gdAxoYXR05/hvjWC+syZ51fSDFuIJgKBFMjZUPdHe1G1tacrJ7N6ratO7aWzepDn+GzaqTWoVLw97UUjec+SvM0zdd1cWxflC/iKSUivogvylf7/t/d6ZiGGJan676mfF33leZrmojydV1EDs6SxmV/+tMxqI+Y/uQ4nnp+d+Dspfm6pSZIt7NKRFxXc13xPcNxRETZtvI8zXU0z9PsrPJ93baV6yjX1R1H+Z6WzSrf0x1Hc13l2Lpt646jHEcb5xsxDXma7oRCXqTKDUecUDilG3Yo7ARDdjDkhMMOg7YAlDUCIAAAgAOG5UG7du0a7xGMndvH2MN1ta4Or6FxtO16e1v+A6h0SqXTfnBCLQn1jbO7urpERj6I8jw9m9WdrG5nNdvRbVt3sprjDPV6OI7yp2/fivI93fUKio12bR9zF1/U0BgfXfdFiVLevjmMfF0XTe3bTTx96NJ60eYNvmH6mgrE9SsyY0x4NKfXMfQRGmQ015XD1oMzXUdTynVd8TxtX0qoed7+aEZ3HN/zNN8v2SpXJeUr5QaCTiBoB4NuIGQHAk4w5ARDdjDohMJOMOxYlohEIhGllO/7iUS+rBYAygwBEAAAwKhaWlqi0WhPT4/neVJgf1Bm7IYOvTNfACQFfHRXXZ3+goVjF3OkfE1zgkFnlHhIRDTH0R1bc2w9m819rdu2cmzdcTTHzo0MmrryiknlupBECmxEWj7Qu//rukLu0H9EZVUk17ScQMANBB0r4AYCdiDoBIJOMDT0/2DQsQJyRE1bAFAJCIAAAAAKNaw/SEaKhJRXwHQneae/UTL2EbRseuIdOA0NDV1dXUd239wsziKjrqWlfF9zbN1xlWNbvqe7rubYfjqtHFu3HeU6uutojjNtxppNjoPTHxRKKde0HMvyAgHHtBwz4AYs1wrmsh47EBj62goUef04ACgzBEAAAABH7vBIaK+miTtGOOOHwvk2KyVjTZrrR6oLqK6UfKVc03JNEQl5pqlpmohks1n/0KemfF9zHM11lOPoQ/93lWNrjqO5rua5musqNzcZjTPiomaYhlzD8EzLNS3PNF3TzH3hGJZnmm4gsC/uCTqm5ZqWazHzDgAUAwEQAADAZGqOhIzdOw++5fA11535+UZv+cGQSiXzPohyZ40+gmw8JtIENCl8pVzTdE1z7F1FRETP5UGOo3LZkONonqc8V3Nc5bma74nraq6juZ7KrVHl+1JYU9XElVn7z9AKa5bl6rqnG55lubrhGYZvGI5p+brhGYZrmJ5peobhmqZnWK5pepblGCbjsABgGiIAAgAAmEyZsy8wfvH/Dr5lWC7g1dUljjo6z3RCbsty46Xn8zyEV1cvlToWxtV10XWxAmPv6vvGqy+roQBoKANSvq/2/V9E+fPmi+8r39dcR/miXEdysy+LKM8T31MiufmVleuJ5+3fKjK0c47meyv6uif5qY7C0439s1B75lDU4ivlGkMhmm9avqZ8TXN1Q0Q8y9p/L18p37RExDVNX5Rnmr6muYbp67pvGK5u+JrmmZavaa7BxwQAKDf8ZAcAAJhM3rwF2WNPtNY/O+JWXzdSb7laRho7JvtmFHLmLdD27NZ6Rm7M8Q3LPm7N5NVb+iagqaKUN3+hvnun7FsAPnejiOS+dBcs8qKxyXq0zL6l35Xv6wdN472z11jfGhjWgBRws0r8aNA/eXHa0HwR8XLB1khyuczQHQMBXdeTyfwNYgAAjIAACAAAYJJlLrpMqquttQ/nekb282N1ybdf7cWGjwjb70Aq1NQUuOsO68XnxPcPHkHmRWP2mlN9ujMK40Vj/qIlRuuu4eup67ozf6FfNWnzKDXsS39ExFfKMQ9MajOvUVTQf77VSmYPNG2l9cDiWvuYeVlPj+SbDxwAgMnD1QMAAMDky5x2Vuak080XnzV27FDZrBursV93nDdvwTiOcPEb7HMvMtY92bx3j7Jtr74he/war+5A0FDQmvSFKdsmIBG/qtpesVob7FcDA8pxfMPwo1GvetIafwoxN+rMqXa6EnpfSnN9FTK9xio3ZBZjWiIAAPYjAAIAAJgahmEff4p9/ClHfADPsrKnnjna1hEHkcmkBkNlw6uOyZSFPge3/4xGKZlV5c6qYhUzAEDJEAABAACUldGCIcmbDZVxExAAABACIAAAgMqRJxsSEQIgAADKGAEQAAAAREROOumkPC1CxEMjKmT8FwAA0wEBEAAAAMY2ZtJBQgQAwHRGAAQAAIAhTU1NRzyHdJ6EKBgMGoaxd+/eI61rmqL9BwAwgxAAAQAAoBjmzp2bTCY9z8uzD21EAABMEQIgAAAAHDCRJqCJK7ynhqgIAIBxIQACAKAcJRNeV4eISCgsOr/uS0bZttbVIY7tV0W92rojOUI6rbo7le950Ro/Gpv0CmeucQ2/6urs1AYHVTbjByyvKipKjffhfFGprLieMnU/aPrjLUBElOvIYFz5rh8I+uHIeAuYJlQqqdIpX2kSqfJNswQV+L7W2aGSCQkG3VmzRddLUAMAzExcEQIAUFb01l2BR+7Xd++0fV9EDJHIvPnpM85xl7SUurTKovr7Ao/cb256RVw3d4sXjWVPOcM+9sQC0we9s8N6+F5j+1bZN2bKm9WYPe0se8XqqSp6n9I2AU0ulc2azz09v793/4vui/ixWvv4k3zLyn/fXJOR46k9/XpPUvf8odtNTRqrnfr6QnMklUoam17VO9v2v5V+KOI0LXXnLziCKKpU9Pa9xpbXVHxg6N9Kc+tnuctXelXVRarAcaz1z2rdXSJD74Qp4keqM8evkRkbqAFAMREAAQBQPswXnw/efYccOrGERxsAACAASURBVMeKtqc1/NtfZs6+IHvSaaUqrNLobXtCv/mFSqcOvlEb6A/ec6e+Y1v68jeLpuU/grFlU/BPv1Wuk/unL6JEtM6O4O2/1dacmjn3oqkqvbyoRNx6/BHluYfcKKL6e62H78uedqYfqcpz94aGhnhGe3hzKOWooXvm+PLq4KrWvfYHThswNX/0A8i2bdtUX6+17inl2IfUkEqYG9ZrPV32646bERmQsXGDsWNr7uvc2Si+p3e1az1d9rEneLNmT3UBKpsNPHK/7PuOOHB7YjD42EPZNaceWYcdAFQUAiAAAMqE3tF+ePozxPcDD93rzp7jLmoqel0VR9nZ0B9+NSz92c/c9Ir/5GOZ087Md4SB/uDtv1MHfdY9OCGwnnnCnT3XWf26ySl3FOXRBGQ99fiw9Gc/5bnWU49nzr0wz919X57YHhxKfw6zpcv8y0uRNx4Tz3OE5nlzI3f+XiUTI28e6M3MnZM9+fQ8Rximqqpqy5Ythe8/KbS9rfvTHzn0bFSea76wLnvGOX4wNKU1WE+tPTz9GeJ75rNPZs6/ZEZEaQBQQgRAAACUCfOJR0ZOf3J8P7D2kSQB0NQzX3hOxQfz7fDUY9mTT/NHn5vJeuaJYQ0jwwTWPjzVAVAZMPbsVnYmzw7Kzhh7djnzFo62Q2u/0Z/O16v1xPbg+cuT1cFRv+/M559VycS+npkRWE8+lj3xlHFNZLNy5cre3t7C98+jwIzP3PJanq3KdfXtW52VR01KSSM/RF+vSuYL2pTnGps3OstWTl0NAFAGCIAAACgLvm9s3Zx/F711p8pk/ECgOBVVLGPbGG+Eyma1XTvyzMpkbM33eVtEtN5urbdnqse8zPQmIG3PrjH3Ua2tMnoA1DY48qVyh1qV+8LzZWOHuWbRqDHT0MkwemOKSqf0vbvdBYvHLHUqNDWNnQhrfT2RtpFfyU3R2twXemfHlAZAxu4dY+6jd7QRAAFAfgRAh4hGo6pYvaOapimlampqivNw5Urf9xezWIyFUSYk90pyQk4KwzB4JScuHA4Hg8FSVzGT+MmEZ2fH2MnzYkqE83M8chcG0Wi08Lu4g/naf3KqHEeN/ka4gwOjbdqv2s13hMkSDocn5Tj7r6+K+X3tZcf6jhDRs2lz9OeYGWXw18HSfqSmZtTRT27eXrCcSDarFfxWFv8C0u/pHK3BafnAvkakxIB+XEGTGW3cuPEIavAy+Tq5cpRtF3665k5IpdRkneEVSykVCATMkqwHVy72/3i0LIsLSEw1AqBDuO7Io8SngmEYmqY5ziiDmVGY3GWQiPBKTpCmab7v8zJOhFLKMAwR4ZWcOMMwXNct5s/kcuD5hfwFwxFfOD/HQ9M0Xddd1/X9fHP9HkwVMJzHFcnzRihNFxnjbXJVviNMlpaWlk2bNk38OLqu535fe55X+Cs5QUqNMdO2iIjS8vyoUWqES+X97T9D+4iX52e+0sY+GfzxXBCapqmUKupvGT9PA9M+uu4U9hO7paXQ5QgPPvEK+gOtUoX/1tA0TUR83+cXzQQZhuF5+b4FMKbcbxmZaReQuYtezDi8bYdIJBJFuygJhUK6rsfj+cYzY0w1NTW5X+HFfO/KUiwW832fE3IiNE0LBAIi4rour+REKKWCwWAmk0mn06WuZYapilSpRL5zzzfNhG76nJ/jYVmWZVmJRMLLM7/SoYKxGrN9b/59kuEqb/Q3Ilxbp+c/glKJYLg4b2WmgOaLMQWDwdzv62w2W/grOUFmMKQP9uffxw2F7dGfYMQQkTFaG2JWMh4ftdUoVFNrdHfmP0IyXOUW/FZWVVWZplnM3zIqGKpSSvJeZbm19cnJLmnevHn7vw7WxMytI7cO7R+G5gWC2YLPVcMwcqHSpJzelUzXddu2E4lRpjlHAUzTtCxLRGzbnkEXkLRpz1AEQAAAlAl7xSpr3dN5dnBalvvjmWsWR8Zdsdrc9EqeHfxYjTd3Xp4dnBWr8gdA7vyF+dcvn0QzdyYgd0mz3tk25j55ts6vdTZ35wuAgqa/fFa+6brt5auMLflaqLzaOndWY/4iS8uPVLnzF+q7d+bZx1mxKs/WicuefJq57qkRN+0fhpY67UxnlCmNZugJDACTjgAIAIAykT3tLPOVl1Rq5NXHfcvKnnlukUuqTPaK1da6p7TWUWYgVipzzoX5Z0uxTzjFXL9O6+8bebOup8/Ot3g5crzaOi8a0wZGbQLyorH8E2k3RNz5Mae1/8AF87DxXxevTFhGvtYYZ/Xr3Oee1tv2yIgrgSmVOfei6b94efrsCyO3/URGGS3l1dTaJ5wypQV41TGnZXmeKM2Lxpxjjhtt6+FzXdfX1yulPM/r6ekREiIAFaOAodEAAGAm8MOR1FuuHrExxA+FUle93auZ2kWjMESp5FVvd+eM1OOjaZnzLraXj9Eu4Ztm6q1Xj/h++aaZfsObvHnzJ6XSAhWyVtT0lD35DD8UGXGTH4pkTz5jzCOsWZSZXT1C8KFEzluWPKN5rJGqmpZ60zvcxjkjpD+6nr7gb5yW5WPWUHLevPnpy67yR5ro16utS73l6hE3Ta7Um94x8veUiB8Op977oYkcvCmviRwZAKYVxbQpB+vu7i7mHEDhcLi7u7s4D1euampqcjOQFfO9K0u5OYAGBsZedwaj0TStrq5ORGzb7u8fY9YJ5KGUqq+vj8fjzAF0hFJJ69knrddeVT3d4vt+bZ3dsjx70mlFGzFUZizLikajPT094565xnXNF5+zXn5Bte9VrutHqtwlzdmTTnNnzS7wAMrOmuueMl55We/uFM/zYzVO09Lsyad7sRIsEzPBFolgMJj7fZ1MJos2B9B+xpZN+s4dyh6a7cU3A+6ixYUnL74vu/qM7d1mT1LbK6sjlt/ckD2zJb2kLt/gr4Mp1zXWP2tueFHvaBPX9auqnSXN2TWneeMf/JWbA6i3t3fsXSeb1t9nPbXW2LZZ9feJprkNs5yVR9snnOSbVtFqMJ970npirUoMKl9ExA8GnaOOTZ9zoWjj+6v2sA6giajw7qFwONzc3MwcQBNhmmZuOeN0Oj2D5gBqaGgodQk4EgRAhyAAmnEIgCYLAdDEEQBNFgKgSREMBqsiEfH9RCqVGmVQGApx5AHQwTxvvB9QJ/8IEzaRD7qlDYAOmNjL2NTUNAnvw8QOUcIA6IBpcDaK48gEFiGaxAAoj0rIhgiAJo4ACMXEHEAAAJQppab/3CKVYuKflkv+ebs8TPhlnIT3oQzeyunwFGbCEtR5ho9VQjYEYBqaAT86AQAAUHIzdzkwYLohGwJQEgRAAAAAwBiYDBjFMdqZRjAEYOIIgAAAAFAQmoCAUqFpCMDEEQABAAAAwExF0xCAAhEAAQAAoFCV2QTE+C/MRCOetxX4/QtgPwIgAAAAAKgItAsBlYwACAAAAONQmU1AQHkjGAIqAQEQAAAAMKqmpiaViJsvv6C17dGyGT9S5Sxc4qw8yje4kK5EanDQfOUFrW2vymT8qipn4RJ31dG+rpe6rqnCODKgnPB7CwAAAONTUU1A1jNPWA/fr1xn/y3GS+v9R+5PXfZGdxFzA1UW66nHAo8+KK67/xbzpfX+Yw+mLnuju2BxCQsrsv2pUG1tbTabLW0xAAqnlboAAAAAYJoytm8JPHD3welPjooPhn57q966qyRVoSQCjz8ceOi+femPv/92NdAf+s0vtD2tpSoMAApEAAQAAIBxq4SFsVQqueq5J0fd6jrBu/4svj/aDignWm+39fgjB92gDt6qHCd49x2cDACmOQIgAAAAYAT63lZ10GCfw2ndXfqe3UWrByVkvPyC5D0Z9M52vX1v0eoBgCNAAAQAAIAjUfZNQKq/f8x99L0M/KkI+t49Y+6jcTIAmN4IgAAAAIARLM8kxt4pnZ76QlB6WnbsN1rLZIpQCQAcMQIgAAAAHKHybgLywpEx9/HD4SJUgpLzQmOfDB4nA4DpjQAIAAAAGIG3YNHY+yxcMvWFoPTcBQsL2GfsEwYASogACAAAAEeuXJuAmpqa7NXH+MFgnn3cBYvcWY1FKwklZB91rG9ZeXZwl7R4dQ1FqwcAjgABEAAAADACPxTKXHy5KDXK1nD6kiuKXBJKxY9UZS66bNSTIVKVvuiyIpcEAONFAAQAAIAJKb8moP3PyF6+KvXmd/rR2LAd3PkLk1d/wKutK3ppKBl71etSV73dr44Ou91duCR59Qe8WE1JqgKAwhmlLgAAAACYvpympfEPftTYsU3b26qyGT8ccRc3uXPmlboulIDTsjy+pMXYvkVr26OyWT9S5S5ucmfPLXVdAFAQAiAAAABMVFNT07Zt20pdxZTRdad5qTQvLXUdmAZ03WlZLi3LS10HAIwbQ8AAAACAA8pvRBsAAEIABAAAgElBbgIAwHRGAAQAAAAAAFDmCIAAAAAwOcqgCagMngIAACMiAAIAAAAAAChzBEAAAACYNDO6g2ZGFw8AQH4EQAAAAJhMxCgAAExDBEAAAAAAAABljgAIAAAAk2wmNgHNxJoBACgcARAAAAAAAECZIwACAADA5JtZDTUzq1oAAI4AARAAAAAAAECZIwACAADAlJgpbTUzpU4AACaCAAgAAABThWwFAIBpggAIAAAAlYuICgBQIQiAAAAAMIVIWAAAmA4IgAAAADC1li9fXuoSAACodARAAAAAqFB0JwEAKgcBEAAAAKbcqlWrSl0CAAAVjQAIAAAAlYj2HwBARSEAAgAAQDHQBAQAQAkRAAEAAKBIWlpaSl3CENp/AACVhgAIAAAAAACgzBEAAQAAoHimQ+vNdKgBAIAiIwACAABAUZU2fyH9AQBUJgIgAAAAFBspDAAARUYABAAAgBIoSQZE8AQAqFgEQAAAAKgIpD8AgEpGAAQAAIDSIJEBAKBojFIXAAAAgJGZT60NPv6w2LaI72uGvagl85a3l7qoSdbU1LRt27biPFARHgUAgGmLDiAAAIDpJ5ms+vq/BR+6V7JZ8X3xRbmOtW1j9X9+yXxxXamLm2RFiGZIfwAAIAACAACYdqq//zXluSNt8YP/e4f52mvFLmiKTWlAQ/oDAIAQAAEAAEw3kZ/8UPx8OwT/dFuxaikeYhoAAKYUARAAAMD0onV2jrGH7xv9XUWppaimIgMiVwIAIIcACAAAYLrJ2/8jIiLWA/cXoY7im9y8hvQHAID9CIAAAABmoIG+UlcwVSYrtSH9AQDgYCwDDwAAMANFa0pdwRTKZTdHvDw80Q8AAIejAwgAAGDmSZ97calLmHJHluOQ/gAAMCI6gAAAAKYXr3G21tGebw9N82KxYpVTSuNqBSL6AQAgDzqAAAAAppfEez8sSo2+XaWvelfxqpkGCkl2SH8AAMiPDiAAAIBpZ/Ajn6y6+ZvKcQ/bolKXXek0N5egppIi3wEAYIIIgAAAAKafcDj+D581n3km8Nj9ys6I+KKZ7rJlycvfUurKAADAjEQABAAAME3Za9bYa9aUugoAAFAOmAMIAAAAAACgzBEAAQAAAAAAlDkCI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width="768" /></p>
+</div>
+<div id="third-challenge-1" class="slide section level2">
+<h1>Third challenge</h1>
+<div class="sourceCode" id="cb28"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb28-1"><a href="#cb28-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg, <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy, <span class="dt">color =</span> drv)) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb28-2"><a href="#cb28-2"></a><span class="st">  </span><span class="kw">geom_point</span>() <span class="op">+</span></span>
+<span id="cb28-3"><a href="#cb28-3"></a><span class="st">  </span><span class="kw">geom_smooth</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">linetype =</span> drv))</span></code></pre></div>
+<p><img 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+div.slide { font-size: 200%; }
+div.slidy_toc {
+top: 1em;
+left: 1em;
+right: auto;
+width: 80%;
+font-size: 180%;
+}
+}
+div.toc-heading {
+width: 100%;
+border-bottom: solid 1px rgb(180,180,180);
+margin-bottom: 1em;
+text-align: center;
+}
+img {
+image-rendering: optimize-quality;
+}
+pre {
+font-size: 80%;
+font-weight: bold;
+line-height: 120%;
+padding-top: 0.2em;
+padding-bottom: 0.2em;
+padding-left: 1em;
+padding-right: 1em;
+border-style: solid;
+border-left-width: 1em;
+border-top-width: thin;
+border-right-width: thin;
+border-bottom-width: thin;
+border-color: #95ABD0;
+color: #00428C;
+background-color: #E4E5E7;
+}
+li pre { margin-left: 0; }
+blockquote { font-style: italic }
+img { background-color: transparent }
+p.copyright { font-size: smaller }
+.center { text-align: center }
+.footnote { font-size: smaller; margin-left: 2em; }
+a img { border-width: 0; border-style: none }
+a:visited { color: navy }
+a:link { color: navy }
+a:hover { color: red; text-decoration: underline }
+a:active { color: red; text-decoration: underline }
+a {text-decoration: none}
+.toolbar a:link {color: blue}
+.toolbar a:visited {color: blue}
+.toolbar a:active {color: red}
+.toolbar a:hover {color: red}
+ul { list-style-type: square; }
+ul ul { list-style-type: disc; }
+ul ul ul { list-style-type: circle; }
+ul ul ul ul { list-style-type: disc; }
+li { margin-left: 0.5em; margin-top: 0.5em; }
+li li { font-size: 85%; font-style: italic }
+li li li { font-size: 85%; font-style: normal }
+div dt
+{
+margin-left: 0;
+margin-top: 1em;
+margin-bottom: 0.5em;
+font-weight: bold;
+}
+div dd
+{
+margin-left: 2em;
+margin-bottom: 0.5em;
+}
+p,pre,ul,ol,blockquote,h2,h3,h4,h5,h6,dl,table {
+margin-left: 1em;
+margin-right: 1em;
+}
+p.subhead { font-weight: bold; margin-top: 2em; }
+.smaller { font-size: smaller }
+.bigger { font-size: 130% }
+td,th { padding: 0.2em }
+ul {
+margin: 0.5em 1.5em 0.5em 1.5em;
+padding: 0;
+}
+ol {
+margin: 0.5em 1.5em 0.5em 1.5em;
+padding: 0;
+}
+ul { list-style-type: square; }
+ul ul { list-style-type: disc; }
+ul ul ul { list-style-type: circle; }
+ul ul ul ul { list-style-type: disc; }
+ul li { list-style: square;
+margin: 0.1em 0em 0.6em 0;
+padding: 0 0 0 0;
+line-height: 140%;
+}
+ol li { margin: 0.1em 0em 0.6em 1.5em;
+padding: 0 0 0 0px;
+line-height: 140%;
+list-style-type: decimal;
+}
+li ul li { font-size: 85%; font-style: italic;
+list-style-type: disc;
+background: transparent;
+padding: 0 0 0 0;
+}
+li li ul li { font-size: 85%; font-style: normal;
+list-style-type: circle;
+background: transparent;
+padding: 0 0 0 0;
+}
+li li li ul li {
+list-style-type: disc;
+background: transparent;
+padding: 0 0 0 0;
+}
+li ol li {
+list-style-type: decimal;
+}
+li li ol li {
+list-style-type: decimal;
+}
+
+ol.outline li:hover { cursor: pointer }
+ol.outline li.nofold:hover { cursor: default }
+ul.outline li:hover { cursor: pointer }
+ul.outline li.nofold:hover { cursor: default }
+ol.outline { list-style:decimal; }
+ol.outline ol { list-style-type:lower-alpha }
+ol.outline li.nofold {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAIACAMzMzOvr/ywAAAAACQAJAAACD4SPoRvG614Dctb4MEMcFAA7) no-repeat 0px 0.5em;
+}
+ol.outline li.unfolded {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACEYyPoivG614LAlg7ZZbxoR8UADs=) no-repeat 0px 0.5em;
+}
+ol.outline li.folded {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACFIyPoiu2sJyCyoF7W3hxz850CFIAADs=) no-repeat 0px 0.5em;
+}
+ol.outline li.unfolded:hover {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACEYSPoivG614DIlg7ZZbxoQ8UADs=) no-repeat 0px 0.5em;
+}
+ol.outline li.folded:hover {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACFISPoiu2sZyCyoV7G3hxz850CFIAADs=) no-repeat 0px 0.5em;
+}
+ul.outline li.nofold {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAIACAMzMzOvr/ywAAAAACQAJAAACD4SPoRvG614Dctb4MEMcFAA7) no-repeat 0px 0.5em;
+}
+ul.outline li.unfolded {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACEYyPoivG614LAlg7ZZbxoR8UADs=) no-repeat 0px 0.5em;
+}
+ul.outline li.folded {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACFIyPoiu2sJyCyoF7W3hxz850CFIAADs=) no-repeat 0px 0.5em;
+}
+ul.outline li.unfolded:hover {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACEYSPoivG614DIlg7ZZbxoQ8UADs=) no-repeat 0px 0.5em;
+}
+ul.outline li.folded:hover {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACFISPoiu2sZyCyoV7G3hxz850CFIAADs=) no-repeat 0px 0.5em;
+}
+
+a.titleslide { font-weight: bold; font-style: italic }
+
+img.hidden { display: none; visibility: hidden }
+div.initial_prompt { display: none; visibility: hidden }
+div.slide {
+visibility: visible;
+position: inherit;
+}
+div.handout {
+border-top-style: solid;
+border-top-width: thin;
+border-top-color: black;
+}
+@media screen {
+.hidden { display: none; visibility: visible }
+div.slide.hidden { display: block; visibility: visible }
+div.handout.hidden { display: block; visibility: visible }
+div.background { display: none; visibility: hidden }
+body.single_slide div.initial_prompt { display: block; visibility: visible }
+body.single_slide div.background { display: block; visibility: visible }
+body.single_slide div.background.hidden { display: none; visibility: hidden }
+body.single_slide .invisible { visibility: hidden }
+body.single_slide .hidden { display: none; visibility: hidden }
+body.single_slide div.slide { position: absolute }
+body.single_slide div.handout { display: none; visibility: hidden }
+}
+@media print {
+.hidden { display: block; visibility: visible }
+div.slide pre { font-size: 60%; padding-left: 0.5em; }
+div.toolbar { display: none; visibility: hidden; }
+div.slidy_toc { display: none; visibility: hidden; }
+div.background { display: none; visibility: hidden; }
+div.slide { page-break-before: always }
+
+div.slide.first-slide { page-break-before: avoid }
+}
+
+
+.jslider table {
+margin-left: 0em;
+margin-right: 0em;
+}
+
+table.dataTable, .shiny-datatable-output div {
+font-size: 14pt;
+}
+
+.dataTables_info, .dataTables_paginate {
+font-size: 19px;
+}
+
+pre.sourceCode, code.sourceCode {
+font-size: 80%;
+}
+
+label, button, input, select, textarea {
+font-size: 14pt;
+}
+
+ul.nav, ul.nav li {
+list-style-type: none;
+}
+</style>
+  <script src="data:application/javascript;base64,/* slidy.js

   Copyright (c) 2005-2013 W3C (MIT, ERCIM, Keio), All Rights Reserved.
   W3C liability, trademark, document use and software licensing
   rules apply, see:

   http://www.w3.org/Consortium/Legal/copyright-documents
   http://www.w3.org/Consortium/Legal/copyright-software

   Defines single name "w3c_slidy" in global namespace
   Adds event handlers without trampling on any others
*/

// the slidy object implementation
var w3c_slidy = {
  // classify which kind of browser we're running under
  ns_pos: (typeof window.pageYOffset!='undefined'),
  khtml: ((navigator.userAgent).indexOf("KHTML") >= 0 ? true : false),
  opera: ((navigator.userAgent).indexOf("Opera") >= 0 ? true : false),
  ipad: ((navigator.userAgent).indexOf("iPad") >= 0 ? true : false),
  iphone: ((navigator.userAgent).indexOf("iPhone") >= 0 ? true : false),
  android: ((navigator.userAgent).indexOf("Android") >= 0 ? true : false),
  ie: (typeof document.all != "undefined" && !this.opera),
  ie6: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 6") != -1),
  ie7: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 7") != -1),
  ie8: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 8") != -1),
  ie9: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 9") != -1),

  // data for swipe and double tap detection on touch screens
  last_tap: 0,
  prev_tap: 0,
  start_x: 0,
  start_y: 0,
  delta_x: 0,
  delta_y: 0,

  // are we running as XHTML? (doesn't work on Opera)
  is_xhtml: /xml/.test(document.contentType),

  slide_number: 0, // integer slide count: 0, 1, 2, ...
  slide_number_element: null, // element containing slide number
  slides: [], // set to array of slide div's
  notes: [], // set to array of handout div's
  backgrounds: [], // set to array of background div's
  observers: [], // list of observer functions
  toolbar: null, // element containing toolbar
  title: null, // document title
  last_shown: null, // last incrementally shown item
  eos: null,  // span element for end of slide indicator
  toc: null, // table of contents
  outline: null, // outline element with the focus
  selected_text_len: 0, // length of drag selection on document
  view_all: 0,  // 1 to view all slides + handouts
  want_toolbar: true,  // user preference to show/hide toolbar
  mouse_click_enabled: true, // enables left click for next slide
  scroll_hack: 0, // IE work around for position: fixed
  disable_slide_click: false,  // used by clicked anchors

  lang: "en", // updated to language specified by html file

  help_anchor: null, // used for keyboard focus hack in showToolbar()
  help_page: "http://www.w3.org/Talks/Tools/Slidy2/help/help.html",
  help_text: "Navigate with mouse click, space bar, Cursor Left/Right, " +
             "or Pg Up and Pg Dn. Use S and B to change font size.",

  size_index: 0,
  size_adjustment: 0,
  sizes:  new Array("10pt", "12pt", "14pt", "16pt", "18pt", "20pt",
                    "22pt", "24pt", "26pt", "28pt", "30pt", "32pt"),

  // needed for efficient resizing
  last_width: 0,
  last_height: 0,


  // Needed for cross browser support for relative width/height on
  // object elements. The work around is to save width/height attributes
  // and then to recompute absolute width/height dimensions on resizing
   objects: [],

  // attach initialiation event handlers
  set_up: function () {
    var init = function() { w3c_slidy.init(); };
    if (typeof window.addEventListener != "undefined")
      window.addEventListener("load", init, false);
    else
      window.attachEvent("onload", init);
  },

  hide_slides: function () {
    if (document.body && !w3c_slidy.initialized)
      document.body.style.visibility = "hidden";
    else
      setTimeout(w3c_slidy.hide_slides, 50);
  },

  // hack to persuade IE to compute correct document height
  // as needed for simulating fixed positioning of toolbar
  ie_hack: function () {
    window.resizeBy(0,-1);
    window.resizeBy(0, 1);
  },

  init: function () {
    //alert("slidy starting test 10");
    document.body.style.visibility = "visible";
    this.init_localization();
    this.add_toolbar();
    this.wrap_implicit_slides();
    this.collect_slides();
    this.collect_notes();
    this.collect_backgrounds();
    this.objects = document.body.getElementsByTagName("object");
    this.patch_anchors();
    this.slide_number = this.find_slide_number(location.href);
    window.offscreenbuffering = true;
    this.size_adjustment = this.find_size_adjust();
    this.time_left = this.find_duration();
    this.hide_image_toolbar();  // suppress IE image toolbar popup
    this.init_outliner();  // activate fold/unfold support
    this.title = document.title;
    this.keyboardless = (this.ipad||this.iphone||this.android);

    if (this.keyboardless)
    {
      w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden")
      this.want_toolbar = 0;
    }

    // work around for opera bug
    this.is_xhtml = (document.body.tagName == "BODY" ? false : true);

    if (this.slides.length > 0)
    {
      var slide = this.slides[this.slide_number];
   
      if (this.slide_number > 0)
      {
        this.set_visibility_all_incremental("visible");
        this.last_shown = this.previous_incremental_item(null);
        this.set_eos_status(true);
      }
      else
      {
        this.last_shown = null;
        this.set_visibility_all_incremental("hidden");
        this.set_eos_status(!this.next_incremental_item(this.last_shown));
      }

      this.set_location();
      this.add_class(this.slides[0], "first-slide");
      w3c_slidy.show_slide(slide);
    }

    this.toc = this.table_of_contents();

    this.add_initial_prompt();

    // bind event handlers without interfering with custom page scripts
    // Tap events behave too weirdly to support clicks reliably on
    // iPhone and iPad, so exclude these from click handler

    if (!this.keyboardless)
    {
      this.add_listener(document.body, "click", this.mouse_button_click);
      this.add_listener(document.body, "mousedown", this.mouse_button_down);
    }

    this.add_listener(document, "keydown", this.key_down);
    this.add_listener(document, "keypress", this.key_press);
    this.add_listener(window, "resize", this.resized);
    this.add_listener(window, "scroll", this.scrolled);
    this.add_listener(window, "unload", this.unloaded);

    this.add_listener(document, "gesturechange", function ()
    {
      return false;
    });

    this.attach_touch_handers(this.slides);

    // this seems to be a debugging hack
    //if (!document.body.onclick)
    //  document.body.onclick = function () { };

    this.single_slide_view();

    //this.set_location();

    this.resized();

    if (this.ie7)
      setTimeout(w3c_slidy.ie_hack, 100);

    this.show_toolbar();

    // for back button detection
    setInterval(function () { w3c_slidy.check_location(); }, 200);
    w3c_slidy.initialized = true;
  },

  // create div element with links to each slide
  table_of_contents: function () {
    var toc = this.create_element("div");
    this.add_class(toc, "slidy_toc hidden");
    //toc.setAttribute("tabindex", "0");

    var heading = this.create_element("div");
    this.add_class(heading, "toc-heading");
    heading.innerHTML = this.localize("Table of Contents");

    toc.appendChild(heading);
    var previous = null;

    for (var i = 0; i < this.slides.length; ++i)
    {
      var title = this.has_class(this.slides[i], "title");
      var num = document.createTextNode((i + 1) + ". ");

      toc.appendChild(num);

      var a = this.create_element("a");
      a.setAttribute("href", "#(" + (i+1) + ")");

      if (title)
        this.add_class(a, "titleslide");

      var name = document.createTextNode(this.slide_name(i));
      a.appendChild(name);
      a.onclick = w3c_slidy.toc_click;
      a.onkeydown = w3c_slidy.toc_key_down;
      a.previous = previous;

      if (previous)
        previous.next = a;

      toc.appendChild(a);

      if (i == 0)
        toc.first = a;

      if (i < this.slides.length - 1)
      {
        var br = this.create_element("br");
        toc.appendChild(br);
      }

      previous = a;
    }

    toc.focus = function () {
      if (this.first)
        this.first.focus();
    }

    toc.onmouseup = w3c_slidy.mouse_button_up;

    toc.onclick = function (e) {
      e||(e=window.event);

      if (w3c_slidy.selected_text_len <= 0)
         w3c_slidy.hide_table_of_contents(true);

      w3c_slidy.stop_propagation(e);
    
      if (e.cancel != undefined)
        e.cancel = true;
      
      if (e.returnValue != undefined)
        e.returnValue = false;
      
      return false;
    };

    document.body.insertBefore(toc, document.body.firstChild);
    return toc;
  },

  is_shown_toc: function () {
    return !w3c_slidy.has_class(w3c_slidy.toc, "hidden");
  },

  show_table_of_contents: function () {
    w3c_slidy.remove_class(w3c_slidy.toc, "hidden");
    var toc = w3c_slidy.toc;
    toc.focus();

    if (w3c_slidy.ie7 && w3c_slidy.slide_number == 0)
      setTimeout(w3c_slidy.ie_hack, 100);
  },

  hide_table_of_contents: function (focus) {
    w3c_slidy.add_class(w3c_slidy.toc, "hidden");

    if (focus && !w3c_slidy.opera &&
        !w3c_slidy.has_class(w3c_slidy.toc, "hidden"))
      w3c_slidy.set_focus();
  },

  toggle_table_of_contents: function () {
    if (w3c_slidy.is_shown_toc())
      w3c_slidy.hide_table_of_contents(true);
    else
      w3c_slidy.show_table_of_contents();
  },

  // called on clicking toc entry
  toc_click: function (e) {
    if (!e)
      e = window.event;

    var target = w3c_slidy.get_target(e);

    if (target && target.nodeType == 1)
    {
      var uri = target.getAttribute("href");

      if (uri)
      {
        //alert("going to " + uri);
        var slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);
        w3c_slidy.slide_number = w3c_slidy.find_slide_number(uri);
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.last_shown = null;
        w3c_slidy.set_location();
        w3c_slidy.set_visibility_all_incremental("hidden");
        w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
        w3c_slidy.show_slide(slide);
        //target.focus();

        try
        {
          if (!w3c_slidy.opera)
            w3c_slidy.set_focus();
        }
        catch (e)
        {
        }
      }
    }

    w3c_slidy.hide_table_of_contents(true);
    if (w3c_slidy.ie7) w3c_slidy.ie_hack();
    w3c_slidy.stop_propagation(e);
    return w3c_slidy.cancel(e);
  },

  // called onkeydown for toc entry
  toc_key_down: function (event) {
    var key;

    if (!event)
      var event = window.event;

    // kludge around NS/IE differences 
    if (window.event)
      key = window.event.keyCode;
    else if (event.which)
      key = event.which;
    else
      return true; // Yikes! unknown browser

    // ignore event if key value is zero
    // as for alt on Opera and Konqueror
    if (!key)
      return true;

    // check for concurrent control/command/alt key
    // but are these only present on mouse events?

    if (event.ctrlKey || event.altKey)
      return true;

    if (key == 13)
    {
      var uri = this.getAttribute("href");

      if (uri)
      {
        //alert("going to " + uri);
       var slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);
        w3c_slidy.slide_number = w3c_slidy.find_slide_number(uri);
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.last_shown = null;
        w3c_slidy.set_location();
        w3c_slidy.set_visibility_all_incremental("hidden");
        w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
        w3c_slidy.show_slide(slide);
        //target.focus();

        try
        {
          if (!w3c_slidy.opera)
            w3c_slidy.set_focus();
        }
        catch (e)
        {
        }
      }

      w3c_slidy.hide_table_of_contents(true);

      if (self.ie7)
       w3c_slidy.ie_hack();

      return w3c_slidy.cancel(event);
    }

    if (key == 40 && this.next)
    {
      this.next.focus();
      return w3c_slidy.cancel(event);
    }

    if (key == 38 && this.previous)
    {
      this.previous.focus();
      return w3c_slidy.cancel(event);
    }

    return true;
  },

  touchstart: function (e)
  {
    // a double touch often starts with a
    // single touch due to fingers touching
    // down at slightly different times
    // thus avoid calling preventDefault here
    this.prev_tap = this.last_tap;
    this.last_tap = (new Date).getTime();

    var tap_delay = this.last_tap - this.prev_tap;

    if (tap_delay <= 200)
    {
      // double tap
    }

    var touch = e.touches[0];

    this.pageX = touch.pageX;
    this.pageY = touch.pageY;
    this.screenX = touch.screenX;
    this.screenY = touch.screenY;
    this.clientX = touch.clientX;
    this.clientY = touch.clientY;

    this.delta_x = this.delta_y = 0;
  },

  touchmove: function (e)
  {
    // override native gestures for single touch
    if (e.touches.length > 1)
      return;

    e.preventDefault();
    var touch = e.touches[0];
    this.delta_x = touch.pageX - this.pageX;
    this.delta_y = touch.pageY - this.pageY;
  },

  touchend: function (e)
  {
    // default behavior for multi-touch
    if (e.touches.length > 1)
      return;

    var delay = (new Date).getTime() - this.last_tap;
    var dx = this.delta_x;
    var dy = this.delta_y;
    var abs_dx = Math.abs(dx);
    var abs_dy = Math.abs(dy);

    if (delay < 500 && (abs_dx > 100 || abs_dy > 100))
    {
      if (abs_dx > 0.5 * abs_dy)
      {
        e.preventDefault();

        if (dx < 0)
          w3c_slidy.next_slide(true);
        else
          w3c_slidy.previous_slide(true);
      }
      else if (abs_dy > 2 * abs_dx)
      {
        e.preventDefault();
        w3c_slidy.toggle_table_of_contents();
      }
    }
  },

  // ### OBSOLETE ###
  before_print: function () {
    this.show_all_slides();
    this.hide_toolbar();
    alert("before print");
  },

  // ### OBSOLETE ###
  after_print: function () {
    if (!this.view_all)
    {
      this.single_slide_view();
      this.show_toolbar();
    }
    alert("after print");
  },

  // ### OBSOLETE ###
  print_slides: function () {
    this.before_print();
    window.print();
    this.after_print();
  },

  // ### OBSOLETE ?? ###
  toggle_view: function () {
    if (this.view_all)
    {
      this.single_slide_view();
      this.show_toolbar();
      this.view_all = 0;
    }
    else
    {
      this.show_all_slides();
      this.hide_toolbar();
      this.view_all = 1;
    }
  },

  // prepare for printing  ### OBSOLETE ###
  show_all_slides: function () {
    this.remove_class(document.body, "single_slide");
    this.set_visibility_all_incremental("visible");
  },

  // restore after printing  ### OBSOLETE ###
  single_slide_view: function () {
    this.add_class(document.body, "single_slide");
    this.set_visibility_all_incremental("visible");
    this.last_shown = this.previous_incremental_item(null);
  },

  // suppress IE's image toolbar pop up
  hide_image_toolbar: function () {
    if (!this.ns_pos)
    {
      var images = document.getElementsByTagName("IMG");

      for (var i = 0; i < images.length; ++i)
        images[i].setAttribute("galleryimg", "no");
    }
  },

  unloaded: function (e) {
    //alert("unloaded");
  },

  // Safari and Konqueror don't yet support getComputedStyle()
  // and they always reload page when location.href is updated
  is_KHTML: function () {
    var agent = navigator.userAgent;
    return (agent.indexOf("KHTML") >= 0 ? true : false);
  },

  // find slide name from first h1 element
  // default to document title + slide number
  slide_name: function (index) {
    var name = null;
    var slide = this.slides[index];

    var heading = this.find_heading(slide);

    if (heading)
      name = this.extract_text(heading);

    if (!name)
      name = this.title + "(" + (index + 1) + ")";

    name.replace(/\&/g, "&amp;");
    name.replace(/\</g, "&lt;");
    name.replace(/\>/g, "&gt;");

    return name;
  },

  // find first h1 element in DOM tree
  find_heading: function (node) {
    if (!node || node.nodeType != 1)
      return null;

    if (node.nodeName == "H1" || node.nodeName == "h1")
      return node;

    var child = node.firstChild;

    while (child)
    {
      node = this.find_heading(child);

      if (node)
        return node;

      child = child.nextSibling;
    }

    return null;
  },

  // recursively extract text from DOM tree
  extract_text: function (node) {
    if (!node)
      return "";

    // text nodes
    if (node.nodeType == 3)
      return node.nodeValue;

    // elements
    if (node.nodeType == 1)
    {
      node = node.firstChild;
      var text = "";

      while (node)
      {
        text = text + this.extract_text(node);
        node = node.nextSibling;
      }

      return text;
    }

    return "";
  },

  // find copyright text from meta element
  find_copyright: function () {
    var name, content;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "copyright")
        return content;
    }

    return null;
  },

  find_size_adjust: function () {
    var name, content, offset;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "font-size-adjustment")
        return 1 * content;
    }

    return 1;
  },

  // <meta name="duration" content="20" />  for 20 minutes
  find_duration: function () {
    var name, content, offset;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "duration")
        return 60000 * content;
    }

    return null;
  },

  replace_by_non_breaking_space: function (str) {
    for (var i = 0; i < str.length; ++i)
      str[i] = 160;
  },

  // ### CHECK ME ### is use of "li" okay for text/html?
  // for XHTML do we also need to specify namespace?
  init_outliner: function () {
    var items = document.getElementsByTagName("li");

    for (var i = 0; i < items.length; ++i)
    {
      var target = items[i];

      if (!this.has_class(target.parentNode, "outline"))
        continue;

      target.onclick = this.outline_click;
/* ### more work needed for IE6
      if (!this.ns_pos)
      {
        target.onmouseover = this.hover_outline;
        target.onmouseout = this.unhover_outline;
      }
*/
      if (this.foldable(target))
      {
        target.foldable = true;
        target.onfocus = function () {w3c_slidy.outline = this;};
        target.onblur = function () {w3c_slidy.outline = null;};

        if (!target.getAttribute("tabindex"))
          target.setAttribute("tabindex", "0");

        if (this.has_class(target, "expand"))
          this.unfold(target);
        else
          this.fold(target);
      }
      else
      {
        this.add_class(target, "nofold");
        target.visible = true;
        target.foldable = false;
      }
    }
  },

  foldable: function (item) {
    if (!item || item.nodeType != 1)
      return false;

    var node = item.firstChild;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node))
        return true;

      node = node.nextSibling;
    }

    return false;
  },

  // ### CHECK ME ### switch to add/remove "hidden" class
  fold: function (item) {
    if (item)
    {
      this.remove_class(item, "unfolded");
      this.add_class(item, "folded");
    }

    var node = item ? item.firstChild : null;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node)) // element
      {
         w3c_slidy.add_class(node, "hidden");
      }

      node = node.nextSibling;
    }

    item.visible = false;
  },

  // ### CHECK ME ### switch to add/remove "hidden" class
  unfold: function (item) {
    if (item)
    {
      this.add_class(item, "unfolded");
      this.remove_class(item, "folded");
    }

    var node = item ? item.firstChild : null;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node)) // element
      {
        w3c_slidy.remove_class(node, "hidden");
      }

      node = node.nextSibling;
    }

    item.visible = true;
  },

  outline_click: function (e) {
    if (!e)
      e = window.event;

    var rightclick = false;
    var target = w3c_slidy.get_target(e);

    while (target && target.visible == undefined)
      target = target.parentNode;

    if (!target)
      return true;

    if (e.which)
      rightclick = (e.which == 3);
    else if (e.button)
      rightclick = (e.button == 2);

    if (!rightclick && target.visible != undefined)
    {
      if (target.foldable)
      {
        if (target.visible)
          w3c_slidy.fold(target);
        else
          w3c_slidy.unfold(target);
      }

      w3c_slidy.stop_propagation(e);
      e.cancel = true;
      e.returnValue = false;
    }

    return false;
  },

  add_initial_prompt: function () {
    var prompt = this.create_element("div");
    prompt.setAttribute("class", "initial_prompt");

    var p1 = this.create_element("p");
    prompt.appendChild(p1);
    p1.setAttribute("class", "help");

    if (this.keyboardless)
      p1.innerHTML = "swipe left to move to next slide";
    else
      p1.innerHTML = "Space, Right Arrow or swipe left to move to " +
                     "next slide, click help below for more details";

    this.add_listener(prompt, "click", function (e) {
      document.body.removeChild(prompt);
      w3c_slidy.stop_propagation(e);
    
      if (e.cancel != undefined)
        e.cancel = true;
      
      if (e.returnValue != undefined)
        e.returnValue = false;
      
      return false;
    });

    document.body.appendChild(prompt);
    this.initial_prompt = prompt;
    setTimeout(function() {document.body.removeChild(prompt);}, 5000);
  },

  add_toolbar: function () {
    var counter, page;

     this.toolbar = this.create_element("div");
     this.toolbar.setAttribute("class", "toolbar");

     // a reasonably behaved browser
     if (this.ns_pos || !this.ie6)
     {
       var right = this.create_element("div");
       right.setAttribute("style", "float: right; text-align: right");

       counter = this.create_element("span")
       counter.innerHTML = this.localize("slide") + " n/m";
       right.appendChild(counter);
       this.toolbar.appendChild(right);

       var left = this.create_element("div");
       left.setAttribute("style", "text-align: left");

       // global end of slide indicator
       this.eos = this.create_element("span");
       this.eos.innerHTML = "* ";
       left.appendChild(this.eos);

       var help = this.create_element("a");
       help.setAttribute("href", this.help_page);
       help.setAttribute("title", this.localize(this.help_text));
       help.innerHTML = this.localize("help?");
       left.appendChild(help);
       help.style.display="none"; 
       this.help_anchor = help;  // save for focus hack

       var gap1 = document.createTextNode(" ");
       left.appendChild(gap1);

       var contents = this.create_element("a");
       contents.setAttribute("href", "javascript:w3c_slidy.toggle_table_of_contents()");
       contents.setAttribute("title", this.localize("table of contents"));
       contents.innerHTML = this.localize("Contents");
       left.appendChild(contents);

       var gap2 = document.createTextNode(" ");
       left.appendChild(gap2);

       var copyright = this.find_copyright();

       if (copyright)
       {
         var span = this.create_element("span");
         span.className = "copyright";
         span.innerHTML = copyright;
         left.appendChild(span);
       }

       this.toolbar.setAttribute("tabindex", "0");
       this.toolbar.appendChild(left);
     }
     else // IE6 so need to work around its poor CSS support
     {
       this.toolbar.style.position = (this.ie7 ? "fixed" : "absolute");
       this.toolbar.style.zIndex = "200";
       this.toolbar.style.width = "99.9%";
       this.toolbar.style.height = "1.2em";
       this.toolbar.style.top = "auto";
       this.toolbar.style.bottom = "0";
       this.toolbar.style.left = "0";
       this.toolbar.style.right = "0";
       this.toolbar.style.textAlign = "left";
       this.toolbar.style.fontSize = "60%";
       this.toolbar.style.color = "red";
       this.toolbar.borderWidth = 0;
       this.toolbar.className = "toolbar";
       this.toolbar.style.background = "rgb(240,240,240)";

       // would like to have help text left aligned
       // and page counter right aligned, floating
       // div's don't work, so instead use nested
       // absolutely positioned div's.

       var sp = this.create_element("span");
       sp.innerHTML = "&nbsp;&nbsp;*&nbsp;";
       this.toolbar.appendChild(sp);
       this.eos = sp;  // end of slide indicator

       var help = this.create_element("a");
       help.setAttribute("href", this.help_page);
       help.setAttribute("title", this.localize(this.help_text));
       help.innerHTML = this.localize("help?");
       this.toolbar.appendChild(help);
       this.help_anchor = help;  // save for focus hack

       var gap1 = document.createTextNode(" ");
       this.toolbar.appendChild(gap1);

       var contents = this.create_element("a");
       contents.setAttribute("href", "javascript:toggleTableOfContents()");
       contents.setAttribute("title", this.localize("table of contents".localize));
       contents.innerHTML = this.localize("contents?");
       this.toolbar.appendChild(contents);

       var gap2 = document.createTextNode(" ");
       this.toolbar.appendChild(gap2);

       var copyright = this.find_copyright();

       if (copyright)
       {
         var span = this.create_element("span");
         span.innerHTML = copyright;
         span.style.color = "black";
         span.style.marginLeft = "0.5em";
         this.toolbar.appendChild(span);
       }

       counter = this.create_element("div")
       counter.style.position = "absolute";
       counter.style.width = "auto"; //"20%";
       counter.style.height = "1.2em";
       counter.style.top = "auto";
       counter.style.bottom = 0;
       counter.style.right = "0";
       counter.style.textAlign = "right";
       counter.style.color = "red";
       counter.style.background = "rgb(240,240,240)";

       counter.innerHTML = this.localize("slide") + " n/m";
       this.toolbar.appendChild(counter);
     }

     // ensure that click isn't passed through to the page
     this.toolbar.onclick =
         function (e) {
           if (!e)
             e = window.event;

           var target = e.target;

           if (!target && e.srcElement)
             target = e.srcElement;

           // work around Safari bug
           if (target && target.nodeType == 3)
             target = target.parentNode;

           w3c_slidy.stop_propagation(e);

           if (target && target.nodeName.toLowerCase() != "a")
             w3c_slidy.mouse_button_click(e);
         };

     this.slide_number_element = counter;
     this.set_eos_status(false);
     document.body.appendChild(this.toolbar);
  },

  // wysiwyg editors make it hard to use div elements
  // e.g. amaya loses the div when you copy and paste
  // this function wraps div elements around implicit
  // slides which start with an h1 element and continue
  // up to the next heading or div element
  wrap_implicit_slides: function () {
    var i, heading, node, next, div;
    var headings = document.getElementsByTagName("h1");

    if (!headings)
      return;

    for (i = 0; i < headings.length; ++i)
    {
      heading = headings[i];

      if (heading.parentNode != document.body)
        continue;

      node = heading.nextSibling;

      div = document.createElement("div");
      this.add_class(div, "slide");
      document.body.replaceChild(div, heading);
      div.appendChild(heading);

      while (node)
      {
        if (node.nodeType == 1) // an element
        {
           if (node.nodeName == "H1" || node.nodeName == "h1")
             break;

           if (node.nodeName == "DIV" || node.nodeName == "div")
           {
             if (this.has_class(node, "slide"))
               break;

             if (this.has_class(node, "handout"))
               break;
           }
        }

        next = node.nextSibling;
        node = document.body.removeChild(node);
        div.appendChild(node);
        node = next;
      } 
    }
  },

  attach_touch_handers: function(slides)
  {
    var i, slide;

    for (i = 0; i < slides.length; ++i)
    {
      slide = slides[i];
      this.add_listener(slide, "touchstart", this.touchstart);
      this.add_listener(slide, "touchmove", this.touchmove);
      this.add_listener(slide, "touchend", this.touchend);
    }
  },

// return new array of all slides
  collect_slides: function () {
    var slides = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "slide"))
      {
        // add slide to collection
        slides[slides.length] = div;

        // hide each slide as it is found
        this.add_class(div, "hidden");

        // add dummy <br/> at end for scrolling hack
        var node1 = document.createElement("br");
        div.appendChild(node1);
        var node2 = document.createElement("br");
        div.appendChild(node2);
      }
      else if (this.has_class(div, "background"))
      {  // work around for Firefox SVG reload bug
        // which otherwise replaces 1st SVG graphic with 2nd
        div.style.display = "block";
      }
    }

    this.slides = slides;
  },

  // return new array of all <div class="handout">
  collect_notes: function () {
    var notes = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "handout"))
      {
        // add note to collection
        notes[notes.length] = div;

        // and hide it
        this.add_class(div, "hidden");
      }
    }

    this.notes = notes;
  },

  // return new array of all <div class="background">
  // including named backgrounds e.g. class="background titlepage"
  collect_backgrounds: function () {
    var backgrounds = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "background"))
      {
        // add background to collection
        backgrounds[backgrounds.length] = div;

        // and hide it
        this.add_class(div, "hidden");
      }
    }

    this.backgrounds = backgrounds;
  },

  // set click handlers on all anchors
  patch_anchors: function () {
    var self = w3c_slidy;
    var handler = function (event) {
      // compare this.href with location.href
      // for link to another slide in this doc

      if (self.page_address(this.href) == self.page_address(location.href))
      {
        // yes, so find new slide number
        var newslidenum = self.find_slide_number(this.href);

        if (newslidenum != self.slide_number)
        {
          var slide = self.slides[self.slide_number];
          self.hide_slide(slide);
          self.slide_number = newslidenum;
          slide = self.slides[self.slide_number];
          self.show_slide(slide);
          self.set_location();
        }
      }
      else
        w3c_slidy.stop_propagation(event);

//      else if (this.target == null)
//        location.href = this.href;

      this.blur();
      self.disable_slide_click = true;
    };

    var anchors = document.body.getElementsByTagName("a");

    for (var i = 0; i < anchors.length; ++i)
    {
      if (window.addEventListener)
        anchors[i].addEventListener("click", handler, false);
      else
        anchors[i].attachEvent("onclick", handler);
    }
  },

  // ### CHECK ME ### see which functions are invoked via setTimeout
  // either directly or indirectly for use of w3c_slidy vs this
  show_slide_number: function () {
    var timer = w3c_slidy.get_timer();
    w3c_slidy.slide_number_element.innerHTML = timer + w3c_slidy.localize("slide") + " " +
           (w3c_slidy.slide_number + 1) + "/" + w3c_slidy.slides.length;
  },

  // every 200mS check if the location has been changed as a
  // result of the user activating the Back button/menu item
  // doesn't work for Opera < 9.5
  check_location: function () {
    var hash = location.hash;

    if (w3c_slidy.slide_number > 0 && (hash == "" || hash == "#"))
      w3c_slidy.goto_slide(0);
    else if (hash.length > 2 && hash != "#("+(w3c_slidy.slide_number+1)+")")
    {
      var num = parseInt(location.hash.substr(2));

      if (!isNaN(num))
        w3c_slidy.goto_slide(num-1);
    }

    if (w3c_slidy.time_left && w3c_slidy.slide_number > 0)
    {
      w3c_slidy.show_slide_number();

      if (w3c_slidy.time_left > 0)
        w3c_slidy.time_left -= 200;
    } 
  },

  get_timer: function () {
    var timer = "";
    if (w3c_slidy.time_left)
    {
      var mins, secs;
      secs = Math.floor(w3c_slidy.time_left/1000);
      mins = Math.floor(secs / 60);
      secs = secs % 60;
      timer = (mins ? mins+"m" : "") + secs + "s ";
    }

    return timer;
  },

  // this doesn't push location onto history stack for IE
  // for which a hidden iframe hack is needed: load page into
  // the iframe with script that set's parent's location.hash
  // but that won't work for standalone use unless we can
  // create the page dynamically via a javascript: URL
  // ### use history.pushState if available
  set_location: function () {
     var uri = w3c_slidy.page_address(location.href);
     var hash = "#(" + (w3c_slidy.slide_number+1) + ")";

     if (w3c_slidy.slide_number >= 0)
       uri = uri + hash;

     if (typeof(history.pushState) != "undefined" && location.protocol !== "file:")
     {
       document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
       history.pushState(0, document.title, hash);
       w3c_slidy.show_slide_number();
       w3c_slidy.notify_observers();
       return;
     }

     if (w3c_slidy.ie && (w3c_slidy.ie6 || w3c_slidy.ie7))
       w3c_slidy.push_hash(hash);

     if (uri != location.href) // && !khtml
        location.href = uri;

     if (this.khtml)
        hash = "(" + (w3c_slidy.slide_number+1) + ")";

     if (!this.ie && location.hash != hash && location.hash != "")
       location.hash = hash;

     document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
     w3c_slidy.show_slide_number();
     w3c_slidy.notify_observers();
  },

  notify_observers: function ()
  {
    var slide = this.slides[this.slide_number];

    for (var i = 0; i < this.observers.length; ++i)
      this.observers[i](this.slide_number+1, this.find_heading(slide).innerText, location.href);
  },

  add_observer: function (observer)
  {
    for (var i = 0; i < this.observers.length; ++i)
    {
      if (observer == this.observers[i])
        return;
    }

    this.observers.push(observer);
  },

  remove_observer: function (o)
  {
    for (var i = 0; i < this.observers.length; ++i)
    {
      if (observer == this.observers[i])
      {
        this.observers.splice(i,1);
        break;
      }
    }
  },

  page_address: function (uri) {
    var i = uri.indexOf("#");

    if (i < 0)
      i = uri.indexOf("%23");

    // check if anchor is entire page

    if (i < 0)
      return uri;  // yes

    return uri.substr(0, i);
  },

  // only used for IE6 and IE7
  on_frame_loaded: function (hash) {
    location.hash = hash;
    var uri = w3c_slidy.page_address(location.href);
    location.href = uri + hash;
  },

  // history hack with thanks to Bertrand Le Roy
  push_hash: function (hash) {
    if (hash == "") hash = "#(1)";
      window.location.hash = hash;

    var doc = document.getElementById("historyFrame").contentWindow.document;
    doc.open("javascript:'<html></html>'");
    doc.write("<html><head><script type=\"text/javascript\">window.parent.w3c_slidy.on_frame_loaded('"+
      (hash) + "');</script></head><body>hello mum</body></html>");
      doc.close();
  },

  // find current slide based upon location
  // first find target anchor and then look
  // for associated div element enclosing it
  // finally map that to slide number
  find_slide_number: function (uri) {
    // first get anchor from page location

    var i = uri.indexOf("#");

    // check if anchor is entire page
    if (i < 0)
      return 0;  // yes

    var anchor = unescape(uri.substr(i+1));

    // now use anchor as XML ID to find target
    var target = document.getElementById(anchor);

    if (!target)
    {
      // does anchor look like "(2)" for slide 2 ??
      // where first slide is (1)
      var re = /\((\d)+\)/;

      if (anchor.match(re))
      {
        var num = parseInt(anchor.substring(1, anchor.length-1));

        if (num > this.slides.length)
          num = 1;

        if (--num < 0)
          num = 0;

        return num;
      }

      // accept [2] for backwards compatibility
      re = /\[(\d)+\]/;

      if (anchor.match(re))
      {
         var num = parseInt(anchor.substring(1, anchor.length-1));

         if (num > this.slides.length)
            num = 1;

         if (--num < 0)
            num = 0;

         return num;
      }

      // oh dear unknown anchor
      return 0;
    }

    // search for enclosing slide

    while (true)
    {
      // browser coerces html elements to uppercase!
      if (target.nodeName.toLowerCase() == "div" &&
            this.has_class(target, "slide"))
      {
        // found the slide element
        break;
      }

      // otherwise try parent element if any

      target = target.parentNode;

      if (!target)
      {
        return 0;   // no luck!
      }
    };

    for (i = 0; i < slides.length; ++i)
    {
      if (slides[i] == target)
        return i;  // success
    }

    // oh dear still no luck
    return 0;
  },

  previous_slide: function (incremental) {
    if (!w3c_slidy.view_all)
    {
      var slide;

      if ((incremental || w3c_slidy.slide_number == 0) && w3c_slidy.last_shown != null)
      {
        w3c_slidy.last_shown = w3c_slidy.hide_previous_item(w3c_slidy.last_shown);
        w3c_slidy.set_eos_status(false);
      }
      else if (w3c_slidy.slide_number > 0)
      {
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);

        w3c_slidy.slide_number = w3c_slidy.slide_number - 1;
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.set_visibility_all_incremental("visible");
        w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);
        w3c_slidy.set_eos_status(true);
        w3c_slidy.show_slide(slide);
      }

      w3c_slidy.set_location();

      if (!w3c_slidy.ns_pos)
        w3c_slidy.refresh_toolbar(200);
    }
  },

  next_slide: function (incremental) {
    if (!w3c_slidy.view_all)
    {
      var slide, last = w3c_slidy.last_shown;

      if (incremental || w3c_slidy.slide_number == w3c_slidy.slides.length - 1)
         w3c_slidy.last_shown = w3c_slidy.reveal_next_item(w3c_slidy.last_shown);

      if ((!incremental || w3c_slidy.last_shown == null) &&
             w3c_slidy.slide_number < w3c_slidy.slides.length - 1)
      {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);

         w3c_slidy.slide_number = w3c_slidy.slide_number + 1;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.last_shown = null;
         w3c_slidy.set_visibility_all_incremental("hidden");
         w3c_slidy.show_slide(slide);
      }
      else if (!w3c_slidy.last_shown)
      {
         if (last && incremental)
           w3c_slidy.last_shown = last;
      }

      w3c_slidy.set_location();

      w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));

      if (!w3c_slidy.ns_pos)
         w3c_slidy.refresh_toolbar(200);
     }
  },

  // to first slide with nothing revealed
  // i.e. state at start of presentation
  first_slide: function () {
     if (!w3c_slidy.view_all)
     {
       var slide;

       if (w3c_slidy.slide_number != 0)
       {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);

         w3c_slidy.slide_number = 0;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.last_shown = null;
         w3c_slidy.set_visibility_all_incremental("hidden");
         w3c_slidy.show_slide(slide);
       }

       w3c_slidy.set_eos_status(
         !w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
       w3c_slidy.set_location();
     }
  },

  // goto last slide with everything revealed
  // i.e. state at end of presentation
  last_slide: function () {
    if (!w3c_slidy.view_all)
    {
      var slide;

      w3c_slidy.last_shown = null; //revealNextItem(lastShown);

      if (w3c_slidy.last_shown == null &&
          w3c_slidy.slide_number < w3c_slidy.slides.length - 1)
      {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);
         w3c_slidy.slide_number = w3c_slidy.slides.length - 1;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.set_visibility_all_incremental("visible");
         w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);

         w3c_slidy.show_slide(slide);
      }
      else
      {
         w3c_slidy.set_visibility_all_incremental("visible");
         w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);
      }

      w3c_slidy.set_eos_status(true);
      w3c_slidy.set_location();
    }
  },


  // ### check this and consider add/remove class
  set_eos_status: function (state) {
    if (this.eos)
      this.eos.style.color = (state ? "rgb(240,240,240)" : "red");
  },

  // first slide is 0
  goto_slide: function (num) {
    //alert("going to slide " + (num+1));
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.slide_number = num;
    slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.last_shown = null;
    w3c_slidy.set_visibility_all_incremental("hidden");
    w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
    document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
    w3c_slidy.show_slide(slide);
    w3c_slidy.show_slide_number();
  },


  show_slide: function (slide) {
    this.sync_background(slide);
    this.remove_class(slide, "hidden");

    // work around IE9 object rendering bug
    setTimeout("window.scrollTo(0,0);", 1);
  },

  hide_slide: function (slide) {
    this.add_class(slide, "hidden");
  },

  set_focus: function (element)
  {
    if (element)
      element.focus();
    else
    {
      w3c_slidy.help_anchor.focus();

      setTimeout(function() {
        w3c_slidy.help_anchor.blur();
      }, 1);
    }
  },

  // show just the backgrounds pertinent to this slide
  // when slide background-color is transparent
  // this should now work with rgba color values
  sync_background: function (slide) {
    var background;
    var bgColor;

    if (slide.currentStyle)
      bgColor = slide.currentStyle["backgroundColor"];
    else if (document.defaultView)
    {
      var styles = document.defaultView.getComputedStyle(slide,null);

      if (styles)
        bgColor = styles.getPropertyValue("background-color");
      else // broken implementation probably due Safari or Konqueror
      {
        //alert("defective implementation of getComputedStyle()");
        bgColor = "transparent";
      }
    }
    else
      bgColor == "transparent";

    if (bgColor == "transparent" ||
        bgColor.indexOf("rgba") >= 0 ||
        bgColor.indexOf("opacity") >= 0)
    {
      var slideClass = this.get_class_list(slide);

      for (var i = 0; i < this.backgrounds.length; i++)
      {
        background = this.backgrounds[i];

        var bgClass = this.get_class_list(background);

        if (this.matching_background(slideClass, bgClass))
          this.remove_class(background, "hidden");
        else
          this.add_class(background, "hidden");
      }
    }
    else // forcibly hide all backgrounds
      this.hide_backgrounds();
  },

  hide_backgrounds: function () {
    for (var i = 0; i < this.backgrounds.length; i++)
    {
      background = this.backgrounds[i];
      this.add_class(background, "hidden");
    }
  },

