Entering commands in R
- The traditional way to enter R commands is via the Terminal, or using the console in RStudio (bottom-left panel when RStudio opens for first time).
- However, for this course we will use a relatively new feature called R-notebooks.
- An R-notebook mixes plain text with R code
Markdown is a very simple way of writing a template to produce a pdf, HTML or word document. The compiled version of this document is available online and is more convenient to browse https://bioinformatics-core-shared-training.github.io/cruk-summer-school-2017/Day1/Session2-Rnotes.nb.html.
- “chunks” of R code can be added using the insert option from the toolbar, or the CTRL + ALT + I shortcut
- Each line of R can be executed by clicking on the line and pressing CTRL and ENTER
- Or you can press the green triangle on the right-hand side to run everything in the chunk
- Try this now!
- The code might have different options which dictate how the output is displayed in the compiled document (e.g. HTML)
- e.g. you might see
EVAL = FALSE
or echo = FALSE
- you don’t have to worry about this if stepping through the markdown interactively
print("Hello World")
This will be displayed in italic
This will be displayed in bold
You can also add hyperlinks, images and tables. More help is available through RStudio Help -> Markdown Quick Reference
At a basic level, we can use R as a calculator to compute simple sums with the +
, -
, *
(for multiplication) and /
(for division) symbols.
Try adding some of your own calculations below….
2 + 2
[1] 4
2 - 2
[1] 0
4 * 3
[1] 12
10 / 2
[1] 5
The answer is displayed at the console with a [1]
in front of it. The 1
inside the square brackets is a place-holder to signify how many values were in the answer (in this case only one). We will talk about dealing with lists of numbers shortly…
In the case of expressions involving multiple operations, R respects the BODMAS system to decide the order in which operations should be performed.
2 + 2 *3
[1] 8
2 + (2 * 3)
[1] 8
(2 + 2) * 3
[1] 12
R is capable of more complicated arithmetic such as trigonometry and logarithms; like you would find on a fancy scientific calculator. Of course, R also has a plethora of statistical operations as we will see.
pi
[1] 3.141593
sin (pi/2)
[1] 1
cos(pi)
[1] -1
tan(2)
[1] -2.18504
log(1)
[1] 0
We can only go so far with performing simple calculations like this. Eventually we will need to store our results for later use. For this, we need to make use of variables.
Variables
A variable is a letter or word which takes (or contains) a value. We use the assignment ‘operator’, <-
to create a variable and store some value in it.
x <- 10
x
[1] 10
myNumber <- 25
myNumber
[1] 25
We also can perform arithmetic on variables using functions:
sqrt(myNumber)
[1] 5
We can add variables together:
x + myNumber
[1] 35
We can change the value of an existing variable:
x <- 21
x
[1] 21
- We can set one variable to equal the value of another variable:
x <- myNumber
x
[1] 25
When we are feeling lazy we might give our variables short names (x
, y
, i
…etc), but a better practice would be to give them meaningful names. There are some restrictions on creating variable names. They cannot start with a number or contain characters such as .
, _
, ‘-’. Naming variables the same as in-built functions in R, such as c
, T
, mean
should also be avoided.
Functions
Functions in R perform operations on arguments (the inputs(s) to the function). We have already used:
sin(x)
[1] -0.1323518
this returns the sine of x. In this case the function has one argument: x.
Arguments are always contained in parentheses – curved brackets, () – separated by commas.
Arguments can be named or unnamed, but if they are unnamed they must be ordered (we will see later how to find the right order). The names of the arguments are determined by the author of the function and can be found in the help page for the function. When testing code, it is easier and safer to name the arguments.
rnorm
is a function that will generate a series of values from a normal distribution. In order to use the function, we need to tell R how many values we want
rnorm(n=10)
[1] 1.44225570 -0.86118934 -1.31558685 -1.40655864 -0.33885927 2.94080404 0.43556310 -0.06240997 0.12814119 1.50239669
The normal distribution is defined by a mean (average) and standard deviation (spread). However, in the above example we didn’t tell R what mean and standard deviation we wanted. So how does R know what to do? All arguments to a function and their default values are listed in the help page
(N.B sometimes help pages can describe more than one function)
?rnorm
The help page is often the best way to find out about a function. Otherwise, google is your friend.
In this case, we see that the defaults for mean and standard deviation are 0 and 1. We can change the function to generate values from a distribution with a different mean and standard deviation using the mean
and sd
arguments. It is important that we get the spelling of these arguments exactly right, otherwise R will an error message, or (worse?) do something unexpected.
rnorm(n=10, mean=2,sd=3)
[1] 3.0652574 2.5962377 -2.9751633 -1.0348971 1.0717109 4.2704699 1.1752755 1.7457067 0.5138356 -2.0764301
rnorm(10, 2, 3)
[1] 4.0147699 2.8199592 5.4761540 -3.1681876 6.1246047 -4.7092447 -0.4482680 3.5031579 -0.1774535 3.4573333
In the example, rnorm
is outputting a series of numbers, which is called a vector in R and is the most-fundamental data-type.
Packages in R
So far we have used functions that are available with the base distribution of R; the functions you get with a clean install of R. The open-source nature of R encourages others to write their own functions for their particular data-type or analyses.
Packages are distributed through repositories. The most-common ones are CRAN and Bioconductor. CRAN alone has many thousands of packages.
The Packages tab in the bottom-right panel of RStudio lists all packages that you currently have installed. Clicking on a package name will show a list of functions that available once that package has been loaded. The library
function is used to load a package and make it’s functions / data available in your current R session. You need to do this every time you load a new RStudio session.
library(RColorBrewer)
There are functions for installing packages within R. If your package is part of the main CRAN repository, you can use install.packages
.
- Here,
tidyr
is a useful package for cleaning and reshaping data:-
install.packages("tidyr")
Bioconductor packages have their own install script, which you can download from the Bioconductor website
source("http://www.bioconductor.org/biocLite.R")
biocLite("affy")
A package may have several dependancies; other R packages from which it uses functions or data types (re-using code from other packages is strongly-encouraged). If this is the case, the other R packages will be located and installed too.
So long as you stick with the same version of R, you won’t need to repeat this install process.
Dealing with data
We are going to explore some of the basic features of R using data from the gapminder project, which have been bundled into an R package. These data give various indicator variables for different countries around the world (life expectancy, population and Gross Domestic Product). We have saved these data as a .csv
file to demonstrate how to import data into R.
You can download these data here. Right-click the link and save to somewhere on your computer that you wish to work from.
The working directory
Like other software (Word, Excel, Photoshop….), R has a default location where it will save files to and import data from. This is known as the working directory in R. You can query what R currently considers its working directory by doing:-
getwd()
N.B. Here, a set of open and closed brackets ()
is used to call the getwd
function with no arguments.
We can also list the files in this directory with:-
list.files()
[1] "dataOrderedByWealth.csv" "gapminder-plots.pdf" "gapminder.csv" "myLittlePlot.pdf"
[5] "Session1-intro.html" "Session1-intro.Rmd" "Session2-Rnotes.nb.html" "Session2-Rnotes.Rmd"
[9] "Session4-seqIntro.html" "Session5-alignedReads.html" "Session6-IGV.html" "Session7-seqDatainR.nb.html"
[13] "Session7-seqDatainR.Rmd"
Any .csv
file in the working directory can be imported into R by supplying the name of the file to the read.csv
function and creating a new variable to store the result. A useful sanity check is the file.exists
function which will print TRUE
is the file can be found in the working directory.
file.exists("gapminder.csv")
[1] TRUE
If the file we want to read is not in the current working directory, we will have to write the path to the file; either relative to the current working directory (e.g. the directory “up” from the current working directory, or in a sub-folder), or the full path. In an interactive session, you can do use file.choose
to open a dialogue box. The path to the the file will then be displayed in R.
myfile <- file.choose()
myfile
myfile <- "/home/participant/Course_Materials/Day1/gapminder.csv"
Assuming the file can be found, we can use read.csv
to import. Other functions can be used to read tab-delimited files (read.delim
) or a generic read.table
function. A data frame object is created.
read.delim
has lots of options to control how to import the data, including skipping lines in the files. See ?read.table
If you get an error saying Error in file(file, “rt”) : cannot open the connection, you might need to change your working directory or make sure the file name is typed correctly (R is case-sensitive)
gapminder <- read.csv("gapminder.csv")
gapminder
- N.B. The latest version of RStudio (> 1.0.44) provides the option to import data from the File menu. Try File -> Import Dataset -> From Csv.
- not really recommended for best practice, but it should help get you started
The data frame object in R allows us to work with “tabular” data, like we might be used to dealing with in Excel, where our data can be thought of having rows and columns. The values in each column have to all be of the same type (i.e. all numbers or all text).
Disclaimer If you are trying to read your own data, and encounter an error at this stage, you may need to consider if your data are in the correct form for analysis. Like most programming languages, R will struggle if your spreadsheet has been heavily formatted to include colours, formulas and special formatting.
These references will guide you through some of the pitfalls and common mistakes to avoid when formatting data
In RStudio , you can view the contents of the data frame we have just created. This is useful for interactive exploration of the data, but not so useful for automation and scripting and analyses.
View(gapminder)
We should always check the data frame that we have created. Sometimes R will happily read data using an inappropriate function and create an object without raising an error. However, the data might be unsuable. Consider:-
test <- read.delim("gapminder.csv")
dim(test)
[1] 1704 1
We can access the columns of a data frame by knowing the column name. TIP Use auto-complete with the TAB key to get the name of the column correct
gapminder$country
A vector (1-dimensional) is returned, the length of which is the same as the number of rows in the data frame. The vector could be stored as a variable and itself be subset or used in further calculations
countries <- gapminder$country
The summary
function is a useful way of summarising the data containing in each column. It will give information about the type of data (remember, data frames can have a mixture of numeric and character columns) and also an appropriate summary. For numeric columns, it will report some stats about the distribution of the data. For categorical data, it will report the different levels.
summary(gapminder)
country continent year lifeExp pop gdpPercap
Afghanistan: 12 Africa :624 Min. :1952 Min. :23.60 Min. :6.001e+04 Min. : 241.2
Albania : 12 Americas:300 1st Qu.:1966 1st Qu.:48.20 1st Qu.:2.794e+06 1st Qu.: 1202.1
Algeria : 12 Asia :396 Median :1980 Median :60.71 Median :7.024e+06 Median : 3531.8
Angola : 12 Europe :360 Mean :1980 Mean :59.47 Mean :2.960e+07 Mean : 7215.3
Argentina : 12 Oceania : 24 3rd Qu.:1993 3rd Qu.:70.85 3rd Qu.:1.959e+07 3rd Qu.: 9325.5
Australia : 12 Max. :2007 Max. :82.60 Max. :1.319e+09 Max. :113523.1
(Other) :1632
Exercise
- Create new variables for the life expectancy and population columns
- round the life expectancy to the nearest whole number
- modify the population variable so that the population size is given in millions of people
- what is the maximum life expectancy observed?
- what is the smallest population observed?
- HINT:-
min
, max
, round
…..
### Your answer here ###
Subsetting rows and columns
A data frame can be subset using square brackes[]
placed after the name of the data frame. As a data frame is a two-dimensional object, you need both a row and column index.
gapminder[1,2]
gapminder[2,1]
gapminder[c(1,2,3),1]
gapminder[c(1,2,3),c(1,2,3)]
Note that the data frame is not altered we are just seeing what a subset of the data looks like and not changing the underlying data. If we wanted to do this, we would need to create a new variale.
gapminder
Should we wish to see all rows, or all columns, we can neglect either the row or column index
gapminder[1,]
gapminder[,1]
The indices can be more complicated R expressions containing multiple values
gapminder[1:3,1:2]
gapminder[seq(1,1704,length.out = 10),1:4]
A common shortcut is head
which prints the first six rows of a data frame.
head(gapminder)
When subsetting entire rows you need to remember the , after the row indices. If you fail to do so, R may still return a result. However, it probably won’t be what you expected. Look what happens if you wanted to the first three rows but typed the following command
gapminder[1:3]
We can also create new columns, or alter existing ones
- Using an assignment operator
<-
we can assign the value of a particular column to be vector
- if the column doesn’t exist, it will be created
- the vector should be the same length as the number of rows in the data frame
gapminder$popInMillions <- gapminder$pop / 1000000
gapminder$lifeExp <- round(gapminder$lifeExp,1)
gapminder
Filtering rows
Rather than selecting rows based on their numeric index (as in the previous example) we can use what we call a logical test. This is a test that gives either a TRUE
or FALSE
result. When applied to subsetting, only rows with a TRUE
result get returned.
myvec <- c("A","B","C","D")
x <- c(TRUE, TRUE,FALSE,TRUE)
myvec[x]
[1] "A" "B" "D"
x <- c(FALSE, FALSE,FALSE,TRUE)
For example we could compare the lifeExp
variable to 40. The result is a vector of TRUE
or FALSE
; one for each row in the data frame
gapminder$lifeExp < 40
This R code can be put inside the square brackets to select rows of interest (those observations where the life expectancy variable is less than 40).
gapminder[gapminder$lifeExp < 40, ]
The ,
is important as this tells R to display all columns. If we wanted a subset of the columns we would put their indices after the ,
gapminder[gapminder$lifeExp < 40, 1:4]
Using the column names is also valid
gapminder[gapminder$lifeExp < 40, c("country", "continent","year")]
Testing for equality can be done using ==
. This will only give TRUE
for entries that are exactly the same as the test string.
gapminder[gapminder$country == "Zambia",]
N.B. For partial matches, the grep
function and / or regular expressions (if you know them) can be used.
gapminder[grep("land", gapminder$country),]
There are a couple of ways of testing for more than one text value. The first uses an or |
statement. i.e. testing if the value of country
is Zambia
or the value is Zimbabwe
.
The %in%
function is a convenient function for testing which items in a vector correspond to a defined set of values.
gapminder[gapminder$country == "Zambia" | gapminder$country == "Zimbabwe",]
gapminder[gapminder$country %in% c("Zambia","Zimbabwe"),]
Similar to or, we can require that both tests are TRUE
by using an and &
operation. e.g. which years in Zambia had a life expectancy less than 40
gapminder[gapminder$country == "Zambia" & gapminder$lifeExp < 40,]
Exercise
- Print the contents of the row in the data frame that contains the entry with the highest population?
- Print the contents of the row in the data frame that contains the entry with the lowest life expectancy?
- A data frame of countries with a population less than a million in the year 2002, that are not in Africa?
- you may need to do some googling to find out how to do “not equal” in R (Optional)
- What country has the longest name? Print all the rows containing data for this country
- HINT: investigate the
nchar
function
### Your answer here ###
Ordering and sorting
A vector can be returned in sorted form using the sort
function.
sort(countries)
sort(countries,decreasing = TRUE)
However, if we want to sort an entire data frame a different approach is needed. The trick is to use order
. Rather than giving a sorted set of values, it will give sorted indices. These indices can then be used for a subset operation.
leastPop <- gapminder[order(gapminder$pop),]
head(leastPop)
We can even order by more than one condition
gapminder[order(gapminder$year, gapminder$country),]
A final point on data frames is that we can export them out of R once we have done our data processing.
byWealth <- gapminder[order(gapminder$gdpPercap,decreasing = TRUE),]
head(byWealth)