  // compare classes for slide and background
  matching_background: function (slideClass, bgClass) {
    var i, count, pattern, result;

    // define pattern as regular expression
    pattern = /\w+/g;

    // check background class names
    result = bgClass.match(pattern);

    for (i = count = 0; i < result.length; i++)
    {
      if (result[i] == "hidden")
        continue;

      if (result[i] == "background")
	continue;

      ++count;
    }

    if (count == 0)  // default match
      return true;

    // check for matches and place result in array
    result = slideClass.match(pattern);

    // now check if desired name is present for background
    for (i = count = 0; i < result.length; i++)
    {
      if (result[i] == "hidden")
        continue;

      if (this.has_token(bgClass, result[i]))
        return true;
    }

    return false;
  },

  resized: function () {
     var width = 0;

     if ( typeof( window.innerWidth ) == 'number' )
       width = window.innerWidth;  // Non IE browser
     else if (document.documentElement && document.documentElement.clientWidth)
       width = document.documentElement.clientWidth;  // IE6
     else if (document.body && document.body.clientWidth)
       width = document.body.clientWidth; // IE4

     var height = 0;

     if ( typeof( window.innerHeight ) == 'number' )
       height = window.innerHeight;  // Non IE browser
     else if (document.documentElement && document.documentElement.clientHeight)
       height = document.documentElement.clientHeight;  // IE6
     else if (document.body && document.body.clientHeight)
       height = document.body.clientHeight; // IE4

     if (height && (width/height > 1.05*1024/768))
     {
       width = height * 1024.0/768;
     }

     // IE fires onresize even when only font size is changed!
     // so we do a check to avoid blocking < and > actions
     if (width != w3c_slidy.last_width || height != w3c_slidy.last_height)
     {
       if (width >= 1100)
         w3c_slidy.size_index = 5;    // 4
       else if (width >= 1000)
         w3c_slidy.size_index = 4;    // 3
       else if (width >= 800)
         w3c_slidy.size_index = 3;    // 2
       else if (width >= 600)
         w3c_slidy.size_index = 2;    // 1
       else if (width)
         w3c_slidy.size_index = 0;

       // add in font size adjustment from meta element e.g.
       // <meta name="font-size-adjustment" content="-2" />
       // useful when slides have too much content ;-)

       if (0 <= w3c_slidy.size_index + w3c_slidy.size_adjustment &&
             w3c_slidy.size_index + w3c_slidy.size_adjustment < w3c_slidy.sizes.length)
         w3c_slidy.size_index = w3c_slidy.size_index + w3c_slidy.size_adjustment;

       // enables cross browser use of relative width/height
       // on object elements for use with SVG and Flash media
       w3c_slidy.adjust_object_dimensions(width, height);

       if (document.body.style.fontSize != w3c_slidy.sizes[w3c_slidy.size_index])
       {
         document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
       }

       w3c_slidy.last_width = width;
       w3c_slidy.last_height = height;

       // force reflow to work around Mozilla bug
       if (w3c_slidy.ns_pos)
       {
         var slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);
         w3c_slidy.show_slide(slide);
       }

       // force correct positioning of toolbar
       w3c_slidy.refresh_toolbar(200);
     }
  },

  scrolled: function () {
    if (w3c_slidy.toolbar && !w3c_slidy.ns_pos && !w3c_slidy.ie7)
    {
      w3c_slidy.hack_offset = w3c_slidy.scroll_x_offset();
      // hide toolbar
      w3c_slidy.toolbar.style.display = "none";

      // make it reappear later
      if (w3c_slidy.scrollhack == 0 && !w3c_slidy.view_all)
      {
        setTimeout(function () {w3c_slidy.show_toolbar(); }, 1000);
        w3c_slidy.scrollhack = 1;
      }
    }
  },

  hide_toolbar: function () {
    w3c_slidy.add_class(w3c_slidy.toolbar, "hidden");
    window.focus();
  },

  // used to ensure IE refreshes toolbar in correct position
  refresh_toolbar: function (interval) {
    if (!w3c_slidy.ns_pos && !w3c_slidy.ie7)
    {
      w3c_slidy.hide_toolbar();
      setTimeout(function () {w3c_slidy.show_toolbar();}, interval);
    }
  },

  // restores toolbar after short delay
  show_toolbar: function () {
    if (w3c_slidy.want_toolbar)
    {
      w3c_slidy.toolbar.style.display = "block";

      if (!w3c_slidy.ns_pos)
      {
        // adjust position to allow for scrolling
        var xoffset = w3c_slidy.scroll_x_offset();
        w3c_slidy.toolbar.style.left = xoffset;
        w3c_slidy.toolbar.style.right = xoffset;

        // determine vertical scroll offset
        //var yoffset = scrollYOffset();

        // bottom is doc height - window height - scroll offset
        //var bottom = documentHeight() - lastHeight - yoffset

        //if (yoffset > 0 || documentHeight() > lastHeight)
        //   bottom += 16;  // allow for height of scrollbar

        w3c_slidy.toolbar.style.bottom = 0; //bottom;
      }

      w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden");
    }

    w3c_slidy.scrollhack = 0;


    // set the keyboard focus to the help link on the
    // toolbar to ensure that document has the focus
    // IE doesn't always work with window.focus()
    // and this hack has benefit of Enter for help

    try
    {
      if (!w3c_slidy.opera)
        w3c_slidy.set_focus();
    }
    catch (e)
    {
    }
  },

// invoked via F key
  toggle_toolbar: function () {
    if (!w3c_slidy.view_all)
    {
      if (w3c_slidy.has_class(w3c_slidy.toolbar, "hidden"))
      {
        w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden")
        w3c_slidy.want_toolbar = 1;
      }
      else
      {
        w3c_slidy.add_class(w3c_slidy.toolbar, "hidden")
        w3c_slidy.want_toolbar = 0;
      }
    }
  },

  scroll_x_offset: function () {
    if (window.pageXOffset)
      return self.pageXOffset;

    if (document.documentElement && 
             document.documentElement.scrollLeft)
      return document.documentElement.scrollLeft;

    if (document.body)
      return document.body.scrollLeft;

    return 0;
  },

  scroll_y_offset: function () {
    if (window.pageYOffset)
      return self.pageYOffset;

    if (document.documentElement && 
             document.documentElement.scrollTop)
      return document.documentElement.scrollTop;

    if (document.body)
      return document.body.scrollTop;

    return 0;
  },

  // looking for a way to determine height of slide content
  // the slide itself is set to the height of the window
  optimize_font_size: function () {
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    //var dh = documentHeight(); //getDocHeight(document);
    var dh = slide.scrollHeight;
    var wh = getWindowHeight();
    var u = 100 * dh / wh;

    alert("window utilization = " + u + "% (doc "
      + dh + " win " + wh + ")");
  },

  // from document object
  get_doc_height: function (doc) {
    if (!doc)
      doc = document;

    if (doc && doc.body && doc.body.offsetHeight)
      return doc.body.offsetHeight;  // ns/gecko syntax

    if (doc && doc.body && doc.body.scrollHeight)
      return doc.body.scrollHeight;

    alert("couldn't determine document height");
  },

  get_window_height: function () {
    if ( typeof( window.innerHeight ) == 'number' )
      return window.innerHeight;  // Non IE browser

    if (document.documentElement && document.documentElement.clientHeight)
      return document.documentElement.clientHeight;  // IE6

    if (document.body && document.body.clientHeight)
      return document.body.clientHeight; // IE4
  },

  document_height: function () {
    var sh, oh;

    sh = document.body.scrollHeight;
    oh = document.body.offsetHeight;

    if (sh && oh)
    {
      return (sh > oh ? sh : oh);
    }

    // no idea!
    return 0;
  },

  smaller: function () {
    if (w3c_slidy.size_index > 0)
    {
      --w3c_slidy.size_index;
    }

    w3c_slidy.toolbar.style.display = "none";
    document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.show_slide(slide);
    setTimeout(function () {w3c_slidy.show_toolbar(); }, 50);
  },

  bigger: function () {
    if (w3c_slidy.size_index < w3c_slidy.sizes.length - 1)
    {
      ++w3c_slidy.size_index;
    }

    w3c_slidy.toolbar.style.display = "none";
    document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.show_slide(slide);
    setTimeout(function () {w3c_slidy.show_toolbar(); }, 50);
  },

  // enables cross browser use of relative width/height
  // on object elements for use with SVG and Flash media
  // with thanks to Ivan Herman for the suggestion
  adjust_object_dimensions: function (width, height) {
    for( var i = 0; i < w3c_slidy.objects.length; i++ )
    {
      var obj = this.objects[i];
      var mimeType = obj.getAttribute("type");

      if (mimeType == "image/svg+xml" || mimeType == "application/x-shockwave-flash")
      {
        if ( !obj.initialWidth ) 
          obj.initialWidth = obj.getAttribute("width");

        if ( !obj.initialHeight ) 
          obj.initialHeight = obj.getAttribute("height");

        if ( obj.initialWidth && obj.initialWidth.charAt(obj.initialWidth.length-1) == "%" )
        {
          var w = parseInt(obj.initialWidth.slice(0, obj.initialWidth.length-1));
          var newW = width * (w/100.0);
          obj.setAttribute("width",newW);
        }

        if ( obj.initialHeight &&
             obj.initialHeight.charAt(obj.initialHeight.length-1) == "%" )
        {
          var h = parseInt(obj.initialHeight.slice(0, obj.initialHeight.length-1));
          var newH = height * (h/100.0);
          obj.setAttribute("height", newH);
        }
      }
    }
  },

  // needed for Opera to inhibit default behavior
  // since Opera delivers keyPress even if keyDown
  // was cancelled
  key_press: function (event) {
    if (!event)
      event = window.event;

    if (!w3c_slidy.key_wanted)
      return w3c_slidy.cancel(event);

    return true;
  },

  //  See e.g. http://www.quirksmode.org/js/events/keys.html for keycodes
  key_down: function (event) {
    var key, target, tag;

    w3c_slidy.key_wanted = true;

    if (!event)
      event = window.event;

    // kludge around NS/IE differences 
    if (window.event)
    {
      key = window.event.keyCode;
      target = window.event.srcElement;
    }
    else if (event.which)
    {
      key = event.which;
      target = event.target;
    }
    else
      return true; // Yikes! unknown browser

    // ignore event if key value is zero
    // as for alt on Opera and Konqueror
    if (!key)
       return true;

    // avoid interfering with keystroke
    // behavior for non-slidy chrome elements
    if (!w3c_slidy.slidy_chrome(target) &&
        w3c_slidy.special_element(target))
      return true;

    // check for concurrent control/command/alt key
    // but are these only present on mouse events?

    if (event.ctrlKey || event.altKey || event.metaKey)
       return true;

    // dismiss table of contents if visible
    if (w3c_slidy.is_shown_toc() && key != 9 && key != 16 && key != 38 && key != 40)
    {
      w3c_slidy.hide_table_of_contents(true);

      if (key == 27 || key == 84 || key == 67)
        return w3c_slidy.cancel(event);
    }

    if (key == 34) // Page Down
    {
      if (w3c_slidy.view_all)
        return true;

      w3c_slidy.next_slide(false);
      return w3c_slidy.cancel(event);
    }
    else if (key == 33) // Page Up
    {
      if (w3c_slidy.view_all)
        return true;

      w3c_slidy.previous_slide(false);
      return w3c_slidy.cancel(event);
    }
    else if (key == 32) // space bar
    {
      w3c_slidy.next_slide(true);
      return w3c_slidy.cancel(event);
    }
    else if (key == 37) // Left arrow
    {
      w3c_slidy.previous_slide(!event.shiftKey);
      return w3c_slidy.cancel(event);
    }
    else if (key == 36) // Home
    {
      w3c_slidy.first_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 35) // End
    {
      w3c_slidy.last_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 39) // Right arrow
    {
      w3c_slidy.next_slide(!event.shiftKey);
      return w3c_slidy.cancel(event);
    }
    else if (key == 13) // Enter
    {
      if (w3c_slidy.outline)
      {
        if (w3c_slidy.outline.visible)
          w3c_slidy.fold(w3c_slidy.outline);
        else
          w3c_slidy.unfold(w3c_slidy.outline);
          
       return w3c_slidy.cancel(event);
      }
    }
    else if (key == 188)  // < for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 190)  // > for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 189 || key == 109)  // - for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 187 || key == 191 || key == 107)  // = +  for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 83)  // S for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 66)  // B for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 90)  // Z for last slide
    {
      w3c_slidy.last_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 70)  // F for toggle toolbar
    {
      w3c_slidy.toggle_toolbar();
      return w3c_slidy.cancel(event);
    }
    else if (key == 65)  // A for toggle view single/all slides
    {
      w3c_slidy.toggle_view();
      return w3c_slidy.cancel(event);
    }
    else if (key == 75)  // toggle action of left click for next page
    {
      w3c_slidy.mouse_click_enabled = !w3c_slidy.mouse_click_enabled;
      var alert_msg = (w3c_slidy.mouse_click_enabled ?
                "enabled" : "disabled") +  " mouse click advance";

      alert(w3c_slidy.localize(alert_msg));
      return w3c_slidy.cancel(event);
    }
    else if (key == 84 || key == 67)  // T or C for table of contents
    {
      if (w3c_slidy.toc)
        w3c_slidy.toggle_table_of_contents();

      return w3c_slidy.cancel(event);
    }
    else if (key == 72) // H for help
    {
      window.location = w3c_slidy.help_page;
      return w3c_slidy.cancel(event);
    }
    //else alert("key code is "+ key);

    return true;
  },

  // safe for both text/html and application/xhtml+xml
  create_element: function (name) {
    if (this.xhtml && (typeof document.createElementNS != 'undefined'))
      return document.createElementNS("http://www.w3.org/1999/xhtml", name)

    return document.createElement(name);
  },

  get_element_style: function (elem, IEStyleProp, CSSStyleProp) {
    if (elem.currentStyle)
    {
      return elem.currentStyle[IEStyleProp];
    }
    else if (window.getComputedStyle)
    {
      var compStyle = window.getComputedStyle(elem, "");
      return compStyle.getPropertyValue(CSSStyleProp);
    }
    return "";
  },

  // the string str is a whitespace separated list of tokens
  // test if str contains a particular token, e.g. "slide"
  has_token: function (str, token) {
    if (str)
    {
      // define pattern as regular expression
      var pattern = /\w+/g;

      // check for matches
      // place result in array
      var result = str.match(pattern);

      // now check if desired token is present
      for (var i = 0; i < result.length; i++)
      {
        if (result[i] == token)
          return true;
      }
    }

    return false;
  },

  get_class_list: function (element) {
    if (typeof element.className != 'undefined')
      return element.className;

    return element.getAttribute("class");
  },

  has_class: function (element, name) {
    if (element.nodeType != 1)
      return false;

    var regexp = new RegExp("(^| )" + name + "\W*");

    if (typeof element.className != 'undefined')
      return regexp.test(element.className);

    return regexp.test(element.getAttribute("class"));
  },

  remove_class: function (element, name) {
    var regexp = new RegExp("(^| )" + name + "\W*");
    var clsval = "";

    if (typeof element.className != 'undefined')
    {
      clsval = element.className;

      if (clsval)
      {
        clsval = clsval.replace(regexp, "");
        element.className = clsval;
      }
    }
    else
    {
      clsval = element.getAttribute("class");

      if (clsval)
      {
        clsval = clsval.replace(regexp, "");
        element.setAttribute("class", clsval);
      }
    }
  },

  add_class: function (element, name) {
    if (!this.has_class(element, name))
    {
      if (typeof element.className != 'undefined')
        element.className += " " + name;
      else
      {
        var clsval = element.getAttribute("class");
        clsval = clsval ? clsval + " " + name : name;
        element.setAttribute("class", clsval);
      }
    }
  },

  // HTML elements that can be used with class="incremental"
  // note that you can also put the class on containers like
  // up, ol, dl, and div to make their contents appear
  // incrementally. Upper case is used since this is what
  // browsers report for HTML node names (text/html).
  incremental_elements: null,
  okay_for_incremental: function (name) {
    if (!this.incremental_elements)
    {
      var inclist = new Array();
      inclist["p"] = true;
      inclist["pre"] = true;
      inclist["li"] = true;
      inclist["blockquote"] = true;
      inclist["dt"] = true;
      inclist["dd"] = true;
      inclist["h2"] = true;
      inclist["h3"] = true;
      inclist["h4"] = true;
      inclist["h5"] = true;
      inclist["h6"] = true;
      inclist["span"] = true;
      inclist["address"] = true;
      inclist["table"] = true;
      inclist["tr"] = true;
      inclist["th"] = true;
      inclist["td"] = true;
      inclist["img"] = true;
      inclist["object"] = true;
      this.incremental_elements = inclist;
    }
    return this.incremental_elements[name.toLowerCase()];
  },

  next_incremental_item: function (node) {
    var br = this.is_xhtml ? "br" : "BR";
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    for (;;)
    {
      node = w3c_slidy.next_node(slide, node);

      if (node == null || node.parentNode == null)
        break;

      if (node.nodeType == 1)  // ELEMENT
      {
        if (node.nodeName == br)
          continue;

        if (w3c_slidy.has_class(node, "incremental")
             && w3c_slidy.okay_for_incremental(node.nodeName))
          return node;

        if (w3c_slidy.has_class(node.parentNode, "incremental")
             && !w3c_slidy.has_class(node, "non-incremental"))
          return node;
      }
    }

    return node;
  },

  previous_incremental_item: function (node) {
    var br = this.is_xhtml ? "br" : "BR";
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    for (;;)
    {
      node = w3c_slidy.previous_node(slide, node);

      if (node == null || node.parentNode == null)
        break;

      if (node.nodeType == 1)
      {
        if (node.nodeName == br)
          continue;

        if (w3c_slidy.has_class(node, "incremental")
             && w3c_slidy.okay_for_incremental(node.nodeName))
          return node;

        if (w3c_slidy.has_class(node.parentNode, "incremental")
             && !w3c_slidy.has_class(node, "non-incremental"))
          return node;
      }
    }

    return node;
  },

  // set visibility for all elements on current slide with
  // a parent element with attribute class="incremental"
  set_visibility_all_incremental: function (value) {
    var node = this.next_incremental_item(null);

    if (value == "hidden")
    {
      while (node)
      {
        w3c_slidy.add_class(node, "invisible");
        node = w3c_slidy.next_incremental_item(node);
      }
    }
    else // value == "visible"
    {
      while (node)
      {
        w3c_slidy.remove_class(node, "invisible");
        node = w3c_slidy.next_incremental_item(node);
      }
    }
  },

  // reveal the next hidden item on the slide
  // node is null or the node that was last revealed
  reveal_next_item: function (node) {
    node = w3c_slidy.next_incremental_item(node);

    if (node && node.nodeType == 1)  // an element
      w3c_slidy.remove_class(node, "invisible");

    return node;
  },

  // exact inverse of revealNextItem(node)
  hide_previous_item: function (node) {
    if (node && node.nodeType == 1)  // an element
      w3c_slidy.add_class(node, "invisible");

    return this.previous_incremental_item(node);
  },

  // left to right traversal of root's content
  next_node: function (root, node) {
    if (node == null)
      return root.firstChild;

    if (node.firstChild)
      return node.firstChild;

    if (node.nextSibling)
      return node.nextSibling;

    for (;;)
    {
      node = node.parentNode;

      if (!node || node == root)
        break;

      if (node && node.nextSibling)
        return node.nextSibling;
    }

    return null;
  },

  // right to left traversal of root's content
  previous_node: function (root, node) {
    if (node == null)
    {
      node = root.lastChild;

      if (node)
      {
        while (node.lastChild)
          node = node.lastChild;
      }

      return node;
    }

    if (node.previousSibling)
    {
      node = node.previousSibling;

      while (node.lastChild)
        node = node.lastChild;

      return node;
    }

    if (node.parentNode != root)
      return node.parentNode;

    return null;
  },

  previous_sibling_element: function (el) {
    el = el.previousSibling;

    while (el && el.nodeType != 1)
      el = el.previousSibling;

    return el;
  },

  next_sibling_element: function (el) {
    el = el.nextSibling;

    while (el && el.nodeType != 1)
      el = el.nextSibling;

    return el;
  },

  first_child_element: function (el) {
    var node;

    for (node = el.firstChild; node; node = node.nextSibling)
    {
      if (node.nodeType == 1)
        break;
    }

    return node;
  },

  first_tag: function (element, tag) {
    var node;

    if (!this.is_xhtml)
      tag = tag.toUpperCase();

    for (node = element.firstChild; node; node = node.nextSibling)
    {
      if (node.nodeType == 1 && node.nodeName == tag)
        break;
    }

    return node;
  },

  hide_selection: function () {
    if (window.getSelection) // Firefox, Chromium, Safari, Opera
    {
      var selection = window.getSelection();

      if (selection.rangeCount > 0)
      {
        var range = selection.getRangeAt(0);
        range.collapse (false);
      }
    }
    else // Internet Explorer
    {
      var textRange = document.selection.createRange ();
      textRange.collapse (false);
    }
  },

  get_selected_text: function () {
    try
    {
      if (window.getSelection)
        return window.getSelection().toString();

      if (document.getSelection)
        return document.getSelection().toString();

      if (document.selection)
        return document.selection.createRange().text;
    }
    catch (e)
    {
    }

    return "";
  },

  // make note of length of selected text
  // as this evaluates to zero in click event
  mouse_button_up: function (e) {
    w3c_slidy.selected_text_len = w3c_slidy.get_selected_text().length;
  },

  mouse_button_down: function (e) {
    w3c_slidy.selected_text_len = w3c_slidy.get_selected_text().length;
    w3c_slidy.mouse_x = e.clientX;
    w3c_slidy.mouse_y = e.clientY;
  },

  // right mouse button click is reserved for context menus
  // it is more reliable to detect rightclick than leftclick
  mouse_button_click: function (e) {
    if (!e)
      var e = window.event;

    if (Math.abs(e.clientX -w3c_slidy.mouse_x) +
        Math.abs(e.clientY -w3c_slidy.mouse_y) > 10)
      return true;

    if (w3c_slidy.selected_text_len > 0)
      return true;

    var rightclick = false;
    var leftclick = false;
    var middleclick = false;
    var target;

    if (!e)
      var e = window.event;

    if (e.target)
      target = e.target;
    else if (e.srcElement)
      target = e.srcElement;

    // work around Safari bug
    if (target.nodeType == 3)
      target = target.parentNode;

    if (e.which) // all browsers except IE
    {
      leftclick = (e.which == 1);
      middleclick = (e.which == 2);
      rightclick = (e.which == 3);
    }
    else if (e.button)
    {
      // Konqueror gives 1 for left, 4 for middle
      // IE6 gives 0 for left and not 1 as I expected

      if (e.button == 4)
        middleclick = true;

      // all browsers agree on 2 for right button
      rightclick = (e.button == 2);
    }
    else
      leftclick = true;

    if (w3c_slidy.selected_text_len > 0)
    {
      w3c_slidy.stop_propagation(e);
      e.cancel = true;
      e.returnValue = false;
      return false;
    }

    // dismiss table of contents
    w3c_slidy.hide_table_of_contents(false);

    // check if target is something that probably want's clicks
    // e.g. a, embed, object, input, textarea, select, option
    var tag = target.nodeName.toLowerCase();

    if (w3c_slidy.mouse_click_enabled && leftclick &&
        !w3c_slidy.special_element(target) &&
        !target.onclick)
    {
      w3c_slidy.next_slide(true);
      w3c_slidy.stop_propagation(e);
      e.cancel = true;
      e.returnValue = false;
      return false;
    }

    return true;
  },

  special_element: function (element) {
    if (this.has_class(element, "non-interactive"))
      return false;

    var tag = element.nodeName.toLowerCase();

    return element.onkeydown ||
      element.onclick ||
      tag == "a" ||
      tag == "embed" ||
      tag == "object" ||
      tag == "video" ||
      tag == "audio" ||
      tag == "svg" ||
      tag == "canvas" ||
      tag == "input" ||
      tag == "textarea" ||
      tag == "select" ||
      tag == "option";
  },

  slidy_chrome: function (el) {
    while (el)
    {
      if (el == w3c_slidy.toc ||
          el == w3c_slidy.toolbar ||
          w3c_slidy.has_class(el, "outline"))
        return true;

      el = el.parentNode;
    }

    return false;
  },

  get_key: function (e)
  {
    var key;

    // kludge around NS/IE differences 
    if (typeof window.event != "undefined")
      key = window.event.keyCode;
    else if (e.which)
      key = e.which;

    return key;
  },

  get_target: function (e) {
    var target;

    if (!e)
      e = window.event;

    if (e.target)
      target = e.target;
    else if (e.srcElement)
      target = e.srcElement;

    if (target.nodeType != 1)
      target = target.parentNode;

    return target;
  },

  // does display property provide correct defaults?
  is_block: function (elem) {
    var tag = elem.nodeName.toLowerCase();

    return tag == "ol" || tag == "ul" || tag == "p" || tag == "dl" ||
           tag == "li" || tag == "table" || tag == "pre" ||
           tag == "h1" || tag == "h2" || tag == "h3" ||
           tag == "h4" || tag == "h5" || tag == "h6" ||
           tag == "blockquote" || tag == "address"; 
  },

  add_listener: function (element, event, handler) {
    if (window.addEventListener)
      element.addEventListener(event, handler, false);
    else
      element.attachEvent("on"+event, handler);
  },

  // used to prevent event propagation from field controls
  stop_propagation: function (event) {
    event = event ? event : window.event;
    event.cancelBubble = true;  // for IE

    if (event.stopPropagation)
      event.stopPropagation();

    return true;
  },

  cancel: function (event) {
    if (event)
    {
       event.cancel = true;
       event.returnValue = false;

      if (event.preventDefault)
        event.preventDefault();
    }

    w3c_slidy.key_wanted = false;
    return false;
  },

// for each language define an associative array
// and also the help text which is longer

  strings_es: {
    "slide":"pág.",
    "help?":"Ayuda",
    "contents?":"Índice",
    "table of contents":"tabla de contenidos",
    "Table of Contents":"Tabla de Contenidos",
    "restart presentation":"Reiniciar presentación",
    "restart?":"Inicio"
  },
  help_es:
    "Utilice el ratón, barra espaciadora, teclas Izda/Dcha, " +
    "o Re pág y Av pág. Use S y B para cambiar el tamaño de fuente.",

  strings_ca: {
    "slide":"pàg..",
    "help?":"Ajuda",
    "contents?":"Índex",
    "table of contents":"taula de continguts",
    "Table of Contents":"Taula de Continguts",
    "restart presentation":"Reiniciar presentació",
    "restart?":"Inici"
  },
  help_ca:
    "Utilitzi el ratolí, barra espaiadora, tecles Esq./Dta. " +
    "o Re pàg y Av pàg. Usi S i B per canviar grandària de font.",

  strings_cs: {
    "slide":"snímek",
    "help?":"nápověda",
    "contents?":"obsah",
    "table of contents":"obsah prezentace",
    "Table of Contents":"Obsah prezentace",
    "restart presentation":"znovu spustit prezentaci",
    "restart?":"restart"
  },
  help_cs:
    "Prezentaci můžete procházet pomocí kliknutí myši, mezerníku, " +
    "šipek vlevo a vpravo nebo kláves PageUp a PageDown. Písmo se " +
    "dá zvětšit a zmenšit pomocí kláves B a S.",

  strings_nl: {
    "slide":"pagina",
    "help?":"Help?",
    "contents?":"Inhoud?",
    "table of contents":"inhoudsopgave",
    "Table of Contents":"Inhoudsopgave",
    "restart presentation":"herstart presentatie",
    "restart?":"Herstart?"
  },
  help_nl:
     "Navigeer d.m.v. het muis, spatiebar, Links/Rechts toetsen, " +
     "of PgUp en PgDn. Gebruik S en B om de karaktergrootte te veranderen.",

  strings_de: {
    "slide":"Seite",
    "help?":"Hilfe",
    "contents?":"Übersicht",
    "table of contents":"Inhaltsverzeichnis",
    "Table of Contents":"Inhaltsverzeichnis",
    "restart presentation":"Präsentation neu starten",
    "restart?":"Neustart"
  },
  help_de:
    "Benutzen Sie die Maus, Leerschlag, die Cursortasten links/rechts oder " +
    "Page up/Page Down zum Wechseln der Seiten und S und B für die Schriftgrösse.",

  strings_pl: {
    "slide":"slajd",
    "help?":"pomoc?",
    "contents?":"spis treści?",
    "table of contents":"spis treści",
    "Table of Contents":"Spis Treści",
    "restart presentation":"Restartuj prezentację",
    "restart?":"restart?"
  },
  help_pl:
    "Zmieniaj slajdy klikając myszą, naciskając spację, strzałki lewo/prawo" +
    "lub PgUp / PgDn. Użyj klawiszy S i B, aby zmienić rozmiar czczionki.",

  strings_fr: {
    "slide":"page",
    "help?":"Aide",
    "contents?":"Index",
    "table of contents":"table des matières",
    "Table of Contents":"Table des matières",
    "restart presentation":"Recommencer l'exposé",
    "restart?":"Début"
  },
  help_fr:
    "Naviguez avec la souris, la barre d'espace, les flèches " +
    "gauche/droite ou les touches Pg Up, Pg Dn. Utilisez " +
    "les touches S et B pour modifier la taille de la police.",

  strings_hu: {
    "slide":"oldal",
    "help?":"segítség",
    "contents?":"tartalom",
    "table of contents":"tartalomjegyzék",
    "Table of Contents":"Tartalomjegyzék",
    "restart presentation":"bemutató újraindítása",
    "restart?":"újraindítás"
  },
  help_hu:
    "Az oldalak közti lépkedéshez kattintson az egérrel, vagy " +
    "használja a szóköz, a bal, vagy a jobb nyíl, illetve a Page Down, " +
    "Page Up billentyűket. Az S és a B billentyűkkel változtathatja " +
    "a szöveg méretét.",

  strings_it: {
    "slide":"pag.",
    "help?":"Aiuto",
    "contents?":"Indice",
    "table of contents":"indice",
    "Table of Contents":"Indice",
    "restart presentation":"Ricominciare la presentazione",
    "restart?":"Inizio"
  },
  help_it:
    "Navigare con mouse, barra spazio, frecce sinistra/destra o " +
    "PgUp e PgDn. Usare S e B per cambiare la dimensione dei caratteri.",

  strings_el: {
    "slide":"σελίδα",
    "help?":"βοήθεια;",
    "contents?":"περιεχόμενα;",
    "table of contents":"πίνακας περιεχομένων",
    "Table of Contents":"Πίνακας Περιεχομένων",
    "restart presentation":"επανεκκίνηση παρουσίασης",
    "restart?":"επανεκκίνηση;"
  },
  help_el:
    "Πλοηγηθείτε με το κλίκ του ποντικιού, το space, τα βέλη αριστερά/δεξιά, " +
    "ή Page Up και Page Down. Χρησιμοποιήστε τα πλήκτρα S και B για να αλλάξετε " +
    "το μέγεθος της γραμματοσειράς.",

  strings_ja: {
    "slide":"スライド",
    "help?":"ヘルプ",
    "contents?":"目次",
    "table of contents":"目次を表示",
    "Table of Contents":"目次",
    "restart presentation":"最初から再生",
    "restart?":"最初から"
  },
  help_ja:
     "マウス左クリック ・ スペース ・ 左右キー " +
     "または Page Up ・ Page Downで操作， S ・ Bでフォントサイズ変更",

  strings_zh: {
    "slide":"幻灯片",
    "help?":"帮助?",
    "contents?":"内容?",
    "table of contents":"目录",
    "Table of Contents":"目录",
    "restart presentation":"重新启动展示",
    "restart?":"重新启动?"
  },
  help_zh:
    "用鼠标点击, 空格条, 左右箭头, Pg Up 和 Pg Dn 导航. " +
    "用 S, B 改变字体大小.",

  strings_ru: {
    "slide":"слайд",
    "help?":"помощь?",
    "contents?":"содержание?",
    "table of contents":"оглавление",
    "Table of Contents":"Оглавление",
    "restart presentation":"перезапустить презентацию",
    "restart?":"перезапуск?"
  },
  help_ru:
    "Перемещайтесь кликая мышкой, используя клавишу пробел, стрелки" +
    "влево/вправо или Pg Up и Pg Dn. Клавиши S и B меняют размер шрифта.",

  strings_sv: {
    "slide":"sida",
    "help?":"hjälp",
    "contents?":"innehåll",
    "table of contents":"innehållsförteckning",
    "Table of Contents":"Innehållsförteckning",
    "restart presentation":"visa presentationen från början",
    "restart?":"börja om"
  },
  help_sv:
    "Bläddra med ett klick med vänstra musknappen, mellanslagstangenten, " +
    "vänster- och högerpiltangenterna eller tangenterna Pg Up, Pg Dn. " +
    "Använd tangenterna S och B för att ändra textens storlek.",

  strings: { },

  localize: function (src) {
    if (src == "")
      return src;

     // try full language code, e.g. en-US
     var s, lookup = w3c_slidy.strings[w3c_slidy.lang];

     if (lookup)
     {
       s = lookup[src];

       if (s)
        return s;
     }

     // strip country code suffix, e.g.
     // try en if undefined for en-US
     var lg = w3c_slidy.lang.split("-");

     if (lg.length > 1)
     {
       lookup = w3c_slidy.strings[lg[0]];

       if (lookup)
       {
         s = lookup[src];

         if (s)
          return s;
       }
     }

     // otherwise string as is
     return src;
  },

  init_localization: function () {
    var i18n = w3c_slidy;
    var help_text = w3c_slidy.help_text;

    // each such language array is declared in the localize array
    // this is used as in  w3c_slidy.localize("foo");
    this.strings = {
      "es":this.strings_es,
      "ca":this.strings_ca,
      "cs":this.strings_cs,
      "nl":this.strings_nl,
      "de":this.strings_de,
      "pl":this.strings_pl,
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+</head>
+<body>
+<div class="slide titlepage">
+  <h1 class="title">R#3: stats with ggplot2</h1>
+  <p class="author">
+Laurent Modolo <a href="mailto:laurent.modolo@ens-lyon.fr">laurent.modolo@ens-lyon.fr</a>
+  </p>
+  <p class="date">08 Nov 2019</p>
+</div>
+<div id="r3-stats-with-ggplot2" class="slide section level2">
+<h1>R#3: stats with ggplot2</h1>
+<p>The goal of this practical is to practices advanced features of <code>ggplot2</code>.</p>
+<p>The objectives of this session will be to:</p>
+<ul>
+<li>learn about statistical transformations</li>
+<li>practices position adjustments</li>
+<li>change the coordinate systems</li>
+</ul>
+</div>
+<div id="ggplot2-statistical-transformations" class="slide section level2">
+<h1><code>ggplot2</code> statistical transformations</h1>
+<p>We are going to use the <code>diamonds</code> data set included in <code>tidyverse</code>.</p>
+<ul>
+<li>Use the <code>help</code> and <code>View</code> command to explore this data set.</li>
+<li>Try the <code>str</code> command, which information are displayed ?</li>
+</ul>
+</div>
+<div id="ggplot2-statistical-transformations-1" class="slide section level2">
+<h1><code>ggplot2</code> statistical transformations</h1>
+<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> diamonds) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb1-2"><a href="#cb1-2"></a><span class="st">  </span><span class="kw">geom_bar</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cut))</span></code></pre></div>
+<p><img 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width="768" /></p>
+<p>More diamonds are available with high quality cuts.</p>
+</div>
+<div id="ggplot2-statistical-transformations-2" class="slide section level2">
+<h1><code>ggplot2</code> statistical transformations</h1>
+<p>On the x-axis, the chart displays cut, a variable from diamonds. On the y-axis, it displays count, but count is not a variable in diamonds!</p>
+<p>The algorithm used to calculate new values for a graph is called a <strong>stat</strong>, short for statistical transformation. The figure below describes how this process works with <code>geom_bar()</code>.</p>
+<p></p>
+</div>
+<div id="ggplot2-statistical-transformations-3" class="slide section level2">
+<h1><code>ggplot2</code> statistical transformations</h1>
+<p>You can generally use geoms and stats interchangeably. For example, you can recreate the previous plot using <code>stat_count()</code> instead of <code>geom_bar()</code>:</p>
+<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> diamonds) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb2-2"><a href="#cb2-2"></a><span class="st">  </span><span class="kw">stat_count</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cut))</span></code></pre></div>
+</div>
+<div id="ggplot2-statistical-transformations-4" class="slide section level2">
+<h1><code>ggplot2</code> statistical transformations</h1>
+<p>Every geom has a default stat; and every stat has a default geom. This means that you can typically use geoms without worrying about the underlying statistical transformation. There are three reasons you might need to use a stat explicitly:</p>
+<ul>
+<li>You might want to override the default stat. <strong>3_a</strong></li>
+<li>You might want to override the default mapping from transformed variables to aesthetics. <strong>3_b</strong></li>
+<li>You might want to draw greater attention to the statistical transformation in your code. <strong>3_c</strong></li>
+</ul>
+</div>
+<div id="statistical-transformation-challenge" class="slide section level2">
+<h1>Statistical transformation challenge</h1>
+<ul>
+<li>What does <code>geom_col()</code> do? How is it different to <code>geom_bar()</code>?</li>
+<li>What variables does <code>stat_smooth()</code> compute? What parameters control its behaviour?</li>
+<li>In our proportion bar chart, we need to set <code>group = 1</code>. Why? In other words what is the problem with these two graphs?</li>
+</ul>
+<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> diamonds) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb3-2"><a href="#cb3-2"></a><span class="st">  </span><span class="kw">geom_bar</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cut, <span class="dt">y =</span> ..prop..))</span>
+<span id="cb3-3"><a href="#cb3-3"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> diamonds) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb3-4"><a href="#cb3-4"></a><span class="st">  </span><span class="kw">geom_bar</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cut, <span class="dt">fill =</span> color, <span class="dt">y =</span> ..prop..))</span></code></pre></div>
+</div>
+<div id="position-adjustments" class="slide section level2">
+<h1>Position adjustments</h1>
+<p>You can colour a bar chart using either the <code>colour</code> aesthetic, or, more usefully, <code>fill</code>:</p>
+<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> diamonds) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb4-2"><a href="#cb4-2"></a><span class="st">  </span><span class="kw">geom_bar</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cut, <span class="dt">colour =</span> cut))</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="position-adjustments-1" class="slide section level2">
+<h1>Position adjustments</h1>
+<p>You can colour a bar chart using either the <code>colour</code> aesthetic, or, more usefully, <code>fill</code>:</p>
+<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> diamonds) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb5-2"><a href="#cb5-2"></a><span class="st">  </span><span class="kw">geom_bar</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cut, <span class="dt">fill =</span> cut))</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="position-adjustments-2" class="slide section level2">
+<h1>Position adjustments</h1>
+<p>You can also use <code>fill</code> with another variable:</p>
+<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> diamonds) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb6-2"><a href="#cb6-2"></a><span class="st">  </span><span class="kw">geom_bar</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cut, <span class="dt">fill =</span> clarity))</span></code></pre></div>
+<p><img 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S/cdMkfR0XzM3YXAC1FAAQAAAA0QEXH/vOzY9PdRINhDSAAAACAhDMDCAAAAFhX5bMmjf9yyszKxpu0bde+RUFqfc5R8e3kL8Z8Na9g083btGrROGcl55jx2WsjS6szW+3Qo2OTiIiyr8d++umHpRv37LlTo6gq+fj1UTOXegrYrDHDPpxSMXbC/IiIiikfvPpqRBRuvcdOm+UsmvbxG5/PjMhps/MeW228kl6mf/rqp9MjUi0777Vts/W5mPrODCAAAABgrVVNf+u2M/ft2LL5Fp123v3Hu26/Vctmm3Xrfdljo+et7Rm+HfnQ747r3mmzjQsK22zbbfdu27XbZOP8om0OveC21yZXLFv6xu/3LS4uPuj6dyIqvxx0bve2m3bounfvG98ui4hY8Pxvln0K2PCbDi8uLj7lXxMjvn9G2C8fnR4RmdMfPa24uLi4+8n3TVlJS9XvXHNQcXFx8b5Xvly5fl+Wek8ABAAAAKydsk9vO2zH7mff8fKY2Yu+3zh1+GNX995ht3NfmL7mM0x/7vQf7drnDw8P+3zKnKWylqpvRw/569n77H3mv2es7KjqksdOKj7ulmGliyIiUquYb9SkY/fi4uJubQsiIrJb71RcXFxcvHOb3IiILr16dYiI6jcGP7lil9VvPfTIxIjI2r/fMZus+RoaJAEQAAAAsDYWvf+Ho88ZMrU6osXeF9377NtfTJ9VMva9J/58XKdGEQs/veWY0x/5ZvVnmPf8b0+5c1RZRF7n469/4t2xU76ZO3fm5NH/ffy647bLjVj0xd1nX//eCkdVT7z35FMemLrFwVcOGjZyfOnc505b+U1au1zwxCuvvHLXCVtERBQe9tdXXnnllVdu7tU8IiJ26NVr64hY9OrjTy2fMVW//tAjkyMi98C+vVqs6xeloRAAAQAAAGth2n2//eun1REtf/r3t164/qSDdtuyeWHLrboe/puBr9x7TMuImP3EjXeNW+0p3nvyySkRkbfvTS/cf9Hh3bZqVdSoUZPWHX505K8fHHLVrhERX7zzzgpzgOa98MiQZuf8e+SQ/r332L5di0aZ69V+196920XEoqGPPzVzmR1Vrz80aHJEFBzS94ii9Tp1QyAAAgAAANbsvzdc9cL8iFSX8647ZaucZXZtevTFJ7aPiOoRb79TvppTLMzYsme/fv36XXLhMa2Wu40r1W7nnZpEREyf/vWKBzY+9KorixvVrP/o2qtXu4io/M/gZ75danPl0IcenRYRjQ7ve/hGNRyiHvMUMAAAAGCNvn7vvQkREXueekqnFffu/Jvn/9vrm4hGW6zuHLl7/vpfe658V/mot4bPWuWBPz788Obr0OsqdOt1VNsbb5pQ/sLjz8792XHfhT2VLz/06PSIKDyy7yEFNR+j3hIAAQAAAGs0ZsyYiIjCDh1armRvqnnHH61TRLPwm4ljPh899otx48ePG/PZx2+/8tL7U6tXVdy0bdtamZuze+9em9100+SFLwx+bt5xRzeKiKh4+aHHpkdE8959D8ytjTHqKwEQAAAAsCbzx46dEhGx+eab1+g8i6a/dfcff3/LwFdGTl+49Pbclps1/2by1xUrPah169Y1GvR/Urv3Omqzm26ZvODZx58vO7pXXkT5iw8NnhkRLY/tt1+yI5JkXx0AAABQG7Lz8jIjFsXChQvXXLwqlWPvOmqv056eWh0ReZt03m2PH3XbsVOHrTpss/3O3XYa85tN9rtjJev/RERWVi3FF6k9eh3Z+pYBU+YOGfyfhb0OzS1//qHBsyKizXF990p4QpLwywMAAABqQXbHju0jxsaEL7+sjl1SK+yvrlgwv7wqIiuvUe6qntJVet+5v3x6anVkdjj+tgf/+otuLZYJJcZsiLaXl9qz91GbDBhQMueZx18qP3Sf5x96YlZEtO/Td4+kPyUr6dcHAAAA1IKtO3ZMRUT528OGL1px78LBJ7bcaKONNtrl95+u8gyVLw15oSwimv5swD9PWy79iaieN29BrTa8chl79jqiZUTMfmrwK98++9BTcyJi6759d6uDodNLAAQAAACsUaP9Dv1JXkSMu/PaQTOX3znr6QefmxsRTffeu/MqzzDv228XRUS03GyzFe9Hmv3iE0Pn1V63q5axZ68jWkTEjCf/9Zv7n5oXEdv37btjXYycXgIgAAAAYM02P/W6czumIuY8dvZPL3+p5PtHds0f/fdf/PKxWRHRqlfv7iveHfY/hV26bB4RMXrw/e/OX3rHnE8fueCgPvdOioiIefNqJwdaWFa28h2ZP+l9ZNOImP7A3wbPi4hd+vZdyXPtE8caQAAAAMBayOp66f+d+ejht42bOexPB277yB57du/asXDul++88PRbkxZGRNtT77nhgEarOUG3E07eYUD/jyo+uba4y4gTjt9nu5YZM8d/9tGbzz39ztRFLXfs0urDj6fG+Pt/+9utf37Ygcfu0XbVWdLqFBQURETMefrq824a1zGjcLeTj9+18TLX8ZNehze9897F05hSu/U7vsN6jdPACIAAAACAtVLY89b33+p86rG/GjT2mzFvPDXmjf/tyGzZ46wb77y258arPTxn58sfuuOzw3758Nj54/79tz/++3/bc7fY77Lb7/ld0//rsMeNE2PqC9ee/sKo+48e3HZVi0mv3lYHHLzNFe9/vmjGazdf+FpEj78evVwAFFn79Dqsyb3/+CYiMnr0Pa7teg3T0AiAAAAAgLVVuMuZj4zY/4WHBz792sdflszNabX1tp223fXgPod3KVqmLtWyc3HxrIjtNs9bamvmtr946NMDz7rvH0OGfz56fOmixq227rbvEcf13muLvIi46tkH865/ZPiUhRttcfB2qYiI5tvtXVy8KLZuW7CSVjI33aG4uCxih1bLhBsZXa986eVWf73n5U+mzc9v3vrHO220wpFZ+x1yQM4/Hi6PzH36Htuqxl+TBiFVXV295io2pBkzZvgu1Fu5ubmNGzeOiHnz5i1YUBcr0kOtSKVSzZo1i4jKyspZs2alux1YB4WFhdnZ2RExc+bMqqqqdLcDays/P79Ro0YRMXfu3LJVLTrBBnbIBfeluwV+cIb85Wd1M1Dz5s3rZqAfjncv3nq3676I7APvnfb8SU3T3U2dsAg0AAAA8EOy6PV//OuLiMg7qO9RP4z0JwRAAAAAwA/KtAdveGBqRBT8tO+Rq1+0KEmsAQQAAAAk34JP//30FxVV41+89Q9PzY6INif98ogVlwdKLAEQAAAAkHzfvnLtsecM/d9nLY685pI9c9LYTl1zCxgAAACQfFlNW7XIS0VETuseZ/9r6MB+m6e7ozplBhAAAACQfM36PFja69bJX6datCrKSaW7mzonAAIAAAB+GHKabNY63T2kiVvAAAAAABJOAAQAAACQcAIgAAAAgIQTAAEAAAAknAAIAAAAIOEEQAAAAAAJJwACAAAASDgBEAAAAEDCCYAAAAAAEk4ABAAAAJBwAiAAAACAhMtKdwMAAABAA1BRUVFRUZHGBjIyMvLy8tLYQIMmAAIAAADWrLq6+vCNTkxjA0/O/WcaR2/o3AIGAAAAkHACIAAAAICEEwABAAAAJJwACAAAACDhBEAAAAAACScAAgAAAEg4ARAAAABAwgmAAAAAABJOAAQAAACQcAIgAAAAgIQTAAEAAAAknAAIAAAASLCRN/f6yU9+cuCf/7vKig9v6/fTk/7+eR32VPey0t0AAAAAwIYze8ywoUOn5bWbsYr9VW/dc80Dz0SLy+u0q7pmBhAAAADwQ1U16/VLz77jq3S3seE1qBlAC6aPm1zWpO3mTbKX31Px9bjPp81f2TF5m3TcukXOchsXzS39auq3GS23aFOYk1r1eLVbBgAAANQTs95/6J4n//vBm88+8fKYOdXp7qYONKQAaOqz15z/z6oT7/xrr02X3zXx2esufXTKyg5q2+/2W47Z7PvPyyf95/Yb/zF03LeLIiJzo1bb73PyeT/frUXmcofVbhkAAABQn0wYdMWF145Ndxd1qOEEQGWfPvXvsRFbrmxf9bSS0ojMojbtm+ctt6tV06WmC80b+a/L/zjoi/kZBZt26rLVRjM+//iLj57604UTTvtD/0PaZm6gMgAAAKCe2eb8Z0f2K4+IiDG3/fTI28anuZ8NrgEEQNXlsyd/9vbzDz0wZNqqSqZPm1oZseXhv7tpxclB36scPfDmR7+Yn7n5T/tff+qOBRFRPePVP19447AP77n16W7XHbHJhigDAAAA6p28TTps/7/f3FvmprWVulHfF4H+5B9nHHvMCWddMeCpT75ZdVXJtJKIjE02bbG6U5UPf+bFadWxyU/PP3nHgsWbUs32vuD0HvlRMWrIv7/YIGUAAAAAaVffA6D8TTp13aN79+7du3fvvOmqpivNmzptTkTzTTdZ7X1XI995d0FEs91277D0Red23WPnnIiSd9+ZuCHKAAAAANKuvt8CtuVB51980OIPR97e79Lnvl1Z0bRp0yJi0003jeryOdOnlnyb1bxN66K8ZZ/INf3LL+dFZHXu3GnZg3M6d+4Qwz75auKERbFFZi2XAQAAAKRffQ+A1saiaSXTI7IXjR3U/7Qh75eUR0Skcou26n7sGScf3LHxdzlQaUlpRDQuLFp+0tPGhYURsaikZEZEy1ouW8b8+fMnTJiwYv8tW7bMykrCNyKRMjMzl3zg20QDkkp9n4F76dKwLHn1ZmZmZmTU96nKsMSSl2tGRoYfvPDD4d87DUgSXqzTp02tiqj65MUn8pq16/yjLZqlZk4a8/m4sS//7dcjRv7qrxfv3SQiYkHZgojYqPFGyx+e2bhxQcT8xftruWwZn3/++amnnrpi/y+99FJhYeG6XjV1LC8vLy9v+YfMQf2XlZVVVFSU7i5gffjPkQaqoKCgoKAg3V0AdcQbLRqQJARA06aVRESjDodf+NuTujVfPF+jouSde6+57plxb955x2s7/navooiqqqqIyMnOWeH47OzsiKisrIyo7TIAAACA9EtCALTjGf947LTIyMrO/P6Oh+xNdjvlvCM/Pu/hCW+9+NbcvQ7aaHEy+/W8+fNWOH7evLmxJLmt3bJlFBUV7bfffiv2X1VVtXDhwrW9WurWkju/KisrFy1alO52YB3k5uZGRFVVVUVFRbp7gXWQnZ29+Faa8vLy6urqdLcDa8t7BvhhqrNf5Ra/tYOaSEIAlMrMzl7JessZ7Xft2vzhCV+PGz8+oks0bdI04uu5c+YuX1c2Z86iiFTTpkURUctly2jfvv211167YqMzZsyYM2fOWl0qdS43N7dx48YRsXDhwgULVryxD+qpVCq1JADyE4aGpbCwcHEANHfu3MUTbqFByM/PXxwAlZWVlZWVpbsdoI7U2RstARA1l+i1FYsKiyJiUWVldUQUNSlKRcybOnX5f58lJSURUdi0SWbUehkAAABA+jX8AGj+8PuuvvrqPz/6Sfnye6q/+mpKRLRr3z4VEVkdO7aPqP5k+PBl/yIzffjwSRH5O+zQIaLWywAAAADSr+EHQAXNMyb9979vPnT/81OWmSZeXfrMo6/Pj8wtu+64+G6szbr3aJeKihEvvlzy/YIC5eNeeGVsRJPinrt994Cn2i0DAAAA0qrLeY8PHTr0hUv2WMX+9ifdN3To0EHnbFenXdW1hh8ARduf9tuzMFX+yb1X/OGBoZ9MmPZ16aTP33/h7kt/fffIsowtjjznyC2+K9zs4H4/aRILP777T7e/Orq0rHzOVx8PufGPj0yozmx/8EGdl9yyVbtlAAAAQDptvPUee++9957bNF3F/oK2u+699967b9W4Truqa0lYBLqw+69uuqz5n/86ePjDNw1/eMnmjCbbH3nWecdv/f0lFux2xmX9Sv7wwCfP33jR86lUqrq6OiJr0x7n/Pbodkudr3bLAAAAANKsAQVAjVpv26XL/FYtclbcldlit59fe/OPXhv65kdjp84qz2+5Rbv223Tdc/ctN0otW5jX8Zg/Ddj5tRdefn/s1NkV+U3bbLfH/vvttnl+bD4GolcAACAASURBVMgyAAAAgLRaPG+FdJoxY4bvQr215DHw8+bN8xh4GpBUKtWsWbOIqKysnDVrVrrbgXVQWFiYnZ0dETNnzvQYeBqQ/Pz8Ro0aRcTcuXM9Bj5dDrngvnS3wA/OkL/8rG4Gat68ed0MtHrl5eWH5PVNYwNPzv1nQUFBGhto0BKwBhAAAAAAqyMAAgAAAEg4ARAAAABAwgmAAAAAABJOAAQAAACQcAIgAAAAgITLSncDAAAAtWD2Vql0twBQf5kBBAAAAJBwZgABAAAAa5adnf3vyofT3QXrSQAEAAAArFkqlUql3GvZULkFDAAAACDhzAACAAAA1qyioqKioiKNDWRmZubm5qaxgQZNAAQAAACsWXV19ZF7/TmNDQx+7eI0jt7QuQUMAAAAIOEEQAAAAAAJJwACAAAASDgBEAAAAEDCCYAAAAAAEk4ABAAAAJBwAiAAAACAhBMAAQAAACScAAgAAAAg4QRAAAAAAAknAAIAAABIuKx0NwAAAACw4ZWVjHz/o9FfjB03eU5us1att9y5eK/OzbJXrJv03I33vDM3a6fjLzu8w3K7Fnz1zn9efn/s1G8zN9lq2213+dFu7TdO1UnvNScAAgAAABKtquSN26/67dV3vzGlfOnNWc26HH3pHQMu+HHTZVKcic/e0H/AtLyTui0TAM3/9F/n9Tv37hGzqpdsymzx4zOuu+Oak7o03sD91wYBEAAAAJBgC96+oue+V39QnlHU+YjTenffbovmWd9OnThq2KMPDPl44IV7vTP6meF39Cxc/TlKBv98/xMfmVKd1774uKMP3XP7jaZ/MOSuO54eduvPD5jR+OOBvZrXzaXUgAAIAAAASK4Rf+p7zQflOdtf8NxrN+3TdKkdv7/61Yv3OuD6kX876ddHjb/zgPxVn6J6xM2/fWRKdc42pz7+2p0HtYyIiJ+dfu5J1/zkR5e+/dDpl5x46F09czfsVdSYRaABAACAxJr82qtfVEf2QZf8cZn0JyJSTfa+9uZTNo0oeeD+F1d7jg8ffvjziI373DDgu/QnIiLyd7j46p9vGjFj6NCPN0DjtcwMIAAAltGn5ZnpboEfnIGlt6e7BSCxxo8fHxFZ+fk5K9mZsVufy87J+Dy2a1kesbKCiIionjhxUkTsvPvuy5VkbL99p4hp40aNqohuK1lOuj4RAAEAAACJ1XHbbTNj8oLHLj/jwW3/evx2Gy27t1GPc27psaZTVHb62W137Rvt9ll+pZ/qsWPHRUTLNm3qefoTbgEDAAAAEqzlif3P75QTFaPu7tuldfvux5z3p7ueHDb2m4p1OEV2x54nn3zyyfu2X3Zz1YS7f3/vxIjWvXvvUastbxACIAAAACC58rrf8Nabt5/Vs1NRas6XwwbdfPmpR3Tv0LxJm10OPOHCmwaPKF2XKOh737x32zH7nP3C7GjV64ZLi+v7CtAhAAIAAAASrqjbGbc+91lJyWevPXb773957D5dNsmdP3nEC/ffdOFRu7TpeMRf3pu9Dier/uaDe3/Zo9PuZz82rqrNITf/+/4+rTdY47VIAAQAAAD8AOQ067TnUWdccfNDL300bVbpxy/ce9UJXZukKr588lcHnHh/6VqdYsHoQb/qvk3XXwx4c3rjHU667a2Pn/lll7wN3HYtEQABAAAACVVROmr48OEjvvx2ue05zTvvf9Lv7nt35CN9WkV88+RN/xi3plPN/+iO43be6Zi/vDWzefez/vb2mBH3ntmtaAO1vQF4ChgAAMvI2GW7dLcAALVk0Yu/3rXfM3HwfXOHnFCw4u5U696nHdZs4N9mjB07NmLLVZ+n8ou/H7P/mUNKCzr1ue1ft57RrUlqw/W8YZgBBAAAACRUXqdObSOq33z0sWkrLyj97LOZEdG2bdvVnebzG487c0hpftffvPjWg2c2wPQnBEAAAABAcnU96/we2TH7qfOPuviJsWXL7Swfc+fJV71WHQXdT+mzzarPseit2257b1F0uuieq3/cgG76WpZbwAAAAIDEan/W3be8uNcZQ9667sgdBvXouWeXrbZs16qg/JvSSSNfemLIiNKKaNX73kfOXc3tX/HxkCETI/Lzxw/qf8WglezP6/qzy47osKEuoJYIgAAAAIDkyu54+mP/bXPdRRddP3jUG4PHv7HUrqyWu51w3hW/u+DQ1qu7qWvRuHETImLBiPv/OGKlBUWn9BAAAQAAAKRVbrtDrnj0kIunj3x96Lujp0z/piyv5eZt27bbqvPOnVvlr1C9xcEX9W8+N2unjt99Xrb5gZf3X80dYpG3y9YbpO1aJQACAAAAfgByWnTe9+jO+66xbvODLrzyoKU+b7TriVfuuuHaqiMWgQYAAABIOAEQAAAAQMIJgAAAAAASTgAEAAAAkHACIAAAAICEEwABAAAAJJwACAAAACDhBEAAAAAACScAAgAAAEg4ARAAAABAwgmAAAAAABIuK90NAAAAAA1Adnb2s2//Lo0NpFKpNI7e0AmAAAAAgDVLpVKZmZnp7oL15BYwAAAAgIQzAwgAAABYs8rKyoqKijQ2kJmZmZOTk8YGGjQBEAAAALBmVVVVxafdnsYGXvnbGQKg9eYWMAAAAICEEwABAAAAJJwACAAAACDhBEAAAAAACScAAgAAAEg4ARAAAABAwgmAAAAAABJOAAQAAACQcAIgAAAAgIQTAAEAAAAknAAIAAAAIOGy0t0A0bRp01Qqle4uWINGjRo1atQo3V3AOsvKymrevHm6u4D10bRp03S3ANQd/1vRQHnpNjBlJSPf/2j0F2PHTZ6T26xV6y13Lt6rc7PsFesmPXfjPe/Mzdrp+MsO77DyM0199e8Pjtr6+NN/0mrDdlybBEDpN3/+/HS3wCplZWXl5uZGRHl5eUVFRbrbgbWVSqUKCgoioqqqasGCBeluB9ZBXl5eZmZmRMyfP7+6ujrd7QB1ZN68eeluAdZHnb10/TW6pqpK3rj9qt9effcbU8qX3pzVrMvRl94x4IIfN11mVsbEZ2/oP2Ba3kndVhUAjbv3gtMum35+DwEQ66SsrMwb3HorNzd3cQBUUVHht2gaEAEQDVdOTs7iAKisrKyqqird7QB1xP9WNFB19tIVANXMgrev6Lnv1R+UZxR1PuK03t2326J51rdTJ44a9ugDQz4eeOFe74x+ZvgdPQvX+nQlj18+YEREmw3Y8YYgAAIAAACSa8Sf+l7zQXnO9hc899pN+yx9j/nvr3714r0OuH7k30769VHj7zwgf7VnqZw1/qMRH37w5jP/uOP+16du2I43CItAAwAAAIk1+bVXv6iO7IMu+eM+y60wmGqy97U3n7JpRMkD97+4ptN88ucDuu5z5MlX3P365IUbqtUNygwgAAAAILHGjx8fEVn5+Tkr2ZmxW5/Lzsn4PLZrWR6xsoIlNjvsygFtZkdExJRn/3D1syUboNUNSgAEAAAAJFbHbbfNjMkLHrv8jAe3/evx22207N5GPc65pcfanKb5Hv3O3mPxh598PaABBkBuAQMAAAASq+WJ/c/vlBMVo+7u26V1++7HnPenu54cNvabH9xTngVAAAAAQHLldb/hrTdvP6tnp6LUnC+HDbr58lOP6N6heZM2uxx4woU3DR5R+gOJggRAAAAAQKIVdTvj1uc+Kyn57LXHbv/9L4/dp8smufMnj3jh/psuPGqXNh2P+Mt7s9Pd4YYnAAIAAAB+AHKaddrzqDOuuPmhlz6aNqv04xfuveqErk1SFV8++asDTry/NN3dbWgCIAAAACChKkpHDR8+fMSX3y63Pad55/1P+t197458pE+riG+evOkf49LSX90RAAEAAAAJtejFX+/arVvXs5+cv9Ldqda9TzusWUSMHTu2bhurcwIgAAAAIKHyOnVqG1H95qOPTVt5Qelnn82MiLZt29ZpX3UvK90NAEBi9Wl5Zrpb4AdnYOnt6W4BAOqVrmed3+P/zn/jqfOPurjxfVcdsXXe0jvLx9x58lWvVUdB91P6bJOuDuuIAAgAAABIrPZn3X3Li3udMeSt647cYVCPnnt22WrLdq0Kyr8pnTTypSeGjCitiFa9733k3C3T3eeGJgACAAAAkiu74+mP/bfNdRdddP3gUW8MHv/GUruyWu52wnlX/O6CQ1un0tZeXREAAcCGkrHLduluAQCAiNx2h1zx6CEXTx/5+tB3R0+Z/k1ZXsvN27Ztt1XnnTu3yl+heouDL+rffG7WTh1XcbaWxef07//1xru32bBN1zIBEAAAAPADkNOi875Hd953jXWbH3ThlQetZn+Lvc++cu/aa6uOeAoYAAAAQMIJgAAAAAASrkYB0MSHzzvyyCPPe3jimgrL/vP7I4888qgbhlXXZDgAAAAA1kONAqA5o15+4oknXh41Z02FeTNHPvXEE4Of/WB6TYYDAAAAYD2s6yLQVd9M+GzK3O8+GVNaFhFlpWM++WR1h5TPeGfwO1URMXfu3IiW69UnAAAAAOtpXQOgBY+f0fmU55fZNPa2IzvftjbHFmyzTcN6RBoAAABAEtTZItCp5nv94TeH5tTVcAAAAAB8Z11nAOUddM1//nPRd5+Mv++UU+/7st3P/n7Xz9qv9qhUXvOtd+i8RePM9eoRAAAAgBpY1wAos/VO+7b+3yefvLFRRGy05R777rt97bYFAAAAQG1Z1wBoGW16X/9Qp9mFna3sAwAAAFB/1SgAKty+57Gm/gAAAADUbzUKgL5TPnXEy0Pfev/TSXMqV1+4yX7nn7/vJrUwIgAAAFC3srKy3rjnl2lsIJVKpXH0hq6mAVDl+MfP7f2L29+fvTbFnfP6CYAAAACgIcrIyMjIqLOHiVPLahgATb7z5H63v79g8SfZjZs3bZS1mjiu2Ua1MeEIAAAAgHVRs0TmvVuue2VBRDTd41d33nnZTzs3zamdrgAAAID6pbKysrJyDWu/bFAZGRk5OYKH9VSjAGjOyJETImKjnjc9fmOvTWupIwAAAKD+qaqq2una29PYwPu/OV0AtN5qdPPehC+/jIjodugh0h8AAACA+qpGAdDs2d+t/WwZbgAAAIB6q0YBUMdOnTIi4r1hw8prqR0AAAAAaluNAqAWR5/fd7NUzH34wgv+s1bPgQcAAACgztUoAIqmh9z+xA37blo95rYjf3zMH54c9W1VLbUFAAAAQG2p0VPApr14440vTNth327vP/DOp4N+d8SgK3ObtNlqyzZN8zNXWt/+F/fd9/P2NRkRAAAAgHVVowBoxrB/3HDDyKU2VC/8ZtKnwyetqn7WfvNrMhwAAAAA66FGAVDjjnsdemi7ta/fomPjmgwHAAAAwHqoUQC0RZ9bn+5TW50AAAAAsEHUbBFoAAAAAOo9ARAAAABAwtXoFrBZHz755Aez1r6+aKfDD9+xqCYjAgAAAKylWcPu+r8XJ0fhHqeef0DrVdRMe3nA316fEZvtf8EpP954ydaykpHvfzT6i7HjJs/Jbdaq9ZY7F+/VuVn2qsZZ8NU7/3n5/bFTv83cZKttt93lR7u13zhV29dSQzUKgCY/cflJ/Ueuue5/OvcfKQACAAAA6kZRown39//j2Ngx95ADLumw0pIpD/3u3P5vVne89LArF2+oKnnj9qt+e/Xdb0wpX7ouq1mXoy+9Y8AFP266bLQz/9N/ndfv3LtHzKpesimzxY/PuO6Oa07qUp8ehVWjAGjt5W/ScasWOVu3zK2b4QAAAABix379Ov+x/8gPBz706SVXbLeSgimPDRpWHbFNnz47R0TEgrev6Lnv1R+UZxR1PuK03t2326J51rdTJ44a9ugDQz4eeOFe74x+ZvgdPQuXHF4y+Of7n/jIlOq89sXHHX3onttvNP2DIXfd8fSwW39+wIzGHw/s1byOrnPNahQAbXvJsFnnV610V3Xl3JLxoz995+lbrrn1la/Ky6pa9/nb45f+uElNhgMAAABYF9v0O2HX/he/+9GDAz+54g/br7B78mOPvlUd0blPn84RETHiT32v+aA8Z/sLnnvtpn2aLlX4+6tfvXivA64f+beTfn3U+DsPyI+IiOoRN//2kSnVOduc+vhrdx7UMiIifnb6uSdd85MfXfr2Q6dfcuKhd/WsL1NharQIdEZu48JVKGq22TbdfnLkWTe9PHr4NT02qp4+9LJD+903ubbaBgAAAFizrY7vt0dGxKiBAz9Ycee0xwa9UR2xy/F9tomIiMmvvfpFdWQfdMkfl0l/IiLVZO9rbz5l04iSB+5/8X8bP3z44c8jNu5zw4Dv0p+IiMjf4eKrf75pxIyhQz/eIJe0Xjb8U8DyO1/y0HV7Z0d88+xVN7+7wYcDAAAAWKLNcScUZ0V8MXDgCqHEtMcffbMqomuf4zou3jB+/PiIyMrPz1nJiTJ263PZOeec84s9Wn63OFD1xImTImLn3Xdfrjxj++07RcS4UaMqavNKaqROHgO/2UE9d4iIGDdqVPmaagEAAABqT8tj+h2QHTHuoYHvVC+zY+pjg96sitQexx/b/rstHbfdNjNiwWOXn/Hgp3NXOFGjHufccsstt5z5v7ynstPPbrvrrruuOHD5lX6qx44dFxEt27RZ5XPD6lydBEDRerPNUhHRul27lUVoAAAAABtKs14nHJwfMfHhgcOWXsi49PFHX6uK1J59jt38f5tantj//E45UTHq7r5dWrfvfsx5f7rryWFjv1nFPJ7sjj1PPvnkk/dtv+zmqgl3//7eiRGte/feYwNczXqqkwCo6oMRH1VHxDbbbFMXwwEAAAAssfHh/Q5rHDHl4Qdf/T4BKnl80GtVkbn38cds9n1lXvcb3nrz9rN6dipKzfly2KCbLz/1iO4dmjdps8uBJ1x40+ARpWu8peub9247Zp+zX5gdrXrdcGlxfVkBOuokAJr97h8vvOPLiNi4Q4eWayoGAAAAqF35h/Y7qjBi6qCBQyu/21Qy+NHXqyJrnz69N1m2tqjbGbc+91lJyWevPXb773957D5dNsmdP3nEC/ffdOFRu7TpeMRf3pu98jGqv/ng3l/26LT72Y+Nq2pzyM3/vr9P6w16TeuoRo+Bn/rc1Vc/O3U1BYvml37x3qsvf1RSGRGb9+27Z01GAwAAAFgfeT1POLrFP++a/tjAl27d58DsiK8fHzS0KrJ79unVbKUH5DTrtOdRnfY86owrIsq/HvnqM4//a8Bf7x/+5ZO/OuDEFqOe6LfsDJcFowdddtLZ//fW9KpU0Q4nXX33X87sVlQXl7UOahQAzXxn4IABI9eqNHerU265cq+8mowGAAAAsF6yftLv2M3uGjD5sYH/vvXAQ3OmD3701UWRe9DxRy2V/1SUjvpo0ryMZh12brfx0sfmNO+8/0md9z/xlMP6djt64NQnb/rHuH6/2fJ/e+d/dMcvjvnVw58vyGzZ/aw//OWqU3ZtXjcLLq+bGgVAOc3bd+pUufqajEatOu20x+HnXPyznTZefSUAAADAhpGx1wnHbzHg+omDH3z+jkP3GDzo1UWRf1ifwwuXKln04q937fdMHHzf3CEnFKx4hlTr3qcd1mzg32aMHTs2YnEAVPnF34/Z/8whpQWd+tz2r1vP6NYkVTdXs+5qFAB1OPupz86urU4AAAAANpTUbv36drz+mtFPDRwyadqjryyKgsOOP3yjpSvyOnVqG898+eajj0074YRNV3KK0s8+mxkRbdu2/W7D5zced+aQ0vyuv3nxP3/+cX276WtZ9XFWEgAAAEBt2+GEfjtEzHtqwMn/fKUyGh/W55BGyxZ0Pev8Htkx+6nzj7r4ibFlyx1dPubOk696rToKup/SZ/FDzhe9ddtt7y2KThfdc3U9T3+ihjOAVqpybsmEid9kb9quTdM88RIAQIMza9vCNRcBQAO0bd9+u/zuN+8PfXFYRNERfQ7KX76g/Vl33/LiXmcMeeu6I3cY1KPnnl222rJdq4Lyb0onjXzpiSEjSiuiVe97Hzn3u/V/Ph4yZGJEfv74Qf2vGLSS4fK6/uyyIzps4GtaW7UUAFXNfP/BP//pjuc/GPPFhNJ5iyIiUnlNN9+qw477nXLZ5T//UfPM2hkHAAAAYD1tefwJ3S95/82qiCa9ju+Zs2JBdsfTH/tvm+suuuj6waPeGDz+jaV2ZbXc7YTzrvjdBYe2/m6dn0Xjxk2IiAUj7v/jiJWOVnRKj0QFQF+/ceM5Z/7hkZGzq5fZXF02c+Inb0/85O2n7/2/Y3//9zvO273eT4cCAAAAkmyzvn8aMHtoaaS26bXfSvKfiIjcdodc8eghF08f+frQd0dPmf5NWV7Lzdu2bbdV5507t1pmylDZ5gde3n+b1QyWt8vWtdh6DdU0ACofcc1BPS99b15ERGbznQ4+tMd27du2bb1xeemEceM+e2vIM+9Oq/h25MPnH1m9+UcPH9WiFjoGAAAAWD8t9j7zyr3Xoi6nRed9j+687+pKGu164pW71lJbG14NA6AvB5zd/715EanWh159z83nHth+ucekLZjw4oBzf3HxU19Ne+TUnx+0+zMnta7ZeAAAAACsq5ot0zzq/nveKo/I63blk4MuWSH9iYj8tvv/+uEn+u+aFzFzyF/+OaZGowEAAACwHmoUAH07bNgnEZG53/kXdctbZVVe119fcEBWRHz0xhtzajIcAAAAAOuhRgFQaWlpRESnrl0brbYuv1u37SIiSkpKajLc/7N334FZlfffgO8nE8JI2Ev2EAVFUFEUIe5VN4ogOF7raLWOan/WWayzWrd11tlqUEAcDBVxgIBiAZUhIlNmGCojIZD1/oEiUyAJPORwXX+Rc77POd87OQlPPrnPfQAAAAAogVIFQBUqVAghhEWLFm2j8OeKtLTNbxIDAAAAYOcqVQBUt0WLSiGEZR9/8GXBb5QVTvzgo8UhhCotWtQpzekAAAAAKIFSBUBJR512cpUQwrf39bj24+VbKVox8rru93wTQqh84imZiaU5HQAAAAAlULqngKWd8cC/TqsRQv7Ux09o0+UPj747ZdHK/J/35a/MnvLuY3/MbHPsI9/kh5DY/oZbTyvlHWCrl8ycPvfH/N+oKFy1eM530+cuX1v8mweKSxkAAABAfCSV8vV79X7++Q87nPHinDXzRz519YlPXR0SKtaoX6fi6uwFy1YX/VKV0OCMZwfc2LZ0aVNYOOSea14quuCZh8+qu4W9a+d+8OQDL348c0VhCCGxcr02R1189UUda2065yguZQAAAABxVMpMJoRQ/dTnv/76tVt+1+Ln6T1Fq5fNmz1vffqT1vzkm/t+NWXARU1LmYrkTXn7velb25kz6T83/OXR4TNXpdZtfcjhB7Wolr/o67fvuq7P4DmFcS8DAAAAiK/SzgAKIYRY1Tbn3PHOGVd++eHIL7+bMX369BnzV1Vq0LxFixYtWrbrfFT7usmlOnzx2uXzv/n83b6vDN7aw8YKpmU92n9GbmLDU/rcf0m7tBBC8bJP/nHdA6O/ev5f7xx03+l14lgGAAAAEG9lEQCtk1zngOO7HXB8mR1vnckvXn77mwvyin6rZu24QcMWFYc6p1xzcbufpyHFanS99rLPJ9zz6dTB7804/fzmcSsDAACAaEhMTPz6pivi2EBCQulvY9pzlennrqhoo6BmxaJ5K0t7M1TFOq0P7HT44YcffvjhbetuJa2aNPaL1SHU6Hhoyw1Hk3pgp/YpIWR/Mfb7OJYBAABANCQmJqbEVVJS2c1i2fOURQBUsPiz5/9y5mH71K110dANt4+8sWW16k07/u7aFyeuKumxm514zQ0/69l+yw8RWzJ7dk4ISW3btt54e0rbti1DCPO+X7ckT1zKAAAAAOKv1OFZ3uTHzjj66nezi0MIFQ7adG/hitlfDH74og8GDXr0raxL9y3dYkBbsTh7cQihSnrGpmFW1fT0EEJhdvayEGrHp2wjubm5c+bM2XwAtWvXlmLuthITE9f/w5eJciQWi63/t0sX9ii+5SmnXLqUU3vapVtYWFhYGM/ZDgkJCXva57wMlfITlz+2z9nXvJtdHELFxp3PPPeMfTbc2fGKp++qnPXi8+9+lzt9wJUXPdjlsxtax7Z2pJJbnbc6hFC5SuVNdyRWqZIWQu66/fEp28i33357ySWXbD6A4cOHp6enb3OcxFeFChUqVKgQ7y5ghyUlJWVkZMS7C2DX8S1POeXSpZza0y7dwsLCVn0fjGMDU7pdJQAqsdLdArai350Pf1MUQu2THh07eeR/7z2z2YZ7ax10/k2PDf1q/NOn1Q0hf+wdN/T9sVRn24p1Kw+lJKdstic5OTmEUFBQELcyAAAAgPgrVXKW/8Gg99eEkHTE3575U9tKWymquPelz9zx+tBLhueMGvVV6JFZmhNuUUZGRghLc3JzNtuTk7MqrI9k41K2aaPHHHPM5gMoKipas2bNb46RuFl/51dBQUF85zrCjkpNTQ0hFBUV5efnx7sXYNfxpoJyyqVLObXLLt11b+2gNEoVAC2cPXtNCKF5ly4NfrOudufOLcPwycu++WZJyKxVmjNuSfVq1UNYumrlZgtN561cWRhCrHr1jLiVbaRp06b33nvv5gNYtmzZypUrt2us7HKpqalVqlQJIaxZs2b16s1v7IPdVCwWWx8A+QkDexTf8pRTLl3KqV126QqAKL1S3QJWXFwcQgjb/uNyXl5eCCHk5Gw+Yab0MqplxELIWbhw02+87OzsEEJ69WqJcSsDAAAAiL9SzQCq16RJavhszcxRoxaF9nW3Xrd4zJgZIYTkxo3rleZ0W5HUqlXTMHbm5HHj8o7P3GCR3iXjxs0NoeL++7eMXxkAe7Sf9rHGPwAAu4VSzQBKOfZ3x6aGEEbdftFT07e26HHR9y9c/LcRIYTko048ZqdMWmtweOcmsZA/YdiH2cXrN66d+f5H00OolnlCxwpxLAMAAACIu9I9Baxq979dt29CCEvfvbLrkX94ZOi0VcUbwISOmwAAIABJREFU7l47/9Nnrz2+y+WDloRQ8dA77u9VrVRn26oGJ/U6slpYM/G5u578ZNrivLUr500c/MCdr88pTmx60oltE+NaBgAAABBvpboFLISkg/7W/9FxmVe+t3jBp09dc9JTf6lcZ6/GDRvWSy9aNm/2rNkLflpTFEIIodrxj/T9v/1KebKtS+t4+c29su94ZfK7D1z/biwWKy4uDiGpbucrbzy7SbzLAAAAAOKs1JlMyj5XDPr6gOfu+Ovtz3y6MD9/VfasydmzJv+6P1a1zTk3/OOea09uHCvlmSrV32e//XLr1UrZ0s4Krc656/H2I97/cPz0hcvzK1bfa99Oxx7TsWHF3aEMAAAAIK7KYlJOUp3DL3t8ZO8/D3v9rTFTvps+ffp3s5cl1mnWqmWrVnsfcGz3Mw+sWSY3RDU97ea7TvuN/QnpLTPPbpm5rcPEpQwAAAAgfsrurqy0ZsdeeO2xZXY4AAAAAMrGTluWBwAAACCufhr970eGzQ/pnS655rj6W6lZ9OHjT49cFhoce+3vD6u6fmte9qTxX0+bMX3m/JWpNerVb9Y+s0vbGsnbON3CT559dWqLnpcdWa/MRlBmBEAAAABANGVUmvPfPndOD+1STz7ury23WLKg721X9RlV3OqmU/+2bkNR9qdP3n7j3c99umDthnVJNfY7+6anHr/2sOpbXeN45gvXXnrzkms675YBUOkeAw8AAACw22rXq1fbEMJXWX2nbLlgwYB+o4tD2LtHj/YhhBBWf37rCUdf+eSni9Lann5ln/ufeP6FZx6++5bLf9e64g8Ts67r0vEP7y7fyqmy37jl8Qk7ZRBlwgwgAAAAIKr27tX74D43fPH1q1mTb72jzWa75w/oP6Y4hLY9erQNIYQw4a7z7vlybUqba4eOePCo6hsU/v3uT27octz9k56+8C9nznrmuPUPAC/4adbXE776ctSgF5/678iFO304JWcGEAAAABBZzXv26pQQwtSsrC8337loQL9Pi0Po0LPH3iGEEOaP+GRGcUg+8a93bpT+hBBi1bre++jv64aQ/cp/h22wffI/jjvwqDMuvvW5kfPX7LxBlAEzgAAAAIDo2uvc3pnXjflwRlbWF3cecPBGuxa90X9UUQgH9ji31boNs2bNCiEkVayYsoUDJXTscfOVCd+GfWuvDeGXggan/u3xvdbdFbZgyB13D8neaeMoJQEQAAAAEGG1z+l13NUfDpnZN2vsvQd33GAJ54UD+o0qCrFOPbs3/XlLq332SQzzVw+45fJX93m4576VNz5Qpc5XPtZ5k4PX7NTrik7r/jl56eMCIAAAgJ0qr9nuffcFED81zup90hVD3vr+tazR/+x4+PrFcBa/0X9EUYh16dG94S+bal/Q55qHRzwwdepz5+33+s2HnnDqSccddWRml4NbVNvWE+B3e9YAAgAAACKt6mm9Tq0SwoLXXv2kaP3G7Df6jSgKiV17ntPg18oKh/9zzKgn/3hC64zYytmj+z16yyWnH96yZrW9Ohzf+7oHB05YnB+H7suGAAgAAACItoq/63VmeggL+2V9XPDzpuyB/UcWhaSjenSrs3FtxkGX/2voN9nZ34wY8OTf/9T9qP3qpObOn/D+fx+87swOe7U6/aH/be058Ls3ARAAAAAQcRVO6H12rRCWDMgavm4Sz9I3+n1cFJKP63FWjS2+IKVG6yPOvPzWR/sO/3rRT4snvv/C7b0PrBbLn/3Wn4+74L+Ld2XrZUQABAAAAERd0pG9ujcI4YcBWe+tDSEsGdj/k8KQenzPMzfIf/IXTx03btyE2Ss2eW1KzbbHXnjby19Mer1HvRB+fOvBF2fuytbLhgAIAAAAiLyELr17Ngrhx4GvvpsXlgzs90lhqHhSj9PSNygpHPaXgw866MAr3srd4hFi9btdemqNEML06dN3SctlSgAEAAAARF+sY6/zWoWw4u2swXMH9v+oMKSd2vO0jR70XqF168YhFI/qP2DRlg+x+JtvfgghNG7ceBf0W8YEQAAAAMCeYP/evfYPIeftxy9+6aOCUOXUHidX2rjgwD9e0zk5LH/7mjNveHN63iavXvvdMxffPqI4pB3++x5777Key0xSvBsAAAAA2BX2Oa9Xh9v+b/zHw0aHkHF6jxMrblrQ9I/PPTasy+WDx9x3xv79Op9wxH7NmzWpl7b2x8VzJw1/c/CExfmhXrcXXr+qWTyaLyUBEAAAALBnaNaz9+F/HT+qKIRqZ/U8IWXzguRWlw34bK/7rr/+/oFTPx0469MNdiXV7tj76ltvu/Z39WO7rN8yJAACAAAA9hANzrvr8eUfLw6xvc86Zgv5TwghpDY5+db+J9+wZNLIj7+YtmDJj3kVajds3LhJ87bt29bbbMrQhmpnXtmnz9Kqh+61MxovNQEQAAAAsKeo1fUPf+u6HXUptdoefXbbo3fs0Fds16HjwyLQAAAAABEnAAIAAACIOAEQAAAAQMQJgAAAAAAiTgAEAAAAEHECIAAAAICIEwABAAAARJwACAAAACDiBEAAAAAAEScAAgAAAIg4ARAAAABAxCXFuwEAAACgHEhISPi2+7XxbSCOZy/vBEAAAADAtiUlJSUliRHKK+EZAAAAQMSJ7gAAAIBtKywsLCoqimMDsVjMFKQS84kDAAAAtq2wsPCMz66PYwP9DrpXAFRibgEDAAAAiDgBEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIOAEQAAAAQMQJgAAAAAAiLineDQAAAADsFDmzv/jfnNyQ1vjgg5ukbaVm9ffjxs5ata6meAfrN6opyvth/qyZ81em1qhXv0H9GmmJv9XZ2h+/nzl74YrEOs1bNapRYRdMzzEDCAAAAIimlGnPnpmZmXn4pX2Xba1k1RtXd87MzOz29NSUHa8PIYRQ/NPE1289s13NtLQajfY9uNMh+7dqVLNa/Q6nXfXM5z8Ub36AnG9e+fMJrWrXarxPh0MPade0ZqUqzY6/qf/UnFIP9rcJgAAAAIBoSj66V/e6IeR/mNU/e8sVqwb1ezcvhFpn9zwmacfrQwiLBvRu2677nQO/XpnRJvPkc86/oOfpx3VuXfWHCW8/dlnndme98F3Rhi9fO+kfxx/S66H3vluV1qTj73pfdO4J7esUzHr/nrMPOOruiQVlOvZNCIAAAACAiEo8onfPxiEUfpTVb4uJzqpB/d/LC6Hu2T0yk0pSP/fZ8y58ZX5xete/DZ/1/cSPBr320ouvDHxv5DdzZ3xw+9HVCuYN/GPPB775dRrQgn9fdcuolaHywX1Gzpv1+TsvP581dPx3E545s35YM7bPefdOLNrSOcuGAAgAAACIqlinXuc1D6FwRNbr8zbfm/NOv6F5ITQ8t2fnhJLUL//gzY9WhdD59r59jqqfskFhhUZH39b/sdOrhLz/PfjEiF+2znrpuY8KQtJxDw76W6eqv2ystO8lz99/RuWQP3HA29+V0ai3QAAEAAAARFf7XuftG0Lx6Fdfm73prpwh/YfmhtDo3B6HxUpUP+nrr4tDqNKyZd0tnDjjuG5ntG3btmbRT2t/3jJt2rQQQocTTqi9cWV6164HhBAmTZiQX7IxbgcBEAAAABBh+/TqfWAI4bOsvrM23pEzuN/Q1SE0O7dHx1jJ6uvWrRtCWDno6RdmrNn8xLXOe2nixIkT/3Xaz3OD1lTa9/RevXqde2j9TSuXL18eQkhLT08u4Ri3TQAEAAAARFnLnr0OiYUwLqvvRrdYrR7cf8jqEFr37Nm+pPXNe//xuMohLHn7/7Xd+8gLb35i4KjpP2x9Ek9q57/85z//+c+1nTZ5QHze6KdenhhCWmZmxxKPcZsEQAAAAECkNerRu2tiCF9nZU3+dWPukH5DckLYp0ePdiWvr3/R6x892r1NRkLenI9fuvuKMzu3rJmxV/vjev/5nufeGZ+9dtMDb8HyCY90O/uxGSF532tu61GjFIPcBgEQAAAAEG11uvc6NjmEia9mTfplU+7Q/kNyQmjXs8e+papPP+hPfSctmjv2zSf//qfuR+1Xp8Lq+V8O++9DN/3+1AMbNjig18Of/7TVrnK+HXDL8fsfes3gBYkNu7005I4Dk8pirFshAAIAAAAirma33idUCOHbrKwJ6zbkDek3KDeEg3qc27IM6lPrH3za5bc+2nf414t+WvzNiP6P3XTBkc0q5y/96pVru3S5+fPNZwKtmfXWjce03q/bXe9/n9jqnIdGf/l6j8Y7N6IRAAEAAABRl356r1MqhzAzK2tsCCHkvdt/8KoQO7jHuS3Kpn69lJqtjzjryrte/HDqt0OvaZ8a1k68/+aXl2xYsXzcUxd22P/0e4fPT9uvx/3Dpk587ZqO1WNbO15ZEQABAAAAkZd2au8zq4Ywq2/W58Vh9dB+g1eFhMN6dm9civoVL59apUqVjPMGFmzpAMn1T3jgru5VQsgfP37i+q25Y28/vusfXppS2PKch0Z8N+HV649plFJ2g/wNAiAAAAAg+iqc0KtbzRDmvvbqp7nv9n9nVUjo0uOcBqWpr9qwXsqqVcs//XjMFp4BH0IIeStWrAkhVKlS5ecNywZcfHKfz3NqHf3QqAmvXdO5VuKWX7czCIAAAACAPUDy0b271wth4esv3NT3nZUhMbPn2fVLV394r15NQvj+yT9eM2Tu5uv85I6978H31obQ8PTTOqzbMvu5f7y+NNTq/e/+17SvVFbD2k47c4FpAAAAgN1FQtdePRv+64G5Lz7arzgkH9/jrNqlrE854pbHLxp0+guTnjq5zcgeV1967H7NmzWpl7b2x8VzJ334+jPPvTlldUqb/3v1zsPWzfSZ3vfVL4pCxQNaVxw3fPgWzpdU/4Cu++ysJ8ELgAAAAIA9QuzQ3ue1eODe6cXFIeX4HmdVL319rZOf/WhgzYv+8PCHk7PuvDpr451pTY+9/sGn7+n8yw1g06Z9F0JYPezm44Zt8XQZv3/3x2eP38ExbS8BEAAAALCHaHf+ded+9tqiEGt/2RnVyqQ+sdHv7ht+9J/GDH1ryPAvpi1Y8mNehdoNGzdu0rz98eeecWDNDVb5WVFYvWNm5m+crPLe24ykSk4ABAAAAOwp9rk866PLy7y+YsNOZ17Z6czfLqp6yj8/OmUHTl22LAINAAAAEHECIAAAAICIEwABAAAARJwACAAAACDiLAIdf9WrV4/FYvHugm2oVKlSpUqV4t0F7LCkpKSaNWvGuwtg1/EtTznl0qWcculSjgiA4i83NzfeLbBVSUlJqampIYS1a9fm5+fHux3YXrFYLC0tLYRQVFS0evXqeLcD7Do5OTnxbgFKwqVLObXLLl1/jab0BEDxl5eXV1xcHO8u2LLU1NR1AVB+fr7foilHBECwx/ItTznl0qWc2mWXrgCI0rMGEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiLMINAAAALBtCQkJAzreF98G4nj28k4ABAAAAGxbUlJSUpIYobwSngEAAABEnOgOAAAA2LaioqKioqI4NhCLxRITE+PYQLkmAAIAAAC2raCg4NU5R8axgXMaDEtLS4tjA+WaW8AAAAAAIk4ABAAAABBxAiAAAACAiLMGEAAAG1nePBbvFgCAMmYGEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABGXFO8GAAAAAHaKnNlf/G9ObkhrfPDBTdK2UrP6+3FjZ61aV1O8g/Ub1RTl/TB/1sz5K1Nr1KvfoH6NtMRttrd6weQpS6u23r9hpR0cVwmYAQQAAABEU8q0Z8/MzMw8/NK+y7ZWsuqNqztnZmZ2e3pqyo7XhxBCKP5p4uu3ntmuZlpajUb7HtzpkP1bNapZrX6H06565vMfin+rux9fvbjDQSc/OKmEg9sxAiAAAAAgmpKP7tW9bgj5H2b1z95yxapB/d7NC6HW2T2PSdrx+hDCogG927brfufAr1dmtMk8+ZzzL+h5+nGdW1f9YcLbj13Wud1ZL3xXtJXe8ic98cQHa0s/xu0kAAIAAAAiKvGI3j0bh1D4UVa/LSY6qwb1fy8vhLpn98hMKkn93GfPu/CV+cXpXf82fNb3Ez8a9NpLL74y8L2R38yd8cHtR1crmDfwjz0f+GbTaUBrf5z56X9vO+2UPuMLynSwv0kABAAAAERVrFOv85qHUDgi6/V5m+/Neaff0LwQGp7bs3NCSeqXf/DmR6tC6Hx73z5H1U/ZoLBCo6Nv6//Y6VVC3v8efGLEBjum3ndYeqXqzY/ofcfQ2bsw/rEINADsPMubx+LdAgDAHq99r/P2vfvvU0a/+trsP13XZKNdOUP6D80NodG5PQ6Llah+0tdfF4dQpWXLuls4ccZx3c5oO318KPppbQi/pEMVGhx43OkNQgghLJ/y3rApK8tolNtkBhAAAAAQYfv06n1gCOGzrL6zNt6RM7jf0NUhNDu3R8dYyerr1q0bQlg56OkXZqzZ/MS1zntp4sSJE/912gZzg5qc91i/nz10ToPSD267CYAAAACAKGvZs9chsRDGZfX9bsPNqwf3H7I6hNY9e7YvaX3z3n88rnIIS97+f233PvLCm58YOGr6D/k7cyglJwACAAAAIq1Rj95dE0P4Oitr8q8bc4f0G5ITwj49erQreX39i17/6NHubTIS8uZ8/NLdV5zZuWXNjL3aH9f7z/c898747F33jK9tEwABAAAA0Vane69jk0OY+GrWpF825Q7tPyQnhHY9e+xbqvr0g/7Ud9KiuWPffPLvf+p+1H51Kqye/+Ww/z500+9PPbBhgwN6Pfz5TztxXDtAAAQAAABEXM1uvU+oEMK3WVkT1m3IG9JvUG4IB/U4t2UZ1KfWP/i0y299tO/wrxf9tPibEf0fu+mCI5tVzl/61SvXduly8+e7w0wgARAAAAAQdemn9zqlcggzs7LGhhBC3rv9B68KsYN7nNuibOrXS6nZ+oizrrzrxQ+nfjv0mvapYe3E+29+eUmZjqVEBEAAAABA5KWd2vvMqiHM6pv1eXFYPbTf4FUh4bCe3RuXon7Fy6dWqVIl47yBBVs6QHL9Ex64q3uVEPLHj59Y5sPZYQIgAAAAIPoqnNCrW80Q5r726qe57/Z/Z1VI6NLjtx7Evu36qg3rpaxatfzTj8ds4RnwIYSQt2LFmhBClSpVynAcJSQAAgAAAPYAyUf37l4vhIWvv3BT33dWhsTMnmfXL1394b16NQnh+yf/eM2QuZuv85M79r4H31sbQsPTT+tQluMoGQEQAAAAsCdI6NqrZ8MQFr34aL+VIfmYHmfVLmV9yhG3PH5Rs6T8SU+d3KZDz1sffeH1wZ+MHf/Fp8MHZz1y3RkHH3f72NUpbf7v1TsPS9xpY9puSfFuAAAAAGBXiB3a+7wWD9w7vbg4pBzf46zqpa+vdfKzHw2sedEfHv5wctadV2dtvDOt6bHXP/j0PZ13gxvABEAAAADAHqPd+ded+9lri0Ks/WVnVCuT+sRGv7tv+NF/GjP0rSHDv5i2YMmPeRVqN2zcuEnz9sefe8aBNX9j7k+lJh0zM+vWalG1ZEPZQQIgAAAAYE+xz+VZH11e5vUVG3Y688pOZ+5YK00ueOmjC3bsJaVgDSAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIOAEQAAAAQMQJgAAAAAAiTgAEAAAAEHECIAAAAICIEwABAAAARJwACAAAACDikuLdAAAAQBlo02RBvFuAiIvFYuc0GBbHBhITE+N49vJOAAQAAABsW3JycnJycry7oITcAgYAAAAQcWYAAQAAANtWVFRUXFwc3x7cBVZiAiAAAABg2woKCpJ+aBvHBvKqfpmWlhbHBso1t4ABAAAARJwACAAAACDiBEAAAAAAEScAAgAAAIg4ARAAAABAxAmAAAAAACJOAAQAAAAQcQIgAAAAgIgTAAEAAABEnAAIAAAAIOIEQAAAAAARlxTvBgAAAAB2nhXTx0yYvzah7n5H7F39l215c8d9PnPVb76sdpuu+9Tc6c3tMgIgAAAAIMImPnJm5uOLKlw4aPULJ/+ybf6rv8/865e/+bJz+xdnnbXTm9tlBEAAAADAnqnOgad0api45X0H1d+1vexkEQmA8pfO/HZR7pb2VKjTqkWtlE02Fq5aPG/hioTajfZKT4lt/ahlWwYAAADsVg6+tt/A81Lj3cUuEZEA6Psh993Uf8GW9jTu9eRj5zT49eO1cz948oEXP565ojCEkFi5XpujLr76oo61No37yrYMAAAAII6iEQAVL8peHEJixl5Na1bYZFe96sm/fpAz6T+33NlvRm5CWt3W+zWvvOzbiTO+fvuu6+Zcekefkxsn7qQyAAAAgPiKRgC0ZNHCghCanXbbg2fV3XpVwbSsR/vPyE1seEqf+y9plxZCKF72yT+ue2D0V8//652D7ju9zs4oAwAAAIi3hHg3UCayF2WHkFCnbq3fKlo7btCwRcWhzinXXNwubd2mWI2u117WuWLInzr4vRk7pQwAAADYXa2YO3mLpmXnxbu1shaJAChn4aKVIdSsW+c377uaNPaL1SHU6Hhoyw0HnXpgp/YpIWR/Mfb7nVEGAAAA7K5G3Hhg2y05/uHJ8W6trEXiFrBFixaFEOrWrRuK165csjB7RVLNvepnVNj4iVxLZs/OCSGpbdvWG784pW3blmH05HnfzykMjRLLuAwAAADYbdXYp8t+dbYwN6Zusyq7vpmdKwoBUOGi7CUhJBdO79fn0sHjs9eGEEIsNaP54d0vv/ikVlV+zoEWZy8OIVRJz9j0C1s1PT2EUJidvSyE2mVctpHc3Nw5c+Zs3n/t2rWTkqLwhYikxMTE9f/wZaIcicV+zcBdurBH8S1POeXSpZxy6ZZ/nW5+/x2PgS83lixaWBRC0eRhb1ao0aTtIY1qxH6Y+923M6d/+PRfJkz688M3dK0WQgir81aHECpXqbzpyxOrVEkLIXfd/jIu28i33357ySWXbN7/8OHD09PTd3TU7GIVKlSoUGHTh8zB7i8pKSkjIyPeXQC7jm95yimXLuWUS5dyJAoB0KJF2SGESi1Pu+7GCw+quW6+Rn722BfuuW/QzFHPPDWi3Y1dMkIoKioKIaQkp2z2+uTk5BBCQUFBCGVdBgAAABB/UQiA2l3+4oBLQ0JScuKvdzwk1+n4+6vPmHj1a3PGDBuzqsuJldcls0tzcnM2e31OzqqwPrkt27KNZGRkHHPMMZv3X1RUtGbNmu0dLbvW+ju/CgoKCgsL490O7IDU1NQQQlFRUX5+frx7AXYdbyoop1y6lFO77NJd99YOSiMKAVAsMTl5C+stJzQ9+MCar81ZOnPWrBD2C9WrVQ9h6aqVqzaty1u5sjCEWPXqGSGEMi7bSNOmTe+9997NG122bNnKlSu3a6jscqmpqVWqVAkhrFmzZvXqzW/sg91ULBZbHwD5CQN7FN/ylFMuXcqpXXbpCoAovSgEQFuVkZ4RwtLCgoLiEGIZ1TJiIeQsXLgy7L/RWt7Z2dkhhPTq1RJDCKFsy4Ay0KP2H+LdAnucrMVPxrsFAAAoS1t41lk5kzvu5bvvvvsf/Sev3XRP8bx5C0IITZo2jYUQklq1ahpC8eRx4/I2qloybtzcECruv3/LEMq8DAAAACD+yn8AlFYzYe5nn43q+993FxRtuL148aD+I3NDYrMD2627G6vB4Z2bxEL+hGEfZhevr1o78/2PpodQLfOEjj8/4KlsywAAAIC4Sm95WGZmZpfWNTbYVrHRQZmZmZn71Sn/uch2isAtYI1P6XXEe/eNnPzCrXes7N2tc+s6FfOXzfvm036vvDM5L6FRtyvPaPRzYYOTeh35zp0fTnzuricrXdntkCYVl3474j8PvT6nOLHpSSe2XX/LVtmWAaWW0GHfeLcAAACUX22vGvDRVZtsq9/j2Y96xKWbeIlAABTSD//zgzfX/MfDA8e99uC419ZvTqjW5ow/Xt2zxa9DTOt4+c29su94ZfK7D1z/biwWKy4uDiGpbucrbzy7yQbHK9syAAAAgDiLQgAUQmKtjhfd++ghIz4e9fX0hT+trVi7UZOmex94xKHNKsc2LqzQ6py7Hm8/4v0Px09fuDy/YvW99u107DEdG1YMO7MMAAAAIK6iEQCFEEJSzX2P6rbvUdusS0hvmXl2y8xdWwYAAAAQP3vMYkcAAAAAeyoBEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIuKR4NwAAAACUAykpKaHutDg2kBbHc5d/ZgABAAAARJwACAAAACDiBEAAAAAAEScAAgAAAIg4ARAAAABAxAmAAAAAACJOAAQAAAAQcQIgAAAAgIgTAAEAAABEnAAIAAAAIOKS4t0AAERWXrM18W4BAABCMAMIAAAAIPIEQAAAAAARJwACAAAAiDgBEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABGXFO8GALbhp33S490CAABA+SYAAgBgI3nN1sS7BQCgjLkFDAAAACDiBEAAAAAAEScAAgAAAIg4ARAAAABAxAmAAAAAACJOAAQAAAAQcQIgAAAAgIgTAAEAAABEnAAIAAAAIOIEQAAAAAARJwACAAAAiDgBEAAAAEDECYAAAAAAIi4p3g0AAACUgbPrjYt3CwC7LzOAAAAAACJOAAQAAAAQcQIgAAAAgIgTAAEAAABEnAAIAAAAIOIEQAAAAAARJwACAAAAiDgBEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIOAEQAAAAQMTiE6RRAAAgAElEQVQJgAAAAAAiTgAEAAAAEHECIAAAAICIEwABAAAARJwACAAAACDiBEAAAAAAEScAAgAAAIi4pHg3QKhevXosFot3F2xDpUqVKlWqFO8ugF2kZs2a8W4BSsjVSzlVNpfuj2VwDNghfupSjgiA4i83NzfeLbBVSUlJqampIYS1a9fm5+fHux1gF8nJyYl3C1BCrl7KKZcu5dQuu3T9NZrSEwDFX15eXnFxcby7YMtSU1PXBUD5+fmrV6+OdzvALuL7nfLL1Us55dKlnNpll64AiNKzBhAAAABAxAmAAAAAACJOAAQAAAAQcQIgAAAAgIizCDQA7CxtmiyIdwsAABCCGUAAAAAAkScAAgAAAIg4ARAAAABAxFkDCNjdLW8ei3cLAAAA5ZsZQAAAAAARJwACAAAAiDgBEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIOAEQAAAAQMQJgAAAAAAiTgAEAAAAEHECIAAAAICIS4p3AwAA7F7aNFkQ7xYAgDJmBhAAAABAxAmAAAAAACLOLWB7kB61/xDvFtjjZC1+Mt4tAAAAYAYQAAAAQNQJgAAAAAAiTgAEAAAAEHECIAAAAICIEwABAAAARJwACAAAACDiPAZ+D5LQYd94twAAAADEgRlAAAAAABEnAAIAAACIOAEQAAAAQMQJgAAAAAAiTgAEAAAAEHGeAgYAAETB+VWWxLsF9jg/xLsB2H4CIGB3l9dsTbxbAAAAKN/cAgYAAAAQcQIgAAAAgIgTAAEAAABEnDWAAGBnObveuHi3AAAAIZgBBAAAABB5AiAAAACAiBMAAQAAAEScNYD2ID/tkx7vFgAAAIA4MAMIAAAAIOIEQAAAAAAR5xYwAAA2cna9cfFuAQAoY2YAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIOAEQAAAAQMQJgAAAAAAiTgAEAAAAEHECIAAAAICIEwABAAAARFxSvBtg11nePBbvFqAk2jRZEO8WAAAAyjczgAAAAAAiTgAEAAAAEHECIAAAAICIEwABAAAARJwACAAAACDiBEAAAAAAEScAAgAAAIg4AVDpFa5aPOe76XOXry2OdycAAAAAW5AU7wbKt7VzP3jygRc/nrmiMISQWLlem6MuvvqijrUS493XluU1WxPvFqAkzq43Lt4tQAmdX2VJvFtgj/NDvBsAAHZPAqCSy5n0n1vu7DcjNyGtbuv9mlde9u3EGV+/fdd1cy69o8/JjXfTDAgAYJtkl+x6skuAnU0AVFIF07Ie7T8jN7HhKX3uv6RdWgiheNkn/7jugdFfPf+vdw667/Q68W4QAAAAYB1rAJXQ2nGDhi0qDnVOuebidmnrNsVqdL32ss4VQ/7Uwe/NiG93AAAAAL8SAJXQpLFfrA6hRsdDW274KUw9sFP7lBCyvxj7fdw6AwAAANiYW8BKZsns2TkhJLVt23rj7Slt27YMoyfP+35OYWi0u60D1KbJgni3AAAAAMSBAKhkFmcvDiFUSc/YdApV1fT0EEJhdvayEGpvvCs3N3fOnDmbH6t27dpJSb4QRFOZXNvWImXXW1FWP5YLyuYwsP3K5k2FS5ddzqVLOeVXOcoRF2vJrM5bHUKoXKXypjsSq1RJCyF33f6Nffvtt5dccsnmxxo+fHh6evrO6HITnqXNrpeRkVH6gxQtKv0xYMeUyaUbXL3Egx+8lFMuXcqpsnrPALuAAKhkioqKQggpySmb7UlOTg4hFBTshn9+uLDlqHi3ACWRUHdavFuAEnL1Uk65dCmnXLoAv0EAVDIZGRkhLM3JzdlsT07OqrDlHDgjI+OYY47Z/FhFRUVr1qzZCU1SBhITE9fN6iwoKCgsLIx3O7ADUlNTQwhFRUX5+fnx7gV2QHJyckJCQghh7dq1xcXF8W4Htpf3DJRTsVgsJSUleM+w21v31g5KQwBUMtWrVQ9h6aqVqzbdkbdyZWEIserVNw+AmjZteu+9925+rGXLlq1cuXKntEmppaamVqlSJYSwZs2a1as3v7EPdlOxWGx9AOQnDOVLenr6ugBo1apV6ybcQrlQsWLFdQFQXl5eXl5evNuB7ZWYmLguACooKPCeYXcmAKL0PAa+ZDKqZcRCyFm4cNMfkdnZ2SGE9OrVdrdHgAEAAAB7LAFQySS1atU0hOLJ48Zt/PedJePGzQ2h4v77t4xTYwAAAACbEgCVUIPDOzeJhfwJwz7M/nV5grUz3/9oegjVMk/oWCGOvQEAAABsSABUUg1O6nVktbBm4nN3PfnJtMV5a1fOmzj4gTtfn1Oc2PSkE9u6AQwAAADYbVgEusTSOl5+c6/sO16Z/O4D178bi8WKi4tDSKrb+cobz24S794AAAAAfiUAKoUKrc656/H2I97/cPz0hcvzK1bfa99Oxx7TsWHFePcFAAAAsCEBUOkkpLfMPLtlZrzbAAAAANg6awABAAAARJwACAAAACDiBEAAAAAAEScAAgAAAIg4ARAAAABAxAmAAAAAACJOAAQAAAAQcQIgAAAAgIgTAAEAAABEnAAIAAAAIOIEQAAAAAARJwACAAAAiDgBEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIOAEQAAAAQMQJgAAAAAAiTgAEAAAAEHECIAAAAICIixUXF8e7hz3djz/+WFRUFO8u2LKEhISEhIQQQlFRkS8T5UtSUtK6fxQUFMS3E9ghiYmJsVgsuHQpb9a/ZygsLPQGm3IkFoslJiYGb3d3ezVq1Ih3C5R7AiD4LYMGDerTp08I4Yorrrjooovi3Q5srxUrVhx11FEhhP333//555+PdzuwAy655JIJEyaEEIYNG1atWrV4twPb6+WXX3700UdDCLfddtupp54a73Zge82ePbtbt24hhMzMzH/+85/xbgfYidwCBgAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIOI+Bh9+ydOnSmTNnhhD22muv+vXrx7sd2F4FBQXjx48PIVSuXHnfffeNdzuwA6ZMmbJq1aoQQvv27ZOTk+PdDmyvhQsXzp07N4TQtGnTWrVqxbsd2F6rV6+eOHFiCCEjI6NVq1bxbgfYiQRAAAAAABHnFjAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABGXFO8GYFea9u//d/3bS3+rotrJd790WdvtPNziN//y++e/3av7I0+c17QMuoNfFf74zbA335swc/78hQuyl4eqtevWrbdXq0NPPPXI1tUS49HQV0/2unXoikP/POCmTE9lKu9mvHjptW8sCi0uePrBs+ptuWTZO//3/56dWlyn20PPnt9813a3ubz5o995e9Q3389fsGDh0rwKNerWrVevyX5HnXrSwQ0qxuLQz0+D/3r+01PqdXv76fPjcHa2Iu/DO855+ItNt8ZSqtSq16B+k3bHdz/r8L0qxKOxzYx/5Jw+w/MO/cubNx3h77CUjW+evuCGwT+mHH1b/6sP2kbpTv3ffPT9Z9w7MmTePPDPh5T5sYGyIQBiT5RUoVLqVn6HTtvaDthVipd9+dozT78xZn7euo8TkpLCkrnfLZn73cSxH73Tt323a//v3DaV4tsj5VrzIzMbvtF37vRPRiw4q3v9LVUsHT362+IQGnTpGuf0Z82sD55/8uX3p/5UuO7jxKTEvIWzflw465vxo999o8kxl9x4RWY9v0Tzq4SUihWT118SRfmrVy6eM3XxnKlffjr88Kv/eUNm9Xg2BwBxJgBiD1ThqL9mXdmhDA5Ued+TLrjg0MqtvZ+kzBT/MPbRm+8ZvqAwpO7VtXv3I/dr3qxJg4ykNT8tnv3Vx4MHvPPJ7Amv3nFnyr23n9kkJd69Um41zjyySd+XZ88eMWJu93Mbbr7/xzGjphSH0KhLl8a7vrlfrZnxxt9vfXHiqhDLaHtaz1M77t2sWaPaaYUrly347vP3Bg5876vZwx6+rTjtvqs6Votnm+xWmpzzyMPn1F3/YXFB7pLpo9/493NDpi0d9fTTn7S7sWvcr5YGh/e8YK/C+k3iMX0NgD2cP5tByaW1OvKss846vk36VvYXrsrJ26UNUe4tHfLA/cMXFKY2Pu4vDz98XbeuHfbeKyM1FhIrZNRr3bXHdf+89w8d0kPu5BcfeXtBvFulPKvf9chWsRDmjhgxawt7fxw96pviEBp3LUX+s2ZVTkHJ+wshhLWTXrz7xYmrQrUOF9z92F0Xn3Dofk1rV0oMsZQqNZt0OPmyOx645eTGyUXZHzz4/Ni1pTsTERZLSqvd+pjLb73skEoh5Hz28bit/a9cnJuTW1zCkxSuzVtbuP0vrnPQ6WeddVanhqUIgHbwjADwMzOAYGsKl4x/87UhE2bOnzd/SW5Kes1aDdt0Oen0Ezo2WL+IwLJ3/nrRs1PWrwGUO6zPuY+N3++yl+86csmgp54e8NmMlN/d//T5LeI4BsqX3DEvvTJxTUhocvb1fzyiwRYC+pRGJ1557qeXPD1xxvAP53TrtcFv5/kLx/Tv99GkGTNnLlxdpUHTps32O6r7WYfU3vRn/PaVFS4e2/+1YV9OmzZraXK9lnvvc8gpPU8u88ESV7W6HNnmxWmT5n0yYuZ5TZttvO+HdflPi65HNPhlU+HS/w18ffhX06fPmLsiuXr9pvtn/u6M4w+q/+uKKosGXHPpSzMP/8vb/7f/V/2eeG7Q+Dl1znv+L+Gu3z8/vfLRff5zdYeNbq6dl3XlH7O+r3L831++4oCt3XU7d+AzQ5eEUPWIy64/q03lLRSkd/j9ZceMvmnoj2M+/Dy34xFp63cUr5w6pO+gL6bNnPH9D4k1GzVruvchp3U/vuWmx9jOspzv3st6a8yUad8tWJ3epHXrdkd1O2efrX1W2W2ldzykdfh8XPHcufNCaBHCz2sCrj3x7v9eVuvz/zz54vsTF7T+U/9bf1kUZe28kf3fGDlp+vSZC1dXrNWg+YFHn3baMfvV/HXJlFkvX3Z1/xXH/f2JLlMe+9db4xeuLq5QvXHLffbr0u2845tXzPnu/dcGjpo0fca8FSk1Grc9uucFZ7Sruf5S/+rxHre+n7N+DaDP7z/jrpGJmbf1//NGi7es+55qccG/HzyrdmnPyJ5qu/83z53+wevvjPlm+vRZSwqq1mq496HHnX5qZsv0jd+HFC2fMqTvW2Onz5s3N3tlYtUaNevv3en4008+ommVXTEWoIwIgGCLVn7x1F/vHzI3LyRUSK9Zo3bG6h8WTh8/b/r4T8dd9s/bT97Sr+brFcwZ0Oful6bmpVSusU966i7rmPIvb+yHo1eFUPvES05vvNVLrOYxV91Tb35uqFyp4Jcf4cVLxjx118NDZ64OIaFijVppP836esyMr8eM/vzkP9902cE1f3nldpYtn/jyXff2n7oyhJCYllF5/lcjZ3z5+Vezjq1TtDPHzq5W44gj9//3pK8WjRgx7fxmrTacivDTmFGTi0PYu0uXdffRFC8b9/w9D741bWUISZVr16y0avGM8e/NGP/JR6fc0OeSAzM2OuqayS/e8veBcwpTq9aqVTWpdtvDWjw/ffrYzyYVdWi3wSX9/ciR34eQ0bnr/lv/BXXmJ8NnF4WUtudddNiW0p8QQgiJbXve/vdDfihKrlW4ftvq7966754Xxy0tDLHk9FrV8hdN/d/cqf8bNfqLi2/8y+9apO5YWcHcDx6644mRiwpCiKVUzfjp288/mDL2i29OP9DcznKnqKg4hBAKCwo33r587GMP3TN8SaxCRu2aldd9HxQu/OSJu/81bE5eiKWk166esnz+tLHzpo39cETP2249d++0DV5cOLPv7R9PmRUy9tq7cfKy2bMmjpo9cfzsHy5s8Omz7y5Irdu0Yd1qq2bO/+aTl/t8n//wgz0alz6Q2fVnpPza3v/N18wc+tA9z47OLggJFarVTk/4Yd6Ukf2mfPrhp5f3+euJjX+523zNN6/cdOfr360sjqVUqVmrdo01Py2Z9fWCWV+P+nzevf/o0cJN6VBuCIBgS74b8NSQuXkpLc686aaeHWqmhBAKV04f+sjtz4z9asDQ6Sf/vtXWXzr/ncemJx902T8vO6lVVTf4swMKv/piQn4Iae077vdb76RS67TuUGfDDStH/vuRoTNXV2x26jU39Dq0XoVYcd780c/f+8i70wc//OL+z17fKW0HytZ++d8H+09dGat2wPnXXXXyfjUrFOXMHf3yvY8MHTx3542ceKh6+JEdnv7qiyUjRky9oNU+v/6w+mnMp5OLQ6x1l861QwghrBzxzD/fmpZb88De11x5xv41kkLx2gWf/ffBx96c9s79j7d48pYjN1hRZVrfhyZUPuaaxy48qnHFEEIIhx3W/OXpMz4fM/kP7fZbf4pZI0fOC6HmEV3bbD1Kn/+//y0KITTreEjNrdaEENKbHNChyQYfF83q//Dz45bGana85IarTty7alIoWD7lnYf/8eK4sc8++na7R85ed9fNdpYtfvfxJ0YuKkhpfPyV15/fuXGVxDU/Thn88D9eGvihe2/Kmx/HjJkaQgiNGm205tWacS88mlf7jBvv6tGp7i8/drOHPPrIsDmx+p3/8OfLj29VNSEU58766N8PPvXB5Ffv+XeLp6466NeJb3nTpyxs1e3vN/duVy0Win4Y/fB19368bGLWk5NqH3HNo1cf1TAlhJxvX775r/1nzhr24YweF/3GW4fttOvPSHm1vf+bF83s/8BTo7MrND3xqj9f2LVxxVgoXD51yBMPPj/mf0/949WWj13YIjGEEBYOfu7171YmNDjmutsu7VyvQgihOHf+x0/1efj/t3fnAVGV+x/Hv8OwjOzLsIyCKCChIm6lgsrWTVzIpawsNatr/q5267bc22JuWZl1l7ZbtmtlpWamklvuqME11ERwQwbZdwZEh535/YELmzmWozm8X//Nmec85znMYc45n3me5+xK/379ofueHsysIsDNgv9WdEDVO9+Y0q4FG88/Iv5MRlalSqW+feq0pvRHRJQOAbHjw5xESrKzqn6t9rIi5Zhnnh5D+oOrVV5UVCsi3t7tTMp7eYZTq5cn6EU1eObC6aEalUJEFKouQ2ct/HOIlVTuWb4+82qKFWxavq1UpMvEufPvDlGrFCJKO5/hM1+ZMYBnv5sd27Co22xESvbEH2uWZzTN/2zRO2KYWkSk/viqLxPOKTR3PvvCPSFuliIiCuvOoY/MmTHEVvT7V/2Q2bzK4lKXSc/NvJD+iEjn0DBfEV1iwolLm8jYE58j4h4e0fNXviQLiwpFxNbb56rm2K/YtXx9tkG6TJgz+85bHC1FRCydek2Y82yshxhOr/l6n/4qitUeWLHqWL10GvTYoscifR0sRRQ2Lr3vmvdirMfVtAk3lKHuXEnmwbg35318QC/iMCRqUPMePFJTdOaWR16Ydin9kar9X65MrbcMeODFv48KdLQQEVHYdo9+fPbUIGsp275qW2nz9RWB9/19al8XhYiIhWvY3dFdRERcbv/L49E+TVXa3XJvbD+FSEl+Xt212KHrv0XcnIw9m+u2Llubbeg0YPrcmZG+nRQiIkqnoDuffW6Cj8KQs/7bfU39HRtPZ+XZqOxC73+0Kf0REYVtl6iJ0V1EqrOzi6/vzgH4PegBhI6oTn+m3cuic7Xnu8U6jpi3akSbt3W5uXoRaTT8+o+//nfEBNDrGlevorxCRCzcPdxavVG54cXJHx5pXfy2J1fNjVZJUXJygYhL1LhwxxZvu0SPHbYseWf2kZTySb7ORharPpp8skGU/cePb3kMu0SNHf75wR2V12ZH8QehGhQ12HZfvG5vfMr0Xn2aPvGKhL0pBrEICR/a1LEnKympSMT/jtFBLbulOYdHD3w3cU/ukSM68b3UBygkZoSmRbkuoWFdv8zMSkxImxHU1Bkhfc+efBFNRETgr+Q/DRXl50TE3aNN1pLy4ZTZG860Wugx4T+fPBwgciL5SI1In9ixfi1+3lL2vnO0X9wy7ZEjWhkWbGyxrOTkchF1zMSIFvNbKG8ZNyYwbunJyzceN5R2+Yyxy9t7w9LrT4//NbLVI8Csw2IiW3wnnkxKOiOK/jGjfFocHApNdFTPj48fTjuSWhMbfnEoYeeBA72aHcduajeRXGXwrf0v9RISlVptL1LZ0Ngg8vuD9Ou/RdyUjD2b16ckHa4Rm4jR0S07Wyr9o8O7rf4qI+XIcQnvJ2IR+uTXoU+23kpVbp5ORAyNdIoEbiIEQOiAVCMWrDLqMfCGmrKsdG12XkFBYX7u6RO/HDppxM9pFl6e7r+7ieiIbFQ2ItJYXFwq0vJKzFJlZ2d36WVDrb667sLlVn5+voh4+7aZNcjK17eLyMmCwgIRZyOLNZXy9A9oPaOjVY8e3WRHmxAKNzfrgVFhDvHbKvbuPvxonwFKEalI3JfaKMr+EUOb5vZpzM8rEFFUpaxdUtwqrzmTayVSV1RUKHLxntrRy8u2ZSnxDgvz+SYrOyHh1MOBASJycs+eQhGfiIjuv9YypUplKVJfXFws0rJHnNLG1s7u0jQuhvpqfc2Fl7r8vGoRJ99ubZ7z7eXbzUa0ZwoK9BJsa1wx6/z8YhGFn79f6/8Zjx49HOVk6xAKfxAW1p06WTX/zJS2bp19/PqPuO+usC5tpuXz8PRq8flW5OXpRVRlSZ8v0bYqWlxqKVJfVFQq0vnCMnv7FjNUWSgUIuLg7NzillthcQ07BF//LeKmZOzZPD8vzyBinRf/0ZIDLQs25J4TkcqiwiqRi506pa4iR6vNyi0oKMjPy047fODoOdPtAwDTIAAC2nXm2PrPPlm9N6286fHCCit7j+69+/lX7U/XX2FNBydnhlbit3BTuysk05CVmWUQdfPLd4eYud/ENHt9eMmUuZvO335Wl5XpRZTOzm0fwuHi6iIiJcUlBpEa44rpdDoRcXVrO+zGwV1tLcLTts2Msl/UcKdtGyt+ij/8lwEDLKUiYW9qo1jdGh56/kApLy5pEJG8g5vz2q+hurqm2SsnJ6c2JXzDwjqvWJmXmJA5LcDX0JT/+EZGXOEB82q1WqRAn5lZIgNaxKE9H/rom4cuvSzf8PyDHx49/6K0rExEnJ1bTkwtIiIuLi4iBSUlpSK2RhYr1xlEHFxd287IpXZXixAA/UF1u/ftt+71Mra0k3PLQ7akuEREqjP/tymz/RWqq684A7hCcb3jl+u/RfzRGXs2LykpEZHKtPhNae1XVF1T3RQAVWVsXfbJNztSSmqafn9S2qq7BvUPqk04pjPFDgAwGQIgoC1D1pqFc5edrLX1GTpxzLB+QQHdurg72ljIqaXTrxwAWXAhht9G1Se4hySdrE5NTmsYEHj5YYTF6acu3XuqXF1tRfTl5ZUircKdpiFlzi4uCqOLuavVIud0ZbpmnTqa1On1TCdhhpTBUeHqjXElifEHawcMqknYl9IoVoPCQy90OHNyc1WK2Ix8ecWsvkZUZ6FoJ/7uFhamWbk6NzEhe2rXc3v2FosERIZ3aVuuBb8+wbZrCvSZyckVE6LbpkoXGE6lN+un4ebqKlJUXl4u0rr+ioqmw9zZ6GJ2arVSTpwt09W1GUaj11/pPICbRetD1tXNVSSvy71vLZnid4OadEFtLYk7fjNjz+aurq4iuT2nf/762DZdIpsr3fbGi+8eOGvjNWBcbPSAXgHdvT2dVUopWvs0ARBws6GnAtBW2o8/nKwVt5jn//3cg6OHhvh5OtpYiIg0NvAgbJiQOjp2iJ1I3voP1+VcdkB9Q9auvc2HJnhpvEQkJzOz9cHZkJmVKyKdNRrji3l6eYlIQXr62dabzT6dyRh/c6S4JSpCI6JPiD9QeyZhX0qD2NwaMeTiOC6lRuMuos/JaXOFb6jISklJSc02YmKo7qGhXiLZiQnZR/fsKxVFUMRwzyuto+w3ZrSPhdQc+Hzp/sunLZWJuw4064/hotHYiFRkni5vXbA4M7NKxL6zxsHoYhaeXu4ihtPpGa2P/KrM08x4aq5cNBqVSHFObpvwpaFUm5KScrzAROGfQVodZ415+QWm2RQ6AmPP5hqNRiGSl9P2oqO6KC0lJeVUca2ISMGuHw6cFdtBj/9rwZ/HhvcP6OysUopwXQzclAiAgLbKKypEpEtAgKr50saClGOll1kDuBacI2dM7aOS+rRv3v4yVdfOZZWh8sinr399qqHZIo8+IZ4iup3r41veiZfvXB9fKYrOwb1djS9m3btfL0tpOPT9Om2LresT127lXsRMBURFeotU7Y/fvuunIw2iGhR+W7Nvvq4hfZ1FUjeuPdXyhlif+Mnzs2fP+Tq5Qa6sR1iYu4j2p6Wr95aIoldkuBGP0VL63zdztIeIbscH7+3Ibm/UTV3upjffjW+RTAX26WMtcuSH9doWNzMNx9dvSBOx7RPsdxXFfPr1dxMp2rJ6d4v/GUPu+nVJxuw1bko9QkI6Se3+uI15LT/ksm1vPjt79sJ12mt/4WyhtBCpKy6paL6wMn7H/vprvil0GMaeza17hdyilIr4dTt1Lb4ODTnrFv199uw3thdaioiUV5SLiEePgJaPkdClpOaaaAcAmAwBENBWVx8fETm5+8fTF2a3aCg5vGbR3C/TDCJy7myb31OAa0Q9aubUXrZSc2L17JlPvbM2ITWjsLLOIA3Vuty0/XHvPv2XOT8UaAYEN7t/tuhx9+QhnaQ68YP5y34uqjWIiKGmIOGDBR/9UisOwx6c4Hc1xdxHPHCHWgw53y5cuDZVV2sQMdQUJX05/51dZxnbaK66Rkb6iVT/vOyrw43SKTTituaT3lj3nzSpj7Uh+/t58776paiqUUSkvvTIylf/u/us2IeOHN7ORDpt9QgLVYtokw7oRKNWp/8AAAtHSURBVHnxAWNXYhM8ZWaMp4WU7HnriVnzP99+6GSurrpRDHWVRZkpu754adYTS5KUffr7NRvL7hw9Zay3QnK/X7R4Q/q5BhGRhsrj6xYtjisUi253TQ63v4piVn3vuae3pegT35/zwZ4cfYOINFSmb/7nSyu0Bv4bzJZD+NQJ3RX1x5e+8GrcsbKm2U5qCvZ//MqnybUKddTIW1VXquGqeXfxFpGj677Yr2sKnQyVR1e/8WkiAw3xOxh7NvcYPW2UWvT7333urW3apkfkGvRZO95ZtEJrUPrE3NHbQkTEx8dHIZK998dj587nRIYzxze+OefDpBoROct1MXAzYQ4goC2vkfdHbXh1Z8qypx7ZGtDNTXEmPyunuMohZMLtjt9vTzu1ct6cvEmzHovsfOWagKuk8L5zwWKrd1//bE9uxrbPXtsmIhbW1hZ1tfUGEbHyGPjg7Kfvrl8+JWXTxVWcIqY/kVr49pZTa16evs7ew8v2XEHRuQYRu4AxTz0SZnt1xaxCJj81MWPx6uMHP3th2uf2audGXam+QRz6Pny3cunqg9f3j4HrQxMZGfSV9nhVlYhdaPiAVpMeu8U89viJV9/beXTlvOnf2rprXBp1BaX6BrHseudzjw93bL/KVhQ9wkLV6+NKRJT9I4ZdfkqfVmwHznpjrv0bb61NLTn03duHvhNRWFpbNdbWNoqIwj5g5DP/mBGSNGeatuTCGhZ+E598OP21zw8lfPhU4jIXL1dDaUF5rUGU7oOn/21cV8XVFVOPmDUr9eUlezI2/nPWJhsXN9W50opag6XPmKlBP3+x1di9wM1F4TvhbzPSF33yv6SPn3voM3tPjUNtSaGuulE63TJ5zp/7tp0T/HfT/GnCkLj/JOZtfeX/Dnb372xTkaXNrai19A3sln/y9LXfHDoIY8/m1r0feGZy1utfJ+9858mdS5w0np3OFRWeqTUoHAfMenGSX9PXoV34pLFrktdlrnn+z/v8/Txt9IVZ2YWVVoF3jgrZsim5aNPi5wrvmvHCaP8btbMArgIBENAOx8GP/2uh71ff7kw5nZmmV3fzHzRhUuz42wOVqbZnl24+nJWeWcqEuDAVVbeR//jv4Nidm7b/lHREW1h2psrCzq2rd8+BQ6NHj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width="768" /></p>
+</div>
+<div id="position-adjustments-3" class="slide section level2">
+<h1>Position adjustments</h1>
+<p>The stacking is performed by the position adjustment <code>position</code></p>
+<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> diamonds,</span>
+<span id="cb7-2"><a href="#cb7-2"></a>       <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cut, <span class="dt">colour =</span> clarity)) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb7-3"><a href="#cb7-3"></a><span class="st">  </span><span class="kw">geom_bar</span>(<span class="dt">fill =</span> <span class="ot">NA</span>, <span class="dt">position =</span> <span class="st">&quot;identity&quot;</span>)</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="position-adjustments-4" class="slide section level2">
+<h1>Position adjustments</h1>
+<p>The stacking is performed by the position adjustment <code>position</code></p>
+<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> diamonds) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb8-2"><a href="#cb8-2"></a><span class="st">  </span><span class="kw">geom_bar</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cut, <span class="dt">fill =</span> clarity),</span>
+<span id="cb8-3"><a href="#cb8-3"></a>           <span class="dt">position =</span> <span class="st">&quot;fill&quot;</span>)</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="position-adjustments-5" class="slide section level2">
+<h1>Position adjustments</h1>
+<p>The stacking is performed by the position adjustment <code>position</code></p>
+<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> diamonds) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb9-2"><a href="#cb9-2"></a><span class="st">  </span><span class="kw">geom_bar</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cut, <span class="dt">fill =</span> clarity),</span>
+<span id="cb9-3"><a href="#cb9-3"></a>           <span class="dt">position =</span> <span class="st">&quot;dodge&quot;</span>)</span></code></pre></div>
+<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABgAAAANgCAIAAABlQDTBAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdd3xV5f0H8OdmBxJDIIIMBQQBBVzgRkSxitW6wIHgqtY9a1t3RWvRX1VqFRVXbV2giIjWXUUQsSIKCgVUliAbZCRCIOP+/kApG4EkN/fwfv/BKznP9z7ne5KTkHxyznNi8Xg8AAAAABBdKYluAAAAAIDKJQACAAAAiDgBEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIOAEQAAAAQMQJgAAAAAAiTgAEAAAAEHECIAAAAICIS0t0A1G2aNGieDye6C7YnPz8/NTU1Hg8vmjRokT3AlstFovVqVMnhFBaWrpkyZJEtwNbLT09PS8vL4RQXFxcVFSU6HZgq2VnZ9esWTOEUFRUVFxcnOh2YKvl5uZmZmaGEJYsWVJaWprodticgoKCRLdA0nMFEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIOAEQAAAAQMQJgAAAAAAiTgAEAAAAEHECIAAAAICIEwABAAAARJwACAAAACDiBEAAAAAAEScAAgAAAIg4ARAAAABAxAmAAAAAACJOAAQAAAAQcQIgAAAAgIgTAAEAAABEnAAIAAAAIOIEQAAAAAARJwACAAAAiDgBEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIOAEQAAAAQMSlJboBAAAAfq4OfZ+p2Akn9bq2YicEqqfqHgD9MOmdV8cs2thIrb1POK517jqbSpdMHfPZxJnLUuo1a9WyReOCrI1f31SxZQAAAADVXHUPgGZ+NKD/kIUbG2mc2nHtAKhk1gcP3dn3/VmrftpQo/nJv7/l/Ha1Y+u8qmLLAAAAAJJANQ+ASubMWRRCjRadjm2dv95QfsucNW/HZ71x++/6fflDet22vzjioGY5Cyd+NHT416/86bdLr3/g2kN2qpwyAAAAgORQzQOg+XPnxUPY7Yjzzv9V7U1XFY7459Nf/hDyDrmy9w2d6sZCCL884cgmt1z/z4lDH+/f5cCL90ythDIAAACAJFHN17WZM3duCOn16q1/+c86ln383qfLQ2hxyoWr85oQQkhveur5R9cOYeGw974oq4wyAAAAgGRRvQOgxfPmrgyh3i67bG7pnbJxY78sC6HJAQfsvPbmWMsDD8gLoWjs2MmVUAYAAACQNKp3ADR3ztwQwi716q6YM/7j918f/MpbH37+1XdLS9cpmjNjRmkImc2b77rui2PNmjcNISyYObO44ssAAAAAkka1XgNo5dy5i0NIn/P2TRf1nby0/KfNGQ0P63HFxSe1rrU6vVr8/eIQQu5Oueu/PCc3NxZCfPH3S0LYpYLL1rFo0aJhw4Zt2H+nTp0yMzO39qipSrFYbPW/WVlZie4FttrqEzg4h0laqampa95wDpOM0tPT13sDklRGRkZaWrX+3RDYftX6i3zu3LkhhJJZXy9o3uFXv2y5W+3Y4pn//ejfI7/96KmbZyy792/nNk8LIawoXhFCyM3ZILKJ5ebmhFC4eryCy9YxY8aM3r17b9h/586dc3JyNtxONeQzRVJLTU11DpPU0tPT/f5MUsvMzPRnP5JajRo1Et0CUOmqdQC0IqVWy5bZuXt2u+zcgwp+/Bvhr047ecR91/1lxMzBDwzq9MAZjUNIS00LoXTTs8RCLISKLgMAAABIGtU6AGp1xp33nLH+xtSCDhef9e7HD42Z/unnC89oXBBq5dcKYW5RUdH6lfHCwqIQQu06tUMIFVy2joYNG1555ZUb9l9eXv7DDz/8nCMlUWrUqLH6JhqfKZJRLBZb/fe68vLyFSs2vDwRqrs1d36VlJSsWrUq0e3AVktPT8/IyAghrFy5srR0M39ChOpuxYoV5eXlW64jcWrWrJnoFkh61ToA2pS8Vq12CWNmTZ82PR4KYrVr1w5hbmFh4fply4t+iIeQmp+fG0IIFVu2jrp165577rkb9rlo0SK/klVzWVlZqamp8XjcZ4pkJAAi2aWnp68OgMrKypzDJKnVAVBJSUlxsSeFkMSEmNWfAIjtV72fArYpqxcoq5mTEwsh5NWukxZC8fTpc9ermj59egihTkFBLFR4GQAAAEDSqMYB0PIP7urRvXvPO99busHIN9/MCiHWtGnjEEKItWnTOhbC5E8/XbxO1dRPR38fQsGhh+4RKr4MAAAAIGlU4wCoxt57N1n5w7JPB/zj07UjoPjS0U88+0lpyD2084HZIYQQ8g7r3C4rxCe8NmDsmpV74gs+eOG9uSE0PubYlj9eslOxZQAAAADJIrVXr16J7mFTsps1zRz30djpk0YM/3JBcXHhwu++Gj38tScfeHr04njuQVf8sWerrNWFmbs1SR37/tjpk0aP+z6kpayc+8XQ5x/9x8gF5XkdLrnyuN2yQ2WU/QyWM6j+srOzU1JSgk8WyWntNYCsPUEyWrMIdGlpqUWgSUZrFoFetWqV9VOoMn8f9WXFTnhFp0OKi4stAl3Nrf6pD7ZHLB6PJ7qHzSlbMOqp/7v/1a/XeihXap39ul1+xRntd15nAeulY5/5v/teGr90zdGk73LYBTdc/cvds0LllW3BokWLqvmHl/z8/NWLQC9atCjRvcBWi8ViderUCSGUlpYuWbIk0e3AVktPT8/LywshFBcXb+QBnFDtZWdnr16WtaioSBBPlenQ95mKnXBSr2uXLFkixKzmCgoKEt0CSa+6B0AhhBAvnv/V2C+nzFmyKqvebk2bNNt911oZGy1cuXDSZ59/M2dZSVbtXfdqt3/TvNQqKNsMAVD1JwAiqQmASHYCIJKdAIiEEADtmARAbL9keAx8LKtuq4OPbrXlwsyCVoces+W6ii0DAAAAqOaq8SLQAAAAAFQEARAAAABAxAmAAAAAACJOAAQAAAAQcQIgAAAAgIgTAAEAAABEnAAIAAAAIOIEQAAAAAARJwACAAAAiDgBEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIOAEQAAAAQMQJgAAAAAAiTgAEAAAAEHECIAAAAICIEwABAAAARJwACAAAACDiBEAAAAAAEScAAgAAAIg4ARAAAABAxAmAAAAAACJOAAQAAAAQcQIgAAAAgIgTAAEAAABEnAAIAAAAIOIEQAAAAAARJwACAAAAiDgBEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIOAEQAAAAQMQJgAAAAAAiTgAEAAAAEHECIAAAAICIEwABAAAARJwACAAAACDiBEAAAAAAEScAAgAAAIg4ARAAAABAxAmAAAAAACJOAAQAAAAQcQIgAAAAgIgTAAEAAABEnAAIAAAAIOIEQAAAAAARJwACAAAAiLi0RDcQZenp6fF4PNFdsDmxWGz1v+np6YnuBbba6hM4OIdJWmlpP/4ckpKS4hwmGaWmpq55wzlMUktLS1vzcwUQVQKgSpSbm+vbaLLIy8tLdAuw7VJTU53DJLWMjIyMjIxEdwHbLjs7Ozs7O9FdwLbLyclJdAtApRMAVaIlS5YkugW2IC8vLyUlJYSwePHiRPcCWy0Wi9WqVSuEUFpaWlhYmOh2YKulpaXl5uaGEFauXLl8+fJEtwNbLSsra3Xus3z58pUrVya6Hdh2y5YtKysrS3QXbE5+fn6iWyDpCYAqUXl5uVvAqrnVn6B4PO4/PJLR2tcYOodJRqsj+OD7MEmrvLx8zRvOYZKacxh2BBaBBgAAAIg4ARAAAABAxAmAAAAAACJOAAQAAAAQcQIgAAAAgIgTAAEAAABEnAAIAAAAIOIEQAAAAAARJwACAAAAiDgBEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIOAEQAAAAQMQJgAAAAAAiTgAEAAAAEHECIAAAAICIEwABAAAARJwACAAAACDiBEAAAAAAEScAAgAAAIg4ARAAAABAxAmAAAAAACIuLdENAAAARNnx1z5dkdM1i1XkbMAOwxVAAAAAABEnAAIAAACIOAEQAAAAQMQJgAAAAAAiTgAEAAAAEHECIAAAAICIEwABAAAARJwACAAAACDiBEAAAAAAEScAAgAAAIg4ARAAAABAxAmAAAAAACJOAAQAAAAQcQIgAAAAgIgTAAEAAABEnAAIAAAAIOIEQAAAAAARJwACAAAAiDgBEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIOAEQAAAAQMQJgAAAAAAiTgAEAAAAEHFpiW5gKxWO/vt9g6fsdtKtvz4wa/2xFTM/eefdjyd+tyylbrM9W+170GGt66ZvZIqKLQMAAACo7pIrAFoyrO/fXvl8aSg7vHy9kdK5H/a782/vzFi1+t3RI9544fk3ut1w89n75MUqrQwAAAAgGSRTALTg3b898vHSjY2sHPvYTfe8szBW0K77OScd1Cxn0YShA596bdJLvXpl3t/njMaxSikDAAAASA5JswZQfM7rfR7/bGVq6kbG5r7x9NsLQ9ru3W+5sXunfXfftfkBx/7m1uuPrRvKpgx6bsTyyikDAAAASBJJEgCVzRx031P/Ld39zG4Hbjg4e8TwyfGQus8JJ+6esWZj7n4nd24cQvHo4aOWV0YZAAAAQLJIigCodPKA+577OrTsed1pTTe8Z23lxAlTQwh7tW9XY53tDQ84oH4IpRMnflMJZQAAAABJIwkCoJWTnrlv4NT01uded8quG2t31szv4iHUaNgof72Bhg0ahhCWffddYcWXAQAAAJux4L/Dhg0bNmzMdysraw+lc74YNmzYsGHj5pZV1i4ipNovAr38yyfve2VW1j5XXHvCLhtffrmwcFkIITcnZ/2B7J1yU0MoW1a4LITcCi5bx+zZswcNGrRhZz169KhRo8aG26k+UlJSQgixWKxmzZqJ7gW2Wiz247fFlJQU5zDJaPU34RBCWlqac5hklJb248/SGRkZqRtdqhKSRHZ2dnn5+k9ahu1V9v4tnc58JYSD753+8XWNK2UXS1+9ptMlH4TQ5Yklb16QVym7iJBqHgAVjXr0r2/Nq3ngNVcfU3dTT98qLl4ZQsjZMLIJNXNyQlhaXFxc8WXrmDdv3j//+c8NOzvnnHOys7M3fXRUIz5TJLWUlBTnMEktLS1tzS/SkIwyMjK2XATVWGZmZqJbgIo0/8PHnxr5fcje96yrjt010c1UH9X6h63FIx56cOiivEN/f+VRBZuuyq6RHUJRaWnpBiMlq0pCCFmZWRVfBgAAACRUaq3dWrVqFUKjvHUWjJnzTp8b7pwUCi45WAC0lmocAC18/4GHP1qaf8Qtlx++2Qu58vPzQygqLNpgbZ6ywqLlIYT82vkVX7aO5s2bP/zwwxt2VlZWtnTp0s31TqLl5uauvgHBZ4pkFIvFdtpppxBCWVlZUVFRotuBrbbmzq9Vq1atWLEi0e3AVsvMzMzKygohrFixYtWqVYluB7ZdUVFRWZklVKq1vDz3N21MrTP+OfGMRDeRNKpvAFQ+8dPPikJGwXdD7r55yJqtS2eEEMKUIXfc/GFqqNXxst8f2zA/Pz+EmYVLl8VDWOc2saLCZSGEzNr5NUL4MdmpsLJ15ObmHnjgRp5Pv2jRopKSkm06eqpIPB5f/a/PFMlozRpAzmGSXXl5uXOYZLTm1sWysjLnMEmttLR0YzdBAJFSfQOg1VYtnDJu4QZbi2ZNGDcrhLotV4QQcurVqxHC8okTJocD91irqHTCxMkhhPr164dQ4WUAAACwI1u1ZOa06bO/L82t17hJ051rbGrd3s0qWTZryjff/VBjl10b1d85N2MjcyyaOHz8/Hhq/b07tMgPIYTihZMnTPhi/k5duuxbM5TPG/fhpO9DqN2yQ9tdUkMIS74Z+cXsksnfLg8hhJLZY4cNCyHkNT9k34YZZXPHjfjq+xAyGu13SLOdNtLLggnDJiwIIVa3Tcc962zLwVR31TcASjnosqeeunD9raMfOf+hUWGvcx76/ZE1Qkp2rRBCaL3//hnvjpj76aiZ5+3xv7v7ysd/+vmKEGt+VKcft1VsGQAAAOyIyhd83O+Pt9zff9g3S3+8dTCrfrvjz7+x901dW/y8x3ouGz/g3jsffPHDcVNmF/508VnKTi2O+/XVf/jdbzo2TF+rdMQdnU8eUJpz4VuFj3eePvC3Pa54eOT8snB0v4Vd9q0ZVrz1h07nvbXWU8A+63PS0f1+uopk6avXdHo1hNDh/u8+vLph6oKXLup0x9chdsSD331wRYP1W4qPuuu4Tn+dEVI79Z01dM9t/dBUaylbLkmUjNw6G8rNDCGE9Jw6derUqZNfIzWEEDIPOv7oghBmDnno5W9/um91+bgnHx9aGNL263JUvR83VWwZAAAA7HCKJzx84j6HXd7v/TXpTwiheM5ng3p32/vAq95ZsOUZFrx58UEHdP/TCyO/+l/6E0IoX/b16/dfftQRl769aGOvis8bdF6nMx8cOb8shBBim7jeKL/FYZ06dWrfuEYIIaQ32LdTp06dOu3XKDOEENp27bpHCCE+YvCQDbuMfzzgxRkhhLRf9Dw9qr/3V+MA6OdLa93jimPrxYon/POmq3o98I+nH7/nxqv/9NrMsswWZ53TaadKKgMAAIAdS9nnfzrtitfnxEPY+YjfPfXGJ1MWLJk3efQr/3dmq5ohrJzw4OkXv7h48zP88NaNFz42qTiErDZn3fPKp5NnLy4q+n7W1/95+S9n7pUZQtmUJy+/Z/QGr4rPeOqCC5+bs9svbxs4cvy0+UVvXrTxm7T2v/aVoUOHPnH2biGEkHfi/UOHDh069IGuqx8svnfXrs1DCGXDXn51/Ywp/uGAF2eFEDKP7dF15639oCSL6nsL2FbJ3f+Su27Lf/ixVz/7/N8zPw8hpOY1O/Lcyy86fveMyisDAACAHcjcp2+8f0I8hLq/enzkSxc2W/0rckG7k/7Q/6Cm5fuc/uL8pa/c98TU03+/+6anGD1kyOwQQlbnPu88e2n9Hy/kqbnHQaf8/vn9yqc0veHTMGXUqEWh/boBzw/vvPh6syuGfvFgp593j9nGtevWrcndd08v++DlV7+/4Pza/xso/3DAwFkhhBrH9zi51nbsoHpLtgCozZm9ex8XchpmrT+QWrD/WX/s123pnNnzlpZk1a7fsG5O6kZeX7FlAAAAsKP4z723v7M8hFjbq//yU/rzk11Ou/7cpi/eMy0+5pNRq8Kmr55YmbJ7l549Q2h+1un117uNK9Zkv33zw6eLw4IFC0NY/wqf3BNuv2270p8QQmjXtWuTu++bXvrvwf9adv45a27xKf1gwEtzQwg1T+pxUs527qIaS7YAaKdd27TZzDLMGXn1m+Rt+TldFVsGAAAAkbdw9OhvQwjh8N9c2GrD0f3+8NZ/ui4OoeZum5sj8/DfP3P4xodWTfr4syWbfOGhJ51UsBW9bkL7rqc2vq/Pt6veefmNonPO/DHsKX1/wEsLQgh5p/Q4vsb276PaSrYACAAAAEiAb775JoQQ8vbYo+5GRmMFLQ7aqohm5eIZ33z19eQpU6dNm/rNxHGfDH3v8znxTRXXbty4Qq7NObhb14Z9+sxa+c7gN38487SaIYRQ8v6AQQtCCAXdehybWRH7qK4EQAAAAMCWLJ88eXYIIey662buy/kZyhZ8/OSddzzYf+j4BSvX3p5Zt2HB4lkLSzb6ogYNNnhw+zaJHdz11IZ9Hpy14o2X3yo+rWtWCKveHTD4+xBC3TN6Hh3tiCTaRwcAAABUhPSsrNQQysLKlSu3XLwppZOfOLXjRa/NiYcQsuq1OfCQg9rv02qPZnu0bL1f+32/+UO9o/st3Ojr0tIqKL6IHdL1lAYP9p1d9Prgf6/sekLmqrcGDF4SQmh0Zo+OEU9IIn54AAAAQAVIb9GiaQiTw7fTp8fD/rENxuMlK5avKg8hLatm5qYeozT/6auufG1OPKTucdbDz9//6/Y7rxNKfFMZba8vdni3U+v17Tuv8F8vv7fqhKPeGvDKkhBC0+49Dkmpit0nUNSPDwAAAKgAzVu0iIUQVn0y8rOyDUdXDj63bk5OTs7+d0zY5Ayl773+TnEIofY5ff950XrpTwjxH35YUaENb1zK4V1PrhtCWPrq4KHL3hjwamEIoXmPHgdWwa4TSwAEAAAAbFHNo084MiuEMPWxuwd+v/7gkteef7MohFD7iCPabHKGH5YtKwshhLoNG254P9LSd1/54IeK63bTUg7vevLOIYRFQ575w7Ov/hBCaN2jxz5VsefEEgABAAAAW7brb/5yVYtYCIWDLv/VLe/N+98ju5Z//fivrxy0JIRQv2u3wza8O+wneW3b7hpCCF8PfvbT5WsPFE548drjuj81M4QQwg8/VEwOtLK4eOMDqUd2O6V2CGHBc48O/iGEsH+PHht5rn3kWAMIAAAA+BnS2t30t0tfOunhqd+P/POxe754yOGHtWuRVzR91DuvfTxzZQih8W/+fu8xNTczQfuzL9i7b68vS/57d6e2Y84+66i96qZ8P23ilx+9+dqoOWV192lb/4txc8K0Z2+8sfn5Jx57xiGNN50lbU6NGjVCCKHwtd5X95naIiXvwAvOOiB3neM4sutJtR97avVlTLEDe561xzbtJ8kIgAAAAICfJa/LQ59/3OY3Z/x24OTF34x49ZsRPw2k1u1w2X2P3d1lp82+PGO/Wwb0m3jilS9MXj717UfvfPun7Zm7HX3zI3//Y+2/7XHIfTPCnHfuvvidSc+eNrjxphaT3rxmx/yy5a2ff1W2aPgD1w0PocP9p60XAIW0o7qemP/UPxaHEFI69Diz8TbtJtkIgAAAAICfK2//S18c84t3Xuj/2vBx0+cVZdRvvmerPQ/4ZfeT2tZapy5Wt02nTktC2GvXrLW2pu756wETjr3s6X+8/tlXX0+bX5Zbv3n7zief2a3jblkhhNvfeD7rnhc/m70yZ7df7hULIYSCvY7o1KksNG9cYyOtpO6yd6dOxSHsXX+dcCOl3W3vvV///r+//9+5y7MLGhy6b84Gr0w7+vhjMv7xwqqQelSPM+pv98ckKcTi8fiWq9gmixYt8uGt5vLz81NTU+Px+KJFixLdC2y1WCxWp06dEEJpaemSJUsS3Q5stfT09Ly8vBBCcXFxUVFRotuBrZadnV2zZs0QQlFRUfGmFpqAEI6/9ukKnG1ps227J2aTJvW6dsmSJaWlpRU7LRWroKAg0S1EzafXNz/wL1NC+rFPzX3rvNqJ7qZKWAQaAAAA2JGUffiPZ6aEELKO63HqjpH+BAEQAAAAsEOZ+/y9z80JIdT4VY9TNr9oUZRYAwgAAACIvhUT3n5tSkn5tHcf+tOrS0MIjc678uQNlweKLAEQAAAAEH3Lht59xhUf/PTezqfcdcPhGQlsp6q5BQwAAACIvrTa9XfOioUQMhp0uPyZD/r33DXRHVUpVwABAAAA0Ven+/Pzuz40a2Fs5/q1Mir4eXpJQAAEAAAA7Bgy8hs2SHQPCeIWMAAAAICIEwABAAAARJwACAAAACDiBEAAAAAAEScAAgAAAIg4ARAAAABAxAmAAAAAACJOAAQAAAAQcQIgAAAAgIgTAAEAAABEnAAIAAAAIOLSEt0AAAAAkARKSkpKSkoS2EBKSkpWVlYCG0hqAiAAAABgy+Lx+Ek55yawgSFF/0zg3pOdW8AAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIOAEQAAAAQMQJgAAAAAAiTgAEAAAAEHECIAAAAICIEwABAAAAETb+ga5HHnnksf/3n01WfPFwz1+d9/hXVdhT1UtLdAMAAAAAlWfpNyM/+GBuVpNFmxgv//jvdz33r7DzLVXaVVVzBRAAAACwoypf8uFNl/f7LtFtVD5XAAEAAAA7miWfD/j7kP+M/eiNV97/pjCe6G6qgAAIAABgx9Xk6bsrcLbRv7ywAmeDyvTtwFuvu3tyoruoQm4BAwAAAHY0La95Y/yPBl/WNNHdVAFXAAEAUK0df+3TFTjb6389pwJnAyBpZdXbo3W9H9+um5nQVqqGK4AAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIOAEQAAAAQMSlJbqBKMvMzEx0C2xBLBZb/W9WVlaie4GttvoEDs5hklZqauqaN5zDVJkKPNnS09PXewPw/RyqLQFQJapZs+aaX8+o5nJychLdAmy71NRU5zBJLT093e/PVJnK+IaZmZnpL3+wmp9JoNoSAFWi77//Ph6PJ7oLNic/Pz81NTUejy9atCjRvcBWi8ViderUCSGUlpYuWbIk0e3AVktPT8/LywshFBcXFxUVJboddhQLFy6sqKmys7Nr1qwZQigqKiouLq6oaSGpVeCXGGsrKChIdAtJre3VL3/QbVXKLm03Md70vKc/6LQ8s9FeVdpVVRMAAQAAABG2U/NDjmi+mfEajQ84onGVdZMoFoEGAAAAiDgBEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIOAEQAAAAQMQJgAAAAAAiLi3RDQAAAABJID09/e3SFxLdBdtIAAQAAABsWSwWi8Viie6CbeQWMAAAAICIcwUQAAAAsGUlJSUlJSUJbCA1NTUzMzOBDSQ1ARAAAACwZfF4/JSO/5fABgYPvz6Be092bq2E+mMAACAASURBVAEDAAAAiDhXAAEAsAPp0PeZip1wUq9rK3ZCAKgMrgACAAAAiDgBEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIuLRENwAAAABQ+Yrnjf/8y6+nTJ46qzCzTv0Gu+/XqWObOukb1s18876/jypK2/esm0/aY72hFd+N+vf7n0+esyy1XrM999z/oAOb7hSrkt63nwAIAAAAiLTyeSMeuf3G3k+OmL1q7c1pddqedlO/vtceWnudFGfGG/f26js367z26wRAyyc8c3XPq54csyS+ZlPqzode8pd+d53XNreS+68IAiAAAAAgwlZ8cmuXzr3Hrkqp1ebki7odttduBWnL5syYNPKl514f1/+6jqO+/tdn/brkbX6OeYPP/8W5L86OZzXtdOZpJxzeOmfB2Nef6PfayIfOP2ZR7rj+XQuq5lC2gwAIAAAAiK4xf+5x19hVGa2vfXN4n6NqrzVwR+9h13c85p7xj573+1OnPXZM9qaniI954MYXZ8czWv7m5eGPHVc3hBDCORdfdd5dRx500ycDLr7h3BOe6JJZuUex3SwCDQAAAETWrOHDpsRD+nE33LlO+hNCiOUfcfcDF+4Swrznnn13s3N88cILX4WwU/d7+/6Y/oQQQsje+/re5+8SwqIPPhhXCY1XMFcAAQAAAJE1bdq0EEJadnbGRgZTDux+8xUpX4W96q4KYWMFIYQQ4jNmzAwh7HfwweuVpLRu3SqEuVMnTSoJ7TeynHR1IgACgIg7/tqnK3bC1/96TsVOCABQeVrsuWdqmLVi0C2XPL/n/WftlbPuaM0OVzzYYUtTlLY65+EnOocmR62/0k988uSpIYS6jRpV8/QnuAUMAAAAiLC65/a6plVGKJn0ZI+2DZoedvrVf35iyMjJi0u2Yor0Fl0uuOCCCzo3XXdz+bdP3vHUjBAadOt2SIW2XCkEQAAAAEB0ZR1278cfPXJZl1a1YoXTRw584JbfnHzYHgX5jfY/9uzr+gweM39roqD/WTz64dOPuvydpaF+13tv6lTdV4AOAiAAAAAg4mq1v+ShNyfOmzdx+KBH7rjyjKPa1stcPmvMO8/2ue7U/Ru1OPmvo5duxWTxxWOfurJDq4MvHzS1vNHxD7z9bPcGldZ4BRIAAQAAADuAjDqtDj/1klsfGPDel3OXzB/3zlO3n90uP1Yyfchvjzn32fk/a4oVXw/87WEt2/2670cLcvc+7+GPx/3ryrZZldx2BREAAQAAABFVMn/SZ599Nmb6svW2ZxS0+cV5f3z60/Evdq8fwuIhff4xdUtTLf+y35n77Xv6Xz/+vuCwyx795JsxT13avlYltV0JBEAAAABARJW9+/sD2rdvd/mQ5RsdjjXodtGJdUIIkydP3uw8pVMeP/0Xl77wVaxV94f/M+nDhy46oCDJEpUkaxcAAADg58pq1apxCPGPXho0d+MF8ydO/D6E0Lhx481N89V9Z176+vzsdn949+PnL22fH6uETiubAAgAAACIqnaXXdMhPSx99ZpTr39lcvF6g6u+eeyC24fHQ43DLuzectNzlH388MOjy0Kr3/2996FJdNPXutIS3QAAAABAZWl62ZMPvtvxktc//sspew/s0OXwts12b1K/xqrF82eOf++V18fMLwn1uz314lW7b2aKca+/PiOE7OxpA3vdOnAj41ntzrn55D0q6wAqiAAIAAAAiK70FhcP+k+jv/zud/cMnjRi8LQRaw2l1T3w7Ktv/eO1JzTY3E1dZVOnfhtCWDHm2TvHbLSg1oUdBEAAAAAACZXZ5PhbXzr++gXjP/zg069nL1hcnFV318aNmzRrs1+b+tkbVO/2y9/1KihK27fFj+8X73rsLb02c4dYyNq/eaW0XaEEQAAAAMAOIGPnNp1Pa9N5i3W7Hnfdbcet9X7NA8697YDKa6uKWAQaAAAAIOIEQAAAAAARJwACAAAAiDgBEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIuLREN7Bl5YsnfTD0synfzZyzJFarfsNdWx589OHNc2MbFq6Y+ck773488btlKXWb7dlq34MOa103fSPzVWwZAAAA7BDS09Pf+OSPCWwgFttIFsDPVM0DoPi8j/rd1fetqT/E/7fttYEDX+5y9a2XHlRnrcLSuR/2u/Nv78xYtfrd0SPeeOH5N7rdcPPZ++TFKq0MAAAAdhixWCw1NTXRXbCNqncA9P17D//tzanFGU06n3PmUfs0r5+xbProIf94ZtjUN//6wO59bz+24Me6lWMfu+medxbGCtp1P+ekg5rlLJowdOBTr016qVevzPv7nNE4VillAAAAAMmhWgdAXw8ZMKY4FBz5hz9ffWBuCCGEugW/+u1uKQsufXTCmLeGzzv21HohhBDmvvH02wtD2u7db7nxzN0zQgi779q8Vd1V19729pRBz4341U2H16iEMgAAANiRlJaWlpSUJLCB1NTUjIyMBDaQ1KpzALR82rT5IdRsf9QBuWttjdVt127XMGHqjOnTy0O9lBDC7BHDJ8dD6j4nnLj7/86D3P1O7tz47f7fjh4+avnhnWpUeBkAAADsUMrLyztd9EgCGxj66CUCoG1WnZ8Ctjyv5XHHHfer9o3Wu+mqqLAohJCalra6+ZUTJ0wNIezVvt26wUzDAw6oH0LpxInfVEIZAAAAQNKozlcAFRzc49KD199YOmfY4I/mh5B70MGtV2+ZNfO7eAg1GjbKX6+0YYOGIcxZ9t13hWGf3AouAwAAAEga1TkAWtvSsS+/+J85hQu/nfDlpPmr8lqd8YeLDsxaPVRYuCyEkJuTs/5rsnfKTQ2hbFnhshByK7hsHZMnT+7Tp8+GTffu3btmzZrbdLxUkZSUlBBCLBbLy8tLdC+w7VJTU53DVKWKOt/WPMk1IyPDOUxSy87OzszMTHQXUC34fg7VVrIEQEUTh772xrer385s2r7Tvg3X3KFVXLwyhJCzYWQTaubkhLC0uLi44svWUVhYOGrUqA2bjsVi6enpP+v4SDSfKZKa7zZUsQo/31JSUlYn8pCkUlNTPRcZVvMzCVRbyRIA7fKr2x7tuLzo+7nTxrz10qvv9btp7Jhr/+/mTnVDCNk1skMoKi0t3eBFJatKQghZmVmhwssAAAAAkkayBECpOQX1c0JouNsebQ9s3+COyx8Y/clTg77seOneKSE/Pz+EosKiwvVfU1ZYtDyEkF87P4RQwWXraN269ZAhQzZsurS0dPHixVt/sFSdvLy81X9z9pkiGcVisVq1aoUQSktLCws3+LYFlaaivmempaXl5uaGEFauXLl8+fIKmRMSYvny5StXrkx0F1At+Lm6kuTnb/ibKGydahwAlRUXLi8JKZk5NTPWfQxY7cM7tn1w9H8WT5n8fdi7YPUXwszCpcviIaxTWFS4LISQWTu/RgihgsvWkZGR0bBhww2PYNGiRWVlZdtw6FSZeDy++l+fKZLRmvVTQgjOYapSRZ1va2778n2YZFdeXu4chtV8LUC1VY3vt5/9yg09evS45MkJG4ykZ2WlhvBTQJNTr16NEEomTpi8blXphImTQwj169evhDIAAACApFGNA6BddtstPYSlE8Z/F193oHzypK9LQ8httntBCCGE1vvvnxHC3E9HzVynavynn68IseZHddo1VEIZAAAAQLKoxgFQeruOh9YM4duXHxk4uWhNBlS2+It/PvLa7BCr27FDy9WbMg86/uiCEGYOeejlb3+63HD5uCcfH1oY0vbrclS9UBllAAAAAMmiGq8BFDIPOf/Sg8fe+59xz1538bA2ezWrl1u25Ltv/jtp7oqQuuvJ157X9qfncaW17nHFsZ/d/vaEf9501ZcHHbB79oKJoz7977yyzBbnnNNppzXzVWwZAAAAQJKozgFQCLU7Xv/XmgMef/qtUdPGfTJzXAghpNZo2O60sy887dCGmWsV5u5/yV235T/82Kufff7vmZ+HEFLzmh157uUXHb97Rqi0MgAANtSjy4MVPOOeeRU8IQA7puJ54z//8uspk6fOKsysU7/B7vt16timTvqGdTPfvO/vo4rS9j3r5pP22PhMc4Y9/vyk5mddfGQSrRNcvQOgEFIL2vW4sd2ZK76fO29RUWn2zg3r185O3Xjh/mf9sV+3pXNmz1taklW7fsO6ORurq9gyAAAAoNornzfikdtv7P3kiNmr1t6cVqftaTf163vtobXXeQz4jDfu7dV3btZ57TcVAE196tqLbl5wTQcBUIVLza7dsEntn1GYkVe/Sd6WP/wVWwYAAABUWys+ubVL595jV6XUanPyRd0O22u3grRlc2ZMGvnSc6+P639dx1Ff/+uzfl1+/uWm816+pe+YEBpVYseVITkCIAAAAIBtMebPPe4auyqj9bVvDu9z1NoXl9zRe9j1HY+5Z/yj5/3+1GmPHZO92VlKl0z7cswXYz/61z/6PfvhnMrtuFJU46eAAQAAAGyfWcOHTYmH9ONuuPOo9W4tiuUfcfcDF+4Swrznnn13S9P89/+OaXfUKRfc+uSHs1ZWVquVyhVAAAAAQGRNmzYthJCWnb2x5zqlHNj95itSvgp71V0VwmYf/NTwxNv6NloaQghh9ht/6v3GvEpotVIJgAAAAIDIarHnnqlh1opBt1zy/J73n7VXzrqjNTtc8WCHnzNNwSE9Lz9k9Zv/Xdg3CQMgt4ABAAAAkVX33F7XtMoIJZOe7NG2QdPDTr/6z08MGTl5cUmi+6pqAiAAAAAgurIOu/fjjx65rEurWrHC6SMHPnDLb04+bI+C/Eb7H3v2dX0Gj5m/g0RBAiAAAAAg0mq1v+ShNyfOmzdx+KBH7rjyjKPa1stcPmvMO8/2ue7U/Ru1OPmvo5cmusPKJwACAAAAdgAZdVodfuoltz4w4L0v5y6ZP+6dp24/u11+rGT6kN8ec+6z8xPdXWUTAAEAAAARVTJ/0meffTZm+rL1tmcUtPnFeX98+tPxL3avH8LiIX3+MTUh/VUdARAAAAAQUWXv/v6A9u3bXT5k+UaHYw26XXRinRDC5MmTq7axKicAAgAAACIqq1WrxiHEP3pp0NyNF8yfOPH7EELjxo2rtK+qJwACAAAAoqrdZdd0SA9LX73m1OtfmVy83uCqbx674Pbh8VDjsAu7t0xIe1UnLdENAAAAAFSWppc9+eC7HS95/eO/nLL3wA5dDm/bbPcm9WusWjx/5vj3Xnl9zPySUL/bUy9etXui+6xsAiAAAAAgutJbXDzoP43+8rvf3TN40ojB00asNZRW98Czr771j9ee0CCWsPaqigAIAAAAiLTMJsff+tLx1y8Y/+EHn349e8Hi4qy6uzZu3KRZm/3a1M/eoHq3X/6uV0FR2r4tNjFb3U5X9Oq1cKeDG1Vu0xVMAAQAAADsADJ2btP5tDadt1i363HX3XbcZsZ3PuLy246ouLaqiEWgAQAAACJOAAQAAAAQcdsVAM144epTTjnl6hdmbKmw+N93nHLKKafeOzK+PbsDAAAAYBtsVwBUOOn9V1555f1JhVsqzPp+/KuvvDL4jbELtmd3AAAAAGyDrV0EunzxtxNnF/34zjfzi0MIxfO/+e9/N/eSVYtGDR5VHkIoKioKoe429QkAAADANtraAGjFy5e0ufCtdTZNfviUNg//nNfWaNkyuR6RBgAAABAFVbYIdKyg45/+cEJGVe0OAAAAgB9t7RVAWcfd9e9//+7Hd6Y9feFvnp7e5JzHnzin6WZfFcsqaL53m91yU7epRwAAAAC2w9YGQKkN9u3c4Kd3/jsiJ4SQs/shnTu3rti2AAAAAKgoWxsAraNRt3sGtFqa18bKPgAAAADV13YFQHmtu5zh0h8AAACA6m27AqAfrZoz5v0PPv58wszC0s0X1jv6mms616uAPQIAAABVKy0tbcTfr0xgA7FYLIF7T3bbGwCVTnv5qm6/fuTzpT+nuE1WTwEQAAAAJKOUlJSUlCp7mDgVbDsDoFmPXdDzkc9XrH4nPbegds20zcRxdXIq4oIjAAAAALbG9iUyox/8y9AVIYTah/z2scdu/lWb2hkV0xUAAABQvZSWlpaWbmHtl0qVkpKSkSF42EbbFQAVjh//bQghp0ufl+/ruksFdQQAAABUP+Xl5fve/UgCG/j8DxcLgLbZdt289+306SGE0P6E46U/AAAAANXVdgVAS5f+uPazZbgBAAAAqq3tCoBatGqVEkIYPXLkqgpqBwAAAICKtl0B0M6nXdOjYSwUvXDdtf/+Wc+BBwAAAKDKbVcAFGof/8gr93beJf7Nw6ccevqfhkxaVl5BbQEAAABQUbbrKWBz373vvnfm7t25/efPjZow8I8nD7wtM79Rs90b1c5O3Wh9018//fT5TbdnjwAAAABsre0KgBaN/Me9945fa0N85eKZEz6buan6JUcv357dAQAAALANtisAym3R8YQTmvz8+t1a5G7P7gAAAADYBtsVAO3W/aHXuldUJwAAAABUiu1bBBoAAACAak8ABAAAABBx23UL2JIvhgwZu+Tn19fa96ST9qm1PXsEAAAA+JmWjHzib+/OCnmH/OaaYxpsombu+30f/XBRaPiLay88dKc1W4vnjf/8y6+nTJ46qzCzTv0Gu+/XqWObOumb2s+K70b9+/3PJ89Zllqv2Z577n/QgU13ilX0sWyn7QqAZr1yy3m9xm+57idteo0XAAEAAETVuRPuqNgJ/7nXHyt2QnY0tWp++2yvOyeHfTKPP+aGPTZaMnvAH6/q9VG8xU0n3rZ6Q/m8EY/cfmPvJ0fMXrV2XVqdtqfd1K/vtYfWXjfaWT7hmat7XvXkmCXxNZtSdz70kr/0u+u8ttXpUVjbFQD9fNn1WjTbOaN53cyq2R0AAMC26dHlwQqecc+8Cp4Q+Pn26dmzzZ29xn/Rf8CEG27dayMFswcNHBkPoWX37vuFEEJY8cmtXTr3HrsqpVabky/qdtheuxWkLZszY9LIl557fVz/6zqO+vpfn/Xr8r+v6nmDz//FuS/Ojmc17XTmaScc3jpnwdjXn+j32siHzj9mUe64/l0Lqug4t2y7AqA9bxi55JryjQ7FS4vmTft6wqjXHrzroaHfrSoub9D90ZdvOjR/e3YHAFQHHfo+U4GzTep1bQXOBgCwrpY9zz6g1/Wffvl8///e+qfWGwzPGvTSx/EQ2nTv3iaEEMKYP/e4a+yqjNbXvjm8z1G11yq8o/ew6zsec8/4R8/7/anTHjsmO4QQQnzMAze+ODue0fI3Lw9/7Li6IYQQzrn4qvPuOvKgmz4ZcPEN557wRJfqcinMdi0CnZKZm7cJteo0bNn+yFMu6/P+15/d1SEnvuCDm0/o+fSsimobAAAAYMuandXzkJQQJvXvP3bDwbmDBo6Ih7D/Wd1bhhBCmDV82JR4SD/uhjvXSX9CCLH8I+5+4MJdQpj33LPv/rTxixde+CqEnbrf2/fH9CeEEEL23tf3Pn+XEBZ98MG4SjmkbVL5TwHLbnPDgL8ckR7C4jduf+DTSt8dAAAAwBqNzjy7U1oIU/r33yCUmPvySx+Vh9Cu+5ktVm+YNm1aCCEtOztjIxOlHNj95iuuuOLXh9T9cXGg+IwZM0MI+x188HrlKa1btwohTJ00qaQij2S7VMlj4Bse12XvEEKYOmnSqi3VAgAAAFScuqf3PCY9hKkD+o+KrzMwZ9DAj8pD7JCzzmj645YWe+6ZGsKKQbdc8vyEog0mqtnhigcffPDBS3/Ke0pbnfPwE088ceux66/0E588eWoIoW6jRpt8bliVq5IAKDRo2DAWQmjQpMnGIjQAAACAylKn69m/zA5hxgv9R669kPH8l18aXh5ih3c/Y9efNtU9t9c1rTJCyaQne7Rt0PSw06/+8xNDRk5evInreNJbdLngggsu6Nx03c3l3z55x1MzQmjQrdshlXA026hKAqDysWO+jIcQWrZsWRW7AwAAAFhjp5N6npgbwuwXnh/2vwRo3ssDh5eH1CPOOr3h/yqzDrv3448euaxLq1qxwukjBz5wy29OPmyPgvxG+x979nV9Bo+Zv8VbuhaPfvj0oy5/Z2mo3/XemzpVlxWgQ5UEQEs/vfO6ftNDCDvtsUfdLRUDAAAAVKzsE3qemhfCnIH9Pyj9cdO8wS99WB7Sjurerd66tbXaX/LQmxPnzZs4fNAjd1x5xlFt62UunzXmnWf7XHfq/o1anPzX0Us3vo/44rFPXdmh1cGXD5pa3uj4B95+tnuDSj2mrbRdj4Gf82bv3m/M2UxB2fL5U0YPe//LeaUhhF179Dh8e/YGAAAAsC2yupx92s7/fGLBoP7vPXTUsekhLHx54AflIb1L9651NvqCjDqtDj+11eGnXnJrCKsWjh/2r5ef6Xv/s59NH/LbY87dedIrPde9wmXF1wNvPu/yv328oDxWa+/zej/510vb16qKw9oK2xUAfT+qf9++439WaWazCx+8rWPW9uwNAAAAYJukHdnzjIZP9J01qP/bDx17QsaCwS8NKwuZx5116lr5T8n8SV/O/CGlzh77Ndlp7ddmFLT5xXltfnHuhSf2aH9a/zlD+vxjas8/7P7T6PIv+/369N++8NWK1LqHXfanv95+4QEFVbPg8tbZrgAoo6Bpq1alm69JqVm/1b6