write.csv(byWealth, file="dataOrderedByWealth.csv")
Plotting and stats (in brief!)
All your favourite types of plot can be created in R
- Simple plots are supported in the base distribution of R (what you get automatically when you download R).
boxplot
, hist
, barplot
,… all of which are extensions of the basic plot
function
- Many different customisations are possible
- colour, overlay points / text, legends, multi-panel figures
- You need to think about how best to visualise your data
- R cannot prevent you from creating a plotting disaster:
- References..
Plots can be constructed from vectors of numeric data, such as the data we get from a particular column in a data frame.
Basic Plot types
- A histogram is a common choice if we want to visualise the distribution of a numeric variables
hist(gapminder$lifeExp)
![](data:image/png;base64,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)
Scatter plots of two variables require two arguments; one for the x
and one for the y
axis.
plot(gapminder$pop,gapminder$lifeExp)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABXgAAANhCAYAAABdAtNeAAAEDWlDQ1BJQ0MgUHJvZmlsZQAAOI2NVV1oHFUUPrtzZyMkzlNsNIV0qD8NJQ2TVjShtLp/3d02bpZJNtoi6GT27s6Yyc44M7v9oU9FUHwx6psUxL+3gCAo9Q/bPrQvlQol2tQgKD60+INQ6Ium65k7M5lpurHeZe58853vnnvuuWfvBei5qliWkRQBFpquLRcy4nOHj4g9K5CEh6AXBqFXUR0rXalMAjZPC3e1W99Dwntf2dXd/p+tt0YdFSBxH2Kz5qgLiI8B8KdVy3YBevqRHz/qWh72Yui3MUDEL3q44WPXw3M+fo1pZuQs4tOIBVVTaoiXEI/MxfhGDPsxsNZfoE1q66ro5aJim3XdoLFw72H+n23BaIXzbcOnz5mfPoTvYVz7KzUl5+FRxEuqkp9G/Ajia219thzg25abkRE/BpDc3pqvphHvRFys2weqvp+krbWKIX7nhDbzLOItiM8358pTwdirqpPFnMF2xLc1WvLyOwTAibpbmvHHcvttU57y5+XqNZrLe3lE/Pq8eUj2fXKfOe3pfOjzhJYtB/yll5SDFcSDiH+hRkH25+L+sdxKEAMZahrlSX8ukqMOWy/jXW2m6M9LDBc31B9LFuv6gVKg/0Szi3KAr1kGq1GMjU/aLbnq6/lRxc4XfJ98hTargX++DbMJBSiYMIe9Ck1YAxFkKEAG3xbYaKmDDgYyFK0UGYpfoWYXG+fAPPI6tJnNwb7ClP7IyF+D+bjOtCpkhz6CFrIa/I6sFtNl8auFXGMTP34sNwI/JhkgEtmDz14ySfaRcTIBInmKPE32kxyyE2Tv+thKbEVePDfW/byMM1Kmm0XdObS7oGD/MypMXFPXrCwOtoYjyyn7BV29/MZfsVzpLDdRtuIZnbpXzvlf+ev8MvYr/Gqk4H/kV/G3csdazLuyTMPsbFhzd1UabQbjFvDRmcWJxR3zcfHkVw9GfpbJmeev9F08WW8uDkaslwX6avlWGU6NRKz0g/SHtCy9J30o/ca9zX3Kfc19zn3BXQKRO8ud477hLnAfc1/G9mrzGlrfexZ5GLdn6ZZrrEohI2wVHhZywjbhUWEy8icMCGNCUdiBlq3r+xafL549HQ5jH+an+1y+LlYBifuxAvRN/lVVVOlwlCkdVm9NOL5BE4wkQ2SMlDZU97hX86EilU/lUmkQUztTE6mx1EEPh7OmdqBtAvv8HdWpbrJS6tJj3n0CWdM6busNzRV3S9KTYhqvNiqWmuroiKgYhshMjmhTh9ptWhsF7970j/SbMrsPE1suR5z7DMC+P/Hs+y7ijrQAlhyAgccjbhjPygfeBTjzhNqy28EdkUh8C+DU9+z2v/oyeH791OncxHOs5y2AtTc7nb/f73TWPkD/qwBnjX8BoJ98VVBg/m8AAEAASURBVHgB7J0HmBRV2rbPBnfVVTFgWhPmLKtiFgVFUUQUE2IAc0LMOaGYUDCAWYRV16yLqIg554gRzFnMmHV1/Xb+vt/d039PMwMzAzNMD/d7XTPdXXWq6tRdNevy9FPP+7uqQiVLAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEKo7A7ytuxk5YAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEgoACrzeCBCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIIEKJaDAW6EXzmlLQAISkIAEJCABCUhAAhKQgAQkIAEJSEACElDg9R6QgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJFChBBR4K/TCOW0JSEACEpCABCQgAQlIQAISkIAEJCABCUhAAgq83gMSkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCqUgAJvhV44py0BCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQIHXe0ACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQQIUSUOCt0AvntCUgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJKPB6D0hAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISqFACCrwVeuGctgQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABBV7vAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACFUpAgbdCL5zTloAEJCABCUhAAhKQgAQkIAEJSEACEpCABCSgwOs9IAEJSEACEpCABCQgAQlIQAISkIAEJCABCUigQgko8FbohXPaEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQUeL0HJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlUKAEF3gq9cE5bAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIACr/eABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIIEKJaDAW6EXzmlLQAISkIAEJCABCUhAAhKQgAQkIAEJSEACElDg9R6QgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJFChBBR4K/TCOW0JSEACEpCABCQgAQlIQAISkIAEJCABCUhAAgq83gMSkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCqUgAJvhV44py0BCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQIHXe0ACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQQIUSUOCt0AvntCUgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJKPB6D0hAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISqFACCrwVeuGctgQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABBV7vAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACFUpAgbdCL5zTloAEJCABCUhAAhKQgAQkIAEJSEACEpCABCSgwOs9IAEJSEACEpCABCQgAQlIQAISkIAEJCABCUigQgko8FbohXPaEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQUeL0HJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlUKAEF3gq9cE5bAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIACr/eABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIIEKJaDAW6EXzmlLQAISkIAEJCABCUhAAhKQgAQkIAEJSEACElDg9R6QgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJFChBBR4K/TCOW0JSEACEpCABCQgAQlIQAISkIAEJCABCUhAAgq83gMSkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCqUgAJvhV44py0BCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQIHXe0ACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQQIUSUOCt0AvntCUgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJKPB6D0hAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISqFACCrwVeuGctgQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABBV7vAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACFUpAgbdCL5zTloAEJCABCUhAAhKQgAQkIAEJSEACEpCABCSgwOs9IAEJSEACEpCABCQgAQlIQAISkIAEJCABCUigQgko8FbohXPaEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQUeL0HJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlUKAEF3gq9cE5bAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIACr/eABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIIEKJaDAW6EXzmlLQAISkIAEJCABCUhAAhKQgAQkIAEJSEACElDg9R6QgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJFChBBR4K/TCOW0JSEACEpCABCQgAQlIQAISkIAEJCABCUhAAgq83gMSkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCqUgAJvhV44py0BCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQIHXe0ACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQQIUSUOCt0AvntCUgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJKPB6D0hAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISqFACCrwVeuGctgQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABBV7vAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACFUpAgbdCL5zTloAEJCABCUhAAhKQgAQkIAEJSEACEpCABCSgwOs9IAEJSEACEpCABCQgAQlIQAISkIAEJCABCUigQgko8FbohXPaEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQUeL0HJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlUKAEF3gq9cE5bAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIACr/eABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIIEKJaDAW6EXzmlLQAISkIAEJCABCUhAAhKQgAQkIAEJSEACElDg9R6QgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJFChBBR4K/TCOW0JSEACEpCABCQgAQlIQAISkIAEJCABCUhAAgq83gMSkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCqUgAJvhV44py0BCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQIHXe0ACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQQIUSUOCt0AvntCUgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJKPB6D0hAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISqFACCrwVeuGctgQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABBV7vAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACFUpAgbdCL5zTloAEJCABCUhAAhKQgAQkIAEJSEACEpCABCSgwOs9IAEJSEACEpCABCQgAQlIQAISkIAEJCABCUigQgn8sULn7bQrlMAbb7yRBg4cmP79739X6Bk4bQlIQAISkIAEJCABCUhAAhKQgAQkIIGpRaBVq1apf//+iVerYQQUeBvGza0aSGDo0KHpsssua+DWbiYBCUhAAhKQgAQkIAEJSEACEpCABCTQ0gistdZaafvtt29pp9Vk56PA22SoPRAEfvvttwDRs2fP1LlzZ6FIQAISkIAEJCABCUhAAhKQgAQkIAEJTKcELrnkkvTEE08U9aLpFMMUn7YC7xQjdAcNIbD66qun3r17N2RTt5GABCQgAQlIQAISkIAEJCABCUhAAhJoAQTuvffeEHhbwKlM01Owydo0xe/BJSABCUhAAhKQgAQkIAEJSEACEpCABCQgAQk0nIACb8PZuaUEJCABCUhAAhKQgAQkIAEJSEACEpCABCQggWlKQIF3muL34BKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEGk5Agbfh7NxSAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkMA0JaDAO03xe3AJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAg0noMDbcHZuKQEJSEACEpCABCQgAQlIQAISkIAEJCABCUhgmhJQ4J2m+D24BCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIIGGE1DgbTg7t5SABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkME0JKPBOU/weXAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpBAwwko8DacnVtKQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpimBBR4pyl+Dy4BCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIoOEEFHgbzs4tJSCBJibw3XffpbPOOiu1b98+tW7dOv3hD39I8847b9pkk03SZZddln799dcmnpGHk4AEJCABCUhAAhKQgAQkIAEJSEAC05aAAu+05e/RJSCBOhK44YYb0uKLL54OO+yw9Oijj6avvvoq/ec//0mff/55uuuuu9Kee+6ZlllmmVhXx106TAISkIAEJCABCUhAAhKQgAQkIAEJVDwBBd6Kv4SegARaPoGzzz479ejRI3355ZepY8eOacSIEfH+//7v/9L48ePTlVdemVZaaaX07rvvpg033DCNHDmy5UPxDCUgAQlIQAISkIAEJCABCUhAAhKQQIGAAq+3gQTqQeCdd95J999/f7rzzjvTyy+/nBAYrcYlgDv38MMPT7///e/T+eefH/y7d++e5pprrlg2//zzp5133jmNGTMmHXrooRHTsNNOO6WxY8c27sTcuwQkIAEJSEACEpCABCQgAQlIQAISaAYEFHibwUVwCs2bwC+//JJwkC655JIREYBDdNNNNw3H6HzzzZcOOuig9MUXXzTvk6jQ2f3222/pgAMOiCiGU089NfXp06fWM0EAHjRoUNpll13Sjz/+GGJvrYNdIQEJSEACEpCABCQgAQlIQAISkIAEWgiBP7aQ8/A0JNAoBN5+++3UrVu3oht0nnnmSSussEL605/+lN566634GTx4cLriiivSddddlzp37two85hed3r33XenN954Iy211FLh4oUD4u2DDz6Y3n///YQAvMACC6T11lsvzT333IGJJmxEOOCy5vqR22tJQAISkIAEJCABCUhAAhKQgAQkIIGWSkAHb0u9sp7XFBP48MMP0zrrrBPi7nLLLZdGjx6dPvnkk3TfffelO+64I7355pvppZdeSl26dEnffPNN2myzzaLZ1xQf2B0UCcCZIoLhs88+S3vssUdq3bp16tq1a7h5DzzwwLTNNtsknNQs43rMOeecaYsttojtuGaWBCQgAQlIQAISkIAEJCABCUhAAhJoyQQUeFvy1fXcGkTgX//6Vxo1alRaa621QlRceOGF03777Zf+9re/ReZr6U5XXHHFdPvtt6cjjzwy8ni333574xpKAU3he5qmUX/4wx8SrIcNG5b+/e9/p/bt28c1Ib6BuAwc1VyHdu3apaFDh6aVV145tsvbxwd/SUACEpCABCQgAQlIQAISkIAEJCCBFkjAiIYWeFE9pYYRoGHaueeem0477bQ0YcKE4k4++OCDtP/++6e+ffum1VdfPbJ4f/rppzTHHHOkZZddNtyiAwYMiKZrOEbJimU/1pQT+Pnnn2Mn/fr1C2EXl/SQIUPSYostVm3nXC/G0IRtr732Sr169Yr1iPWWBCQgAQlIQAISkIAEJCABCUhAAhJoyQQUeFvy1fXc6kzgu+++i0f977nnnthm9tlnj9gFHLnEM5CxS57rU089FT+lOz7ssMPStttum4gLQOC95pproikbTb+sKSMw77zzxg5w7SLcXnzxxel3v/vdRDslluG8886La4Xb+uqrr44x888//0RjXSABCUhAAhKQgAQkIAEJSEACEpCABFoSARWolnQ1PZcGEfjPf/6TEHIRd8lypTlXrkMOOSSapyHuIiwSBUAh3uLeXXPNNdPMM8+cbrzxxsiJpeHXF198kV599dW8C1+nAoFZZ501XXDBBTWKu6W733fffdMOO+wQcRksJ8rBkoAEJCABCUhAAhKQgAQkIAEJSEACLZmAAm9LvrqeW50IXHrppdE0bZ555klPPPFEiII0TZtpppnSbrvtFk3WEHerqqrSr7/+GvtEFB43blx68sknIx8Wsffzzz+PHwaMHz++Tsd20KQJvPPOOzHg+++/T88888ykB/9vbdu2beMd14wcZUsCEpCABCQgAQlIQAISkIAEJCABCbRkAgq8Lfnqem6TJYBQe/LJJ8c4Hv9v06ZNmmGGGcIpSn7rK6+8EusQd7feeutw8z7yyCOJCAeKpl6Ij4i9uHeJEqCy0xdBmLxeq/4EYD5mzJjihtttt13Kgm9xYdkbBPf+/fvHUrZ/8803y0b4UQISkIAEJCABCUhAAhKQgAQkIAEJtCwCCrwt63p6NvUkgGMXt+2SSy6ZunfvHlsj8BLVgEBItW7dOj322GPppptuSj169EjrrrtuNF1jHQ7RW2+9Nc0222zp448/ZlEUjdb++te/pj//+c/pL3/5SzRk22qrrdLIkSPzEF8nQ+Drr78OxzTN7Dp06JA++uijaHI3fPjw9Ntvv1XbGhH9jDPOSB07dkw//vhjytm7n376abVxfpCABCQgAQlIQAISkIAEJCABCUhAAi2NgAJvS7uink+9CLzwwgsxfsMNN6y2XW7uxWP+Dz74YFp77bWrre/UqVN8xmG6+eabh8hb2lTtvvvuS5988kk4ecnoJfLh5ptvDhGZXNhSMbjajv1QJIAwTiHe3nbbbalbt27pq6++Srvvvnuae+6506abbpp23HHHxLVDhD/qqKMSruv9998/LbTQQrEt2b2WBCQgAQlIQAISkIAEJCABCUhAAhJoyQQUeFvy1fXcJkuAhmgUjt3SyssRePkpLdyj3377bSx6//33Q6wlg7d03FJLLZVee+21EBxxlCLoDhkyJJyljz76aDhR33vvvdLdTvQeB+tTTz0VTd+ee+65cKZONKgFL8D9jFD7yy+/JJrc4X6+/vrrExm7COY0w7vmmmvS/fffH2PWW2+9eD9w4MCI1uB6LLbYYi2YkKcmAQlIQAISkIAEJCABCUhAAhKQgARSUuCdxncB8QDkvD799NPhFCVDlDxXBEHciFbjEuDxf2rChAnFAyHI4r6lyOjdbLPNotEa12TfffdNuHu32GKLWP/hhx+mBRdcMPJ3/+///i+W8YuGbUsvvXRR9CWuoW/fvunVV1+NuAGuO/vImb3FDQtv7r333rTBBhuES3XNNdcMpypZv7hUiZEozaUt3a4lvu/atWucFo3wEGzJ4cV1/e6776bRo0enq6++Ot19990Rs/HQQw9FRAPLcP2uscYawbAlcvGcJCABCUhAAhKQgAQkIAEJSEACEpBAJvDH/MbXpiFAQ64rr7wyhCmEXT7XVn/84x/TiiuuGEIVQleXLl2KgmFt27i8fgSWW2652IDGabkQDxF2KRykOG1XXnnlWJazX2eZZZb0ww8/JCIAeM3LESHJ7iWTt6ZCUCazF8H2pZdeSgiXRA0g8CMgE+NA3i9Fo7ZVV101zTnnnIksWcbjYr3lllvS8ccfn0488cRJ3g/M6fHHH09vvfVWzBGXMpnBOb6gpvk1t2UHHHBAMBo6dGjq2bNnOJ9xQNNs7eeff46c4xVWWCFEd+ZOTu8xxxwTp3HIIYc0t9NxPhKQgAQkIAEJSEACEpCABCQgAQlIYKoTUOCd6khr3uFnn32W+vfvn/7xj39MUtQt3RqBDrcmPxdffHFCyBowYEA4SkvH+b7hBNZff/00++yzB2NEXvJxv/vuu+IO27RpE+tffvnl4jLeIOpSpQI9Ym/+jKu3tmLcmWeembbccst02GGHFRu2lY4nf/bwww9PRxxxRJppppli1eeff57OOuusdPbZZ8e9xDzPOeec0s3iPXNj/+eff34i5qG81llnnUQTOM69udcyyywTjGigttFGG4WgjbBbWojqOJ733nvvEL7h1Llz57TtttuWDvO9BCQgAQlIQAISkIAEJCABCUhAAhJokQSMaGiCy4rIhjh14YUXFgVARCke2+cRfJp08ej5zjvvHC5FHsOncRQ5ruSQ5sLxS6Opc889Ny/ydQoJ4JI99NBDYy977rlnZLu2atWquFdE33Jxt7iy7A0Zu7nI362tEO7vuuuuWE0MB8dDvKe43ojKxETg0MVx+8EHH8Q6Yh8QOokmYBz3AY7f0iLeA1fyySefHOIusQ7cY7169QpBGWcxDuEOHTqE0xW3cXMv/jYQuWGFuIsgz98T58TfCdeQpnaMe/3118Ntfd111zX303J+EpCABCQgAQlIQAISkIAEJCABCUhgqhDQwTtVMNa+E4Q6MlyzSLjaaqslHh1HmJp77rlr3/B/a8ho5fF9Yh3+/ve/R2brwQcfHOIvkQ3WlBNA4B0xYkS4eBFHyW+trRBWafr1hz/8IQRTMpOJVqB233334mYPP/xwiPEIkwizRC0g5M8111zh2L3kkkvCjYrAyrVF3KdGjRqVOnXqFHnM5P2++OKLca/QbI2oBgpxExdvnz590pFHHhlZvr///e/TZZddlvbZZ59UmgX85ZdfJn6YJ9vdc8898XPSSSel008/PfZ32mmnxWtz/EW8BPNG2F144YUT7lwarHEetRXOXURgSwISkIAEJCABCUhAAhKQgAQkIAEJTA8EflcQmJq/ha+CrwSi7G677RZnsP3220f2LmJcQwrnJo/1I/qSzUuzqYbuqyHHnxrbIE7jPCVa4KCDDpoau5wq+8D5iviOIE+Rf5xzdWs6ABEIRCggNuZGbTWNK10244wzpk022SRydBF+l1122fT8889HDAP7Q9gtFS6//fbbWPbss88m7p1rr722uDtEXBzeZNHiMr7xxhtTdhBzHMRm4g0Qo8nuJfeXubLu8ssvjzmT68y99MADD4Sjt7jzZvKG/2miUdozzzwTIjbniFiNII4D+v3334/5E4fRoeBI5gsTxHrc8c8991z629/+1kzOxGlIQAISkIAEJCABCUhAAhKQgAQkUBMBDG9XXXVVRJrutNNONQ1xWR0INExprMOOHfJfAjS5olZaaaUQpqZEkMWxO2jQoNgfjmCagVlTToCGagiDiLsIr1yjSYm7HJFGXojVNAErL9y9FM7d66+/PsRsGqkhttIkjTrhhBPSF198Ee/feOONeN16663jNf8iugFnMXNiP9kFznqOscUWW8TQ4447rpq4i/MX5yuOXhqyIVaTx0sEBTEHO+64Y5xjv379Yvtjjz02XpvbL+aOuIuAe/XVV6cZZpghzT///OFavv/++9Pbb78d8RX8jeFC5nrww/WEryUBCUhAAhKQgAQkIAEJSEACEpCABKYHAgq8jXyVyTuleDwfgWpKq1QEzMLglO5zet+euIQ77rgjBNmxY8dGTMLkmCAA40SmaV55ZYGXqAdyYXEq474udeDiQv3www8jhzk3ZltiiSXKd5UWWmihcOPiZi3Plc3jH3rooXCtsjECLu5oHK7EO+DuHT58eOJbMGIjeMX927t374hzIJMXgTTn/E40gWm4IPOiER1N5+pSCO/8nd15553hWK7LNo6RgAQkIAEJSEACEpCABCQgAQlIQAKVTECBt5Gv3kcffRRHQKibGkWGaxaKySW1powAbk8aklEIvTQ4K3XK1mfv2Z3966+/xmb5OuV90GyPmmWWWRKREBSCK03CKOISaioynKknnnii2urS8cQSUGQE77fffum2226LCA9EXeIfll566WhAds0116RFF100jR8/PsTpDTbYILYjo7e5VT7ffP51mR9/HzSVgw3RFpYEJCABCUhAAhKQgAQkIAEJSEACEmjpBBR4G/kKL7744nGELFZN6eFwW2Zhb+WVV57S3U332+Ow/uSTT0IAJd8YZ+4ZZ5zRIC6IxaVFU7DS+vTTT+NjXo4oe+CBB6YFFlggltckSH711Vch2jIgbx+DC79Kx+djc39ccMEFiXzdtm3bpvbt20dW8CuvvBKxBTiBya6lbrrppmhcxvvyfbNsWlee0yKLLFKvqeTxeft6bexgCUhAAhKQgAQkIAEJSEACEpCABCRQYQQUeBv5gq266qpxBDJUeZR+SoomWWTFUnPOOWc4Madkf26b0pgxYwIDDc6owYMHpwkTJsT7mn4Rv5DdsjWtL12GqEo0B25aiqZpFDEQFGIrjcDIyqXIjSV2AVcvYjMZvK1bt07ZZUuMAuItDmFiHciozZVdwGxTU5HDe9JJJyVyd7MYTIO3H374IYbjKm5uleeU51jX+eXxefu6buc4CUhAAhKQgAQkIAEJSEACEpCABCRQiQQUeBv5qh199NERqUA2Kk2xiAHIj/DX59AvvPBC2njjjeOxe7bbZ5996rO5Y2shkBudzTfffDHi1FNPrWXkfxeTX4swW5di7KhRo1K3bt2iURqZvRRRDjnOgeOTL5tze2kcRkMxxNvvvvsuETkw++yzx3Y0gdt///3Tcsstl/bee+8QeWNF4Vd2cz/99NN5UcL9+9RTT6V77rknYie472jItvzyy8cYIj5YT2WneXxoJr9yxjCN1upT2dmct6/Pto6VgAQkIAEJSEACEpCABCQgAQlIQAKVRuCPlTbhSpsvwtlpp50Wj8nj4ESYPfzww9P6668f7k3yUOedd94QAGecccaICEAMRtyjCddbb70VzbFwg+ZC6M25sXmZrw0jMMccc8SGuHbJ3s05uXlvCK8ItbkYT6QC2co4qutaXNO8r+ygZVvcujRqo4Faz549Y3c4hLOITNOwq666KpzGffv2TQ8++GDMEyEYkZh9IRCzH8Ra3MAzzTRTGjRoUGT2lh6Lhmrdu3cPwfnVV18NJzKvnNM666xT11NpsnFk7yLuDh06NL7cqMuBaZbHtSGmYYUVVqjLJo6RgAQkIAEJSEACEpCABCQgAQlIQAIVTUCBtwku32GHHRZOzD59+iRckzxej7OTn/rWJptsEg7P7ACt7/aOr05g2WWXjQWPPvpoWnvttauvLHwqFXdZiXgK+xwDMNEGJQtwyxKv8Nlnn6X+/fsXG6sxBGcuDlvcuNQDDzwQr/xC3MWRS3xEjuSgSV/Hjh2LkRKMI5YB4ZifbbbZJuIX7r///sQPxRcGCJ3MF+GaTNorrrii6B6OQYVfuIKJcKit3nvvvRBaOQ8iIGjYttpqq9U5qqK2/U5u+V577ZUGDhwYWcHEXHB9yEz++OOPI5eYhngI0zSWoxDcyTSmDj744Hj1lwQkIAEJSEACEpCABCQgAQlIQAISaOkEald1WvqZN/H57brrrtH4isf0hw8fXq+mVghYCLt77LFH7KOJp96iD4cAO+uss4aASSZtbdWlS5eEO3T8+PHxU9u40uU4arPTGnESt3Z23CLuUji8X3rppXDecp2PPPLIdNZZZ1UTchmHm3urrbbibeTy4vrGfUshQl9zzTXhxM35weyXbV5//fUYk39l1y+fEZKXWmqpdMQRR+TV1V7vvPPOyAWuKSKBSAu+uEAczgJrtY2nwof5558/hHFEbpzHzLfUkcwhyNndfffd42+D1zfffDOtssoqad99950KM3AXEpCABCQgAQlIQAISkIAEJCABCUig+RNQ4G3CazT33HMnMl75ea/ginzyySdDkCKOgfgGnL0zzDBDiFY8To9Ih8Ozbdu2sawJp1rtUH//+9/TxRdfPJG4Vm1QHT8QLUDlRmN13KzRhiFOHnLIIdGAjKiE2mr06NG1rap1+Ysvvlhch4ibxUmyYfM6BFKuM+t23nnniFqgsdoZZ5wRTtW8Axy2uHq33nrrtN9++0V0B0JmLrKeydideeaZ008//ZQyZ9y2NHLjviLmgyzn0jrllFMmurd+++23dNBBB0VDN8aSAdyhQ4e04IILxn36+OOPx/4ReK+99trICya2ojGK80GUzk5q2HDeOIkRr+FKY7whQ4aEALzYYovFfHLTucaYk/uUgAQkIAEJSEACEpCABCQgAQlIQALNicDvCq64unWMak6zdi5NSmCHHXYIIW9qHpRH/Esbgk3Nfdd3XzQvw2GLWDi16913301ECRxwwAHpvPPOi93njN2FF144ffDBB7UeEgcr4j5OWpzARD6UFmIm+0fMzI37skO3dFnpNuXvV1pppaLYnNeRE00zQCIeyI8mWqRcMKVxWxaaEZFxKyO6Ts0aNmxYOHPZZ/v27UOc5kuQ2goRnIzi5pgnXNucXS4BCUhAAhKQgAQkIAEJSEACEpieCWB2o/cQpjv6C1kNI6CDt2HcpqutiJTgMfmp8V0Af6w4LxvL8dmQC0OTsltvvTV17tx5okiDhuyvdJsTTjghXXnllUUhNwuwCKs4uB955JFE/AMO1XnmmSdEUmITNt988/gftquvvjoEXuIWymvVVVcNgTeLu6zHCUwUBA5cGvThtkUExiWOM5cqFX8RtWkut+KKK8a6ESNGhLhL1vB9992X1lprrVhe/mujjTYKgX7DDTeMOAkEbPJ9p1bhQEZApi699NK05557pi+//DJY4qZ+5513Is/6r3/9a4jzb7zxRrr77rvT3nvvHYI1De0sCUhAAhKQgAQkIAEJSEACEpCABCQwPRBQ4G2mV5mGVsQY8LrMMsuk5ZdfPh6znxbTxcmJmDg1ikfum2PRjAyBEDcqTcumVhFhQKQAYi6VYxouv/zyaNi28cYbx3VF4H3//ffDNVt6bATh0u1qWle+DEE3NxsrXcc5zjnnnCHIItASE/H555+HM/iWW26Jocccc0y8nn322bWKu3mfc8wxR/rnP/8ZMSJ800Z+cG4al8c09PXEE08MV/Juu+0W4i77IZ6BOA1+yotrhkhNLjF5xHwDaElAAhKQgAQkIAEJSEACEpCABCQggemBwH/Vo+nhTJvBOSLuvfbaawlXJrm2Y8aMmWhWH330UerVq1c4XGkA1rNnz8hepZnULrvsEk7MiTZywRQTwCG76aabTlVxl0nhmj344INDqM+TJEoAB2+u7GbGhUrhXu3fv3/qUMi9JeeWuv/++9PAgQPTJ598Ep/5lceXiuY4asnqJTeXfGFiE/hyAMEXtyv3HA3aiD9AXKYeffTReGUd7mqydnHM1qVwC/fu3Tvc3TfccENdNpnsmF9++SWNHDkyEWXRr1+/yY5nAF9CkENMIapbEpCABCQgAQlIQAISkIAEJCABCUhgeiGgg7eJrjTNrciyHTduXLUj4qS8/vrrE27Ijz/+OK2//vrx+Hm1QYUPPIbPI/BkjN50002pXbt25UP83EACNCXr1q1bOKZ5tD839Grg7ia7GcJtjhBA9OeaI+ped911iTiMCy+8MP373/+uth8iCY444oiEs/Woo45K2267bWTSIvwj3Gaxl2zc0kIspYEfzlaKsXfccUdaaKGFQuhl2YQJE9IXX3wRcQ583mSTTWJ+zO3GG2+Mn+effz7cvgjHOMq32GKLtOuuu0aDtq5du0asA3EQU6OIjfjhhx8if5h8ZM6b8yKvmDkhQCNk84UHDeRyMQ/qiSeeyIt8lYAEJCABCUhAAhKQgAQkIAEJSEACLZ6AAm8TXGLyXRHkSrNS82ERrnCOIo4hWCHkUQhx6667bqKRFuLfww8/HC5QHuPffvvtIzeVnFRrygmceeaZIZYSh9AY4u7WW28dztl8bRGU999//xBaES1zNu7pp58eJ4PDl3sBBy7NzohWGDRoUAjARCKQ64vDl0IIzeIun9k274/P5YVwnMXlV155pbgaZ/Cnn34anzkeX0gQc1A6hpUIrnwRQT7vKaecki644IKItWBd3p73U1J5PwjTxC6UX5Nvvvkm5jVkyJBwuzMHcpTJMMbJy3oiG3hvSUACEpCABCQgAQlIQAISkIAEJCCBlk7AiIZGvsLff/992nfffYvi7hprrBGPkuNKzI/pP/XUU9EU6957743ZMB7RDmcvoh+PvvMZ0Y9C8EVcs6acAEIg4imFO7Qx6uabb67myEXMR5RE8OWYND0rLZqstW/fPmI8WD548OC0zTbbpC233DLlOIYs4iLollZeXrqs9D1OXVzjOHofeOCB4iqcwIikFOv4cgFxd/HFF4+5vvnmmyEmEyGC05j5kd/LFxeXXXZZbJe3jw9T8GuGGWaIrd97772E6M7fA83ovvrqq/T1119HnjGxFwi4uNqZC2Iw545jGSaI45YEJCABCUhAAhKQgAQkIAEJSEACEpguCFRZjUrg+OOPryrcSPFTEGurCoJe8XgFN2XVfvvtV1zPuMKj78X15W/YtvA4f4wvCHLV9lU+trl+LuTDxvwLYmWzmOLtt99e5N+mTZvi+3zNGvO14MSuKjh4q0aPHh3HLWTOTnT8whcBwWnAgAETrWNu888/f43L87xnnXXWqkLmblXBtVtt3Nxzz138XBBKqwpCd1UhjiGWFQTSeC00OKsqCKa1XqfzzjuvqiDAFvez44471jq2Piu6d+8e+2Tfzz77bK2bFr70qCo0xYuxXbp0qSo0sov3BYG81m1cIQEJSEACEpCABCQgAQlIQAISkEDzIbDTTjvFv+ULzdubz6QqcCY6eAtKWGMW7lyqU6dOkZ1K46hcOA3POeeccEnmZWeffXZ+O9Er25522mmxnEfzaQxmTRmBgoAYO4DtCiusUNxZjjEoLmiENzhhF1544XDnsnvybcuLvFwyb8ndzTXXXHMlYh8oohUKIm9eVXxl/mQ1f/fddxGdQCzEiBEjoukag3Dy5nMkzxbHK85eOOCE5X7FmVvuLi4eoPCGmIl8P7Kc7N4prcceeyzheMa5i7sZt3ptteSSS6a77747tW7dOhVE8nTcccfF0M0226y2TVw+HRMo/Pc5XOmjRo2KvwX+t7mm2JzpGJGnLgEJSEACEpCABCQgAQlIQAIVSkCBt5Ev3NixY+MIuQFU+eEQ0Dp06BCLEe7I3J1U0VQK8YvK+57UeNdNmgDNwyiiCIgcyFWe+5qX1/eVa0oDt1wIqWQolxbiK0X8QMFxm9Zaa61ifuzLL7+cXn/99ViPAHz00Ucn4hJOPfXUWMavL7/8svg+v2H+iK+IWhSiLe9L7698jsQdUD///HNxPO/z+lhZy6/SiIhJicG1bD7RYuIoqPz3cvjhh4cYPdHA/y1AID+x0HiOIuKEeIc+ffrEZ39JAAL8ffH3wr1CpvPmm28eX5CsueaaqeBkT3vttVciesSSgAQkIAEJSEACEpCABCQgAQlUKgEF3ka+cmSDUq1atar1SOSfUnPMMUetY0pXZOclLl5rygiQ2UrNOeec1QTeKdvrf7dGbKQpHsJSLo6XBV2aguWiqR5CLjmzZPTedtttsSrfEwizCLmItiwrRBMUHbiljdPy/nhFvEZQRmTmHsvN3kqbjy244IIJBy+FW5hiG5y0PXr0iKZqsbCGX+eff3468sgji2toGDglhQB95513xi5ooLb22msnmtBtvPHG8VrbvjmHXIccckg1R3xe7uv0SWDcuHGpbdu24e5GxOVvkS8Pttpqq8hAx+E+dOjQtOyyy6aRI0dOn5A8awlIQAISkIAEJCABCUhAAhKoeAIKvI18CRHiqOeee67WI2UXKU23svhX22CENwQ9ClHCmjICORYBITYL51O2x/+/NdepTZs2ETnA0izW3nrrrTGo1DE8fvz4NGzYsOL1R3RdYIEFwtXLYBrslc+vNO4Dty3CVSGjOfadfzGHCRMmxLbLL798iKalj6V//PHHsZ7x3H8Ux2KuRDoQg3DmmWemF198McRnxlx11VVpnXXWSX379g2XLw5IKm8fHxrwi9gImhIifC+yyCJxfP5+XnjhhbTccssl3LyI33AjnoRH7bfbbrtUyOwtHq2Q3VN875vpmwD3Iw343nrrrVTI/k4PPvhgfOHClyf//Oc/457GDU8DQ74s4wuQ/Lc5fZPz7CUgAQlIQAISkIAEJCABCUig0ggo8DbyFcsiLC4x3GTldcstt6RHHnkkFpM5yrhJ1Q033BCreTQe8c2aMgKrrrpq7OCzzz4L5+qU7W3irXHdIqJSRDCUFoJrz549i4sQUpkP9wni7UorrVRchwuxtBBpyyMUevXqFZm0Bx54YDHGI29DRMOrr74aAmmObWAd7++///4Ylr9cKDQpS+ST8gg7Gb+4dIkGIeuWKIudd9459jPffPOlQmO2tOuuu1bbPj404Fc+/swzzxxbF5rDxTyyk3jQoEEhLLMcJyaP2nP8mWaaKcRwNio0i2vAkd2kpRHgvua+wRFPJjNfDJR/+cE5L7HEEnEPnXTSSZH5zBcE3POWBCQgAQlIQAISkIAEJCABCUigkggo8Dby1cLlSGYuj+bzyPlFF10UAh4CGk2htt1225hBFhqPOeaY9PDDD9c4K8bT+IqiodXUyDyt8UDT0UKcqLmIA2jMytnJ+XXPPfcMNyyRCBSOXZqK0eAMR29ezrrS93wmb7ZUqGUZgjH3xLnnnpsQrCgyRmnCxs/qq68eYi3LSgv3MpWbtb333nvx5cETTzyRbr/99tS7d+9w0OaM6E033TRdeOGF4YzE/cj40u3jQwN+IRhTCGzZZUy0Cc3oaIZ30EEHhRMTh+9CCy0U7kyyVd94443i+HwODTi8m7QgAgj/3DN8EcD9UxpLUtNpnnDCCWnLLbcMB/kpp5xS0xCXSUACEpCABCQgAQlIQAISkIAEmi2BPzbbmbWQia222mrRxOfiiy9O33zzTdpvv/0mOjPyX8k/pQEQTlKaru22226RjUo269NPPx3OTEQ9CofjeeedN9F+XFB/AmussUaIQIi7jZ1pjEOb4pV8XnJAEXu57ohRs802W2Tr4qjlHvj000+LJ4TohGMXYZ+qSYQqbXhG1AFFw7F+/frFe35dcsklEXHwl7/8pZivm53AWexG1EUkZm5dunSJn+IOaniTH2vP29cwpE6LEOH4ooM4k7vvvrvYaI2NWZ6/BCnfGUI08Q7EYSCSWxIgRoSiKWHOOJ8cFfKtyeFFECYDujwSZXLbu14CEpCABCQgAQlIQAISkIAEJDCtCPx+Wh14ejru4MGD06GHHhqP3Zef96yzzhoNtXBVnnPOOTEGZyZ5rDvssEMIfUcccUQ4NtkW0Y1H1RGzrCknAM+axNIp3/Ok97D33nuHC5VROLspohlyjAPZoFmkZd2jjz4aj5oT28B9gaiJW3XRRRdldRSucBzeZNJyz1E33XRTuHbHjBmTnnnmmUQTMio7ZHmfm5QRyUAzN7JL//73v7NqsvXKK68kYkMQrHHzTmnlyAocyFl4ntQ++VvBfUnlbSc13nXTB4H8FERpPvPkzpw4HeJJyKzmvrYkIAEJSEACEpCABCQgAQlIQAKVQuB3BYGkqlImW+nzRJS78847U26qRuMfHL350XTOD4HusMMOS99+++1Ep4uoe8UVV6T11ltvonWVsmCVVVZJiI08Dn3zzTc3m2kjnL788stNMh8iBhBRcdFSOHlLWZC/m/8scdDSHIp8WrbLjdlwF953330h1G688cZ1mjfbIJoS5UAeL59xE3/00UcJpziFexGhlLnhGEf0zUXDNoTcXDiMuRcRo4kiwfU4pfXzzz+Hi5kmavvss09EQZQ2kyvf/7HHHptwXuKCp5lWbmRXPs7PLZsAfy/c27jY+Vvh/uVJhx9//LFeJ87fG09TjB49OhFFYklAAhKQgAQkIAEJSEACEpBA4xKgzw9PYf7jH/9INk5vOGsjGhrOrt5brrXWWomfSdUee+wRTkhubhydNAlCkKPJVceOHev8uPGkjuG6iQnUxS068VYNW7LjjjsWxV3cgnfddVdxR6XiLguJHOCLgMcee6wo7rI8C1obbbRRjMmN3FhXW3GOxCAg7nIcPiMOZ3GX7bbffvsQdnGQdyjERLRv3z6Oi3iKcIaQ2q5du2i2RoNAsoKJTjjjjDNqO2y9ltMwjfxUGmIRa0K+L872ZZZZptp+WH744YeHQxmh+tprr1XcrUao5X/gPiZyBEGWHGnuZ74E4Z6lcKnzdzKpLwjKKeUmfZPL7C3fzs8SkIAEJCABCUhAAhKQgAQkIIFpSUAH77SkPx0euzk6eGmA15SCDoIk4ihuQRzcCJkU8Qg0hcKxW1vhUORLgkceeSQaofGFwJFHHlnb8Ekux41LvjNfHpTWb7/9ljbYYIM4RunycvGZdVxP8nJpwDY1CwZbb711PC7Pftu2bZtwWROp8dprr0XcBO5jIk6uvvrqtPnmm0/Nw7uvZkwAJzmRNxdccEE40Jkq9yb3RvkXNbjQN9xwwzqdDdvyNMWXX36Z3n333dTGGJw6cXOQBCQgAQlIQAISkIAEJCCBKSGgg3dK6P3/bXXw/n8WvptOCdCgqykLIalr167hxi5t7EZsAz+4WIkqQOw98MADQ7gib5c8XX4QdxG0iEaYnLiLIIxgW1PRqK9c3GUcmc8cg8Kxi8uYyrERvEccRmgbO3ZsRG506tSJxVNcHOP6669Pl156abWYkhdffDHxkwtGuI3J6l1ooYXyYl9bOAHuOb4YQbj905/+lMiy7t27dzQq5F7HyTtixIh0/PHHx9/QFltsEdErpVnVtSGiuSDiLm5xxd3aKLlcAhKQgAQkIAEJSEACEpCABJojAQXe5nhVnFOTEpgWua0ItKXiLifcqlWr1KNHj2icdvTRR4fAu/jii0eEAg7WFVZYIeISaLiGe7UulcXdcvctjuW99tprol3QXI1IBNbjjCUfmIxecqPJ/5199tkTzaiWXnrp1KdPnxBit9tuu/TCCy/EfCfaYT0WkOlLozbiKChEZIQ2nJkId7kxHILurbfeWqM4XY/DObQCCRx88MEh7hIrMmrUqIgvKT0NhFzcvauttlrEfJDBS4wJX0QgCNdW3333XWSfs5772pKABCQgAQlIQAISkIAEJCABCVQSgd9X0mSdqwQagwCu2aau7IYlroHC0UtjMQTdfv36xTKEXJrRrb766mm22WYLl+LDDz8cTlqyeWsq3I233XZbxDggjObieK1btw5HLsvIGiXAvLS+//77oiMYBy3iLrXgggumbt26pZwPTSY0bkmiJZjf119/nY455pjSXdX7PeIx0ROIu5wbzQbJnyb794033gg3L+7l5ZZbLjh1KOQDI9pZLYsAIj73OPfm8OHDI/6D+5KiCeJFF12U/vznP9co7paSoPnf7rvvHovefvvtRDO+2grXLn9/OOJxtOMKtiQgAQlIQAISkIAEJCABCUhAApVEQAdvJV0t59ooBGjWNa0qZ4aSY4twishLIc6SHTrzzDOH6IkIRSGsXnjhhYnIhpw7i3DLetaNHj06oh8QShHGyBLldd55542M3/vuuy917tw59nX66aenXr16xXt+0dyMuIp11103kYEzucIVPGTIkDjmddddlwYPHtzgLF6cyzROW3PNNUOg5pxKC0cxmbwI2DSpu/nmm1N+/L4p85NL5+T7qUeA+/eUU05JOMhx05YWgm737t0TX4bgXN93330ncu6Wjs/v+Tt55pln0ksvvZQGDRqUyNrmfl9xxRXjb4W/DeIcWMd9zxcZZGPjHLckIAEJSEACEpCABCQgAQlIQAKVROD/W/wqadbOVQJTiQCP/t91111TaW+T301+TJzmZMQc5MK5mMVdliFgIvrutttuId4iOq2zzjqRp4vD8Jprrsmbxvp27dqlxx9/PCIUbrjhhkS+Lq5foh0QbJdccskQyBiXi2Zlr7/+ev6Y7rjjjni/yy67FJdN7g1xCTRkQ6i+5557Jje8xvWIajRVo8EV0Qvl4m7pRmTvcu6cF+7e888/v3S17yuQwBNPPBHxI3xBgLiLi5YvGLj3uXeJGeELhHzPk7lbl+JvjSaC3DMUfxNEN/CFAOv4myDDGnGXL1MQg8m9tiQgAQlIQAISkIAEJCABCUhAApVGQIG30q6Y852qBBBRm7JyjixCEoITrtvywslIJAJuxewuPuussxKRDazLjchKt9tpp51CvLryyitjMc3Hyp2QrMARXFql54+jkaqp8VrpNuXv83gcuA2pYcOGxWbEPMw999yT3QUC3YABA2Jc3nayGzmgWRKgcR4ZuZ999lnq2LFjxDCMGTMmcR9zbWn298EHH4Tgm2NNiOyoa+H+RSSmcHwvtdRSEfGA+5wokB122CG+2KBpG18wWBKQgAQkIAEJSEACEpCABCQggUokoMBbiVfNOU81Arj2qOysnWo7nsyORo4cmTbeeONwJ+ahWez99ttvYxHORsQsGkftt99+sYwsUYSq8iZrNGDDicj4WWedNU2YMCEtssgi8Tg6jl+ENArXbmnhYM7FI+wUolh9Ko/P29dnW0Q7xDVq++23r/OmiIJzzjlnnM/HH39c5+0c2HwI/Pvf/07bbrttohEa0Qk4wLmPy4uGakOHDi0uxtn7ySefFD9P7k2+P8mQxrFO/jRftNA8kEaCm2yyyeR24XoJSEACEpCABCQgAQlIQAISkECzJqDA26wvj5NrbAK5wVq5s3VqHrc8coBYA1yFSyyxROTl5mPlLFmyQzfddNOi4El+bm4oxuPqNTlzyRHFgXjYYYdF5i77/Oabb9Irr7ySaJiGy3bttddOffv2jcP95S9/iVf2lwshjaIpVX0qM8zb12dbGqn9/PPPEctQF/du3jd5rLgxqdJoi7ze1+ZPgLxdGpvROA8BNzccrGnmiLRzzTVXrEIQPvXUU2saVuOyfD+X3p+lDQhr3MiFEpCABCQgAQlIQAISkIAEJCCBCiKgwFtBF8upNh6BmkTTqXU0BMxcCMkPP/xwPHqOuJXdhTiIf/jhhxiGgHXnnXeGw5AFTz75ZFpppZWiOdr666+fHnjggYnEMMaXu3rzMfMrjmBiHigaTVE0lsq13nrrxVvyf+tauCFzdm/efnLb4i5GxCaGgvOhcC0TP5HFuMntw/WVT+Daa6+NkzjuuOPq5KAvvb+uv/76yH2eHAUc7ePGjYtsav6GLAlIQAISkIAEJCABCUhAAhKQQEskoMDbEq+q51RnAsQfUJMTR+u8wxoGItjm4jHxNm3axEceUcfBSvG+tHCz4vClyOvF3UheLo3UWJdzRUu3wZV40EEHpYEDB8biZZZZpsZH3lmZXbfknuYiIoGYCB5bf+ihhyLnFlENxzEuZASyPn36xBzyNmeffXaxyVtp07i8vvyV3OHFF1889nPbbbcVncmc//HHH5+YMy5jhONJFU3dchYr87OaFwG+vCBOZPXVV0/zzz9/uMtp8HfUUUfFNSeag3uZLNyuXbvWafLkTFP8LXz55ZfF6z+pjY8++uhY3aNHjxrzrie1reskIAEJSEACEpCABCQgAQlIQAKVQkCBt1KulPNsFAKrrrpqo+y3tp2WZocipuZHxRG8evfuXRR/ydN96623Yjc0mULQRAyjcP3W9Dg7IvXgwYOjeRvjcAuTaZpdwizL9fnnn8e60vNHeN1rr70iFxjhF3GMJldklSJEv/zyy+G8XWeddcJ9e9VVV6V+/frFLs8444y86xpfOT/E7QMOOCCiI8gfZnuygTt06BDbrLHGGvF6/vnnh7N3Uq5q8lpxAiMI0yzLah4EEOr5koHYhdNOOy2Rcf3pp59GE7XnnnsucZ/wRQE5uuTgkqNMZnRdaquttkprrrlm0bmbmwLWtu3JJ5+cRowYETEoJ5xwQm3DXC4BCUhAAhKQgAQkIAEJSEACEqh4Agq8FX8JPYEpIdC5c+cp2bxO2xKDkIVUXLg4T3E4gKrXAABAAElEQVSoZsGWnZAnSw4poiX1z3/+Mx144IHxHqF2+PDhafz48ZGji+CaoxZiQMkvhFQEYer5559P1113Xaqt+dnOO+9csuV/337//ffxhv0gDB988MEJIQ3B+emnnw5X5iyzzJJw37I9Gb44bzfYYIOJ9lW6gMzUYcOGhdhGBMRdd92VdtxxxxD78nnS8I2Ga4sttlgca4cddijdRfE954MTlNp9992Ly30zbQlwT9P8ji8ZKAT9++67LxqiIfI++OCDad99940vJy6//PIYU+pujwWT+cX9nJsRct+w//LiixGatyHq8jf2j3/8I5Xm75aP97MEJCABCUhAAhKQgAQkIAEJSKDiCRSEHEsCTUZg5ZVXrir80VRtueWWTXbMyR2oIGTGnJhXY/wUXIpVs88+e7V9Fxy4VYUIhuKygphZVcgVjc+FhmjFKRdcrbHsyCOPjGWvv/56VcH1W9yO+a622mpVhSzbastKz4NjF5yzVQWRq9oYlpXW6aefHusLAm4Vc8j7YPtOnTpVbb311lUFB2UVc8/rCo/fVxUE19LdTPS+EAdRVcgYjnkXhN2J1rOg4OKNfa611lpVY8aMqSrEUMTnG2+8sdr4Qp5xVcHJGesKjuMqPlvNg0CvXr3iuhQiM6oKXy7UOqlC47+qgogfY7mPXn311VrHlq8oiMhVhS88ituyfeELlKouXbrE/6YUsqWL6wqNBKsKDt7yXfhZAhKQgAQkIAEJSEACEpCABJoRgUIcX/w7rmDOaUazqryp6OAtKATW9EsAN2htDtepRQVX7jfffFPcHQ5YKkcw8P6GG24Ityzv99lnn3Dfjho1KvXs2TMcjzzaPmTIkIgjmHHGGRlWLCIOcAZvuOGGxWU4F8nuLQjqaZ555oltcQCXVkFoK378+OOPU//+/cPxWBBV4/g4H3mcnrnjrMVVTMM34iE23XTT2D+REzRMm1SRu8vj+ERQEM1QU+HMXGSRRRKN4DbffPPYP+MGDRoUw7lGPG6PE5rXVq1apVtuuSWVs6hp3y5rfAI4yq+88spwaNPwj/uutlp++eXjfqWxIIUDvK5Fc7Wffvop7oMBAwbEPYijffTo0WnkyJERIzLbbLOlPffcM7322mupe/fudd214yQgAQlIQAISkIAEJCABCUhAAhVL4Hdo0hU7eydecQRWWWWVVHBopoKDN/Go/rQuMmALbtUmmQZ5sYhO8847b/r6669D9Cw/cMEtm/iT/Pbbb8tXxWcyS3OMQx5A4zP2d+2118a2NI5DsEVUzUXOKY/PI47m4ry5FhSPs5NZSqM19lNaRCcQK0EmLnNH9EVEu+OOO1LBORnC7HvvvVe6SbX3Sy65ZIjZiMM5Z7fagP994DH+gku4WhM3VtFsjvMpuHVjJM3cuHeWXXbZ/23py7QmsM0228QXAHxJUFfB9rDDDktnnXVWfKlAVm+OMantXLg/GMMXFeQ3E/FBjR07NnH/cb8TxcB9ncXj2vblcglIQAISkIAEJCABCUhAAhJoHgSIf+TfeJjMcnPt5jGzyprFHytrus5WAlOXALmyTVWIu9Rnn30WohbOWpqd0WiNBmlUdvq2adMmGlUhWiFCk4FLlYu7LLvgggt4CTcrTl8amZGlW4hGCOG3EHeQEFlx3ub8Usa3bt2al6jbb789XslNLS+ctfyU1yabbBKOYgRg3MA0dCsvmsMxD45diJIoX138THOucePGRa4vxyI/uBBHEetxOuNIbteuXdpll12iEdwMM8xQ3NY305YA15hMZa4RzdPqWsccc0w6++yz40sJvijAkU0TtZqKewxnN+IujvXSfGYauvFjSUACEpCABCQgAQlIQAISkIAEplcCCrzT65X3vIMAwtG0KERdxF0qi7ul88CRyE+p+Fu6vvQ9bsX9998/Ih5o6Ebh2G3btm3psMSj7KWFEzdXjotARK1rZdEVd+3bb79do8BLEy3OD8cv51JerCeG4dxzzy2K2+VjaMyFcM05Wc2PAF9Y/PDDD+GeXWCBBeo8QdzohRzlcHfzt7DuuuuGwM+3t4Us3fgy4s0330w33XRTxIBwryDkEiHCvWdJQAISkIAEJCABCUhAAhKQgAQk8F8CCrzeCdM1AUSjxi6iBHCnlhYxDAiWOG1xt+KCpBBleZ/zccvF30JDuIkyg3H5brbZZimLu6XHKX2fXbp5GXEIucg1pQqNqfKiOr3m8bVxRNglJ5d4B861VKTF2dutW7dUaLIVx0JwLjRZi3xdxGjyVmFx0UUXJRy+ZP3q3K3TZWnSQfna53uhPgfPedQ4s6+++up0+eWXx09N+yA+5JJLLokvC2pa7zIJSEACEpCABCQgAQlIQAISkMD0SkCBd3q98p53EJhvvvkanUS5uIsQO3jw4ESzKXJ5ETFpPnb//fdHHAMTIkph/fXXT6uvvnoil/fDDz9MNK/KTtvySffq1StiDYh9qKl+++23dMQRRxRXdezYMa299trFz3BAVMXRjKuyroXLmJp//vnjtaZfnMPDDz8cmb3bbbddDPnyyy9Tp06d0rvvvhvOX4S70vlwvtdcc01C0Mb5e9lll4UTeNiwYTUdwmXTkEC+9ji5uc9KY0AmNS2+5OA6U6effnpk9w4fPjziHrgP2ReOYO5V7u/6uMsndVzXSUACEpCABCQgAQlIQAISkIAEWhoBBd6WdkU9n3oRmFQubL12NInB++23X7r44otDoMSti5CKe/aQQw4JRyruVJZlFy9zIlycZmKlRf4oLtevvvqquJhH1RHKENd4fB23MKIrjlmiG2g6hbsXdyTLKFy1l156aXEfvEFcveGGG9KoUaPSgQceWG1dbR/IBSbDmONMqkEWoi4CLyIe5w0DYhcQd3Hs3n333Sk7OfOxTjnllHhL866DDjoodSjkriL+kfu77bbb5mG+NiGBF154IZr0vfTSSwmBfq655oovKbp37x6RCi+//HJ8ScGXFXWpJ554Iu7lxRZbLOUvWrju+drXZR+OkYAEJCABCUhAAhKQgAQkIAEJSCCliUMxpSKB6YhAaaOxxjptIgZy1EKfPn3SkCFDQhSlwRTiLrEDY8eODaGWOVx55ZUTibu4e2lAhbhb2swMcTcX6x599NEQixFzEeEQ4xBWP/jggxiGkIoTeIkllsibxWvPnj3jdeDAgZGnWm1lLR9OPvnkcFkiICMa11SIwL/88kuaaaaZEgLhvPPOG1mr5KqyjNdycRcxGgEaJ+gJJ5wQzs1zzjkndn/cccfVdBiXNSIB7h2iNFZeeeXENacZ2mOPPZZuvfXWuLdwaP/8888xg5NOOql4r09uSv369YshRC9YEpCABCQgAQlIQAISkIAEJCABCTScgAJvw9m5ZQsggAja2FUqwiKS9e3bN5yQuVFUudiKu/XEE08MIfiYY45JOHo33HDDeJy9ffv26YEHHig2LKupcdmkzofYB1yz5bXFFltEHAROYFzCf/vb38JV2aZNm3hE/swzz0w008qFCHv++eeHG7d///55cfGVc6YxGu7MQw89tCgAIkIjDlJkByN+Z+cyjbqOPfbYaLTFehqvLbXUUrxNu+22W2QMv/HGG2nMmDGxzF+NQ6D0fn3uuefi/rvttttCxKeZ34gRI+KLhJEjR0ZjvznmmCOiQ7ifH3/88XTYYYdNdmLHH398uvfeexON1uoyfrI7dIAEJCABCUhAAhKQgAQkIAEJSGB6JlD4x7wlgSYjUBA4sZxWbbnllk12zEkdqNDIK+bDnJrip+CGLE6n4IqMY84888zFYxdEsuL70vkUYhCqCtEJVQVRtOrbb7+tcUzp+PL3BRGuuM3RRx9dnEN+M2HChKrOnTsXx5Rvz+eC07aqIOZWFaIlqvI8C27kvIviayE7taoQo1DcV9euXasKebpVhSZpsY/yfS+66KJVheiGqlatWsU2BdG6quAkLu4vv9l9991jPfuxpi6BQkxG1c4771y18MILVxUc5VWFhmlVBXE9XrlehWiMqs8//7zGg3LvbLXVVsXrzXj+vgtN9CYaz/3fo0ePGFuI6qgquMknGuMCCUhAAhKQgAQkIAEJSEACEph+COy0007xb8RCVOX0c9KNcKZm8BbUCGv6JVAQS5vs5MkZXWihhYrHO/jgg+Mx959++qm4rPA3Xnxf+ga3K43ZaEb2r3/9q3RVvCcLl6ZURDSQ1Uv8Ae7ZH3/8MR111FHp66+/TgUhNXJvcdbiEs5zYTzOXhq4sR2RETmvlyZwNNEiL5dsXyITKJzDREzgRi6vI488Mt14440JZ+d1110XDeTymC5duoRDOO+f5eybH2q99dZLAwYMqNFlnOdb6iSOjfzVYAKwLAi76Z577inuAycu0SG4pSk+k+3M9aypWE7UBlm8xDcQrYG7lwiHNdZYI7Kh2cdrr72WyN3FsU0sx1VXXZUKXyrUtEuXSUACEpCABCQgAQlIQAISkIAEJFAPAgq89YDl0JZHgCZkTVWIXKVF4zDEMITZXAhfO+64YwiuiGNk2/KZRmRUTeIuyw844IBoknb44YfzsVotuOCCiWZlBQdmsakb0Q80cuPYBbdliLs0SkOYm3XWWUNkpTEcohw/5YVATPOz8iLzl7xcGq/dfvvtEwm1iyyySEI0RpA+7bTTIlP4vPPOi7iGa6+9Nk0qj/X777+PwzE/a8oJkK277rrrRvQHDdOI0ig4ceOLgbfffjtEXRriUVzTcePGJaIauGfLi3t76NCh0WSN64TYS9Yzgi4/uf785z8n8p7J8m1TiP+wJCABCUhAAhKQgAQkIAEJSEACEphyAmbwTjlD91DBBGgQ1VSFwJqLplS4W0sL8QvHLS7dHXbYIS2++OIJARpxF+EXUXXuuecu3STeIwI/+eSTkaFbeCx+ovWF+IMQ7th3zvsdNWpUjKOZ2TPPPBOiHsdBDC5EJUTzLOb70EMPpcsvvzyycnFn3nDDDeHoHDZsWAiD5QfD1UtDObJaa8r6ZXyeA+c0aNCglJttkes7qUIUpvL2kxrrukkTwKFL7vKHH34YIi8ifiG6I5r74eAmH5cqRG1Eri7ucwTbSeXlcm9mgZ7caPKt77rrrnTZZZeF+HvHHXfEMr5YUNyd9PVxrQQkIAEJSEACEpCABCQgAQlIoD4EFHjrQ8uxEpgCAjyajrOVxlKzzz57OBlL3bu//PJLiKelTl+EOApBmLGIp+V1xRVXRBO2Tz/9NES7vE3puH322Sc+5jiIb775JnE8nJkUwizzKi2EPiITevfundi+kMMajdcQbnES4wImOiIX8RI4PCnE6Npq8803j1UIf5zPXnvtFc3aEBU5z5rq1VdfjeZsM844Y+rUqVNNQ1xWDwK4s1944YW05JJLJsT+1q1bV9saty6Fw5cvQbiu3Ls01uNa1FaMp9i+kC0d8RyF7OS0xx57xP2DqG9JQAISkIAEJCABCUhAAhKQgAQkMHUJKPBOXZ7urcIIPPvss40641KxlgMhvpKHizBavo71CJ4IpUQZUIzhB3GYR+C/+uqrWJ5/kYW72WabRbQC0QevvPJKQrwrr+ymRQTO9fzzz0c0w7zzzpuy6JrXlb6yDYItIiCC7+OPPx6ryVDFtYlblyxX5lZouBXjJuWyJQYABydxDjh42S/jEY2JDSgvWCECw2bvvfdOhQZg5UP8XE8CCLXUWWedFY7t8s35AoDKubvt2rUL9tyHF110Ufnw4uf8JQH3uCUBCUhAAhKQgAQkIAEJSEACEpBA0xBQ4G0azh6lmRJA5GzMKm+aVirqlq8rncf7779f/DipcThacdrijCTXlDrllFPCXXvuueemhx9+OMRhRFHyVHHt5uIReorsXYTimormW8stt1yIxmSrrrzyyvHYPmM5F5qlXXDBBWn55ZePx/FZTmTEpCo7QTkmsQCIjDlXt7T5GvtAKCRKAFEZ0Ts3eZvU/l03aQLk69JADXGeLwdqqhwFUvqFwK677hpDiVqorT755JNYNc8889Q2xOUSkIAEJCABCUhAAhKQgAQkIAEJTGUCNas6U/kg7k4CzZVAaS5uU8wRsXa77bab5KFw4mYhmNdFF100IhJwUZYXkQs5P7VXr16xmnM6/fTT08EHHxzN2hZaaKF0xhlnhNCLGEyR7ZsbttXmiEUcRgBEZOX19ddfTwjiZAcjzjI3HMNEN+De3W233WLfiII4PSdV7I9YCHiQ6/riiy/GcJyjuHhpzIWYS4QA2a8IhrfeeutEMRKTOobraibw7rvvxoq2bdvWKuyvssoqMQaBP9dKK60U4/nyoaaoEMbl8XwRYElAAhKQgAQkIAEJSEACEpCABCTQNAQmbofeNMf1KBJoFgRKM3CbakK5UVm5M3fttddONBJDsKX++Mc/RoM18npphoWIWlOkBGJaFmvZhnPacsstE8IuglsWgNlnzuelGRaNs6hStzCfyVi96aab0oABA2L8iiuuGE3a8uP3H330UQh8RDvg3B09enTENFx44YUxZ0RnxOGOHTuyu1rrwAMPjOZue+65Z0Q8MHDjjTeeaPyGG26Yhg8fnhZeeOGJ1rmg/gTyvYL7u7ZCgGc9TdLGjBkTzm0c4HxBgAuc+4imgKWFK/jmm2+Oe4D7z5KABCQgAQlIQAISkIAEJCABCUigaQgo8DYNZ4/STAn8+OOPTTIzGk4hfOJ6RdgtF3eZBK7VYcOGhfv2zTffDKF2gw02mOz8smDHwCxYjxw5Mq2xxhqJBmw4YhF0s6sWYQ53LGIwIh6iMa5bIhgOOuigEGxLD/ryyy8nGmUxFlF2/vnnj9U515dzGjJkSMQo0LiLIme3ffv2aamllkrdunWL7N5YUfaL7N911lknjRgxIi2++OJppplmitgHxOPVVlst3M7rr79+2VZ+nBIC+fq98847te5mrrnmSn379k0DBw5MO+ywQ1xbGuAh7iL0l4u7P/zwQ9xj3H805FtwwQVr3bcrJCABCUhAAhKQgAQkIAEJSEACEpi6BBR4py5P91ZhBGp71HxqnwbiLlWTsJuPxToenx83blw0EkNMQ0RFwMVtu/rqq4cz9oEHHsibVHslKuGpp56KSAUyVHm/7rrrRoZuFnfZoEePHsXGWl27dg23Ls3LHnroofTtt98W1/H+xBNPjEZbxCTwQ9QDGbpUz54945VxxCzQNC0XUQu33XZbfCRjF7GZrF7yfksL1y/iLgI4rl+iI6zGJUDUQqtWrdLYsWOjyV5tDfH69esXDnBE+zXXXDOykJkZwn1p4fDt3bt34ouApZdeOpzfpet9LwEJSEACEpCABCQgAQlIQAISkEDjEjCDt3H5uvdmTqA2cauxpo2geu2119a6+0cffTSaoXXq1CnGkKtL7i0xCIitOFzLK2foIsCSl0shuvI4PY/S53zbvB1NsnJUQ//+/eN45NuyDeLvM888UxR6jzvuuHTAAQfE8XEYc6xff/01Xml+hjsY8e+yyy6LfFZcwaWFmIgbN4vNiLkUxyIjuE+fPvH50ksvVdwNEo3/i/si50Afe+yxtR6Qa3377bcn8niJX8DNS7E9Yv1JJ52UcJgj2iPuEtfBPYh4bElAAhKQgAQkIAEJSEACEpCABCTQdAQUeJuOtUdqhgRwHDZVzTrrrNGgjLiE0kfciTjI9dZbbyUehWcMddppp4UYynsef7/vvvt4W61qiplAhM0ibh6MuIrg+sUXX6QHH3wwFi+77LKR1ZvHLLDAAik3niPzltxVCnfu4YcfnjgWDdZ4HTRoUMQvkPH7t7/9LZzHxCxQuHYRo9nuu+++S23atAkn8rbbbhtC7hxzzJHOPffcGItrFxEaEdGaugRgynXjus8222xxTbhGXBPuQfKgcWXXVlybe++9N5V+EUI+8/777x9fOOAmZz9HHHFERIxwnS0JSEACEpCABCQgAQlIQAISkIAEmpaAAm/T8vZozYxAuQjamNMj4xahDLcsDdBylb6nmRpxBTvvvHNk5PKZJmM4e3FKEttQWgirkypEvVxko5J3S+HSpRDv3nvvvRD/EG7PPvvscGWyjuZre+yxRxy3bdu26ZFHHkkIwOeffz6r06mnnhrCLCIx8Q6cG+I0tc0226TnnnsukbFLxATHoIjE+OSTT6pFVYwfPz7coThAiXrIOcKxgb8aRACGhx56aLhqEeJx2HL/cS3I3r3++uuL99JRRx2Vdtxxx4ma7XFg7jvc5HzxQPYuzl2iG3BeH3/88bGfzz77LERivsCwJCABCUhAAhKQgAQkIAEJSEACEmh6AtWfp27643tECUxTAuSHNlXNPvvs0cxsyy23TLhjcxFzUFNloROhtDT3NDdqYxvyUXHZkrHLK5EOyyyzTFp00UVDmMMpO3jw4GiehjOXqAcqu3RzZAJiIPERPLJ/1113xRhcnjR9oxDv9txzz1iP0Ed27iuvvBLriGdASGafH330UTRjo5EXj/IjZsN44403Tl9++WWxydzJJ58cYi4COy7fK6+8Mg0fPjycv6+++mrk95bHPcTB/DVZAjBFWOc6wnCvvfaK+wIXL9cEsZbrfs455ySykrmfrrnmmogOIY4BoZ4vEnBVkwlN4frlWi633HKTPb4DJCABCUhAAhKQgAQkIAEJSEACEmhaAgq8TcvbozUzAk8//XSTzQjRtXPnztGECndsQ6u8URvibuvWraNZ2vrrrz/RbolFOOigg0IAzsfNOak4O6kOHTpE1ir5vAi1NGxDmO3evXs4iHEZ87h+brCG4IfAu+CCC6a111479nHFFVeEQ3ejjTYKIZGFiNQIjIi7NFrDjUzsBI7eGWecMX5wFfOz++67RyMvclwRnBGmrfoTOOSQQ0LcpTEfouxqq61WbScrrLBC4ofrwpcN5CPPNddc4b7mywR+ciHU4/zmeuSs57zOVwlIQAISkIAEJCABCUhAAhJofgT4Nz3GHkxb9MThqVv+/W21bAIKvC37+np2kyHw6aefTmbE1FuNYMoPrsrszq1p74ioZOjmmmWWWdIPP/yQP1Z7ZV+Ib0ceeWTCrVtTzT333BMtztnDX331VawrHTPPPPNExAJzvfnmm+Mn74C8VURqcnwpRF/q7bffDuGW9zRly4W799lnn02LLbZYQjweO3ZsjBs3blweUnxdffXV06hRo0IwJgYCxzBCpFV3Agj2uKu5TrlBWm1bIwDj6G7Xrl04dWFOFMfHH38c25Ony+fSjOja9uVyCUhAAhKQgAQkIAEJSEACEpi2BP75z39GrxxMPKXGMDSFbt26RdzeUkstNW0n6dEbjYACb6OhdceVQGDChAlNPs1JibtMhkfsiXP49ttv43+UaxN3GUte74knnhjfxrHfxx57LL6pYxvcl2uuuWaxURoCME5aKv+POs5fim/4+FYPYRnH5t///vdYzi++6UN8ZZ88to8rNBdxDTRZI96Bx/233nrriIbI688777x4O3DgwBCgGU99/fXX8Vr+i5zhfffdN9y75L1edNFF5UP8PAkCMCPnGIbELUyuuB5cGzKTL7744sjqndw2rpeABCQgAQlIQAISkIAEJCCB5kMApy59VTBMUegE9OshSpEYRWIQieWjyTZ9d/r27dt8Ju9MphoBm6xNNZTuqBIJNBd3Ymn8Ad+0IZaWfuNWyrZ0zvwPOS7Xo48+OuHCJWqBxmhEMvTo0SMtssgiqWPHjrF5qbCcHbgrrrhirHvwwQfjeMQ5IO7yOH7//v3DwUljLpqysR9cuEQA5Hr88cfTyiuvHA5eRODLL788r0pkC+PYRUTcYostYnl2TJc6hosb/O/NrrvuGu84llU/AjljebfddqvzhlwbxH8iN2jqZ0lAAhKQgAQkIAEJSEACEpBAZRCgfwpP2SLuYuC65JJLEk/qYv7i39Q85UlUI0Yu4h154vbMM8+sjJNzlvUioMBbL1wObmkEyB5tDjV+/PhqsQylc6J5WmmVC7/EIwwYMCBEYRppkWV74IEHRr4qzdHefPPN2BzReKaZZor32RW81VZbxWfcm6effnq4c2GCcHv88cfHa+/evRMi71lnnRXN0vjGLxcCM+sQFBGJefQj1zvvvBNvmVM+h3vvvTeWIQrXVojORE8gNpaK0rWNd/l/CeD85ttZGqnVJ9oC1lwjKl+z/+7R3xKQgAQkIAEJSEACEpCABCTQnAkcccQR6cknn4xG6xiz6LVSnrdLTx2ejr366qvT73//+zCI8W9+q2URUOBtWdfTs6knAZqJNbfKc8JVSSQCIicNymqqUkEVMRfXbq9evULk5Rs6YhdKKzfKIr6BounZWmutlXDWEvVA8XrLLbcknLQIt8yDb/jY35JLLlnMZM1OYhy6l156aVE8jp0Ufv3888/xNovKCMx8m0gRCVBb8R8cMmSJGuDbSKtuBGCF+A+7fG3qtuV/YzgYi1hvSUACEpCABCQgAQlIQAISkEDzJ4BBB+EWQ9XIkSMTfVQmVT179kzHHHNM/FubPj5WyyJgBm/Lup6eTT0JlAug9dy8UYbffffdsd8rrrii6KxEtCUovbxBG07c3ITt+++/T8cee2yNc6KpGl00yeDF4UkeTy4aoZF9i7jH/mvL42nVqlWsR0RcZ5110nbbbRdOYXKMb7rpphCX8z55zQ3Y+I8Oj4LgBOZREUTlddddt3RotffkAf/444+RF5QF6WoDWtCHF154IZrYkYkER6IraGyGs3qZZZap15lyH+R7geuc85XrspN33303hmXhvy7bOEYCEpCABCQgAQlIQAISkIAEph2B6667Lnr4oBfkpzInN5ujjjoq0WD70UcfjWbbiy666OQ2cX2FENDBWyEXymk2DgEeVWjKKndWlguYf/rTn+LbNMS5zTbbrDg1BFoKobS8ctxC+XI+44Y96aSTohFau3btYghB66XO3+WWWy6cuazELcwcEb5x8JLlyzwQd2n6hkBLA7hrr7029enTJx4DYTtyf++8807eFmv55ZcP9+/rr7+e2rdvX4x/GDp0aHFMTW9yE7dJicA1bVdJyxC9u3TpEvnFZB3T7fSBBx6I0HtEeq7J9ttvH87q+pwXnCkc2HUtmuS98cYbkZXMcS0JSEACEpCABCQgAQlIQAISaP4EiEmkaHZe10KDILOXytvXdVvHNW8COnib9/Vxdo1MoDybpjEPRyfLn376qdohcKqW1q+//hofcWCSU3vGGWeEOHvVVVfF8vL83dJty98j1J5yyimRr0PWDg5gCpGWfNssbt9zzz0RvM66eeedN3322Wdp3Lhx8cOyXIjPPPpB1ALf+rFPAtoPPvjghMi86aabhhOYiIkFF1wwBGHE5K+//jo98cQTab755guRd1LfEMLntNNOi0PSBbQlFmH33bp1C8cuwvnOO++c1l9//UT2Mezvu+++6HB6/fXXF4Px65qpCzOC9GHI4zfcc5Or4447LobgyMbBbUlAAhKQgAQkIAEJSEACEpBA8yfw8ccfxySXWGKJek2W6EUqb1+vjR3cbAn4r/lme2mcWFMQWHjhhZviMHGMcnG3pgPjeuVxfeqll14K0bSmcXVZhhhMvs5tt90WoetsQwMzumgSwo7ASywDTdlyEdfAfxzYBuctTdQQfVdbbbXUtWvX9Mknn6S11147BMhSQZDIBkTh5557Ln7y/kpfyfNlP7UV4jYCJXEBREjgYG1pxbltscUWIe5uueWWadiwYeGcLT1PzhvXNSz4RhUH9bPPPhvxDaXjanqPqDtw4MDIbt5pp50Sj+wgzNdWNNbDPcy3uDTVsyQgAQlIQAISkIAEJCABCUhg6hCgETZP4TaWsSz/Wy8bxeo66zw+b1/X7RzXvAkY0dC8r4+za2QCRBg0h8rRDTTIKi/W5UZlrGtTCE7P48vH1nQ+uGcRe88666zUsWPH2AShliLnFzcv2a8UojLZr4cffnhC7L3hhhvSeeedF43baKaGAI0oSJ188skxnvfdu3dP48ePT6NGjUr9+vWLhmyEtiNgsh/mi6sU0fGDDz5gk2qF4Ey8AMHwNHXjuDWdS7WNKvADjmcc1Ii8I0aMmEjczadEfvFdd90VWcXwQqivS8EMdsRo3HzzzWm99dYrOrdLt2efCMjsl2tz5ZVXFjOTS8f5XgISkIAEJCABCUhAAhKQgATqTuDpp58OExVPtfLve/4tTwTjtttuG0aquu9p8iMXWWSRGISJqz7Fv/upvH19tnVs8yXwu4LwU9V8p+fMWhqBVVZZJY0ZMybhXkSAmtZF3mmOBJjWcyk/Pt+mEdOQoxXyesLQcz4tY/K3b3l9ba9kvb733ntp+PDhIbziqN1oo43SvffeG2IfkQtk777yyiuTFFc5HoIw7l7EWCIY+A/KpGIEEB132WWX9PPPP8e+aeqGU5hvNF988cX05ptvxrT5DwwZvHUNiK/tXJvjchhxXsRWvP3223VqgsY4rsl//vOf9NFHH0XMRV3ODaaIyO+//34MX2qppeLYNNij2R6OYP6nnwiHyy+/PP7PRl326xgJSEACEpCABCQgAQlIQAISmJgAT+zus88+6R//+EdxJf/+IuaQJ2dzEc9HT5up0eD64osvTvvuu2/q1KlTInqxLkUsw2KLLRbOYiICiQqc1kVsIbGUsMMUZjWMQPOwLzZs7m4lgSkmUN9vuqb4gPXYAUJqubhLPMLo0aOLeynPsz3iiCPSRRddlAYPHpwuvfTStOGGGxbH4qylkRdF1iqdNsl7pRB3KWIW1lprrWi6FQtq+IWoTCQDhbiLCI0jGKfw559/XsMWKRHnMHbs2Mib5fGUZ555Jv6jdtNNN4W4O8888ySyYLMIWuNOKnwh7mRqhx12qJO4y9jFF188Ihp4rIfYjLpW27Ztw13NFxiI8TRRgzX/RwL2fIvM9ScOhG+SLQlIQAISkIAEJCABCUhAAhJoGAHEXZ6WRaAk/o4nJfn37y+//BImJ56gPPvssyP+8KGHHorowpqebK3v0Xv06BGmK0xbPCFal6KROloD/0ZvDuJuXebsmLoRMIO3bpwc1UIJ8D+4zaV4vB6n5qTqtddeC/dlHkNOLo99cB68DhgwoFp8A9/MIeLyzSFuWTJgEVh33XXXasdCpCWqgeZuPFKCaxRnMzELNVXpf4xwZG+88cYxjMf9ydml8Rr/sSmNkiBagiiASy65JI5BpAPzYjnO7pYYyVDKjv/AU8Qm1KcYjzict6/rtjiFabKHc/v5558P9zb3wAILLBDXqDT2o677dJwEJCABCUhAAhKQgAQkIAEJVCew1157xb9xMejcfvvtaemll642gP43/BsZkw3xho888kg81cy/vaek0TVP1BKduP/++6fevXuHuNy5c+dqx84fMA0dcsghYfzh34qnnnpqXuVrCyGgg7eFXEhPo2EEyh2wDdvL1NmqLgLnhAkTJopkyCI1rzx+X1rk5lKlj3/weAjCa9++fYtOUrJzv/jii0RGLIXQfNRRR0WjM0RBiu34jxUZvbkRHMvZN5EROH955J//SNHsC9EXh295ISzyWApjttlmm9SuXbsWL+7CILPI16ScS22f8/i8fW3jalvOfQVjWMMcwVhxtzZaLpeABCQgAQlIQAISkIAEJFB3Ao8//ng8ETvLLLPE07bl4m7pnnDM8mQmcYUYpehXM6XVp0+ftMcee6QffvghdenSJcxcPAmczWPff/99uvHGG8PkM2TIkGjCff3116fmpIVMKQO3/y8BBV7vhOmawBprrNFszv+3334rzoWcnlylHTdLl+f1pa9kGxPTgEuW4PRPP/00VpOXW1oItfyPO85d6sEHH4xXoh2GDh1a7PLJ//DjDKZpF6Jg165dE67h0iKegVxg/gNC1i4Zv/PNN19k+8KXfZ500knxSApCMo+vTI+VG9nla1JXBnl83r6u2zlOAhKQgAQkIAEJSEACEpCABBqXABGJ1KGHHprofTK5atWqVTrjjDNi2IUXXji54XVaz7/hceTyhOzlhR4ra665Zgi5/Dsety5xDAjK9LwhtnGTTTap034dVFkEFHgr63o526lMAMGyORa5PR06dAiHbWkgO49VTKp4jH/gwIER7k4O61ZbbRXDv/nmm2qbkXlL8XgIdc4550TTLd7z7R/NuXDkUjTj+n/snQu4VdP+/sfvPOfnuB/XI4dwlEtKOlQkoRAppFxCkVuIKHKJko7oJkqkq5IiIZcQlXIp90uRa+65Ri7HcTiO5z//4/M9vzHP3Ku19l5r77X3Xmv1fp9n7zXXnGOMOeY71157zHe84/3+8MMPtp38hbKUpSCQyvyTYpawffv25qOLny7/XEiehsfPVVddZf/wjjjiCPOE7du3r0vtU7LtUtxu0qSJXVbwPc72GvFTIkL9ZD3U1fPmzTMrBhTZeO7edtttpsZOltO2EBACQkAICAEhIASEgBAQAkJACOQfgUcffdQaxX4h2zjyyCNNREUOGqwL8xH4/mLpiA0DCuHwHI9grFWrVu6mm24ysRZ5fRSlicD/+Jseleal6aoKEQG8Vpk5ghS87777ar2LWBrstNNOtd6P6u7ARhtt5FiagTUDf/Jgzz34+eefbZbx008/Na/WAQMGuLlz57qLL764jA1Duv6FNjgGCY0imPoYtqcGmT1RAD/33HOWjI0+4A/M8pTddtsttXhJvv/ggw/sswbxzT9evIcrCrxzsVfgnzL/+JmBJVBLM9uLvy7WGqmB0psBBj7KqKkVQkAICAEhIASEgBAQAkJACAgBIZBfBH766SeHNQMCLSwScgkSl2PvsGTJElcdpCviMPqEGKvQo1u3bm769OmWpK5r166F3t2C7Z8UvAV7a9SxmkAgmSysJs5XHedIWjhstdVWthSD8wRPX0hdyF2C5RlE8O2FdMX3B0LwyiuvdFgq4NuDx+62225ryc+sQsov2k7aPtAHrCHIHBoCP1/8gAgI5pEjR9o/Lwj+5s2bOwjPQw45JG8zluG8hfoKoc0/LrDHCxdyvbzAc/ekk04yQh4sA7nLP2lmfFHsQu42btzYkuGNGTPGluWgSud+Tpkyxe7fSy+9VN5pdEwICAEhIASEgBAQAkJACAgBISAEKoFAEDets846OdcOdUIbOTdQQQWeCYuB3K3gMnQ4BwRE8OYAloqWHgIVWR7U9BVXlPwK0jU1khYOX331VaygReXJbCIzYSEC6Ys/74knnuiYNUR1i50DRDAJ0ojtttvOCEVI2NTAt4e2Tz31VIenbgj8dx977LGYYH7yySctsRfHg8cv25yLYwcddJCRu2eeeSa7Sy4gcjGz7969uyU2Q4mLXzGZTlEyk+zsrbfeSnvdkLJYZKD0xZoB8p1A+Qzpi4cynrwPPvigW7ZsmRs6dKjZZbAsB1U09cCX8+Gv9OGHH6Y9j3YKASEgBISAEBACQkAICAEhIASEQOUQ4NmOZ3jEOSREzyVCgvRtttkml2oqKwQyIvD7jEd0oEYQYNk1XwQknuIHJSSzLCgtybCYVGfWSIfWspOkI0xrE4KKVJ0QuPjnrlq1qkw3IWfx0/3oo4/c0qVL44yZeLROnjw5Lss/HoKl++VFJmXz+uuvb4Tx008/7SATIXnff/99+7wGEpKkagMHDjTiMZzjs88+C5v2yud65syZ5g30yCOPmG1D8PwtU7BI3zzwwAPuggsuMC/jTJcAiduoUSN36KGHGtm7xRZbOO4vHr0Q4pC5JMGDRAd3ggR2kLp8N7CcB2+ldEFGVLygOnfubOXxVc7V+zddu9onBISAEBACQkAICAEhIASEgBAQAv9FAOEOQicsDE8//fT/Hihn68UXX3TYJP75z3/O+ExXTnUdEgJpERDBmxaW6tvJUvlp06a5GTNmuOXLl8dL59Od8fe//73bfffdbdk8y65ZOg+Rp8gfArvuuqvD1gBirRgCwjaV3KXfkIGzZ8+OLwHijxlBVKQLFy40VW1y6Qc+sHyWIAobNmxoydBIrJYMPn8onGkbewCSojEJgTKU5f8kgYOIxKyd5GrvvPOO/YNCkYuPEMphEq8RnC81IDTPPvtsyyCK+rdUCF4yovbr189wQ62MgnevvfYykhYCHoKWv3+wRQmN5zE/yWAW+OCDD7Yy+DFhxcDs8OrVq63YqFGjKhwIcP/4rqlXr559Bp566ikjkmmAzwX3JCi6k+fWthAQAkJACAgBISAEhIAQEAJCQAhkhwC5TyB4Bw8e7I4//nhbRVteTZ6veV4k8JsVx1MeWjqWCwKyaMgFrSqUhUDEjxT5/XnnnWeKxeCLmqnZ3377zRKSjRs3zkHw4rXJ0mxF/hDgyxQirdQiLPcI15VKsEIUQ/iyhH/BggVplaZ8/vjnQwTDeGYYqQdpecQRR9ixe+65J7Z2aNu2rfm/YuNAMIlBhPf2JvGrXbt29o4ZzFIIVMmXXXaZEac33HCD/f327t3bspZC8qKove222xzZUplcIHbeeWfXt29fh8qWf/QkTtt6663NagF1M8Q7xDoq6GDHwTk4VlGwGgASnRgyZIgl1oNYR0H9hz/8wUhi/H0zWUVU1L6OCwEhIASEgBAQAkJACAgBISAE1mYEunTpYrlPEPOwXd6qXJ6vL7roIltdidjq0ksvXZuh07XnGQERvHkGNF1zLIsnmRRZ7wOpC7EIWbbPPvsYUXbcccdZAiaSL7HUHpUkxA8kTAjIMpIrod5T5A+BQLTlr8XCa4nsnqnBMv6OHTtmNWMI2UtgKQIRGawfUIDi5wtRTAT/oHA+iEwCG4J0EcoXi4I63TWEfSSdI/EZgaoZYjfTbGyDBg1M/Vy3bl337rvvGtE6ceJEU+tfc801loCOMuzDBxk8mREm8N6F7IVg53hFgQ0EgWUD1hGogPleQT2MvQbJ2VgpcOGFF7pwnytqU8eFgBAQAkJACAgBISAEhIAQEAJC4D/Jzcm9AmGLIA+OBxFVEEsFjMidQn4UhECstmQV62abbRYO61UIVBkBWTRUGcLyG4CYYfl6ILqaNWtmRAoELkRNRQGRRuIrllqzLJ73ffr0MfIXywZF1RFgpq1QYqeddnJ33XWXzQBm2yfIOpbcE3i1QhqSMfPNN9/M2AQZO0m8lUy+xT8ZCD4+l/gI3XvvvWnr4/264447Wvt4RUNsUpdgmwiKXP6JYTdwyimn2P7UX6E87RR74I/7zTffmHVFUM2Wd01Yg+BX3KlTJzd8+HBT+ZJAjXuJf+/IkSPtPoY2Avl6zjnnmAIXD+SePXuaErhVq1ahWJnXN954w1Ge4B5xvqOOOsqIeNrj/vC9MmHCBBtoQDZDAvP5UQgBISAEhIAQEAJCQAgIASEgBAoRAXLG8AOJSl4dxEu1GTwfL1682AR5CKAQ+LEqEztEVtPynIW4hoDUhdxt06ZNbXZZ5y5FBPwfhKIaEfCkD2vc7cfL9SPvu1nps/nZoMh/OVhbXnFXpbYq3YkqVvRJo6z/XjlaxZbyV90rJeN7FO5Vbbx6Naz1I7zmuw+eaC1znf4fTpn33uM18qrxMvtCHzwZWWa/95a19/TVq1SjOXPm2PumTZtGXmlu+0Ldq6++OuPN8kpXq8ffRrFH69at7Vr8P+usL8WraCOv5Ld63mvXXj0Znra+J2ftuFcJ23FP8Np77kW67xW/WiDyAw0rw73wFhFp22Wn90qOfPI+K3vxxRdnLKcDQkAICAEhIASEgBAQAkJACAiB2kDAWx9EI0aMSPvM6gneiOdOby1YG12Lz0kfhw4dGtGf8DwcXr2QKvJivcjnV4nLa+M/CHgvYsPr9ttvFyRVQEAWDf6vrToDtSOBfy4qXJa0VzZQ7F533XVWHUVwUn1Z2TbX9nr+byeeSattLFgyT4TXbPqDKnO77bazJGoVlccLCP9V/0/R1JzBViHUw0qEmcUQQZXLZzbVQgHlJ0Ffd9hhB5uh3HDDDd1LL73kDjjggHg5yjHHHOOuuOKK0GSZV+qiHCWCn2+ZAkX2hiRzRMuWLSvsOX+7KKTx12bGmeC7As9cluykCywbCGaGiYEDB5q3MffiySeftH3JXyiAsXcI7QerhmSZsN28eXNL/sY95/wrVqwIh/QqBISAEBACQkAICAEhIASEgBCoVQTIGYKtnBej2DMrz7U8d7GSkZWRPF8NGDDA8cz0yiuv1FpfyXWCry7PYTxbz58/33KnoOr98ssv3fXXX2/P5LXWQZ24pBGoPNtY0rDk7+KWLFlijUFgpSa6qsxZSNIUIknGhX16zQ2BV1991ZKG5VYr/6Uh9ioT+LWShIvlKV4dbU1k8n3lID6rJPTiH2OmCL7PwRIgSTinW7rPP1OWn5AIjMDjlcCPFruJTP0ZNmyY+fdCEEMEF3t8//33dgmbbLJJxkshMZpXOZvFBdeMxQIWLCHwg4YoTxcQ53xO+MzyvYLNBllXidSEa0xcQB4TbBNYM5QXe++9tzv11FPNpiMbb9/y2tIxISAEhIAQEAJCQAgIASEgBIRAPhCA94DMJZE4wjlyiyBAQvjy1FNPWT6YRYsWOUQrK1euNLvBpUuX5uPUVWoD+0USupNYHHK6KmK/KnVEldcaBETwVvOt/vTTT+0M+KLmIzDuDkRxedkZ83GutaGN4INT29f6ww8/mNIy3FuS7kHgVRT9+vUzJSckYUhYFgi9dHWDN6xf+lDmMJ67ITCFTw1IWMJbAdhrUPfaG/8L9W+SCGbmFI/YdP/EKDdkyBBT9nKc5IPZXGs4V6G+MnNMkAAtNfDOPuuss8yP++WXX3aQwCS4wx8XcjyEt0owD99Vq1aFXfErGJFxlTjzzDPN79jbLtj71M8xJDAzxBDC9Ge33XYzPygrXM6v4JU8d+7cckrpkBAQAkJACAgBISAEhIAQEAJCoPoRQHREzhKeNxGs8LxEAu/kcyaCogMPPNAIXwQw5EEicb34kuq/PzpDYSEggrea70e9evXsDM8++2xezsQybsgiIig289LwWtpIoSxFhzBlMoB726RJE0t09euvv1Z4VyBL//a3vxl599BDD5VJjpVKwtIY5C+G7mHiISz7x67Be7na+ZLL/Una5j1iHYnoICQ32GADKxPUvfYm8QvCEcKSJTTez9cISTKIvv3226ZUHTNmjF0f5C//iHnPjGYpRCBb582bt8bl9OjRw+wowHPUqFE243zfffdZIrWQaI5KTODwN44pPwOT1IDg5T6BL4MYBjpEUE+H8kHdz8QBxDBWGOnU16F8eA2fgUJKPBj6plchIASEgBAQAkJACAgBISAE1i4ESAhN4mieLe+44w5LNp0JAcRSJL7ec8897fnV53vJVFT7hUBJIiCCt5pvayB9WKqeJM4qc1qWgAcFH5kXaztTZGWuodDqlKd2rcm+JglTlpP861//qvD0ZOpEoZkk7oLClsrJNnkPoUp5VL8hIGzxL4Lo9ob0YXf8ylKS4KHrk/w5CMpkoETdeOONbRdELR68qEchg32SL/MYgqyESMYC4Pzzz3f4R9N32sOioFTi2GOPtUvB+zZ5/xiITJ061awXnnjiCXfBBRfEiuUbb7zRiNzgk3vyyScbVng0YaWRGuD/4IMPul122cVwhjgmfvnlF7NtQHl75ZVXunPPPdf2M7N92223ZeULTIWgpM5mcsFOoF9CQAgIASEgBISAEBACQkAICIFqQoBnGWLQoEFrPIumOyUkLzaGRKibrpz2CYFSREAEbzXfVcg0vmQgYFhSMH78+Ep5vkL6tW3b1gUvmbDUvpq7X/LN169fv2ivEUsAyFSI2enTp7suXbqYv2u4oFQFL2T26aefbobvwecVu4BvvvnGqqQu82cnS2ACWYi62Gf8DM2bahgFKaQuEdTl9At1KvsvueQSS7qGt2yzZs3cSSed5GbOnGkK1MMOOyxuqxQ28NTFEwpPYuwYwBuFdf/+/e3yUCuDQQg8o0iURgSMFy5c6GbPnm1J8CZNmmT3KpQPryTV476cdtppsWUGk0f77befIxGjzx7rvv32WysOEcznItsInwFU2wohIASEgBAQAkJACAgBISAEhEBtIYBohpXQ8ClHHnlk1t3A9xZhE8rf5PNr1g2ooBAoUgR+X6T9LppuY9Fw7bXXWlIrlktDzJLgioRJLMVHhQshtt5669lyA1SXkMEs28YgHCNxjMOXL18eXzNELySOouoIQIAVa/DPjv536NDByD2Usg0bNowJ13QK3jCLCUn45ptvGgkJ2VunTh37rKXDAoUux8Oyf8qw75ZbbrHimMdzXv6BojwNqnVew3a6dkttH2pZvI1JAADOkKyQsBC+KJZR5xKorEliRsI7Bi0oetnGumHZsmWG4wknnGBt3XPPPUaSp2LFgOWMM86wJUgMePhOQOHPfWH5Eu8hnLHG4HskWw9wiHmC7yeFEBACQkAICAEhIASEgBAQAkKgthDARhDBDM+uqStJy+sTQid4FsRx5CPZcsstyyuuY0KgZBAQwVsDt5Kl1nhrotLD6Jul6/il8pNroHqcMWNGGVPxXNtQ+f8igAUB/yxSPUz/W6KwtiDzIAj5R0egqoWUC8Rcsrd85iiHyhYbB5Sk+PWiLIXcDYECGKuFZDDhAKn78ccf22QDn9lkoBhNqjwhMCF4P//887WK1AUTbBGwYHnuuecssdkf/vAHm6SZM2eOe+SRRww27sWIESPMC4p9n3zyie0nyRqWDtwflh0xAQRxG2wxlixZYuVSf+GRSyI+4rLLLrP7mloGghfCGb/j1KR6qWV5z+z29ddfb4dITqAQAkJACAgBISAEhIAQEAJCQAjUFgI8+xIhB1Eu/Qh1Ule15tKGygqBYkNAFg01dMdOPfVUI8sgWyDOcgkII+wdIIwgk/DfVeQHAYi1kDgsPy1WbyuQgNgAJKN169amAEUt2qpVKzu07rrrutWrV8dJuCCFqZvJczjYLIR2mYhAeRqI5GQ9/tE+/vjjoai9ojonOO/aEFgpdO7c2fG3iS0Cit133nnHodIH96CeDp7IL774ohGx48aNM3IXlS3q3LFjx8Yeyvjp4uOLEhcfXQLCPBncD+w4mjdvbonyUNoOGDAgWSTe5n5D1FP+uuuui/en26DfZJql76h/WdakEAJCQAgIASEgBISAEBACQkAI1BYCrHTmeQslL88p2QbPsh988IGJ4rJdyZht2yonBAoZASl4a/DusDQAw29+PvIKPBR/JLfCjgGCBZUk5BlL5llqjb3Dbrvt5shsHzxTa7C78alQGy5YsCAm++IDldgIfq+B+KpEE3mtQn8KwZcHYjSQpOkukCRcn376qXvggQfcV199ZUVIiEUyrEWLFtk+SEM+U0R5bXEcYhv7BCwV0pVlphPVKeren376iSoWQe2MKh0V8OTJk+1zQTvEDjvsYK+l+ouBBVYLQZkbrpMEdkkS/MADDzSy+9FHH7Ui3D/8h7feemuzcAB76iSD9yhtwThYaeCxfMQRR5iNC+dG0Rs+r+3bt7dMsmFmO9kW2yxLIossdg/YwuC3PHjwYPteCWUhjEl2R/JGvosYAE2bNi0c1qsQEAJCQAgIASEgBISAEBACQqBWEOCZtE2bNiZyI3F1r169suoHQhpI3hYtWpgXb1aVVEgIlAAC/+NJiagErkOXUI0IYGiOejif8de//tW98sor+WyyUm1hNQAZV+jRsWNHS2K2atUq6yozmZDkQSma2n88WvmHGGY6mSDo3r27I3FXOkI3tX6m9zfccIPDcxfSkAmJ4cOHm/8uZCMJ6yAJSzUg1vHXJREZfruQoyQ2g3RnQuatt94y+xSSqWH5QUI1PucTJkwwSPAszjY5Ior/qVOnpoWyQYMGZrsAYZxKEqergH0E6u5gQ9KoUSMjf/kc4PkbPlN4gnMteFwphIAQEAJCQAgIASEgBISAEBACtY3Agw8+aKuZ//SnP5mnLoKZ8gJ7Qp7BsBpEw36jXwAAQABJREFUNBPyoJRXR8dqH4Fu3brZylMET7ILrPz9kIK38titNTVR92ErkY+5gNmzZ1vyKZZbFEIERXEh9KW8Ptx///1lPG9JzlVecK8CuUs5lLg333yzkb7l1Us9htIXf91A3KJCh8ydOXOmJXcbOHBg3C88pks1IHM7depk5C5/C19++aVr2rSpmz9/fmxLgZ/z0KFDjUwFI2wZ8CkO6t5LL73UfHMrsliBuH/++ecNyvHjx5t6l8/ppptuamR6rokBjz/+eJu9xn/57rvvtoSNyaSNEPbMhkM+Z1IDl+p91XUJASEgBISAEBACQkAICAEhULgIIDYjmTjPXTxjkccomQsm2XOembC2hNzde++9RRQmwdH2WoGACN5qvs2QPCj+WO7OF1MxBj6f/OQjWCb+7bffxqRYPtqsShsVkW1VabuiuhB2zDCmC5bwg1UI+pnqxxosGkIZ/olB5JLsDNuPEJB3qE9Zip+0WwjHUd5iw4HdQzKwCoD0Gz16dLwbKxEC31n+2aL45PMNudmzZ8+4XKltkNjwmWeecVgtBGzxz03nOYxVBl7Z3EPwCQMS6k2ZMsXsEMrDB1U0amDuC0refJCuqHJRb9Nn7DTwsaLvkPdYwSiEgBAQAkJACAgBISAEhIAQEAKFiMCdd97p9t13X4d9HfloSDLNitJtttnGusuz7qxZs9y1115rQhyefRCWsepSIQTWJgT0ia/mu83ybL58SFxEEqVUEq2aT6/mK0AAj+PainTkLopZYunSpWW6BSmeGsnPEpYNJEqD3E0NlqXg44qCNGQR5TUs7+cfH23xjzBJKrOk//rrrzcrCPxcCSYqIHRHjBjhnnjiCdsHAcnSGQjnUg3UzwRLRyBqGVhgwZApIGcvueQSO8y92WijjWybZGflWWRggdG/f38bjGD1kA9yN9lH7hHKYz4PEM8id5PoaFsICAEhIASEgBAQAkJACAiBQkOAZ9Bnn33WtWvXzlapkl8E4Q22hIimWGF5/vnnG7mLMI3VkJlUvoV2beqPEMgnAlLw5hPNCtqaOHGiLY/G9FtfOBWAVUOHa8MqAhIXT1zUsBCtSR/dkHwuvKbCsN566xkxt3jxYlNCh+NYNtDunnvu6Y499lgjEQcNGmSH0xGRWA4cdthhpuZ89913rRwq3ubNm4cmy7x++OGH9p7JilSrDq5lB59c7d///reRvngr4+u6ySabuF133dUdeuih5lFbpsEiegO5/sILL1jyM66TQJ1bUUCsQ9Y+9dRTpp7FKgFrBywW+vTpY5M+eEh9//33ljwNEpkkeRDvo0aNsvtT0Tl0XAgIASEgBISAEBACQkAICAEhkAmB119/3ZJyf/bZZ/bsuf3229tzSHiuyVSv0PazopVE14899piDV8GyIays5HmUZGzkHcGiQSEE1lYERPDW8J1n5gnVKMsHWP6uZQM1fAMK4HSQt5C7EHlJcjd0LXi2hvfJV5aaQMxCsuKpetVVV9lhjOQhfbFVIJjVDEF7KHAhaQM5C8GLjQD/KCFg+UcJQZwklvnnj38R6lMSqtEOn1dmSPfff3/zkz366KMtQyk2DoMHD3bpPI1RsGLfcOWVVxrpG/pVLK9gAG4Qs0E1vcEGG1TY/bp165riGS9kFL8EhD5EOgRvuoDwxUaBpHrZBgMb7iXqa5YnBWK9Q4cOjj4ohIAQEAJCQAgIASEgBISAEFi7EHj88cftmRBbg3TBMyCrMrHaK6ag3/wQPAfxXMvzj0IICAHPNwiEmkPgxBNPdHfccYeReySkmjZtmhs3bpwje72idhBIJiKryR5A9LGkJN35Awmb2h/Uu+GfGUTq1KlTrQjLUvjHDdmLf+uNN97osAIIQXsffPBBeBu/QgajTl2wYIHtS5K77IDYJCB3ibvuust17tw5npTAJ5aA+O3du7dtQ2RiRxKUqZDOTz75pMN6YM6cOfaDqreYIiS0g6gOWVs/+uijrC6BOgS2FgSTO9wnVPwQskmlM57GqH4DSW8VyvlFv5goGjlyZFpvZb5j+M4ZNmxY7E9VTnM6JASEgBAQAkJACAgBISAEhEAJIBCEQDwHsmIVezYSKyMuQtFLbhYEPjyn3XrrrWYpWYyXvfHGGxdjt9VnIVBtCIjgrTZo12wYIgYS54wzzrBkWHjDsNSbpdtXXHGFa9iw4ZqVtKdaEXj66aertf1MjfPPNR25m648PqzYH2DrAZnKMv6TTjrJQTK2aNHCfHJbtmxpxC6qzQsvvHCNZlCfvvPOO+Yhi8pz3rx5Do9dIkns4jF7++23uy222MLsFSBoCQjpHbw9QVJxTgIx4ueffzZV7+TJky35mu1M/Fq+fLktlyHhIAQ1r3/6058SJQprE29klNLMen/66acuELxvvvmm/Y1yDxYtWmR/wywHyhQkvANrlNEkaCO4T6ie+alKfP311/ZdwmeBOPDAA41YJ9EA/ed8+CKTHI7rYDudVUdV+qC6QkAICAEhIASEgBAQAkJACBQWAuRQGThwoD2DQPRedNFFLohOQk95XiBRGfmCeP5DMMQqUYUQEAJFjoCf1VFUIwKezI38R8R+fOZ6O9Pbb78d+SXu8X6Oe9Io6tSpU+RVfdXYm9pv2lsJ2HX7Jei13xnfA5/Iqsx9CPeqkF49sWt99HYKUevWreP+7r333pEnEA1HTxja/oAv/fdK0Lis9+a1bT+pYOUnTZoUH0teq1/eYvu9UnWN4570jbzNg9X3vrGRJzetjB8QRF7ta/sz/fIkcNSqVSsr7z2CMxWr1f1+eU/kJ2Eir6xe49oDRn6WOPKz33Z8wIAB5fbXq/WtHPcp4OonFMqtk81BTzhHnii2tr31RuTJ3LTVvBVE5NXUVi5579IW1k4hIASEgBAQAkJACAgBISAEihoBeAYvzDFuwa8YrPBa/MpCe1bw4pvI2x1UWF4FhEB1IdC1a1f7LHqxWXWdYq1o93eeuFDUMAKoKVkOMX369HjJt/+0mWoQRS+WDSy1x6tTUb0IoEwthEgqY1P78/nnn9su7BRQjuL/6slFS2gWlLAsuyGWLl1qr+zHZD6En1ywzeD5G7xyU89Lwi+C8qh4Dz/8cHvPkh7q4Bv9yy+/WCI3FKoEKtHtttvOtjP9Wnfddd3MmTPNfuDuu++2ZIOZytbGfnBBSc8MN/7IBx98sM1okyCNv9Uwo43P04oVK6yL11xzjQsq5tQ+gxEz5gRKbXAFy/322y+1aM7vsbtYsmSJwyMZT29U3OkC/10SEaDqDvcuXTntEwJCQAgIASEgBISAEBACQqD4Ebj66qvNhoFnNqz1KgqUvl6EY7ZxJHxWCAEhUNwIiOCtxfvHMnuWzQ8aNMjItNCVZcuWuUsvvdSWxEMIQTpNmTLFlrb/9NNPoZhe84BARcRkHk6RVROYw6cG5HNqkiw+FxC+kIeQpiGwTyCYKCCwS2BZfohA8OK3RKIwfFkJCMp03kUk+XrttddcsCDAz5WlO3g1MQFB1lKiQYMGrl27drZd0S8sJk455RQrhgdtIQV/YxDPXCMYcX1nnnmmDXhIKAc5veWWW1qXscwguGdedW/2KhC/IbDTwEvXz6C7ddZZx7333nt2H/G3qmok7x3fCXhqlRfYQ+D1He7dCy+8UF5xHRMCQkAICAEhIASEgBAQAkKgCBHAVi48/2G/kG3069fPivIspBACQqC4ERDBW8v3b6ONNnJXXnmlJbTydgHOL7mOewRZh1IPHx3UmM2bN3eUr1evnjvqqKPictqoPAIHHHBA5StXc82+ffu6N954o4w3M/64SWI3dCH46fIeUhbv2KAAJ7FXCJJy4cGE7xLlBg8ebNlHw/Hu3bubX9P9999vEwz33nuvHXriiSfM/5c3TEp4uwjbjzo0lyABG0GCsUIJPIFJTAeujz76aKxaTvaPhHgMeoIfMj68/EDygmmdOnXMX5i/SxKxhQEShCz4g19FZGzyfJm2Fy5caPfOW244b9eRqViZ/ZC7Qc0d7meZAnojBISAEBACQkAICAEhIASEQFEjwCpDkmOT0DoXEdNBBx1kz3+IzJK5WYoaDHVeCKylCIjgLZAb7/1S3XnnnWdqP5aE9+rVK23me0jfDz74IJ6dK5DuF203sDuozWjTpo3bd999TelJPwJ5C5GIWhdC3/vlxl1EvcsyGv55oxAlSRwkMEv1Q1AXxW0IkoOlCywWSPQXbCogLFGZvvTSS0ZyokQN/+QhfLGIIJhg6NKli22jys0lQvlVq1blUq1aywY1MypeJlEyBZMBc+fONXKbv0N++PxgZUGiORLXMWsekudBgmPjAJ477rhjpmZz2s/Ai2AglkuE8qF+LnVVVggIASEgBISAEBACQkAICIHCRiA8X4XnrWx7y4rDzTff3J77wnNMtnVVTggIgcJCoDAMSAsLk1rtDZ6oLAnnZ/To0WbLgIr3ueees5+gyqzVTpbYyYMqs6Yvi3+mKDKTgXcrAXmI+pPYZ599XNOmTY0o5D3L7FNtFSBnQ6DODQFBfMkll1h2VOwVzjrrLJuhhbiFTOZ8ELx40PJKO1gw+MRg5t8KNldccYWrX7++g/A99dRTHWrW4P0bPHvD+Sp6DX3zSccqKlojx8EY1S7X3bNnzwrPCVEKsY66GusDLFOStilgA2nPBA2EcKrHcYUnqKDA119/bSVyVQOH8qF+BafRYSEgBISAEBACQkAICAEhIASKCIHwfJXr8xnPneQgIXiWUQgBIVC8CIjgLeB7B+mEojCpKmQp/pdffmlJsAq460XVNdTT4Z9aTXY8ELjpzgnhCuEYvGrxYkYJmin4x5waKG3xkg22Hz169HCvvPKKGz9+vBUNZHJ4hcCF3CVQegb/1qDWRaFKoExl6Q+xePFie832F5MVRKifbb3qKrdy5UojaMEq29luvHhvu+028+pllhvbDGwQWArVqFGj2MqiOvocrDFCkrxszxHKMzuvEAJCQAgIASEgBISAEBACQqC0EOB5BsHO66+/bhZ8qYKgTFfLMyb+vTwzYuWnEAJCoHgRkEVDkd07yEiWe7ds2bLIel643Q22CIXWQ/xSSfQF8ZpMjkUCL0h/1LXlRf/+/d2iRYssodrEiRPdU089FVsuZKoHscsPmJCALZC7lKc+AYl52GGHma0E3rKZLCCscOIXNgYh0ViheEiHGe4w453oboWbkLoEauf27du73XffvVrJXc7VsGFDXuJ7YW+y+BXuXaifRRUVEQJCQAgIASEgBISAEBACQqBIEEB9ywpCnh0nTJiQda9vvvlmK1soz2dZd1wFhYAQWAMBEbxrQKIdaxsCSXuDmr52EnClWwoTZk/x38Xj9ZlnnrGutWjRwkHwYgEQ1LYcwDIAj1xUtyGwUzj99NMdWVRR7/IPn/bKu15IY9pA1XvHHXeEphx+vcELuGPHjtbns88+2whjEngx61tR4HH72WefuWbNmmWdIKyiNqt6HDUu8cUXX+TUFIrpr776yuoEu4qcGqhk4UMOOcR8f/k8JEn/8ppLvXflldUxISAEhIAQEAJCQAgIASEgBIoTAXK4EH/729+yEuE8/PDDthqRZ8/evXsX50Wr10JACMQIiOCNoaieDciwwYMH2w9+qIrCQ6BOnTo13imW0BB40r777rtrZDpNEqZ///vf4/6RTO3ggw82T90XX3zREvHNmTPHjRgxwjx7/9//+39xWTYgcyGRGzRoEO9PZ+cQDjLjiz8vJC8Eb5j9xS4CQhPlOEQxMXDgQFOTk6jt0EMPNeuQ0E7yFeUu9W+55Ra33nrruXHjxpVLMifrVvf2tttua37CJK/LVolMn/DEJtEd9zEdQV9d/UbB36dPH2seAj/52ch0znT3LlNZ7RcCQkAICAEhIASEgBAQAsWOAM8zrDQcNGiQCV1IZs7zEvYFpRyIQbp27WrPKeQFISF3ppgxY4Y79thjHc+PEMLbb799pqLaLwSEQLEg4MkehRCoMQT++te/YhYbeeK7xs5Z0Yk8aWl9ol81+bP11lvb+XwStMgTnxWe25O1kfdVinziLivLez95EHkvX3v1pGyFbWS6Pq8StrreqqBMG967KTruuONsn5+giJYvX14GzjfeeCPyJKkd32CDDaJzzz038tYOkSefI+/ZG3kSOD7ONd53331l6hfCG69Etv77wVDW3TniiCOsjp8lz7pOvgp6RW7UuHFjO/8ee+wR+aRvaZv2kwfRCSecYOXS3bu0lbRTCAgBISAEhIAQEAJCQAgUMQIzZ86MdthhBxsDp3v28blNIr8SroivsPyue3FN5MU38fXz3OLzh0ReKBR527Zo7Nix0b777hsf9+R3+Q3qqBCoAQR4Fufv1ee3qYGzle4p/odL80AqhECNILDnnnu6V1991aFs9mRfjZyzopOg4A3L7SsqW9XjJMlC+YlSNsQ666xj6tvwPtMrnrpXX321QxE7bNgw22bGdaeddnIrVqyIq2GzUNnEcdgooMhNTZ6GST+ewKiHU4Okf8yKczxTNG3a1JS7e+21V6Yitbb/k08+cTvvvLPZTAwfPtzxlQgGfCa4bvD1AyN30EEHmfJ4zJgx7vzzz3co8t9//30XbB5q8gLoMz7Ib731liVT6Ny5s2vbtq0lisNXmGR2KLCx7Sjv3tVkn3UuISAEhIAQEAJCQAgIASFQXQjwXMQzCasGCcb3PHPWr1/fnrVee+01N3v2bEfyYZ6/SDzdvXt3K1tqv1Aws4qYZxuStKcLbOaGDh3qWBWoEAK1jUC3bt3c9OnTzTIEFbqicgiI4K0cbqpVSQQKkeDFjiDV2qCSl1elatgFfPrpp+W2AamHET6J9qZNm+ZOOeUUK48VA8Qk/knYO5DMDG/csL/cRis4CD4vv/yy82rRcksyaLrnnnus7KpVqxyJy7CGOPLII2NytNwGavHg6NGjK/Sd8qpZSzAXvIm9OsAdf/zxtdZr7Bnw2cIb+bfffkvbD5Zp3XjjjW7XXXdNe1w7hYAQEAJCQAgIASEgBIRAKSBA3hFEMFjCMf7lWcivfCxzaeSmGDBggBs1apQdI6l0hw4dypQppTcIVhDhkHib50yEQFgxIAw5+uij3YYbblhKl6trKWIERPDm5+b9Pj/NqBUhUJwI8E++EMhd/tmihM0U+N4uW7bMPfroo6558+YO390ffvghLg65y37UpJjlhwRcDGqYwSUgatlGefr444/bjC2z2N39zPXUqVOtzKabbupQ2+IN/NJLL9k+6vjlPBUSvBCg/BRbrFy50tTFyX6jet1///3dVltt5T766CPz3IXA5gdM/dKmWiV36St9RKFw+eWXmxoeEh5iHU9gCF0y4XpLlORlaVsICAEhIASEgBAQAkJACJQcAjz7QO7yTPXII4+4Aw88MO01QmjecMMNNsbv16+fJaR+77337PkobYUi38mzDPk4+FEIASFQ+giI4C39e6wrLAcBlufUVkAUBnI5admQrj+NGjUyEo8lNMw0YxmAOjcZJDrbfffdjeANKtNA7lIulMci4pdffnGHH364LVNiEERsvvnmbvXq1W6fffZx3pfWErjZAf/r7rvvdr169QpvS+YVuwsUxt7H1jVp0sRdfPHFNqNPAruHHnoo7XWCY8OGDdMeq42ddevWNcuI2ji3zikEhIAQEAJCQAgIASEgBGobAZKEET63SUZyN9lH1L5z5841EQuCCeophIAQEALFjkDZNQvFfjXqvxDIEYHaJHgDuZva5XXXXdd2JfuG0pblRryyjAgiFv8oLBBQ5BLYMxxzzDFu7733dizfJ0JbbLOMn1lcAiuFbbbZxrZRfeLBdNddd9n766+/3lSggRBmZ1DzWoES+jVy5Ei3dOlSt8suu7gnfKbdE0880dTPPpmcw7ahb9++NuDDdxcSmMEfpHmPHj1iZXQJwaFLEQJCQAgIASEgBISAEBACRYUA4pX58+dbXooLL7ww674j7CDKyyOSdWMqKASEgBAoAASk4C2Am6Au1B4CX3zxRe2dPMOZf//7//xZ/vrrr1YC8vGdd95x11xzjSVWw3N1u+22s2QBeBpj1cDABo8lSFnUvSQJI0Jb9sb/oh7l5s2b5x588EHbTR0GNj6jrPMZVd0zzzxjauGQfxFiGaUrdhal5NOEahqCl5g4caKR2vbG/0Khm06lyz24//77LbkZSupOnTqFKnoVAkJACAgBISAEhIAQEAJCoIYRePPNN+25CJs5ElpnG23atLGi2OAphIAQEAKlgIAUvKVwF3UNlUZg4cKFla5bXRUhUkPgiQv5iH8u5CJLiFDhotwlvv7661DUrVixwojasESJA8m2eI/1AIEaFW9ZApUvpCVtBb8qMq4SgdyFKN5ggw1sX6n8wlf4+++/N2/hVq1aZXVZ4IB9BQFmCiEgBISAEBACQkAICAEhIARqDwFWNRJhpWK2PVl//fVtJSQJqhHLKISAEBACxY5AtRG8LD9HRXjbbbc5yKIhQ4a4KVOmOAi1oEwsdvDU/+JHgKX4hRz9+/d3kI8kA0BRi0E+nrFhdvrjjz+Ok7OxNAmLBv6+6tSpY5eFxQDJBtJFyCqLOhcl60477WTqXsq+/vrrVoVEY8TOO+8ce/jajhL49dZbb9lVZEvuhktG6UyE+mG/XoWAEBACQkAICAEhIASEgBCoWQTCcxEWdrkEz0yIYXhWKqVVirlgoLJCQAiUFgJ5t2hAEXf11Ve76dOnW0b3dHCR/Z0M75Tbfvvt0xXRPiFQIwigjC3UwDqhffv21j0SnJEE7ZxzznFz5syJu4x1Qwi8YSFt8dB97LHHLHEACdNmzZrlPvnkk1DMXlHj/vTTT46lTOPGjXNXXHGF1Zk8eXJcjsFO8AGGVC61+O677+ySUEnnEqE833UKISAEhIAQEAJCQAgIASEgBGoPAezseKZ79dVXc7KUe/rpp01Aw8rIZO6R2rsSnVkICAEhUDUE8qrg5UsSFSAEE4mbMgUJoG6//Xa32267uSShlKm89guB6kKgSZMm1dV0ldplkIFid8aMGXE7JAB7//333eWXX+623HLLeD8bLDFiYINynjqocgkUv5C7JGBLBuQuQfI0FKkQwqlxwgknuIceesjahmAutSCxHJGrD3Mon3oPSg0fXY8QEAJCQAgIASEgBISAECh0BFDwsiIPqwWEK9kGCZWJjh07ZltF5YSAEBACBY1A3hS8LOkmuRMJnwgIJdSHO+64oyV2wrty5cqVRjZBJuGV889//tOy0fOlfPTRRxc0UOpcaSIQPGcL7epCgrNHH33UJT11t9hiC/PixT826b/L31KI4LPL+zDRwoAHdS8EcAjaYlnSL7/8YkpdFLuB+IW8RPlLP6699lr35z//OVQrmde//vWvdi0LFiyw68x25h4rDIIEd9Udr7zyimUF5ruTe1G3bl138MEHu7322ktKg+oGX+0LASEgBISAEBACQkAIFAUCrEZ84okn3KBBg1zbtm1d48aNy+331KlTbVUkK4tLUchS7sXroBAQAiWLQN4I3osvvjgmd88880w3cOBAt80226QFDhJp7NixbsCAATbTduqppxppsdFGG6Utr51CoLoQgORE+Yq9QU0ES4Cuu+662Hoh9Zz8XfC3E8jbpUuXWpK1Ro0aWT8ff/xxN378eIf3bjJIlAZRW14kyV3KhYQEbONBlfTGDue/8MIL3QUXXECRkotmzZqZRQzJ5u666y7XpUuXCq+R1QckuiPwO66uYIAK9iw1S41+/frZoBXfZMhehRAQAkJACAgBISAEhIAQWJsRYEzcvXt3B3Hbpk0bW9F46KGHrgEJz3wody+55BI7NmrUKMfzoEIICAEhUAoI5IXgfffdd+Ml3pC1EyZMKBcb/D8hhFkizRcxqt9Jkya5Pn36lFtPB4VAdSDA5xHiriYC64STTjopPlWSXMbcH1uEO+64IyZ4//3vf5vKPa6QYSOQu9ieQMhCDLNEKSiBqRZsHzgnSdPefvvtMsdTm4ZghEQs1QAPyPTTTjvNnXfeeaaKxWImUzAgPPnkk40YR/ldXepvJgAuvfRSU1tvvfXWtrqB+0p/Sex23333uddee83UCfiYo1hQCAEhIASEgBAQAkJACAiBtRkBnn2+/fZb9+CDD7rDDjvMtW7d2nXq1MnVr1/fhCyMn7Gy4xmIcfXgwYMd3IVCCAgBIVAyCHgCqMpx9913Rx6QyBNHkSfKcmrP+39aXW/vkFM9FS5OBPyyeLvf3uuoYC7AL+GxPvEZru0fb2kSecuSuB9eBR/tv//+kbdXiPfRR97fcMMNkVdzltlfXv+pQ3uU8YnCrK5PShDX90R35K1SIk9c2j4/UVMw96i6OuJVzRGfRTDxs/fRAw88kPZUH374YeSVAVbOJ7uLvBdy2nJV3eknuuwc3Cu/xCzyxP0aTXq7jcjbZtj3Lf2++eab1yijHUJACAgBISAEhIAQEAJCYG1DwAsyohEjRkSbbLKJjanTPRt5wjfySavXNmh0vUKgoBHo2rWr/c36XF0F3c9C71xeFLxffvml/+50bvfdd3e52iy0bNnSLV682HkCxdrQLyFQ0wjgZ8qMbiHEBx98YN0Iyt46deq4Z555pox3LgWmTJlialIUvwR2AS+88EKcUA3P3dTAouGzzz6z3d99950bMmSIbWPvgOoXNet6663nTj/9dPOwog+lHszeT58+3ewZSCh31FFHmf1Bu3bt3LbbbmvK7ueee85WKGBhwf1AFYC3eL7j888/jz3ASD7J6oZ0sc466zhsGnbYYQdH4j2U1vidb7/99umKa58QEAJCQAgIASEgBISAEFgrEPAiCde3b1+HZSRj9ieffNKefxg/M3bGtuGQQw5x5B5RCAEhIARKDYG8ELzBxDxkl88FpJAcql69erlUU1khkDcEtttuu7y1VdmGSNiFyf8T3nuVCJ7AL7/8sr3nFwMTSMY99tjDyF1sGfzssy0xwj/q008/dUyYQO4yaCF54VdffWX7lixZYsuUWOIfJmQ435gxY1yHDh2sbDjRG2+8YZsV4bJixQrzByYRHD629I1kbAcccIDr1q2b+V+FNgv5FYsOr9w1b10S2kH2pxL+DBYhXEk4h20CGOPxNXv2bLds2TKzbfDKXtewYUOzVMD2gXZzieHDhzssPI4//viM5G6yPch9sJ82bZobOnRo7A2cLKNtISAEhIAQEAJCQAgIgdJGgHEp48F7773XxqXk0uA5IIxLEW/kOi4tdsT++Mc/2vMIzyQKISAEhMDagsDv8nGhJCuCUIJMeuqpp7JuEkXhokWLrLy3asi6ngoKgXwi8Morr+SzuUq19Yc//MGl+r8GghUiFr8ofKuJww8/3F4ha0lYyODNL0My5W0ghhnUMJgjwgy1t2WwGeyrrrrK9uM7TFIBBoAh3nvvPVMCr7/++kYMh/3J199++836gi+sXwLlXn/9dffjjz8a6YkSH+LzoIMOcqhgQ7K2ZP1C3IbAPffcc40knzdvnsPbFl/eyy+/3NTSTF6hmobcXbhwoXkYn3322Y6yfO+B+6pVq+z77Pzzz7d7iSI4l2BQToSkD9nUDWXx5U1NopdNfZURAkJACAgBISAEhIAQKF4EEId4yzXL2fHYY4+ZkINxKWNwjrFKDyEVYgaFEBACQkAIlDYCeSF4WdaNuo1AffbJJ5/YdkW/SA60fPlyB/F07LHHVlRcx4VAtSBAksCaDGwBUuPZZ581NWxyf9OmTe0ty/FZiv/999/be++ja68QigTvIVpR3jZq1MjIx2+++cYsUyB3w6QLRCREJlYM2DIQkJTBzsH7ybjevXtb4jXvgWN2DVYo8Qty98gjj3QkAiNY/oTFCmQximL6ADkKaYy6lMkflMWFECRdQG376quvZiSewYtlW/379zd18zXXXGPfbSSEJGbOnGlLu/iO837SZu+AtQK4oIy+6667XIsWLRyEMHYPFSWcDLhwv8CJ70LU3NkG5D62EdzbyqygyPY8KicEhIAQEAJCQAgIASFQWAj4PDiWdPfjjz92TZo0MRUvdmyMSxkbzpo1ywQbbPs8G1rtVVi3T70RAkJACOQdgbwQvPTqlltuMUIDkoMl5Cx1hvRJFxAsPrGRLSvG55N/PvKPTIeU9tUEAtgL1GRApJYXqGqJoCw+8MAD7T2qXCIQveE9frqjR4+2YxCKbdq0sW0ITWbtg7IzEMu8//e//21lVq5caX9/zPSjWH344YeNnA0qXyuU+IWKeO7cuW6rrbYyYpfzYQuB9zYqZFS9kKOoiyE6GXBCdDLQrI3gvPQRohkLBQa/EKgQtljLXH/99THBXVH/+N4i0y5tMjmFfcZJJ51kql6+x8DkuOOOM8/kYcOGGe6ogp9++umKmo4JZ9rINSB4iWJRS+d6fSovBISAEBACQkAICAEhUBYB7MROOeUUG9NfdtllNi7FjgC7NMaljHURUCHECMKMXr16maq3bEt6JwSEgBAQAqWCQF4IXggnlLuBxOE9KkEIFczM8eSE0IVkgcCAYEkuE+nSpYstFYfYSv1p3rx5qWCt6yhABP7xj39kTfDVRPchDvkhIG6JLbfc0l5ZfkWQdI3wGWBNkbt06VIjfSEvIVVD+dWrV1sitb/85S9Wnnqob/nbhNAN5caNG+f22WcfN3bsWCNpUQNgRZAaqHPx7MULGO/fvffeO7VI/J5B5SOPPGJ9hKjOVskaN5CHDYh7VNBnnXWWe+mll8x7jMknlLfYXmAtcdFFF5nFBSsJKgrUzaiUe/bs6QYPHmzex5nqYJ2AvQPfiVg2VETqB5sMSPlcg/tMhDZyra/yQkAICAEhIASEgBAQAsWFQJ8+fSx3Q48ePWy8zyq9TMF4FwEG43/GpUH8kam89gsBISAEhEBxIpD5P0EO18MSb/wjUf8lA3IDBR9LxCF0IVnCsvJQjn80EBSZfgLJFcrrVQjkE4E77rgjn83l1BbEKzPtv//9f3Md4p0ViLrgnRv+ZvDepez8+fMdXrlMhuy7776W3IwTQ+4SQcnJBAuWAqh0CQZzELOQk0QgBiF++dusW7euzeoHBbAVSvxCpc/fK4QpkzUVBb7AQTEAMVyTgYUCpDWWDBDhWCdwvZDhEM5s45EL4fv++++bCrk8kheVBN9jYE5Cs2ziyiuvdPgoc86KVLwQ4rTNvc7FMgQSm/uLmhvFhkIICAEhIASEgBAQAkKgtBF48803LScEzwwk6c0mIHgRXiFwePLJJ7OpojJCQAgIASFQZAjkheBlxnDbbbetlp+w/LjIcFV3iwQBfGJrMpKz6yQku/3222PlO8upIFohUgmUskRIRAgBiEUA9gokUOM1JNmiXJiND+UhdyGQmWihbcjgpAVAKE+fGBy+8847RorSVrpAkUvQh2yjQ4cORly+/fbbjuutiUAte8wxx5j3GMneIHSxTsBCIgREefv27d3zzz9vy9ewk2GVAQrddIEtBdG5c2ezo0hXJnUf5zvhhBNsd6ifWia8xz4DdTUR7DbCsfJeb7zxRjsMzsmJgvLq6JgQEAJCQAgIASEgBIRA8SIQxuSdOnWySf5sroTnCqzFiFA/m3oqIwSEgBAQAsWDwH+lg1XoM0u9g0qwCs2oqhCocQTwjK7JgFTFrxbCFSsTvKf522E/6ljiueees1eSdxFXXXWVecei4EV9C1mImvSII45wM2bMcHvttZf5bkEWY+MAUYv6N6hG2cZ/C6XqGWecYW1iA0EShqlTp9q5UZmSLDFT0DdUsfQb79psI5RfuHChEbzBLiLb+pUphyr7xRdfNGxZWQDemQISFtxQzaL2vfnmm822IbX8Bx98YLtySYBGhVA+1E9tN/kesn7atGlu/PjxRjaT7K28QH1x0003mU3HpZdeWl5RHRMCQkAICAEhIASEgBAoEQTCuDKMM7O9LGzKiJoSXWTbr2IqR2JkVi0jXuFZjlV43Ie2bduW+yxVTNeovgoBIVC8CORFwVu8l6+er+0IBJVsTeGAChfiFj9bfGCxMAlK2mQfIEZRnaLKRKmL2nTAgAE2iBg5cqT5yWLngFcuPsLEP//5T3fhhRfadkiiRn1I3b59+7oTTzzRypD4C6IY1T0BAQwpOnnyZHuf7tevv/5qBDR40bdcIhDHP//8cy7VKl12ypQpVheLhJCIrrzGIHmvvfZaKxLqppYPfQ/Xkno80/tQPtTPVI79kPPBHw01MeR9piAxJapd7jPk7u67756pqPYLASEgBISAEBACQkAIlBACYcXZuuuum9NV5TIuzanhtaAwFnhnn322PXt1797dLNvIY0JiecbtPJMNGTLExuZrARy6RCEgBAoUgbwQvJA/P/30U6UvEZIr1b+30o2pohDIAYFdd901h9K5FU0lQvFIZdb3zjvvNL9UFLkhWKJPUq4QeGThG/vss88aAct+SFn2k9Aw/L1B8KHYzRTYM2D5gJoXcnnixImm+sTbmqRqRL9+/ewVQpS/5XTBgBBPXYjKXFXPQSWQLnFbunNVZR/Xi7IV7LFTyDaYdef6IN6/+uqrNaoFf9ugmFijQIYdoXyon6FYvJt7wOARsr5r166OJJM33HCDw0oEQn/UqFHmtcxnAGL/tNNOiz2V40a0IQSEgBAQAkJACAgBIVCyCIQxdRhjZ3uhoXyon229tb0cvsUkbmaVHc9sCG8gc3nGYuxO3o8ffvjBnuWwh6tM0uS1HWNdvxAQAvlBIC8EL2QRy8RZ5p1rTJ8+3RId4T2qEAI1jcD+++9fbacMlgvhBJCPBMrMxx9/3N19993hkCOxGbPABAMH7BRIfsZggsmPoDRmMgTF7QEHHGBEICQxxGRqoA5mGdbee+9tSuBbb701tmiAxEXNy+Dj4IMPdoMGDTIFKMriJ554IrWp+H2rVq1sm4SJ2caKFSsciSBQ0taEyhRyFpzx7s5GvRuuA6VzvXr17O2nn34adsev++23n20/+OCD8b5sNgJWoX5Fdbj3DBa5X1wDVhOostu1a+cOO+wwR8ZkLDxYDsYgE9V10te5ovZ1XAgIASEgBISAEBACQqC4EajMmJwrDuPSUL+4UaiZ3vN8dOihh5pVHeN5xCAkar7sssvsWYznKAQ55EAhYTWimqOPPlpK3pq5PTqLEBACKQjkheClzZCgCU/IbALPmi5dulgSKGa8FEKgNhCAQK2pWLVqlZ0KhSnEapIAhvANs7146xIkSSPwkCVxWAhUu7QBIUySBP6WNthgg5igDHVeeOEFIwNRApMYDdIXsrV169amCIUkDLYMIcFX8O0N50q+hsQMzFgHBXHyeLptLAcI7CYgpqs7AtmZzvaionOHOqGNZHnuF3iRsG327NnJQxm38R1msAfu4Z5mLJxygPsFyY8Vw5lnnmnkLoNL7Db4XKAM7tGjR0otvRUCQkAICAEhIASEgBAodQQQhiAEeO2112ysmM318uwwf/58e64I4/5s6q3tZbC2++KLLxzKXJ7Xdtppp7SQHHjggZa8GZKXXCmsulMIASEgBGoagbwRvHT8X//6l+vVq5f50ASyKt0FQXyg5oN4CrHZZpuFTb0KgRpDgH/ChRBBobvNNtvEPrrMBkMCswwfUheiD+sBfrp162akKX9vJAkjURvkLSQkQQI1bBXWX3998/GFJMaioVGjRqYMJrkbg7ztttvOyofkZwxgMgUkLUkEUBGjAObvvbwYPny4DTrpA8uXaiK4fjx1UfKuXr0661NiiYDamEj3mcDjjBl64vTTT7eEbPYmwy+StoERgQVGLmri0CS4HXvssW7ChAmWWA+bBiw2sGeA0FcIASEgBISAEBACQkAIrH0I8NyA9yvBhP+rr75aLgjvvfeeCasoRFLfTTfdtNzyOvgfBFidfP/99xspTr6S8LyWCR+sL0I+DwQxFT0rZWpH+4WAEBAClUUgLwQvpMqIESPiLz2WfzRp0sQtXry4TL/4kiPZE2q4sAwa0okvTIgqhRCoaQTSqTWrqw8bbrhh2qaZgccigCDZV7AKwOv2nnvucW+99ZbNFuOZi+IY0pfBHBMkN954o3m1MlBj0BEIW9rCqgDPXMrj1wrhiRKYspMmTXKNGzemmEVIAhaSL4T9yVfsAzgnkzFYFbC8CxI6NT755BPrE8m/qDN16tQ4oVtq2Xy/h/xG1YAaNyigM50DP61zzjnH7eB9jbk3YMTnAfUs15lUTdPGWWedZYQriumWLVu60aNHrzFwg4iHkMUaA5IZW4WLL744Uxe0XwgIASEgBISAEBACQqDAEGAMSFItBBSM7QoxEH6wGpaVsFgHkLMhJF8L/aXvjPnJ6cBzxSGHHBLn3ghl9JoZgXvvvdcOdvdJ1YKIJnPp/xxB6YsgBgtLRG0KISAEhEBNIpAXghcSB+IWb8iQtIp/iCxVIDEUZMvy5cvtn8vIkSNj4uSYY44xH5sTTjihJq9Z5xICMQKZkorFBfK4AYGYLrBuQEHK8vuTTz7ZiEbKQTred999VuX88883Enjbbbe19+kSgTHJErysIToJJk5QkOITBZlZv359G3CwNGvevHlWhl9YDxA77rijvWb6RX2WeKH4xR923333NfKZv2UUqwwgIUzxGYYsJqEcKtSaDAa8BN89wRYjeX4Gu+DCJBQ2FyiSA5nLdxW+WgyYmzVrZjYJoS7fc3iGQwBjUdG7d29TRWOdwH3DD3nLLbc0IhgSmOtmYBjuRWhHr0JACAgBISAEhIAQEAKFhwBL61mxxsorCD2EE6ziatGihbv55pszJiOurSu57bbb7PmB5whyNjAOTY5LuQbGxZCNnTp1sucKjUuzv1tBGY04LZeASCdC/VzqqqwQEAJCoEoIeGIjr+GJj8gr3TAMjX/8LFbkl03H7/0/m8gnmMrredVYcSDgE3/Z56Bjx44F0WFPUsafy+Rntqa3L7roosgrbQ0TP1izPnXo0CFq0KCBbfsJEjvmBxj23tsrlMHPk5KRJyAjr0C1434Jv716+4Yy5TyhHf99+sFr5H1eIz/oi3yiNivv1cJlymd68/e//z3ytgvRVlttZfWSeHliN/IWEpH3ic1Uvdr3+8kl65cnnCNPhsfn4/r9oMuO8Z3Us2fPyA/a7b23jYn8yoLIk76Rt7CwfV6tHAXs40b8hvc+jnzGXMM8ee1s833nid1kcW0LASEgBISAEBACQkAIFCgCPL96wZGN/cK4zpOlkbftinwOiXi/X2UXedKu4K5i7ty5Np7lWSD0P7x6QYOeuyt5x3iOAMfnn38+pxa8mtrqeTFITvVUWAiszQh07drV/m5S+Yu1GZPKXPt/1oX7b658Bb6RqOJIKoQikeUgQR3IOUjUxNLmzTffPF+nVDtCoNII4FtbCIHSE7UAs+/4rBKe4I29a5mRR3kaFLo777xz3G32o/D1XwBu6NCh5smLYp5YsGCB+bWiqt1jjz0s0Rl/n3hk+0mW2IcLxSmz00GBHzeeYQNPXzxpBw4caLPTH330kaka8BBG+Vqe1UOGJvO6G4sFT8A6Es1x3QMGDDBVLn5leA97Ytp5ctfsIz788ENTaeCxRf+xYuB7CkXynDlzHGpnklgkfW/btWvn+MHrGKsHlvHxndawYUOHv7FCCAgBISAEhIAQEAJCoPARwNaAZfWsRGV8i0ctS/LDqjlszEhqzLiXMR92CCTbwo6rUAJLMH4+//xzG7OGceluu+1mK+sKpZ/F1o/gVVxebqF01xTKh/rpymifEBACQqBaEKgMK5xNHU9ERcwY+k6X+UHZ57/0smlCZUoQgUJT8Prl9mU+n6mf15p47/134z6gGOWcqNx//PHHMgreoOz1hGWZT4a3cbA6nlyMPNEaeeIxbi/Zf9S2qG5R3/pkahFK23DcT8xEftBapt1if4NyNyh5uc6kqsEvT4uvHcWtJ3mjt99+O/KWEpH3NY6YOVyyZImpcanrB/XFDof6LwSEgBAQAkJACAgBIZCCgBck2ZjQ249F77zzTsrR/771uWRshRrjQp9MS8+z/4WmZLf69Oljn43LL788p2sMzx9asZwTbCq8liMgBW9+PgB58eD1/+jiCB5AzGqSeZIgiRSZ7QlPnJjKjSRNCiFQ2wh4orNWuhD+Hjg5ydCY4UUpEGZ8/YDCPHi9bYD1Dy9eFAVEeLU3/heqAmKvvfayvy2/TMveh18kRUOxim8vClZm80m44JecWRG8uKZNm+YaNWoUqpTEK75jixYtMh9cVA146IZgu3Xr1g7vMvyJWXGAehk/cNTQfiLKEqmFZJC33HJL7NMb2tCrEBACQkAICAEhIASEQPEisGzZMjd58mTz2SUHQ3KFXOpVkcx4ypQpbv/993c8PwwZMiS1iN6XGAJHHXWUXdGtt95q+TeyuTw+U3g5492MH7JCCAgBIVCTCOSV4H3iiSdc48aNLYun9xO16wiJ1FhazjGCf4p8YUKiYPquEAK1hQDLrmoyvFrXToetQgjIRv4OApnIfmwavFLAEiLwHmIWgrZt27ZGQrIvhPe6tU1IWpJ/YU1AQOryA2lM3RCcB8sCr+S1XZCanTt3DodL7pWkEpDeYdD+wAMPWFI7iHHsGkimgaXFFltsYYnRSMDmZxDNaiEkacNqhu83hRAQAkJACAgBISAEhEBpIIDgwWumLBExAoiKAlGE91e1YpB+4Xm3ono6XpwIHHDAAZZQmucAng8qCoRuJGMmafO5555rlh8V1dFxISAEhEA+EcgLwQtZdc4557g2bdrEWefxMJo6dar5fKIgRB2IH6ZPJhUr6chIzz9TqXnzeUvVVi4I/PnPf86leM5lQ6Za/HUJ1LoE//hDMLAMwUBip512cpC2/E2hJiD4G4OsxVs2qUTl2A8//MCLBR6+gfBFWfDee++Z57VfKmQ+s/QnqIdDn/D3LbaAEGc1wAUXXGCE99lnn20Dbq43U3z88cd2iMy2EO0nn3yy4zuI76rx48ebX/isWbOct2iwtvEV5ruJGXgCT/GanhCwE+uXEBACQkAICAEhIASEQN4RYKKfIO9CtuGtvWzV1+rVq8vkmcm2vsoVFwLkLiEPB+ptyNt//OMfaS+A5wy4EJ+Ez+2yyy4mpklbUDuFgBAQAtWJQD6cHvysVuxn6fsatWzZMvIkU8amvTF95Jejl6lD5npF6SNQaB68M2fOLPM55PNbHT9+2b+16xW4ZbxvOZef5Ig86ZrxvJ6UjX73u9/Z8TPPPNM8dJOflB133NGOeYVq5JOE2TY+vF5VkCwWb5MpONTh/MOHD4+PFfqGJ1gjfLDwDM50n7xi1zx1k9fiCfUIr2NPjkeeLI8mTJhg9TfZZJPIJ1BLFl1j29s3xOfyhPIax7VDCAgBISAEhIAQEAJCoPgQCPkovPIyp877lW82NrznnntyqqfCxYmAX/UXbbjhhnbPyZNy8cUXRz45c/Tkk09a/g5yunhBiB3nGWvFihXFeaHqtRCoRQTkwZsf8POi4PVEiwWquKuvvtr5LzvnjerD7jVemd0iC+nxxx8fH2Ppg0II1DQCqDmrO/i78AkH7TSoQZMqUE9UujfeeMO99dZbdpyyeOkGla5Piubeffdd5weQjrJYN/iBgzvvvPPMP/baa691KE0Jyn322WfOk7wORasnhW1/6i/awXc2BNmAiyHICIzCmWsGQ+7dyJEjnU+M5phdR5HrB19u9uzZrmnTpm7x4sXxZYEnam3/tel8Ag03cOBAO+aJXhd8juPCKRvBOgM8x44dW8ZKI6Wo3goBISAEhIAQEAJCoOgQYAx5zTXXuPbt29s4FJ/Z0047zfIYJG3Fiu7CKuhwWFGXacycqXooH+pnKqf9pYGAF864Z5991rVq1cph3zZixAjXsWNHey7B6g5176+//mr2k6xYrl+/fmlcuK5CCAiBokPgP4ageeg2/pYsd27WrFlWrXnlnPPqSdehQwcjq7KqpEJCIM8IePVmnltcs7kddtghtk147LHHrABE7y+//GIDA3YwIbLxxhubL+7ChQtdixYt3JtvvmmTIBC6/DCwIAEYEyg333zzmif6vz2QvHhcN2/e3KwHArmcrIBXLwHxSULEbALrhxkzZjivwHcrV640Anm77bYzohXPWpLEVVcwaGIgxaCpXr16RuqmftecddZZzquRXY8ePcxagcRpzz//fOy9CzmMrcP1119vPuANGzY0z93y+vzhhx9askiIYxIl3HvvvfaDNYRCCAgBISAEhIAQEALFjAD5GEjsi61eKln59NNPG3HFuGvMmDEOkqvUAlEE41sI7oom/JPXjliAqM6xb/J82q59BLCbJHnaM888Y88ZiHO+//57s8BDnEM+E2z2FEJACAiBWkUgH0Jgnwwq8n40lW7KKxAj7zVa6fqqWDwIFJpFgycsbTmN/yOstldP3EY+826Z9rEG4JxefRrfvGA7gIWCHyDYcT/gjI+HjVtuuSXCtqG8PntlgR2nzfC3hb0BVgVLliwpY3HgPXxD02lfPbkaeW/f6H//938znpNlST5xW+Q9htO2UdWdw4YNs3N7sjzyCePKbY5rPPbYY628J3XjsvPmzbN9YTneJZdcEh/LtOFXGVgdll75JHa2zT6FEBACQkAICAEhIASKGYHPP//cbMIYTzJO9YrdyK+Cil5++eXIE1mRXyUV+clwG/swrhw1alQxX27avmN9xvX3798/7fF0O99++22rw/ieZ+C1Mfzqtuiqq66KvEgk8rk8zL6AZxfGywsWLFgbIdE1CwEhUEUEZNFQRQD/rzpLlhVCoMYQKDSC1yfXskFaeWRpvo8FItfP9hrhCvg+OZj1g0EShCtkKp6xkL3J8ArWmNyF5D366KOtHm155YFtpxKxDMp9cgA7Rh2v2rXt8Fre4BRPMr9ML657yimnRA8//HD0/vvvm7/UAw88EEF4hrb80r4IQjifQXubbrqp9QH/7mzCK1JswMm9wx8rhLd1sHbYf91114XdaV/9UkUrC3Y+cYK1Qz3wqGp8++23kVdamx9wVdtSfSEgBISAEBACQkAI5IIAYz+/0svGOY0bN87oGUo+h6FDh1ouCMZ69913Xy6nKfiyiB4Y2/mEuzbWy6bDfvWp1fHJkLMpXlJlEFF4q7Q18omAYfLn4IMPjphAUAgBISAEskVABG+2SJVfLr1Jp/+GThf4XuKVy48fGKQrktM+vEO7d+9uP96oPKe6KiwE8oHAE088kY9mcmrDk6bOq0jdHXfcEXvt4iFL7LvvvmZ1gt8ZPk/45Ybg7w+bAD/YNjsH7ANuvPFGO8zyMqwT/IDKpXqlseQuWDJQ138lWB1esYXwqo1wijVe8V9jOVLdunXNHoElfIcffrhZRuAvdeSRR5rVCmV80gHnyV/Xu3fvNdqpyo5Fixa57777znyM8e/OJvxA3XlVhhXFkzcEFg0cI4YMGeI8QW14huO8suzumGOOcVdccYXdn9tuu81hRRGy5mLXUJnAXgIri80228x+WBbok+vZPb/pppvMu6sy7aqOEBACQkAICAEhIARyQQCrr2B7xTgrk2coXrOXXnqp85PiNn4899xzHePYUgnG3Syt//HHHx3WXuXlhGHc3LdvX+dXxjmsBsmTsTYF1++FHs4nOzabOXLpPProo+ZJC37Y3g0ePNhtvvnmzqt4zbbRC0LWJoh0rUJACAiB2kfAf1lnHZ6Eimfn5syZk7Ge9w6NvG+T/WQs5A+89NJLcXss81CUPgKFpuD1A7v4M+j/Gmt02w+AIu8XG3nyMO15/QAq/kCgSGXZU+gjSt4Q3hPK9t99990RSgsyuwZFbSgfXrneG264IWrQoEHclk/IFpoq88oSK+qxBI3laBUFS/qwauDc/G3nK3wiA+sHNhG5xPz5861e69aty1TzxG587VzfFltsEVHGE9fRrrvuGh8jWy5LFUPwHUNGYbIAAEAASURBVEX5Xr16hV1ZvXqv5ej000+P26UNFMk+6ZuptHnPj/dhtmWRWTWqQkJACAgBISAEhIAQqAQCqDC33nprG3t4gi7rFliOz3iF1W+lFN5HNR4Xg8ukSZPKWA+CF0pfLzKw62eFXS64lQpWYWXbH//4x8jnFMl4Wd9880104IEHGla77bZbxGpAhRAQAkKgIgSk4K0IoeyO56Tg9f/Uswpm9lAf8qMQAoWMAMrQmgo/IHQnn3yyKTY55+rVq92ECRPcJ598Yl1ATYuiM4RfAuX8AMmSmDEbTobWEOxHZbps2TLnCUfb7Yldh1p17NixprI46KCDHAkBQpx33nnOD1CdJzMd6l+CZG+oh72vbygWv3rvNdv2vmRul112ifdn2thzzz0tUYf/6rFEZpnK5bofnAhvX5FTVRTFRKgfKqOiJbyVhSlW/EDUoV555JFHnCeynSdfnSe9TcnrLTCsLKpo78Fr2ySGzDaoR1KSyZMnmxobVTBqa2/R4EiGR3KTe+65x+2xxx52T/bbbz+7R9m2r3JCQAgIASEgBISAEMgFgRdffNGSzZLAl5Vh2UbPnj2t6IMPPphtlaIo5wlLR0I5Vol98cUX7owzznB+8t/GZiQirlOnjmvZsqUjCTL7SZicC25FAUIFnfSeu+7qq6+2lW2zZs1ybdu2zViDZxYvBLNnEBJGjx49OmNZHRACQkAICIH8IvC7/Dan1oRAcSEQluvXRK99AjKzBNh5553XOJ1XDBjhiPWJTyTmIFWxTvD+sbbMCZuFEFtttZUtjbr33nsdpCqEIfWxPPHJxWI7BiwbkkujIBRfeeUVs1jwqlLnvcMclgUExGOS7MYOgvres9d59Wk4dYWvXpFsZSBLIXrzEQwUCYjYXCKUD/VDXTIegxPkKxmTwY9BO/YSr776qi01g/D2CttQxQ0aNMjKQZhjg5FtQLpDHnPO559/3paueaVuXB2rDpYG8rCFHQa4d+rUKedrjRvUhhAQAkJACAgBISAEykEAKyoC0jKXwM6AYDK81IKxIrYCd911l2Oy3ed/MMsBbCxWrVplY3PGyitWrDAiuNSuv6LrQZDCs0OXLl3KJXdDO9iZBWJ3zJgxeXsmCO3rVQgIASEgBNIjIII3PS7au5YgAJmaKVB4ViXwLUsNn0DN4WObGigGUJqiCIDsY/DN4NLbHVjRMKjmDTPokLX4gBHDhg0zxYG9+b9feKlBJEMYhoAs3meffZxPeuBQ9/psyKYChrCE3J05c2Yoaqpizk87eMZmG+CJctYvd3Nff/11ttXKLRdUyLn6JYfyoX7yJMOHDzelrk8WYuRtixYtjPhu0qSJQ2kdApIaPzG/LM3245Wb7r6G8slX7iEed3yOULuk60coT5mJEyfafeFBgnusEAJCQAgIASEgBIRAvhFgjEbgI5tLhPKMZUsxGHMfd9xxpuZlpRWr5JicX7lypa2yYjwYMCjF6y/vmhBuEIgRsg0U0TwX8NwBlgohIASEgBCofgTWZKCq/5w6gxAoGAS8N1TGvqQmK8tYMMMBkpGFqFevXhniMOwPr5CKJG0gWcGMGTOc99O1QSSkK0rexYsXh6K2NAyFKUQgCtsQO+20U9h07733nnv33Xfj92wwWCXJ2vnnn+/mzp0bJ1cjYQLBuUOQLIGojMI5JCELSclCm5V9xVKC5XPe49cG3dm0Q1I5CFMi2Cwk6zHgRAFNX0mi5r13nfcmdq+//rqpZ8EOW4W99trLDRgwwHAG8wMOOCDZTLnbt956q0O1zWDYe0+XW5aDEMdB7cAkAAS7QggIASEgBISAEBAC+USAlWAEYoFcAqKOCBZYudQttrKMOxs3buyaN29uq7CKrf/57i+r3QjGxblEKJ9cUZhLfZUVAkJACAiB3BAQwZsbXipdYgignE1GOvuE5PFctrFMCOEThbmvvvoqVuSSeRcCNGTghQhkwI0n69/+9jerhn0CSgIsEpJ2BxCTlMETNklCs2wsGRDDqWrT9ddf3+wYkupk/F+J4MvLNn5jBKqFXILrCJiGB4hc6qcriy8xVgcEZClEdboAI9TPKCy4JjIhb7PNNoZREqdQF+L4mWeecah2P/74Y+eTuNlgHq9fPIfxYMOyYfvttzf7Bt7nEvPmzbPiJ510UtbVGjZsaP3hc4BqRCEEhIAQEAJCQAgIgXwiEEg3LKTSjY8ynQvvWaJp06aZimh/iSLgE6XZlfEckUtgRUYkVxTmUl9lhYAQEAJCIDcERPDmhpdKlxgCeN4mI1X1mjyW6/by5cutCiRrsF4IRC1L9jfYYAPz0A3tkmwNFS8EJspiBtJHHXWUe/bZZ0OR+BVFcIhUEhcrAMhVFKDBu5dlZxCakMokb0sGRDCRVIxCjOIbCymNcjbbwBaBQRx94PryFRdddJFr1qyZKZPxjHvttdfKNI3CGZUFPyhug1IAdQrYg9f06dPL1OENHrz4EmPVABEL7iTQQA0N9qhwsVqoTDKNkDwP0jaXCOVD/VzqqqwQEAJCQAgIASEgBMpDgDERORyw50qXZDddXQi+sMqIPAaKtQsBcn0QSTFINggEsUuon00dlRECQkAICIHKIyCCt/LYqWYJIBAI13xeCgRhMlCDMuNNBloCO4alS5eaT23SYgH7hEmTJlkZss7i9woRTNnUCAQmWWzxQksOtiFlsWhAkRoCCwI8d4k77rgjJn55H9pKJhULPmQcD4pitssLsAzesSRhyGesu+66lqAOtS3JPbA8gIAdO3asO+uss9z+++/vXnrppfiUkN5cT4MGDSwBHUrkbt26WdlAeofCXGvHjh2NAH7jjTfMOxii//7773ennnqqQ0FcmeB+Esl7nE07oXyon00dlRECQkAICAEhIASEQLYIhLFdv379bPVTefUYjzAeYtKcifQOHTqUV3ytO4Z1BeQ3SXLJdcGY9OSTT3Z33nmnC8rXYgeFxHPEnDlzsr4UcnE899xzZgmHSEMhBISAEBAC1Y+ACN7qx1hnKGAEUKnmIwIpR1upy5feeustS7YFkUgEj1oGyknFMNYLLJcj/vKXv7ghQ4aUyXCcPIcV8r/OPPNMa++QQw4Ju4ygRPFKxtsQEL4bb7yxtcuAK5kBefbs2VYs1V/20ksvNQ9eSGYsJioKsgs/9dRT5s2Gz2++g9l/lLp9+vSJE5ede+65dp2pRD0kLgNusMcyAoIYWwow4WGmJiJ8tpL3OJvzhvKhfjZ1VEYICAEhIASEgBAQAtki0L59e9ejRw8jIFnhxYql1Alw2kKxSU6JWbNmWT4E7MEU/0EAewvGlCiie/fubavBsNd6+umnHTZrJ554oq0IQ1hR7MG1ECNHjjSBSjbXM2jQIMtFwWeNZxCFEBACQkAIVD8CInirH2OdoYARYFCbj0iqLdMtrT/vvPNiRW1IPgbhGAbKqHrvuuuu2DOXhF8oJJYsWRIrSFGtJhOp0W+Uu/jNkoyNgMgkIDI5D6TwYYcdZh5rWDPsuOOOdjwkyoAApQ+UO+GEE+xY+EUSDZJ9QUxfcskl9iDwzTffhMPxK20x8IOQ5joYyFYmOVtosDw/OGwfrr/+evPMRZGc9BKmPgoBrh0iGH9dHli4/l9++cUw4FqGDx/uXnjhhXC6ansNny0S5mUbeAHTNzzLUIEohIAQEAJCQAgIASFQHQiwUgxlLolpyfcAUdmzZ083bNgwyxHRrl07y0lATgGsv0jQy6o0hbMx9sEHH+yGDh3qsHvr3LmzJUlGsYrYYcyYMTYmZYyMBdhll11W1LDxWWjVqpVZtx1//PEVeuqSwPjmm2+254Kwuq+oAVDnhYAQEALFgoBXvmUd48aNi/x12Y9fopGxnl/uHJfLWMgf8Euq43JXXXVVeUV1rEQQ8CSl3XM+I4UQnkyMvDI0/hyGz3dNvPoEavF5PfEYeVuByM9y275rrrkm4m+CfnhfWHv1KoGofv36cR2OUS9TX723buT9eyNP4loZbx0Ref9a2/bqgshbRkQ+qZy9P/vsszPeDq9CiLxNgZXzBHLkB3mRV9FGF1xwQeSVw5EnWe2YVyZH3tYgYzuZDnAPpkyZEnkiNtp0003j83h/3Ihrpp/pwg8YrSzX7wnlyPvopitm+7yfcbTZZpvF5Y844oiMZfN1wCd8s/N5RXfksw9n1Wz4TJxyyilZlVchISAEhIAQEAJCQAhUBQFvJRB5cjceIyXHlX7iPvIJbiNPVFblFCVXNzzr1q1bN/IT8xmvb+LEiRHjcTD1hGfGcsVwwAtYIk/027XwPOfFFGt0268SjHr16hV/lor9mte4QO0QAkKg2hDo2rWrfXfAPSgqj4DLpaoI3lzQUtl0CBQawUsf/ax7PBBJDmrzvQ0Rmo5MhtjlXF49ETFxwrZPtBVBQrLt1bX245Od2XuvYo0J13R9TJK+XjkceYuCiAEoZSFCefUK4ahOnTq27RNtRF69ke52xfu8J3DkPW+NhE49J4N/P5sfeS/fuHy2G6+++mrk1SDWj9BuIIzDe69mjbxFxBpNel9hqwd+PrnbGsdTd0C4QlDTLuf48ccfU4vk/b1XNtv5uJ/ekqPc9gcOHGhlub8+KUW5ZXVQCAgBISAEhIAQEAL5QsDbM0TeXsDGh96iK/IevZFfkRWtXr06X6comXa8tZmN1xAOZDP29Sv04vHdl19+WdQ4IBrxqwntehhPs80zQPfu3SNv9RaLPng28Arxor5WdV4ICIGaRUAEb37wFsGbHxzVSpYIFCLBi8IykIm18Rpm9l977bXIL/OKvP+u9ccnCYv7xWw4g0j6520WoqD0hKhEUcv+HXbYIXr00Uej6667zt4HohcCNHmNgVCmDgrcb7/9Nsu7F0XMzHvLgcjbJETeIiFikJtL/eSJIGVDvyB5UfGGge/PP/9spK23jYhVyuecc05c3VtixPu9D2+8v6KNAQMGxJiygqC64+9//3vUqFEjOyeqB5Qc3jqjzGnpR7iH3JvylMhlKuqNEBACQkAICAEhIASEQI0i4BPN2bgO4VO2EcQk/fv3z7ZKwZZjHOv9dSNv5RaPqcPzE88lCEJef/31gu2/OiYEhEBhIiCCNz/35X9oxn8pZxXjx493fim3lT3yyCMtYVO6ig899JDzZJQd8su40xWxfatWrbIMo7zxy9GdV7BlLKsDpYGAV4s6r9p0fmmTJSOo7avCg9ZbINR2N8yjKnjPTp482Z1xxhlxn7z6073yyivmkebVAs7bGLj58+e7pk2bxmXwvsXzq0WLFo6kBvw94aNGQjX+Hj1hGpdlwxPtrm/fvua764ngMsdq4g2eZI0bN3ZeGWL+b3y3+EFh2lPTf/y+yEQ8duxY54le50llt/nmm1v5d955x3mribR1U3d6AtmRrI0geZxXSacWyft7+kr/FyxYYG3jk+zVx5aMzyt1LRkcB/74xz+afzHJTBRCQAgIASEgBISAEBAChYUA40gvwLAxHHkpQu6LinpJEuU2bdrY2HfZsmUVFS+K4yTl8yIFS8THcwbj67333tttsskmRdF/dVIICIHCQqBbt25u+vTplqTSk72F1bki6s3vK9tXyJFsYvTo0dkUUxkhUCsI5JIAK98dhNAMpO5vv/1mibW8T67zS/nLnIpj3l7AyFsSnzExQuICEqOF5G5+OZ0dpyIJxgiSIXTp0sXqerWB7SNJG+Tw9ttvb+9r65dX0hq5C5k5adKkOLlcuv6QbI5kDSSUu+KKK+yawCSEVzyHzQpfvS2FJa0jIUbAvsJKVSwAKQ/mfNZuvPFGS/62dOnSuNVtttnGrokEHNx/hRAQAkJACAgBISAEhEDhIYCoAG0UIotsyV2uYt9997WLoX6phF915ni+CM8YpXJdug4hIASEQDEj8Lti7rz6LgSqigAK3poKlLIoZwm2GSCihA/xyy+/OJ9QzIjeo48+2ghNjjEY3G+//UzhCrlLeDuDmNzl/ZAhQ0wJO2vWLLdw4UIrC5l77bXXuv33358ipjZAQVDb5K63LbDZOVTHZHBmgFhRHHPMMY5sxd99952p/mkjRCC0w/vyXr///nv366+/WhGI15oMCGqf3M6IbVTsS5YscT75mlu5cqXzthoid2vyZuhcQkAICAEhIASEgBDIEQHGkUSuKlWfrNjG9wgMUlfV5dgFFRcCQkAICAEhkBGBnBS8LLsYOnRoxsaqcgACa20MlqqzhJvl5/wwG8xS7Y033tiWoOcyO7w24lfVawbzmopDDz3UDR8+3JZnQW6iIE21FoDs9MnWzIahfv36Ru56b14jhFkKlRpBxcuxqVOn2g9leJ+0cGDfvffe61CL1nZAQEOytm7dOqPNC32ExPWewu7tt992DKgDIfvwww+75LIN7wdsbWVzXSifgyuN9zLOpkrey/BQ0KRJk7y3qwaFgBAQAkJACAgBISAEqg8BVtIRPL/lEoxjIXY33HBDI3pzqauyQkAICAEhIASyRSAnghdSQsREttCmL/fjjz+6adOmuRkzZrjly5c73mcKSMDdd9/d/IxYps5y9trwS83Uv1LYn440ra7rwoMVMh/vWUhbAkVtMujPmDFjkrtsG1Jy2223NU8a6vjsxrafiRE+T6eccorzScviehC/ePVCkkKm+kRk7rDDDouP1+bGhx9+aKfP9F2CSpfru+WWWxxKh9R47LHHTMHsk8o5PGzx6L311lvdaaedllq0zHt8wq6++mrbBzbgqRACQkAICAEhIASEgBAQAtkg4BPnmtUXuTHw4M3WWmvevHnW/F577ZXNaVRGCAgBISAEhEClEKh4bXSlmlWlVAS++uorI9lQUJ533nnu2WefLZfcpT4+oyzl9llaHQQvxCDqRUX+EKhbt27+GiunJYhY7ifJtnbZZZe4pM8yG2+HDYhLEqW1a9cu7LJX7BtOPPFEmxgIB5588kmbAGC5fwhU3y1btrSBJ+Qu9gajRo0Kh2v9NZC2LFdLDdS6zZo1s/6icCYhBX69qHRRNhP4Dvfu3btM1R49epg6OunNmyxw//33m8VDODfexNlYQyTb0LYQEAJCQAgIASEgBITA2ovARhtt5FiRx1iUVXnZBOKNYcOGWVHsuhRCQAgIASEgBKoLgZwUvNXViVJvF0XiIYcc4pJkHkpcso1ut912bsstt7TlOhBeEFR4saK8xJvz448/jlWMKH7xbB05cuQaBFepY1hd1wdpXt1x6qmnWiKxAw44wBKgrVixIj5l8IMlUVhQtv7www+OhFsk5Jo7d65ZdrAPQvKLL75ws2fPjuuzQUbfZPD5eeqpp6we5OiFF15YUMpvsg8T77//frLbjkmQtm3b2ucekhdVLkqJENg1TJ482fahmkC9GywqGGiTaG7ixInuhBNOsMkQktiBNdYUzz33XGjGlBf9+vWL32tDCAgBISAEhIAQEAJCQAhkg8BVV13l5syZY+ID7MZSBRmpbVxyySUOxS/PfEGskFpG74WAEBACQkAI5AOBaiV4v/76ayNYIFmwIkC5SkDsoGRdG/xlf/rpJ9e+ffuY3IW4gnA76KCDjNit6CaiYnzhhRdsGT6JtXjfp08f827FskFRNQRIRFadgY8uRCXBgJBEYeky6KKwHTx4sHvxxRctkRgWAoH8DX8nkLwh8I/FBwxf2jAxwKQAHl/Lli2z/e+9957ZNIQ6hfIakr6xXI2/jw022MC6xvcDkxqtWrVyHAvXHfqNCpcgAd0ZZ5xhyuUkuQ1mXHOwYQj1eF1vvfXipBb48NaUcjvZB20LASEgBISAEBACQkAIFDcCJExmpd2VV17pjjrqKMtP06tXL0twnLwynoMvuugis1dDdDB9+vQ1xrbJ8toWAkJACAgBIVBVBP7He3tGVW0ktf7MmTNNgYj6NMTmm29uS8Z5f84555iqrmfPnu6KK65Y4x9iqFMKr5CywRuUZeF471Z2afgjjzziOnbsaCQv3rxLly6tdFu1he2ee+5pthNcx3333Vdb3YjPS5K1QDDGO/O4AQmLSviII45w3bp1M2IRUjMZ++yzj1l2oFZ94403kofSbqOA7du3r0MZnC6L71ZbbeVWrVplZGmh+sxC4i5evNjsF/DbRd0OTtwLJoRQtyfj3XffNT9qFO5gtOuuu5q6mUkOElagWuYY9VFIBGUvy+I+++wz949//MP2jRgxwiZIkm1rWwgIASEgBISAEBACQiA7BBhbVfZZJrszFH4pHp9ZDRasFxibY6dXr149E2ggtmAVXhAy8PwHGawQAkJACAiB9AjAlTARdvvtt5dJqJ6+tPZmRACCN1/xwQcfRN5rFMJ4jR9P8Man8cme4uNe3Rp5ki0+VmobXmlo1+rJq8grMqt8eaNHj46x82rFKrdX0w34WW/rvyd4a/rUGc/nk9nFmKb77OZrn0/EEHlVaplz/fGPf4y8NUN0zz33xPu9EjXq1KlT/D7T+TfeeONowoQJa1yXV4lbXa/8XuNYoezw5G7kbUoi/4AQzZo1K/IqCOuzn/RZo4s+U3HUoEEDO87fUzL22GMP23/TTTdFfpmcbafDq0WLFhHnrI7wqvrI20vk5e+7OvqnNoWAEBACQkAICAEhUBUEvE1W5PNARH4FZuQn0SO/eizyq+Air1yN/CR9VZou6rpefBN5gUba8SfjXG+tF/n8EkV9jeq8EBACQqAmEOjatat9l3qCtyZOV7LnyJtFA+o5EkixxJzAhJ5ET+xfsGCB7Qu/ksujSRqGkhelaylGSH6FgpPlOVWNzp07uwsuuMCaQdXITLGi8gh8++239hmtfAsV18SmAXsFlmolA5Upnw/UpfztECgiHnroIfNsTpZNt40lA8nFsDZgxgsLCBS7QSFcncrkdP3JZR/fDddcc427/PLL7dq33357q44Hbwi+Ozz56y6++GLnSV7nydw1ksVRHpUEFjALFy40+5f58+e7Tz75xPlvbcMDOxQUv/kMPjd+ssX8kN98802HmgVf7Z133tlU9iSBq1OnTj5PqbaEgBAQAkJACAgBIVCjCJAf4aSTTnKPP/54fF7GqiStZcUVP1hfsTqThLjrrLNOXG5t2MB/lx9WVZL4mPEqGJAwmWRshbqSbm24N7pGISAEhMBaiUC+qOv+/fvHs5fekiBavXq1NT1p0iTbn1TwcuD555+P/DJsO8ZMsCcr89WVgmrHE912jePGjctLv37++efIE8XWpk8elZc2a7KRQlPwLlq0yLD0f/w1/uotFgx6P/iLz+29uiJUvcn++OQMa+xLHg/bKJGHDBlinw+2PelZk7e2UufyCQNNCRKuAaUu6mXvVRyhZA77Uef6xGprnMM/TFgZ70u9xrHq2nHnnXeWuR9g7a044r9L+uzJ9Wj8+PHV1QW1KwSEgBAQAkJACAiBakXAW+1FXpRj4yxWoXk7gsgTupGfgI+8NVbkRT2m4PWEppVp06ZN5Infau2TGhcCQuD/s3cm8DLV/////OrbJu0ordJClCJLWuxEUVJEC4oo2pC0I5QkFRJtJBKSpewtlooiJEtZSkpo1f79qr7zP8/3//eZ39y5M/fO3Dt37uL1fjzmzsw5n/M5n/O8d+6c8zrvz+stAiJQNAkogzc1v9e9AjEi10Gm3eDBg60f7lZSyZ7iT1lF9erVLbPXe2UGQnBWzQvtOp9hu2TJkpQcw/vvv28evHSGyb8idwQCi4PcdZCLrQOh0Lxmv/76a+sFL14KsJHtSzYonxFi0KBBtszeZPGDzyF+YBTio5AZ3rQFPSg4SNYDXsXE+vXrLSuWrP+ffvrJfHfHjBlj/yvw8Y4OisoRsbyIo9um4n1gBeHatGljvw8yNsgaDm66ODJc8AHGV5gse7KoO3fu7PAXVoiACIiACIiACIhAYSLAuSSesRS/Dez37PwsSDhwzErj2o0Cv1WrVnVDhw51QdKOFc/mnMjPMixMx6qxioAIiIAIiEBRIZASgTfwFjJxAyhBRl7CxvsVKlQIG85jN1AU4+yzz7bDmjhxok3dyc0xImZRjZVAQD/xxBNz0522DQisXLky3zggCO7YscP2X7ZsWUcRPSxLCKwLgqxUex39g999doImnydOtAtDUFyOAoQEheOCzHSHzcKWLVvc6tWrXbt27eL+T/EWKKm2YIjFbfHixQ7rBcR3hF5+X0FmsQsyeK05Uxaxngj8lM0gnuW9e/d2r7/+eqzutEwEREAEREAEREAECiQBEiC4AR/47Jp1WJDBG3ecZ511lp2/BnUmXDB7ybaL21grREAEREAEREAE8oxASgReTgAIfHeDKdZJDTYoPmbtgwJtSW1XWBqTUYn3LmIed8I58QmKrSU9fBjjN+pZ33jjjUn3oQ0yE8D/Nh2B+JdV3H///ZapGyTmu2LFirl+/frZw2/D9j4rPrBAcRUrVvSrYj6TFYz3LFmkZGEU9AiKUNgQ582bZ15mgUWD87688ca+du1aF1hsmNcZMwfyMvi9IO7+888/7t5773Vdu3bNcnf41ZF5TZClTHa1QgREQAREQAREQAQKAwF8dYlHH33UBdZh2Q6ZOgmcG3G+NGLEiGzbq4EIiIAIiIAIiEDqCaSkyBpG+wSm8tkJWdGHQHEkoiAXhIoeczLvsWh46KGHrFAUU+8RZikaVbt2bccdb7JwjzzySHfAAQc47nwjBCEGU0CLaVGbNm1yixYtcmvWrAnvFqEXAVCRewLRxSDIzuTkNNVBES6CDE8ysREnI2PBggU2/Y1lVapUcVOnTnUU7/LB9hT2IrwdCq+ZKsffyrfffstb+wz6GwgcGxkY7I8M8nQHY8aahKl7ZCpzA4hMkMaNG2fKQA5821y1atWsSCNZ6tldHPAZQehmHxT2SOTiIzfHv3z5crdixQp39NFHm8CbSF+33nqr3dDBdoPiJHktQicyJrURAREQAREQAREQgawIBN67dk6KNVbTpk2zapphXfv27W0m55w5czIs1xsREAEREAEREIH0EEiJwMtdWyIorGaiZGDIn/DoP/roI2vLNO2iGnfccYfjJIk72/h1Imq/8cYb9kj2mBHHxo8fn7SQnux+9pT2VLmNzB7PC3E3kqW3FIhcxuuXX3457EN71FFHWcXi6Dax3nMDIDIix3/xxRdbhuukSZPshkKXLl0im+bpa3xzH3jgAft/EL0jMtoRZ/Gn9d67COtPP/20u+CCC+yZbbB74cYHx8T/CWwbtm7d6si6xi6BCxBukGCDkNcxd+5c28UVV1xhN2IS2R8edfj19unTx7G9BN5EqKmNCIiACIiACIhAfhL44osvbPdnnHGG+e0mOhZml3GOxywyZo/xWiECIiACIiACIpA+AlnPG09wHIiziBlE3759E9zKOe7wkrlIFGWBl+PDWxRBCm9VBLxkgkIG2Dvg5Tl79uzwVP1k+lDb2ATS4d0ae8//f6n/3HAivG3bNls4Y8aMsKd15Lb49MbKkCfzm+DvJNKOgUJfL7zwgq1DZPzjjz/sdV7+ILMWP13+3slAJ2P3lltuMbsCbCgaNmxogi1WJWQqkxXrA79qhG5EXcTeU0891fx36YPsXj47I0eONH9bPks+KDyY14GwTCT7f4qLIyJyvLZAP0RABERABERABESgABLgXI7w55eJDpGb9cwe48a8n02W6LZqJwIiIAIiIAIikHsCKcng5QSgRYsWbvLkye7555935cqVs2JgscQoP2S8MxGBCDxHk5kC5PsobM8lS5Z0AwYMsAcFpJYuXeo2btxoU+yxbyCzl7vdxYsXdwcffLDD3oFCdGRIsyy/AmENP9HI7NCcjsVbFXz//fc57SKl28E5PyMW03gnxT7TmL+FSO9gfyJONisFD31g93HZZZeFrQ/IIuV9XkaHDh3MDgLLBGwWyGDlhD8y+Jvv1KmT3dwhq/XDDz8MFwxs3ry5Zediu7Bs2TI3duzYyE3Dr7GmwBqGLBP+d9x33315alvihfNks1F8ATZ58IZ/dXohAiIgAiIgAiJQgAlgR0Vs3rw5qVHu3LnTkVzAuXVRtd5LCogai4AIiIAIiECaCaRE4GXMZNy9++67bvv27e7OO+80sZesU7w3CYQsCoStXLnSslARg33gUUt24p4UWAPwKAyBOEVxqaIYWGakK8jWjeboBW/GgBAaS/C96KKL3OWXX27eu+vXrw+Lu3Xr1jULBj/+Jk2aZBB4jznmGFvFzRfEUryc81LgfeWVVywDlxN7/hfEy3YlIxe7BcaCVQmi8Ntvv+0Pw5HJ6wVeFvK/4bDDDrPMd9Zhk0BmLH+XQ4cOdb169XL9+/e3NhQ0y4s49thjrdsNGzYk1b1v77dPamM1FgEREAEREAEREIE0E8BqAWs5bshTD4Jkk0Ri2rRp1qxWrVqJNFcbERABERABERCBFBNIiUUDY+JE4MUXXwxnmiIokVU3fPhwGzIFoipXrmzem5HiLuIVxYgU/0cAERBhaNasWVakyovk/9civa/I3mVMqXhQWI4oUaJEeg8izt68RUKc1SldDD+y1eNFLHGXtqtXr3Zt27a1z1jktmTrYmfgI3p7BGCCTHDCW0DYmzz4gecu8cQTT8QVd/1uyWwdN26c/R2Qzb/gf61aWM/fO7YOBDMCyCChyBliMBYw3vaAPhB08RhGHL/rrrusKKFtmOIfnuVrr71mhd0S7X7KlCnWtE6dOoluonYiIAIiIAIiIAIikG8EODfGbotgFl8iwcyyhx9+2Jpec801iWyiNiIgAiIgAiIgAikmkDKBl3Hhr0nF+GuvvTbTtOzoceNDiyCMaBM9hTu6bVF5T5YiYnbHjh1jHtInn3zi6tevb9OasLmgSNa5557rSpcu7WrUqOGeffbZpMSlmDvJ4ULsNlLxKGi/6+OPPz6HRJLbzE/tz4kPLsUq+BsgK5Y47bTTHNkVZMtHZiD7QmC0wcYBuwMCKwMCj968io8//tgyPcgabteuXUK7wcbBF36LvOkzePBgm+JH1jLF2LILMoFvuOEG8x9mNkBeBNkoZNzz/837Gme3H8RgbFiwZuFGlkIEREAEREAEREAECgMBknQOOuggN3369Gzrq/j6C9QbYKZVq1atCsMhaowiIAIiIAIiUOQIpFTghQ6+TfhmUjzpqaeecrfffrsJldWrV3dXXnmlo9DSSy+9ZEIJWYkFTfDLi98wJz54jiLeDhs2zLIRo/cDF4pOIQJ7QS6yDT6l9FG7dm2rThu5Tq9zTgAP2HSE93DlxkZOhFY8i322MYLv2rVrw8P24jH2DT7IpEAUrlevnn3eWI5AmVdBhi3RoEGDmIXg4u3X8/fb085nvWL1kmj07NnTmnIhQqZ0qoNs4YEDB1q3ZBe/9dZbWe7igw8+CHuMk3UsL7oscWmlCIiACIiACIhAASLA+er48ePtnI5Cvdhjbdq0KdMIFy5caMkoM2fOtJlmflZVpoZaIAIiIAIiIAIikOcEkvLgRUSZM2eOq1mzpnvmmWeyHBxT8f10/Cwb7gErr776akc2n49ffvnFv7Tn5557zjxE/ULsC2BHIamffvrJMiPxL8avlSxOMnvff/99iUYeWC6ey5cvn4utk980lt0GNzki7RXIlI705vV78cIlxfgiI7ot/ZEdu2vXrgwevXjf5lV8++231rUvzJHofnx7vz2fDQoQkjVSrVq1RLuxzwrZ2Fu3brUHBedSHdyg4vOH7Uzjxo1dt27dzCKCiyAfP/zwg93EeeSRRxw3dq666irzE/br9SwCIiACIiACIlA4CFAwjHMSzk1KlSplN8r9zfbCcQS5G2WzZs3s+gXLBW6+86hUqZKdc1EQmJmHZO0S2IHNmDFjj6upkjvC2loEREAEREAEUksgqQzezz//3K1ZsyY8VdwPBVHDC7q8VvwfATL9vLiLmEX2MidEPrgbTpYzwUkjU6I4WaIIFYXrKFz10Ucf2eP888+3dniy9u7d217rR+4IMIU+v4Ps0MhAsOVvAaE3q/AXGV74pS0n3giL3Bj4+eefHYUOfVC4bMmSJf5tSp8PPfRQ6w9ROZnw7f323333nW3OhVSy2f1eaPV9JDOORNtS1I3PKMwfffRRhyUFnsBk5/M/8Mgjj7SpjPwOsGNhNoNCBERABERABESg8BCgNgDWSocffrjVFMAujaQLzjNuvPFGu5FceI4mdyPlPJKaD1hhUUSXaxCua7DY43qF86B+/frZ8kSLseVuRNpaBERABERABEQgHoGMylK8Vv+7fOfOnfYK8YiMQy/AUM0eD07CT0W3N/rhRowYYRQoroXYG50xivcoGQIENg3xhFvEI0RfsqfJ5qX41IMPPphl0S7rVD+yJFAQBN5IgdYPls9W5PL999/fPnOR9h2R69kOn+bI4+FvhGwKhGKsE+bNm+fwq+UmTaqL3OEZTbz33nv2nOgP395vz8UUkZMbRX4b30eiY0imHb8XLmTwB+Z59uzZxtP3gf0G2b333nuvfVb9cj2LgAiIgAiIgAjkjgDXGFiWMVuHc6Bjjz3Wzn0iC87mZg+cY2GH5m/OciMd0ZJZURSqZb+jRo2yGiLY0CVSJyA34yko2yLiMnOTGUwrV640Fvvuu6874YQTTAD314MFZbwahwiIgAiIgAjsqQSyThGMouKz7JhmjsekInsC3PUmKKwWLe6ynOxcAsGNzMCsApGPDEKCzEfuoityRyAvsz0THVm0xQLbcdOEjG+8qxENyQjlwoOLDf4OooNl2Hbgvfv666+b92737t2tGSfks2bNcnXr1nXcpOnfv3/05rl+f8EFF7jDDjvM/iZ9MbjsOuW4R44cac18pjF94B3M33dkpnt2feFLvHnzZisul47CedxwYaoiojI3t7h5w0UPXslktXAjRiECIiACIiACIpB7Any3YotE0VJms2F/REFnzms4f+7QoYP76quvcrUjBONLLrnExF0K1T788MMO+yhqHnB+RbYqtQ6wK+CcjH36c/Jc7bgQbYyoSzJBixYtXNOmTW0Gk8TdQvQL1FBFQAREQASKPIGkMngRNTDRJxo1amQPpiT/+eefYVD33HNPjrJKmQpVFCvNe2+qypUrhxlFvvjiiy/sLVVn/ZT7yPXRrxH8KKpFFgN9n3POOdFN9D4JAkw3S0fUqVPHvNvGjBmT8O6++eYbxyMyuACJztxlPRcbFPLi2QcXPWSacCJOUODv9NNPdy+88IIbNGiQ40Q9VcHfJIIyWehkv5BJHM2WzP+5c+eaEEvWOpnoZBPjl0vxDh/Nmzc3e5Inn3zS4U+dSPiLLP6HpPK4sts3WUPYYihEQAREQAREQARST4CZPpzHeK9+vnMrVqxo58yfffaZFS7mvIYZcRQFwzc2J0FBVGY6YcPw5ptv2j6i+yFRA6s1zumwLOC8B8GTh0IEREAEREAEREAE8p1AYLWQcAR3x0PBNJ1QMOiUPwJrgoTHUZgannnmmcYqOAmMOexADLP1F154Ycz10QuDTMUw+7fffjt6dYF/HwjdNv5AxCsQY128eHGYZ178XQfT+nLdf5AdkW0fQZavtQmsQELBhUYoKPIVCjx4MzH2/BcsWJBpXW4XBKJtKLjwsnEENyxCQWES6zIQqUNBpkso8BqOeRxBpnIoqLoc3n2QiRsKRNpQYC0RCiwmwsvjvVi0aFEoEJhDcAqyaOM103IREAEREAEREIFCRCCY5RYKbqTauUPgdR8KZvZkGn1QHyQU2CZZmyBRIhRYJ2Vqk90CzlPYD+cRwSyk7Jrb+l69etk+a9WqlVB7NRIBERABERABEYhPIJghY9+rwY3U+I20JlsCSVk04HW1fPlyx3RsRWIEqlatag2nTp0ac4PgxNCWr1ixImZmZvRGTP8mmBJVpUqV6NV6nySBvGZIobPcRvApjtuF951jmiKZ9GTGkj175513ZsqgpRMKghE+s9zepOgHPtN4/p5yyilmPUKmC9m4p512mnlGcxysw4aB4G8Yv1yylFu1amWZv1hTlC1b1vxtsXBo2bJleNtYwwyEYcv8J6O9Z8+eVugsVjstEwEREAEREAERKDwEsKVidg/nNtddd51l1zILKTqYBfTqq6+a9z0znLBv+PHHH6ObZfl+4sSJth/qFJx33nlZtvUrsVXDui64yewoQq0QAREQAREQAREQgfwmkJRFA4Nl6hInM/jw4ufJlHB8KC+++GI7FiwcclLkCPG4KAaWChS7worh0UcfNREq8jiDjAQr3oAX7MCBA+0ENXJ95GuKOzz++OO2iGq+FH1Q5I4A0/EKc2CNwMUPFZ/x6s0uaE/kVTFECm7gz33rrbe6cePGuenTp4eHxIXXxo0b7T3iLwUIucHB1Mrbb7/dPfvss2Y/QuESBGr+x/D3jn81PsKtW7e2KZMUjcPbGnHXe4G3b9/e/PLCO9MLERABERABERCBQkuAol6cOwcz4cxuiu/+rIL6AiShYAUVzGKyR1btI9fho09wsznRwKe3SZMmbsKECS6YUWc3pxPdVu1EQAREQAREQAREIC8IJC3w+kEg9PIgEHp9kBHpl/tle/Jzu3btzEd02bJlJlqROYnP1xFHHGFYYEVWLp7GLCcj87bbbsvkx4uQRSEqzzqYGrYnY03ZsS9cuDBlfeWmI/zkKOQRHfgye8/dwOLAiq9Ftvnll1/M8/qPP/5w3CQoVapU5OpMr73ASkXkvAoydKlA7T12+RunYByevGTwUpiDG0LecxofOzKL69WrZ6Iv67loGjJkiKtWrZp9buiLR3RwvP369bPs3+h1ei8CIiACIiACIlA4Cbz88ss28AceeMBu/iZyFA8++KAJvIiuiLyJxrZt26zpqaeemugm1q5cuXL2TKFXhQiIgAiIgAiIgAjkN4EcC7yRAydzEFGG2H///SNX7fGvYTNlyhSzU6AKMNmJZDZSBAJBi8J1xx9/vBs9erRV5u3Ro4cja4EpYkw7I1NxyZIlGaZ/IRpTvVeRewL+pD73PeW8B4TOdevWhTugSNju3bvtvRd3eYN9AbYGVJH2xUZYzjRGwgum9ibGDzJiqQRN/+eee26MFqlbxE0LCqghJG/YsCHbwosUCxwwYIAVLOFiDoGXaNOmjWPK5Jw5c9z8+fMdWexYNxx33HGO7HeKqlFcTiECIiACIiACIlA0CDDL6MMPPzRh158PJHJkzJrjpnJQM8SsqJhVlEj47GDOL5IJf46W3flXMn2qrQiIgAiIgAiIgAjklEBKBF48qF5//fWcjqHIb4cYheB17bXX2hR1fFkReXnECqoC84gVTGlnarsiNQQQO/MqgsJ5ZinAlEFsTeKFv0Dw6724699jq0AbLjzwmUXQDIoS+tW2Dv9bnxUeXhH14p577jGRmCmIZNPmJLZv325TJbFi2bRpk/vtt9/sYqpmzZpmoYAYiwhNNWsC6wXGlkh07drVkX0Dry1btrgyZcrYZtw0wsuXh0IEREAEREAERKBoE2C2Guc8zP7xtQYSPWLOHbihzflKogIviRZBQTe7MR0UiU10V+GZV2yvEAEREAEREAEREIH8JpC1oVV+j64I7b9GjRouqP7rHnvsMfMTS/bQKFT19NNPuwULFiQsmCW7jz2xfXaWBrlhQuY1WbedOnVKuhusTvChJSL9cimg5i8kIr2us7sg4e+OLHHEUnzqchL0gfczViKIsLt27bLjY2oigm5QxdqRPYMNBOsJRO5EA7G9Tp061txvn+i2aicCIiACIiACIlA0CPgbw9hPJRt+m2SEYWzSCG8Lkcg+qT+C3y83tRs2bJjIJmojAiIgAiIgAiIgAnlKIKkMXgSibt262YAqVKhg0715w3TxZH2roo/qrrvucjyKcmDX0L17d3swbd1nC1B9Fy9VsiHJ3iRD86CDDnIUnsObFHGYIhOK1BOIFE9T3Tu/06FDh9rJf1Z9I87yt+CtGfDaXbFihcPbjQuHUChkmSz0QcGRX3/91brDZoHMcAI7hJdeeskKhEQWW8PiA8sDn1H73HPPmQ+ubZTEjxtvvNEyd9mkZcuWDt9c/HEpMoJtAuMYPHiwCbv8vfqs5GS9fn177zWdxBDVVAREQAREQAREoAgQ4AY2hYR//PHHpKwWfv/9d7OFwnKBTN5Eg5lNXINQeJcZidioZRe0Z3/UFCDTWCECIiACIiACIiAC+U0gKYEX8RF7AQLxygcClF/ulyX77H1Ek92usLZHEM+tKF5Yj70gjRuftrwOPh9ZhbdL4POFqIs9B35uFAkhEPwRolnPzRR86Qj/zOuffvrJtW3b1mFzcPrpp1uWNwX9sFEgyIbhBk0yFaJtw+AHIvWoUaNsHK+88krYb9uvL1u2rLv11lvNFxobkqlTp4b9gMnyjcw09tvEe6Y9wYWdQgREQAREQAREYM8kgMc+50EvvPCCzRxKhAIZuP/+97/dBRdckNR5BOcpffr0sSSWa665xs2YMcPVrl077i6xk+KGObOiBg0aFLedVoiACIiACIiACIhAOgkkZdFAVil3xHn