HnHTF9efsu9PmKwEAAAAqR0rHs8/are89MwY//1a/Ew4ZPHBYWcg+sftJeWuVlL37+wN6/iv88umi18+useEMsQbdLjqxTv9HF02ePDmE1QFQ6ZTHT//Fpa/Pr9Gq+8PPPHRJ+/xY1RzN1tuuAGiPy1+deHlFdQIAAABQWWIH9uzR4p67vn61/+sz5740tCzUOPGsk3LWrshq1apx+Nf0j14aNPf/2bvTwCrK82/Az8kGCQQIhF0ERBQUd0RRFFzBpQqIQlhqfdW6VOvaWnesWq3+3a1r3RdUsFYFURFcQBAUEQFFRBYRZAchhBBIzvsBtawqyQknGa7rUztz55l7yIw5+eWZZ/r1a7CFIRZ++eXSEELTpk1/3PDVHb3OG7Iw84C/Dnvnn4dUtIe+NlamAIhfVq1atWS3wK9ISUkJIcRiserVq/9qMVQ0sdiPf11ISUlxDVOppaenu4ap1KpUqZKW5nM1lAs/IEiovfv13fuW6z5/7f4zvx21LmT3yDthk1/bDzj/4g73XDzqtYu7X5H99A1dd91oJZuirx8584YP4iHr0LPy1r/kvHjMAw98UhxaXf74Pyp4+hPKIwBal79g9rfL0hs026l21Yr40Nt2lJaW9vOvZ1RMP3+D0tPTk9sJlEUsFnMNU6mlpKS4hqnUUlNT1/9VCUg4PyBIrNZ9+u5/3V8/fW/Y6BBqdc07LnPTgubnP3bfsMPPHTLmtm57D+zQ5bC9WuzSrGFW0bKFcyYP/++QCQvXhoY9nnjpzz+u/zNpyJBvQ8jMnDmw/7UDt3C4qgf8/uquLcv5nH6rBAVAJUs/ff6fNz/05mdffzN74ariEEKIVa3dpEXLfY4+6+przjgoNzUxx6lcfvjhh3g8nuwu+CU5OTmpqanxeHzZsmXJ7gW2WSwWq1OnTgihuLh4+fLlyW4HSm/NmjX5+fnJ7gJKr6CgoLCwMNldQDT5oL5ebm5usluIil169zv0b59+WBJCzim9u2RsXpC+2zkvf7TTbZdffvsrU0e9MnPUBrvS6rXrd9G1111yYqMfZxIUz5gxO4SwesKzN03Y4tFqndUhUgHQ4lF3XHDejS9N/mHjqCNeuPTbKWO/nTL29Sfu6fn3Rx+66OAKPx0KAAAAiLLGfW6+/4f3FobY7qccvYX8J4QQqjQ74dpBJ1yxaPLI9z6eNm/RssKq9Zo0bdqsRZv92jTcaMpQYZPO1/Tf/RcOVnX/XRPYehmVNQAqmnDLcV2u+mRVCCGk5u57/Ikd9mjetGmjGkULZ8+Y8eWYIYM/nr92xeQXL+4Wb/L5i93rJqBjAAAAgNKp2/G86zv+hrqMum2OOrXNUb9UUu3A068/MEFtlb8yBkCz7v9T/09WhRBrdOI/Hr/3z52bb/KatNWzh93/5/93xWvfzX/p7DOOO3jwHxqV7XgAAAAAbKuyLVY39dnHxxSFULXt9a8O/Ntm6U8IIbPpMX958b/9D6wawtIhdz31dZmOBgAAAEAplCkAWjF69JQQQurRF1/etupWq6oe8JdLjk0LIXw+atTKshwOAAAAgFIoUwC0cOHCEEJodcAB1X6xLrNt2z1CCGHBggVlORwAAAAApVCmAKhq1aohhDB//vxfKfyxIitr84fEAAAAAChfZQqAGuy6a7UQwpL33vls3S+UFU96592FIYTsXXetX5bDAQAAAFAKZQqA0o48+YTsEMJXt+Vd8t4PWylaMfKynrd8GUKoftzvOqWW5XAAAAAAlELZ3gKW1e2Of51cJ4S1U+/vsufh59375hfzV679cd/alQu+ePO+8zvtecw9X64NIXW/K6492RNgAAAAANtdWhm/fqd+jz8+Yv9uT85eM3fkQxcd99BFISWzTqP6masXzFuyuuSnqpTG3R59+co2ZUubAAAAACiNsmcytU96/PPPX7zmxF1/nN5TsnrJd7O++zn9yWpxwtUvTPzi5TOae/wLAAAAIBnKOgMohBBiNfY87cbXu13w2YiRn339zfTp07+Zm1+tcYtdd91115b7dDhyvwbpCTgIAAAAAKWTiABovfT6+3busW/nhI0HAAAAVBypqamfX/WnJDaQkmJpmdJLXAAUQigpKdnwu7Fi/nexujtle/QLAAAAKr3U1NTUVL/jV1aJCM/WLfzo8b90P6R1g7pnDN1w+8grW+bUbt7uxEuenJSfgMMAAAAAUBplngFUOOW+bkdd9OaCeAihattNt5v+0AAAIABJREFU9xavmPXxkLvPeGfw4HtfHfDHPSwGBAAAAJVTcXFxcXFxEhtISUlJS0vok0w7kjL+w60d1//Ui99cEA8hs2mH7r26td5wZ7s/PXxz9QFPPv7m1wXTX77gjDsP/+iKVrGyHQ8AAABIiuLi4t1euDOJDXzR488CoFIr2yNgKwbedPeXJSHUO/7ecVNGPntr91023Fu37e+vum/oxE8fPrlBCGvH3XjFC8vKdDQAAAAASqFMAdDadwa/vSaEtMOuf+TCNtW2UpS5+x8fufGojBBWffjhxLIcDQAAAIDSKFMA9P2sWWtCCC0OP7zxL9bV69ChZQhhyZdfLirL4QAAAAAohTIFQPF4PIQQ1q5d+yuFhYWFIYSwatWqshwOAAAAgFIoUwDUsFmzKiGEGR9+OP8X6xaOGfNNCCG9adOGZTkcAAAAAKVQpgAo45gTj6kSQvjwhjMemr5uK0Ul3z5x5vUfhBDSjzzu6CplORwAAAAApVC2t4DV6Hn9ZXukhLD4zQs6HnHePUOn5cc33F00d9Sjl3Q+/NzBi0LIPPjG2/vmlOloAAAAAJRCWhm/vO31g+4d3+mCtxbOG/XQxcc/9Jfq9Xdq2qRJw5olS76bNXPWvOVrSkIIIeR0vueFv+5VxoMBAAAAUAplmwEUQsho/afBn4966E8dGqaHENbmL5g55ZMP3hk+asJX3y1fUxJCrMaePW8ePP6Vs5vGEtAuAAAAANsqEZNy0uofes79I/tdOuylV8d88fX06dO/nrUktf4uu7Xcbbfd9z2mZ/cDclMTcBQAAAAASiVxT2Vl7XLMHy45JmHDAQAAAJAYluUBAAAAomn56H/fM2xuqNn+7IuPbbSVmvkj7n945JLQ+JhLzjqkxs9bCxdM/vTzad9MnzF3ZZU6DRvtsl+nw9vUSf+Vw33//qPPT9219zlHNEzYGSSMAAgAAACIplrVZj/b/6bpYZ8qJxz7t5ZbLJn3wnV/7v9hfLerTrp+/YaSBaMevOHKfzw2al7RhnVpdfY69aqH7r/kkNpbXeN4xhOX/PHqRRd3qJABUJkXgQYAAAComPbp27dNCGHigBe+2HLBvJcHjo6HsHte3n4hhBBWj722y1EXPDhqflabrhf0v/2Bx5945O5/XHPuia0yl04acNnh7c5784etHGrBf665f0K5nERCmAEEAAAARNXuffsd2P+Kjz9/fsCUa2/cc7Pdc18eNCYeQpu8vDYhhBAm3Nznls+KMva8ZOgHdx5Ze4PCv//j/SsOP/b2yQ//4S/dZz5ybOZP29ctn/n5hImffTj4yYeeHfl9uZ9O6ZkBBAAAAERWi95926eEMHXAgM823zn/5YGj4iHs3ztv9xBCCHM/eP+beEg/7m83bZT+hBBiOR1vvfesBiEseO7ZYRtsn/LPYw84stuZ1z42cu6a8juJBDADCAAAAIiunXr163TZmBHfDBjw8U37HrjRrvn/GfRhSQgH5PXabf2GmTNnhhDSMjMztjBQSru8qy9I+SrsUa8ohJ8KGp90/f07rX8qbN4bN/7jjQXldh5lJAACAAAAIqzeaX2PvWjEGzNeGDDu1gPbbbCE8/cvD/ywJMTa9+7Z/Mctu7VunRrmrn75mnOfb3137z2qbzxQtQ4X3Ndhk8Fz2/f9U/v1/3PK4vsrcADkETAAAAAgyuqc0u/4zBC+fXHA6JINNi/8z6APSkLssLyeTX7aVO/0/he3yghrpz7WZ69GzQ897aKb//3q6OnL1iah6UQTAAEAAACRVuPkvidlhzDvxeff/18CtOA/Az8oCakde5/W+H+VVQ/9vzEfPnh+l1a1YitnjR547zVndz20ZW7OTvt37nfZna9MWFh5oyABEAAAABBtmSf27V4zhO8HDnhv3Y+bFrwyaGRJSDsyr0f9jWtrtT33X0O/XLDgyw9efvDvF/Y8cq/6VQrmTnj72Tsv677/Trt1veuTrb0HvmITAAEAAAARV7VLv1PrhrDo5QHD10/iWfyfge+VhPRj806ps8UvyKjT6rDu51577wvDP5+/fOGkt5+4od8BObG1s1699NjTn124PVtPEAEQAAAAEHVpR/Tt2TiEpS8PeKsohLDolUHvF4cqnXt33yD/Wbtw6vjx4yfMWrHJ12bktjnmD9c9/fHkl/IahrDs1TufnLE9W08MARAAAAAQeSmH9+u9cwjLXnn+zcKw6JWB7xeHzOPzTq65QUnxsL8c2LbtAX96tWCLI8Qa9fjjSXVCCNOnT98uLSeUAAgAAACIvli7vn12C2HFawOGzHll0LvFIeuk3idv9KL3qq1aNQ0h/uGgl+dveYiFX365NITQtGnT7dBvggmAAAAAgB3B3v367h3CqtfuP/Opd9eF7JPyTqi2ccEB51/cIT388NrF3a/47/TCTb666OtHzrzhg3jIOvSsvN23W88Jk5bsBgAAAAC2h9Z9+u5/3V8/fW/Y6BBqdc07LnPTgubnP3bfsMPPHTLmtm57D+zQ5bC9WuzSrGFW0bKFcyYP/++QCQvXhoY9nnjpz7sko/kyEgABAAAAO4Zdevc79G+fflgSQs4pvbtkbF6Qvts5L3+0022XX377K1NHvTJz1Aa70uq163fRtdddcmKj2HbrN4EEQAAAAMAOonGfm+//4b2FIbb7KUdvIf8JIYQqzU64dtAJVyyaPPK9j6fNW7SssGq9Jk2bNmvRZr82DTebMrShep0u6N9/cY2DdyqPxstMAAQAAADsKOp2PO/6jr+hLqNum6NObXPUtg39p980dHJYBBoAAAAg4gRAAAAAABEnAAIAAACIOAEQAAAAQMQJgAAAAAAizlvAAKDC6dPlvkQO17pmIkcDAKASMgMIAAAAIOIEQAAAAAARJwACAAAAiDgBEAAAAEDEVYJFoAtmffDKf4d9NGnWguWFVeo03mnn3Tuckndc61qbZleFs0c8+8zgj76csyKlXovWrfc98tQeB9dP3Wy4xJYBAAAAVHgVPACKLxl11xV3vLewOISQVqNe7fjSmVPmz5jy8fvDe15/S+/WVX6qK1k87uEb/2/ozMIQ0rJrZsyd8tGcKWM/mtjrqivz9sj+33CJLQMAAIAdR0pKylc9L0luA0k8emVXsQOgH0bcd/d7C4tj9Q4774ozj9i1dpVY8fIprz9w1xMfTX/xjifa3Hfu3pkhhBAWv3nX7UNnrsnaM+/qy7q1yc0omDfu6ZtvGzp5wK2PtXj44naZPw6X2DIAAADK1+BlJydwtBNzXk3gaDugtLS0tLSKHSOwdRU6PJs7bPCnRSG19ek3XdqlZe0qsRBCaq09u/7l8pMbh/jCtwaPLQohhBCf+tqgSWtC9fYXXpW3V27VWEip1ujgc687vVVqWP7uS8MW/ThaYssAAAAAKouKHACVzJg+M4SwZ6ejGmy0+E56q0MOrB1C8fTps0IIIUwbPXpxCJltjzxog+ezYvU7dWwdC/Fpoz9aHMqhDAAAAHYoxcXFa5Nq3bp1yf43qMQq8tytHwrW1c7NzWixU81N96SnpYcQiktKQghh5fRvFoYQ23v/fTY+mZr7798iTJ4+45sZ8ZAbS3AZAAAA7FiKi4u7fXR5EhsY2PZWz6CVWkX+h8vpfM3jnbewPT5r7McLQkhvsUuTEEKYN29eCCE7N7fqJnV1cuuEML1w7rylIdRJcBkAAABApVGRA6Ativ8w8bE7Xp4dQp1ju3WsFkIIqwpWhRCyszd7P1dG9eyMEIoKCgpCqJPgso188cUXV1555ea9PvnkkzVq1CjlibJdpKamhhBisVhOTk6ye4HSS01NdQ1TqVWpUiU9PT3ZXUDpZWVlZWZ6UwhUAj4ysSOrVAHQmrmjX3zo4f9MXFZSdfc+V/5hr/WfFNcWrQ0hbOlnblZmVghFa9asSXzZxn2tWTN37tzN+01JSVmfL1Dx+U5RqcViMdcwlZprmMrOa4mhsvDjhh1ZZQmAiuZ+OOChx16duHhdqLrzUWde+sfOu1T5cVd2jewQlq8uXL3ZFxWsLgg/z+ZJbBkAAABApVEJAqD4iq9ee/DuZz6cWxQyd+7Q+8w/nLxfvQ1nidfOqR3C8vyV+Zt+4dr8/KLw8yS/xJZtZL/99vvkk08273zJkiWLF3trWIWWk5OTmpoaj8eXLFmS7F5gm8VisTp16oQQ1q1bt3z58mS3A6VXWFiYn7/Zj16oJJo9fWsCR/vk+LMSOBqwicr7C1pubm6yW6DSq+gBUHzhe/+84u7RS0qq7tzpnAv+33Gtam02v7ZWTq0QwsqlS4tCyNhwx7JlS0MI1evUzkh8GQAAAEClUbEfVy6Y/Oj194xekrLT0X+5765LT9hC+hNCqNpk57ohlEz6bHLJRttXfTbxmxBSmjdvWg5lAAAAAJVGhQ6AFr7zzBtzi6u1Pf+mPx9Wf+vvBtm9XbtaIaz8ZNTEDddnXvHR6EnFIaNt5461y6MMAAAAoLKoyAHQd8Pf/rIk1OzY9YhaJVsUX18Xa9O1++5pYdk799773uLiEEKIr5n1n1sf/XRtqHF4l/bVQnmUAQAAAFQWFXgNoOJZs74LIfzwxjXd3thiQcMe9zz8++YhhFD/pEvPnfjXf40feeeZ45/bdefMRTNmLS8KaY06X3pG2w1mDiW2DAAAAKByqMAB0KIFC0p+vWq9lIbHXnNPg9eeHzRi/PTZ05dXrb3rwYcc36vX0btklWMZAAAAQKVQgQOgBqfc/dopv708tfbe3S7Yu9v2LQMAAAAqrFWzPv5kdkHIanrggc22Nqlj9bfjx83MX18T38b6jWpKCpfOnTlj7soqdRo2atyoTlbqL3VWtOzbGbO+X5Fav8VuO9epuh0W6KnIawABAAAAlF7GtEe7d+rU6dA/vrBkayX5/7moQ6dOnXo8PDVj2+tDCCHEl0966dru++RmZdXZeY8D2x+092475+Y02v/kPz8ydml88wFWffncpV12q1e3aev9Dz5on+a51bJ36XzVoKmrynyyv0wABAAAAERT+lF9ezYIYe2IAYMWbLkif/DANwtDqHtq76PTtr0+hDD/5X5t9ul50yufr6y1Z6cTTvv96b27HtuhVY2lE16775wO+5zyxNcbLW9TNPmfnQ/qe9dbX+dnNWt3Yr8zenXZr/66mW/fcuq+R/5j0rqEnvsmBEAAAABARKUe1q930xCK3x0wcIuJTv7gQW8VhtDg1LxOaaWpn/Nonz88Nzdes+P1w2d+O+ndwS8+9eRzr7w18ss537xzw1E567575fzed3z5v2lA8/7952s+XBmqH9h/5Hczx77+9OMDhn769YRHujcKa8b173PrpN+8FvK2EwABAAAAURVr37dPixCKPxjw0neb7131+sChhSE06dW7Q0pp6n9457/v5ofQ4YYX+h/ZKGODwqo7H3XdoPu6ZofCT+584IOfts586rF314W0Y+8cfH37Gj9trLbH2Y/f3q16WDvp5de+TtBZb4EACAAAAIiu/fr22SOE+OjnX5y16a5VbwwaWhDCzr3yDomVqn7y55/HQ8hu2bLBFg5c69ge3dq0aZNbsrzoxy3Tpk0LIezfpUu9jStrduy4bwhh8oQJa0t3jr+BAAgAAACIsNZ9+x0QQvhowAszN96xasjAoatD2KVXXrtY6eobNGgQQlg5+OEnvlmz+YHr9nlq0qRJk/518o9zg9ZU26Nr3759ex3caNPKH374IYSQVbNmeinP8dcJgAAAAIAoa9m770GxEMYPeGGjR6xWDxn0xuoQWvXuvV9p61v0O//Y6iEseu3/tdn9iD9c/cArH05fuvVJPFU6/OWZZ5555pL2m7wgvnD0Q09PCiGrU6d2pT7HXyUAAgAAACJt57x+HVND+HzAgCn/21jwxsA3VoXQOi9vn9LXNzrjpXfv7blnrZTC2e899Y8/de/QMrfWTvsd2+/SWx57/dMFRZsOvAU/TLinx6n3fRPS97j4urw6ZTjJXyEAAgAAAKKtfs++x6SHMOn5AZN/2lQwdNAbq0LYp3feHmWqr9n2whcmz58z7r8P/v3CnkfuVb/q6rmfDXv2rqvOOumAJo337Xv32OVb7WrVVy9f03nvgy8eMi+1SY+n3rjxgLREnOtWCIAAAACAiMvt0a9L1RC+GjBgwvoNhW8MHFwQQtu8Xi0TUF+l0YEnn3vtvS8M/3z+8oVffjDovqtOP2KX6msXT3zuksMPv3rs5jOB1sx89cqjW+3V4+a3v03d7bS7Rn/2Ul7T8o1oBEAAAABA1NXs2vd31UOYMWDAuBBCKHxz0JD8EDswr9euian/WUZuq8NOueDmJ0dM/WroxftVCUWTbr/66UUbVvww/qE/7L9311uHz83aK+/2YVMnvXhxu9qxrY2XKAIgAAAAIPKyTurXvUYIM18YMDYeVg8dOCQ/pBzSu2fTMtSvePqk7OzsWn1eWbelAdIbdbnj5p7ZIaz99NNJP28tGHdD547nPfVFccvT7vrg6wnPX370zhmJO8lfIAACAAAAoq9ql749ckOY8+LzowreHPR6fkg5PO+0xmWpr9GkYUZ+/g+j3huzhXfAhxBC4YoVa0II2dnZP25Y8vKZJ/Qfu6ruUXd9OOHFizvUTd3y15UHARAAAACwA0g/ql/PhiF8/9ITV73w+sqQ2qn3qY3KVn9o377NQvj2wfMvfmPO5uv8FIy77c63ikJo0vXk/ddvmfXYP19aHOr2+/egi/erlqjT+o3Kc4FpAAAAgIoipWPf3k3+dcecJ+8dGA/pnfNOqVfG+ozDrrn/jMFdn5j80Al7jsy76I/H7NVil2YNs4qWLZwzecRLjzz23y9WZ+z51+dvOmT9TJ/pLzz/cUnI3LdV5vjhw7dwvLRG+3ZsXV5vghcAAQAAADuE2MH9+ux6x63T4/GQ0TnvlNplr697wqPvvpJ7xnl3j5gy4KaLBmy8M6v5MZff+fAtHX56AGzatK9DCKuHXX3ssC0ertZZby57tPM2ntNvJQACAAAAdhD7/P6yXh+9OD/E9junW05C6lN3PvG24UddOGboq28M/3javEXLCqvWa9K0abMW+3Xu1e2A3A1W+VlRXLtdp06/cLDqu/9qJFV6AiAAAABgR9H63AHvnpvw+swm7btf0L77LxfV+N3/vfu7bTh0YlkEGgAAACDiBEAAAAAAEScAAgAAAIg4awABAMnU7OlbEzvgJ8efldgBAQAiwAwgAAAAgIgTAAEAAABEnAAIAAAAIOIEQAAAAAARJwACAAAAiDgBEAAAAEDECYAAAAAAIi4t2Q0AAAAAlUBKSsrL7W5LbgNJPHplJwACAAAAfl1aWlpamhihshKeAQAAAESc6A4AAAD4dSUlJSUlJUlsIBaLpaamJrGBSk0ABAAAAPy6devWPT/7iCQ2cFrjYVlZWUlsoFLzCBgAAABAxAmAAAAAACJOAAQAAAAQcQIgAAAAgIgTAAEAAABEnAAIAAAAIOIEQAAAAAARJwACAAAAiDgBEAAAAEDECYAAAAAAIk4ABAAAABBxacluAAAAAKBcrJr18SezC0JW0wMPbJa1lZrV344fNzN/fU18G+s3qikpXDp35oy5K6vUadiocaM6Wam/2t7qeVO+WFyj1d5Nqm3jeZWCGUAAAABANGVMe7R7p06dDv3jC0u2VpL/n4s6dOrUqcfDUzO2vT6EEEJ8+aSXru2+T25WVp2d9ziw/UF777Zzbk6j/U/+8yNjl8Z/qbtlz5+5f9sT7pxcypPbNgIgAAAAIJrSj+rbs0EIa0cMGLRgyxX5gwe+WRhC3VN7H5227fUhhPkv92uzT8+bXvl8Za09O51w2u9P79312A6taiyd8Np953TY55Qnvi7ZSm9rJz/wwDtFZT/H30gABAAAAERU6mH9ejcNofjdAQO3mOjkDx70VmEIDU7N65RWmvo5j/b5w3Nz4zU7Xj985reT3h384lNPPvfKWyO/nPPNOzcclbPuu1fO733Hl5tOAypaNmPUs9ed/Lv+n65L6Mn+IgEQAAAAEFWx9n37tAih+IMBL323+d5Vrw8cWhhCk169O6SUpv6Hd/77bn4IHW54of+RjTI2KKy681HXDbqva3Yo/OTOBz7YYMfU2w6pWa12i8P63Th01naMfwRAAAAAQJTt17fPHiHERz//4qxNd616Y9DQghB27pV3SKxU9ZM//zweQnbLlg22cOBax/bo1qZNm9yS5Rs86FW18QHHdu3Ro0ePHj2O2SO7zCf323kLGMCvOOGSpxM74JC7fp/YAQEAgK1r3bffAX+/cvxHA16Yednfmm+wY9WQgUNXh7BLr7x2sdLVN2jQIITvVg5++IlvjjqjRZVNDly3z1OT+myyrVmf+wb+uG3KDa3b9J+akFP8DcwAAgAAAKKsZe++B8VCGD/gha833Lx6yKA3VofQqnfv/Upb36Lf+cdWD2HRa/+vze5H/OHqB175cPrSteV5KqUnAAIAAAAibee8fh1TQ/h8wIAp/9tY8MbAN1aF0Dovb5/S1zc646V37+25Z62UwtnvPfWPP3Xv0DK31k77Hdvv0lsee/3TBdvvHV+/TgAEAAAARFv9nn2PSQ9h0vMDJv+0qWDooDdWhbBP77w9ylRfs+2FL0yeP2fcfx/8+4U9j9yrftXVcz8b9uxdV5110gFNGu/b9+6xy8vxvLaBAAgAAACIuNwe/bpUDeGrAQMmrN9Q+MbAwQUhtM3r1TIB9VUaHXjyudfe+8Lwz+cvX/jlB4Puu+r0I3apvnbxxOcuOfzwq8dWhJlAAiAAAAAg6mp27fu76iHMGDBgXAghFL45aEh+iB2Y12vXxNT/LCO31WGnXHDzkyOmfjX04v2qhKJJt1/99KKEnkupCIAAAACAyMs6qV/3GiHMfGHA2HhYPXTgkPyQckjvnk3LUL/i6ZOys7Nr9Xll3ZYGSG/U5Y6be2aHsPbTTycl/HS2mdfAl6Ps7OxYLPbrdSRPSkpKCCEWi9WsWTPZvbADSfj1lpqa6hqGn7kdqNRcwFCu3GI7uKpd+vbIffrxOS8+P+rmeYNezw8pnfJOa1yW+hpNGmbk5y8d9d6YNd0O2/Qd8CGEULhixZoQQnZ2diJPpHQEQOUoHo/H4/Fkd8FvUlJSkuwW2IEk/HqLx+OuYfiZ24FKzQUM5cottqNLP6pfz4aP/+v7l564av7rK0Pqkb1PbVS2+kP79m32yL2zHjz/4s5v3HN8k4yN9xaMu+3Ot4pCaNL15P0TfS7bTgBUjvLz8wVAFVxOTk5qamo8Hl+5cmWye2EHkqjrLRaLValSJYRQUlLiGoafuR2o1FzAUK4q7y22/lMfZZbSsW/vJv+6Y86T9w6Mh/TOeafUK2N9xmHX3H/G4K5PTH7ohD1H5l30x2P2arFLs4ZZRcsWzpk84qVHHvvvF6sz9vzr8zcdklpu5/SbCYAAAACAHULs4H59dr3j1unxeMjonHdK7bLX1z3h0XdfyT3jvLtHTBlw00UDNt6Z1fyYy+98+JYOFeABMAEQAAAAsMPY5/eX9froxfkhtt853XISUp+684m3DT/qwjFDX31j+MfT5i1aVli1XpOmTZu12K9zr24H5P7C3J9qzdp16tSg7q41Sncq20gABAAAAOwoWp874N1zE16f2aR99wvad9+2Vpqd/tS7p2/bl5SB18ADAAAARJwACAAAACDiBEAAAAAAEScAAgAAAIg4ARAAAABAxAmAAAAAACJOAAQAAAAQcQIgAAAAgIgTAAEAAABEnAAIAAAAIOIEQAAAAAARl5bsBgAAAIBKIBaLndZ4WBIbSE1NTeLRKzsBEAAAAPDr0tPT09PTk90FpeQRMAAAAICIMwMIAAAA+HUlJSXxeDy5PXgKrNQEQAAAAMCvW7duXdrSNklsoLDGZ1lZWUlsoFLzCBgAAABAxAmAAAAAACJOAAQAAAAQcQIgAAAAgIgTAAEAAABEnAAIAAAAIOIEQAAAAAARJwACAAAAiDgBEAAAAEDECYAAAAAAIk4ABAAAABBxacluAAAAAKD8rJg+ZsLcopQGex22e+2fthXOGT92Rv4vflm9PTu2zi335rYbARAAAAAQYZPu6d7p/vlV/zB49RMn/LRt7vNndfrbZ7/4Zb0GxQecUu7NbTcCIAAAAGDHVP+A37VvkrrlfW0bbd9eypkACAAAANgxHXjJwFf6VEl2F9uFAAgAiJTTv/h7Akd7ao/rEjgaAECyeAsYAAAAQMQJgAAAAAAiziNgAAAA7BBqrzsksQMuTRud2AHZ7lbMmTJlyhbWAErPbbFb/arbv59yJAACAAAAdkwfXHlAmyu3sL3Z3z6ZecsB272d8iQAAgAAAHZMdVofvlf9LayO02CX7O3fTPkSAAEAAAA7pvZXv/36DvIaeItAAwAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIOAEQAAAAQMQJgAAAAAAizmvgAQAAgAir2fKQTp2WZrSqs8G2zJ3bdupUK+xVf4eZGCMAAgAAACKszZ9ffvfPm2xrlPfou3lJ6SZZdpikCwAAAGBHJQACAAAAiDgBEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiPMaeCCC+nS5L5HDta6ZyNEAAAC2OzOAAAAAACJOAAQAAAAQcZXpEbCVI27540PLet57W9cGW9pdOHvEs88M/ujLOStS6rVo3XrfI0/tcXD91HIuAwAAAKjwKlEAtPi9YeNWFTYt3tK+ksXjHr7x/4bOLAwhLbtmxtwpH82ZMvajib2uujJvj+zyKgMAAACoFCrHI2DxgrljH//n01O2GP6EEBa/edftQ2cWZu2Zd/Pjzz/7zPPPPXTVcU1SV0wecOtj41aXVxkAAABA5VDRZwB9+869T7w9bcbMOcvWxLdWE5/62qBJa0L19hdelbdXdgghVGt08LnXnT7z3MemvvvSsD7tTqqb+DIAAADYoWRkZIQG05LyC1bKAAAgAElEQVTYQFYSj135VfQZQMtnTf563vLiKtk1amRlxLZcM2306MUhZLY98qANns+K1e/UsXUsxKeN/mhxeZQBAAAAVBYVPQDa+6xHnv3RNUdtef2dldO/WRhCbO/999l4OlPN/fdvEUKY8c2MeOLLAAAAACqNih4A/Qbz5s0LIWTn5lbdZEed3DohhMK585YmvgwAAACg0qjoawD9BqsKVoUQsrM3mx+UUT07I4SigoKCEOokuGwjEyZMOPvsszfvbPjw4TVr1iz1ibHdxGKx3NzcZHfBDiTh11taWpprGMqJm4vtzCUHlYt7lkokAjOA1hatDSFkZmZuticrMyuEsGbNmsSXAQAAAFQaEZgBlF0jO4Tlqws3f0N7weqC8PNsnsSWbSQrK6t169abdxaPx9etW7eNp8N2lZqaGovFQgi+U2xPCbze0tLSQgjxeLy4uDhRYwIb8gOC7cwlB5XLdrtn13/qg7KIwDVUO6d2CMvzV+ZvumNtfn5RCCEnJyfxZRvZfffdn3nmmc07W7JkyfLly7f9jNh+cnJyUlNT4/G47xTbU6Kut1gsVqdOnRBCcXGxaxjKiZuL7cwlB5XLdrtnPWtG2UUgAKqVUyuEsHLp0qIQMjbcsWzZ0hBC9Tq1MxJfBlB6He7fQmRcalP7X5LA0QAAgEiKwBpAVZvsXDeEkkmfTS7ZaPuqzyZ+E0JK8+ZNy6EMAAAAoNKIQAAUdm/XrlYIKz8ZNXHD9ZlXfDR6UnHIaNu5Y+3yKAMAAACoLKIQAMXadO2+e1pY9s699763uDiEEOJrZv3n1kc/XRtqHN6lfbVyKQMAAACoLCKwBlAIof5Jl5478a//Gj/yzjPHP7frzpmLZsxaXhTSGnW+9Iy26eVVBgAAAFA5RCMACikNj73mngavPT9oxPjps6cvr1p714MPOb5Xr6N3ySrHMgAAAIBKoRIFQG3Oe/a187a+O7X23t0u2Lvbr42S2DIAAACAii8KawABAAAA8AsEQAAAAAARJwACAAAAiDgBEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAERcWrIbAAAAfnT6F39P7IBP7XFdYgcEoJIyAwgAAAAg4gRAAAAAABEnAAIAAACIOAEQAAAAQMQJgAAAAAAiTgAEAAAAEHECIAAAAICIEwABAAAARJwACAAAACDiBEAAAAAAEZeW7AYAACquwctOTuyAJ+a8mtgBAQB+CzOAAAAAACJOAAQAAAAQcQIgAAAAgIgTAAEAAABEnAAIAAAAIOIEQAAAAAARJwACAAAAiDgBEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIOAEQAAAAQMQJgAAAAAAiTgAEAAAAEHECIAAAAICIS0t2AwCUSbOnb03sgJ8cf1ZiBwQAAJLODCAAAACAiBMAAQAAAEScAAgAAAAg4qwBBAAAkTV42cmJHfDEnFcTOyAA24cZQAAAAAARJwACAAAAiDgBEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIOAEQAAAAQMQJgAAAAAAiTgAEAAAAEHECIAAAAICIS0t2A1FWs2bNWCyW7C74JampqSGEWCyWk5OT7F6gonA7QLlyi1HZuYZhQ+4IKhEBUDkqKioSAFVwVatWXf89KioqSnYvUFG4HaBcucWo7FzDsKHtdkdkZmZunwMRYQKgcrR69ep4PJ7sLvglGRkZqamp8Xh81apVye4FKgq3A5QrtxiVnWsYNrTd7ggBEGVnDSAAAACAiBMAAQAAAEScR8DYgj5d7kvgaM+9eWECRwMAAAC2lRlAAAAAABEnAAIAAACIOAEQAAAAQMQJgAAAAAAiTgAEAAAAEHECIAAAAICIEwABAAAARFxashsg+k645OnEDjjkrt8ndkAAAACINjOAAAAAACJOAAQAAAAQcQIgAAAAgIgTAAEAAABEnAAIAAAAIOIEQAAAAAARJwACAAAAiDgBEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIOAEQAAAAQMSlJbsBACqW07/4ewJHe2qP6xI4GgAAUDpmAAEAAABEnAAIAAAAIOI8AgYAsP3UXndIAkdbmjY6gaMBABEmAKLy6XD/M4kd8MvrL07sgAAAAFCheAQMAAAAIOIEQAAAAAARJwACAAAAiDhrAAEAAL+VhcwBKikzgAAAAAAizgygKMird15iB0zZf4/EDggAAAAkkQAIAGBHl9g/JvlLEgBUQB4BAwAAAIg4ARAAAABAxHkEDIByNHjZyYkd8MScVxM7IAAA7AjMAAIAAACIODOAIDR/5p8JHO2T489K4GgAAABQdmYAAQAAAEScAAgAAAAg4jwCBgAAVG559c5L4Ggp+++RwNEAKggzgAAAAAAiTgAEAAAAEHECIAAAAICIEwABAAAARJwACAAAACDiBEAAAAAAEec18EDyJfbVrcHbWwEAADZmBhAAAABAxJkBBABlZRYbAAAVnBlAAAAAABFnBtAvKM5f+N33K1Lq7bxTzYxYspuh0jj9i78ndsCn9rgusQNCpVZ73SEJHG1p2ugEjgYAABWWAGjLiua88+AdT743Y0VxCCG1esM9jzzzojPa1U1Ndl8AAAAA28wjYFuwavIzV/zl3uEz8qs0aHXQoW13zVk7//PXbr6s/5DZxcluDQAAAGCbmQG0mXXTBtw76JuC1Ca/63/72ftkhRDiS97/52V3jJ74+L9eb3tb1/rJbhAAAABgm5gBtKmi8YOHzY+H+r+7+Mx9stZvitXpeMk5HTLD2qlD3vomud0BAAAAbDMB0KYmj/t4dQh12h3ccsN/myoHtN8vI4QFH4/7NmmdAQAAAJSKAGgTi2bNWhVCWps2rTbentGmTcsQwnffWgcIAAAAqGSsAbSJhQsWhhCya9baNBqrUbNmCKF4wYIlIdTbeFdBQcHs2bM3H6tevXppaf6FKavBy05O4Ghd6w5J4GhQ2fmvNJWda5jKzjVMZecaphJxsW5ideHqEEL17Oqb7kjNzs4KoWD9/o199dVXZ5999uZjDR8+vGbNmuXRJZRajcJ2iR0wpcG0xA4I21OtWrWS3QKUiWuYys41TGXnGqYSEQBtoqSkJISQkZ6x2Z709PQQwrp167Z7T79qWMnAZLcAZeIaprJzDVPZuYap7FzDAL9KALSJWrVqhbB4VcGqzfasWpUfthzw1qpV6+ijj958rJKSkjVr1pRDkyRMRkZGLBYLIfhOUUlVqVIlhFBSUrJ27dpk9wLbLCUlZf2fV4qLiyvkX1jgV6Smpq5/+mPdunXFxRaKpPJJT09PSUkJIRQVFcXj8WS3wy9Z/6kPykIAtInaObVDWJy/Mn/THYUrVxaHEKtde/MAqHnz5rfeeuvmYy1ZsmTlypXl0iYJkpOTk5qaGo/HfaeojGKx2M8BkGuYyig9PX39s9Jr167Nz9/sRy9UeJmZmesDoMLCwsLCwmS3A9ssOzt7/WeJgoICQXwFJwCi7LwFbBO1cmrFQlj1/feb/iq1YMGCEELN2jmpyWgLAAAAoNQEQJtI22235iHEp4wfv/EfcRaNHz8nhMy9926ZpMYAAAAASkkAtKnGh3ZoFgtrJwwbseB/D8EWzXj73ekh5HTq0q5qEnsDAAAAKAUB0GYaH9/3iJywZtJjNz/4/rSFhUUrv5s05I6bXpodT21+/HFtPAAGAAAAVDYWgd5cVrtzr+674Mbnprx5x+VvxmKxeDweQlqDDhdceWqzZPcGAAAAsM0EQFtSdbfTbr5/vw/eHvHp9O9/WJtZe6c92h9zdLsmmcnuCwAAAKAUBEBbkVKzZadTW3ZKdhsAAAAAZWYNIAAAAICIEwABAAAARJwACAAAACDiBEAAAAAAEScAAgAAAIg4ARAAAABAxAmAAAAAACJOAAQAAAAQcQIgAAAAgIgTAAEAAABEnAAIAAAAIOIEQAAAAAARJwACAAAAiDgBEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiBMAAQAAAEScAAgAAAAg4gRAAAAAABEnAAIAAACIOAEQAAAAQMQJgAAAAAAiTgAEAAAAEHGxeDye7B4ia9myZSUlJcnugl+Smpoai8Xi8XhxcXGye4HSSEtLW/8/1q1bl9xOoBRSUlJSUlJCCCUlJX5iUhn9fA0XFxf7UE1ltP7DcHANVwZ16tRJdgtUegIgdmgnnXTSvHnzMjIyRo8enexeYJutWLHiyCOPDCHsvffejz/+eLLbgW02bty4888/P4Rw2mmn/fWvf012O7DNnn766XvvvTeEcN1115100knJbge22VVXXfX222+HEJ5//vnddtst2e0A5csjYAAAAAARJwACAAAAiDgBEAAAAEDECYAAAAAAIk4ABAAAABBxAiAAAACAiPMaeHZoEydOXLNmTSwWO/DAA5PdC2yzdevWffrppyGE6tWr77HHHsluB7bZihUrpk6dGkKoV69es2bNkt0ObLPvv/9+zpw5IYTmzZvXrVs32e3ANps+ffrSpUtDCG3atMnKykp2O0D5EgABAAAARJxHwAAAAAAiTgAEAAAAEHECIAAAAICIEwABAAAARFxashuAhCkY1r/XfZ/+Ysle5z93c5fs3zjep/ec1n944cF/+e9Vh0lKKRfFy74c9t+3JsyYO/f7eQt+CDXqNWjQcKfdDj7upCNa5aQmo6GJD/a9duiKgy99+apO6ck4PomXP+Km0+8etzar03XPXNp2y9/Vkgn/+v31b61Ib3fxM9ccmewXwLgp2AaFI2487e6PN90ay8iu27Bxo2b7dO55yqE7VU1GY5vxiYLysvLNa/s8MDHsevq/7zyl3i+XLh/yt98//EXDHvc8/PvmCe9j7ksXnvfs7F36PnL3aQ0SPjiQOAIgIiclIyszPbblfVVd8VQQ8SWfvfjIw/8ZM7dw/f9PSUsLi+Z8vWjO15PGvfv6C/v1uOSvvfasltweiYLqhxzR9sFxYwo+ev+TorbtM7ZQUTJ59JgVIWS0Pfzg5KY/bgpKKSUjMzP951ylZO3qlQtnT104e+pno4YfetH/XdGpdjKbA4AKxK/DRE7Lvv+6vWudBAzU+NDep+9U3KjZVsIkKLX40nH3Xn3L8HnFocpOHXv2PGKvFrs0a1wrbc3yhbMmvjfk5dffnzXh+Rtvyrj1hu7NtvQLO2yDqgd2OjhrzPsFYz8Yt6Z9hyqb7S+Z9OGYFSFUPbBju2TmP24KSq/ZafdsOOkgvq5g0fTR//n3Y29MW/zhww+/v8+VHXOS2F0IwScKACoI81Bha+q37XrKKae0b7KVj2vxglUF8e3bERGx+I07bh8+r7hK02P/cvfdl/XouP/uO9WqEgupVWs1bNUx77L/u/W8/WuGgilP3vPavGS3SgRkHHjEodVDKPz4g3GrN98bnzR6zIoQMtsd3rbUj8qU5K/awsjbxE1B4sTSsuq1Ovrca885qFoIqz56b3zhVgrL8nO8uKiwqPi3f/GvfKIohyMCwBaYAcQOKl4wc/iLg0ZNnfPdd98vL8mqndtw1wOP7nrSEbvV+nmViYn351379qqfn9if9u//d/lrRcf949lz6o595sEn3540r9WFg661KATbqmDMU89NWhNSmp16+fmHNd5CCp+x83EX9Bp19sOTvhk+YnaPvk3/t2ft92MGDXx38jczZny/Ortx8+a77HVkz1MOqrfpf8h/W1nxwnGDXhz22bRpMxenN2y5e+uDftf7hISfLBVB2r6dOtQa9uby8R+MXXVYp42foSqZ/OHo5SFkte94wM8Tawqmv/PS62O+nD595qJ1Neo22f3gY7ue1Kllzf9dq2Pv7HHze/Xy7n/glNh7/37w+Q+mLu9wzYCDR/b7+/D83f/fv2/vutEyFGs+vL3vP0cWtTrzsdtOzt1Kh24KykHNdge1CmPHx+fM+S6EXUP4tZ/jRd+NHPSfkZOnT5/x/erMuo1bHHDUyScfvVfu/37Kz3z6nIsGrTj27w8c/sV9/3r10+9Xx6vWbtqy9V6H9+jTuUXmqq/ffvGVDydP/+a7FRl1mrY5qvfp3fbJ3donirG3d7t5ZGqn6wZd2nbDlue/fPEfn5rxv8VcynJEdnSrvn5rwKtjvpj29bzVNZu1arXPkT1Oa72luuLFn7zy0vCJ06d/M2dFeu1GzffudGK3zm0bbfIXgTVzRw8aOHzyrO++m7ekqGqt3HrN9j3yd12P2aeuj8FQ2QiA2BEVzx7S/7p/T1xWHNKr5ebWrVu8YtG3X4ya/cWYMV/3v/28far/0tf+MO6+u24ZvihWtVa93OrmcrPNCseNGJ0fQr3jzu7adKtzMHOP/vMtDecWhOrV1v303+n4ojEP3Xz30BmrQ0jJrFM3a/nMz8d88/mY0WNPuPSqcw78+Rfr31j2w6Snb7510NSVIYTUrFrV504c+c1nYyfOPKZ+SXmeO0mS0uaIw3PffG3x+PfHrOp09IYJUMmU0WN+CKF6+8P3X5//rJkx9K5bHh29YF1IqZpTr2bK0u++GDnwi1EjRp3b/2/HNd3o4av4ghG33nv3JyvSsmrtlJOVuu8h7bKGj5g25qOlXU/aYMmVNeNGfbwmxPbqeNjW0h83BeWkpCQeQgjF64o33r6Fn+PF37//wD/+NWx2YYhl1KxXO+OHudPGfTdt3IgPel93ba/dN3w4snjGCze898XMUGun3ZumL5k1c9KHsyZ9OmvpHxqPevTNeVUaNG/SICd/xtwv33+6/7dr774zr2nZA5ntf0QqvXVz3rnrxgdGzl8XQiyjRq3lX41954txH3/Z9YBNZsPFl4x//JY7X522MoS06vVyq+Uv/ObTt7759P13f3dF/7MPqPVT2YL3br/6vpEL14bUzJy6uXWr5i+ZO23cnGnjRk/6yx1XHGaNLahcBEDsgFa++9QTE5cV12l/Xv8LuzStHgsh/P/27jywhqv/4/j35mYn+yaI2EIQCUKRkq2UFG09tira/lS12mqr1QW1lG4efWxdaKnW0lbJ0wa19EFUggSRkoXIKvsickWSK9vN/f1hy2JJK6S53q+/3LlnZs7EzNyZz5xzpizv+PeLPt2ZuufXsGc8Bt96lNGyE9+tLLUfOeuj8f1bMA4F/gbNqeN/VoiY9nyo++32ICMH114O1ScUha5dsTv5skn7x994d2I/R2OFtjTzyLpPV+xJ3Ln8e/c1M/ub/oVi5Sc3LQ2MK1JY9XjmrdeGdbc1ripJP7Lh0xW7d6bfuy1HI1K4+vo6bA/MPXnwyKVBg82vT9fGHj5SKGLxsLeHUkSkKjnwP6uP5Bq3C3jtzed8nE0UoimM2/XV0nVhEasX/+jy+XMdb9xbFgZ//Y3WZeKHr4xyt1GKiFR49TEJPhgXdvTi4wHX7xtKj4UeLxWlh8+AW98jcFDgnlCFhcWJiLRp41R98s1+x3N3rVyxN1XRcsC0N18a0slcT7TqlANrl67eF/vjJ2s7rn6tWv/I0sTT2Z1GL5wzycNKIVUFR5a/9ekfF6J/WhVjP/CNla/7OxmKlJzdMOe9wOSUvcFJ4/+v011vx/1fI5q6vD1ffBWaU2noPOTVmc8McDZTlqlO71y+eP2vwTX7EBaFfPPZtni1reekN14d6W6jL9ryrPBNSz8Pit+x5IuOq973sxIRqTzx09eheRXNPJ6ZP3Okq4VSRCpVMVs/XfTTmcP/PZAzcBQv/QKaFMYAgs5J/GH6xJuZ8nXU1RKZqel6xsZuo18IcL7WhsfIvs+4oa4i2vT0217sl+Vd6jx51rOkP/i7LubllYtI69ZOdyxajTYxcFOYWoz7Tls4pb+jsUJEFMatHn554fPuBlIUuml76l8plrN7074LIq1Gz50/yt3WWCGibOY0cNqHU3vRlFtXKTr6+TqJaKJDDl+8MVV7+nCYSsRiwNX8R7X3+6B0rUmvKXOn+TqbKERElBauI955d6STQpuxfevh6g+Pi/LK+r/y7tir6Y+IGPT06mMi2tNhRwuvF1KHh54oF/0ePl4Wt64cBwUalLaiJD81cseyeWtOqEXM+vnVHN687u/45WMbf46t1O/49JyZAZ3M9UREFKbt/KfPnuRqKAX7t+y7UH1+RadxMyd5WClERPSsvUb5txIRsXrkpen+TlcW2azz2OE9FCL52VkVDbFB93+NaNLKT2zecqZSTB565eNXfJ3N9EUURlbd/jVvzvCab4mvjNuyMaxE4TjinVlj3G30RUQUhi37T35/aj9TUR/b8tuVs6PknkvTGBs7D588+kr6IyL6Vm5jh/dSiqSlp93XbQNw92gBBJ2jKSu+VHaT6eWllVf/5fr8mi3P15ktMytXRLRVtx9h0dBriK/5bUsAt1N4sVBE9Ozsa7+prmjnnAlfR9cu3ueNLXP9jSUvKipHxMrvCe+ae5+V/+MDvo86kB4dc/EpZ8t6Fis9HRWvEWXPJ5/sWKOrgJXf4wPXRwYXNcyG4h/Gyde3/c8bk6NCDqkChl95JdLV/Md6gLebnohIZUzEqTIx8nnMv2ZvLWUHf++2gT+kxETHiXeP65Pt/Ib0qvFSMYNe/XsbhYRGhx0rGXKlIaU6/NCJCjHo5+N1u561HBS4S8mbpj6+6WZf6LcYNP1V31qvAKvzOx4fEXFJFD2HBDjVeCyqcPT367Im7lRCdGzZcO/r+3pLT88W1fp/29jaiGQq3Xr3rDZmirGtbXORIk2VRuTuI8T7v0Y0aWlRURdFbIeM9jGrPlnZ+YlhnXZ8F3+jXEREnkiHwY+51nyoaent7/l5eGhmdLRKnK1EWo1aumVUnbXkZGVViejd4aoZwD8PARB0TufJ39XvNfCa4pzkpHOZ2Tk5OdnpSTGRUXn1mMneoQXt5nAXjIyNRKTq/PkLIjXvsvWNmzWr1vtQU64urbh2YZWdnS0irZ3rDJBi4OzcSiQ+JzdHxLKexa6UcujQ0ax2KReXthJc534buqGVj1+nTcnxpw8eyh8+wlZEtKcPH1GJ2Hv7uF65uczOytKKGGaFfLPqRM15NZklIlKUl3tZxOTaxBYOtdv9G3l69TIMDYsKO64e7GsqUhIeGlkhRv19+t32BfMcFLhLeoYmJgbV/4eVpjYtndr3fHTcv7xaGdUuXft3vDArSy1iXBCxflVyraLnL+iLVOblXRBpeW1a8+Y14kw9hUJEzCwta0SHCr0GHCPw/q8RTVlldvZ5EUX7Du1rn/XsXVzMJf7S1U9V2Vk5IorLMUGrztfaeS5lGohU5OXlityIT7Xq8ynJKRlZubk5WRkppyNPppD9AE0SARAeRBVZRzat2fD7n1nqK4N76hlbtXbp5VYRGp1zp1ktLG/TkQG4IxtbO4WkatNS07RiW/2Sy2zI3J+GVPt8atXEubuvXqeVFhSoRZSWlrXvTkWsrK1EJP98vlakrH7FVCqViFjb1B2TxczO1lCk/G62D/9c9t6+Xb+Ljz17MDR3xEgH0cYdOlIgYj/Qu/PVHTE/P19EihJCdifcfAmlZaXVAqCbnA2NPb08DcPCToVFXPb1NikKCz1ZKaZevn1u/4J5DgrcpbZjVywfW+9xSGrvufnn80WkNPXo7tSbz1Baeqv3yF+nUNzv+OX+rxFNROFFlVbEzNq67mAFtna2ItcCoIvn8zUikhW5J+vmCyotvdqeXpv/55Y167YfSy26Mp66wtC8ZYfuHm2ORqaRAQFNDwEQHjzqiC9mLT6g0rPpNnTM4Ie6ubRr42htqq8oDV5UjwBIT0EDINwN4+5uLhIRXxoblaDp1enWb2s5n5R46cZM1tamIuqLF4tEat3HXuk9Y2llpah3MTtbW5ESVYGq+qM9ERGpUKsZP0KHWQ306/FtbGR8SGjOyNEOcYfDCkQcvb07XruPtLa2FsnsMmX94setbrugK252A2rcp38v/bDwyLAT5d4eR0JOasS0v2/vO4yZxkGB+6r277i1jbVIVquxy1dNbN9IVbqmvJysEXfLytZWKWeLC1QVdboDqtXqGx8sbKyVIkZDF21+2eN2y6uMWz9n4S/ZVeYd/ccH9HPv1KFNS1szA4VErBgbmcbpEWh6uJfFA6f48G9/qLTKrs8t+fjlUf69XZ1sTPUVIlKl0dxxXuCu2foP79dMJGv719sybvnoTJP2x6HqfRFaOLYQkYzU1NovpNakpmWKSEtHx/oXc2jRQkRykpKKa682/VwqT/N0mcXDvj0NRJIOhmZqzxw6UiDi5OPT7vrXjo6OCpGsjLo7ZmleQkxMTOL5O9+cmj7Uv4e+lJ0I+zP/SGiURsy8fHrecUQSDgo0JitHR2OR8xmZdfZvzYXkmJiYuBz1zWa7e1qptW9VZWXf8TEUcAd6Di3sRLTnkup00bqceu78jU9KR0c7EXVGhqr2ErSFaTExMbHpRSIi2hO7dmVrxHn0wiVvjB/cr5uznZmBQkREo6l9VgXQJBAA4YFzqbBQK2LRoWONrgaijolNaawq4YFi6Tt1UndjqUz4acXGWNVNrp+0RdHfLv4xsXogad/d3UFEdWB7SM3RaC8e2B5SJIqWbt2s61/MsFuPrvqi+fPXbck11q4OD9rLzYdua9bP7yFjkdSDB/93OCxfpI23t/ONbw27undWSmHItgOqGvcN2oxtH8+cPfvf+3Pr0WrY9CEvD6WUntj9VXB0lVgO8HW/dZOe6zgo0Jhc3N1NpPzYjl1ZNZ8DFexb9s7s2Qu3JTf8xbKeUk+k4nx+YfWJRSHBxypvNQdQX049etqI5P0eeLDGWU+buX1bRPVdvI27h6VI7K6gxJrZpzp87XuzZ7//Y5RGRKT0YmGpiLJtx3Y1zuUVCR4Rt3kAAAswSURBVLEJtFcDmiQCIDxwHJycDEUKju6PuHjtQl+dGvz1vGXBKhFRFxfTEAj3mG3AtEldTaXsbODsaTNWBoXFpuQWVWhFU6rKTDi24/M3X3r/txzHXm7V3teq5zJqQj8TKQ1fPf/743nlWhHRluWErV7wzclyMRvwzMj2f6WY3aNPD7YVbcbWhQuDYlXlWhFtWV7Exvkr/yhmVAkdZ9zXt5+pSNq2dfvyRdr7+LSu/q39Y88G2Ir62OfvLt+XfKlCRESrTgte+fHmZK3SacjgbvW5ZmjW18tDKerIiDNasR7o071+1xkcFGg8Zt6TRrZTVMZ9N+ujHWcKyrQiImU5x9Z8+G1UucLWb2jv2w9i9Xe0btVaRE5v23BMdeWaQ1t0OvDf34bfo7ZGeKAYeIwZ001f1OFfvb86NEOtERFNUdKeJR9sTtZWP58Z9nzqqe6G2vRf58374WTe5SoRkcoL0T9/9MXBYmnef+hASxERkzZOtiKak8H7867Fk2XZRzcs+HBbpohUFRez0wJNDGMA4YGj7D16XKcjG+P3LZx6sn2HlqZl+elp2YXSetCIvsd3HC0M+eLtS8MmvzfW7Q6jVgB/n6L1iAWfGny+eF1oZsq+dZ/sExE9Q0O9ivJKrYgY2Hs+M/vNUZWbJsbsvj6Lhc+U12JzV/ye+MuiKdua27cwLcnJK9GINOs4bMZkL9O/VszAfcKM0SmfBsZFrpv17PrmtpZVqgtqjZh5/N8o5XeBkff3j4H7yrC3n5fZH/uKLl8W6eQ9sNa4uYbdnn5rQtriH6MOrHzjwCoLRweTkrzcS+VahXmvl+c81b5+SYhZXy+3LyNPVYnYe/t2qW96wkGBxqNwHvn61KSP1x6NWPPuc+uaOzialefnqkqrxKTzhPef97gHlwOOg0b227E0PGvvhy9GtuvQ0qgwLTmzsFzfuVPb7PhzDb86PGBsH3355dhFq0JTdi15ebeRlY1xyYXCcq2+07BJrsc37L1RzmbIK9PPfvTlgdM/z5uy1dTO0apKlXNBrRH9NiPenT7Q/Eoh1yee7rl/5Z9HV06bHOTSxqJSlZGWqaqw7fvEwMyg0IzIde8uSJ8447m+vCIFaCoIgPDgUbYZ/cESm59/2Hk8MTMxqXmr9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width="768" /></p>
+</div>
+<div id="position-adjustments-6" class="slide section level2">
+<h1>Position adjustments</h1>
+<p>The stacking is performed by the position adjustment <code>position</code></p>
+<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb10-2"><a href="#cb10-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy),</span>
+<span id="cb10-3"><a href="#cb10-3"></a>             <span class="dt">position =</span> <span class="st">&quot;jitter&quot;</span>)</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="position-adjustments-7" class="slide section level2">
+<h1>Position adjustments</h1>
+<p>The stacking is performed by the position adjustment <code>position</code></p>
+<div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb11-2"><a href="#cb11-2"></a><span class="st">  </span><span class="kw">geom_jitter</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy))</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="position-adjustments-challenges" class="slide section level2">
+<h1>Position adjustments challenges</h1>
+<ul>
+<li>What is the problem with this plot? How could you improve it?</li>
+</ul>
+<div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg, <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cty, <span class="dt">y =</span> hwy)) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb12-2"><a href="#cb12-2"></a><span class="st">  </span><span class="kw">geom_point</span>()</span></code></pre></div>
+<ul>
+<li>What parameters to <code>geom_jitter()</code> control the amount of jittering?</li>
+<li>Compare and contrast <code>geom_jitter()</code> with <code>geom_count()</code></li>
+<li>What’s the default position adjustment for <code>geom_boxplot()</code> ? Create a visualisation of the <code>mpg</code> dataset that demonstrates it.</li>
+</ul>
+</div>
+<div id="coordinate-systems" class="slide section level2">
+<h1>Coordinate systems</h1>
+<p>Cartesian coordinate system where the x and y positions act independently to determine the location of each point. There are a number of other coordinate systems that are occasionally helpful.</p>
+</div>
+<div id="coordinate-systems-1" class="slide section level2">
+<h1>Coordinate systems</h1>
+<div class="sourceCode" id="cb13"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg, <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> class, <span class="dt">y =</span> hwy)) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb13-2"><a href="#cb13-2"></a><span class="st">  </span><span class="kw">geom_boxplot</span>()</span></code></pre></div>
+<p><img 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gAAACBasSiAQnLAGVddVff9Hz4468nJbz/Zuq2o34gvfP0rI3q2/5UAAAAAsdfVCqD+I84+e6/Qb9BWnwvf/aPnfve2k9569bV3lq5rLq3uf9DQwwd2L4giIgAAAEB+6XIF0FFnn33U9naW9D7gqBMPyGUcAAAAgPyXjDoAAAAAAJ1LAQQAAAAQcwogAAAAgJhTAAEAAADEnAIIAAAAIOYUQAAAAAAxpwACAAAAiDkFEAAAAEDMKYAAAAAAYk4BBAAAABBzCiAAAACAmFMAAQAAAMScAggAAAAg5hRAAAAAADGnAAIAAACIOQUQAAAAQMwpgAAAAABiTgEEAAAAEHMKIAAAAICYUwABAAAAxJwCCAAAACDmFEAAAAAAMacAAgAAAIg5BRAAAABAzCmAAAAAAGJOAQQAAAAQcwogAAAAgJhTAAEAAADEnAIIAAAAIOYUQAAAAAAxpwACAAAAiDkFEAAAAEDMKYAAAAAAYk4BBAAAABBzCiAAAACAmFMAAQAAAMScAggAAAAg5hRAAAAAADGnAAIAAACIOQUQAAAAQMwpgAAAAABiTgEEAAAAEHMKIAAAAICYUwABAAAAxJwCCAAAACDmFEAAAAAAMacAAgAAAIg5BRAAAABAzBVGHQCgQ9LpdEtLS9QpAAAA8poCCOiS6urqHn744RkzZixcuDCE0KtXr+HDh48fP37PPfeMOhoAAEDeUQABXc+77777zW9+c/ny5W1bampqnnjiialTp37ta18bOXJkhNkAAADykDWAgC6moaHh6quv3rT9adPU1PSDH/xg9uzZuU8FAACQzxRAQBfz8MMPr1ixYnt7W1pa7rjjjlzmAQAAyH8KIKCLmTFjRvsDZs2atXr16tyEAQAA6BIUQEAXs3jx4vYHZDKZJUuW5CYMAABAl6AAArqSTCaTTqc/cJgPhgcAANiUAgjoShKJxG677faBw/r165eDMAAAAF2FAgjoYoYNG9b+gAEDBvTt2zc3YQAAALoEBRDQxZx55pllZWXtDDj33HNzFgYAAKBLUAABXUzv3r2/8Y1vFBcXb3PvhAkTjj766BxHAgAAyHMKIKDrGTZs2E9/+tMjjzyyoKCgbeN+++133XXXXXDBBdHlAgAAyFOFUQcA+DAGDBhw7bXXplKplStXtrS0VFdXt39dGAAAwK5MAQR0YWVlZQcffHAIoaGhoa6uLuo4AAAAecolYAAAAAAxpwACAAAAiDkFEAAAAEDMKYAAAAAAYk4BBAAAABBzCiAAAACAmFMAAQAAAMScAggAAAAg5hRAAAAAADGnAAIAAACIOQUQAAAAQMwpgAAAAABiTgEEAAAAEHOFUQcAAAAgMi0tLXPmzAkhlJSUVFVVRR0H6CwKIAAAgF3XmjVrzj333BDCsGHDvv3tb0cdB+gsLgEDAAAAiDkFEAAAAEDMKYAAAAAAYk4BBAAAABBzCiAAAACAmFMAAQAAAMScAggAAAAg5hRAAAAAADGnAAIAAACIOQUQAAAAQMwpgAAAAABiTgEEAAAAEHMKIAAAAICYUwABAAAAxFxh1AEAPqTXX399ypQp//jHP9LpdK9evUaNGnXyySdHHQoAACAfKYCArqehoeGKK66YO3du25alS5fOmjVr8uTJ3/ve9wYNGhRhNgAAgDzkEjCg67n44os3bX/a1NbWXnbZZUuXLs19JAAAgHymAAK6mDvvvHPFihXb29vS0vKtb30rl3kAAADynwII6GKeeOKJ9gcsWLCgvr4+N2EAAAC6BGsAbaaoqCiTyUSdIrYSiUTbjaKiomjD0HWtW7fuA8e8/PLLo0ePzkEY4ieZ3PjWSEFBgUcqsqLt6a+wsLDtAIOs8DBFVhQW/utVoYOKrGg7qJLJpIMqfyiANlNZWdl2lkbnKSws7N69e9Qp6JLS6fSOtLTr1693jNFB5eXlUUcgbiorK6OOQKwkEglPdmRFY2Nj6w0HFVlXUlJSUlISdQo2UgBtZu3atVFHiLO2Z5SWlpb169dHHYeuKpFIfGAHVFVVtWbNmtzkIWZKS0tLS0tDCPX19U1NTVHHIQ66devW+ubnunXr0ul01HGIg6qqqmQymclknLuSFbW1ta03MpmMMyiyoqioqFu3biGExsbGhoaGqOPEWY8ePXZ8sAJoM6lUyiVgnadt3nsmk2lpaYk2DF1Xjx49Vq9e3c6ARCLx8Y9/3DHGh9P2+jyVSjmKyIq2U4tUKpVKpaINQ8x4mCIrNn1oclCRFW0v/dLptIMqf7gQHehiTjvttPYHDBo0qKysLDdhAAAAugQFENDFTJgwoX///tvbW1JScv311+cyDwAAQP5TAAFdz89//vNDDz106+29evX6+c9/Xl1dnftIAAAA+cwaQEDXU1hYeNNNNy1YsODBBx9899130+l0nz59TjjhhBEjRkQdDQAAIB8pgICuauDAgVdddVVVVVUIoaGhoa6uLupEAAAAecolYAAAAAAxpwACAAAAiDkFEAAAAEDMKYAAAAAAYk4BBAAAABBzCiAAAACAmFMAAQAAAMScAggAAAAg5hRAAAAAADGnAAIAAACIOQUQAAAAQMwpgAAAAABiTgEEAAAAEHMKIAAAAICYUwABAAAAxJwCCAAAACDmFEAAAAAAMacAAgAAAIg5BRAAAABAzCmAAAAAAGJOAQQAAAAQcwogAAAAgJhTAAEAAADEnAIIAAAAIOYUQAAAAAAxpwACAAAAiDkFEAAAAEDMKYAAAAAAYk4BBAAAABBzCiAAAACAmFMAAQAAAMScAggAAAAg5hRAAAAAADGnAAIAAACIOQUQAAAAQMwVRh0A4MNrbGxcvHhxCKGwsLCgoCDqOAAAAHnKDCCgC3v99ddPO+200047bfLkyVFnAQAAyF8KIAAAAICYUwABAAAAxJwCCAAAACDmFEAAAAAAMacAAgAAAIg5BRAAAABAzCmAAAAAAGJOAQQAAAAQcwogAAAAgJhTAAEAAADEnAIIAAAAIOYUQAAAAAAxpwACAAAAiDkFEAAAAEDMKYAAAAAAYk4BBAAAABBzCiAAAACAmFMAAQAAAMScAggAAAAg5hRAAAAAADFXGHUAAMgjs2bNmjNnTgjh8MMP33333aOOAwAA2aEAAoB/efXVV3/1q1+FEK666ioFEAAAseESMAAAAICYUwABAAAAxJwCCAAAACDmFEAAAAAAMacAAgAAAIg5BRAAAABAzCmAAAAAAGJOAQQAAAAQcwogAAAAgJhTAAEAAADEnAIIAAAAIOYUQAAAAAAxpwACAAAAiDkFEAAAAEDMKYAAAAAAYk4BBAAAABBzCiAAAACAmFMAAQAAAMScAggAAAAg5hRAAAAAADGnAAIAAACIOQUQAAAAQMwpgAAAAABiTgEEAAAAEHMKIAAAAICYUwABAAAAxJwCCAAAACDmFEAAAAAAMacAAgAAAIi5wqgDAAAA5LV0Ov3aa681NDREHaRTrF+/vvXGqlWrZsyYEW2YztO/f/+999476hQQJQUQAABAex544IE777wz6hSdbt68eTfccEPUKTpLYWHhrbfeuvvuu0cdBCLjEjAAAID2LFy4MOoIdFRLS8vixYujTgFRMgMIAABgh0yYMGG33XaLOgU7Z8aMGTNnzow6BUSvKxRAmfpl77yz4B//WLo29Oi310cGDR60W+k2B7asmf/XV+e8ty7Zd98DBu8/oHep+U0AAEDWnHLKKYMHD446BTunpqZGAQQh/wugDe/NuPun//fYW2szbZsKeh78qc996fxP7lm86cDmxdMmfeeWZxY3/XND+aDTr7j6wqHViRymBQAAAMhD+V0ANc2e/K0f/GF5KB9wxLFHHbbf7sXrFrzyx8df/NujP/xOsvePP3fQPyugzOLHr/+vX7xRV9RnyAkjj9i3YuWcPz07/e2Hv3352it/8tUjqyL9PwAAAABELK8LoKWP3f7E8lA6+Oxvf/vs/Vqv+hp14tjht37lG48u/v29z4y/YWz3EEIItc9PvuuNutD9yC9/9+uj+iRCCJ86+di9r75y8pxnb71v7PBLDiyI8D8BAAAAELF8XiWn+e9vzU2H4iPOGL/fJmv+lB584if3CCEzf/7CjVvWvTD15foQ9v/M51vbnxBCKBp4xoWjq0NY+dzU11M5zg0AAACQV/K5AKqpbdljr70O2m+vos23FxYWhhA2NNS3rguUenPmG6kQ9h42bLPl+BODhw/rHsL6mTPn5iowAAAAQD7K50vA+p3yzZ+dstXWpvf+9PKiEAoOOGj/1uk+SxctagmhZNCg/psPTOw7aGB4cuaK997bEAZv+2PDAAAAAHYB+VwAbWrDkjdnLlhVu+Ld16c9Pn1+ptuQ8/79+F6tu1avWh1CqKyq3PJrKiorEyFkVq9aE0K/zXctWbLkd7/73dZ3M3HixPLy8k7ITwghJBIbL9ErKCjo1q1btGGIh+LijWvBJ5NJBxVZkUxunBtbWFjooCIrCgo2LkZYVlaWyWTaHww7ovWcKpFIeJjKmdZrEOjqSktL/dXkRttzX1FRkZ95/ugqD2Q1z/3fd+97t/V2yb5n/PfXT9/nnx8B1rChIYRQWbFVAZSorKwIobZ1/+aWL18+efLkre/mvPPOKysry2JutimZTPo5kxVtZ2MOKrKl7XylsLDQQUV2lZaakUyWeZjKmbZnB7q04uJifzU5VlhYqD/NH13lN9HziH/7UvWq9auWL3xt2oy/T7nm0rnnX3f1GfuWhhAKCwpDaNn+lyZCYvs7AQAAAGKvqxRA5fsceeI+IYQQzv63k267/L9//8bknz4y7Edn9Q+hR88eISxbv379ll+Tqa1dH0Ko7lW91bcbOHDgjTfeuPXdpFKp2trarKenVSKRqKioCCGkUqn6+vqo4xAHTU1NrTf88ZItLS0b31Jobm52UJEVZWVlrW9+1tXVpdPpqOMQBxUVFYlEIpPJbOMMmM7R3NwcdQSyoKGhwZN7brTNpG5qampsbIw6TpxVVm51MdT2dZUCaBOlB5516pDf/+z1+TNnrj2rf/dQXV0dwrJt/CHXr6/LhFDQs+fWP48ePXqMHj166+9dU1Pj6Ow8bStrpNNpP2eyou21eiaTcVCRFW1LtKRSKQcVWVFSUtJ6o6mpKZVKRRuGeOjWrVvrMkAepnJGexsPzc3N/mpyI5PJtBZATqg6204VQHn8MfD/eOz6L3/5y9dMeXerPZW9exeHEDbOIele3aswhA0LFy7bYtjChQtDCL1693YJGAAAALAry+MCqLo0vejdd19/7a2tpva8/957TSGUDBjQN4QQEocccnAihLkvv7x6s1HzX35lVQi9jzpqvxwFBgAAAMhLeVwAlQ8dfnBBCG/87t43NmyyObP2xbsefjuEkiGHDm5N333E8UNLQ2b2o/fPbLsKOrNi2m+mLgthwIljBpsABAAAAOzS8nkNoJ6jzzv98f/+3XuPX3vpP044cfigvhXpNYvfev6Pz75TG8oPu+gLx/fcOLDqk+dPePzNO9964gfXpc/41BH7lK2YM/3R372wNnQ/esKYPSP9PwAAAABELp8LoFBywDnXfSNz808f+dsbf/z1G//cmux+4KfPv+Sc0X3+NbMnOeCMq66q+/4PH5z15OS3n2zdVtRvxBe+/pURPbf6rgAAAAC7lrwugEIo2G3YBd+744wFr//17cU1tamy3fbs33/goH16l241svtHz/3ubSe99epr7yxd11xa3f+goYcP7F4QQWQAAACAPJPnBVAIIYSCqoGHjxx4+AcPLOl9wFEnHtD5gQAAAAC6kjxeBBoAAACAbFAAAQAAAMScAggAAAAg5hRAAAAAADGnAAIAAACIOQUQAAAAQMwpgAAAAABirkMFUP37S9els5UEAAAAgE7RoQJowc9P7Nt/+Jlf+/Ejf13elK1EAAAAAGRVRy8B27Dk5Qdvvuz0w/fsd9DYS264e/qC9Zms5AIAAAAgSwo78sV7jL748y/8YsrU2ataUqvnPPl/Vz/5f1eXf+SoU8+eOHHiZ8cM6V2UrZTAh/bSSyfkdHwAACAASURBVC/deeed9fX1UQfpFE1NG2cf/uEPf5g+fXq0YTpJUVHRyJEjzznnnKiD/MtDDz30+OOPNzc3Rx2kU9TV1bXemDRp0q9+9atow3SSsrKyCRMmjBw5MuogAADkTocKoJ4jvnzrH7/8s5Wznnrw/vvvv/+RGfNq0/WL/nz/9/98//cv63XomLMmTpx49qlH9S/PVlpgp919993z58+POkWnq6ura3vdHj/33HPPqaeeWlVVFXWQEEJoaWm57bbbUqlU1EE63Zo1a6KO0Iluv/12BRAAwC4lC58CVtT7kE9/4Tt3T5v7/nsvPfi/l48/Yq+yEEJzzRuP/ezKs0cM6LvPqPOuvvXJOavj/2IB8lHbHBm6tPz5PabT6V2h/Ym9uE7gAgBgezo0A2gLpXsMG3fZsHGX/c/6Bc8/8pv777//wSdff795/YLn7r7hubtv+FLfj316wjkTJ0749LA9SrN4r8COeemll5LJLHS+5NKll1760ksvRZ1i2wYPHnzvvfdGnYKdNmrUqPXr10edAgCAXOuMV4OJioHHTPz6pEdnLln+5m/+65N9C0IIITQt/+tDP/7a+OH9++0/+nPfuvfVFS2dcNcAAAAAbKlzpgNsWPbao7+8+qJPHT3qnP+ZvnzzSwXSa9+Zevu153x87wPO+uXfGjvl7gEAAAD4l2xeApZeN/9Pjz80ZcpDDz3x53c3+Tj4ol4HHXvauPHjxp16ROXffn/X5DsnPzh9YX39vAe+MLryI+/cdlJFFjMAAAAAsIUsFEBNK96c+vuHHpoy5eGnX1+xySqlJX0/esJnxo0fN+7UUQf2/Of99L3wuuMuvOqGp78z8axvTV+17M4f3feDk/69Z8dDAAAAALAdHSqAVj5741euv+0PM+atS/9rY/lew8eeMW78uHEnH71v5bavMCvaa/Q3v376T6ffvjo1f/6iEBRAAAAAAJ2nQwXQ8un33vfcvBBCCMnKgUd9ety48ePGnXRE//LEB35pQWlpUQihaMiQwR1JAAAAAMAH6eAlYAU99z/ulPHjxo/7zImH716yM1859OvPzLo0FPXax0fCAwAAAHSqDhVA+/3Xn5Zf263oQ31tVf+DD+7IfQMAAACwYzpUABV365atHAAAAAB0km2v0ryDZt90wuGfuvAbP3lg+turWrKVCAAAAICs6tAMoEzDsr8+8fRfn7jzeyFZNfCI0SeNHTv2pDHHDv1IRYd6JQAAAACyqENNTXm/AX1KWz/xK71uwQtTfnbtxacOH9Cr7yHHT/yv/7n76VnvN2YlIwAAAAAd0KECaOAljy1f8/6c6VN+8Z3//LcTPrZXt2QIITSt/Nszv/7hFeedMKRf9V4fP+XzV0/63fPz1rhEDAAAACAaHb5Wq6T3Acd85pKrfnTvU6+9t2bVvBcfu/2mKy749BEDuxeGkKlf/Opjv7rhS+OPGdS7937HnHn9U+9nIzMAAAAAOyGri/UUdt/niE9feMVNdzz24vxVa9577al7f/SN80bsURxCSK2d+/yDD76wIpt3BwAAAMAO6NAi0NuRXv/eG3+eMX369OemT5/+0pyVTZ1wHwAAAADsoGwVQM2r5736/MbO5/nXFqzdbMmfgqq9PzZi5KhRJ5/RP0t3BwAAAMCO6lABtOG9Fx577Onp06c/99yf31xan9nsG3ffZ+gxo0aOHDlq1MijPzagsqBjOQEAAAD4kDpUAM27/eIzr5v1r38X9dxv2DEjR44aOXLkqBEf3asiqwsMAQAAAPChZOsSsLKBJ/z7lVd+8cxj9q8uztK3BAAAACAbOjRJp6RHr24bv0HDgv//J18YPbh3j35Djj3zP6758a+fem1RbSobCQEAAADokA7NABr0n9PWXLBw5gvPz3j++ednPP/8S7Pfb1g+a9qDs6Y9+IsQQkFF/8OOOuboo4855pijRww/ePfyRJZCAwAAALDjOnoJWGH3vT8+du+Pjz3nqyGEplXvvPqnjWXQn155Z9X691576tevPfXrn4QQinoOGnrmd377y7P2ykJqAAAAAHZYttYACiGEUFy935Gn7HfkKRddEUJmw/I5L/3p+WmP3f3Le59f0hSaV8998c9vrQ1BAQQAAACQU1ktgDZK1b478/nnpj377LPTnp3x2rvrLAUEAAAAEKFsFUDp9e+9/vy0Z6dNmzbt2emvLFi7aelTUDVw+PFjxowZc/Jp+2Xp7gAAAADYUR0qgJpXvPnsU1OnPfvss9OmvzJvTcum+xLd+g8ddeKYMWPHjB195H49OmOmEQAAAAA7oEPFzNs/+7cx183adEtpv0M/eeKYsWPGjjnx6IN6F3csGwAAAABZkI2ZOcW9DhxxwtgxY8eMOXHkYbuX+rB3AAAAgHzSoQKo1ye/euvvh4w5dmj/imS2AgEAAACQXR0qgPode9HnsxUEAAAAgM6RjUvAmt9/c8bzL82c84/alvYH9hl16X+M3C0L9wgAAADADutoAdSy4KHLzrxo0qtrdmTwIdeNVwABAAAA5FgHC6B//PKiiZNebWj9R7KkorKssJ01oCtLLRUEAAAAkGsdK4Be+sn3pzWEEHoe8bXbbvv/xh7Up1zDAwAAALuwpqamhQsXplKp7t27R52Ff+lQAVT7t7+9F0IoH/u/v/+fM/pkKREAAADQBS1evPiuu+568cUXGxsbQwjJZPLQQw+dOHHikCFDoo5GxwqgZcuWhRDCEaecov0BAACAXdirr776ne98p6GhoW1LOp2eOXPmG2+88bnPfW7cuHERZiOE0KFLtnbro/gBAACAXd3KlSu3aH/apNPp22677dVXX819KjbVoRlAPY47fmj446uvvPBC86WfLspWJKBTfOYzn4k6Ajtt5cqVUUfYrvnz55922mlRp2Cn1dXVRR0BAIihBx54YJvtT6tMJjN58uShQ4fmMhJb6Ngi0AM/f935Pz5l8n1fu/yCo396vMWdIJ8tXrw46gjESnNzs4MKAIBWf/nLX9of8M4776xataq6ujo3edhaBz+1q8fJtzzy/eOq/37LZ0ac9a2HZq/NZCcVAAAA0DWkUqkVK1a0PyaTyWxcR5iI7MQMoIV3//u/37VwGzuaq3uEv//tgWvPeOD60l577bPP3rt3L05s6zvsfd6tt56794fKCQAAAOSjRCKRSGyzBthMMtnBOSh0yE4UQHXzX3z66VntDklvqFk0u2bR7O3sPuRo6w4AAABArCSTyX79+rW/PkAymdxjjz1yFomt7UQBVLn/J08+ee+O3NlH9q/syJcDHXHggQdGHYGdtmjRorxdsre0tHTgwIFRp2Cnvf3226lUKuoUAEDcHHXUUb/97W/bGXDIIYdUVVXlLA9b24kC6CNnT3r07M5LAnSuyZMnm3LZ5Vx66aUvvfRS1Cm2bcCAAXfffXfUKdhpo0aNWr9+fdQpAIC4OfPMM5966qm1a9duc29BQcEFF1yQ20RsyatBAAAAoEOqqqq+/e1v9+jRY+tdRUVFl19++UEHHZT7VGyqYx8DDwAAABDC/vvv/4tf/OKBBx6YMWNG64eCVVRUDB8+/KyzzhowYEDU6VAAAQAAANnQo0ePiy+++Etf+lIymWxubi4pKamvr486FBspgAAAAIBsqqioCCE0NDREHYR/sQYQAAAAQMwpgAAAAABiTgEEAAAAEHMKIAAAAICYUwABAAAAxJwCCAAAACDmFEAAAAAAMVcYdQAAAAAgJjZs2PDKK68sXbo0lUr17t37kEMO6dGjR9ShCEEBBAAAAHRcJpN57LHH7rrrrtra2raNRUVFp5xyyoUXXlhUVBRhNoICCAAAAOi4X/3qVw8++OAWG5ubm6dMmbJgwYJvfetbOqBoKYAAAAB2yIIFC9LpdNQp2DmrVq2KOsIu4Y033ti6/Wnz17/+9eGHHz7zzDNzGYktKIAAAAB2yNVXXx11BMhTDz/8cPsDHnnkkfHjx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width="768" /></p>