4TDsGixjll+f0GR9fhQikm8B3332X7l2G9+eLcqxcuTK87JJLLrEiaj4DlhVHHnlkuOgaN0ImTZpk7X2hNaYhkr1btWpVy+7FGuKtt94ycRdfXrJvyRjPibhLYcD777/f9odntC+maAuifiBET5w40QoE+vFT1C2Z8O3Lly+fzGZqKwIiIAIiIAIiUIQI3HLLLXY02ENFFqKNd4jffPNN+HyFm87JBjUDEHdJYGnQoIFj/5H7xXLrzTfftALJ1EEgS5gb58xoVIiACIiACIiACIhAQSDwP0F2YdbphQVhlBpDkSGAtyyCJgWzyPTM7zjnnHPcBx98kCfD4IYI0/fiVWVmCiACM766PtgG7138lrlYySq8fcP555/vFi9ebE2xNsDyAw86KkkjlHohOau+4q0bMmSI69Gjh01B9HYQ8dr65atXrw5bisAXwTmRmDNnjqNaNlMd8fXl+BQiIAIiIAIiIAJ7JoHrrrvOjRkzxlGsGOuEeHZl2FdxTrV27VoTZ+fPn58jYJyvcVP7kUceCVtNMaOIB+dXfrZhiRIl3NixY+2cJUc70kYiIAIiIAIiIAIZCDATmIQyEte44arIGYGkMnhztgttJQIFlwAesnkVeOXGE3fZJ4Ip4ixT/HywDRcXWYm7CJ8Iwf7eDBdAPsj2rVmzpqtfv76rWLFirsRd+pw1a5Z1HbkPv694z5UqVXJnnXWWrUa8HjZsWLym4eX47GEvQfTs2VPibpiMXoiACIiACIjAnkmAm921atVy2Gnh+895wnvvvWe2cJwvUb+gV69eVq8CcReLKmYS5TTIyh0wYIAVRe7YsaPNoMKCjloDiLv0jz3D5s2bJe7mFLK2EwEREAEREAERyDMCSXnw5tko1LEI5BMBPG+xM8iPQKClMFnJkiXNMy7RMbCdL7R2/PHHu6uvvjrRTZNuR1YMUbly5aS25UJs1apVtg2FGbkwosAgF0/RwYVSixYtLPO4evXqrkuXLtFN9F4EREAEREAERGAPI8ANcLJxOX8YOXKkGzFihD1iYWjTpo3VC+AGeG7jtNNOc88++6x1g8DLo1SpUhluyOd2H9peBERABERABERABFJNILPakuo9qD8RKMAEEBTzMvCkJrKyG8ipDzBiKRcg++23n+0jL378+eef1i0+v8mEz0rGioMsZrJyEYmfeOIJy75B/J0+fbq74YYbzL8OWwd87KZNm+b23XffZHaltiIgAiIgAiIgAkWUAOcEw4cPt6xaLKPOOOMMs0xAyEWIJauXorMUWEuFuBuNEXsGbqb785ro9XovAiIgAiIgAiIgAgWFQFIZvFSz9QWXUn0AFETISVGEVI9D/e1ZBKi0nJexZcsWs0nwRcdyui8EVipDe1uGf/3rX+6ZZ55xjRo1ymmXCW1XunRpt337dkcmL68TDZ/5S3Zxhw4d7LONiEs2b3QgVGMBgfh78MEHR6/WexEQAREQAREQgTQR4Fxj9uzZbu7cue7LL780L1oKK9erV89RCBbBMz8CMZdZTwoREAEREAEREAEREIHYBJISeKksy3TqvIiffvopL7pVnyKQJYGyZctmuT4VK2OJuz6j1wu22e3HZ9L6dq1btzZR1L/Pq2cE8BUrVli27bnnnpvQbrCPePvtty1r+bzzzjNhGCGajF18h/kfQvE5BGP8glu1auWwylCIgAiIgAiIgAjkH4FXXnnFZtxQ6DQ6KHZ22GGHWaLH7bffnuXMpOht9V4EREAEREAEREAERCDvCSQl8JI1mFdFqTQtO+9/2dpDZgJ//PFH5oVpWNK+fXs3evRo2xPeckOGDDF/WrJZ//777/AIjjjiCJtySIERhGKqS1JZkiIj6YirrrrKPfnkk+Z5R4Y9WTzZxUMPPeTgSqE3n/XL57tly5b2yG57rRcBERABERABEUgvgTvvvNM9+uijtlMKpTIDh6Jie++9t9u4caObPHmyW7Bggfnhcg7CrL599tknvYPU3kRABERABERABERABOIS+J8ggzAUd61WiECKCVSpUsWtXLnS4c06derUFPeefHd4vl522WXJb5jkFvjkUmiM4PXixYtdsv6/tWvXdu+8844rUaKE+/HHH92OHTuswnOSQ0m6+RVXXOGmTJliFaznzZvnDj300Ex97N6927x2Z8yY4Sh0QixZsiTpY8zUcT4sIAOZG1k+yzofhqBdioAIiIAIiEDaCGCRhIUS5yfDhg1zHTt2jPkdOGvWLHfNNdc4Zt3ddNNNcQuepW3g2pEIiIAIiIAIiECRIEAi27hx4yyZjXMNRc4IqMhazrhpqyJCYPny5Wk5Ei/usjNeY00QL8jiLV++fKbiaQsXLrTsmuOOO842ReBNR+D1e9JJJ7lly5aZyDtz5kzzAkakbteunWXpclGIT/CVV15pQi/LkxWw03EssfaB9cwjjzxi46WICj7APFMU7sEHH3Q//PBDrM20TAREQAREQAQKPQFmCN19990m6JKVS/HTeDc4L7roIjd//nz7vn/66afTNpuo0EPWAYiACIiACIiACIhAGghI4E0DZO2i4BLYuXNn2gbnL5iOPvpos1uIt+P//ve/7tNPPzUhuGLFijZF0rft1auX42KMSNfUyMMPP9ymZZ599tlu06ZNrmnTpq5YsWKuVq1abuzYsZZJ7Mfnn7GfwHf3u+++84uyfcaXl+Mmwztd4jW+wIjXd911lwnYiO9U4f7rr7/cqlWrXO/evW09thgKERABERABEShqBB5//HEr4oolUyIzmjgXQBAmsGRSiIAIiIAIiIAIiIAIFAwCaRN48eQkA5BHfvmeFgzkGkVBIoCQl67wbijffPNNtrs86qij3Ouvv+7WrFljhclKliwZ3gZ7BoIMU8RWPPHyOo499lj3/vvvW6YrwjJVtiMDf26qa1N5Gw8/bCTI8iGLd/v27ZFNM71GZMWvF+sHqmRj44F378knn2wC688//5xpm1QseO655+xi9vvvv3d16tQxzvxvIqOXonbYUZCtxP7btm0b9iZMxb7VhwiIgAiIgAgUBAJYVRH47CcaXbp0MW/et956y4qmJrqd2omACIiACIiACIiACOQdgRwLvF9++aUbOnSoFVnIangIujVq1LCsOMQeHmTIkZmIgKUQgfwkkEyGaSrG6bN4I/uqVq2avaU6tQ8yWMmmQSw944wzMmXCUrSMYmzYJdStW9ceiMF5GewTkRdRvGzZsm7UqFHmk8MFHiIpQm3jxo3dHXfc4dauXWuf+y1btrjLL7/cbBuix7Zr1y7XpEkT82N+++23bUoo1hQI12QNb9682SwSTjnlFPMejt4+N++XLl1q/oGI7jDG2/jiiy+2aaf0i+VEw4YNje+zzz5rBfDInp4zZ05udqttRUAEREAERKDAEOBm7RdffGG2RP5cJJHBUQC2QoUKNtOI72qFCIir2X1oAABAAElEQVSACIiACIiACIhA/hNIWuBFELnvvvtcmTJl3G233eYoqhQvKNqA1+iHH36YQeBhCvq6dess469169YmGMXrQ8tFIC8J+KzavNyH7xtvXfZ34IEH+kX2zE0QgkJmWAUQZMRS7Iuq1jxfeuml7vjjj7d1/IjugyxehGAEUuwR+IzlJLAlwNycmzcvv/yyCbW+HzJaEXERohFkO3XqZFW269Wr5w455BDfzJ5LlSpl4ihjptgafUbGb7/95igah2BKdvJTTz1lIvH69evdihUrTNBetGiRtUGEx+5h7ty5kV3k6vXtt99uAnnPnj1NkM6qM4rNMA2V3x1FaP7555+smmudCIiACIiACBQKAhRLI/hej3UDOquD4EYs4fvIqq3WiYAIiIAIiIAIiIAI5D2BpAVeiigNGDAgPLLPPvss/DryxerVq02cihRD8O1C0D3zzDPDTSdOnOj69u0bfq8XIpBOAoiu6QpE17333tsupPw+EXIJCpQVL17cPfzww5a5S3aujwYNGphVAVmyPrigYltEUjJPyTgl+Dxef/31ZnmQaHEwPqPYFZx44omWPUsFS27eXH311eb/i2iM2DtixAjbB957J5xwgr3O6gcZPv5/BcVYIqNz586O/xFYMiDoMt2T4mY++L1ccMEFllnbvXt3E2P535Gd3YPfPqtn9vfBBx+4I4880vXp0yerpuF1PXr0MMsIPILJ9lWIgAiIgAiIQGEngJ0Swi7nF5HnHYkcl/fKj7SQSmQ7tREBERABERABERABEcgbAkmpW2TvTZ48OTwSfCvJ5o0VVOH1/qYIRhSGWr58uVk6kCXItG6fkThw4EDL8o3Vj5aJQF4SwFs2nYGY+vXXX4d3yQUV2a94vpLt3q5dOxNsww2CF++9955j6mSkdzXZNt9++60jc/eNN95wZLtykYaAjHDJciwGIreJ7NO/9jYJfF6xU4AH1hB48SGo4gWMaIzYy34IPs+JBvYMFGRDUPVZPvwfQDBmOX1m9TvgmB577DHXrFkzx1hTcTPI2yxcccUVNoZEjgUxHS6E3z6R7dRGBERABERABAoqATz1sUzjfJ3ziESDc3rODbgxTaFShQiIgAiIgAiIgAiIQP4TSErgRWjxwRRtMtlatGjhF4Wf8QLFloEgQw8Py2gRh2nd2DuQuYjoxfR0hQikm0DVqlXTvctM+6OoF4ItFgBjx441MTWyEeJvtJUEF2SRtgh4W7dp08Y+S9ddd50rV66cW7lypSPzNF7s3r3birRRDA0hl5s3XLSNHz/ePfnkk3YzZtu2be7FF1+0Amh8TvHhxX4h0eDzjYcu49+6datthoUEcfPNN5uXr73J5sfgwYOtBcIw485N4B9OVKpUKalufHuEcIUIiIAIiIAIFAUC3IglBg0alPDh4F1PcPPVzyBKeGM1FAEREAEREAEREAERyBMCCQu8ZBqSeUdwMkhhp3gRmeFGJmC8kz+sGi655BLrBp9OhQikm0BBEHgRP8lujeWbi0BKlC5dOgMasn2jA/sUAk/fqVOnOjJzuLmyadOm6Kb2/sEHH7TsYOwW2IaM1ujAKqFt27Zhr23EVby1kwlEYcILs2TvE3689iabH6eeeqrZR+BH7G8eZbNJ3NV+HH5ccRtGrfDt/fZRq/VWBERABERABAodASyZuMmMz/3jjz+e7fgpkIxvPjOG4s3iy7YTNRABERABERABERABEUg5gf9vAJpNt6+99ppNqSaTkECMat++vb2O9WPx4sXhxYg5VKyPF59//rmtQmDyfeIF2rt373ibaLkIpIwAFaQLQnChRIasL3LiM3bxscXSgUxagvWsiyWO4pVLkIVL5jy2CmPGjHH4XN977722zv/Ab48LOfpjfXSGvW/nn8855xyH2IsI3b9/f3fjjTcmZG9Ae/8ZP+aYY6w7xkeQZZxM+Kxkv30y20a2Pfroo+1tPOE7sm3ka9/eH0fkOr0WAREQAREQgcJIAHGXm8EtW7Z0eN5/88035k8fXcyVRI/hw4dbfQ2+26kZUKFChcJ4yBqzCIiACIiACIiACBRJAgkJvEz1jrRQwJ4h0Xj11VcTaorQxlRwgqxKCbwJYVOjXBJIt8BLMZLvvvsu06gRdwkv7PoGkX69fj22KBQsjA6fAewLxzVv3twE3sgbLn4b7FHw523SpImrUaOGXxz3mWzg8847z9EXN3jmzZvn6D+7wNOPYm8nn3yy88KqH1/0sWbXl2/vt8+ufbz1eIc/9NBDluXcr1+/sKger71fzo0ugsJ2ChEQAREQAREoKgSYmTdy5EjXtWtXhyUS5+N8x59++ulW0HXDhg1u2rRpzlsc3XXXXY6HQgREQAREQAREQAREoOAQSMiiAbGVO/o+XnnlFYcwFuuBn6cPpoDHahO5jKlhBD6dfjlFpRQikA4CGzduTMduwvuIJe6GVybwokyZMnYRFqvpunXrbPFxxx1nz2TCE9u3b7fnyB/vv/++vW3atGnk4ixfRxZXS6QYC6K1zxzG5sGHL67ox+uXZ/fs2/vts2sfbz0CL4zo76WXXorXLMNyisG9++677vDDD89UBC9DQ70RAREQAREQgUJIoFOnTvY9d+6559qNaLJ6OUdH9MWXH3GXmUJYNJC9qxABERABERABERABEShYBBISeKkgjwcoWXgEU7rx1Y31GDVqlLUhy45iT7Ha+GVM98IrlGjUqFG4rfe6tBX6IQJ5SIDs9HQH9gk5if33399heUIWcKyYMGGCLW7YsKE9c8OEYLvo2LFjhy3CfzfR4PPss3DJzP/Pf/4Td1Oyibt06eIQkvnf0a1bt3BbPz4KpiUaFG785JNPrNhbbn2TyUYeMGCA7fqmm26yC9qsxrFq1SrzIabNAw884A466KCsmmudCIiACIiACBRKAszoIcmC71sKK1NHg+9yZr1QK4Mbo8ncGC6UEDRoERABERABERABESikBBISeP2x1a9f314iyjKFy0+Z9utHjBjhvCUDIk5Wvp4UKmrVqpXbunWrbX7hhRf6bvQsAmkjkFs/15wMNFZGbSL9INj+/PPPMZsuXLjQbFQoyob3LuHF67Jly2bapnjx4rbst99+y7Qu3gJu9HTs2NFWww3LhgULFmT6P4Cfdr169dwzzzxjN22wNvD7Y+Prr7/e/HyZDuqzcuPtk+WIxV4gbteunRWPy6p9IuvIRuZYsKng/1qfPn3MeiJyWwq6UVWc48SWgimsXOwqREAEREAERKAoE8CaAT9eMncpqHb33Xc7vPh9nYCifOw6NhEQAREQAREQAREorASSEnipllusWDE71p49e9rJ3j333OPuv/9+V6tWLZvGxUpOAG+55ZZMTBCEycQbOnSoO/XUU92sWbOsDRmJdevWzdReC0QgrwlQXCTdsWvXrgy7JMM10Yumvn37ZtiWN8uXL7fiKHy+evXqFc6yHT16tLXFZzc6TjrpJFuEGJtMeEEcq4KPPvrIPrfcyOGGDjdpsJCoXr26Q3AuVaqUZRxzURgZlSpVMpGXDOBmzZq5rGwyyPKnoNubb75pmcuprNjNbIMePXo4bjbBlfEydsZUs2ZNV6JECeOJCIwYTIZ0or+nyOPVaxEQAREQAREQAREQAREQAREQAREQARHIUwKBKJRUTJ48ORRk44WCQcV8BAJIKPDtitln4NuVaZtgunQoEHpjttfCokegcuXK9jcQFO8oEAcXZGhm+puM97edk+Vnnnlmtv0HmbEx2wQ+seHle++9t72m7V9//WXsvvjii1BQ5CQUWDDYukCYDAW+t7aOzyDjDcTj0O+//56JdWCdkOX6TBsEC4JiaaFDDjnEtguyg0P9+/cPBRYP9j6SDftkXEHWa6xubNmff/4ZCoRf2/bggw8OBdM/Q4HPd7h9IP6GgkJwoaCYnLXhGAPf3/D6VL4Ipp2GAhE8xP+iyOOAeZCJHApsMVK5O/UlAiIgAiIgAiIgAiIgAiIgAiIgAiLwvwSuueYauxYPauSISS4I/CsQNJKKK664wgWilWOq9AcffGDTp+mAzLaKFSs6MnsjCypFds52kYH/57hx49z5558fuVivRSBtBI444og83Rc+dpGBNzWWA5FBlmqsiLRjoGAZQVuyjrFi8AXb+OxRBOWJJ54w64Px48eHs+mxUvFZ95H7IEOVzNqlS5fa1EumYWYXFFthTGQEn3XWWfagiBrVtbFa4bjI5sVjOLtMV3yBycrt0KGDeXozE4C+jjrqKDs2ijp6D2GKqmH9Uq1ateyGmKP1cGA2wS+//OLWr19vXPm7KFeunBVVy1Gn2kgEREAEREAEREAEREAEREAEREAEREAE0kQgaYGXcZ1yyilWPAn/zo8//tgx5ZypzfGKP/ljoXI93pwIuxRVQyzG11MhAvlFIMhKzdNdR4u50e/9zrE8CLJV3fz5820Rlao//fRTv9pRWIxiXwi8fO54IPLyOUIc5TM5b948hw/2zJkzbTuWX3XVVeE+ol8MGzbMbq5gmYIIHGTkuiBrNbqZCzKGrZI2N2MoMDZkyJAMbbBb4ZFsHHjgge6VV14xCwbGwPgj/YmrVKlifsIUeIlVKC7Z/WXXPsgkdhSYUYiACIiACIiACIiACIiACIiACIiACIhAYSKQK3WVwkkUIAoyiF0w9d4h4JLZSzGieBl8wXTnwsRHYy3iBPCEzo/g80FxLzJoEWt//PHHsLjLeLZs2ZJhWIivbdq0sWJf+NyyPrA5cNOnT7dHZGOESjJ3b7jhhsjFmV4jGo8ZM8Yy7gcOHOgCCxXzzq5du7Yjg/Xbb791b7/9thVZ2bx5swnKCLKIz6mMOnXqOB5kKbNPjotM3liZx6ncr/oSAREQAREQgewIcGM1sAiyWWs7duywG53cVL3ooouyTWzIrm+tFwEREAEREAEREAEREIFUEciVwOsHsXjxYsvkJZuXKc5k5ipEoDAQyOsM3ngMuCmCRQFBkTUKjiHyEoi/3p6A90cffbTZMgSetpb9vmnTJiv4NWnSJEeRNKwayKzFUuCSSy5xnTt3NoGWbbOL1q1b2/4pIrZ27VrLpo21DfYriMGIwnkVZA/DQiECIiACIiAC+U2A7+lnnnnG9enTxyHsRgffWddee60LPOT13RUNR+9FQAREQAREQAREQATSTiAlAi/CkI+LL77Yv9SzCBR4AumY+h8JgexavF4J/Hhr1apldie7d+8ON+OiMjK+//5788llWcuWLc1GITAhdzxSEWTsrlu3zrxwp06d6j788EOH8I19Cln6ZOyyr7Jly6Zid+pDBERABERABAo0gT/++MO+9/hOJLjJif88M9V+/fVXm32DrRA3PufMmeOmTZsmi58C/RvV4ERABERABERABESg6BNIicBboUKFMKnIwlDhhXohAgWUwDHHHJPWkXlxl53ix7tgwYIM+ydblwJjkYH4i1UCnrUUMcyL2GeffRwsKJj29ddfh3fBhSy+uO+884758N55550mNss7O4xIL0RABERABIoQAW6yYjeGuIs/Plm8WI9FB1ZJnTp1Mnsl7BooPHzyySdHN9N7ERABERABERABERABEUgLgb1SsZfzzz/fnXjiidYVnqBbt25NRbfqQwTynMC+++6b5/uItYN4AmmkuIvoGhlkG+fVeCnO1rBhQ4cnMZ/l++67z02ZMsXNmjXLPfXUU1bMDa/gBx54wLKYfv/998ih6bUIiIAIiIAIFAkC48ePd6+++qo79NBD3XvvvRdT3OVA8cOfPXu2u+yyy8xi6frrry8Sx6+DEAEREAEREAEREAERKJwEUiLw4kNGhmG1atXcrl273BlnnOGeeOIJm8KWXx6nhfPXoVGnm0B+ZZxTtCUy8N2NFnT/+usva+ILFvJZQnhNdXBT5uabb7aMYgTczz77zPXr18+1aNHCxNwuXbq4uXPnuoULF5rPIN7B+A4qREAEREAERKCoEcBzlxg6dGi2RUU5/33xxRddqVKlHPUoVEjY0OmHCIiACIiACIiACIhAPhBIicDLtPP+/fubR5n3GO3WrZurWbOmK1GihGVBHHvssS6rx5AhQ/Lh8LXLPZ0ABcoKQjAl1Au6kePBNuHpp58OL2Kq6M6dO8Pvc/uCrFyKsrH/wYMHu759+2YSmv0+8AumkjhTVpm6OnnyZL9KzyIgAiIgAiJQ6AmsXLnSbd682c5XE/W5p8hp165d7djJ/FWIgAiIgAiIgAiIgAiIQH4QSInA++eff7rnn3/eik1Eeoz6AyJLctu2bVk+8PpUiEC6CeBrW1CiWLFirlWrVmG7EzJ6P/roI1e/fn0bIusRgUePHh1TDM7JcfC5RTA+77zzXPfu3bPtAn/BQYMGWTsqhytEQAREQAREoKgQWLFihR1KgwYNnJ89k8ixYXFE+O0T2UZtREAEREAEREAEREAERCCVBFJSZI2TYDJ1cxOIVwoRSDeBk046Kd27dHvttZfZIVStWtUtX77c9o+YS9XuSZMmhcfTqFEjt2zZMhN0Wch64u6777aM+caNG7s77rjDnXPOObY8kR9ffPGFFVFjfyeccIJV/ma72267LZHNrU3btm1tv6tWrXIUmcGHUCECIiACIiAChZ3At99+a4dQunTppA7Ft/fbJ7WxGouACIiACIiACIiACIhACgikRODFe6ygTHVPARN1sQcROPPMM9N2tHxOuPj773//a/tcvXq1iaOIpLHsGWbOnOl4+OBGClYK3AxB7KUIGg+qeA8fPjyutQJZ9dgvjB071n355Ze+O3vGP5A499xz7TmRH4jD2K9QXGbt2rUSeBOBpjYiIAIiIAIFngCF1YiffvopqbH69n77pDZWYxEQAREQAREQAREQARFIAYGUWDSkYBzqQgTyhQDiajoCcRbf2khLiN27d1sGbHb799NEEXeJiy66yLJwKYiG2Isvb/PmzcPCcWR/77//vitXrpwVTUPcPeqoo9wFF1xgWb9ciP7zzz/WvEmTJo7s3kTjiCOOsKY//vhjopuonQiIgAiIgAgUaAKnnXaaje/dd99Napy+vd8+qY3VWAREQAREQAREQAREQARSQEACbwogqovCS2DdunVpGTziLBW5DznkkKT2h/DKtgizhx12mG07ffp0E3gpiPbee+9Z9e5Zs2a5Bx98MEPfiLv16tVzO3bsMFGXC9BvvvnGCqUtWbLEsu59ttEnn3xiWbxff/11hj7ivfHTUEuWLBmviZaLgAiIgAiIQKEicP755ztuYK5Zs8YtXLgwobFzo9QXQ7300ksT2kaNREAEREAEREAEREAERCDVBPJU4MW2AZHpxRdftCnkfvBUKP73v//t3+pZBPKNwH/+85+07Jss3IkTJ5rAGrlDipt5mwS//PDDD7eXxx13nJszZ4559g4YMMBRiJB+sHNo0aKF++2339xZZ53lqNrNcoqfIeASFDakDcfXuXNn984771ghNZ8NTJt//etfrkaNGrx0ZB0hBJMdPGTIEPPYve+++9xzzz1nYrI1+t8ffHYRlumrUqVKkav0WgREQAREQAQKLQG+F3v06GHjx/5o165d2R5L79693fr1690pp5ziLr/88mzbq4EIiIAIiIAIiIAIiIAI5AWBPBF4X3nlFVcmKLyE5ygCVvv27V2fPn3C48cP9Pjjj7dlsbxHww31QgTymEC6MlC9vUL04SCUepsEv87bHnz11Vcmoj722GPu+eefd3///bd9liiqtm3bNvf444/bJlguIOb++eefbsKECbbs0UcfdTt37nS1atVyTz31VCYR2e/LX4z+/vvv1oZMXi5u2Sei8g033OAQmslK2rBhg21GphLtGcfRRx/tu4r7zLFTTI7+uGC+/vrrHfYSiM4ck0IEREAEREAECgqBbt26uSpVqth3Xp06ddymTZtiDg2bpV69etl3G8LwqFGj7MZpzMZaKAIiIAIiIAIiIAIiIAJ5TCAlRdb8GPHwbNu2rfNeZH559DO+p2T3MsUc4Wfy5MnugAMOiG6m9yKQ5wSStUxIZkBk5kaKt2XLljU/XIqe4YebnR1C8eLFLfOdLFoy4blpQpYuU0fr1q3rxowZ4+6//34bUuvWra3g2ptvvmkCLQXViIEDB8YVd1l/7bXXWrbu1q1beWvBzZdbb73Vsuw//vhjh/3DjBkz3Ntvv202EGT2EmQtZReLFy92XCx/9NFHmZr269fPnXjiiTbGVq1aZVqfkwVkF5P1/NZbbzkvkHM8DRs2tMd+++2Xk261jQiIgAiIwB5CYP/993dYITVq1MjxHVixYkXXpk0bm+HCDU++wz/44AP7Dua8l8KjfE/zvawQAREQAREQAREQAREQgfwikDKBl0y8K6+80i1btsyO5aCDDrLsXZYjOkUGJ8g+Zs6c6bp06eJGjx7tF+lZBNJGgKzXvIpIcZd9fP755/bgdfny5U28vfnmm3kbDmwPfLYvvrvYK2CzgEjJZ6VEiRKudu3ajsxj+kOYZR39EYiaZBvxTHZtzZo1w33HekFWLRerkfH999+Hp6iynJsx3bt3d+PGjbNnlpHZe+GFF/IybgwfPtzdfvvtJnKXLl3aXXHFFe7000+3i2GygSk699lnn9n/DW4KPfnkk5axHLfDbFZgBXPPPfeEbSoim+N/DCcEcv5PKURABERABEQgHoFjjz3WLV261L7zuJnK9wuP6MCmaMSIEXa+G71O70VABERABERABERABEQgnQRSJvCSjevFXaZgM0UcL1GmlkcLvM8884zr2LGja968udu+fbt76aWXTJjBv0whAukksHHjxrTs7pJLLrEsWARcpnJ++umnzou7kaKuF3cZlJ8WetJJJ1mmrhdxaX/yySeb8IpVA8KlD9axjMju88TnFYGX8dx1111my4Dg/ccff1hmLxYMZNaToUQWk49ixYqZT69/H+sZv+FbbrnFBNt7773XkfVLVlRksG/+P5AtPGzYMEfBt+hCcZHt472G2U033WTTY2nD1FoyguHFOgrpYRuD/QSZzh9++KEda7z+tFwEREAEREAEDj74YMvMvfvuu83rnqxdvOpZzvdr06ZNbWbIXnvliduZfgEiIAIiIAIiIAIiIAIikByBQADJdQQ+uqFAvAkFew4FWX2hIHMx3Gcwbc2WB1WJw8v8i7Vr14aCaey2/s477/SL9VyECVSuXNl+34G4XyCOsmXLljYe/nYL+iPIFAoFF5jGrVq1ajbeQKy095MmTbL3TZo0CQXZsPY68L/OknFQUM3aBVmv1i4QccOfx1gsgoziUJB9b9sEPrxx+/7hhx9CgfWFtQuyeOO28yvmz58fCkTmUCBOh1auXOkXJ/wc2FTYvgLhORRYU8Tc7r///W8ouLEUCiwarO0jjzwSs50WioAIiIAIiIAIiIAIiIAIiIAIiIAIpI/ANddcY9fpQfJn+nZaBPeUkrQDshHxviQozpRoNkOFChWseBPb+QJOvFaIQLoIHHnkkenaVXg/wc0O87WNzLwNr4x4QZYuGUPYCuBVu3r1arNnmDJlilkb0NT3QYYq0aBBg/AyqnpH20RYo+DHzz//7AJh1ewS7rjjDltMVhLt8SWmEGLXrl2tIBoZuPja4hscCKPWFt/seIHVAv0HYrP1Ea+dX86Y8ekN/r+6/v37+8UJPQc3icJZyPgE4ykcK8hsxlaCcfP/iYzizZs3x2qqZSIgAiIgAiIgAiIgAiIgAiIgAiIgAiJQqAikROBdtWqVHTS+u6eddlpSAPAvI/ATVYhAugnkR9GtIMPVirVEFjaLPO5SpUrZW7xxq1ev7nr27Bm2dOBGylVXXWW+uWeeeaZDoF64cKH52WKdQCEYPK75HP74449u9uzZkV2HX2NXEGTeu6pVq7rDDjvMlo8fP96eEWZ79OhhHsFYKCC64re77777WtEZGsUqmmYbBz9ee+01e+mFY788q2c8fhFhGW8yvsgPP/ywC7JzTUiuX79+Vruwdc2aNTPRmmPHRkYhAiIgAiIgAiIgAiIgAiIgAiIgAiIgAoWdQEoEXopAEQhAiWbvenC//vqrvTzwwAP9Ij2LQNoIkJVa0KJWrVo2pG+//TacMctnC5/adu3aud27d9t6CrCtWLHCBTYTlv3aq1cvRzEzgnVEYH3ifv/9d3sd+YO+Cd9+y5YtYcHTbxvZ3r8m+5ixkKHrx+HX8UxRRbJq8fX1xxG5Pt5rCsqR0Y//b6K+yOzrjTfesC4p5pZo+LbTpk0LF7RLdFu1EwEREAEREAEREAEREAEREAEREAEREIGCRiAlAi+ZhASZiV999VVSx+gzAU8//fSktlNjEUgFgZ9++ikV3WTbB9mpiQbCow+KnwVeue799993jJWCZz6wbzj//POt2BrFXrAd8EHRMQRTbBpatGhhGb9+Hc/YMRAUchs9erSrV6+eibaXX365q1Onjq2L9QMBFmGXbGGE3uggaxirBQosIvImE94u4/vvv09os6+//trGjE1FmTJlEtqGRhUrVnQI1Tt37rT/WQlvqIYiIAIiIAIiIAIiIAIiIAIiIAIiIAIiUAAJpETgRZwNiqXZ4fXt2zfhw8TXc8GCBdZeAm/C2NQwhQSSFSFzumtEz8hA8G3btq0t8p8dv57MVMTTl19+2fxwsS0ICqaZKLlo0SLfzL344otmZ4CYiy1CZPY820+fPt1h9zBv3jx3xhlnuGeffdYEYkRjrBwIfH2vv/56Ww4LhFKyc+PFe++9Z6vKly8fswl2DxwbYjTWCcmEF3YRhxMJxGSiRIkSiTTP0AaBl/B9ZFipNyIgAiIgAiIgAiIgAiIgAiIgAiIgAiJQiAikRODdf//9LUuQ48azE2/L7MSdd955x1133XWGimxAMhAVIpBuAieccEK6d2n7Q/D1hQkpbIYXsPejpgFZsu3bt88g2kaLxHjtksU7YsQIK5YWfSAUafvwww/NZxe/306dOrmyZcua7YMXU/02fAYRlimSSOYv28WK4cOH2+JLLrkk1mobxymnnGL+vkuWLInZJtZCsv+xdoAD404kvLBLJm6y4S0qfB/Jbq/2IiACIiACIiACIiACIiACIiACIiACIlBQCKRE4OVgnn766bCfJ76f55xzjlW39wXYEKd4zXTwVq1a2ZTwHTt2GIeHHnrIhKeCAkXj2HMIHHPMMfl2sJMnTw7vm4xbsmkjA5GXTNgDDjjAbBqee+45t2bNGjd27FhrRtY7RdiyCgRsxNp+/fplEIvZBlGXwK6BfpcuXWqWD998842rW7euW7lypa33PyjCNmPGDEcxxS5duvjFmZ4vu+wyW/bEE09kWhdvAcIxQneDBg1c8eLF4zXLsJzfHZm427Ztcxs2bMiwLqs3HNeuXbvcsccea1YSWbXVOhEQAREQAREQAREQAREQAREQAREQAREo6ARSJvAitDBl3Iszy5YtM09Qn/HHVOjKlSvbdPBIYQt/0VtvvbWgc9L4iiiBhg0b5tuRRWbkUmywZMmSZqnAgJo3b27j4mYJvrczZ850HTp0MP9Yn/nrPWuzO4A///zTjRo1yrLqsWMg4xWBk+JrZOL+8ssvrnbt2iYAk1mPdQT7xI+XAoqMc+TIkeGMe7J8GWu8oIgZRRNfffVVs5mI184vJwt54MCB9vbee+/1i7N9xtrCcxo8eHC27X0DZhgQeBMrREAEREAEREAEREAEREAEREAEREAERKCwE0iZwAsIxLLPPvvMXXvttebDmRWco446ygThN954I9u2WfWjdSKQGwLYCRSUwCIB6wB8bDt27GjDorhadMyaNcsW1ahRI3pVzPfDhg1zFCSrVq2aCb348h5yyCHWdty4ce6CCy6w4oj017p1a8uuhwsF3XhftWpVh8/vX3/9ZTdtbrjhhpj78Qv5bA8ZMsTetmvXzpHJG8+yZerUqa5Ro0ZmV3HLLbe4mjVr+m4SesZPeJ999nFkN9NXdkEW8oQJEywrumfPntk113oREAEREAEREAEREAEREAEREAEREAERKPAEkitzn8DhHH300TaFvHv37g5xauPGjfb47rvv3IknnuhOPfVUe5A5yNRwhQjkJwEvlubnGPy+sWMgEF+98PzVV1/51faMjQM2CVg6+OzVDA1ivHnppZdsKTYN0UXlsFt466233P333++efPJJN2XKFHv4bqZNm2YvsTMgcxd7lUQCv9/t27e7Pn36uG7dupmwTGE3ir0xBiwVyPDFFoK46qqrwqJwIv37Nvj1kv3bo0cPd+WVV7pBgwa5m2++OdNxIk4z/vvuu882ffzxx82iwfejZxEQAREQAREQAREQAREQAREQAREQAREorARSLvB6EGeddZbjoRCBgkzg3XffLXDD27JliyMzlYi0caAwWsuWLS0btmvXro5M2ewCaxSKlyHk1q9fP2ZzMmARSbFKQXRdtGiRZfQuX77c9oX1CsIuxRSTid69e5stCzd7Pv30U8f76KDIWd++fbP09I3eJvo9/VOkDS9vxGQylrGXKF++vPFbt26dHReF5v7nf/7HvME7d+4c3Y3ei4AIiIAIiIAIiIAIiIAIiIAIiIAIiEChJJBnAm+hpKFB73EEyCzPj0B8PPzwwy3LPXL/+MpiZ+DtBrzP7vz58x1ZsYi/VapUcf3794/cLO5rCqYRFFuLzt6N3ojse0Re74ldrlw5y7SlYGKy4q7vm0z9Jk2aWJbw3Llz3ZdffumwoiAjuE6dOu7iiy82v17fPqfPAwYMsMKO2C5gE+N9diP7oygdWbxYQihEQAREQAREQAREQAREQAREQAREQAREoKgQkMBbVH6TOo4cEaCYWDqD4mMU99prr72scFr0vv/5558Mi8iiReTFm5fAoxbxt1ixYhnaRb5BIMbuAQuU/fbbz1ZRLC3Z8Nv4PpLd3rcnQ7hx48b28Mvy4rlZs2aOoo1Yw2A7gb0FGbvHH3+8a9CggQnAcFeIgAiIgAiIgAiIgAiIgAiIgAiIgAiIQFEikJTAu2LFCpdXnqW1atVyPPa0IMOSafQIjTzIlMSDFXHuiCOOyHHm5J7GMafH+8svv+R00xxt9/vvvzvviZtIB1g0IO4ispKlSiEy/Hej47fffnNPPfWUWRGsWrXKsmQRN/G95pmCaT///HO4uFr09tHvsTygMBv7LV26dPTqAvueDGiKxvFQiIAIiIAIiIAIiIAIiIAIiIAIiIAIiMCeQCApgXfZsmVWjCkvwFCMaU8QeH/99VcrQjd+/Hi3Zs0ax/t4wZR6ilLVqFHDNW3a1LITEesUew6BevXquSVLlrg///zT7d69O6a4O2fOHNeuXbtwli9ZqtwcQLz+/PPPDRa2CB07dnSTJ0+292S3cnMBsRj7BuwiImPcuHGObGLsDGIJypFt9VoEREAEREAEIMANSb5fmEmCFU9hukGo36AIiIAIiIAIiIAIiIAIFGYCmq+cpt/ezp07HYWxjjnmGHfzzTebaJeVuMuwEOVWrlzpRo4caQJvpUqVYk7rT9MhFMndJFKoLC8PHBG/ePHimXZBJiqBCIslA8L+gw8+aFm1kY1ffvll87Hlopqs1ZkzZ1omOAXZ/v3vf9vfmc9mpYAa/r1ly5Y12wK8dXlPoTNejx071i7Kydz1Hr/8zSpEQAREQAREIB6Bv/76yw0fPtwK62IpVLVqVVe9enWHr3uFChXME53vI4UIiIAIiIAIiIAIiIAIiEDeEUgqg/fCCy9006ZNizuaSZMmOQQngqnhiEMUkyKLAxFpx44dVmTp7bffds8995zD4/PMM890EydOdPkttMU9qBSswA+1YcOG7pNPPgn3hmBHZgv+oCVLlnQHHHCATYdH1OVCiOxLsmAoSuW9UMn4pWgVhaJuv/32cF96kXMCXIhm9Ted854T2xLBP1ahNwReMmg//fRTy/Ju06aNfbYQ+734unr1atehQwcTZRF/77///gw7JZMX4XbRokXu5JNPdps3b7YbBjTibw6hl6xgipJ98MEH9njyyScddg8IxPjZUgRNIQIiIAIiIAKxCGzatMldeumlbt26dbYae6lTTjnFfOZZt379enfnnXfajWq+a5mVVNiD71LOx7Ay4tyWm+9lypQp7Iel8YuACIiACIiACIiACBR2AoHHZ0oiEJFCwVTuUMAjNGTIkFCQ0ZFlv1u3bg1VrlzZ2geiZbbts+ysAK8MxLJQUBjLjhM21apVC02