+</div>
+<div id="coordinate-systems-2" class="slide section level2">
+<h1>Coordinate systems</h1>
+<div class="sourceCode" id="cb14"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb14-1"><a href="#cb14-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg, <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> class, <span class="dt">y =</span> hwy)) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb14-2"><a href="#cb14-2"></a><span class="st">  </span><span class="kw">geom_boxplot</span>() <span class="op">+</span></span>
+<span id="cb14-3"><a href="#cb14-3"></a><span class="st">  </span><span class="kw">coord_flip</span>()</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="coordinate-systems-3" class="slide section level2">
+<h1>Coordinate systems</h1>
+<div class="sourceCode" id="cb15"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb15-1"><a href="#cb15-1"></a>bar &lt;-<span class="st"> </span><span class="kw">ggplot</span>(<span class="dt">data =</span> diamonds) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb15-2"><a href="#cb15-2"></a><span class="st">  </span><span class="kw">geom_bar</span>(</span>
+<span id="cb15-3"><a href="#cb15-3"></a>    <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cut, <span class="dt">fill =</span> cut), </span>
+<span id="cb15-4"><a href="#cb15-4"></a>    <span class="dt">show.legend =</span> <span class="ot">FALSE</span>,</span>
+<span id="cb15-5"><a href="#cb15-5"></a>    <span class="dt">width =</span> <span class="dv">1</span></span>
+<span id="cb15-6"><a href="#cb15-6"></a>  ) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb15-7"><a href="#cb15-7"></a><span class="st">  </span><span class="kw">theme</span>(<span class="dt">aspect.ratio =</span> <span class="dv">1</span>) <span class="op">+</span></span>
+<span id="cb15-8"><a href="#cb15-8"></a><span class="st">  </span><span class="kw">labs</span>(<span class="dt">x =</span> <span class="ot">NULL</span>, <span class="dt">y =</span> <span class="ot">NULL</span>)</span></code></pre></div>
+<p><strong>3_d</strong></p>
+</div>
+<div id="coordinate-systems-4" class="slide section level2">
+<h1>Coordinate systems</h1>
+<p><img src="data:image/png;base64,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" width="768" /></p>
+<p><strong>3_d</strong></p>
+</div>
+<div id="coordinate-systems-5" class="slide section level2">
+<h1>Coordinate systems</h1>
+<div class="sourceCode" id="cb16"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb16-1"><a href="#cb16-1"></a>bar <span class="op">+</span><span class="st"> </span><span class="kw">coord_flip</span>()</span></code></pre></div>
+<p><img 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" width="768" /></p>
+</div>
+<div id="coordinate-systems-6" class="slide section level2">
+<h1>Coordinate systems</h1>
+<div class="sourceCode" id="cb17"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb17-1"><a href="#cb17-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb17-2"><a href="#cb17-2"></a><span class="st">  </span><span class="kw">geom_jitter</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cty, <span class="dt">y =</span> hwy))</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="coordinate-systems-7" class="slide section level2">
+<h1>Coordinate systems</h1>
+<div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb18-2"><a href="#cb18-2"></a><span class="st">  </span><span class="kw">geom_jitter</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cty, <span class="dt">y =</span> hwy)) <span class="op">+</span></span>
+<span id="cb18-3"><a href="#cb18-3"></a><span class="st">  </span><span class="kw">coord_quickmap</span>()</span></code></pre></div>
+<p><img 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" width="336" /></p>
+</div>
+<div id="coordinate-systems-8" class="slide section level2">
+<h1>Coordinate systems</h1>
+<div class="sourceCode" id="cb19"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb19-1"><a href="#cb19-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb19-2"><a href="#cb19-2"></a><span class="st">  </span><span class="kw">geom_jitter</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cty, <span class="dt">y =</span> hwy)) <span class="op">+</span></span>
+<span id="cb19-3"><a href="#cb19-3"></a><span class="st">  </span><span class="kw">scale_y_log10</span>() <span class="op">+</span></span>
+<span id="cb19-4"><a href="#cb19-4"></a><span class="st">  </span><span class="kw">scale_x_log10</span>()</span></code></pre></div>
+<p><img 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width="816" /></p>
+</div>
+<div id="coordinate-systems-9" class="slide section level2">
+<h1>Coordinate systems</h1>
+<div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb20-1"><a href="#cb20-1"></a>bar <span class="op">+</span><span class="st"> </span><span class="kw">coord_polar</span>()</span></code></pre></div>
+<p><img 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" width="480" /></p>
+</div>
+<div id="coordinate-systems-challenges" class="slide section level2">
+<h1>Coordinate systems challenges</h1>
+<ul>
+<li>Turn a stacked bar chart into a pie chart using <code>coord_polar()</code>.</li>
+<li>What does <code>labs()</code> do? Read the documentation.</li>
+<li>What does the plot below tell you about the relationship between <code>city</code> and highway <code>mpg</code>? Why is <code>coord_fixed()</code> important? What does <code>geom_abline()</code> do?</li>
+</ul>
+<div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg, <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cty, <span class="dt">y =</span> hwy)) <span class="op">+</span></span>
+<span id="cb21-2"><a href="#cb21-2"></a><span class="st">  </span><span class="kw">geom_point</span>() <span class="op">+</span><span class="st"> </span></span>
+<span id="cb21-3"><a href="#cb21-3"></a><span class="st">  </span><span class="kw">geom_abline</span>() <span class="op">+</span></span>
+<span id="cb21-4"><a href="#cb21-4"></a><span class="st">  </span><span class="kw">coord_fixed</span>()</span></code></pre></div>
+</div>
+<div id="coordinate-systems-challenges-1" class="slide section level2">
+<h1>Coordinate systems challenges</h1>
+<div class="sourceCode" id="cb22"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb22-1"><a href="#cb22-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> diamonds) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb22-2"><a href="#cb22-2"></a><span class="st">  </span><span class="kw">geom_bar</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cut, <span class="dt">fill =</span> clarity),</span>
+<span id="cb22-3"><a href="#cb22-3"></a>           <span class="dt">position =</span> <span class="st">&quot;fill&quot;</span>) <span class="op">+</span></span>
+<span id="cb22-4"><a href="#cb22-4"></a><span class="st">  </span><span class="kw">coord_polar</span>()</span></code></pre></div>
+<p><img 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NOIWY/vevzB3u8sDofDqnLNdV0VA6k8iOKgvapUKl1dXfUxkGmabW1thUKBbcIAABgDBEDAmNh4x7f/+bZO6Tjnx9d8Yvau67Tp7//CuU9cunj9rd/58rpjjz2kLb3mqadWvl4MTT3rwvdM8e46yJsBAdd73A9nfYPhlfmo/3vX7zXxIe4ZDb3zINM0VTmbahOrVCqVSoVdxgagYqD6LFgNCcrlcnSEAQAwqgiAAB9Zc87/9+/Hf3n1zY+vXHrHShHRY9OOP/+zn1s0L7oPNwMCqnfPV6VSyWaznCT3JxQKmaapEp/6UT4Dhz4kPmOvdx6kph3XFwdVKhVSzt5KpVK5XLZtOxqNioiu64lEwrbtbDZLRxgAAKNE400JMGJK29eu3V4yO2YdMqnnZObC1pde7qxIn98TqWa3vb5lZ8lsmzRlUrLnII8h36x/7AKGsdej58txHD7n71MoFFK9RYZheHt1NUTic8OfvjTGzzh6M4BGUP08aZUElcvlSqXi45KCKRQKxePx+trAUqmUzWZ5g4ox1tHR4fcSAGDUEQABLYQACGOJnq+90jTNNM1wOGya5iArfQIS+tQjANorLwxyXVfFQOVymZlB9cLhcDwer58Ols/nC4WCv6tCSyEAAtAKaAEDAIwwer4Gpuu6KvYxTXOvxT4BTHwwVPV/uV6bWLVaLZfL5XKZjicRKZfLO3futG3btm1N0zRNi8VilmXREQYAwAgiAAIAjCR6vvrjFft4s5wJfVqQ95d+v7PYMIxoNOo4jlcW1Mr1carqp1QqxWIxtc+aYRhtbW2lUimXy1EwBQDA8BEAAQBGBj1fvWmapkKfcDjshWJ95j6EPq2mR1lQJBIREW9UUMuWvdRqtXQ6Xd8RZllWOBymIwwAgOEjAAIADBc9Xz14E529OIxiHwygvixI/c7UajXVINaac6PpCAMAYDQQAAEAhoWeL4+u65ZlWZY1cJMXoQ/6U58EqfjDdd1SqVQqlVotCaIjDACAEccuYEALYRcwjKxQKJRIJLyww3XdQqFQKBRa7ZVF9XlFIpGB632aOPcZ443AGm4XsOHwdhCr1WoqCWrBwjpSZowBdgED0AqoAAIA7ItIJBKLxbxNrMrlci6Xa7VT03A4rAaUqD+HVst9MAbqa4Ki0Wg0Gq1UKioJap2ktVQqlctlr89U1/VEIhEOh7PZbOv8IQAAMHwEQACAoVFnX161i+M42Wy2XC77u6qxFAqFLMuKRCKqJIHcB2Ogx5ygWCzmJUH+LmxsuK6by+WKxWI8HlcHH8uyTNPMZDKt1hwHAMA+IwACAAyBZVnxeNwr/GmpeRw9RvyQ+8AX9UmQ2i2rdYYE1Wq17u5ur/xQ1/VUKlUsFnO5HKVAAADsFQEQADSJwoqbrrpvo0w68bMfPzY58E1zy274xZ9fbz/2ExedOGHQj69pWjwetyxLfel9IN/zdm88cc3/e6Rz4js/fcHxbUP6AYJKjfhRrV7qmt7RD7kPxl59EhSJRFphSFBp5eKf/WmDiGiaFgqFvCTadd1area6rsi0U7/0kbfaAz7Kmzbcc+Xi5ysHv+/r58zRRmvNAAAEBwEQADSJWtdrq1evluK8vfdi1Xa+unr12omzeoU3/VKFBt4Q1kqlkslk+i78Ke94ZfXqTfm5TVCNYJpmJBIZYMQPuc/Ya6kJ0IOkfjNbYUiQ0/3a6tWrB77N24cQf+W2rFm9uhR9tytCAAQAaAEEQACAgWia5s1eld17MxcKBX9XNapUyY9t2/21epH7IIB6DwkqFouFQqEJOzSnnHrxp+enREQkFArVbxBWq4UjSUOc6uAeKD71sHnzytNTpD8AgNZAAAQA6JdhGIlEIhQKqS+r1Womk2niBhNd1yORyADTnYl+EHxeQZBt27Ztl0qlQqFQrQ4yE2kEkfYp06a17/5qGCH1jNO+ePFpo7RIAACChwAIAJpd7vXlT69Y+/IrW0vJaQcdeOhb3z7H6vN2tTdefmb5ixs2vrola7TtN+3Qk05919yOhPftQqGQy+Wk2vniX59Zs2nLlq1vVCKpcR3T5h4//8gpsUb/BN0wDNu2vQlHPaIfch80nPqCIMuyqtVqoVBoyi3D1DyycrmcSCR0Xdc0LRaLhcPhbHbHpuWPLl+3ecuW7WnXbmufOOMt80+YN7Hu+LfxTz+7aWXJmwG0+YGrf/dM7a0f+dKpkzqfu++eh1/akHzXv3zsaN4sAwCaBa9pANDMiq/+5X9+8Ydn/r7rw/8VT/3lrjuWnn3B4T1Hg9Q6l9/862vuW5fzvvG3h5fcdc9pF3/7c8dPdGu1TCZTrVZLGx/8n18tfnrrHueQD95zx+wPfuufT5/aoK8oqttLbSxNyQ+aj1cQlEgkvL6w5hsPVKlUdu7cGYvFIpGIiJiFNUv+68o/PrO9vvDpkQf+9863fuJfv/SO8bsS69zWtatX570ZQMXt61evLu+f3vKXm664/sWMiLzl+LH/SQAAGDUN+nYdADAIpZXX/+f1z2QkMv1dC8864ZApdnrjivsX33HHLzfoe9yu9vItP7lqydbQuHlnnXvmO+ZNa6vsWPmX319390tLrrjM+t6Pz5lcdl1X3Ff/91c3PL1VOt76gQ+99+iZHbab69zw5J033PncmsU3PDL/Gycl+llGIGmaprq9VIMbJT9obvWDom3bLpfL+Xy+ydo5XdfNZrOVSiUWM5+97oe/f2anMe1dF37svYdMiJjV7i0vPXrrH5asW3Hd4meO++wAVT211+765aNbJp7yyc+cMGu/iRN4pwwAaCK8rAFAs3I3LbnlrxnRpr7nkm+dO0O1PUyaNufg9p9dds1z9fMxOpf+8c9bxZ73icu+fsb0uGmaItP3P/iIA6P/9PU/brz72rvf9c1TxonIGy++sNWV+Ds+/vn3zlOvHsnU+LM/V1z/hWuee2XjRpF5Y/8z7otQKKSinz739iL6QRPr0RdWqVQKhUK5vPedA4Nl26PXXv1yuPf15iHvvegfppdKlcrap5fvFNn//Rd/7exZmuM42Ww2NX7KRd1rvrF4wysbN8nRM/p98MK6te77Lr/0/VMbva8VAIBeCIAAoFlteerJ11yx3372mTPqhl7o40446113Prek07tm698eWVuVCad/6KwD21QmIiLFYmXcyafOW/zfK9etXFU4Zb4tEn/7J/9tTjUyftoeLx3VmquLVCuNsOu72tZdDfqh2wutzCsIMk2zVqsVi8VisdgwfWHZ11c+/Xof11vWu0RExHEmvPPz/3asOW7mgSIiuq4nk8lisbjddUSkWh54HnboLaedRvoDAGhKBEAA0KTc7du3i8iB8+bae35DP+iwwyJLHiru/nr71m0iWru289FHH911V9fN5/OOs0NiItktm7eKzBSxxk2dMU7doFbs3vH3zu3btry25vH7X6iJhMboh9pXkUjEtm26vYB6XgwUi8Wi0WjDbBs/+aTPf+ztfbSc6qmpuy7ZHQfMEBG7VnPd0o7tW7dt2fza+mfvW7JxEI/eNmWKvfdbAQDQgAiAAKBJdXfuqIrEOsb3PpcZP268iPoAPRTKpneURGTNXT/50V19PlCxuDsrqnWtWXr3fU88u2pjZ2HX7BAj1RbTJTsK6x8hlmVFo1GiH6A/9dvGRyKRYrGYz+cDXQ1kT5x1yCHtA9+m0vnSw0v+/MSzL7zSWVSJlmaNb4uJ5LSQOeA929v28tAAADQqAiAAaFKxWEwTKRYKuza4qbO70csMh9sSk+JxEbGP/eS/njqlWKlU4vG4rusiUiqVisXim5+qdz7xi+/9vxVp15ow5+2nzDnwgCmTJk2aOnXyxt99/qePDdxS4Y9wOByNRg3DEKIfYG8aLwYaQO31P//nD36/pqBFpx158jkHT5s0eb/9Zs05dOKKH3/wp09p4WgsFsvlcv3c2QgFvaIRAIB9RAAEAE3KnDAhJdK1ZcvfRSbu8R1n67ZtIqIZsWRSE9l//3EiO8vmfjNn6iJimmYqlVK3TKfT3oDYNfctXpF2U0df9G+fPb69bhexAJ4gEv2MsfNOv+qGP33J71VgBPSIgfL5fCPNBtqt+uzdt64pyKTTvvufn59tFFXWo7n5cmVX5aJt24ZhZDL6gA8DAECz4ZUPAJrV5ANmhEVee+jBl/fc6jn35KPLKiKi7+qD2H/Ggaa4zz/2aEZERCqVSj6fFxF3/fWXnH/+J//1js0iIoUtW7pEQnOPO659j5eO7u3bSqP/swyWSq+SyaRhGAv0RfXpj37UXNIfYDDUvx1N02KxWHt7u23b3nj4hlB8Y1tRZPwxJx1m17xKH9d11m3c4t3GNM22tjjvgwEALYUXPgBoVtHjzjy5Q6Tzwf+59sm/786ASq8/dM3Ny9/cBL5QKDhHnHHyRKk8/4ef3PSCGuaTz+fLbzx77X/dsVm0WSedMllExB4/PipS27h+45vtXtU3nr/l6tvXiYhTre2ZMo05Ff2kUinTNIl+gOFT/450XW+sGMi27f0n7aeJdK1dvT6d2X11ZevTv/t/S7aISDmfVjVNuq6FNQn+DHsAAEYKLWAA0LRCs97z0RNXXP3Q1kd/9W8v/unggybb+dfXrtnYFTp0/lHbHlsmkstkcqWShGaeef4pK3/+541LrvzGMzMOPmR6u9O59tkXNufd6GGfvHjhAXYpVygUZp/wjomP3Lf53h9dvvWEow5IVLu2bHhhxeo3ErMOSL68Mf38Pdfe7ZzyD2+fHhnzH9MwjGg0Gg6HhYYvYKTV7xRm27ZqCvN7Uf0KhULRaFR72ynvbP/rw6uvu/zyF4+bNyVaeeP1tc+veDmz36yp1sub0k8uvvr3ubPOfdd0a9edIomEls82WqMbAABDRgAEAE0s/tZ/vOxbU6777d3LN73y/JOviOjxGSde9OXPHfrwlx9b5hQrpV3dW/F5H/32v834w29vf3LD+pWPrRcRCU9463sXXXj+6dMMESNWqVRk9rlf+Yxz7R/+smbZA68vEwnZEw467h8/s3C+9pfv//D2ja88esufJh07tgGQOtmzLEuIfoDR5MVA8Xjctu1CoRDAGEjTtEQioWmaJN5+4Tc+4/zyhsc2PHn/BhHNiE+a8w+f/qf3H9l98+X/9eDWNUtuCk876S0Tx+0acGZaVsoMZTKUAgEAmpzWcIP9AOyzzs5Ov5eAUVTr3rRua04iE2YdMK5Huq/rYla6t3Tryf2nTkqY5XJ6/bPP73DHzTiww9rzlm4127n574XI+P06kpYu8Xg8EomISK1W6+rqcl1XnHJmx7bOQmTC5I64sbsfpJbd8up2p33K5DZLq+x4ZX1nyeo4cMb4gTdbHg6in6AZmyHQH5n4uTF4FgzsfmexiNRqtXw+XyqN6Qgwp/v1tVuzYk+YNb3nUU6k9/GqWuru3PZGOTppcofthTuV7k2v7QxNmLJ/wpT8zle3lcL7TZs3PSXiuvl1y57bXgxPOmhaiiyo9XR0dPi9BAAYdQRAQAshAGpNpmkmEgm1s7uI5PN5NeN5MDRNS6VSajutUqmUyWT2epfRRvQTTARArUbFQNVqNZfLVSoVv5cjlmUlEgl1uaurq1qtDnx7z3COkGgmBEAAWgEtYADQzCKRSDweV5dd102n00M6VXNdN5PJtLW1aZpmWVa5XB7jD/x7sG07Go1qmkb0A/jLawpLpVLlcjmXy9X8mwSv67p3oMvlcoNPf0SkUql0dXUlEgnTNEUkGo0ahpHJZPiIFADQfAiAAKA5qS2cVUOEiFSr1Uwmsw9naLVaLZfLqZOreDxerVZ9Oc0Lh8OxWCwUCsmehT9EP4CPvBjINM1CoVAoFHzJTXaN/hGpVCqFQmGvt+/BcZzu7m415VpEwuFwW1tbOp32MdICAGA0EAABQBPSdT2ZTKrWLREplUrZbHafT8yKxWI4HA6Hw2rGaldX18itdO9CoVAsFuu9yRfRj1+6Dk35vQQEywJ90f3OYtWbmcvlyuXyWD57NBpVxTuO4wynTVWVDsXjcU3TQqFQW1tbNpv1t+YRAICRRcfn1oYAACAASURBVAAEAM0mHA57n4e7rpvL5Ya/X08mk2lvb9d13TCMWCyWy+VGYqV7oWmabdu2bffo+SL6GQPBTHn6+6t3lr04xitBD14pUDKZHMuOMNM0o9GoupzNZh3HGc6jlUqlWq2WSCRCoZDKuw3DGJvDHQAAY4AACACaSv3QH8dx0un0kMZh9EcNA0qlUiJi23alUhntD/m9ni/G/YyqYAY9QzXAbwXZ0Fga444wldGoy4VCYUQOStVqVY0EUlWHtm3ruj6cCkoAAIKDAAgAmkc0GvU+DK9UKplMZpifh9erVCr5fF49fjwe7+rqGsEHr0fP1+hpjrhnSPr8tSEVGlVeDGRZ1qhuFe/t3lWtVkdw6y41L987nFqWpet6Op0mAwIANDoCIABoEvF43Bv5PEpbtufzedM0TdPUdT2RSHR3d4/s49PzNeJaMPEZjN6/UURCI04NBkokEpFIJJvNjnhHWCQSUTGxqk8c8XQmn8+rdjARMU2zra2tu7t7lFJvAADGBgEQADQ8TdPi8bhlWerLQqEwekMr1DAgTdNM07Rtex823OlPnz1fRD9DReKzb3r8ppEHjQivFKi9vb1QKOTz+ZGKaVSdoLo8evOGSqWS4zjJZNIbCz1STbUAAPiCAAgAGpumaclkUm2CIyK5XG4EQ5neHMfJZrPqU/FYLFapVIZ/OkTP13CQ+IwG8qARVN8Rlsvlht8Rpkb/qDn3pVJp+EPuB1CpVLq7u5PJpK7ruq6nUql0Ol2pVEbvGQEAGD0a/cxA6+js7PR7CRhh9du9u647ZpsWe+1mtVqtq6trn19K6PnaN8EMfe6+8uOj/RTnnX7VaD/FYJAH7Zv7ncUiUqlUhtkRNlLHn8ELhULJZDIUCsnYHmkxljo6OvxeAgCMOiqAAKBRhUKhVCqlZqCqqaVj9rl0LpczTTMUCoVCoXg8vm/zhgzDUNstC4U/gxDM0Kc11f+KEgYNnlcK1NbWls/n961WMRwOe8PORmP0T59U0qRqLb36o1GtPAIAYDQQAAFAQzJNU02mkBHd7n2QVN7U1tamaZplWeVyeUifh2uaFo1GbdsWop+9IfcJOMKgoVLDoVXX51B3KlTj59XlXC439gc9b3v4eDweCoVGb9oaAACjgQAIABpPOBz2RmDUajVf9qap1Wr5fF7NYY3H49VqdZA9HYZhxONxwzCIfvpD6NOgvF9jkqCB1Q+HzuVygy+l8Y57lUplVIed9UllQF4Dmm3buq6Pxn6LAACMEgIgAGgwtm17299Uq9V0Ou3XzsSFQsE0zXA4rHoiurq69noX27aj0SgTf/pE7tM0KAsaDFUKFI/Hw+FwNpvd63EsGo2qafeO4/gYu6gBRuogbFmWruvpdJqRmgCAhkAABACNJBqNRqNRdblcLo/ZCIz+qF3hdV03DCMWiw3QEKGmBZmmSfTTA7nPIAVkAvRQURY0gPqpQNlstlwu93dL0zS9Q99g0qJRVSgUXNeNx+NqYWprMH+XBADAYBAAAUDDSCQSlmWpy8ViMZvN+rseEXFdN5PJpFIpEbFtu1Kp9HkKZ1lWPB6n8KceuU+rIQnqjyoFSiaTpVIpm832DrVVjaG6XCgUBsiJxkyxWHQcR7WkGYahMqDhbG0GAMAYIAACgAagzn/U8FERyefz+Xze3yV5KpVKPp9XH87H4/Gurq76T8J1XVctHkQ/CrkPSIJ680qBTNPMZDI9NjSMx+Nqu8NqtRqcQ1+5XO7u7k4mk7quqz0Zx3gYPwAAQ0UABABBp+t6Mpk0jF1H7Gw2G7Tth/P5vGmapmmquCedTqvrLcuKxWK6rpP+kPugN0YF9aBKgVKpVLFYzOVyqhQoEomoykdVbxioaTvVarW7uzuVSum6rut6KpXKZDJBKFACAKBPBEAAEGihUCiZTIZCIdl9/hPMsws1DEjTtHA4bNt2sViMxWJqrxwv/WnB6IfcB4Ok/nUQA/UoBXJd15t5n8vlAthjVavVurq6VEavaVoymcxkMqVSye91AQDQBwIgAAgu1Vageh8cxwlyf4HjONlsVs3piMViaoPkVi78IfrBPqA7TFGlQG1tbY7jqH3fS6VS0CofPY7jqF4wtUmZOgySAQEAAogACAACqj79qdVqwZ8wWiqVTNNUVT/16U9LRT/kPhgRJEEqA/Li7yDMvB+A67rpdDoej6tuNTIgAEAwEQABQBCpuT/1tT8BT39EJBQKqQ/AW7Pwh+gHo6GVW8O8djBN0yzLCmwFkKJadEWEDAgAEFgEQAAQOGqYqJr7o5oLgp/+tOxG7+Q+GAOtXBCkSoHi8bhhGAGvAxKRHhmQ67rBnNoGAGhNBEAAECyNmP6ooT/SYvOeiX4w9lqzIMgrBTIMI51OO47j94oGkslk1Dh8EUkmk+l0mgwIABAQBEAAECANl/7oup5IJEzTbJ3CH3If+K5lYyA1GTqTyVQqFb+XM5B0Op1MJsmAAABBo/u9AADALg2X/hiG0dbW1jrpT9ehKdKfAZz51ev8XkJr0Y+aq/7zeyFjZ4G+SB0nVclhkNWHPl4YBACAv6gAAoBAaLj0JxKJxONxaY22L3IfBFlLFQR57WCmaWYyGdd1/V5RvzKZTCKRUNFPIpFIp9MBL1wCADQ9KoAAwH+apiWTSS/9CfieX5qmxePxeDy+QF/U9OkPVT9oFC1VDbRAXxQOh9va2tRhM5jUvmAq9FEHebVPIgAAfiEAAgCfaZqWSqUMwxAR13XT6XS1WvV7Uf1SlUqRSKTp276IftCIWicGWqAvCoVCbW1tasutYFKHdDIgAEBAEAABgJ96pD/d3d1BTn9M02xrazMMo77wp/nONol+0Oia8h9mbwv0RZqmJRKJWCzm91r6RQYEAAgOZgABgG8aK/2xbVudZTVx2xe5T2Cdd/pVfi+h8bTCbKD6HeIzmUwwd4hXGZCKflQGxDwgAIAvCICAkVDevuKBJY+sfGWnO27GnDmHH3PCkVP2tkHJ9gd/+rMH/j7ADcJHXfDthQeLiJSf/u3lt63t6zbx4z79rbMO2NdVw1/qNKAh0h819MeyrCZu+yL6QbNqkRhI7RAf2BZalQGpxF8d/IN8zAcANCsCIGC43J3Lr/3+D29dk1NfPv34kptvuP2Miy/79PETBxpNWdy25rnnNg1wg8jEzK5LW196sp+btk/P79Oa4bv6RoCAz/0JhUJqQHWzFv4Q/aAVNH0MpDKgVCqVy+WKxaLfy+mDCvq9DCiVSpEBAQDGGAEQMDy19TdcdvmtrzqJw86+YOGJc8Zl1j5+x7V/XHbvFZcaP7j6osPC/d5xwomf+7eDS319J/3UdVfd+0r7O+bPUV+7W7duE4kcef4lZx3Y46bmxGkj9YNgDPVOfwLbCxAOhxOJhKZpTZn+EP2g1TR3DKQyoHg8bhhGNpv1ezl9IAMCAPiLAAgYlvTS3932qqPtf8Y3L7vw8KiIyLQD5051LvnGzRvuuX7JOVec1dHfPe3Jhx89uY/r88/89Oev1Mb/wxc/dXRUXbNj65aKyORD5x999JRR+SEwphoo/WnioT9EP2hlTRwDeSOBdF3PZDKu6/q9op56ZECqF6xWq/m9LgBAS2AXMGA4Mk88vLwictBp5xwe9a60Zp99xlxNaqseenygGT99Ki7/zdUPvjF+wRc/dZT3gNu2bhPRJk2aOEKLhr/i8XhDpD+xWKwp0x92+AKUJt4pbIG+KBwOp1IpTdP8Xksf1MFfhT66rqdSKV3nDTkAYCzwegMMg7t21aqayNSjj560x/WpY46ZLeKuW7V6aOf2xeev+8V9fx9/yhcufNubO9oWtmztFhk/aRLbxjaBaDRqWZa6HOT0Jx6P27a9QF/UTOkP0Q/QW7PGQAv0RYZhtLW1hUIDjePzi+M4XuGPruvJZDKYWRUAoMnQAgYMw47XNhVFZMrUnq1Z4ydPseSl0qZNW0SmD/bRnJf/ePXd2823fvljR0frrt66bauITJoY2/DILQ+sWL9lp9M+dcbMOcecePyBcd4uNpRIJBKN7vq7zWQywUx/NE1LJBLhcLjJNvwi+gEG0JRNYd5Y6GBO2XccR+0Lpuu6YRiJRCKdTvu9KABAkyMAAoYhnUmLiJ2I9/p8MZlIiJTSmUwf9+rHzgeuv3OTO/kD55/cXn+1u3XLNhFZ//tL/imX2zXM4OnHRP7wx3lnf+mrFxw9oY8QaOXKlb/85S97X//d73538OvByDJNMx6Pq8v5fL5U6nMCuM/UB9GGYTRZ4Y/fS2ghpmmqZhZVzuD9v88Laj5L7/87jtPn9Rht+lFzmzUDymQy5XLZ7+X0VKvVVAakaVo4HI7H48GcXQ0AaBoEQMAwlIolEfFO6+vE4nGRzmKxMNiHqrxw4x+Wle23f3Th7D07M3ds3VoRkXxtwqkXffGdh86YGM68/tJfb/vdHc89f9sVPx738yvOntQrAtq5c+eTTz459J8Ho0XtpK4ul0qlfD7v73r61HzbvRP9jL1Uij/zxtZ8pUAqA0omk5lMJoDJe7VazWaziURCRCKRSK1WKxQG/c4BAIAhIgAChsG2bZGd1UrvyvJKuSIiESsyyEfaeu9193XK1EUfeWei57emHXfuuUdEZr777HdO3zU7Zv/pc9521NTvfP6/lq/63W8ePuVbJ8Z63gdBomZ8qsKHSqUSzA94DcNIJpO6rpP+AGiyGEhlQIlEIhQKBTB/L5VKuq6rofuxWKxWqwWwWAkA0BwIgIBhaB/XLrI5ne3d6JXJZnZ/fxDctffcuaoms05ZMKtXNU/H0ed+/Ohe99DG/8OHF/x++Z2dL65eLyce3uO78+fPf/DBB3s/D+8px57a5Vc1xahq/wA2s5imqUaQNkf6Q/Tjo2M/9pOlv/6c67o9Grh6X+Pdpb9mMe9LhuP6pZk6wrzt4TVNy+Vyfi+np0KhEAqFIpGIiCQSie7u7gAOLQIANAECIGAYkm3tIZFadzovUj+3WdxMOici49rHDeZhaivv/8t20eae/O5Je7/xbtoBB0wX6eze9HpeDo/u+T1VzdH7Pp2dnYN/AoyIRCJhGIbsnvcZwPTHsizVfdAE6Q/RTxAE8Owa+6wpS4F0Xc9ms0E7GmezWV3Xw+Gw+tjA2yMMAIARxDbwwDBo++03QUTWvLiqx7u0l1atromk9t/fHsSjlP5238PdEjry5Hf1jotqma0bNmzYsL2PEypVxx6ftF+09/cQDPF4PBwOi4jruul0OoDv5m3bTiQSzbHdO+kPMEqaaav4Bfoiy7KCue16JpNRhT9sDA8AGCUEQMBwzDzqqHaR/DNPvrDHJ4nrn3pqh8ikk08azBvm4pNL/5oXbd78E/o4fdVfvfPbX/nKVy657oWe0UH3ihWviGgzZ87c59VjVNm2rer5pe5tfaDE4/FYLNYE2713HZoi/QFGW4MeH3pboC8yTbOtrU015waH+qhA7YKnpvKTAQEARlawXvmARqPNe897DtBk5/2/vnZVcdd15fU3XX3XVpFZp556kPfOrfTGaxs2bNjw2hu9diCpvbB8ZUVk+mFze+8lJqLNefe7J2nyxn2/+PWTO70MyM28dOuVv32mKBNO/eDJbSP/Y2HYLMtSEz1FJJfLBW36kqZpiUQiEonUF/406Nkd0Q8wZhr3QNHDAn1RKBRKpVKhUMjvtezBcZzu7m7VnmaaZl+7jAIAsO+YAQQMizb9/V8494lLF6+/9TtfXnfssYe0pdc89dTK14uhqWdd+J4pb95u4x3f/ufbOqXjnB9f84nZezzC2mefzYuk5s6dIn0Jzf7IP3/ilR/8dsW93/v0M3PeOndqota1+eXVqzZnXWva+7/8ibcMdp8xjB3DMLx37cViMWh7+qoBE6ZpNnrbF9FP6zjv9Kv8XgLe1BzDodU8oLa2tqBNXFbbBaRSKRGxLKtWqwVw5zIAQIMiAAKGyZpz/r9/P/7Lq29+fOXSO1aKiB6bdvz5n/3conmDms2z+dkVfxfRDz10dn+3sGe///KfzrrpF7+84+nVf1u6WkQ0MzH5qA9c8NmPHjspPFI/BkZKfd1+uVwO2qbvmqalUinDMEh/AOyz5hgOrTKgVCqVTqcrlYrfy3lTpVLJZrPqg4RoNOo4TrFY3Ou9AADYKy1omyAAjaqa3fb6lp0ls23SlElJs+d3C1tfermzImbHrEMm7TEYOvPaCxu73d7X96GW79y85Y2CMW7q1I7oPhWtswvYaNM0ra2tTfUUVKtVr5I/IJoj/SH6Cbi7r/z4iD8mFUCB1egZkIjc7yx2XTdodUAiEovFbHvXO4Pu7u5ARVRNqaOjw+8lAMCoIwACWggB0GhLpVKmaYqI4zhdXV1qlmdANEfnF+lP8BEAtaBGj4ECmwElEgnLskQkmMtrMgRAAFoBQ6ABYGQkEgmV/tTv5BIQTZD+sNUXEFgNdzzpYYG+yCuQ9Hste8hkMqrwRx3Dg7ZtGQCg4fBCAgAjIBqNqs9pRSSdTgfqc9rmSH/8XgKAgTT6BmGBzYDS6XStVhMRXdfZGB4AMEwEQAAwXOFwOBrdNfQ7m80GalJDo6c/FP4ADaSxDi89BDMDqi8pNQwjFov5vSIAQAMjAAKAYdF13dv0vVAoBGqvliZIf/xeAoChaehSIJUBJZNJNcs/IGq1WiaTUZcjkYhXbQoAwFARAAHAsCQSCTWXoVqt5nI5v5ezBzWWiPQHwBhrrKNNvQX6Il3XU6lUoDKgSqXivb7E4/FArQ0A0EAIgABg38ViMW/br3Q67fdy9pBMJsPhcCOmP7R9AU2ggY45PQQzAyoUCuVyWXaXdjIMCACwDwiAAGAfhcNh27bV5UwmE6htvxo6/fF7CQBGRuO2gwUzA8pkMmogdCgU8lqPAQAYPAIgANgXoVAokUioy/l8PlCDn0l/4KMzv3qd30tAsDTQIaheADMg13UzmYzruiJiWVYkEvF7RQCABkMABABDpmlaIpFQFfiVSiWfz/u9ojclEolGTH9o+wKaWKMciHoIYAZUP2wuFosFasMyAEDwEQABwJB5b7sdx/E2ZwmCRCJhWVYjpj9+LwHA6GrQdrAAZkDFYrFUKgnDgAAAQ0cABABDU194H6jRP6Q/AAKuUY5L9QKYAWWzWTUMSNd1rxkZAIC9IgACgCGoH72Zy+WCM/onHo+T/gAIvkY5OtVTGVBwym1c102n02oYUP12BAAADIwACAAGq77evlwuFwoFv1e0i23bkUiksdIfhv5gkM47/Sq/l4AR1hDHqB4W6ItCoVAymfR7IbvUarVsNqsux2Ix0zT9XQ8AoCEQAAHAYMXjcdUCEKjRP5ZlxWIx78uGOLMi+gFaXCOOBFqgLzJNMzgtV6VSqVgsqsuJRELXeVcPANgL9g4AgEGJRCKWZcmetfe+MwxDtaSp8p+GOKEi/Wka3bMC0Q6DxqUfNddZ9qLfqxiCBfqi+53FtVotIJs/5nI5wzAMw1DDgLq7u/1eEQAg0AiAAGDvDMPwqmxyuVy1WvV3PYrqR9A0zWv+Cj7Sn0ZE0IPR07gZkNqKy1+u62Yymba2Nk3TTNOMRqMBSaYAAMFEAAQAe6FpWiKRUKN/6kvu/aUGEum63kCjf0h/go+sB2Ov4TIgEUkkEo7jBGEfgFqtlslk1HCiaDRaqVSCsCoAQDDRLQwAe5FIJNTon/qhm75LJpOhUKhR0h9GPgdW9yyt/j+/l4MWFfAjWA/qwJtMJg0jEJ+k1m9KwDAgAMAAeIUAgIHYth0OhyVgo38SiYRpmg2U/vi9BLyJxAfB1FhjoRfoi1RxaEDSllwupwp/1DAgv5cDAAioQLxoAUAw1Y/+yWaztVrN3/Uo0WjUsizSHwweiQ8aRcAPaPW8jeFVg7DvMpmM+ohCDQPyezkAgCAiAAKAvqlPd9XlYrEYhHmfIhKJRKLRKOkP9orQBw0q4Ie1egv0RYZhBKTixnGcTCajLkej0YC0pwEAAoUACAD6Fo1GvdE/uVzO7+WIiJimGY/HSX8wAEIfNIGAH9zqLdAXhcNhr1bUX+Vy2dumIB6P+7sYjImdt3z5pJNOOumkS5eM2ujv16795EknnXTSaT94bLSeAcAY4sMBAOiDYRi2bavL2Ww2CKN/VK+B92XAT5BIf8YScQ+aTwNtDaY2hnccx5vE7KNcLmeaZigUMgyDXeFbQHnT8qVLHxWJX+CM1lPkX3lq6dLnJTK1c7SeAcAYogIIAPrgfXZaKBSCsKWuruupVErTNK/8J8hIf8ZGYIt93vHz6/1eAppBwGPuegv0RbFYTO0Y4C/Xdb3dKmkEwyj6y5cm2bZtv+X7jZHTAtiFVwUA6Ml701yr1YLw8ammaclkUtf1hmj+Iv0ZbQFMfIBR0kB1QCKSSCS6u7ur1aq/y6hUKsViMRKJiEg8Hu/q6vJ3PWhwk8/90Y1zukU/4Og9rnaqpWKxKOWq/xXSAIaAAAgA9qDK5tXlgDR/JRIJwzCCn/4Q/Ywqch+0pkbJgFQjWDKZ7O7u9n3LSBrBMHISh53+ocP8XgSAkUILGADsIWjNX6qtgPSnZQW2zwsYM/pRcwN76Ku3QF+k63oikfB9Y3gawTB8QfgADMCI4/UAAN4UtOavcDhs2zbpT2si9AHqNUQpkKoDisViXv7iFxrBGl96zf233HTXQ89v2Nqtt+0/c96JZ37wA6fMTg7+laG6ffl99//t+dWrVq9at6Wamjx16rRD5p97/lnz2vcsAcjd9c/v/ckzMuWjv/rdRbMl+9It//Wzmx97fuWMr77wi3NEtv3hsx/+9UsSXvC9JZfOFxHnL9/5h+8+JDvXZEVEXv3tJ05aGhN5x7888O+n6Lk/XXLWfzzlysRFP7/p832UDa3/zQUXXrdR5ODP/P7XH95/WH86APYNARAA7BK05i/1SfKbX5L+tAZyn3rnnX6V30tAgDRQBlStVr0d2f1CI1jjqr121yUfvehnj26raya86bc/+/Y3Tvjir274yftnhPb6CDuf+NE/fvTbd73Sc2e6H13+zQM/8J933/jZOaZ3XXXzs0uXLpWDjsu42+793Enn/GpVSUSMD39FRESKrz6zdOnTb+4C5m5/YenSpbvvm3/lqaWviEjbp1wRiR0xufzQ0sdc2f7H73z+8kN7Lmr9jVddu3S5yBEn/4r0B/AJARAA7BKo5i81+Dn4236R/owgoh9grxoiAxKRWCxWrVb9HQitGsFSqZSIRKPRcrns+4BqDMrOez/9zg9cs7EqYo6f/fb584+aaXauevRP97+4c/vj/7Xo5Pz/Lvvv09oGfIRN/71owSUP5ETEmnLsGaccOXNirPLGplWP3PuXNen8+lu/8N6vH/rCT0+0etyr+tJ/LrzoV6ucyUef+c4jZs46ve+PnUInX7506RflmZ+892t3ZmX6Bb+57oKZIh2HhkREJi8894SLH3vMffG22166/NBD9rznmhtvXC4icsx5H529b38yAIaNAAgARILX/BWLxYI/+Jn0Z0SQ+wBDEvwMSBUBJRKJrq4uf4tJaQRrQNUnr/jqNRurIuNP+u4dt142f1fU4+x4/DvvW/Dvj+c3/M/XfvLFU7/7lgFeOR750XceyIlokz90/WPXnzfjzVqf9BPfOunkK5YVX77l9hU/PfHYPe+17bdf+dfczAuv/f2VHz8iIf2bMPfEE0WqNxoiItEZx5x4Yl2z17QPLDzmq489Kc/detu6S795UP39XrzxxudERDvuvI/MGtSfBIBRwBBoAAhc85dlWZFIhPSn6THdGdg3wTwq1lugLwqFQl5hqY9yuZzalaz+lQ7B9fpvvnXVSyLS8fHf/K+X/oiIPv6Ey3932dGaiPvCbbevGeghdqxcuVlE5Jh/+lF9+iMiyeO/dtF8EZFNzz3XKwzMdHZO/9I1vxo4/dmr6QsXHiMi8sxtt23c4xu78p/Qied/eNpwngDAsBAAAUCwmr96nDME8zyH9GeYiH6AYQrmsbHeAn2RSvP9XQY7gjWWzbdc/2BBRA75/Nfe2zOu02Z+8EufOv30008/wNzhDPAYyY9cu27dunUv3/WF3kmLaapESKWCPbz7a19/+97HC+3F9IXnHiMi8tStt2+qu3rljTeuEhHjlPM+uN9wnwLAviMAAtDqAtX8pWma2kJYlf8E8wyH9Gc4iH6AkRLMI2S9BfqieDzue+aiGsHU5SAUJWEAa9euFRHpOOnkI/p4pTjw47++99577/3fS08Y6BzOHDd91qxZsw6cWJ8gVTNbVj928w8/8X/+3O/99jvssI59XHa9WQsXvlVE3L/ddvtm78plN964VkTCp5537oQReA4A+4oPAQC0tKA1f/UY/RNApD/7htAHGA3BnwckIslkcufOnf6+vrAjWIPIrlu3VURk+vTpw32o3IaH7rz9z48vf371mnXrN2x4dXtubyPADzjggOE+qYiIzFq48C3fXPGs+8itt2//4ucniogsu/GmtSJin3neOQOPrwYwyqgAAtDSvM9Ci8Wi781fkUgk4KN/SH/2ASU/wKgK4KGy3gJ9ka7ricSwxqoMH41gDWL7tm0iIjJu3LhhPIrz2l1fe9fBs9/90Yu/9/Prb//z357f0BWaMPttJ33gM9/+1Zfn93u3ZDI5jCetc9DCc98iIs7Dt97ZKSLiPnnjTetFJHb2eWdTgQb4iwAIQOuqb/7K5XL+LsYwjFgsRvrTTIh+gLERwANmvQX6onA4bNu2v8ugEawRTJ0xIyQi8vrrr+/zY1SfuvTUhT95ZEtVbzti0aW/vv3hFzZnCt2bX3r6wVt++Z0LT9h/xBbbv0MXLpwrIrWHbrvrDRH3iRtvelVEUu8/78zYGDw7gAEQAAFoUYFq/vJG/6gvA3gyQ/ozJEQ/wBgL4GGz3gJ9USwW2z1/1ze5XM5xHGFHsOAKz549Q0TklZdf7mNIszjP//6bX//617/+o/u39fsQxTuvvGp1xxRxHwAAIABJREFURcR+xw8ff+aP37/o7HfO3T/mnfKN0budQxcuPFREqn++9a60+8SNf3xVRMYvPO80n0eiAyAAAtCqAtX8FY/HQ6FQkEf/YPCIfgD0KZFI6Lqf771d181kMuqybduh0LB3fMJImz1vXlhECndcc+OO3t/9228u/Y8f//jHV68o9t8h9sqLL+ZFRN724fMP7d3pt379+hFb60DmnnvuoSJSvv+2u+6+cfHrIjLxQ+cv8DkBBUAABKA1WZalmr8cx/G9+cu2bcuyaP5qAhT+eN7x8+v9XgJaTgAPnvUCMgzIawTTNI0ioABKfvAbnztQRHJ3fPdfHujco1rHfe03l1+zUUT0+Se+o/8oZeLEiSIisnnTpp7FPsXV//dLP1k+ouvtt6LoiIULDxKR0pJ/+eJNW0VkyofOO5HJU4D/CIAAtBxN02KxXV3ouVzO3+YvNfrH+zKAJzCkP4NB9AMEQQAPofUW6ItM0/Q9dsnn8+qFz7Is37vS0FP4+Mt+cG5KxF3zqzOO+cAVNz/0/OZ0bsfG5Xf+x8KTv7CkSyQ05+vf/Vh7/w8w7rjjZ4uIrP/Zpz5/44odVRFxizteefrmy99/2FGfv29XXdGqZcuKI7HcLatXd/f9nbcsXDhLRIobN24XkZkfOW/AresBjBH+IQJoObZtqyL8arVaKpV8XImmaWrPDVX+E8BTF9KfvSL6AQIlgAfSHqLRaDgc9nEBjuN428AzDTqAxn/o/97xvdP2D0nlldu/tejdh09JxTtmHHX2N29bVxCtbf73bvjucQMOFD/ikl9/ZbYuUljxy48c2WHHx4+LxztmHrPoO3dsbD/9x9d//QgRkW2/Pn3iAcd+54l9XuXMmTNFRNI3fWj/8ft1JD/4+14zi9567rmzdl+e9dHzjt3npwIwggiAALQWXde9rVi8PXH9Eo/HdV0P7Ogf0p+BEf0AwRTkDEgd8OPxuDf13xeFQqFWq4lIKBSKRBjMGzQdJ/7Lvc/+5YcfPHKS5V1nxKced8HPH33poW8etbf4MHbijx9+6KpPvX2iKSLV3Bs78zVz/NwzL/7t08/f/bXzv/avH5tpiYiTeXXN6/l9XuOBn/nRt47rCIk4hTe278hU+iimPnrhwgPUpbnnnffWfX4mACNJ87f3AcBY6uzs9HsJ/kskEpZliUixWPQ3AAqHw8lkMrCjf0h/Bkb0s1ePfvFjw3yEM796Xf2Xbav6aTQA+uIse9HvJfTrfmdxqVTy5jH7Qr0GiYjrum+88QZnBB0dHX4voTc3t+3l9a92lmJTZx88NdlHu17l9RWPr+sWGT/nXfP26/WyVM1s2bB24xt625QDD56afHPkd7lz7fNr/+60Hzj3kElRTWpbVj66ZqdI++x3HLF/r8HgpdeW/XV9RvT95r1zzvge3yt2rnvp5c5qfOLkaVP3T/YKpl678tjpFz8pcuT3X1p26ex9+QMAMNIIgIAWQgBkmmYqlRIR13V37typdsP1haZp7e3tXvkP6U8DIfoZpBEPgAZANoQ+BTwDSqfT5XLZxzUkk0nVjFYoFHzfD8F3gQyAGtva//O22ZcuE+2Y/1z/5MUz/F4NABERYRg7gBbijVvO5/M+pj8S7OYv0p8BkP4EU5+/tKRC0I+aG+QMKB6P79y508fPYnO5nAqAbNsuFouqKQwYGc6z1/x2mYjo88/78Ay/FwNgN2YAAWgVkUhEbf1eq9XUJrh+CYfDgd33nfSnP0z8aThdh6bq//N7OfBHoA6w9dSu8P7OYK7VaoVCQV1mGjRGVHXtVf/0szUiYi34xw9P9ns1ADxUAAFoCZqmeTvv+rv1u6Zp9e+zA3tyAg+5T3Ooz4AoDkIQLNAXqWFAPjaC5fN5y7J0XTdNMxwO+9uShmaw+spTz/19Z2HtyvXdNRGZ8olvfXw/v9cE4E0EQABaQjQaVVu/VyoVf9/g0vzVWEh/mhJhUEuhEWwAruvm83n1sUQsFqtUKowHxbDU0q+98PRqdTl53OU3/8eJe9u0DMBYIgAC0Pzqt7n1d84lzV8NhOinRRAGtYLAZkCqCCgej/u4I1ixWFQt0uq10msKA/bF9HN/8NPaA89tixw4f9GFHz12P042gWDh3ySA5heLxTRNE5FCoVCtVv1aRpCbv0h/eiD9aU2EQU0s4BmQv41guVxObZEZjUZLpZK/mySgsSUOO+cr3z3H71UA6A9DoAE0OTXXQHYXuvu4kvrmL9KfICP9gdTNkPZ7IRgxgTrw9hCPx9UHFb7wmqPr5+UBAJoPARCAJucV3fg7+7lH81dwcH5bj62+0BtJUDMJZgYUhB3BvJdIb8dMAEDzIQAC0Mxs2w6FQuL31u9Bbv6Ch+gHAyMJwuhZoC+yLEvVq/qi/lUyFov5tQwAwKgiAALQtOpL2bPZrI8rofkr4Cj8GQ3v+Pn1fi9htBADNbRAHYR78LcRLJ/Pq+k/pmlaluXXMgAAo4cACEDT8mY/l8vlSqXi1zJo/go4oh/sGwqCGlcwMyDVCOZj9Y3rut5Gmd4LKACgmRAAAWhOAdn6PbDNX5y1KqQ/GD5ioEYUnKNxvQX6okgk4mMjWKlUUntl6rpu27ZfywAAjBICIADNyYtdCoVCrVbzcRle81dwcLIqtH1hpFEQ1HCCmQGJ341gXse0bdu6zpkCADQVDusAmpBpmqZpiojjOD5u/d6j+SuwJxstiOgHo4cYCMPheyNYtVotlUoiomkaRUAA0GTY5REYCeXtKx5Y8sjKV3a642bMmXP4MSccOWUw75nKT//28tvW9vWd+HGf/tZZB4zAU7Qo7z1roVDwcev3+nfwwUl/ODUl/WkIZ371Or+XMCzqH1rbqm6/F4KB6EfNdZa96PcqelqgL7rfWVwsFlU31tjL5/NqCHQkEikUCmoyNACgCRAAAcPl7lx+7fd/eOuaXVNmnn58yc033H7GxZd9+viJob3cdetLTz733Ka+vtM+vb5qZRhP0YoMw1ADFBzH8XHrd7UDPc1fQUP6g7FEDBR8wcyARCQej3d1dfny1LVarVQqWZalioB8nKMHABhZBEDA8NTW33DZ5be+6iQOO/uChSfOGZdZ+/gd1/5x2b1XXGr84OqLDhtwjqO7des2kciR519y1oE9vmVOnDYiT9GSvK3ffSz/0XXdW4YEpvynxdMfoh/4hRgo4AKYAakiIMuyVDfW2KMICACaEgEQMCzppb+77VVH2/+Mb1524eFREZFpB86d6lzyjZs33HP9knOuOKtjgDvv2LqlIjL50PlHHz1llJ6i9XjlP67r+lj+E41GNU1T5T8BSX9aHOkPfEcMhKGKxWLlctmXTzLqi4AikYiP0/RajeM4vsdthsEZItC0+OcNDEfmiYeXV0QOPu2cw9+s9rBmn33G3Fuufm7VQ4///az3Tej/3tu2bhPRJk2aOHpP0Xq8upt8Pu9X+Y9hGJFIhOav4CD9QXAQAwVTYIuAbNv2K3zxioBs2y4Wi76nEi2iWq2eGTnPxwXcnvktARDQxNgFDBgGd+2qVTWRqUcfPWmP61PHHDNbxF23anVlgHsXtmztFhk/aZI5ak/RagJS/hPA2c+kP0CgsFNYAAXkcP3/2bvv8Ciq9Q/g787WNFIhgdDBSBVpgiCKJXIBkSIRUFBQVPQnCl6xo6hXVC5esXMtVwGpoQWRqoioKFLFkAAKRGkBAiEJSbbv74/BccluNpvszjmzM9/P4+MTtp0TSHZnvvOe93jLFLI47sUuFgERkVgExGUOAAAQXsh3AUJw9ugxKxGlN666giu5UbqZDtiOHTtJ1LS6ZxeeKiSitAYxR75b9vWewyeL3YmNm7do0/26q1vGSmesoQ2hNUro/mM2m41Go9LKfzQL6Q8oGaqBlEaBdUA6nS4mJqasrIzL6N5FQHx31QQAgLBAAAQQgtKyUiKKiov12YurXlwcka000BGbp/DkKSI6vOCJSeXlFw+pdvxAtHBJh8ETJ4/tVl9X5yH27t07e/Zs39tfeumloL6vyORd/lNZWcllDjqdDr2fFQLRjxJYLBadTkdEOp3O9wvpZFL8Qvy/uMxEU+eZiIEgAGlLeIeDQ8Fvle3A0AkIACDSIQACCIHNaiOi2NhYn3tiYmOJiqzWADHE2cJCBxFVuOrffN/Dfdo2b2AqO37gpxWf5/yau+K1mUnvvjY4TVfHIYqLi3/++ec6f1sRSgnlP95bvyP94Qjpj0L4e+sC/xADKYQCi4CIKCYmhteW8CgCAgBQE/QAAghBVFQUETkdTp97HHYHEVnMgdbMN+k5fPjw0VNm/vvhQb07tU5v2LRNt8yx//rP/3WOInv+559uKQ99CO3Q6/Xcy38EQYiKilLU4i+kPwCRRZu/s0qjkPhekilkiXsLcBnd5XLZ7XYiEouAuMwBAADCBRVAACFITEokOlF6wXcVVtmFsr/ur05Kt+F3dfO5VZd848jMBbtXFeXtP0zXdazbED169MjJyanFNxL5pL7LHK9PxsTEiGtbSHnnD9qB9EdRysvLq1veJf5fWg5Gl64O4zdl/lAKBH5FR0fbbDYuH3Dl5eXiJRYUAQEARDpUAAGEoF5Cop7IVVJadVG8p6y0nIiSEpNq/6K6Zs2aElHJseMVdR3CYrGk+1P7yUQGJZT/GAwGs9mM8h++kP4oTdd/f2i1Wq1Wq81ms9lsDofD4XA4nU6n0+lyuVwul/i1eLvdbhcfJj6F99w50+Dvr6IoLcTPFLIEQfDuMccSioAAAFQDARBACHSpqfWJ6GBevuvSOw7k73cRxTdsWO1xkqus8MiRI0dOl/veJTZZjE1LjQ5tCO1QQvcf714nSjhz0ODZI9IfUBlsFc+XEt7JvYlbwuv1PltCMCG1f46KitJ4jR4AQERDAAQQihZduiQSVez8ed8lqcPh7dvPEqXdcH31R4/Cn6teePTRR5+Yu69KsEMle/YUEOlatGgR4hAaodfrxf6UHMt/LBaLwWBQVPmP1iD9AbVCDATepPXOjDmdThQBAQCoAAIggFDoOgwY0ExHxRs/nJP/14IF++HF739RSNTq5ptbS+ektnNHjxw5cuToOdtfz2zTt2+ajs5teO/Dn4ulDMhTdmD5m5/ttFL9m2+/IaF2Q2gV9/IfBW79rrXTRaQ/oHpa+6VWCCW8n3vLFLJMJpO45Jk9FAEBAKgAmkADhETXdMj/Df/xmezDy6c98nuPHpcnlB7cvn3vcau+8aB7B3j13Pkj54XHVxRRytCZ/xuXQURE+oxRj48rmP7ZnrX/un9nmyvbNY5znT9xaH/+iQsec5Mhj4zrZKnlEJrkXf7Dq2lIdHS0IAjK2fpdayeKSH9AI9AcmgsF7gofExMjFuMwJhYBmUwmnU5nsVh4ldwCAEAoEAABhMjcZvTLr8TOfn/p1r2bc/YSkRDT5OrREx7M6lBTr8aojCEvzmq1+L3ZOTv2b9u8n4h0xrhGXYaNnXBHjzTv63t1H0L1vMt/xA2GGNPr9by25gVC+qNeAyfP5T0FhTrfNh4ZkJZlClkb3dkWi4XLNY+Kigqx/ig6OtpqtWI7MPBS+vuPu4/bhbSOfS6vZgeUyhP78orqtbmiCZ91jABAREQ6vHcDhIfzwqnjJ4ttxoS09LR6xqr3VhYeOFTkIGNKq8vTfNbOuyqKTpw8V2lIatw4JTpAe8fAQwShqKioDs9SLL1en5iYSEQej6e4uJhLABQbG2uxWFD+wwXSn4jw/cNj6vAsBECBIQNiTFFFQBvd2W63u7i4mMsxfL169cQMqLy8XGVFQCkpKbynQERkt9sHWu7kOIGVZZ/VqdXUDxMbXvNuoWXs6spPB/p9QPEn/dPG5z7009E3e4Q4RQAIASqAAMLEEJva7LLU6u6NSru8Q1p1d+qjU5q0CuKwI/AQ2iP1obRarRzLf5TT+xnpD4BGYDkYY4paCCYVAXHJX6QioKioKBQBQfAcue+//5Wdqj0WBgBG0AQaACKSIAjcN//y3glFCeU/2oH0B4A0lvlCFbw6MTudTofDQUSCIPBqRw2RxV58+PvPnx88aNouJ++pAAACIACIUGazWTz2tdlsXMp/BEFA+Q8XSH8AJNr5xedOUSl/ppAlXQVhT7rogv3goSb7Z/SKj0lq1WfMy2sLEP8AKAKWgAFARJJaL3Pc/Ev6WlEnBuqG9AegCiwHY0ZRC8GIKDo62mazsV+EZbfbXS6XXq83GAwGg8HpxIk9VMeS3vXmIeKOtSV56zfmlXGeDwCgAggAIpDJZNLr9UTkdDq5HHqi/IcLpD8A1dHImwBI+BYBSZdesA8mBNT8zneyL3rz9nTeswEAQgAEAJFIKjvn1f1HUeU/GjnxQ/oDEJhG3gr44v6GX0V0dDSXTkBS5ZG0HBsAACICAiAAiDB6vd5oNBKR2+222+3sJ6C08h8tQPoDEIzzbeMRA2kHxyIg6fNXp9OhCAgAIIIgAAKACOPd/YfLBrQo/wEAJcPbgqy4v+1X4f2RxBJaQQMARCIEQAAQSbwvNtpsNvYTEC+3KqT8RyOneSj/Aagtjbw58KKcDEgsAuJSgyP14MN+8AAAEQQBEABEEqndgLgLCfsJeDdcUM45gIoh/Yl017w7j/cUNAoZkHZwLwLCKjAAgEiBAAgAIol0lMml/TPKfxhD+hO5rC1t0n+856JdWniX4EU5FwA4FgHZ7Xa3201eW3MCAIDCGXhPAAAgWEaj0WAwEJHL5XI4HOwnEBUVhfIfZpD+KB/CHeU73zY+Ib+E9yxAdtHR0dLW7Mx4PB6bzSb2ALJYLOXl5YwnAAAAtYUKIACIGN7tn9mPrqjNv1R/YR/pjzJ51/Ug/YkU2BpMJsq5DMCxCMh7FRj2gwcAUD4EQAAQGaTNbj0eD5cACOU/zCD9UQ4kPqqBDEgOivos4LIbl/d+8Fw2pAcAgFpBAAQAkcF78y/2u7+j/Ae0g3viM3DyXC7jqh7eOlQsU8jS6/VcIhi0ggYAiCDoAQQAkYHv+i+U/zCD8h9eUOCjBWgJFHZCl3buXXm8Z3FRdHS0zcb6F9nhcLhcLr1ebzAYjEYjlw59oADxl/Xq2/ecqU1yNffHNL+qb9+0+q3rMZ0VAFSFAAgAIoDZbBYEgYgcDofT6WQ8Oq/eCn6p+xo+0h/GEPpoEDIgtcoUsja6s81mM/sMyGq1xsTEEJHFYkEApFUdHln2zSMB7m9+95xv7mY2GwCoDpaAAUAE4Fv+YzabdTqduP6Lb/kP0h8IC/T00Th1v5Owp6iyUC6dgKxWq7g0W7paAwAAyoT3aABQOr1ebzQaicjtdrO/sEnoawAqgtwHRMiAVClTyDIYDAYD6wJ/cT948Wt8YgIAKBkCIABQOul6JpfyH5PJpNfrldD+Wd0nbCj/kRVKfsCXut9SGEMREFpBAwBEBARAAKBo3jvL8mr/LH2tqEN8NUH6IxPkPhAYMiD1yRSyTCYT+3VYLpdL7P4jCILJZGI8OgAABAkBEAAomth/h4hsNpvb7WY8urj6DOU/skL6IwfkPhAkFb+3MKacKwTeF05Yki7SoAgIAECxEAABgKLxLf/xPopVzsG9miD9CTtEP1BbyIDUh8sqMJvNJraCNplM4pUbAABQGgRAAKBcgiBI7Z/Z7yyr0+ksFgvKfyBSIPqBOsObTFgo5DpBppDFax2W1AqaSwkSAADUCAEQACiXdARpt9u5jC5dw1TIYb3KoPwnXBD9QOiQAakMl3VYCIAAABQOARAAKJd0AVPLu7+r9awM6U9YRET0023Nx7ynAEFR67sNSwq5WiC2gtbr9YzHdTgcYrc+o9HIvhE1AADUCG/NAKBQfNd/GY1Gg8Egrv9SyAE9gLeIiH4AgCMulzGkil0UAQEAKBACIABQKOnYEeU/6oPyn1Ag+gH5qPU9hyWFXDPIFLIsFgv7ZsxYBQYAoGQG3hMAAPCPYwAkCILZbFZC+2dVQvpTZ8h9gIHzbeMT8kt4zwLCQNwPnvEemg6Hw+Vy6fV6g8Gg1+tdLhfL0VVAp9OtLPuM4wSwdg9A3RAAAYASiceORORyuZxOJ+PRFbL7Oy7FgzekP8AMMqAQCV3auXfl8Z4FEZHFYmEcABGR3W4X96E3mUyVlZWMR490RqNRXP8OACAHRLwAoERY/6VWKP+pA02t+Ro4eS7vKQARAmhVyBSyDAYD+zQBq8AAABQLFUAAoEQcAyCz2SwIAvf2z6o8+0L6U1vayX1AgVAHFApFFQEx3kjB6XRiFVideTwecSc1jtjvHwcAzCAAAgDFEQ8Z6a+DSMaji+U/G93ZZWVlw6+fyXh0AAnSH+AOGVBE2+BaQkRms7m8vJxxpmCz2aKjo8XRKyoqWA4d6RwOx6Ber3CcwPJvn4iJieE4AQCQFQIgAFAcjuU/er1e2nveZrPNXzeRiO78xzuMp4HyH41D9AOgAryKgBae/kD8wmaziZc0LBYL4xQGARAAgDIhAAIAxTGZTOIXdrud8dBi30oi8u6aKcZAxCMJUg2kP8FD+gOKgiKgCCJFPyKr1corABI3cBDreQ0GA/vNHAAAwC8EQACgLEajkdf6L3HHXPFrv9um8CoIAo1A9APKhAyoztgUAVXJfSROp9PhcBiNRkEQTCYT42sqNptN3M3TbDYjAAIAUAgEQACgLBzXfxmNRp1OR0R2uz1AuwS5C4LUt/4L5T/BQPoDSoYMSJmqi34kNptNXNfMJQASW8mITYhYDg0AANVBAAQAyiKt/+Ky/1ethkZBUDCQ/gQD6Q+AWslRBFRj7iMRUxixvrW8vNzj8YR3JgG43W6p/shoNDLeiQwAAPxCAAQACiIeKRKRw+FgvGWJTqcTsyePx1Ory6ThLQhSX/kP1AjpD0QEFAEpQfDRj8jj8TgcDpPJpNPpjEYj4yIgu90u1h+ZzWYEQAAASoAACAAUhOP6L/H4mIjsdnvdrpGiIMgXyn8CQ/QDkQUZEC+1zX282Ww28fKG2WzmtQpMqu0FAAC+EAABgIJwDIDCNXQoBUEo/9EUpD8QiZAB1UEoq8BCiX5E4lUNscpVp9NhFRgAgJYhAAIApQi9BqfOxNp4+qtaPiyviYIglP8EoLX0p9uaj3cMGM97FgARI/TcRyKuazabzWIGxPj6itSFGqvAAACUAAEQACgF3/bPYvZks9nCmz3JvWUYRBytRT+gPigCqoPgi4DCGP1IbDabWOVqNpvZB0CxsbHi0BcuXGA5NAAA+EIABABKIQVAjJsUEJOlZzUWBKls/RfKf/xC+gPqgAwo7OTIfSQcV4GJdbVGo1Gn0xkMBqfTyWxoAADwhQAIABTBYDCI+385nU7G67/E3gT0V7cCWcfSSEEQ0h+/kP6AmiADqi2/RUCy5j7ebDabxWIhIrPZbLVa2QwqkvYCM5lMCIAAAPgSeE8AAICISDw6JK7lPyyHnr9uohQGkerKf8AX0p8glbTSSf/xnguAjBae/oBZ+kNe9a3SRx4z0pUV6YMeVMt29Ou3Hx1+c+8rWqXGWqKT01t17DP8sTeX5573fegPExvqdLqocV9Wud36W85r9w/o2jItPio6qXnH3v3veXXDn/gABQgbVAABgCJwXP/FsfeQlAENnDyX8dDywXm7L6Q/Qbrm3Xnef6zuZyn+ENMiQagOioDqgGXo483hcLjdbrHiVRAEt9vNbGin0ykNzXgBGrDk2Pf+kH6T1xy3E5EhtkGjtMTSwoLcE4dzv1/27psDZixbNKl7XE2vcX7D5D5DZuVWEpEhvkkT85m8rX/kbl23+LOHlmx9b2Cy/N8EgPqhAggA+BNbAxCRx+NhXB/Ocv1XAF++edeXb97Fa3SQFdKfsEOVEESi+esm8kp/RNL1FRQBQfiVbZ409JE1xx3p/aZm7ymylp36o+B4cWVl4Y4Fz/2jqevomslDH/ryXA2vUb560qhZuZWU0n/GNwXnzv55+GRZ0c6PxrQzVxx8f9z92aeYfCMAaocKIADgT7wqSCpt/xw8KQOK3IIgnJBXgfRHbt4/cqgMYg9FQDXyXu3Ll3cboMrKSpZDi/vQE5HJZGL/QQ8M2NbP/vg3F2X8c2XOS92kgFFnSu066uWcjsZeXV7Y+flT7zw18IX21b9G0YJ3Fp4jav/EmmVTukcREZGQ2GX8ZyvO7O/wzPblby86nvVouuzfCYDaoQIIAPiTLgmyr8FRVAAkQUGQOiD9YQyVQVyghVl1qvR6487hcLhcLiIyGAx6vZ7x0OIXqABSq73bt9uJ6l1zYzff8jJThzuzOhFR7u7dAQ/ycnfutBO1GzH2YvpzkZAxfGhHItq9Ywe7hYsA6oUKIADgj1cDIL1eLy49c7lcCtyaJOIKgnDW7Q3pD1/iTyNqgoA9RYU+Vdjt9qioKCIymUwsi4DcbrfT6RSDJ71eL+ZQoCZicVnptm/32Ppf6ZMBtZq0qWi8nYwxgc487cW2qMaNG3dv37LqPeK1Oid+bADCAQEQAHAmCIJ4KdLlcrFsS0lKLf/xFXFJECD9UQgplEQSJCssBBMpOfoR2Ww2MQBivwrM4XCIV1yMRiMCIPVpO2hwxst5B/e93rdbweR/3ps16Lp2yaa/7zbHJdfYeMo09NOjQ/3dcSwnZyeRrlPnK7F0BSB0CIAAgDOO+39FSgAkEZMgZcZAKP+RIP1RICRBctNyBqT83EfidDpdLpdY/cq4Ese7+MhqtTIbF9gwdHtu8XsHhk5aXpC7eNq4xdN00Y069b6+b9/rr7++b59urRLrvPSv7OeXRz27xU7xt025z6c0CABqDwEQAHDGqwGQ1ARBPCBmOXSIUBCkZEh/FA5LwyCMIij6kdhstujoaCIym80VFRXMxnU4HB6PR6fTYTN4lYq+8sFl+bduy1mwaMW6rzf/mHtiz8b5ezbOn0VkSL5iwOiJzz4//qqkWr2i/c+NMx+Z8GLOYbupzcSl/x2eINPMAbQFARAAcCa5GXJCAAAgAElEQVRWAHk8HsYBEMfKo3BRTkEQyn9ESH8iBWIgOWinCCgScx+JFACZTCaWARARORwOk8mk0+kMBgP7PR+AAUt6jxFTeoyYQmQv2r9ty+bN33y1bvX6nwr2rnrrvnU5W+Z/P3d4cNt4OY6ue33SxFeX/15B5pZDZs798LHeyTLPHUArsJQSAHgyGAziBvBOp5Px9UCp8ihyAyCRuGUYdg3jDulPxMF+YVBbStvYqw5cLpe0F5ggMD0RkD5tpQswoFqmlDZ9hk2Y+s7SH46cOrDqqT7JZC+YN+GpL8trfmrp3s/Gd+/Qf+ry3z0tBj6b/cveFf/sXR/v1ADhggogAOCJVxmOWIVOf21NwnJo+fAqCMIpNCH9iWSoBgojtRYBRXroU4XD4RBXQBuNRpYt8LAZvGqVrn3mzvd/1fd5dsUTPX2OCKJbD3p11Rt7Goxdd3bTpr008OpAr3R6zYN9hs4+aDe3HPyv2W8/ntm0xt7RAFA7CIAAgCdeDYB4jcsAOgSxh/QnGN3WfLxjwHjes6gWYqBwUVkGpLLoR+RwOMRNu00mE8sASCw+EltQC4LAeN9PkFE9z7FNq1dXHO196Imerf09IC41NYrIUcMxl3339IG3zz7oajzsgzVzJ3SMkWeyABqHAAgAuOFYhqOCBkA1YlMQhPIfpD9qghgIRKrMfSTSBx/7ShxexUcgs56ZN8XNW/XLG1PmjFl6d7q+6t1ncuauLSWKufbaLgFepGTJi9N3lJuvnrFhyYS2Pq8BAOGBHkAAwA3HMhwVVwBVgQ5BALWF3kAhOt82nvcU6k4FXX5qJO26IAiCwcD0YjDaAKlU0p2vPNs1iopWjuvY4/4Pv9575PQFJxF5HOUnf/nirXE3jVl4mhIyZ0wfGlv9a5xa+PHqcoq6ZdKDGRerxapwI5oHCANUAAGEg/30nq/Xf7e3oNiT1LxNm47de3VOjwryqY6z+7d+u/WXQyfOVegT0ho3uaz7TX3bxF+Szdp3fPbiit/8PTm25/1PD2oW8vR54VWGo9frpQ3gtVOC/uWbdyUlJV1996wwviZOklH+o2IlrXQoBdKO9TteLCkpUf0lAYnD4RAvhBiNRpYVuGgDpFZChyfX5hQPGvXvbTs/euCmj4jIEBVnclyocHqIiISk7lMWLX4oI1Bdz769e11ElctGxPk/P00Yv674o34yzB1AWxAAAYTKU7x7ziszlh+8uLHBjq3rl85f2f+xqfdf3aCm+lXPqe/fe/ntDX9avW/Mzl55w4QnJ/b9u4K28MDPv/56zN8LJDZluoNruKEBEEtms1kQhG3zHnM4HCUlJegQFDqkP6qHFWF1FkGdgJZ/+0RMTAwRWSwW7Xwo2O12aTP4yspKZuOKxUdGo1EsPlLNJgxARPUzX/vxt1GLZ3+ydM3X2w+eOFNsNae2zmjWvFXnfvdOeqB/6wDFP0REJUeOFLOZKIC2IQACCI3r8PypLy7/0x3XfvDY265rk1T229acOUt2rX3tGcP09+9rH6jC2VOw5JX/bPjTKaReNWJU/+7tmkaVHtm+eu6CzQWb3v53arM3RrUQIyBPYeEpIkvn0U8MalnlJYwNmsj2ncmNYxmOFhoA+RJbfhKR1WqlcHQI0nj5D9KfILVvfiLIR17z7jxZZ1JnKAVSJWmdl9VqjY6O1ul0ZrO5vLxcI2WhTqfT4/HodDqDwaDT6Twedj/hvIqPgAFdYqeRT7898ulgHtv7nZOed7z+HH/vWs+9Ms0LAP6GAAggJKWbP1/xp1vXsP9TU+/tGE1E1KRlu8buJ55cemTNvPVDXxuUUu1T7dtXripwUnz3//vX05mpeiKitPrpj7VvIjz84qbDSz7/dvDUG6KJiM4WnnQQNWrbu1u3dCbfFBvcGwB5PB7tHHrq9Xqp37Z3301sGQZhFHzWE3FQClQHyiwC8u3v4/F4bDabGJGbzWaW5TB82e12s9ks7sbA8nIIr+IjAAAgNIEGCE3Zj1t2O4ha9xsqpj9ERGTOGNy/nY5c+d9uPRPguYd/2VNGlHx91k2p3kvFYroOur4RkevgwUMXbzlVeIpIl5bWQI7vgB8pAGJchmM0GnU6HRE5HA6W1zz5koqeqtt1BY2iawXlP5L2zU9I//Gei+w0XvUW6QJ0dxbrIonIbDYznBFnvNrxiMVHRMS4/zQAABAqgABC4vktP99F1Lhbt7RLbo/v3j2Dfj3we/5+x631qzmuchUVFRNR06bNqp5RJCUnEZ0oLT7nItITVZ4sLCFKSUtTWb9E6ciP1wbw2un1QF5nNYG33Q2+IEjLZ8JIf7SQ9VQHpUC1ooQioGC29HI6nS6XS6/XGwwGvV7vcrkYTIw77w25ysvLWQ7tdDrFizHa+dsGAFAIBEAAITh79JiViNIbV12aldwo3UwHbMeOnSRq6v+5QpcH/vvhOLIkVN0uzLo//wgRpaVf7AJdeKqQiNIaxBz5btnXew6fLHYnNm7eok33665uGRux5+DiYR8RuVwuxmU4vCqPOBLPaojI5XIFGbeF3iFIrbSc/mg596kCXYEiQq12c7fb7VFRUURkNpsrKiJ6f4Vgud1uMfbS6/WCILBsfuTdBggBEAAASwiAAEJQWlZKRFFxsT7bfdWLiyOylZaVVftcXXRSWrTvzWW/zJn7fTkJrf6R2ZqIiDyFJ08R0eEFT0wqL794wrHjB6KFSzoMnjh5bLf6fkKgvLy8uXP9nLo//vjjwXxbDEgpDOPyH3HbESJyuVzaOegMsvzHV3UFQVou/9GgMOY+4l5LOp1OXIYp9qAVI+CIW4+JDChI7IuAapX7SGw2mxgAmUwmjQRA5BV7mUwmaR0cA9JHP1aBAQAwhrddgBDYrDYiio313dkyJjaWqMhqrU13Q3dJ/urZb875odAd1e6uiQMbireeLSx0EFGFq/7N9z3cp23zBqay4wd+WvF5zq+5K16bmfTua4PTfE7Gz5w589VXX/mOoJwASDrmwwbwDNQ5AJKgIEiktfKfsJf8iKeaqoEMSGnqFv2ItLkKzOFwiL+VRqMRARAAgBbgbRcgBFFRUUTFTodvEYvD7iAii9kS3Au5i/etmfPh/G+OlHsM9a8aO2XysJbSBvJNeg4ffoWlRd/BfZpePI1v2LRN1y6Npz309u78zz/dctPT18WE45thim8DoEwha9n5T1iOy5F4MkN/nd6E8lJSQZBit+uWlXbSHyz1Ch4yoGDIXQQUSu7jzWazibtTaWcVmMPhyBSyiGiDawnLcd1ut9vtFmtyGW9CDwCgcQiAAEKQmJRIdKL0gu9Cr7ILZX/dXxPr0c2fzfrv2t/KPfrEdgPvfmDMDS28l4aldBt+VzefJ+mSbxyZuWD3qqK8/Yfpuo5V7u3Ro0dOTk6tvhXGpACI8VVWqQLotoR7xS+ELu3CdfKgTKGX//j6/uEx4hfaTIJUTO7op6ysTOwz4n2+Jy4HE/8fidAWmqPwvntrJwAa1eDBKrfodDqDwcDykozT6RQvyej1esaXggAAtAwBEEAI6iUk6olcJaUVRJf08/GUlZYTUVJiUuAXcBVu/s/z735XaNenXJl1731ZvZsEWTJEpGvWrClRUcmx4xXUsUozIYvFkp5etTE1ERUVFQX78nISBEEQBPLaC5YNg8EgCIJ4tdPbnf94R/pafWGQFADJ0fRaTIK0EAOpvvyHTdVPGFNIpUEpUGDhLQKS6Y1abJMvVk0yTkMY8P6k88tkMnEJgIxGo8r+qgEAlAwBEEAIdKmp9YkKD+blu27q6t0I+kD+fhdRfMOGARtelOx474W3viukRtf+35MP9WvhpyU0ucoK/yyqpJgGLRpUXeclXp+MTUv19zxF49UBWho3AJWFQUajUczaHA6HfMVWqi8IUnf6gwVf4YIMiAG535ZtNptYoGo2m1WQStQY+ngL5iMyjKROfGgDBADAEt5zAULRokuXxGVrinf+vM/T9Yq/FzAc3r79LFHaDde3C/Bc168L3/vqpCvluqdff+zq+GpWPwh/rnrh6dXnk/q/+smD7S/Za6xkz54CIl2LFi3C8H2wxb0DdJBUEAbJsf4rAO0UBKkD++jn7ryX5rR7nvGgLCEDCiCUIiBm78A2m03cq85sNpeXl7MZNOxqlfuIMoWsje5slu140AcaAIALvOcChELXYcCAZmvn/7Hxwzl9Z45tayEish9e/P4XhUStbr65tRTr2M4dPVHiJEN8oyZJ4im5dduab86SruPt46tNf4hI16Zv37QvVxZueO/Drq/cf1WimAF5yg6sePOznVaq3+/2GxJk/Q7lwKsDtO9RptAlUETnLULDILHAnuRZ/1UdlRUEqbX8B4U/MkEGFF6M32/dbrfD4RBrJ41GYwTtF1mH0McXy3Y8Ho9H3HZNr9ejDzQAADN4wwUIkW3/vCefyT7sjEq7okePyxNKD27fvvf4BaHxoJdn3tdBWp118NN7Hl9RRClDZ/5vXAYREe3/39gnVp4zJDXPSPO7hsvS/Z5pt2UQUeXBla9O/2zPObe5QZsr2zWOc50/cWh//okLHnOTIc/9+55OtVgBppAeQMnJyeLR3tmzZ5kNKghCUlJSlQZAwQdA1VFyGGQymerVq0dEDoejpETGLXgCi+gYSJXpD9/oJ0AFUET/qFSBDKg6QRYBcXxrtVgssbGxRGS1Wi9cuMBrGsEIJfRx78qrcstGd/aFCxdYbgYfFxcnlqmWlJQoIWtLSUnhPQUAANmhAgggROY2o19+JXb2+0u37t2cs5eIhJgmV4+e8GBWh4DJjL2wsJiInOcK8s75fUBM44vHnVEZQ16c1Wrxe7Nzduzftnk/EemMcY26DBs74Y4eaSa/z1Uy8VofKaD8Jyyk428FJkFS+Q/fzrsqKwiKdCj8YQN1QHXG/b1UqpeU3kIVJSyVPtUxGo0sAyCn0ykGQAaDQQkBEACAFqACCCBMnBdOHT9ZbDMmpKWn1fPpNVNZeOBQkYOMKa0uT4siInKePbz/ZKBdZvWJzdumx3rf4qooOnHyXKUhqXHjlGh9dc8LRAkVQGazOS4ujogqKytZdliIiYmJiooKewWQX9xPYERJSUliB+izZ88q560+gmIglZX/KCT60UgFkAgZkK/qKoAU8rYpio+PF3vGKaQyRY7Qx28FkMvlKi4uDvtY1TEYDAkJCURkt9tLS0uZjVsdhVQAeTwevh/ZOp1OvFAHAKqEAAhAQ5QQAMXGxlosFiIqKytjWZkiHtB7B0AypT9V8DqrkQ6s+a7/CkD5Z/tqCoAUkv5Q9QGQ8n8e6gYZkK8qGZCioh9RVFSU2Aq6oqJC3HCTPVkrfchfAEREG93ZLC8Y6HS65ORkInK73efO+a+GZkkhAZDdbu9z77scJ7Bp9gPizz8AqBKWgAEAU7y2ADMYDFXKf9jg1T1a2vJMCZev/VL4lmFIfyAssBasOgrMfSR2u108ATaZTCwDILlDH29Cl3Z+MyCWq7E8Ho/T6TQYDIIgCILgdrvZjAsAoGUIgACAKb1eT0Rut5vloZ7UeIgvlmEQl/2/6kCZHYJUk/4g+lECZEBVKDn6EblcLrfbLQiCmE3I+mnFMvQJBuN2PGIAJI6r8E8rAAB1QAAEAOwYDAY1dYAOhaxhkE6nE79lt9vN+K+6zhReEBSJkP6Aonz55l28p1ALdrtdXK1sNBrDvlpZaaGPN6PRWFlZyWw46RMKARAAABuKOykCABWTghjGqYS0HkrCpgFQkMIeBhmNRjFoU+z6r+oooSBIHeU/SH8URctFQJGV+0gcDkd4AyAlhz6STCFrvXMxyxGlDynfj2kAAJADAiAAYEc6wkMFUHXCEgZFyvqvAFAQFAqkPwqkwQwoQqMfUbg2g1dy7uO3DRDjdjwul8vj8UhVqwAAIDe82wIAO7w6QOv1ei4doENU5zBI+R2gg8S+IEgF5T9IfxRLIxlQROc+Eu/+xHq93uVyBf9cJYc+wWC8GsvpdIpVq7X9ewYAgDpAAAQAjIiHd/TXFT9m40qNhyJa8GGQXq8X/56dTqdqNlVBQVCQkP4AR+qIfiR2u128aGEymWpsixPpoY83LgGQOC4CIAAAuSEAAgBGxFSCiBgf4amvsFw60/CbBKmm/MeX3AVBEV3+g+gnIqiyCEhluY9EegutLgBSU+jjjXE7HmlJuHSQAAAA8lHbeREAKJZyAiBFdYAOhXj6cb5tPHmdg6mgAVCNUBBUBdKfCKKmDEit0Y/I4XBI7Wl0Op1YuKrW0EeSKWRtcC1hOaJ0SIAACACAAQRAAMAIrwBII3uLDJw8V/p627zHxAYWHOfDQHgLgiK3/AfpT8SJ9AxI3bmPN7vdbjabe971pvjHhPwSvvMJO799oBm345GWKiMAAgBgAAEQADAiCIL4BcsASDyQjcQO0EESy3+q6DHmP9LXWjhV2/XEA9HR0W2mvcl7IlCzu/NemtPued6zgDraNu8xl8tVXFzMeyKy847UNYhlOx632y1WWiEAAgBgAAEQADDCpQJIfQ2Aasv7NEatYZDFYiGi/dMmFxcXu1yuOhQEofwHGIusIiDxrSMxMZGI9Hq90WhUX4sxCiL0Od82Xn1FQH4ZDAabjd27osvlEtfZsdyBHgBAm7R+agQAzIgBkMfjYXl4hwDImyrDIJPJJBaXORwOMVtkv3k8L0h/IlpEZEDebxSVlZWxsbFEZDabVRMAabzSpzqMPzrFAIiIEABFPNvRr/8784PVOw4e+v3w8TJzcsNGLTtnDrvjnnHDOiRUeegPExte826hZezqyk8H+n0t+5f3tRy55c5NB17vLv/EAbQDp0YAwIJ4ZY8U0AEaRKoJg8xms/iF7/VqdfeKRvoD8vH7niD1lTebzRcuXGA7ozBD7hMY+wBI/EKv16u+e52KOfa9P6Tf5DXH7URkiG3QKC2xtLAg98Th3O+XvfvmgBnLFk3qHleLlyte8fHi4xfi7UgEAcILp0YAwAKvDtC+PQVUswUYVdMAqA4iNwzS6XTirmcej6e6BQs1FgRF4vovpD/qoMAioADvAG632263m0wm8fcu4vYZROgTpEwha6M7m2UxDjYCU4OyzZOGPrLmuDu939RZrz86tFOynog89lO7lr373FPT162ZPPShy/bOG5gU1ItVFGz6z/0PrywjCs9hDgD8DQEQALAgHdUxru5WdwdoOURWGGQ0GnU6Hf21YXPgB6umIEh96Y8K/lHqTCEZUJC/7DabTYxczWZzRARAYQ991NcGyO9GYESk1+sRAEHwbOtnf/ybizL+uTLnpW7mv27VmVK7jno5p6OxV5cXdn7+1DtPDXyhfcCXObZ08kPvfLNnd+7RMqaXCwE0BAEQALDApQJIEAQxHYC6kc6dFJsEBVj/VZ0qBUGRWP4DEEa1+u222+3ihk1iHVCNqSsXqPQJC71ez6zTEwIgFdi7fbudqN41N/6d/khMHe7M6vTCzh25u3c7qL0x0Mucz//hx7zjZE5MMTsris9XIAUCCDsEQADAApcACIeS4aLMsiDv9V91KEYQk6Buaz4O/8zkpL7yH/IXw1kO+55DqBaXIqC6/SJ7PB6HwyGtAmO5UVRgCH3CjuUHqMfjwU7wkU7cjrN027d7bP2v9Hn/bjVpU9F4Oxljajrz7DD15zNTxS/3vdi2w7T94Z8pgNYhAAIAFsQO0MS8AojZWNqhnDBIPAulv6oS6vYiOwaMF7+IiCRIlemPXxqPhGQV4q+ttAqMewCE0EdWjLMY7AQf6doOGpzxct7Bfa/37VYw+Z/3Zg26rl2y6e+7zXHJeAsHUAYEQADAApc94NV9LTFcHaBDwTcMqsP6rwDEJEjJMZB20h+/xEhIrTEQgyKgcP2G8l0FhtCHGS4BELHtPQRhZOj23OL3DgydtLwgd/G0cYun6aIbdep9fd++119/fd8+3VolBlz4BQAMIQACANnx2gNe3VuAKQ3jMMh7/VcYG1VEVkGQBqk7BpJJeH8fxRWXZrOZ2SowpYU+6usD7StTyNrgWsJyROnwAKW7ESv6ygeX5d+6LWfBohXrvt78Y+6JPRvn79k4fxaRIfmKAaMnPvv8+KuC2wMMAOSEAAgAZMdxD3hsAcYFgzBITH+IyGazyVGDoLSCoEgv/8lquDOMryYtEFNTEhT2IiD5clibzSbW35nNZpkCIKWFPurmdyMwxqux0AdaHSzpPUZM6TFiCpG9aP+2LZs3f/PVutXrfyrYu+qt+9blbJn//dzh6bznCKB1CIAAQHYc94BnORz4JVMYJAVAsu5FrZCCoIhLf8Ib9wSAgiC/5C7Bczgc4iowozGcyzoQ+igNdoKHujOltOkzrE2fYROmvlPx+xcv3zPute8K5k14akT/eQNjeM8NQNsQAAGA7LAHPIjCGAZJZ55sNipWWkGQMjHLfapQTQwUYhEQsz5c3nuBGY3GEH8HkfsoFnaCh2CVrn3mzvd/1fd5dsUTPX2OvKJbD3p11Rt7Goxdd3bTpr008GoeMwSAvyAAAgDZYQ/4sFNCB+gQhRIGGQwGsU+EWIkQ5plVj0tBUESU//CKfrxZW9pUkAHVAZfN+MQAiIjqFgAh9IkI2AkeglXPc2zT6tUVR3sfeqJna38PiEtNjSJyMEsUAaBaCIAAQHYIgCCw2oZBjMt/fKEgSKKE6EeiglKgWhUBcYl+RHa7PSYmhohMJlNFRUUwT1FT6KOFPtCEneChFnpm3hQ3b9Uvb0yZM2bp3ek+PzhncuauLSWKufbaLjxmBwBeEAABgOzEYg3ue8BjC7CIIJ0lBji5ZdMAqEYMCoIUW/4TSu6zunjwLYk5YZxMFaovBeKY+0hcLpfb7RYEQTxjr64QT02hjwZhJ3gIWtKdrzz71sandq4c17HHD6+9/nBmx5ZNGsQaPI7ywrxNS2Y998zC05SQOWP60FjeMwXQPARAACAvXnvAYyvZSFddWZBOpxNPEtxut9Pp5DAzHzIVBKky/WEjokuBAhQBKSH6kdjtdovFQkRVNoNH6KMOHHeCZ9l7CMJF6PDk2pziQaP+vW3nRw/c9BERGaLiTI4LFU4PEZGQ1H3KosUPZaA2G4A7BEAAIC+Oe8CzHA5kJZ5SlrTSEdHPj90rtvdW2hmCQrYMk5Xyox9vqikFUlTuI3E4HGIAZDQab3roI97TgZAoaid4XL+JUPUzX/vxt1GLZ3+ydM3X2w+eOFNsNae2zmjWvFXnfvdOeqB/axT/ACgCAiAAkJd0JMd+D/hMIYvliMyooAN0KK76zyfS198/PIbjTKoTloIgBZb/RFb6I4rQDEgqAlJm9CNC6KMFLFdjSQMhAIpcusROI59+e+TTwTy29zsnPe8EuL/9C/meF8I0LwD4GwIgAJAXlwAIe8BrxDXvzpO+VloYpLKCoEhMf0SRmAEp7YdZguVdWsNyNRYCIAAABhAAAYC8pCCG5XbdWP+lQYoNgyI9CZI7+mHw1xJBGZCifnRFCH38wkZgYYcACACAAQRAoHLWUwcOFFotaZdfnmoJ+EDX2UO5xy7oEltc0bQeo7lpBJcKIARA6iM2AAqSMsOg4JeGKWf9V+QW/lSh8AxIOT+lEuQ+QGw/TKWrRCjgBQCQDwIgULlDs4dfOS23w7TcX19oH/CB7nWPdx690nPr3PKcMdGMJqcNXCqAcP0QJEoLgyKoIEg16Y9ImRmQEn4mJQh9oArGH6Zut1sQBHyCAwDIBwEQgMhaWUlEdPJkIVFL3pNRFV49gKre0qUds9FBsRQVBlVXEKSQ8h+VpT8i5WRA3H/8JN6/FJpuLw/+MM5ixAtFqAACAJAPAiBQH+vXr4yZvefiH0ry/iSiP5dMzsoNcGTrtp/N37LZQ0T16mEBWJhxCYBw+Ag1ks57+Z6KK7MgSJXpj4h7BqSE6Mc79AGoTqaQtdGdzXJEt9stLjpjuf08AICmIAAC9XEVfL906bpLbirN27g0L4in6rv1z0yRZ1bahSVgELpaNQCqLYWUBYlJ0N15L/GagETF6Y+ISwbEPfdB6AOBCV3auXf5OVTS6XTMPr6lgRAAAQDIBAEQqI+Q2v6aay5c/EP5n7t2/1kR3bRzl6YxAZ+ls6RcdsMDL05qJf8ENUbMYhgfyam4Auh8W6zSkBH3MGhOu+fFL3glQapPf9jjGP3UNvQpaaWLP8QuqYeIIAiCy+ViM5Z0qKDiD3EAAL4QAIH6RN0y87tb/vrDvhc7dpiW2/Keed/V0AQa5CIexrEs/yEiQRAyhSyWI4L68A2DxCSIcQyknfSHQRHQDxPvYvy+J0KlDzMa2QmeZRaDneABAOSGAAhUzpTSok0bZ4sUE++JaBSXBkCEY0cINy5hkCAIX177NhF5PJ5bvnuUzaDaIV8GtH/aZCK6cOGC1WqV4/V9IfQB+bD8PMVO8AAAckMABCp32f+tyv8/3pPQMHSABvVhFgaZzRfjCZvNxqAgSDvlPzIRfxiMRqP4R7PZLGsAhNAH2EAFEACAmiAAAi1xO2yOGmIIncFk0iM+CBt0gAZ1kzUMkgIgKUeQr0MQ4/RndfHgWxJzWI7oV7iKgLz/6R0Oh9vtFgTBaDSGvZEtg9AHbYCgClQAAQCoCQIg0ALb70uf/+fMlT/+8tsZaw3HtR2m5f6KbkHhgwogCJ2sW4CFUXjDIL1ebzAYiMjtdjudzir3hrcgSMu1P6FkQNX9K9tstqioKCIym82VlZV1n9xfUOwDHLEMgFABREQmk2nbvMd4zwIAVAsBEKie58DbN3d/dEsZ73loEyqAQJtCD4O8139V9xjuW4ZpU43/oGEJgBD6gEJgCRgAgJogAAK1O7fkqee3lBGRLuHKYXfdenVGw1hDgGOZxG6NmE1NC7hUAOHAERSlbmGQyXSxdX2AAEgSSkGQlst/RMEXAQX5z+d0Ol0ul1jDVatVYAh9QIGwBIw9LhsIetP43z+AuiEAApVz/7BmXZDgYisAACAASURBVAkRJQ35dM/Su5voec9Ha7hUAPkeuAhd2jEbHSAA6Qw/cJQgCIK4/svlcvmu/6oOCoJkUocaLrvdLhYBmUymwK2gEfqAwrHMAjwej8fj0el0Wr6QY7fbr5j+HscJ7Jxyf0xMDMcJAICsEACByh09eNBKRJdPeAnpDw+oAAqv823jeU8BwiNwWZC0k5TD4ajDiwdfEMS9/Kfbmo/5TkBUXRFQnXs5ORwOMQAyGo2+ARBCH4gUmULWOsciliOKARAqUAAAZIIACFTu9OnTRESXZVzGeybahCbQADUS4wBrSxsR7RgwnrzWf9nt9jq/LAqC6iz0Ht4Oh0M8j5X+KSMo9MFGYOCN8TUVcRM9MQPivhIKAEB9EACByun1eiKiAwcOEl3BezIahCbQALXiXRFTcNdTdasAqqK6giDu5T+KIhYBhR79iDwej9Pp7PjKu2F5NVCs823jE/JLeM8ibIQu7dy78qrcyPiainS0IAiCy+ViOTQAgBYgAAKVu3LgwEavzjrx2/LPtz03o0c07+lojpjFiKv6GQ8K6hApe8CHSCz/qaL53Nekr8XKoFCgICiA0P96JVKEV+fd5QGUpla9zEMkDYRiXgAAOSAAApUTek/77MEv+39wYOZtYy5b+7/xHeNxQMGSeADHuIobR42gPt6VQSGmFVIStLp4cEhzCof2zU8Q0b4CbtsvhiX6UUgnIwCZYCd4AADVQAAEKud2mHq9tm55zOixM5fff+XmD7LG3tarfUbLxklR/ltCx7Ts2bMF9j4IGy4BkCAImUIWyxEBWApXGHRLYg7xiIHuijtDROe8bmnf/ATjDAi5D0DwWK7Gwk7wAACyQgAEKpc//aoO03Iv/sF9bvfi/+xeHOjxHabl/vpCewYT0wIuDYAIR42gJaGHQWIMRKySIDH98cWsFCjE6AehD2gQinEAAFQDARAAqArSH9CsEMMgBgVB1aU/EvlKgULJfRD6AAAAgDogAAKVa3X/oh23WIN/vKVRK/kmAwDAhpRZ1Db4kKkgqMboRxL2DKhu0U/ooY+4rViILwKgBCyvrGAJGACArBAAgcpZGrbv2pD3JLSKyxIwHDJCxPG7BVi41LksKIwFQcGnP6KwLAerQ+6DSh9JSStd/CGmS3cBAACAAQRAAAAAmlCHMCjEgqDaRj/e6lwKVKvoB6EPAAAAaAcCIAAAAM2pbRhUh4KgwOlPkrPXOcPWwK9Qqwwo+NwHoQ9ArWAJGACAaiAAApU7+Fa/frMOBv/4jEnr1z+aId98NAVLwAAighiIiAuv5rR7PsAjgy8ICqX2x1swy8GCiX4Q+gAAyKR47q0N7/7CFj969al5A/23PnNtuD+t30dF5kFzTq+6q554m+3o1/+d+cHqHQcP/X74eJk5uWGjlp0zh91xz7hhHRJ8X8H6W86sf/83+6tdv58s1ae2atu2+y2Tpz12c1O0WgOoHQRAoHKO8ycKCgqCf3zseUddhrGf3vP1+u/2FhR7kpq3adOxe6/O6VFhfm4oQwAABOfuvJekrwOEQQEKgsIV/XjzWwpUY+4jfi8MtpYHANCyxGFjBj74xfKSlQvWVA4c6u/o1PXt0hVFRJaBo4aI6Y9j3/tD+k1ec9xORIbYBo3SEksLC3JPHM79ftm7bw6YsWzRpO5xXs8/v2FynyGzciuJyBDfpIn5TN7WP3K3rlv82UNLtr43MJnB9wigGgiAQOWSe46eNKnQ710e54VTRw7m7d6x90QFEUV3uOf1qQMu79iktkN4infPeWXG8oPl4h93bF2/dP7K/o9Nvf/qBvowPTeUIQAA6qbGMMi3IEiO9EfkXQoUIPrxnjN32AgMoLawBCwixQ4aPSR++YKSnIVfVAy9Pdrnftfm7BVFRDG33HFrPSKiss2Thj6y5rg7vd/UWa8/OrRTsp6IPPZTu5a9+9xT09etmTz0ocv2zhuYdPHp5asnjZqVW0kp/WdkfzChT7M4vbt41/8eHfPwvLz3x93f99dlWakMv1mACKdjuTQDQIkcJ7fMnvLAE/P3W/VNRs7ftnBE7TYNcx3+/NHHlvzpjms/eOxt17VJKvtta86cJbuKdQ0GTX//vvamMDw3lCEuVVRUVKtvLkQGgyEhIYGIbDZbWVkZy0EzhSzvG4Uu7diMLqvzbeN5T4G1klaaOAGQdRew4IkJSzCqqwxKcvaq1YjnDFtrldcEqEgK8Dp8K4AiNwDCLmBBSsgv4T2FcHLvyqtyy0Z3dkVFRUVFBZsJmM3muLg4ImI5qCglJYXlcNWx2+1XTH+P4wR2Trk/Jiamts+yrxuf1v+T4qghi06tGBFX5U731w82umn2qbhRy04vGGYhsi0dWS9rsT3jn9v3zuxW5T3SnvtSry4v7HR0mJb76wvtiYio6KN+6fdvsLd/4uftr3f/u77IffDVnh2e2e64Ztax7x5Nr/X3CaBVqAACzTM2vHbivC/NRV0eWH900QMP33rjslG1OAIo3fz5ij/duob9n5p6b8doIqImLds1dj/x5NIja+atH/raoACvFeRzQxkCACDsqqsMkpo6B5kEBZn+VJf7KKrYBwBAy0yZo29P/eS/p9YuzDk/YvSlLXxcW7KXnyKqN+yOARYiItq7fbudqN41N1ZNf4jI1OHOrE4v7NyRu3u3g9obiYhyd+60E7UbMbb7JavLhIzhQzs+s33X7h073JQuyPatAagMflkAiEjX8v6pY9KIqGTd6u9ctXhi2Y9bdjuIWvcb2vHvgldzxuD+7XTkyv92a6DFEEE+N5QhAADkdXfeS3fnvVSlGdA5w9Yad/gioqyGO7Ma7gzwgDntnq+S/ojDif/VbcIAoGRYmhCp9NeNGdWEyLZ2wfLzl97j+m7pitNEicNG9RPzH7JYLERUuu3bPf7qX1tN2lRUVFQ0d/jFOgV7sS2qcePG3du3rPpIs9lMRE5XbY7cATQPARCAqHPXrjoictdq0bnnt/x8F1Hjbt3SLrk9vnv3DCLP7/n7q28pHeRzQxlCMXA8B6B6q4sHS/+Jt4gxUI1JkG8GJOY+UvQjvSxCHwAuuLTjQQ+gSKPrNfrOFkT2jQuXXdJvwL0le/lpovrDR91ovHhT20GDM3RE+17v223ki59tzDtrv+SVzHHJycnJ9SwXfwJMQz89evTo0c+GVS0XOpaTs5NI16nzlTihBQgefl8ARGUlJR4iuiwjoxa/FWePHrMSUXrjqkuPkxulm4ncx46dDPW5oQzBGw4ZAbSpShhUYwwkZUBS7uMbJ2Wf7CrzrAEAoO50XceMbkvk/Gbh0lN/3+r+Yenyk0QNbr/jRqnziKHbc4vfG9bcRCW5i6eNu7l9/cT0zjePnjz9k1U/HioO8rpm2c8vj3p2i53ih025z6c0CACqhx5AAEREnt8XLNpORMLll7eqxdNKy0qJKCou1mcvrnpxcUS20gCdj4N8bp2GyMvLmzt3ru/tjz/+eKBvBwCYU0gHaPl4rQ6rL+4aJnUIuivuzNyy+kQ0KGnVLYke77gHALQJJcORrN3o0Z1ffnb3NwuXnJwwUdxTxf199vJCoka3j7rW+0A2+soHl+Xfui1nwaIV677e/GPuiT0b5+/ZOH8WkSH5igGjJz77/PirkvwPQmT/c+PMRya8mHPYbmozcel/hydU90AA8AMBEKicq/L8+YpAa4NdFacP7cj595QXf7IR6Tp27VybHVtsVhsRxcbG+twTExtLVGS1Vob63DoNcebMma+++sr3dl4BEI7nAID8NYe+uG2842oxCQIABUI9LwQp484xVz23++fvFiw5OvHRJkTk+X7pskKiZiPv6OVTYG9J7zFiSo8RU4jsRfu3bdm8+Zuv1q1e/1PB3lVv3bcuZ8v87+cO99nby3F03euTJr66/PcKMrccMnPuh4/1TmbynQGoB5aAgcrtn9EnJaDUpu16DXt6xSErEdW/Y9pDGbV59aioKCJyOpw+9zjsDiKymC2hPjeUIXjDISNApAh+D/hQ1DnlwfovAIAI0GzU6D568vy0cPERIiLP1uxlJ4iajxzVM9DBmSmlTZ9hE6a+s/SHI6cOrHqqTzLZC+ZNeOrL8kseVbr3s/HdO/Sfuvx3T4uBz2b/snfFP3vXxzEfQG2hAghAZL7s9jcWvz+kXq2elJiUSHSi9ILvKqyyC2V/3R/ac+s0RJcuXebNmxf0twEAwIenfr7uTFveswAAgLBIGznmpse2rN+2cNHhx59usXXp8hNErUeO6uYV1JSufebO93/V93l2xRO+sVB060GvrnpjT4Ox685u2rSXBl598fbTax7sM3T2Qbu55eB/zX778cymtSnYBwAvCIBA5RoP//eiNiWBHyPENGxzZed2jeN82uzUpF5Cop7IVVJaQRTtfYenrLSciJISq13AHOxz6zREXFxc27Z+zqmKiop8b2QAS8AAFG5fQSM2RUBViOkP1n8BKBnL0lrpgAH1vBGq/vDR/R5e/+WuhYsOPnVt9rITRG3vuKOT9yPqeY5tWr264mjvQ0/0bO3vJeJSU6OIHA7HX/2g7bunD7x99kFX42EfrJk7oWOM7N8EgJohAAKVi2//jxHtZXt1XWpqfaLCg3n5rpu6esdHB/L3u4jiGzaMCvW5oQzBG5aAAUAVc8vq35KY49sMKACs/wIAiBgJQ8cMivly6a8L5n98atlRovZ3jOp46SN6Zt4UN2/VL29MmTNm6d3pPldfz+TMXVtKFHPttV3EG0qWvDh9R7n56hkblkxoW+uLtQBwKfQAAghFiy5dEokqdv6875ISl8Pbt58lSrvh+nahPzeUIQBA6SyHtVXH7jf9EXcHAwCAyBdz6+ih9Yj2vfnPT48Rdb5jVJsqD0i685Vnu0ZR0cpxHXvc/+HXe4+cvuAkIo+j/OQvX7w17qYxC09TQuaM6UPFDVBOLfx4dTlF3TLpwQxy+eNGmTlALSAAAi1xnvn1qxXzPpg57fEHx9w+8p5Hnnn1nU+Xrtt10l7nV9R1GDCgmY6KN344J9968Tb74cXvf1FI1Ormm1tLxSi2c0ePHDly5Og5W22fG/QQQERYbqYu8Yfwr6kq1QU9Sc5eyIAAANQhasCY25KIysrKiK4aNbKVzwOEDk+uzXmyR7KueOdHD9zUqWVqXFR0vRiTObbRlbdO+myvNan7lCWLH8q4WOyzb+9eF1HlshFxBr9SHtjA+BsEiGhYAgba4Cndt+yNZ5/9T87BC753RrUcMPnVGU/e3r52HaCJiEjXdMj/Df/xmezDy6c98nuPHpcnlB7cvn3vcau+8aB7B3jtXvlHzguPryiilKEz/zcuo3bPDXYI5eGykl/FAVBCfsn5tvG8ZwEQktXFg4n8dPy5JZFuScxZXTy4yu0Rvf5La+VdoFZcPlhV/GmufsYbR49I+/SDQtL1GDWipd+H1M987cffRi2e/cnSNV9vP3jiTLHVnNo6o1nzVp373Tvpgf6tY6VHlhw5Usxq4gBaoMPbK6if8/D/svrct/KEW7rFENMgtZ69qPC8Tfr51zcbu3zXp7dW37S5ep6y/JWz31+69Y8yFxGRENOkx9AJD2Z1TPBKPQ5+eo9PABTsc4N/WE0YN4E2Go3x8fFEZLVaL1zwE73JwWAwJCQkZApZ3jcKXVSyUk6DAVBJK/UXuVlb2mp+kPxCbAKd1XBn4Af4zXeqPIAuJkR/CzEA2lfQKJSnhyiiAyDU3wUpIb+GjSYii3tXXpVbNrqzKysry8vL/T4+7LgcOYhSUlJYDlcdu91+xfT3OE5g55T7Y2LQZxlAtVABBKrn3jv9tvtXnnATGdN6jp785MMj+rRtnBylJ3Lbik8c2Lr03ekz5mw9af/js3vvu3nvslENaz2CLq7t0CnvDLpw6vjJYpsxIS09rZ6x6mOa9H9yencHGVOa1P65wT9MYbCXB0AECXEjsOyTXQNkQMGs8FpdPBgLwQAUiOXVYumAAZeoAQDkgB5AoHYVK/81Y4+LyJDx0Lr8H//3xJAuzZKjxFXFgjmx8RUDJ334Q/6GiW2MREXLH3z8i8q6DmSITW12WZuM5v6jmai0yzt06NDh8jS/e3YFfm5tH6YYWAIGoCnVVev4Le2pDjIgAKVBAAQAoBoIgEDlnN98sbaciC5/cvFbNyRU86D46/6z6Mm2RFTyxcrNLoazUzkEQABQq/RHfJiUAUX0+i8A1UAABACgGgiAQOVOHzp0gYiS+950ZaAFj4ZON1/fgIjKfv/9NKOZaQACIACtqRLZ1KGcp0oGBADcIQACAFANBECgchfbFqalpdXwwIuPYNbmEGSCQ0aAOgtLyYxv2U6Q5T9VIAPiCB2gwRsCIAAA1UAABCrXoEEDIqL9O3cGDnYqd+zIIyJKTW3AYFYawasJNI4aAZSgVou/vElPmdPu+TqPjvVfAOGCAAgAQDUQAIHKxffq1Y6IXF+99cZOa7WPsu1+462NTiLq2Lt3PWZz0wLxAA4BEEAAitosPFxFQKjfUdQ/K0AoEAABAKgGAiBQu7ZjJ/dLILJunzZk5BubjvqGQLajm98cOfj5bZVE5t733JnBYY4qhgAIQIOkyp26Lf6iMBUBAUBYIAACAFCNQG1xAVShyfg5H6/vNHzpqWM5j9+49o0eg2+9pm2L5k3ToipP/VlwJP/7nJxtJ+1ERLFXvfjuQ814T1dlEAABRJx9BY3aNz9R56eHK7JZXTxYLCOa0+75u/NeqtVzsf4LIIwQAAEAqAYCINCA1Ns+WjlLf98LS3JL7Ce3Zf93m88jdPEdsp6f/f5jV5o4TE/VvNsAMTuY83g8G93ZmUIWm+EAQOKd/tS5/Mfvy9Y2AwKAcEEABACgGlgCBpqQ0PPRRb8c+vnTfw7u2b5ZctRfP/dCVHKz9j1vfeyTbYd+WfxY72Suc1Qn7AQPIdLIbkRK6xcTegVNWNIf7xcJvrBICeU/SvsHBQgFAiAAANVABRBohpDcbezMlWNnEnls508UHL8Qk948PcHMdG2S9iAAAtAOOfr1SAvBgqSE9AdATRh/pCIAAgCQFQIg0CCdOSH98gTes9AGBEAAGiHT4q8qQwReCIb0BxhLyC/hPYVwcu/K872RSwCk5c9xk8m0f9pk3rMAANXCEjDQDOfpXzYsnj1zxX7vG3fMnvDkzDlrdpyofot4CAUCIIAIVaswRdb0J8iFYEh/wkUj6y4hGBvd2QiAAADUBAEQaMLpr1/qn9Hiyn4jH5y6/JD3Hae2zZkxZezA7pd1vvO/u87zmp6KKSQA8ntVMxKp7GozeFNg15ggIxUGO7XXmAEpKv1R4D8lQJ0hAAIAUBMsAQP1s/747A0Dp++zERGRXq/3vi8hvUms8NsFd8X+BRN67juzY8dzV+CXIpwUEgABQN3Udkv4u/NeIupKRFkNd4ZlAtknu4pf3JL4943YFAxAldAAiIjsdnvGov9wnMC+2ybGxMRwnAAAyAoVQKB6+2c+NGOfjSjq8jHvfPXbsY//4X1n738dPHvyp4/u7RhL5Phl+sPvHeE1TZVCAAQQ6QIX13jX43iHMtknu4r/1W1Q36dXSXy8x1VU+Q+AymALMAAANUGxA6jdns8/2+Mkih/2yXdzR9X38wBTgx7jP/4msfzy4YvOfjd77r5HX2jPfJLqxSUAcrvdzMYC0ILq6oCCWfzlHeLUWBZUh8BIaekP1n+ByrhcLmZjIQACAJAbKoBA5Yq3bz9ERMkjHvab/vwl+bb/G5lKRL/n5zsYzUwbEABB6LTTkjaysoMq6U8wa7L8lgVJN9aY/vgWASkt/VEB7fy6QZBYfqQiAAIAkBsCIFC5oqIiIqImTZvW8MDGjRsTkfPw4aPyT0pDEAABqEOVqCXExs/Bhz5VVMmAdgwYH8o0wi6yIjyAYHAJgAAAQCYIgEDlkpKSiIgO5uU5Az7OtW/ffiKi+Ph4BrPSDunAURDYvdu43W5cPIQIpeQEQcqAfNMfji2ZlZYBAagMywBIOlTAhRwAAJkgAAKVS77qqpZEVLFx3vLCAA87vfLzDeVE1KxLl2RGM9MGLgEQ4dgRQB5+l1wxTn98h0MGBFwk5JfwngILXAIglo2HAAA0BQEQqF3nu+7tbCA6kz1u0JPrj9n8PMJRuOXFYeMWnSYyd77v7m7MZ6hqHAOgje5sliMCaESIi7/CQpkZkJKrtwDqjGUWgwogAAC5YRcwUL3LH5v9zOLrXtpbsWPGP1rMuer2cVl92jZv0qRhvPvssYIjB3/+4n9zv/7DSkSx185c9FQ7LD8PN5fLpdfr9Xo9y0FVfOyYkF9yvq3mFirGH/KUtNLKL6flsNna0l9YrQC+OQvHxV8QdugADVV4PB6WS6oRAAEAyA0BEKif5aoXN6yiMffN2PiH9dTPC177eYHvY/Qp3R/+ZMHDGUxDCo1wu91i+iMIArNDOhw7AoSdotKfu/NeqlKLtGPA+G5rPuY1H5T/QKRz78rzcyPbD1PpWhE+xAEAZIIlYKAJqZkvbjhw8Ks37+nVrJ7xknuEqJR2g55e+MuhbbNuTec0O5XjsgrMt2Td76EtgDIpME1QwhqrKpS5EAxANTa6sxkHMeJxgsfjQQAEACATVACBZpib3DjpkxsnfeIqP/3Hod9/KzirT22ZkdGqSaJFKwtLOOG1ERizsQBUz2+woszFX1zqgBQY2AGEBeNmzOJxAj7BAQDkgwog0Bx9TIOWV/Tqd+ugm3q0b4r0R37SkRzLNkA4fASQlULSH7/TQB1Q3aABEPjCHvAAACqDAAgA5CVdP0QFEIRCa2enyikqicQ8heWclfMvBRB2LD9M0QAochXPvdWi0+kSxnxZ7QYGrg3319fpdJZb55ZKt9mOfv32o8Nv7n1Fq9RYS3RyequOfYY/9uby3POBR7N/eV/juMuf3B626QNoCwIgAJAXryVgLDcuAVAr5S/+UtRkQDsS8kt4T4EFLhVAjNedQegSh40ZGE1UsnLBmkr/j3B9u3RFEZFl4Kgh9YiIyLHv/YGtWt/06NvLNm7NP03JaYnuswW53y9787HbulwxcNb2smoHK17x8eLjFyrsiAkB6gYBEADIi0sARKq+hKiREw/gXloSKbU/HBeCcf83ChetVdhBkFhmMVgCFsFiB40eEk90IWfhFxX+7ndtzl5RRBRzyx231iMiKts8aegja4470vtNzd5TZC079UfB8eLKysIdC577R1PX0TWThz705Tk/r1NRsOlfIx5eWX06BAA1QgAEAPLi0gNIHHejO5vliABqUl2AEkEVN3JnQKpJfwCqgx5AEBzLwDHDE4nKVy/8wk864968dEURUdytowbGEBHZ1s/++DcXZTy2Muel4Z2SLx4d6kypXUe9nPPlC12NdPzzp97Z5/UKx5ZOvvW6K5umtb5x6sYiBt8PgIohAAIA2YmXEFEBBCHSYJECr4gh4tKf6iYWKUVMAHy5d+X53ujxeFgupkYAFNFMmaNvTyWqXLswx6eFj2tL9vJTRPWG3THAQkREe7dvtxPVu+bGbr4fcaYOd2Z1IqLc3bsdf996Pv+HH/OOV5oTU1ISopleTgRQHQRAACA7hewE7/cAF0DhUGYSJMYZEP5dQN02urMZBzFSmTB6AEUk/XVjRjUhsq1dsLxKAuT6bumK00SJw0b1E/MfslgsRFS67ds9/ppGt5q0qaioqGjucMPft3WY+vOZi75/4jK5vgcATUAABACy4xIA4QgSoG4irvwHQqTB2roQaaQRG+MASDxCYFx2BOGj6zX6zhZE9o0Ll12ySMu9JXv5aaL6w0fdaLx4U9tBgzN0RPte79tt5Iufbcw7a7/klcxxycnJyfUsOlZTB9AUBEAAIDsubYBQQw6qwbLYJKLTH2ZFQCj/AS1gfB1FDIDw2R25dF3HjG5L5Pxm4dJTf9/q/mHp8pNEDW6/40aposfQ7bnF7w1rbqKS3MXTxt3cvn5ieuebR0+e/smqHw8VO/y9NgCEDQIgAJCdQpaAqYlGrj/7QqmCrFTQMYdBBoT0BzQCHaChltqNHt2ZyPXNwiUn/7rJ/X328kKiRrePutb7EmD0lQ8uyz/806IZk0bc0DHVUnliz8b5s54dP7hX6wYNOw2e9PHP/vYAA4BwQAAEALKTriJiCRhA3TAIHQJEJBFR/lOjsGRA6kt/EKpCdZxOJ7OxpAJhBEARLePOMVfpyP3dgiVHxRs83y9dVkjUbOQdvXwOAC3pPUZMeXPR13sLz5/O37Lsg5cevq1X81j32b2r3rqvT9e7lh5nPXsAbUAABACy41IB5PF4XC4XdoIH1VBf9CCTAHGVCkqcAJhheR1FOjzAxZvI1mzU6D568vy0cPERIiLP1uxlJ4iajxzVM1BDH1NKmz7DJkx9Z+kPR04dWPVUn2SyF8yb8NSX5YxmDaApCIAAQHZcAiBie/USmEHBghxUX/4jCSUDQgYHqlTdHvBcAiBUAEW4tJFjbjIQbVu46DCRZ+vS5SeIWo8c1c0r/yld+8ygQYOGzPjJ34d5dOtBr6564x9GorObNu1lNm0ADUEABACyc7vd4qYeLJtAk78LidgJHiKaTAGE+tIfOaatyvQHcWodaKEF20Z3NpcO0IQAKPLVHz66n5lo18JFBz0/ZC87QdT2jjs6eT+inufYptWrcxZsPlTNS8SlpkYRkcOBftAAMkAABAAsiId0qAAKIy2chICvsMcQal0VFd6FYKpMfwACYPwBih5A6pEwdMygGKJfF8z/OHvZUaL2d4zqeOkjembeFEf0yxtT5hz3FzOeyZm7tpQo5tpruzCZMIDGIAACABa47ASPVgJqpfGyhTCGEYGjkG5rPt5X0ChcY7G0r6BR4Jn/P3v3GR9HdbYN/J7Z3dleZMvGDXCBYMBgMA4EMMUB01sgBgw2KQTSIAFSICH9AVIpSSiBB3ifQMCADIQekAmmJ/TijivNGMvWrrZPfT8ce1ivVquVNrjf4gAAIABJREFUtDtnyvX/8UGsR9ojaTU755r73GdAGZBb0x+P/x1BfRa/gZrXBnjjdr7oSXO/lCBacu0P/t+HRPueNWdy1QHDzr7y8v3C1PXPr+11wPm3PP3O2k9zKhEZSn7D24/8+WtHzpv/KaVm/eGqL8V4DB/A7RAAAYAVzHuJfr/fsifVNI0tPQOA3vpNf9gH/YYptlI5WvNbqKnBDMit6Q9AfVZWAAmCwAIgvGu7Q/i4eacNI8pms0T7zzlzUq8DxCmXPvHQpQcMF7pf/99vHjl14g7xcCQRlYKxMfucdNH/vVMa9vkf3Xfvdz5nadcAAM9AAAQAVjAvJS1uA6SqKjYCA/exPpVwRAzUe4RDzICQ/kAV76y9tbISB+U/bhM4Yu4Zo4iIhAPmnDGx5iEjZv3u5ffemH/VhafN2GOnkamAqgR32GWfg2ad9t0/Pb5i/St/mNVm6YgBPERA0A7gHV1dXbye2u/3p1IpIpJluaenx7LnjcVioVBoljjbfESctodlz26B9O5J3kPgJjOp3q6yXlCaWB705zZY/lPTnuM/HvTztkidcKrflKevb9bd6Q/Wfw2O+wKgmnsjPKneu2XLFsvGEAqFYrEYERUKhUKhYNnzVmlvb+f11JVkWf7cPddwHMCS0y6MRqMcBwAALYUKIACwgnlbz/oKoKpHsBEYuMagE4qhpD9ks2qgfgfT77dTk7vTH4A6rN8CDBVAAACWQQAEAFYwDINd2Pl8PkGwrnADV5PgboPIKZq17RdLXnglQQN69oEuBHN9+oPyH6jP4i3AzOaA7t67EwDADqzrxgoAHqeqKrvL5/P5LLvIw9WkiyVXG1gFNlCDXg9Vh5nCtHppWOvCpteO+4b5jbs+/YFBc9/6r75wqQAybxQBAEDroAIIACxiXthZuRGYYRjmDvQArtR4YNGs2p++mFU5zU1qmvI1+w222A/HC+kPyn+gX1beOxFFURRFQsUuAIAlUAEEABbhshM8bdsIrLIPtJuklmW83AcaRUAMiy2G0hOaGVy7nJpq5jX1S4S49xV6/fjzDv7rHXzHAGClvpriYQswAAC3QgAEABbh1Qe69zWl/sZSl+0FBkBEoTXBOhnQ2nmXZrNZWZb7OqCJ6U9f+EY80x+/tU4NlCiKiURi+a8unvyra60clcVQ/gP90jTNyj2C0QAIAMBKWAIGABYxrymtrwCy8ukAOOprBdO6cy4TBCGRSEQiEYuHZCt9hVyBQCCVSll8agJn8UgDII5bgOHNGgDAAgiAAMA67LJSEAS24N/KJ3Uxj0xL+oKKhiq9M6DXjz9PURT2cSQSSSaTvf8ALSj/sa1oNGr+THRd/+/FX+c9IgCeeG0B5vo3awAAO0AABADW4dIGCNeU4DWVGdBrx33DMIxMJlMsFtkjrNpFkiTzGE+lP5XfrCiKyWQyHA6z/1VVNZ1OK4rywgXzOI2utZCWQiO4VADpuo4dGwAALIAACACsw6UNENtZtlPvsOwZwWKY1vbGMqDKljf5fD6TybApFut3E4/HrazFsw+WAYVCoba2tkAgwB4sFovpdNqcgro1AwIw9dUB2soKIJ/PJwgC4VYNAIBVvHjlBwC88NoIzFz/YurrwhfANXqvBVMUhVW4sP8NBoOpVMpT5T+mZDIZi8XYzFPX9Uwmk8/nq45xWQaEnHQoPLLStlPvYLdMLHtGNAACALAYAiAAsA6vjcBcf2XpkclJHZjc9lYzvzDDDtaRfeI//mD5uGxh1/lXsw/K5XJlKFbFNRkQ/kCgQX39LbQIGgABAFgMG14AgHXYIn9RFC0OgCy+ogXgrn5yUSwWZVmOxWKWjceGdF3P5XKyLPMeCICNWPx2iQqg3iRJWjvvUt6jAADXQgUQAFjK3AjMygxI0zR0lwTvaKRuRdM0swrGmyb+4w+NpD8uKAJC+Q80DhVAdiDwxvsHAAAthAAIACzFsQ0Q+kC7G2a5jAsCC8s02P8IP1KPc+Ua25qN8AzDsLISx7wVpGkaW5QKAACthiVgAGAp8+LS+lVgweB2PXH1N5aK0/awcgwtlVqWSe+e5D0K4KzxqMKbvZ8H7YUL5s24/k7eoxgMBKPQoE69g9f6L5T/VFIUpVwucxyAKIqRSITjAACgpRAAAYClzOs87huBgfskVxuZSahd7x/SH9P0x2997bhvNHKkczMggAbxWv+FBkCVDMM4442fchzAffv9luOzA0CrYQkYAFiKVwCENkDgelipNDgujsNQ/jN0rlz/1RdUAAEAuB4CIACwlNliQBRFUbT0FKSqqrvbAHlqotIXz854sfjLAs6K2Dz7twD9skMDICIKBALsA1QAAQBYBgEQAFjNvMdoXvxZ/LymmhfBAI6D9GeIGv+xOCsDAmhQp96hqqqVnZgFQWCFwLquowIIAMAyCIAAwGrmvT7uARC4ktcKHxBJNIXLMiCv/RW0iKfKKi1+izQvAPDWDABgJQRAAGA1XhVAFt/e5MJT0xUYKJT/NIvNMyCkPzAICIAAALwAARAAWM2s9/b5fBa3AVIUxd1tgIDxzgQYi7+aaEA/IptnQAB96Wvts8WNeMyNIBAAAQBYCQEQAHCANkDQal7IgJBBQG9eeOVbwzsFlVwaALF3fzQAAgCwGAIgAODADGIs3gzeC1uNeGfS4nEDSn9Q/tMgpxcBIf2BwbG4DAflPwAAvCAAAgAOOFYAub4NEJhcPBm2YfTgGk7PgAAGgVcDIC/clQEAsBUEQADAgVn17ff7BUGw8qlVVUUbIHC0gYYOKP9pKftkQC5OPK3n1lLKvlY9owM0AIBHIAACAD7ssxm8+9oAuXXqMgiYEiP9GYSB/tDskAHhpQ6DY30DINq2BMwwDFQAAQBYDAEQAPBhnz7QAA5ih6zBC5yYAUGzeC1Dt778h1X+4u3YNbofumTmzJkzT7nmrb6DxMU3nD5z5swvXvJQZuDHb6NvefvB66+6/HvnnnHCMceddva5F/78+off3Cj38RXKH7189x9+8PUzTz72uFO/euHlv7/jpU/RcByAyNL2qwAAJl4BELvV2al3zBJnW/m8Fksty6R3T/IehS0kVxuZSZYuM2wdLP6CmlD+A42wyfovdIB2n7bpE5Xnrn1Rf++Oly/a56Ca5QXvzv9Lx6KVwoxT7kgS0UCPJ6L0S3887/wr7l/Ss/3Z7vorLtn5xCvuvv1HB7VXvtHra+/75onn3rokZz7yINFVv736Kzd03Hr25zD/BU9DBRAA8KFpmq7rZHkbIMMwvLAKDCq5Y3qM9MdiTikCcsfLG3ip+Z7YUmgA5EJjz5g700/00T13P6fXPOCdjo6VROKMOafvOJjj9fW3nX3SjxcsKY07/LvXLVj06tI1a1e+9dLCe/50/oyxwvpHLp118tUrKqp79HeuOmXerUtyvgkn/fL/Hn9t9frl/3no6rP3jGXe+fvXz7zibbzuwNsQAAEAN7w2g5flvuqFAWwKK4y4sH8GhPSn6Ty1/qtT77B+c0wWAKEBkLuMOH3eMRLRho75z9ZaZvXOggXvEflnnjV79GCONxZe+YPHN1P7ibe/9PT13z/tsOm7Txi/69QDjzjjBzc//+pds8dQ4aXLv3f7xm2fXXrs6uvekWnkCTc/ff+vvnLsfhN32u2Aky75xwv3fWUsyW9e+bO7PfQ3DtAbAiAA4IbXKrByuWzl0/HiqWlMvxw9Tx5ErIDyH16szIAc/aoGm7D4johZ84v0x2WGnTr3uDDRpwvmP927wGZJR8cyIv+Rc748YlDHr3jllQxR9Oivnzmu19R19Jd/+rXdiOSFTy3aVkz05sKFm4nGzv3p1ydU3l5MHfu9c3YlUv/7yhtD/GYBHA0BEABwwysAYhXv2Azea7wzW0b600SD+GGiXAtsqK+VzhYHQFj/5Vrxk+adkiDacv/8p6pfUksWLFhOJB111qntgzs+k8kQUWnDhu5azzzlvNsWLFhw3/cP2BoAqR988AkR7TllSnV7gTFjxhDR5g0b8OIDL0MABADc8GoDRLUuedEGCOwJaYITWfBb806gaSVPFU6y9V/sXdgyCIDcK3z83NNSRFseuPvJ0nb/sLijYzlR6Ng5p7QN8vg9Dz44RaT9+7Kjz//bs+uyVS9Z/84Hn3baaafNGL+13Ec85vqVq1atuuP0eNUI8y+99DYRTdxtN0vvOgLYDAIgAOCJFYELgoA2QK3gqclMIxw3Zx5EjjDj+jtDa4KhNcFWjMeDQmuCM66/k/coqjnulQz2ZP1bIXuvRwMgVwoeNe/0kUQ9D81/vFDx8PIFC5YQhU+Yc3J8sMfHTrnqxjMnStTzxv9++/AJI8ZMnTX34qtufeil1d21YkQxMWbSpEmTdohu//CWhZf+5L40+aZ989z9hvy9AjgYAiAA4InXKjBN01RVxSowD3LQzHmIVSTIgIaoMkcbRAbUuiIgB72GncXFiblN1n/5fD5RFIlIVVWLO0+DFfyHzT1zHFH+4fmPfJboLOvoWEIUO/GsE6sLcgZy/E5z5r/x6n2/+9Zx+4wKyxvfWXjXdZefd8rBu7S37bjfSd+/9p9L03VfTtqmF687ff8TblipxWdccesFuzThewVwLgRAAMATrwCIPLMKzMVTGncbXHxQlVOgFGhwmvVza0UGhPQHmqJT79A0TdNq7cDUMlj/5XbijHlnjyfKPzr/4ezWh5YtWLCUKHnynOMiQzw+uffsS2967M0N6U+XPXf/Tb+58IwvThkZyH/4xiN/ueRL++z7pVveLVEN2ifP//Ur+33ukIs7Vhs7nfiHfz1y2b6hJn23AA6FAAgAeDJvA1q8BIw8swoMerP/FLop6Y8JMVDj6vysBrcQrLkZkP1fus7lwazc+g0xEQC5njB97tm7EZWemP/PNBERrezoeIcodepZx9Y8sQ70eCIiqX3yIad+6+d/uefpdzdsWvvsbZccMsqnrHvoO2dd+XZVnplf9o/vHrj7Yd+74+3cDjO++3+vvPvwjw5KNetbBXAsBEAAwBm7EBQEweIiIFVVLW5+CfbhwYk0YqB+9fvz4ZsBefBFC01hk/VfVBEAoQGQe02ZN28fIvlfd9/fTUQrFyx4l2j4qXNm9XV2beD4/Jvzr7766useX9Prk8X4+EO/fvXTC38xVSBt8b33L/nsn9TV/zhz72nzbnw1P27WT+97+73nr//K1EQzv1EAx0IABACcmdegkiRZ/9RVbYCwCsw7bDudbm75TxXEQL2xn0lLfyxDz4Bs+3IFh9J13eIUJhAIsAZAiqKgAZCL7Xb23OkCyQvn399FKzo63iXaYfZZX+z7Bl//x4fWPHDZD3948R87N9f+CoE9D/3CMCLauHHjtoc2Pf7NY7527xpt1zk3v7r4qStn7xFr0ncH4AIIgACAMy4BkCAIkiT5fD7LnhGgES1Nf0yIgZhB/By47AiG9KfVvJaSd+odgiBEIhEr3wTNt3jrl56BpcbPmXuwSOoz8zteWLDgLaJRp885vN7rrN/jfftO30ckev6G616vmVlqbz/97GYicerUKewB9ZlfnX/7KnXcWfe8cNf5qPsBqIIACAA4M+9D+ny+VncCEgQhGAwmEolhw4YlEgnrO0/z4rXpTYPsNq9u3b5RNXk5BhrK927xQjC7vUrBWfoqa2UBUFtbW1tbmzVJkBkAoQGf242ZM+8IP+mLrv7qbW8RjTt9ziH1X139Hj/x27+YO4K0d6865vCL7l6Wr/wnteutv3/1y79bTuKEc39y1mgiIso9dOOdH5F4+M+uPXWk0NTvDMAVBBRhAnhHV1cX7yHUFolEIpEIERUKhUKh0O/xA8XqfYLBYF9FRrPE2ZX/K07bo+lj4C69e5L3EGwqM8kWV4iDDgiaVZNSmuiJ2/J8t/caxC8LAVCruTsfrxkAVa19ZjRNk2VZluVWdGj2+/2pVIqIVFVNp9NN//pN0d7eznsIRESyLH/pPz/kOID79vttNBod0pfovuO40V95okxENP6H/1n7xwOGfHzuv1cce/TPX8gQiaG2cRMmTRw/OiJ3f/rBindWbpKJ4gf/7qV/XzqFXeK9/IOxB13zsTRm7/0n1qz+iZ3wpycu7W9IAO5l9bY7AAC9ybLMAiBJkpoYAImiKG1T9U+GYbArXSKKx+PNekY7Sy3LIAOqKbna4J4BWVz7UxNLRtwaAzW31mnG9XcO7lf2wgXzBpQBIf2BpuvUO8rlcqFQCAaDwWDQrP3x+XzhcDgcDuu6Xi6Xm5sEofzHW9pOnXf8t594oEA0Yc6cBqKW/o+PHfCzZ5Yd9rdfX3HLA8+++/6y195fRkREQnD4niece8lPLp530KhtJd2lNWs2EJH88TsvfFzz2VKTbRpBAlgDARAAbKNuWb96U6n6UUGKt+8wsi3ib+EMWVVVTdPYEjCfz6dpWt3DjZ4PV27I+1I77rJDpMY/i6LIin16r/BiuQ+7tGWPCAIKIcHBmt6SpjIocUEYZMM1bg1mQIh+rOHB8h8ikmVZ0zRWcuvz+dhtEvMdUxTF7ZOgcjH96aeb0mpk+MjhydCg1oo1KQCSN69d2yWHR07aqQ0zGFuLnfrnFxZ9r4eEkVOmNet4/+hDLvjbkxfcWNi0fv3Hm7pLoZE77rzT6KRUfXUqHv7LZxZdVOfJ/KP3bmRMAG6F0ycAbJN+9e+/v3ddzX8SpBF7HjF7zknTR7dqNiXLcjgcJiJJkorFYt1jtXfv//1tb0dm/vD6eRVLtXpfxZp0XVcUpTL3MRmGoShKp95RuQpMf2OpK1eBoQioL3yLgLgv/uqLmZ44LgmyIPcZdBFQI5D+QEtVvhVqmlYsFovFYu/3UL17ycK77n7klfc29shbX5GilBy316HHnDBr/51jDfcRFUWRNfjTNG1oW49teu7W3z+yYdJZV19+ZNsQvgy0XnDcvoeNa8nxYmTEhN1HTOj7AGnsPoeNHcBTA3gNAiAAqBLfae9d27edGwyt3NO14aOPt2xa/MSNv1xxxm8uP3pUS+bJAwmAtuPz+Vi9T+8G0g3WscuybP0O9GA3vDIgOyz+6pcjkiDri31atBAM6Y9l3F3+U1On3iHLcs26VzMJEkUxGKQPOm+85h+vfCITkSAlRu208+hwefPGjz/+9P3XH7nl9c7OE37ww1MnhRt60mBw698m1n8BAHCHAAgAqux4xDcvOGS7qzqj8MHz//fXv7/WtebBOxft/6OZrbjxpiiKruuiKAYCgf6WZfmmnvGzX57iHz4+0pYK9t67ZKCdLHFJCoz1GdBQ0h8u+5FXhSzc8yAbrvBqUF8ZENIfaJY667/6+URdfu+ha35/z/I8+UdOn/2dc4+bOja59Y1Wy6x8/sH/d9sDS9Y++ucbR/7i0iNGaLXjpEpoAAQAYB/YBh4A+iVEdjz03DP2DxPJK5eu3tafJ7dh5YoVa7tkIiK92PX+e2+tqd5kzFCyn6xb9+HmrKz3+qL5T1atWLFmc5lIL366avHbi1es/CjNvva2i0U13/X+ug+7cspnF5d+vz8SiSZioWAwLIXYzrV697rFixev+CinFYvFTCbT3d2dz+cVJbtp9YoVKz7qMfp8xvc3FzUiXddlWd66K0pEFxOG4Ovz0tnpPHjHe0CsnH47Lv3pjW2mbv7nymesbyi/iN4vAKQ/VvLmydAwjHK5n9zW+PjJWzuW5yky5Yyf/+o7s3YKKunNm7PZrCzL5Et+7vCv/vrKc6eEKbdk/uPLpWHDhiUSiWAwKAjb0nOttOXDdR905VSDiEgQBLamjC24/uxptj+sL1q+64P3N+aGsm4MAAAqoAIIABoSnDRpLP13lbZhw0aiMURE7z169V9fbj/5f/7noI/u+Mvfn/uoGDz0kpsmbt1Etbju6bvufOKN97eUNCIif2rSAUef9uWjJifN+oq1/7rumudiJ1wyV37g5qfW5YmISAgN+9zMb/zgK9PFZR033LXw3Y/ZRV9w1P6zv/XdE3dPBoOiKBLpr9z9s2v+Ez32f+Z/eyppWv75W3566+Jhx/zsT6dPrBzyxwtv+n3nlinn3nTJwcE+nzGYmnjQnPO/elBx+QN3hI4uC6z1gSZqy30aEWZjHmSHTcEcqk4iM6BaITskO40bSjOgyjogpD/Qamz/r/4Kdor/eeDR9zUKfO6Urxy9Y4iItsVG5XJZEARJkqQdjpo765HLHv70padf/tYXDo9IkiRJhmGUNr42/6bbnl68IasYROQLDxu//ynf/MoRw4mIyAyetO7FD/19/qJln+QqDvvamTPGbPd3b2SXP3r7PzqXbMipBpE/NmryzHPO37/pPxMAAK9BAAQAjclme4iIwpHodg+Xlt/zp/nPF0dN3mfvsbuxqzza/J+//eH2VzapgWET9po6NqltWbtixeoX7716+fvn/+S8zw+r/KIv3H5DOhvd9cADPzfM+Pjtl978cMUTV1+Z3l9/9eUto/adccKO4czyl19Y+ckrd900Zu+bvj55u6JFtVzo7i5rWq5GfVHf30avZ1z9zC1/6XnFePv1ngkzjln1j4VCu+Zr0317GtRlqLILgwC0grYDF5T/DIizMh0rsQwI6Y/FXF/+01cRa6nUa6vPKuV3X3unTNR+xOkzh/f6RzMJ2uGUq/7fl3zBYDhkGCQIRKSve+Q3P79tSY8RHD5pn8k7x0sfrVj+3upnb//Zqg9/+ocLpsW3rv/SPuj84x/vWZkzpLadp+y6Y0LeuOq91aufvf3XK9de+JN5U2Jbn2jTizf+7v+93q0LoeHjJ08cKW5e897SR665asVOhaH8VAAAAAEQADSk8PZTL35KRNFxY7aLDrqe6XhpwomXfeekXePbopLC6/ff/combeSB37r4q/vvwCpqCuue/Ns19y5++Y67pk6+cP+4+enFdHbHYy/98exdokREJx/44C+veGTD+pdfTn7he1f/+IjRfkEg48u7/+zbt7y78fU3Pvr65J0VRZHlUk4mIkMtFfrZL76G6me89+dXPLnxo9dfjx/w3d9ddvROx/z8GVop+r8gB4YbwpalFNtzUD8ucLZWFwF5Lf1xvSHuCIb0ByzQqXdomtZ/a7z3li5VifwTdx1fb793g0QyjFKpUC4XJUmSpMK/b79zSQ+NPPjCX148a0eJiMjofuOWX/3usbVP/e8DR19/zi6KohBlnr/3/pU5Gj79axefd8iYABGRkVk8/9obFr7/zN3/mnHFlyeIRFR88/57X+/Wgzsf+a3vnzk1JRKRkXl3/tU3LFyDJkIAAEODHkAAUKXwyXsrTMuXvfvai0/effUvb3hxC1Fwt5OPnrzdwYoyYta8ivSH6KOnHvxvjoZ/8Wtm+kNEkfFHn3vaFInyby56tafy8xMzTj91l201Rf6J0/cdTkTCHqd/+8gxftZQQBgx46DdiGjTJx9s2bIlk8kUi8WhzJaqn3HqMCISdj3x7P3jW692DUHbIBKREHbtrMz1d7+HrnVzckds+wUDNZRg7rFrz2niSAD60m/3HyIqpdNlIho1enT1FCH38Yre1m9WjHK5nH1rwT1vlymy/7xvzBjr31qUK7RNO//CE0YRffTofc9lFMMwaPW/HlkqU2T6mV/bmv4QkZCcMuerR44g+mTho68ViYg+XfToqzkSdjzum3NY+kNEQnKvOefOGtWcHwQAgIehAggAqqx74rrfP9H7YSG802FfO++I6k3gR0/bb0zlQ8W1az42KL7353cLbH9gcq8pO9Li1atXvWd8cT/zM3aaMKHyJmMgGCHavMPkyW1EhmGoqirLsiIGichQZF0fwFqvvlQ9YyQaJdrSvsukmKapqtqpd8wSZxvbbpHqbywVp+0x9CcFJ2pFHdAQ0x+U/7jVY9eec/zFd/AehVe4PgEf/Povony+QEQUjcWq/2XFP39/w2vVD44/4w+/OLqdsuvXdxPFPn/wHkZ+y5Z8IBCQJCkYDIq7HHnE+AV3rVu76n15rzHmYYdM237/eGH8jBnjHnvwww/e30j7jzfeX/+BQbTnF2duf8Eh7Hz4oeMfu29dv98DAAD0DQEQAFSJ77T3ru0V5wbBF24bNW7C3gceMCnRu2hwWPv2XQI2btxARKXXbrt8edX5xSh2E5GSzuSJzCtLKSBtd5AgEFEkEiGinp4eVqze3w6zA1P1jGzjknA4TESlUinGLnoNF7b+qYJOQI1obgaE2h93G+JCMGRA1nB9+lNTp94hyw3dRIlGI0REn3zyCdEu2/1LcsK0aRWfL3+yfPHH2zrybNy0iYhGjNyBnS4VRVEUJZ/PDx8+ctRogdZt+uTjIo0Rqg6r0D5iB4E+3PzpJo3Gpzd+qhLFR4/ulUENHzM6QOv6W8QGAAB1IAACgCo7HvHNCw4J938cE4lsf2g+VyAiKZpKJqv7BySTqVFEYxMNfmVJkvrvVtBU5XI5Go32fxx4iX02BUP5j+shA4Kh66v8p5H1X0QU2mFkkiiT+ejDHO2yXQKzy7EXXFDxv2vv/dFnAVAxXyCiUChU+Ql+v18Q/LFomKiQ7ckRxWseRkREvmg4RFTMZQtEJblMRJFwpPfoEokkUVcj3wcAANSGAAgAmmrkiBFE74+Ycd6Pj2sf2leSJCmfzw/hCxQKA9wuxDAMWZY79Y5Z475kPujiVWAoAmpQUzIgLP7ygiEWAREyoBbzZvkPbXt3a+jQiVP2DC98qbj6lf9uPvyI3vuAbdOzZs3mz/6vfUQ70Qdbtmwh+myXh2AwSFTo6ioQhdpHxPs6jIiIilu6i0TB9hFxouCIdqINm7d0GTRu+xOvkc549BcIANA0CIAAoKmG7TDSR+9vWLuuRO3b3+TrevfJF9eU2vc65uCJ/WwIbegaEfl8Pp/PpzW60ZemVdW2b/7o4/7bHVQrlUrBIParhmpDzICw+Ms7hp4BATRXp95RLBaNBldT+/Y64aRdXrl31fIH7nxp+kUH1b5HUF7+yNNOYr6fAAAgAElEQVSrK/5/xMiRAn3Q9d6qNO2c2vagJEkkv71sDRGN3GGHPg8jIlJWr1pvHia1j0wQ9SxfukrbZ9fKUmJj/erVHlj/FQgEHj3kz7xHAQCuhV3AAKCpfHscMD1G5TcfenD5dtU7ubceuP3ehx56bUuo/3jF0LZe4kmSVP9IIiLyBySBqOejD7IVD6or/7Vw7QDGvZWiKJqmPTn/CwP/VEfy7P3wQRj0vmBDjwNQ/uMp2BSsRbxwuhvi+i8iIhJGHTnv2LEiFd+554b5r33S6xON3JqFN9/89CeV91z8e+4/LUzayicfXb71xovP5/P56KNH7322h3w7TZ82ovZhRESkfbLw4f/kyLfT59lhu37hwOFEm599YNGmijtARvr5f/57U8PfhnMJNsD7ZwAALYQACACaK7zfaSft4tc/6rz2d7c99fqKj7t7tny0+Jnb/3TLfzKU2O+4Q8f0/yUMbWulemPFOIGddx5DZCz9582PLd1U0vRS9/uvLfjD9f/e3P+n1tL7QrmvS2p38MKkqFkGkQEh/fGgof/KkAFBs3TqHaqqqqo6gM/x7XjCuadNilJuVeeNv7j8T3f888nnXl28as2qxa89/9T9N//6J1fe/TZNOfWo3Suqc2LTTz1uvEhd//7zlX9/ZvG6Tencp6ufvfNXl/19mUapQ04/arRQ+7AtH674z/3X/nbBKo2S5mG+ScedvFeQlBV3X/GnjhcXr9u46aPlrzz85yvueEePRKq7CwIAwIBgCRgANFv7Ed+9KH/z/z6y/MV7bnjRfNSXnHzqBd84sJGWM4auaZrm8/n8fr/f7++3b8G4o8464r/XPv3J0vv/dOn9oijoukHkG33IQdHnX1o14OGXSqXeDSoBmAGtBcNSIM9CMyC78ULS3Yzyn60C44/98eXDO/7vnmdWblm66OHtvq6/fe8TvzHvpKnGwrefWmZW6Aijj7ngwsItt/1r5bN3XvOseXBwxxlzv33GHlI/h0ljDj678rD4wef9IHPzDQ8sWfHEbSue2Pa1xh7x7aNLN93+2XWFOymK0mjDptYQRZFtjQoAroQACAC2kYaNnzw5RDsmGysNjI/ZbfJkdWy8978IyT1O/tFvpr7+6pI176//OE2JkaN3nnLwIXuPrFzQFR216+TJ5bHJ7ebS0vDxkydHRg6XyuUy2ww+GAwqibGTJ+cCo6Offf2xkycXgjuYD4R3P/vXV0555pm31mzY+OnGjRlj2G4zvnzmUUrnpi3+z76d+s9oPqLruhobt9dee721fMVnD7q3FTShG/QAWbkvGMp/vAwZEDTFIAIgIgqM2v+sy/Y9etXbb769dO3G7mzJCMbbRk2YMm363hNSASKiA+d9f2RxtPnW4Rs2dfaP/2faa68tXfvhh5+WomPGT5y0+/QDdwoVt/u6FYe9//4nOal93E4777bv/ntsd4FAQmyX4y/59e6vvrpkzbr1G7JCYuzkAw47dMrI9x//3OTJI9oCg/k5OIVhGB0fH8VxALPHPMXx2QGg1YRGe8IBgPN1dTlm91RRFIcNG0ZEhmFs2bLF4jNVMBiMx+OzxNnbDcm9ARARIQAaqH4zICz+gqaUgCEDGjovlP9QrQqgTr2jXC5ns9max7dOPB5nK7hzuVypNPDtGDhpbx/i5qXNIcvy3etnchzA7DFPRaPR/o8DAGdCDyAAsCNd11kJtCAIjbWCbiZZlg3D6NQ7thsSOgFBhfr9gLD4CwCs1MT1X0NkvmsbhmH9swMAQH0IgADApswLR+v3ZcdlKzSirwxo+a8uHnoDBZT/uMDQf4l+v//lv1/UlMF4lmfT7U69w7yVYqVgMMi2kWK3Uix+dgAAqA8BEADYVLlc1nWdiCRJEkWrT1YOqlpvFs9Ok4YiudqoioGW/+piIopGo7FYjNOgwEaGkgFJkpRMJkVR/O+dlzRxSJ7ikdNaX+U/XN7IQqEQx2cHAID6EAABgH2ZZTjmBaVlVFVVFMVTq8DIM5OlpjMzoBcvPKfyRctm74P4gij/gUgkkkgkWCWFpmn/+svXeI8InMf6CIZt30lEuq4rimLxswMAQL8QAAGAfXFcBUZExWKx/4MAiGhbBmQYRjabzefz7MFAIJBKpQKBge1Yg/THZQb6CxVFMZlMsm0QiUiW5XQ6rWnaY9ee04LRuZlHEu2adyZY+2dWRWsllP8AANgcAiAAsC9VVVVVJSKfzzfQWfTQybKsaRqKgKBBZuPnYrHY09PDml9UTebBmxrPgCRJqgwNK19LRIQMCBrH5R6GebcGffQAAOwJARAA2Jp5FxFFQGBnVTNzWZa7u7vNFRCRSCSVSvl8vn6/Dsp/vIwt+2LLBquqyWCgvJxld+odsiyz2ydWMhv2KYqiaZrFzw4AAI1AAAQAtlYul9ndb3NjEYufXdd1FAFBfTXrMnRdz2QyhUKB/a/f70+lUvVzTKQ/Llb/l1tVKaaqajqdrllDgSKgRnjnJNbX+xGXuxdY/wUAYH8IgADA1gzDYLvYCoLAZT94b17Iemf6NHT1J+SFQiGTybBOHIIgxOPxeDxufZQJdtBXBiRJUltbW+WyL9b0p6+vgwwI6ujUO9gmBhY/ryiKkiRRxbs2AADYEAIgALA77qvAzAYcAFUamYoripJOp835WDAYTCaTbKOcSij/8SCWCZq7fbGqsUaWfSEDqsM7+bWtyn8qu//gTRMAwLYQAAGA3SmKwgooAoFAI11UmsswjHK57LVVYOSlSZQFai4Hi0ajZikQ0h+PqPxFB4PBtrY2c9rMdvtqvHADGVBNHj9xdeoduq5zacCM9V9e1v3QJTNnzpx5yjVv9R39Lb7h9JkzZ37xkocyAz9+G33L2w9ef9Xl3zv3jBOOOe60s8+98OfXP/zmxn7rzd6+ce6JX/3fFQP7ngBcq/oOJACADZVKJdYdIxQKWd8VtVgsmpe2AKaBzsALhYKiKLFYjOWY4XBYkqRcLmf9Yg3gSxTFWCzG1ssQkWEYhUIBLedhQGxV/uP3+9lpTdM065tPA3dt0ycqz137ov7eHS9ftM9BNcsL3p3/l45FK4UZp9yRJKKBHk9E6Zf+eN75V9y/pGf7zOj6Ky7Z+cQr7r79Rwe197G2Wn/59t/e9SiN+Nngvz8AV0EFEAA4gHk/k8sqME3TUAQEVQZXf8GWg5kzNJ/Pl0wmUf7jKTOuv7Otrc1Mf6peEgOCIqAqOGXx6luH8h+vG3vG3Jl+oo/uufs5veYB73R0rCQSZ8w5fcfBHK+vv+3sk368YElp3OHfvW7BoleXrlm78q2XFt7zp/NnjBXWP3LprJOvXlGzbZqefv6n3/3bh835LgHcAQEQADiApmmsSsJsM2kxz96cx4SqpqFMvA3DyOfz6XQa98k9a/dfX0fbXgmZTGYoG2YjAzJ56mRV8w5Ep97BpWld5RYNXFafgQ2MOH3eMRLRho75z9Y6n72zYMF7RP6ZZ80ePZjjjYVX/uDxzdR+4u0vPX399087bPruE8bvOvXAI874wc3Pv3rX7DFUeOny792+seILpN+455pfXnTOkZN3Ouz3b6InOUAlBEAA4AzmfUUuq7HYpioeLAKC3poy5Wb7fOfz+cm/unboXw0cR5bl7u7upiTLyICA4VX+I0kSa2cmyzJr2AceNOzUuceFiT5dMP/p3oual3R0LCPyHznnyyMGdfyKV17JEEWP/vqZ43pNXUd/+adf241IXvjUoooX3/qOn//gN3++8+n3smhIDlAFARAAOIMsy+zGpiRJosjh3IUiIGi6/f54C+8hAB97X3VDE6fKyIA8dZrqq/ynXC5zyV+w/guIiOInzTslQbTl/vlPVVfcLFmwYDmRdNRZp7YP7vhMJkNEpQ0bums985TzbluwYMF93z+g4tW/20WPL97qwe9MGPI3B+AmCIAAwBnYblzsYy6dgGRZ1jTNm0VAnppc1YeZNjRLc3s/efmViRMUw+Uuhc/nCwQCRKTruixjqY2XhY+fe1qKaMsDdz+5fRK4uKNjOVHo2DmntA3y+D0PPjhFpP37sqPP/9uz67JVMad/54NPO+2002aMr9jbKLTDrntutetIDpeMADaGAAgAHIPvKjDycBEQMM2dY6P3MwAMVF/lP+wWhfXjMd+O0f0HgkfNO30kUc9D8x8vVDy8fMGCJUThE+acHB/s8bFTrrrxzIkS9bzxv98+fMKIMVNnzb34qlsfeml1N/bQBBgwBEAA4BiqqrK+uT6fj0sRECuwRxGQNyH9gaZDEdDQ4dTEcLk/IQgC1n/BZ/yHzT1zHFH+4fmPfJboLOvoWEIUO/GsE+NDOH6nOfPfePW+333ruH1GheWN7yy867rLzzvl4F3a23bc76TvX/vPpWm0+gFoFAIgAHAS8xo3HA5b/+yGYXi5CMjLEy1vTq3BAsiAhsJrJ6W+yn/YNgXWjycUCrH2z+VymUv9EdiMOGPe2eOJ8o/Ofzi79aFlCxYsJUqePOe4yBCPT+49+9KbHntzQ/rTZc/df9NvLjzji1NGBvIfvvHIXy750j77fumWdxFBAjQEARAAOIl5len3+1nfAYuVSiXDMLxZBORZTZ9Uo/wHWsdrGRAQv/If806Ml2+NQCVh+tyzdyMqPTH/n2kiIlrZ0fEOUerUs46tWbY90OOJiKT2yYec+q2f/+Wep9/dsGnts7ddcsgon7Luoe+cdeXbCCEBGoAACAAcBkVAHHntfnsrIP2BKk1/SXgkA/La6aiv8h9N07j03wkGg2xHTkVR2OpsAKIp8+btQyT/6+77u4lo5YIF7xINP3XOrL7ynAaOz785/+qrr77u8TW9PlmMjz/061c/vfAXUwXSFt97/5JWfEcAboMACAAcxtzpVpIkn89n/QCKxaKXi4C8NunyyFwaXMb1r1uvnYjqyOfzXJ4X5T9Q025nz50ukLxw/v1dtKKj412iHWaf9cW+K7b7Pz605oHLfvjDi//Yubn2VwjseegXhhHRxo0bm/qdALgUAiAAcBjDMMxmk7yKgAqFQv/HuZd3pl5Y/AXWwAtjQLxzCjL1Vf6jKAqXzdfNGzCapmH3d9jO+DlzDxZJfWZ+xwsLFrxFNOr0OYfXu1nX7/G+fafvIxI9f8N1r9esNNPefvrZzUTi1KlTmvqNALgUAiAAcB7WiIcqStCtH4BntwPzDtfXUICtYCEYDAKvuxHm3ReP3w6BWsbMmXeEn/RFV3/1treIxp0+55D6xdr9Hj/x27+YO4K0d6865vCL7l62XcWb2vXW37/65d8tJ3HCuT85a3TTvxcAF0IABADOo+s6a3lQ2YTSSigCcv0d+FZMnlHlARZzZQbk+pNPb32V/8iyzGXzL3MTBvO9GKDSyNlzZwVJX716LdH4M886UBjq8YkTb3jkf2Yk9a4X/3z2lPZhO+/x+ZnHnXT8kYd8frcxY/f96j9WqfGDr3r4+mNTLfp+ANwFARAAOJLZdMDchtZipVJJ0zQvFwG5eBqG9Ae4aMWLxGUZkItPO4OA7j9gU22nzjue7eI+Yc6cA5pxfOyAnz2z7Lm/fvOovYYb3e8ve23RE488/vQLr73XE9/zhB/f9uLKZy6dIjVv/ACuJrBlFADgBV1dXbyH0EyJREKSJCLK5/NcLkMlSUokErPE2ZUPitP2sH4kHKV3T/IeQvO1Ys58/MV3ZCZxSCrBQZKrDWrZy6/pX9N63kx/+ir/KZVKuVzO+vH4fL62tjYiMgxjy5YtbppHtLe38x4CEZEsy3evn8lxALPHPBWNRof4Rcofvvmf1T0kjJxy6O7Dm3q8Xti0fv3Hm7pLoZE77rzT6KTU3xtrYf2rr64rBMdN+8KkeMPjB3AxP+8BAAAMUqFQYAFQOBzmEgCx8vtOvaMyA9LfWOq1DMhlWjf9ZtN7xEBQE3t5tMhj157jjgwIGI7LkM3yH7MZH0BvwXH7HjauJceLkRETdh8xofEvHdn584ftPIChALgdloABgFOpqsraH4iiGAwGuYyhZgU+FoI5lwXFFy2d54MTJVcbla8KJDU1uexU06A65T+6rls/HkEQzHdbrP8CAHAiBEAA4GDmBSiXVtBEpKqqLMtVnYC8xjUTM8u6pVRN+MGz+noltCIDcnQzINecZJqCb/kPa7pXLpe5JFAAADBECIAAwMFkWdY0jSo2JbEeioDIFdOzFk2P68zkEQN5nPW/fYdmQC44vQxOX+U/hUKBy9orQRBCoRD7GOU/AAAOhQAIAJyNexGQpmnlctnjRUDk8Ekax4kxMiAPaiT7a9FCMMdlQI4+sQxFX+mPruulUsn68RBRMBgURZGIZFlWVZXLGAAAYIgQAAGAs5mF6JIk+f18Gtvn8/ne92O9VgQEvTU4h0cpkHfY4XftuAwIKvEq/yHs/g4A4AoIgADA2QzDMG+H8ioCYrdkUQTk0Hv11i/+qskO0QC0ziB+v+gG7dBTytD1Vf6jaRqv8h9Jknw+H1VsvwAAAE6EAAgAHK9YLLI7omaBuvXYXdmqDMiDRUCOm7DZrRoCMZD7DOV36uWFYI47mViAV+9nIopEIuwDlP8AADgaAiAAcDzDMMrlMvuYVxGQYRi4LGYcNG1r3TR4iPN2xEDuYOffo80zIAedRpqur/IfVVXNdzqLBQIBtsKa9bzjMgYAAGgKBEAA4AZm+BIKhXgVARWLRV3XUQREDpm82Tb9Mdk5PoD6mvi7a91CMNtmQI44gViv5o6T1jDLf3gtQAMAgGZBAAQAbmDelhQEwbxUtZhhGDXr872ZAUGzIAZyllb8vjyVAXk8/emr/EeWZV6ddwKBQCAQoG3d7riMAQAAmgUBEAC4hBm+hEIh1qvSeqVSSVVVdIMm28/i7F/+U4XFCkiC7MyhvyBbZUA2P2+0Wl/pj2EYHMt/otEo+8BstwcAAM7FZ8tkAICmY9ujhEIhIopEItlslsswcrlcKpWqelB/Y6k4bQ8u4+EotSyT3j3JexQ1OC79qcQihswkodVPBA2yJvQ5/uI7bJXUtILH0586isWipmlcnjoYDJrdf1D+Y41AIHDOpOd5jwIAXAsVQADgHmwrLqq4ZrWeqqrFYhFFQIwNZ3TumEU7tNjEZSz+LXhqIZgH1dn6neMOA+aSavPtFVpNEASRN94/AwBoIfyFA4B76LpuXijz6gRERIVCQdM0dINmbJUBtXSia0H5TxWsC+PClT927hmQrU4UtpLL5XglL+Z6ao4bkAEAQHMJiPMBvKOrq4v3EFpOEIS2tjZ2/yqTyfDqmilJUiKRmCXOrnrcgwvBGDusBWv1FNf6AKg3LA1rHZskPi4LMRmkP32V/5RKpVwuZ/14aPs3056eHlmWuQzDSu3t7byHQESkqirfn7Yoimw1PQC4EnoAAYCrGIZRLBZZ08poNJpOp7kMQ5ZlWZY79Y7eGZA32bYfULPYIf2hipACSVAT2ST6scBj155j/SsZ6U+d3s81d5a0RjgcZumPoiheSH/sQ9f1UM8+HAdQjL/J8dkBoNWwBAwA3Mbsl+n3+4PBIK9h1Kzb9+xCMOI9zXNl3UQd7lujZD17LvVq9YvN4rVgSH/qyOfzuq5zeWpBEMLhsDkMLmMAAIBWQAAEAC5k3jXl2AlI1/VCodC7GzQyIOtx72/Cixlh2C3FsC1H/MRsGDgODtIf6rv8R1EUjrtuRSIRQRCISJZlVVV5DQMAAJoOARAAuFC5XGbXrD6fj+NS9mKxqKoqdgSrZP2Uzwutfxph/1yDI/xwKlkTmCL9obr3AzjW3VS2gEH5DwCAyyAAAgB3qiwCYncyuajZv9PLRUBk7cQP6U9vjihysYCjfw5OXwiG9KeOTr2jUChwrLsx3zRLpRJbTw0AAK6BAAgA3EmWZbYFGN/9LFRVLZVKKAKqYs30z7Mrvxrn6BBkENz0/To3A0L6w/S1+EvX9WKxaP14GLNslm8LagAAaBEEQADgWmbtOt8iINbIsyoD8ngRkDs4sfynjspwxAX5COPKb8oyrciAkP4wdd4Cam4gYBm2hyYRlUolXi2oAQCgdRAAAYBrqarKNq8VBIFjN2jDMGq2UfB4BtTqeSAWfw1RVXTilPTEiWMeNAtehM39O0L6U1+n3lEulznuue73+yVJIpT/AAC4l5/3AAAAWiifz7PL2VAoVCwWed3PLJfLwWCwU++YJc7mMgB7Si3LpHdPtuIrY/FXK/TOUzKTuBXWUa3xgJ0h/TH1tfirr7sFljHLfwqFAscqJAAAaB0B53cA7+jq6uI9BA5isRjraFAqlWq2ZLaGz+dLpVKCIFRlQOK0PXgNySaangFZkP64vvyniQYXEiHcaZwjXvBIf0x91X526h25XI7j1u+SJCUSCSLSdb27u9uDE4T29nbeQyAikmXZv2UKxwEU42+aUSAAuA8qgADA5QqFQjAYFASBFQHx2tNE07Risdh7JZr+xlKPZ0BsZtisGAi1P3aDKKfVjr/4jla/7B+79pyhZEBIf/rVqXewHQM4jsF8e0L5DwCAi6EHEAC4nK7r5lU135tahUJB0zTsCFZTU6aI1qQ/KP8BDxr0HxfSn0p9Lf4iIo4FqkQUDAb9fj8RaZrGN4cCAICWwhIwAA/x5hIwIhIEYdiwYWwjsEwmw7aH5wILweobYh2QI9bCALSCPdNPpD+V6iz+yufzHLd+FwShra1NFEUiymaz5XKZ10j4whIwZrBLwBb/5bQLH9wiHfPbJy/9wrbHPp5/3tm3rKr7aV/89TM/P3TgzwYAg4UlYADgfmxDE3ZBE41G0+k0r5FommaOpBIWgjFDaQuNxV/gZRYsBKMBrgVD+tOITr1DURSO6Q8RhcNhlv6oqurZ9AeGLPPeS4sWfRIav7niseL7ry1a9FbdTxu1qbXDAoAqCIAAwBNKpVIoFPL5fH6/PxwOc7zaLhaLgUCg945gyICYwWVA9ix/APAmRD+91dn5K5vNWj8ek8/nC4fD7GO+y9DAvQ658r9/PT5Y+99S4y0dCgAgAAIATzAMI5fLJZNJIopEIrIs8+oGTUS5XC6VSmFX+L4MNANC+gNAtikCQvrTW1+Lv4gol8vpum7lYKrEYjG2PrpUKqmqynEk4F7JnadOndpHAAQAFkMTaADwCkVRWHG7IAh8u0Hrul7zRmudSYLXND6HxMovAJM1MWWdPzqkP43r1DtKpRLfJVfBYDAQCBCRruv5fJ7jSAAAwBoIgADAQ/L5POt8L0mSJEkcRyLLcqlU6r0jGDIgUyMzyf/eeYk1WR7KfwBMkiT9546Lez+O9KemvhZ/aZrGN3OpvBdivjkCAIC7IQACAA+pvMlp1r3zks/nVVXFrvB1NDKfDIfDiUSipb9KpD/gIK1+uYZCIfYX9987L6l8HOlPTXUy/Ww2yzdziUajrPezWR4LAACuhx5AAOAtrBu03+8XRTESiXC8AcvaEqVSqarH0Q26Up1+QP/+2zfZB5IkJZPJbDbLsa8TgBfEYrFQKMQ+VhTFfBzpT0119n0vFAp8G+4EAgH2q2TvRBxHAh7w2p/nzP6nr/fjI075/Y1nT7R+PACehgAIADzHjF3C4XC5XOZ4Fa6qaj6fx45g9dXMgB679pxisajrOqvk8vv9LAOqnJQ2Bcp/wHFa0Q1aFMV4PM76xRBRqVTK5XKPXXvO2cf8tblP5Hps3/dCocB3GObir2KxiOgcWuyTVx9c8GqNx8fvcpnlYwHwPARAAOA5qqoWi0W28W0sFkun0xwHUywWJUlCBlQfqy8wYyBzclsulzVNSyQSoiiKophMJvP5fLFY5DZQAHtobgYUCATi8ThbLkRElX9ld/3rQmRANdXZ9517xU0kEvH7/USkaRpOmNB6B17+1G9n1ei7GNppN+sHA+B1CIAAwIsKhYIkST6fz+/3h0KhUqnEcTDZbLatrQ27wveLlQJVTWtVVU2n04lEgs1notGoJEnZbLYpOyuj/AcgEolEIhH2sWEY2WxWluXKA5AB9VZ/33e+FTeiKLL7H2ww6P0MrTd890MPOwzbwAPYA5pAA4AXGYZhdv8xG2Hyout6Nput8Th2BOulZqsRXdczmYx5HzsQCKRSqaHv8ob0Bxxt6C9gVlVnpj8sbK1Kf5i7/nXhEJ/LTeq0/imXy9zbLZsbIJTL5aavmQUAAJtDAAQAHiXLMpvJVG6Fy3Ew2BW+EX3NM1mi19PTw+5mi6KYSCS4/1oB+BpKBsSCVLPpT7FYTKfTdUpXkAHVx/Z95774KxgMsnC88i4IAAB4BwIgAPAus/rdvCbmKJ/Pa5qGDKiOfmeYsix3d3eb97TD4XAqlfL5amw90i+U/4CXRSKRZDLJSiN1Xe/p6UFY0KC+Wv+QDdZbVd7tyOfzTVknCwAAzoIACAC8S9d1cyuWaDTKquJ5Yc01aNtUAao0WF/AloOZv1a/359KpYLBgfUeQPoDrjHQF7PP50ulUuayL0VR+lr21RuKgOrk9YVCgft6K3O9s6IofDvfAQAALwiAAMDTisUi2wbe5/OZfTF5YbvC934cRUADnVgWCoVMJsPubwuCEI/H4/E434APgJfGM6BgMJhKpVg/dSIqFovm31GDvJwB1Wn9Y4d939mOB+xj1HMBAHgWAiAA8DqzKUMkEhnccqEmKhaL5XIZC8EqDW5KWVW5wGa2jfx+Uf4DHsQWB5k5KaukG1xM4M0MqE7601ebf4vFYjH2gXnbAwAAPAgBEAB4naqqZjG8eYnMUS6XU1UVGdDQVfUuYWtbzHvgNSH9AVeq/8JmKyXNEkhZltPp9FDWK3kzA+qtU+8wDKOnp4d7t51wOMwKuyoXPgM01V7ff2DRokVPXXZgxWNjz7p10aJFi347i3OXRQD4DAIgAIDP2mEGAoH6AYEFzAkDMiBqxkyychmLIAixWCyZTHIv9QKwA1b4U1kcx3bTG3pg4akMqM6ZOZ/Pcy+3EUXRbOrEvRE1uFdilwMPO+ywQwmSHQ4AACAASURBVHYbVvFYaMf9DjvssMOmjMQKbADbQAAEALDdhriRSIS1yeTIJksGuGvWHFJRlO7u7nK5zP6X7W/du+UTyn/AxXq/vKv+EDRNS6fTxWLR8qE5W53FX8Vi0Q69lmOxGFvZVy6XG+znDQAAboUACACAiKhcLrMlD6Io2mEhmKIo+Xzey0VAza0gYJusmaUNZuGD2e8WwPXMDKh3KVyxWEyn082tVfFCEVD9xs926LUcCoUkSaLt73MAAIBnIQACANjKrI2XJIn7jmBExO4eezMDatHUUZbl7u5u8548a33Cbo+j/Ac8QpKktrY2c62rqqrpdDqfz7diZZC7M6A66Y+maXao4vT5fNFolH1srnQGAAAvQwAEALCVpmmVO4LZoTYkl8spiuK1DKilk0bDMHK5XCaT0TSNPRIKhY676O+te0YA+zj+4jsSiQRb5WoYRqFQaHrhTxV3Z0C92afxMxGZ27rJsmyHxWgAAMAdAiAAgM+Uy2XWKUYQBPPSma9sNouG0E3HNolHuxPwoAPmXUPb/gSs2RDKlRlQnTNwLpcz82WOotGoufOXHcqRAADADhAAAQBsx7x29/l85s4pHLG9zA3D8EgGZNlckXXESKfTbD4M4B35fL6yCM4CLsuA6iz+KhQKZr95jgKBgLmQOZvNYucvAABgEAABAGyHLRFiH4fDYdY+ky9VVc0huZv1s8SjL7zd4mcE4O6L37qZ9xAcrE76I8uyNUVV9bEKVvZxsVhk+xsAAAAQAiAAgN4URTEv4mOxGPdd4YmoXC4Xi0V3FwG5rEYAwM6s73rujj9w+zd+poq3LVVVsfMXAABU4j+rAQCwoUKhwBqj2mRXeCLK5/OyLLs1A+IyOcTOXwBWcnoGVCf9YY2f7bDSKhQKBYNBIjIMwyaBFAAA2AcCIACA2sy+CZIkmVsm85XNZjVNc18G5PRpIYATcQlAnfvHXif9IaKenh47NH6u2vfdDkMCAABbQQAEAFCbpmlm8by5nQpf5k1m92VA1kP5DwAXTsyA6p9g8/m8TfrsYN93AACoT7BDtSoAWKOrq4v3EJwnHo+zcnpVVdPpNO/hEBFJkpRIJIholji76p/EaXvwGNGQYPEXAEePXXsOl+c9+5i/cnnewalT/lMqlWzSpD8SibCdK3VdT6fTuq7zHpHDtLe38x4CEZGmaXxLtwRBCAQCHAcAAC3F/4Y2AICd5XK5QCAgiqLf749Go3ZoqCnLcj6fN+v8K+lvLHVWBuTEWgAANzn+4jt4ZUBOUSf9URTFDm8KRBQIBFj6Q0S5XA7pj3P5fD6fz8d7FADgWlgCBgBQT2UfzXA4bJPbYsVisVAo9F4IRo5aC8Yr/UH5DwB3Tgl/66Q/qqrapPGzIAjmZgXFYlGWZb7jAQAA20IABADQD0VRisUi+9jssMBdoVCouTG8UyD9AbAJXn8U9s+A6m/6bpP0h4hisRirGdE0rVAo8B4OAADYFwIgAID+5fN5c1f4eDzOezhb5fP5crnsxIbQ9p/4AXgKMqDe6qQ/uq5nMhmbLLMKBoOV+77bJJMCAAB7QgAEANAQG+4KT0TZbFaWZSdmQFyg/AfAbuyZATkl/fH5fObiL/NGBQAAQF8QAAEANKRqV3j79GjMZrOKojgoA8LiLwAbwh+IqU76YxhGT08P302aKsViMez7DgAAjUMABADQqFKpxJprCoJgn2ZAbEKiqqojMiB73u0HAMJCMCKqm/4QETvZWjuiPkUiEbYvga7rNtmKHgAAbA4BEADAAGSzWVb5z3aF5z2crcyb0jbPgDhO81DdAGBnNsmA6p8wWbmlZYOpT5Ik7PsOAAADhQAIAGAAKneFD4VC4XCY73hMuq739PToum7bDMgmEzwAqINjVMr9FFHnVNmpd+RyuXK5bOV46vD5fOZ2BNj3HQAAGocACABgYBRFMYvto9GoJEl8x2MytyW2bQbEC8p/AByBYwZUP/3J5/P26bAjCEIikWBrkBVFMZvTAQAA9AsBEADAgJVKJXMyEI/H7dMQWlXVTCZjwwwIi78AnILvnwyXc0X99KdQKBSLRSvHU5/5pqNpmlmRCgAA0AgEQAAAg5HL5VgziMqbsXagqiqbEtgnA+K7siO1LJNaluE4AABnSS3LnH3MX3mPwjr1059SqVQoFKwcT31m2Slr/YbWPwAAMCAIgAAABslsCF3ZjsEOZFm2TwbEN/0x57HIgAD6ZZO01MqTRv30p1wu22p3rWAwaDaey+Vy9tmNHgAAnAIBEADAILG+y4Zh0PYbsthBuVzuqzGElRmQTdIfxiaTWwB7qvrr4FsEZM2po376oyiKrRZY+f3+WCzGPi4UCvbpSA0AAA6CAAgAYPBUVTXvD0cikWAwyHc8lYrFYqFQ6F0ERFZlQNz39KkJGRBAlb6yUXdnQPXTH1VVe3p6WjqAARFF0VxrLMuyrValAQCAgyAAAgAYknK5bPYHjcVifr+f73gqFQqFfD7fqXfYYS2YxerMXVEKBMDY/G+hdRlQv7U/rJt+i559EOLxuCiKVNHlDQAAYBAQAAEADFU+n5dlmYgEQTAv022iWCyyGiWLMyBbLf6qyeZTX4BWa+T1z70bdCvOJP2mP+baXpuIxWKBQICIDMPIZrO2GhsAADiLjWYpAADOlc1mWT9OuzWEJqJSqWRxBmTPxV81IQYCDxrQy557BtRc9dMfWZbtlv6Ew+FQKMQ+7unpQeNnAAAYCgRAAABNwHbkZdOGQCAQjUZ5j2g7pVLJsn3BuKc/g5ivIgMCj3Bi4tnEU0q/e37ZLf2pfDfJ5XKKovAdDwAAOB0CIACA5tA0zWzNUHnP1ibMuU1LMyDu6c+gOXFiDNC4obzCuRcBNeXEUj/9MVNy+6isJy2Xy6VSie94AADABRAAAQA0TeXmLNFo1FYNoYnIXN3QogzIDunPEGeqiIHAfdzxqh7i6aXf9Mfcz9EmKjvKVW43CQAAMBQIgAAAmqlQKJTLZSISBCGRSNiqITQRmf1Na2ZATt8arFl1Cu6YMAM08ZXMvQiIhpAB1U9/zE75tmLuKanrut0WpgEAgHPZa2YCAOACuVxOVVUiEkUxkUgIgsB7RNsxdzjunQHREEqB7FD+01yIgcC5WvHqdWgGVD/9KRQK+Xx+aINqvkgkEgwGaVt3OV3XeY8IAABcAgEQAECTsZ162SW73++3W0NoIlJVNZ1O67rerAzIDulPi2aniIHAWfCKNdWpauzUOzr1jnw+by7atQ9JkiKRCPvYvJ0AAADQFAiAAACar7IhdCgUMq/m7UPTtEwm05QMyMXpjwmTarA/C16lDioCql/4Q0S5XK5YLDZtWE0SCATMxs/FYpEtKAYAAGgWBEAAAC2hKIrZVyISiYTDYb7j6U3TtHQ6rWnaUDIgO6Q/lkEMBPZk5SvTERlQv+lPNpu14aZafr/fXDUsy7IN16YBAIDTIQACAGiVUqlUuSmY3TaGJyJd1zOZzKAzIJukPxbPSBEDgX149tVY5+RTP/1hXXVsWFnj8/nM9EdVVbvtSQ8AAO6AAAgAoIUKhYK5yiAWi0mSxHc8vbEMSFXV5vaEtgyvegTPTrzBJji+Au1QBER9ZECNpD+yLLdyXIPBdgxgu0ay9bnY9gsAAFoBARAAQGvl83nzbnM8Hg8EAnzH0xvLgBRFGVAGZJPyH77YJBxJEFgJLzlT1VmokfRHUZTWj2tgBEFIJBI+n4+2nY2R/gAAQIsIeI8B8I6uri7eQ/CuRCLByn8Mw2AVN7xHVEMsFguFQrPE2TX/VZy2h/mxTdIfm1QimNK7J3kPAVzLbqGPrU4C9WsVO/UOTdN6eno0TbNqXI1i6Q+7MWCuyeU9KI9qb2/nPQQAgJZDAATgIQiAOHLKVX44HGb71teMgVgGZJOJH9kvAGIQA0Fz2S36MdnkVDBn5Lfr/Gun3qEoSk9Pjz2veB1xb8AjEAABgBdgCRgAgBXY6gN2cS+KYjKZZO0e7KZYLLKZUl/LwWwy5SO7pj+EdWHQPHghNWL+pzf19U+dekepVLLtoqp4PG6mP+YbBAAAQOugAgjAQ1ABxB2LflivB7YLuz1Pwmw3YlEUq+qA6ky0LGbb9Kc3FATBQDko9LFPIlxVB8Qi7Hw+b7bht5toNBoOh9nH9mxN7TWoAAIAL7Dj/WcAALfSdb2np0fXdSLy+XzJZJJt+ms3qqqm0+m+tgaDAUFBEDTOcS8V+0SxlfG02fLZtulPJBIx059cLof0BwAArIEACADAUqwXKSv8YYU29syAWKOicrlsZkCPle6yyVDtM+ccEMfN7cEySAmHLhQKsQ9Yy+d0Om3bVCUUCkUiEfZxPp8vlUp8xwMAAN6BJWAAHoIlYPbh9/vN8h9Zlnt6eniPqE9mW2giUlXVrGDixaHpT29YGgauSXy4LwSrXE6lKEo2m+V7mqojGAzG43H2caFQKBQKfMcDJiwBAwAvQAUQAAAHLElhH0uSZM4HbKhYLGazWbNkKZVK+f1+3oNyAxR9eJb7fvUcY1m2waKZ/rCWz7ZNfyrP9qVSCekPAABYDBfxAAB8sNvUbDIQDAY1TbPtZKBcLmuaxtpCsz7WuVyuXC5bPxLXlP9UMoMA1AS5nptCHzvw+XyJRIK11SfbF9T4/X4z/ZFlOZfL8R0PAAB4EJaAAXgIloDZUCgUisVi7GM7b1hDRKIoJhIJs/ynWCzm83krB+DK9KcmJEFu4p3Qx+KFYIFAIB6Pi6JIRIZhZLNZ2zb9oe2X/SqKYnaCA/vAEjAA8AJUAAEA8FQqlURRZA1Bo9GoYRi2bQjK2kLH43FJkogoHA77fD5zdRg0EWqCXMA7uQ8Xlb3J2O6KqqryHVIdrFKJpT9s/S9OmwAAwAUqgAA8BBVAthWLxcwtbLLZLJfVVY2r7Leq63o2m1UUpdVP6p3yn74gDHIEj+c+FhQBiaIYi8VYDE326Exfn8/nSyaTrFKJbU+Ga297QgUQAHgBAiAAD0EAZGfxeDwYDLKPc7mcbeuAmGAwGIvFzF3hLWi9gQDIhCTIbjwe+lRpaQZUueyLiEqlUj6ft/OlbFX6Y+cG1YAACAC8AEvAAABsIZvNEhHLgFi2Yud+QOVyWVXVeDzOWgJFIpFAINC6rZeR/lSqjBsQBvGC0Md6kUiErZYlIsMweLWib5zf72e984lI0zSbVyoBAIAXoAIIwENQAWR/lWvBrO+yPAhVy8FyuVzT+7Ai/WkQwqBWQ+jToKYXAYmiGI/HA4EA+19VVbPZrKZpzX2W5qrs+ozaH0dABRAAeAECIAAPQQDkCJWRiiMyIEmS4vG4uRys6WNGADQICIOaBaHP4DQxA2r1GaYVAoGA2fUZ6Y9TIAACAC/AEjAAAHthLS3YSodwOCwIQi6X4z2oemRZ7u7uNu/Ph8NhthysKffnkf4MTlVsgTyocUh87EMQhEgk0uoaw6arTKxUVc1kMrjbCgAANoEKIAAPQQWQg1Ruclwul1mHIJtreocOpD8tgjyoEhKfFhliEZDP5zO7jBGRoiit6zLWRMFgMB6Ps48VRcGO7w6CCiAA8AIEQAAeggDIWUKhUCwWYx/LspzNZu1/xq7ao6dcLudyuUEPGwGQZbwTCSHusdKgMyDr9xlsisr0xyknbTAhAAIAL8ASMAAAm2I7wbMMiK0psP90QlGUdDodi8UkSSKiYDDo9/uz2ayqqgP9Ukh/rNRXLOLcYAhBj0MJghCNRs1e+LquZ7NZRVH4jqoRTozsAQDAa1ABBOAhqAByIocuKKhcwmYYRqFQGOiu9giAbM4O2RBSHvsbUBGQz+dLJBI+n4/9r4NiFCcu2oUqqAACAC9ABRAAgK2Vy2XDMFhL0UAgkEwmHdFStFgsKooSj8d9Ph+7pe/3+xtfDob0x/4QvkBzhcPhSCTCln0NLjXmpTL9KZVKNm/bDwAAXibyHgAAAPRDlmWz8Mfv9yeTSbPJjp2pqppOp80+0MFgsK2tLRgM9vuJSH8AXKORP2efz5dMJqPRaOW+6U5Jf6LRKNIfAABwCgdMIQAAoHLxl4MyIMMwstmsuYhDFMV4PJ5IJBwxeABoivoZUDgcTqVSgUCA/W+5XE6n04PoGsZFLBYzd6kvFotIfwAAwOZwCQ4A4AyKopiLv9gNc7NThs2xGZ3ZxlWSpLa2NrPJaxWU/wB4hN/vT6VSZuEP6/fslKY/RBSPx83zWKFQyOfzfMcDAADQLzSBBvAQNIF2ARb9sAoaXdczmYymabwH1aiqrZ0VRcnlcpXjR/oD4FaV3aAFQYhEImbtDBGVy+XGe4TZQSKRYHsdElE+n3fKgjWoA02gAcALUAEEAOAkrDuGrutEJIpiMpn0+x3Tzr9cLnd3d8uyzP43EAikUqlIJMJ3VABgATPeZX/4ZvrDzmkOKvwRBCGZTJrpTy6XQ/oDAABOgQAIAMBh2HyJFc6wDKiRzso2oet6T09PT08Py7BYIUAqlfL7/Sj/AXA3QRBisVjl8tVisVi5PtT+fD5fZceibDZbKpX4DgkAAKBxWAIG4CFYAuYmLPox51GFQqFQKPAd0oCwveHNDhqzxNnsA3HaHvwGBQCtor+xlIg69Q72v6qq5nI5pzR7ZgKBQDweZytwWYd7s54RXABLwADAC1ABBADgSLqup9Npc/oRiUT+f3t3HidVeSZ6/DlL7dWNrN3IIgIqIAoCshij4pZwkZhEYxb1mjiJOtdMlhsnTjJJ1MzcmTFxzHaj+STGXEeNC26IjnFhESWyCwbZka2RBhpaumtfzrl/vPSxqK5uGnqprnN+3z/40N2ni9MJjVW/ft/nraqqcsbr9H62bcdisdYzjNSrRACuYa3ZUPh9bdt2IpGooKO+lEAg4JxgqOavUX8AABWHFUCAh7ACyJUikYgzTSOXyzm7qypF4ThYZx2QsBQIqHyF3Uet/Wk9+r0ihMNhZ1pZJf4zi45gBRAALyAAAR5CAHKrYDAYjUbV79WQncr60bqImKYZjUZN0yxsQEIGAipWUf1RC38qbl6ypmlVVVXOyOeKO60MHUcAAuAFBCDAQwhALuaO4RRqKZCmaSwFAipX64U/mUwmFotV3KoZXderq6udkxaTyWQ8Hi/vLaH7EIAAeAEBCPAQApC7GYZRXV3tjIWOx+MV98N2ETEMIxqNqkN2yEBAZSma4fW6NdeyrHg8nk6ny3VLJ800TWfoj5pZVolfBTqOAATACwhAgIcQgFxP07Tq6mrniOJUKhWLxcp7SycnGAxGIpGipUBCBgJ6sdYLf1KpVDwer8SnmoFAIBqNqrH6lmU1NzdX0Fn1ODkEIABeQAACPIQA5BGFY6Gz2Wxzc3PF7byQluHQwWCQDAT0cq3TTyWe8u4IhUKRSET9npHP3kEAAuAFBCDAQwhA3lE4Fjqfzzc1NVXcsTuKYRjhcDgQCAg7woDep3X6yefziUSiQndLaZoWjUbVPzgikslkmpubearsEQQgAF5AAAI8hADkKT6fr7q6Wm1hqNyx0IppmpFIhMFAQO/RetxPhZ7z5dB1vaqqytlCy8hnryEAAfACAhDgIQQgr3HHWGhHIBAIh8OGYbAjDCij1ulHRJLJZCKRqNxnlYUjn0UkFoulUqny3hJ6GAEIgBcQgAAPIQB5kGvGQjtCoVA4HGYwEFAWrfd8pdPpRCJRoZtMFb/fX1VV5ayXbGpqYuSzBxGAAHgBAQjwEAKQN7lvqoWaD60GXZOBgJ5RctJzPB6v9FZSOPK5oiemoZMIQAC8gAAEeAgByMsKX+RYltXU1FShB/Q4DMOIRCJ+v1/IQEB3KjnpOR6PV+5YMUXX9Wg0qv4NEVfEcXQGAQiAFxCAAA8hAHlc4TYHqfyRQIppmtFo1DRNIQMBXa11+lGTnlOpVKU/gfT5fFVVVc7QH0Y+gwAEwAsIQICHEIBgGEZVVZXKJSKSzWabm5styyrvXXVeIBCIRCLqtRwZCOi8kod8pVKpip707ChcEWnbdiwWq9Bz69GFCEAAvIAABHgIAQhy7AAdEbEsKxaLVfpWDhHRNC0YDIZCITIQ0BklD/lywaRnpeis91wu19zc7IKvC51HAALgBQQgwEMIQHAUbQdzzfYHTdPUafFkIOBElVz1k8lk3JF+hG1faBcBCIAXEIAADyEAoZC7fxKuMpBhGEIGAtpV1H2kYMNXMpl0wRZRJRwOh8Nh9XvXrHxEFyIAAfACAhDgIQQgtFb4osh9szD8fn84HGZENFBSyd1elmWp9OOap4i6rldXV7tv9hm6FgEIgBcQgAAPIQChpKJtEel0OhaLuem/Dj6fLxQKcWA84Ggr/SSTSRec8FUoEAhEo1H3bXdFlyMAAfACAhDgIQQgtEXX9Wg0qhKJiOTz+aamJtdsB1PIQIC0kX7y+XwqlXJZ+mk98L65uTmbzZb3rtBrEYAAeAEBCPAQAhDaV3Q0ciKRSCaT5b2lLmeaZigUCgQC0ioDCSUIrlYy/eRyuWQy6aaNn4phGFVVVWz7QscRgAB4AQEI8BACEI7LNM2qqio1O1ncuB1MMQwjFAoFg0H1JguC4GIlZzyLSDabTSaTrhyEXLTtK5FIJBKJ8t4Sej8CEAAvIAABHkIAQkdomhaNRtUaGRHJ5/PNzc25XK68d9UddF1XGUi9UCQDwWVKLvkRV6efon++LMtqampy5T9f6HIEIABeQAACPIQAhI4LBoORSESVEbduB1M0TQsGg8FgsOSZ8UIJQqVpa8mPOtk9lUq5bLyXwyMLGNFNCEAAvIAABHgIAQgnpOjVVDabjcVibn3pKCKmaQaDwUAgUHJBkFCC0Ou1lX5yuVwqlUqn02591lc079m27Xg8nkqlyntXqCwEIABeQAACPIQAhBPV+mVVMpl09zQNTdMCgUAwGFTjY8lA6P3aWfKTTqdTqZS790D5fL5oNOqkahfvWkW3IgAB8AICEOAhBCCcnEAgEIlEdF1Xb+ZyuVgs5vrXVywIQu/n2SU/iqZpkUjEmeYuIqpQu/urRjchAAHwAgIQ4CEEIJw0z77QOu6EIKEEocd5dspPIb/fH41GvRam0X0IQAC8gAAEeAgBCJ3UeqtFLBbLZrPlvauewYIglF1b3Uc8s+RH0XU9Eok4R315YWsqegABCIAXEIAADyEAofOKpgKJx47aKVoQJJQgdL/W3Uc8ueRHCQQC0WhUdVjxwHB69BgCEAAvIAABHkIAQlcxTTMajaoxySJiWVY8Hk+n0+W9q57k8/kCgYDf73d2oFCC0LXa6T4ikslk0ul0JpPxzhM5wzCi0ajP51Nv2radSCSSyWR57wquQQAC4AUEIMBDCEDoWqFQKBwOOz+Kz2QysVjMsqzy3lUP8/l8fr8/EAioEsSQIHRS++t9stlsJpPJZDJe+0bjXxt0NwIQAC8gAAEeQgBCl+Nn8o6OlCAhBqENx+0+Xlvv42C9IXoGAQiAFxCAAA8hAKGbBIPBSCTCVA6lqAQJy4LQhpLRRwq6T6aFN5+teXziGHoYAQiAFxCAAA8hAKH76LoejUb9fr96k3N5RMQwjEAgEAgE2pkYrRCDPOW43cfL630cXj5zEGVBAALgBQQgwEMIQOhugUAgEok4K19yuVwsFsvlcuW9q7IzTVNNjKYEeVb70Uda1vuk0+lsNuvx52aapkUikWAw6LxH1WSP/8+C7kYAAuAFBCDAQwhA6AGtX7yl0+lEIuHZHWGFTNP0+/1+v98ZaCLEIPdqK/pIQfexLEtt8qL7KMFgMBwOE5HR8whAALyAAAR4CAEIPaZo+4baEZZMJvmPjqJpmopBPp/PiUFtlSAhBlWODkafbDaby+XUrz11a71dIBAIh8OF/2h4dqI8yoIABMALCECAhxCA0JM0TQuFQqFQyBkObVlWIpFIpVLlvbHeRtd1X4vj7hE7+in0oN6kI9FHTfZRiD5Fis75EpFMJhOPx1k2iJ5EAALgBQQgwEMIQOh5uq6Hw+HCHWH5fD6RSHCKc0lODPL7/e0fInbMZ9GDelY7xUeOjT65XC6Xy6kdXj1yaxVG1/VIJBIIBJz35HK5eDzO/1zoeQQgAF5AAAI8hACEcjEMIxKJOGeEiUg2m43H4yyFaIdhGGqPmM/nc1ZRCT2oHNovPlIQfUSkcKUPz7Laoo54DwaDrBBEL0EAAuAFBCDAQwhAKC+fzxeJRAo3eqTT6Xg8bllWGe+qIpimqUqQaZrOyiDpQAwSetCJO27ukWOLj7PSR3UfnlkdV9GkZ2aEoTcgAAHwAgIQ4CEEIPQGRUfF27adSqU447njdF03TdMwDNM01W+cD3WkBx19EKpQi47kHjm2+FiWlc/ncy0YVdNxfr8/EokU/qVV3/5UYJQdAQiAFxCAAA8hAKGXKDkfWi0BKO+NVSJ1oJgTgwoXWMmJJCFxexXqYOhRCnOPiFiWlStArTgJpmlGIhGfz+e8h32g6FUIQAC8gAAEeAgBCL0K86G7ibM4SCmcHyQnmIQKVUQeOqHK4yjKPULx6VKtJz3n8/l4PJ7JZMp4V0ARAhAALyAAAR5CAEIvxLqA7qZ6kGEYhmHouq5+bX3ZSYehtnQ+GJ1czWlfydajtnSpX9XeLp4ddQkmPaOCEIAAeAEBCPAQAhB6rZKTQZLJJNNVuklhDGo/DEk3tKFu1TrxKLZtO5XHaT2WZfFEqDtomqYmPTvph0nP6OUIQAC8gAAEeAgBCL1c0dlAIpJOpxOJBBmoZ2iaVrIKaZpWtI+spO7uRG2VnSK2bbeuPPl8nic8PUNN+AoGg4XfyEx6Ru9HAALgBQQgwEMIQOj9Ws+HFpFMJpNIJNgUVkbq/w5Vgpwk1NZv2lpJdHLsFmq1ThHnneo3JIYy0nU9GAwWffOyoxOVggAEwAvM418CAEBPsW1bjQhRiwjUK0m/3+/3+7PZbCKRyGaz5b5HL1I/LlK/dmRBltai5EdN06yqqpKWFV5t6ZDzgwAAGpxJREFUPQj7syqFruuF37BKJpNJJpN8wwIA0HsQgAAAvY5lWfF4PJlMFi4o8Pl8ffr0yeVyyWSSk8J6ObUqp62POkuE1FyenropdD3DMILBYOv0w5I9AAB6IQIQAKCXUgcGORlIVQO1eCQUCpGBgDIyTTMUChUe7i4M7QIAoHcjAAEAejV1eFAqlfL7/eFwWJ0UpjJQOBxOpVKpVIqNQkCP8fl8oVDI7/c777FtW636If0AANCbEYAAABXAtu10Op1OpwOBgJOBDMOIRCKhUEidGU8GArqVz+cLh8M+n895j23b6ruP8dsAAPR+BCAAQCVRGUitBjJNU0R0XQ+Hw8FgkAwEdJPC7zjFsiy+4wAAqCwEIABA5clkMplMpnArispAzmog1iMAXaJwzZ1iWZbalUn6AQCgshCAAACVKpvNZrPZwgykaZo6jjqdTqdSKc4hAk6OruvqeC/nyDYRyefzKv2U8cYAAMBJIwABACqbykCFZxJpmqZeu+ZyuVQqlU6nWaoAdJDf7w8Gg4UznkUkl8tx7h4AAJWOAAQAcINcLtfc3JxIJFQG0jRNREzTjEajkUiEBUFA+0ou+RGRbDabTCYzmUy5bgwAAHQVAhAAwD3y+XwsFovH44FAIBgMqpm1zoKgfD7PsfFAEZ/PFwwG1eo5hzp3j2wKAICbEIAAAG6jjqZOpVKmaapXtmpBkDo2PhwOZzKZVCqVzWbLfadA2ei6rjpp4YBnEWHjJAAAbkUAAgC4Vi6XK7kgKBAIBAIBFgTBm1jyAwCANxGAAAAux4IgQFjyAwCA5xGAAABewYIgeBNLfgAAgBCAAABe4ywIUq+K/X5/0YKgdDqdyWQ49giVzjRNdaZ764O9UqlUJpOhdQIA4CkEIACAR2Wz2Ww265wRpvbFOG/atp3JZNLpdDab5XUyKohpmoFAwO/3F231ctJnPp8v170BAIAyIgABADzNtu1kMplMJosmBDlbw2zbzmazalkQJQi9lmEY6m9sUfcRpvwAAAARIQABAKAUTgjy+/1+v1+9X9M09aZaE6TwQhq9hM/n8/v9gUCgaJ+XiORyObWKjSU/AABACEAAABRytsk43ccZEsSaIPQe7XSffD6fTqfpPgAAoAgBCACAEtQZSel0WtM0n8+nlgU5JchZE0QJQk+i+wAAgJNGAAIAoD3Ozq92SpCIZLNZtd3Gsqxy3zLchn1eAACg8whAAAB0SDslSER8Pp/P54tEIplMRp0vlsvlynvDqGi6rqvuU/jXzEFwBAAAJ4oABADAiWm/BDlrgtRlKgaxOgMdoaKP0vowLxFxthzSfQAAwIkiAAEAcJKcEiSlNuk4Q6NFxLKsbAtiEAppmmaapt/v9/l8pln6iRnrfQAAQOcRgAAA6AIq7sTjcWcFh2mazrIgXdedGJTP550YxOt5b1LRx/mrUvKafD7vrCBjxDgAAOg8AhAAAF1JvWKXtl/kG4ZhGEYwGJSCGMQ5Yl5Q+Peh9VgfKVgpxiYvAADQ5QhAAAB0C3VIvBOD1Mt+v99fONulMAap45zU9GhikGt0PPqwPRAAAHQrAhAAAN3OmRYUj8fbGvRrmqYzAiafz+fz+VwLFoNUEMMwzAIlo49t24W9r+dvEgAAeBABCACAHmVZVjqdTqfTImIYhhODnOnR0rIySJ0mJiIqBjlJ6Lg9KLF9yevrGyU86uIrxp/SxjVHNi5YvCUmfcdfedGoUJd8YZ2SizXU19fX799/sEmqBg4cNHDwqUMHRkucg9UjGt57ZemOzOApc6YO0du/Um30K4w+bV1J9AEAAOVFAAIAoGzUSp9UKiUFMUgFhcLLVA9y3rQsS5UgJwwVPWzYf+idefMPyDDz3PGza0r+yR+teP7P87bZtbPPu7qrv6gTZMd2L3v56ecWbDh0bBTxDRh/8ezPzL5wdJ+ez0AH1r0yb1Fs0qDZrQOQKj6Okoe1O1T0Udu72NkHAADKiwAEAECvUBiD2q8Muq77/X5nfZCqDKoEqSRkD5sxY+j8eXV7lq/4cPacU0v8YR+tXrHdFqmdNm14939l7UjvfOW++5/ZGLPFjNaMHHHaaacN6WckDh+s27h2Q/36Nx55f/XGW39469T+JbZR9RRd1wvX+HSk+DiY6QMAAHoPAhAAAL1O4QBpEdE0rWiyTOHFzoRp53Pz+T5Xzhw979FtdcvXHLhmxKmWlc/nC5efNK5e+YEtMnTatKE99jW1Zte/ft9/zt0Yl+CwT37llq9cOCRQ8LFk/YqnH/jjm3UrHrp/YL97rhnd7c9YNE3TdV3XdcMwgqYmIr5wn/79gyWH+DicfXnqN0xrAgAAvRYBCACA3s5ZV+K8x1mN0nrSsFo9NGzmzDGPbdv04V/XNHx13MijD6KWCFnW4cWrt9oiI2ZcMFjTWsJQLnawbveuXXsactEBg08fO/bUyDHho371S8vrQmMuveysqtyhTSvWbN0bnvD54fteXlNv106aPW3Ysc8oDq3/y9vb05EzLrl8XJ+2vqrGRX96bF1czNHX/PD7s4cWPSPRQrXTbvq+Hfvh71fvW/DG2jmjp/gLP5xPHvpw967dew6mwjXDhg8ffmq/YKlhPW1cZhiGCj3qV0k37tm5fdvOw77aM8acNfLUqD9gaiKiGSVGOBcOY2JXFwAAqCAEIAAAKk9RDypcH6S6hgy4aOY5D296r37Jkq03jDxDCraVSeO7qzfbIqNnXjm2f3+xLMuKbX35/973yLL9Hz9iYODE2TfffNVZ0ZZ37Fszf947A2Ty1PS8n/92YV1WAhed/oWzDr83b94H0cOjzv/a+MIAs/ftp5+eV1d1yR1z2v4Sts1/6t2kaLVXfOXTxfWnRXTanNnLPloVP7Lrg9yUMS0XZQ+sevLBPy3alfz4wsjpV3z1ti9MHlj4OLmDq5584E8LCy+Ljp5z+/e+9okhBZflD678r/+4//mt8ZZ3aP2n3Xb3lS1vqWpWuKWL4gMAACoUAQgAgIqnlvaok8WkZTfTudPOMd5bW79k4fovDR9jGmp/k4g0/nXpBlu0MRd9skZERM9v+X93/vCFvbng8BmfuXTSaafkD25d8dqra9Y+d/992r/cd+MYn21blhX2aSJa41sPvbq4edRl104ZUXvWaP/gIVNPm/vBrnVrtsm5Z4qz+2nvihV1In2mTh/T9hlau5a9s09EO2f2VSPaHqqjDf/Ud/75Ux+/qWla41u/uvvhDSmJjvzEpdPHDokk6ja8s2Dpjtd/e0/jN3/9g5l9dV3XNE079MZP7n5gXVKqzrjkUxeOHxqJ7X7vrVeXbJt/7/f2f+fBH13aVz1gbNmv/ve/Lz5iGwPHz7xoyqh+2X3rly5858E7N/XJikg23njo0HFOAQMAAKgUBCAAANxGrVsJTJx+rm/tuw1LF639fO1oTY7OEoovXLLeFm3sjPOrM5m8YdS/+ND8vbnwebf84kdXDVZzhC79H1dd/MidP3h21/MPzr/0N18YJoZhmLqIfLjkDWvWTx+4bUJVy86omRee/uSuHWvX7+87Y5zYyo5XVu4T6X/h5ZP6VJWan6PruiRWbN4rIjWjzxpUVVX6q9BaHG06miaSXvX48xtS0nfat+698/Ja9SxmzjWzXvm3Ox9cverJ57bMvO1sQ0TSq554fF3y2MuunHP52f9254OrVzz25LrpXz9Lz1u57U/86c0jtjHsiu/d8aUx6lZnXDR15G/+4/H1WRGxLUuEAAQAAFyCpzUAALhU6LwZ5wVFPlqxbLPatmTbdu7w8mWbbNHPOn9CoKmpqbFx2dPPbsnLaXOuvzCaao7H46lUKpPJ+Edfd+MlfcTatXTZ3sKH9E+67oYJhVVn8AUXjBD5aNk7m1SpMQxj51/frhepveSys4OBknw+nzQ2fiQi2tDTRhR9UNu99Dnl2WeffeaZZ+bOnfvUU0+9tdMSEUm8/dLCRtFHf+7vWrKOiIhv6Ke/Nnu4Jg2vvrQsIyJ2/K35CxtFH/WZmy7um08nEolYLHbkSCI89fMzh2jS8Nq8xQ2xWCy+8uXX9tlSfcEXrx3z8ZfkO/WyL15e6uA0AACAysYKIAAA3Mo3Ycbk0IqlR1Yu3/TlMWMNEZGm1au32GKMmzalWkREmvfujYn0GzXEPHzw4DGfHOxXI3Jkx4Z3DxwKmpoWy9giMnjkMGlubhZxVuUMmjJ16OM7697565avnTla03R9x9tv7RM59eKLR7d3a+lMWkRE04p/FJXesuCJJ/5WfPmUQVd/YnjA3rNnjyVy+vmT+qaTSUutN7Isy7ZPGT+xVnbv27N9a8PYGtm5fbclMnzCuOCR5ubChxk8aWLNi3vr9+9vEBncuG9fWiQ6ado437F/2JBp04a+8HxdR/4XBgAAqBgEIAAAXMs3fsb5VUuXNK9evvGGseMNkdjqVZtsMc6eNvnodOf6+noRObzw/u8sLPkIdiyesO2obVu2iEjfPtXOpKGj+pxzXu3TdfV/Xbzu6n7Dxf7gtTf3iwyZel6fxsbGtu/MNsMiYu/c8n7jhBGFH8gOveT668/9+O39q194Y1M8G2tsbAzkP9h9SETrGw00N8ePfbzqvv1E9u0/sF+kJn9wf6OINqB/v1Z/bL8B/UXqDxw8KDL4wIEDIjJo4KBWV/UfMFCTOoY9AwAAVyEAAQDgXsbYGVP7LlnQuHr5+hvGTzCbV6/abIk5wek/og616n/urAtP95d8hP4jCtfH+AO+VlcMmTy5dv7L9WvW7P388FM/WLHikMhp06cOyufz7dxY9bDTquSD5oY9u+P5YcGCD+hDzrtsyMdvZt/Z+KTzxtEk0+podhExDF1ErHzO7vBlpuFr4zIzFPKJZNq5fQAAgIpDAAIAwMW0M2dM77/glUNrlq3/nxNGrVm12RLfedMmhVo+PqimRqQ5OPKTV3+m9mT/jOFTJg94+eUPV6+uvzq1bOUh0U6fPv14D6aNmjihatHbzetff33vjDlD2ppJaO3Yvv3jjmQOrOkrcuhgw2GRgcdeeOjgIREZNGiQ1uHLBg4aIHL4wMH9Iv2Pvaq5oYH6AwAA3IYh0AAAuJk2csb0WpHk2mXvHV6zapMl/vOmnRdwPtyntjYkUr9+/aGiz8tvf/lXP/vZz5/5W1qO67TJU/qL7F2zeunyVY2ijZ4xrf9xP8c85/PXjQ9Kfvf8R97Y38Zuq9zOF/+85EjBO2pqBmsidWvfPVh0Zf276/aJGLW1NR2/rLp2cEgktmblxuyxVx1Zu3bHce8fAACgwhCAAABwt6EzZgwVSa9d8Ke3N+UlOHHahI/7j2jjLr98iJbf9uIf/3tXQerJ7n7liRfXbdoiA0cEWj9iKyMmTRkgsvuVJ5ceEX3M9PNP6ch9nXLBDZ87wye5bXN/9p/PrKovWnOTOfDuvF//Zv5uSy94rhI6/7ILqsX64JWnlx76eGFQrn7xk6/vtqXvJy+b5Ov4Zdq4yy8/VZMjbz/13KaYk6Dyh1c8+eKGoiQEAABQ+Yy777673PcAoIckEoly3wKAMqjql1r7xobDDQcbbQlPveam82sLmorW5/SBh5Yu31a3YcXaXR81x+NN+7Yse+mRxxbsTvtGfvbWL59ziiEiIvVrXlpRZw2ZevWUUmek9w0deuut7c3ZnBjjPnPzzOGl5wkV0SKnj609tH7troP7t658861Vm7bt2Fm3b++2de8sfv2Fp556bd3+8MTrv3WptfRvB2omXTV9uCli1p4W2rJkXd2etcs2NKQyyaZ9m5e/+sSjL2+OS2ji9bfPHqHGCXXsMq16+CkH3165++C2ZSu2fRRPNB3ctuqNuY++8Lf40KH9m5oSgyfPmTqMH5UBnhAOh8t9CwDQ7ZgBBACA2w2cfsHoZ3Zts0Uik6ePL/5vf/Ccr951R/8//H7+hrUL9q5doN4ZqDnvszfeNGdE65nPJWkjp0w65bUFH4l59vRJ0eNff5Q+4Py/+1Ht2BefemHhhoa9G9fs3bjm6EeMqpEX3fjlay8ZFW1ID3t8/cef0v/i79wVeuJ3jyzevnT+9qVH//TIyCu/euu1k/uc6GWRSTff9a2q3/7h1R0bFs/fsFi9b9Snbv/GkEX/9HDx/jEAAICKpqnTPwB4QUNDQ7lvAUB5NG9etHBTk2iDJ8+eOtQodYWdObJvz65duz48ItWDaoefcdbQqmOuq1/90vK6/NDzr55cagWQSGzhz7712Cbf5Ft/efu0UMkr2mNnDu/ctHn3wY9iKT3Up/+po8edWRs+uvgmn0lmbH8oUHg7+WTD3l2799QdTIZqhg0fftqQfsFSS3U6dpmVPFy3a8fOXfuTvr7Dxk0cWxuy9ix/aU394ClzprY5nhqAqwwYMKDctwAA3Y4ABHgIAQhAdzmy6N7vPbrZN+X2X/2vyR3a/wUAvQgBCIAX8HMtAADQSVbdokVbLAlNmn4u9QcAAKBXYgYQAAA4aXtXzl9Xn9iydEGdLf0vvnRCB2cGAQAAoIcRgAAAwEk7sPrFZ1bkRcQ39MqvzR5VcrwQAAAAyo8ZQICHMAMIAACgNWYAAfACZgABAAAAAAC4HAEIAAAAAADA5QhAAAAAAAAALkcAAgAAAAAAcDkCEAAAAAAAgMsRgAAAAAAAAFyOAAQAAAAAAOByBCAAAAAAAACXIwABAAAAAAC4HAEIAAAAAADA5QhAAAAAAAAALkcAAgAAAAAAcDkCEAAAAAAAgMsRgAAAAAAAAFyOAAQAAAAAAOByBCAAAAAAAACXIwABAAAAAAC4HAEIAAAAAADA5QhAAAAAAAAALkcAAgAAAAAAcDkCEAAAAAAAgMsRgAAAAAAAAFyOAAQAAAAAAOByBCAAAAAAAACXM8t9AwB6jqZp5b4FAAAAAEAZaLZtl/seAAAAAAAA0I3YAgYAAAAAAOByBCAAAAAAAACXIwABAAAAAAC4HAEIAAAAAADA5QhAAAAAAAAALkcAAgAAAAAAcDkCEAAAAAAAgMsRgAAAAAAAAFyOAAQAAAAAAOByBCAAAAAAAACXIwABAAAAAAC4HAEIAAAAAADA5QhAAAAAAAAALkcAAgAAAAAAcDkCEAAAAAAAgMsRgAAAAAAAAFyOAAQAAAAAAOByBCAAAAAAAACXIwABAAAAAAC4HAEIAAAAAADA5QhAAAAAAAAALkcAAgAAAAAAcDkCEAAAAAAAgMsRgAAAAAAAAFyOAAQAAAAAAOByBCAAAAAAAACXIwABAIDerPGFO2bNmjVr1v95s9x3AgAAUMHMct8AAABAOzK7lv/lL2+LRL9a7jsBAACoYKwAAgAAAAAAcDkCEAAAAAAAgMuxBQwAAHSVzP51ixas2FLXkAoNHHrm+ZfNnDDIf+wV9vtzf/rMBpERV33/psmh4s/f8+ovHl7WJKdccMu3r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width="768" /></p>
+</div>
+<div id="coordinate-systems-challenges-2" class="slide section level2">
+<h1>Coordinate systems challenges</h1>
+<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg, <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cty, <span class="dt">y =</span> hwy)) <span class="op">+</span></span>
+<span id="cb23-2"><a href="#cb23-2"></a><span class="st">  </span><span class="kw">geom_point</span>() <span class="op">+</span><span class="st">  </span><span class="kw">geom_abline</span>()</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="coordinate-systems-challenges-3" class="slide section level2">
+<h1>Coordinate systems challenges</h1>
+<div class="sourceCode" id="cb24"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb24-1"><a href="#cb24-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg, <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cty, <span class="dt">y =</span> hwy)) <span class="op">+</span></span>
+<span id="cb24-2"><a href="#cb24-2"></a><span class="st">  </span><span class="kw">geom_point</span>() <span class="op">+</span><span class="st">  </span><span class="kw">geom_abline</span>() <span class="op">+</span><span class="st"> </span><span class="kw">coord_fixed</span>()</span></code></pre></div>
+<p><img 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" 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+    })();
+  </script>
+
+</body>
+</html>
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