YMCEUZFwmNOpAgAu9++67oU6dOoWCYlXhfoJMzYS2L2iN/O+8efPmBWJogbAZZsrvJ9WPQMhPuM+gcJq1DXxvM2xTu3btUHBTxJadddZZYW7BTQNbduONN4aXxXqxYMGCDH87jOnee+8NBcJuKBCRQ4EvcOiRRx4JBRfm4f0GN2ZCwY2JWN1pmQiIgAiIgAiEAqEzFAic9r3Bd0Yw2yTEOYuP4IZ1aPbs2SG+t/huPeigg0LBjW6/ulA9B5YToSCJIRSIueHvycjzhWA2jB1/oTooDVYEREAEREAEREAECgiBa665xs6xgnpFBWREhXMYKbNouPrqqy0bsHv37q5bt26OqedZxXHHHWdTzw899FA3Y8YMR/ZvUQyOCw9VonXr1m7p0qX2TAZlIhGIuu68885zo0aNskxT3hN33XWXZW4m0ofaxCcQXHzGX5mCNcG/hYR7ITObYFqrDzJ5A4Hf+X7IkiJbd/DgwW7+/PlWNO3hhx/2zTM9k2F0xRVXOKbQ3nDDDY7PG31RsK1cuXKWNU7GVa9evSxr3HdAZjFtFSIgAiIgAiIQTQCP3csvv9xmezRu3NgtX77cBTdunT9HoT3fX6zjvKdVq1Y2G4U2flZSdJ8F9T3FUfke5RiYOYNnfbNmzdz1119v9ll8V1KE+LLLLnOcC8uOoqD+JjUuERABERABERABESjaBFIi8DJdDTsBAnE30aC4E7YPxHvvvZfoZoWq3fvvv2/jZQofHqdMm89pMGUeYY/A7uGLL77IaVfa7n8JzJo1K60ssObwEfm3wPLp06fbqu3bt/smdoGMVUP9+vVtGZYKvXv3dj179rT3iLOIuPEC8Re7hQYNGtgU2b59+1rTk046yfyguUhH8MVGpX379nazhQJtb731lps3b168brVcBERABERgDybA+cyqVasc3yUU7zzwwAPj0ghmpdj5D5ZcnC8+9dRTcdsWtBV8/7Zo0cK99tpr7rDDDnPPP/+8o6YCiQm8fv31162w3NNPP+34PsamjJv5/qZsQTsejUcEREAEREAEREAERKDoEsi52hjBhAxDAi8yhKJkggIcBBkeRTG8cE22R2RmS06PlYwZHxs2bPAv9ZxDAlmJoznsMsvNIi/6EFcJst1ZPmfOHHtP9k+jRo1M3EXQJXw2bTDF1T3wwAPmqctybqwEthcullBN/1yEE48++qjdXOBGA0EGPcXUyKRiH/QzevRoy0ry4vGYMWOsrX6IgAiIgAiIQCQB//3ADcdYhUIj2/IakZeZI4Tf1t4U8B+DBg2ym50Uj8Ornqzd6BlqnNsFVkk2W4sbpNysHTZsWAE/Mg1PBERABERABERABESgqBFIicBLhgOBWPbzzz8nxcgXHqPIWFEMRDQCQS0VwcWDF4r//PPPVHS5R/cRmVGbXyCYxkrmj4+zzz7bKpD7zxXLfVE9Mt7JwqXYHhF4G9q0V6aG+mxxWxH84LNFATcKrNGO8BemFPPz79l/ZLRs2dLeUgwxkVi8eLG74447TByuVauWTWUdOHCg27hxYyKbq40IiIAIiEAhIsBNQW7s833Cd0+iwfcX33V8NzGzpKAH57N8lxFk5lI8LqsgYcGL11gp/fHHH1k11zoREAEREAEREAEREAERSCmBlAi8/qSXLMRXXnkl4QEyVc9PAz/ttNMS3q4wNWT6IuF9eHM7dkQ8/FQJMjcVuSPgfz+56yV3W5NF+8svv4Q7IRPeZzqxkKx4poISbdq0sWc8colzzjnH3XrrrZaF632wbUXwY9u2bfby1FNP9YvCoqvfPrwi4sWJJ55oNxGCQoDhv7WI1eGXTM8999xzHaIu/sFvvPGGQ+ydMmWKu/vuu11QdMe1a9fO/fjjj+Ft9EIEREAERKBwE9ixY4fjBiR+8Ylk7/qjRRAuW7asvfU3v/26gvgcFLO17+a6deu6evXqJTTEpk2b2g1aEh78+W1CG6qRCIiACIiACIiACIiACOSSQEoE3po1azr8dAkyDRcuXJjtsDi5p9iGF7YoAFUUg2xMYuLEiQlxyYrBrl27XI8ePawJRT4Q4hS5I3DVVVflroMUbU1WU1Ax0pFR/Oabb2bw7yO7HQuFqlWrhrOluOAk8AEkwwhvwy1btrgXXnjBlpMh5V/jp8vnEyH2kUcesfV16tSx51g/uFHDg7HEy3Bmv4i73LgoXbq0Ff3Di3DRokV2k+e6664zkRiLiOrVq7vPP/881q60TAREQAREoJAR8LM+ImeZJHoIfhvfR6Lb5Uc7bz/mZ8wkOgbf3m+f6HZqJwIiIAIiIAIiIAIiIAK5IZASgZesjHvvvdfGgX8o4hEFwRCB1qxZ4xAmmdJHxi7Tvsk4ZNo46wiqEyMCFcUgkxFLBbhceumlbtSoUcYi2WMlWxJfVp4J/N4UuSdAMZT8vtCkOA03Au68804TVv0FsD86rA4o7jJhwoSw4Er29hlnnOG++eYbN3z4cNerVy9rTgY94iqCL5m0BBnCW7dutezazz77zJZRoM97ANuCiB+0wcKB7Cxv6RCx2qqFww2LkE6dOrlNmzY5irmRuXTBBRe4K6+80sTlTz/91FWrVs0+96z79ddfI7vRaxEQAREQgUJIAD/afffd15HJm8wMDc6DOA/kxmGqbKvyEp8veFqmTJmkduNvvvvtk9pYjUVABERABERABERABEQghwT+lcPtMm1GBi6C7dChQ23d7NmzHY/sguxfXwgqu7aFcT0WAA899JCjcBV+bgizvK5du7b5onIhwMUSWZr777+/CWtcBJHZTNYm4hlZkV4MhwFCb79+/QojjgI3Zi5Sa9Sokcm/Np0D/f33390777wTd5dka5OFy02RyKBwWuPGjd0999xjBdJYh0UCGfT8LfGZRPDFh3fIkCEOT0ButhAUjuFva9KkSZkE7vHjx1sb/s6ig8zezp07m7jL3zKVw+MFF8UcF5m+q1evts8BQrBCBERABESg8BLgxh+WBRQG5TumS5cuCR3MtGnTzJeWG/q+cGhCG+ZTI18bIlkvXd++WLFi+TRy7VYEREAEREAEREAERGCPJBAINimLICMwNHr06NBRRx0VCmBm+QiEtdADDzwQCsTMlO2/IHcUTJcPBRcLWTLJjhnrA0EvFHi7FeRDzXJsQeapMQjsObJsl66VQWZ5KPAQzPXvJbvf3V577RV3H1mt8/3ed999MZGwnDZBRlS4/3LlyoWCrN9QkDEbCkReW+73wd9PYAERCor12fLgZkOGftkuyCi2dYH9QoZ1vJk7d66tC3yBQ0EGb6b1sRYsX77cxhdc7IYCMTtWEy0TAREQAREoRASCGSL2XcD53s6dO7MdeXCDOxT479o2zz33XLbtC0KDYGaajTewxkpqODfddJNtF9zcT2o7NRYBERABERABERCBPZXANddcY+dPgW3lnoogJcedEouGQGCyYNpd+/btbQre9OnTLdMP30+KLZHNR6bk5Zdf7p599lkrANW3b1+33377+c2L9DPT5r/88kvLtgwuiJI6Vhhh74DHKVnRZHQqUkOAbNfffvstNZ1l0Us8OwQ2ibUuEGTd2rVrzZeXLOP+/fu7Pn36uFmzZrmPPvrILD/YlkxufHWD/wa8tcAKgc8avr581gj2QZ8UuKlUqZL9LWEdQmbv+vXrrQ0+uRdffLEjoxhvYgq4RQefa4LsYLKEEwnsJ8jiJatp/vz5iWyiNiIgAiIgAgWYQIsWLcyOC5sGLHgoyhkvmDnCOQzfMdgLcZ5YGILvQwJ7JCyJEgm+fydPnmxNsSpTiIAIiIAIiIAIiIAIiEC6CKTMoiFywExLo8iELzQRuW5Pfl2yZEk3YMAAe1AQa+nSpQ5/VewYsG/gwgDRjarUiHPYO1SoUMH8VJOpVJ1qxhQK4QInUkTM6T6wnSDwhS0I4cXNgjCWyDEg6mPJgMiLFy5/L9wQ8YFvb7NmzVzv3r3Nu3fkyJEOX10CX97I4PPIxSki74gRI8zO4fnnn7cbMPj3YiHC3xlCMX+HVapUcc8880xkF+HXntf5558fXpbIC7x533vvPROTudBPJjZs2ODw80UkKFWqlAkE2JooREAEREAE8o8AFj/cCFy2bJndOKQWA/7snOsQP/30k3v11VftRiTf/RTkxKYhv33vEyXGseEjz/Hdf//9bvDgwdluih/+999/b0VN8cJXiIAIiIAIiIAIiIAIiEC6COSJwJuuwRfm/ZDRzKMwBH6tZA+nMsj6KQjBBWhBDARZsm23bdtmwyP7FoGWC0aE9k8++cS8D7l4JrPXi7s0Puigg1wwxcG1bNnSxFC8DhFmySZCKKZvMnRpR4wbN86e+UHBw8BmxSEgxwrPK9kscorEEX77WH1HLuNYX3zxRROdfWE4vx4WCMYI3nhZK0RABERABNJPACGXG9WIur6A7m233WYCL/+nyerlfznBrBK+rwJ7n/QPNId7ZFYadSWYifbYY4/ZjXeEXpZHB8eJwI0vPbNbnnzyyegmei8CIiACIiACIiACIiACeUpAAm+e4i0anXOhwlRFf6GWm6MiW/Trr78uMBd5XnjMzTHlZlsugjt06OACT0ITbsnaJmOXYmmIu2TfcoGJbQIXzmTavvzyy7aObHAydwMf3vAQqEy+YMECE4fDC4MXp512mmWLjxkzJpxBTsa4j8suu8zdcsstrm7dun5RzGefmUV18LPOOitmm1gLvaDvt4/Vxi+jKnurVq2ssBzL2IZijAjVZCeTCYy1Rp06dVz37t2tYFxhyQjzx6hnERABESgKBPj/TBFQ7HuwBOK1t2vAXoj/01hUXXnllTGF0YLOgCxejovvaWbMzJgxw91+++12XCVKlLBjpZjo448/7j7++GObhcXNyWS+Hws6A41PBERABERABERABESgcBBIucCLnyn+Y2TdIUr9/fffCU3tx8ONx54eMGNaPhmaQTE1d8opp5iH8amnnppv0xpPPPFEm86fit8NF0oIvAVFkGMqZX4FdgNcCHufXMbB56dixYom8PIe31qyaVlG+EzdY445xuwWyOZF5PWBRy+Zv7GCyucdO3a0R7t27dzYsWPtYvSvv/4ygTmRrFzsG/DRDQq1uSZNmsTaTcxl3nuX7bOKoOiiu/DCC11QmM2m83LRTCYyQrgPPiPcdCCDFw9htnnqqaf8aj2LgAiIgAikmQDWOzy4Efzdd9/ZeR/fcZH/u9M8pJTtju9L7CX4/sQD/9prr43ZN7OymAGDqK0QAREQAREQAREQAREQgXQTSKnAy1R+sgrxlE02KDxWFAVepi2uXr3acHTq1MkyMmOx2b17t3mhkuGK4BYd5cqVs+nqyfqXRvej9xkJIKDmV/gsJ/Z/xhlnmOi9atUq879FACe7GAG6TZs2JnrSDtF/yZIllilElhDTY32wzemnn+7fZvnMZ5VMYP7WyLJKRNylQywc8OrFw/fuu+92ZDBlF4jOa9assUxcprpmFfgXIu7iP0yWLtnM0YHgfc8995hNQ6NGjUzorl+/vqPoj0IEREAERCD/CCDoFkWPdL5r8IPne3fq1Kn2ncb3Md+BFC7l+wfhl+9ThQiIgAiIgAiIgAiIgAjkB4H/S4vL5d4pnIE4kxNxN5e7LtCbk83crVs3e8Rj8+WXX7qzzz7bMhJjibscIBnRzZs3N6sEsqIVqSGQXwIvxfTOPfdcR2YQgS0BU1gJMqC4UEQUJeuWmDt3rj1TlI/tbrrpJhN3uTFChjXxzz//hG0NbEEWP7gAL1++vLUgSzzRqFq1qv0NUowNn994f6++PwrrkPVEYCXhj8evj3zmc4B/IUL1a6+9FlPcjWyPDy8ZvgRicyqKAEb2r9ciIAIiIAIi4Angrdu5c2c3Z84cm4mEnz3fcTNnzjQLB4m7npSeRUAEREAEREAEREAE8oNASjJ4EaTwJ/PBNOwbb7zRhCey7WIVpPBt/XNhKrzhx5yKZ0Sp9u3bm5jn+6tcubIV0zr++OMdote6deusijPryYbEdxRfVkXuCXDBlh9BxuyCwCsXoRe7A/x2DznkkPBQyAZChCVryNsufP755yZ6nnDCCY6poFgk0M4LtWxMkReyWbMLhFn8bIlEs359n4iwVBZHdG7QoIFl85JxGx3YMvC3jV8v7bp27RrdJMN7boYwLjKWyWhOJG644Qb38MMPW2YVmb+MSyECIiACIiACIiACIiACIiACIiACIiACexKBlAi8ZJeSgUjgn0n2HcWhFNkTGD58uAl9tCQbc8SIEY6CV9FBEQ8EsvXr17thw4ZZxq/P/oxuq/eJE8DbON2BqLxz504TI8nG9lYNkV66XjD1z1u2bLHs10WLFjkKsUVGpMfhBx984PibuvnmmyObZHjNDRkygP1n9rzzzsuwPrs3FHIjg6lZs2aO8VD4DSGafhCpEY4RfxFciXr16pkvd3a+y++++661T8aGhD4pAIjozPYSeA2hfoiACIiACIiACIiACIiACIiACIiACOxBBFJi0bBixYowsh49ekjcDdPI/sVLL71kjchynjRpUkxxlwZ169Y1IRgRmKC4lCL3BNJtd4FFAUXBCCpuU1DP2xx4r2bW+de7du3irdk2kK0aLe6yjkzvyLjllltMwI1VQA6LBwRRPHS9MByvKFtkn9GvqRBOsRnGhGDMFFV8cbkJgQ834i4ewo8++qiJvYceemh0F5nek+lLeMuJTA3iLPDj9xnJcZppsQiIgAiIgAiIgAiIgAiIgAiIgAiIgAgUSQIpyeD1IhkiZbLZgEWSaoIHhWfqJ598Yq1btWplRaOy2pSK1E888YRr3bq12Tbg/3bAAQdktYnWZUOAQl55HXwuvD8sv3PCLyMDlQdF9ijW4kVZPHgRgCdMmGDtETEHDx5sr6N/kD3rs1+xRnnhhRcc2cBU865du7bDYxcRmb81MnwRZBFf8dHdb7/9rE10n4m85+/xmWeeseKA2Eh8+umn1ifL8erFKiIZCwz/t8zfdTLhfZQ1ayAZamorAiIgAiIgAiIgAiIgAiIgAiIgAiJQVAikROCtWbOm8UDEYtq3hJbE/jyYdu+zOatXr57QRmTyEojqq1atcp59QhurUSYCPlM204oULvDiLl3y+uCDD7ZihBQpGzdunBVHYx3iLkVaEHsRZPGWJci0XRD49cb7XEXaEuB1iz0D2bRk1c6bN88e1lHwAxG1bdu2buvWrW727Nl2s6B48eJ+dY6eEabpM7eBiI3gzowAhOlEw88gSDbzN9H+1U4EREAEREAEREAEREAEREAEREAEREAECjKBlFg04GN6xBFH2HG+9dZbBfl4C9TYKKJFJidB1mMiUbJkyXBWJAXYFLkj4P1vc9dLclv/8ssvtsG0adMcRQgjA3E3Ojp27OjwvY0MbgyQ0UsxMoqt+bjiiiusSBk+zlgesA88eUeNGmW+ud99950JxYi7+OX269fPb5rvz/44xowZE854zm5Q3u+Xz1Hjxo2za671IiACIiACIiACIiACIiACIiACIiACIlDkCKRE4IXK/fffb3DIHPTTzIscrRQfEJmT3j91yZIlCfUemfUby481oU7UKEzAC+zhBWl88dtvv7nff/89vEesN8jo7dSpU3gZL6KL6WHdQGGznj17ujVr1lhbsnx9hi9WDNddd50jm/fss882X1zeY83Asscff9zts88+7pVXXskkHGfYcZrfXHLJJe6EE04w/+Gh+sFQrgAAQABJREFUQ4dmu3eyofEbRuzG4sT7U2e7oRqIgAiIgAiIgAiIgAiIgAiIgAiIgAiIQBEikDKB97bbbrNp4WTUlS9f3o0YMcI8OZP10yxCbDMdCsKct2TwKylSRbz99tsJZS0+9thjflNXrly58Gu9yBmBww8/PGcb5sFWCJSIlt5P1+/i6quvds8991zYlgOf6y+++CLsv4ytAx64FGQj29cH9hMIpmT/HnTQQe6iiy5yS5cudaVLl3Zk2he0jFf8gPGYRnS/44473LPPPusPJdMzFhadO3d2r732mqOAm7ezyNRQC0RABERABERABERABERABERABERABESgiBNIicBLsSb8RLEMwOPzhx9+sKzB0047zbIKKeiET2dWj0GDBhVx1M4ENYS2s846y3Xo0ME9/fTT7pxzzjFPVgpUIWrFC4S/IUOG2Da0wYsXL1dF7gggehaUQNykuNq6desyDImsbW4EkHVbuXLlcNYvN0/KlClj4i+Cb//+/R12KY888ohr3ry5FW8ja/frr792//nPf+zvjnUbN27MtqBfhgGk8Q3jHjBggInZZDKTcTx16lSHlQaiLv9jEH5PP/10e+b/zeTJk538d9P4S9KuREAEREAEREAEREAEREAEREAEREAEChSBlBRZIyt1/PjxcQ+MzMLsoqhm+kZbAFAcjUxeHi+88EIGLAi4Z555ZoaCVYjleKhOnz7drVy50trvvffelumYYWO9yRGBiy++2CViB5CjznOxEVm5+Ot+9NFH5pX7xx9/mMDpu6xRo4b9rSxatCjD34tfz/YUPnvjjTccvrsTJkywgmp+fUF+vvvuu826hFkBZBrH8/XmBhKWFlWqVCnIh6OxiYAIiIAIiIAIiIAIiIAIiIAIiIAIiECeEkiJwIv/57HHHpurgRbVbFTE2VtvvdXE2VWrVjn/iFfciyzFyCD7sk+fPuFFCMZkalaqVCm8TC9yToBs1vwMxPp//vknwxCwKiDjFlGXwIqAzNujjz7aCqexbMOGDe6DDz7gpS3HbgE7Bnx9ly9f7hB+R48ebeIwbRBC8fjNi8Bz+/XXX3crVqywTFsy9rFpwVO3bNmy4V2STYzX9Ny5cy0Tl5sd/N8gG71evXoOUdoHthRNmza1LN0ZM2aY3Qs3iihGiK9wy5YtrZgc/BQiIAIiIAIiIAIiIAIiIAIiIAIiIAIisCcTSInAW7JkSffVV1/tyRzjHjviN2IXjzZt2oTb4VXsxV6eyc7dvHlzpqnmCFo+jjjiCDd27FjzUvXL9Jw7Agip6Q5Eeiw3yNClIJoXdP04jjzySLdjxw63fv16W4SNx9atW03c5W+AbX/88UezYCD7GCuDf/0r40cZARhheMGCBdbHm2++6btP2TMF4nr37m0Z5rE4du/e3YqfDR482H322WeuW7dudrzRA8CeBZ/ghx56yKxe/PpDDjnEbEuysi7xbfUsAiIgAiIgAiIgAiIgAiIgAiIgAiIgAnsqgYyq0J5KIR+Om2xMHpEesL/++muGLEaGhXh+5513uoYNG7rzzz/f7b///vkw2qK7SwTTdAcCLYFw2bVrV8u6jRwDYm5kUEisWLFitgjB3wu/9NOoUaNM4i4N8eKdP3++Cax42CLAYveRquPdtm2b/e1SyI2bGFhd8DdKAbeffvrJCsUx7okTJ7qZM2eabzDjJcuY7FvEbbJvyaCeMmWKW7NmjfkPU2AOb+poa5NIHnotAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiLwfwQk8P4fi3x/RQG26CAzk+n5irwhQOZofkXPnj1dLO9pRHzsCn755RcbGvYKCxcutNde/K1atapZMVBgDM/aWMHfDhnf2J8gruJl26pVq1hNk1qGdUSzZs0c4i4+uPj74h0dGd5WAusIspQJMnoffvjhTDcxyAJ+8cUXXZcuXdyoUaPc4Ycfbtm8kf3ptQiIgAgURQLY6lDDgBthmzZtsht+Rx11lKtZs6bZ6vCsEAEREAEREAEREAEREAEREIHsCOyVXQOtF4GiTCC/Lp6xZcCH2fvvFi9ePIyZooWIu96/lot9b4GCLQKCbY8ePaw9nrZZBeKBzxiePXt2Vk0TXjdw4ECzFClXrpx7//33M4m7vqN99tnHffHFF/6t+ehG+uz6FWTrtm/f3s2aNcuxDf3j56sQAREQgaJM4OWXX3YnnXSSu/HGG83HnNkZ/K9ftmyZFf8899xz7Wbazp07izIGHZsIiIAIiIAIiIAIiIAIiEAKCCQl8FK06dBDD7UHFx4+EKr88pw+I+ooRCDdBCgQlh8R7VmLcBsZtWvXdrfddpstatKkiVka+PUVKlQwUYD3ePVmFWTX+vjwww/9y4SfEYfZB9m6PCMYDxkyxLYn65bPe7x44oknrD1ZvPjpIuB+9NFH8Zq7OnXqWJYv+xwwYEDcdtmtQCAn0xnLE4UIiIAIFEQCFE+lmCTnT9gv8f903bp19r8Lq5q77rrL/m++8cYbrlq1apbdWxCPQ2MSAREQAREQAREQAREQAREoGASSEnh3797tfv75Z3v46eMcBoKMX57T52jBq2Dg0SiKOoFXX301zw8xET9Zn2XrBzNy5Ej3999/29vDDjvMcXPFBwXLKLJGHHjggX5xpuft27dnsDpASEg0pk+f7qpUqWL+vvjqYsHAM9nDiNFYM9SoUSPL7vDgJbCQIEOX8MvsTYwfFGLD05ds41j2FTE2sUXweOCBBxzi9wEHHGBev4z12GOPNZ/jzz//PN6mWi4CIiACaSWAJUPfvn1txsIzzzzjFi9e7Nq2bWv/V7ENOu+888zOhmKZtWrVsqxebHGibwSmddDamQiIgAiIgAiIgAiIgAiIQIEmkJTAi0dsmTJl7HHMMceED4xiSX55Tp+zygQM70gvRCDFBMiYyuuIFm/9/uKJs3yejj/+eJumS1su+BE9KcpHUMQMIZQ4+eST7Tn6B9m2TZs2dWQokx1GIHhmF7S/4IL/x96ZwNlYtn/8qlSoKEXZWxAlaUEpIWuRCi0i2shSKiras7RYWqRQpEWW0l5KWlCyLxVepSSRSKFCC9W/7/V/7/OeOc7MnJk5M8zM7/p8Zp7tvu/neb7HOeP8nuv+XXXsvPPOcxuGv//+27twfiLcC1OJGXfDhg2+P/YXD4MQorFkQKyoX7++Nwl+vLHtw/ahhx7qIgfiLn6UiQRF2pjm3K9fPy9Ah4cx/Pi8ohjcsGHDrHLlyi6YJDKe2oiACIhAdhFgZkH4/OazqWPHjqmeiqKazHyoVq2aW9wMHjw41bY6IAIiIAIiIAIiIAIiIAIikL8JZKjI2iWXXGL8xMYhhxySwmsz9ri2RWB3JRA8cHPq+sjmDSJpatlYHMdO4dVXX/XL6tWrlyGYRgcCK4GIyThBLCaTFVsGxE58GytWrOjTgJnyW6lSpeghdlpH3KV426pVq/wYD13IiiX7lizizZs3ux8kYxEff/yxt58/f74VL17c94VfXAf3QcE0BGuECiIRS4ww1k8//eSixooVK9zqgQxisoqj/YpHjhxpFHTjXFhBMK0Z4ZlzEp9++qkNHTrUM6BvvfVWF3wfffRRP6ZfIiACIpDTBMaMGeMPxsjMveqqq9I9PZ/tzOjAFuuRRx6x2267zWdWpNtRDURABERABERABERABERABPIVgQwJvPmKjG42XxAgszMnAyGSbNiQGRvv3Bxr1qyZ4SVLIEJjkYCQG5vV+tBDD7mAiRUBlg5r166NjN2gQQObMGGCZ+MyDkXRRo8e7WIx2cBk1h588MEc8rjooosi4i7H8H6MzqxnnTEReMkqphgQXrcXXHCBTZs27b+j/P8CYRcxG6GX+wmZvtHnS9EhaiO0vfTSS23NmjVRR8woTkdmct++fZ1Ht27dXNzFFzhkxUV3gNuoUaOsVatW/vPYY4/ZSSedZJdffnl0M62LgAiIQI4Q4HOV6NSpU8Lnoxho1apVbcmSJV7YEnFYIQIiIAIiIAIiIAIiIAIiIALRBDJk0RDdUesikBcINGnSJMdvIy1xlyxVYtu2bb5EwMRu4ZNPPrFzzz3X94VfwTYBYfebb75xMbRAgQKeyfrKK6/Ye++954IumbaIrUOGDLErr7zSunTp4mNhh9CiRQvDNgHP3Q8++MCHLl++vE8LjhZ3wzmPO+44X0XgPfxfuxZi+vTpxvmiA2sGsofJPJ45c2ZEAA79o9tGr5Nxu3TpUt+FuHvYYYe52I34fMopp7iIjSUDwm2bNm1s+/btXpgtnrgbPS6F6vC6JPAETi17OrqP1kVABEQg2QS+/PJLH7JmzZoZGjq0j33Il6FB1FgEREAEREAEREAEREAERCDPEkh6Bi9Tx+fMmWMUNSITj4zFRIKsPH4UIpCTBHI6gzete0OEpTBaiDPPPNMtEsiCfeONN9xLNhxjif8uIihi8P333+9WDAiiiLy873r06GFk+BJsk7mKMIr4iu3Bhx9+6ONOnjzZs3u94b+/BgwYkKpfL4J44cKFbdasWV7ADbGUQDw9//zzfT38atmypV8X4yEyE7FtQluW3Ge9evV8F+cg+5jPBLiEwHYC+wkycbkH2lGsKJFo166dYc/A59Prr7/uAnEi/dRGBERABJJFYMuWLT4U9joZidAeD1+FCIiACIiACIiACIiACIiACMQSSJrAGwqHPPXUU5Ep4rEnS2sbYUoCb1qEdCw7CEQLqtkxfkbGjH0YQkYtWbbRgdiJmDpo0CCjwvree+/thxFRGzdu7BYNeOIiZAaf3iOOOMIFTab4Rgcet3fffbe3ZeovgWBKgbXUAv/b6667zguWPfPMM94egfn99993K4ngfUv/66+/3u0jwpRkrq9GjRqpDe3iLz6/BII2AndswIN7+/nnn+25554zirHBAW/eRAIPcQTeKVOmSOBNBJjaiIAIJJUA/9dhVgb2NqwnGrQnMtIn0bHVTgREQAREQAREQAREQAREIPcTSJpFA4WgnnzyyUyJu7kfo+4gtxL4448/dvmlY4VwzDHHRLJX8a8lWFKcDIG2YMGCvu+ee+7xwjyIlG3btnXLAg5s2rTJRc5atWoZtg5B3KXgGAJorLhLH/xwKUA2cOBANj2wXsDnNq2gyE+o6h7sJrBKQLSIDsRosoxDnHDCCZHrDfvCkqxcMoqJzp07xxV3Q1uWQfhGFOd6Eo3AIYglifZTOxEQARFIBgGsZoi33nor4eHwYw8WOnzGK0RABERABERABERABERABEQglkBSMnjx/6TKcwgKGJEFeMghh/h08LA/rSVFnxQikNMEwnTZ7DwvQmdsdm70+RA+KX6G7cC0f4uV4V2LgHvzzTcbxXUoNsYXfArr3Hjjjd4VUZgM1t69e9u1117r/RCEEVTx5p09e7YdeeSR9u6776ZbcR0vW85F/PDDD75M6xdV3cmwxdf2P//5T6Tp008/bccee6yLzRRie+GFFwy+ZAWT5UuW8YsvvmgXX3yxMd143rx57v9LsTYycYnD//X1JUM3vaDwHIEdBdm42MEUL148vW4WMoxD/3Q7qIEIiIAIJJEAfuL8f4mHa927d/cHeekNj386sxYQd/mMVIiACIiACIiACIiACIiACIhALIGkCLyfffZZRMAim65///6x59G2COyWBIJgmp0Xl5q4i5CLADp16lT3wCVblwhFxsaOHesCLvvIxH355ZcjlgzsI8hI7dq1qwu8DRo0cFG1WbNmfuzWW2+NZP76jlR+MeUXUZhsXDKBuSasGNKKcuXKua8umbQUUiNuv/32nbrwoAcfYDKK8QT+/PPPjSzk1IKHRSeffLILIGllqpUpU8aHoCgdAjEev2lZS4TzffHFF74a+of9WoqACIhAThDAZ7xhw4ZeBBOxl4dlYYZGvPPz9+HOO+/0Q2l9dsbrq30iIAIiIAIiIAIiIAIiIAL5h0BSLBoQWEJ06NAhrGopArs9gU8++STHrjG6WBgnpZo6Wadk0O7YscMLprE/ZBUvXrzYM12xL8DjFkuFeIE9AhH8eGfOnOnb55xzji/T+kUGLoXSyLINUalSJRdjeXCTVpAlHMRdxOqOHTu6yHrZZZd5ti5i7iuvvOIZZ2T7vvTSS245wZhk0h511FHWokULe+CBB6xo0aJ+KoRXXpO6deu6WJ3a+YM/Lz7CxNq1a1NrmmL/xIkTfTv0T3FQGyIgAiKQAwSoVcCDtffee8/q1KljCxYs2Oms2Afhtd60aVP/nOVhJA/xFCIgAiIgAiIgAiIgAiIgAiIQj0BSMnhPOukkHxsBq3Tp0vHOo30isFsSwPoguyLWmiFk8mIrgHVCp06dDBEVKxMekrRs2dKtGbieVq1aGQXBmjRpYlgiRAfXjLCJ4EvmF0IwUb58ebdyoFAZ+0NGcHTfsI54cMMNN3jBtli7AgrPkXXLtGDsVphKXKhQodDVlwi7+G6HIHM/rYc7XNO5557rFhAIGs8//7yRfRsiTEHGZ3LYsGH28MMPW/v27Y1M4eBZGdqyxNbi+OOPt08//dR3p5UBF/pNnjzZBRXE5PPPPz/s1lIEREAEcpQAD7J4aMcDLopiMmuBQpE1a9b02ROrVq3yzypmVBA9e/b0h2Y5epE6mQiIgAiIgAiIgAiIgAiIQK4ikBSBly8nTOkm85Dsu9q1a+cqCLrY/EuAgmLZJfIGQTeWLtm6CJT47daoUcOL55D9yhd9An/acePGuX814ivi71dffeUZsO+8846vhzHJgv3xxx99EzGY+yGTFwGXzN6Q1Rvas8QPt1GjRkam7z777GNXX321MVWYLFuOEYzLeSmciIiK8Mp1EYi7FHgLGb4UXMMnOK3AtoV74LOCe4gVjCkkR+EzMooRlxHHWVJwbeHChW4hETv+4MGD/T7YjyCSVpAhxzUTWEkcdNBBaTXXMREQARHIVgIU1uRz6f7773f/dT7n+IkO/j5gy8DntUIEREAEREAEREAEREAEREAE0iKQFIsGMhLJtiPw/UxN2ErrQnRMBHYFAbJed0Uw1bZLly4R70UqqiPmUjzt119/9exaRFOye8lixVKAImyIpNgb4H1L1uqKFSu8+A6CKJYILBFLeQ/GigXhPq+66ioXdw//t1gPAgPj8lAmWgxmXDKAybJFeOb9zfVNmjTJqlSp4sXSGA+h9NVXX40rwIbz8eCHc+Dzi2AcK+7SDnGZoFAbgejB9SEuIwjHi+iian379vWMaK47Oii+1qdPH58GvXHjRs+SJhtOIQIiIAK7mgCzCe677z5/SMesjuHDh7stAwU0+ayfO3euxN1d/SLp/CIgAiIgAiIgAiIgAiKQSwjs8a8Q9E8yrhXxhynlL7zwgn8hIbuOzD6FCEQTYBrqokWL3KsVf9ZdHXyRTi/7NFnXyPRbRFcyeDMTZNsGz1vEXWwcyPSNfgvj14uQSfYrQu7IkSNTnIqs4fr161uRIkVs3rx5fi0UNiNDFy9cMncRiREXYiMUYgv7aYvtQYUKFcKuuEuKw3GtZ5xxhk2fPj1um/Xr1/s4iMFvvvmmUSiOzDWybckwpup8dJCdzH1QXI3ljBkzPGOZNkceeaT7WzK9maJqFI8jENSxgogWsv2AfomACIiACIiACIiACIiACIiACIiACOwSAmgyaDNjxoyxdu3a7ZJryAsnTUoGLyDIKuQFqVq1qvuL4o+JbQPbeGim9zNq1Ki8wFP3kMsI5NSHB76zZK8i7uKdO3r06J08citXrrzTvoAToRbbBQRiKrBjKzF27FgXdwcOHOgfhLwHqbZ+7LHHuohJIZ9YQRWBkzj11FP9QQxtEVMRd4k1a9bYaaed5uNEe+RyLAil7H/wwQdt2bJl6Yq79ENkJRg3tSAj+a677vLDFJ0jaze0D/1DX2wksJRA3C1btqxbV2DtcNm/xd3IgP766689Q5nrQxSn2Bxt8faVuBsoaikCIiACIiACIiACIiACIiACIiACIpBXCCTFgxcYCE7dunWzJUuWRNhs3brVli5dGtlOa4VK0QoRyGkCZIxmZxQuXNh9bSkyRkYtcfTRR9t1113nVgx48SL4Uk2dhyBYFFBUDVFywoQJkUsji/WWW24xslLJlo8Oihxi4bBu3Tq76aabfIovy3vvvdeLiZFVjyiMuEzGLRFsD6jkzvsUW4hwrc8884yvIxDXq1fPReKLL77YLRbI7M2orQX3TiC+phVUiefzAgZYNoTPBArKIS7jCUx2L4I2fr3YQ7z22mu+ZJ3rRQhfuXKlYc3A+bCriGcJkdZ16JgIiIAIiIAIiIAIiIAIiIAIiIAIiIAI5CYCScvgJaOOrESFCOQmAvgeZmeEomWLFy+2OXPm+KkoboagWqlSJXv77bcjpw+WFbyPunbt6vvxtyYQOCmmhh0DWbd33HGH9e7d24/hKYt1A0V7ihUr5hmziKFk6SIIN27c2C688EIbOnRopKAcNgYXXHCBXwfXguhM5is/iLlcN0ssHWiHHQMCMdYIGQ28fIm1a9em2xWRFmGaYnGBDezggCfvNddc4+IuojY8Ecijg3YVK1Z0T2F4SNyNpqN1ERABERABERABERABERABERABERCBvEggKRm8ZO+GjECKhtx2222egViqVCmfIp0IuCBkJdJWbUQgWQQ++eSTZA2V0DgUTCP7lFi+fLln7X7//ffue/vzzz/bySef7Bm1ZLMSWJz88MMPLo5SjIfMXKwYCCwbyLblHhBR6R8C7xoitJ04caLxEyKIuWwj/j7++OORDNvx48e7cNqrVy+7/PLL/RrJ7iXI9s1ocE/ElClTEupKpjLWGS1btvQCb9gqkLVMtjGiNRYOePriFawQAREQAREQAREQAREQAREQAREQAREQgfxOICkC76xZs1xsAiZCEdm8ChHIDQQQT3MqEC3xikXgxfP2+eef9yrpnB+bBqwI8Ni94oorIpcULUDje9upUyfP0qXBb7/95rYJrCPuVq9e3T1p33jjDc/yRRCdOnWqZ//ihx1tR4FHNvYLXFMQYBknxM033+zF8LCJwBs3iNKxvryhfVrL008/3cVZPHFfffVVL7CXVnuO4Z37+eefezMydbleirwpREAEREAEREAEREAEREAEREAEREAEREAEUhJIimLy5ZdfRkbFO1MhArmFQEb9ZLNyX/jfIuCSDYtfdf/+/SNZqFgphKDoWbAeQIBt3ry5H8JXFjGWomPYJZDF+t133/kxPHsXLVpkVJ8ksCfA1/ezzz6zGjVqRMTdYJcwYMAAe/jhh+OKuz7Av7/uueceX0WI5voqVKiQahG40CfeMhR/4xgCNdnDaQWZydhDIEifd955zkLiblrEdEwEREAEREAEREAEREAEREAEREAERCA/E0iKwMu06RDRQlXYp6UI7K4EEFNzKvDQJciCxWe3RYsW7qmL1QAeu8SIESO8kFijRo18G+9bMnIpFkZQQIyHKNg1fPDBB1akSBHfjz8tge0DUaZMGV/i1/vhhx8aNgcExciIPn36RM7pO+L8wqe3WrVqninM4UsuuSROq8R2USQO1ojUFJOjOFq8oMha3bp13fu3dOnSNnz48HjNtE8EREAEREAEREAEREAEREAEREAEREAEROC/BJIi8OITesghh/iQZCkqRCC3EKA4WU7HihUrvIga3tXHHXeci7zhGrp372749Aa/WrJnKawWMlixYUDkDdm1derU8a5ly5b15YsvvujL+vXrG96+tGvQoEGkOBrZvwULFjRsVa6//voU5w7XEL3EBoJASO7Ro0f0oQytc/14+waRl8xcxGfGHDx4sN1+++125plnuqCMJQPiMgywmVCIgAiIgAiIQF4mwN/5l19+2T3mKcB64IEHGg9umzZtasOGDcuU/31e5qV7EwEREAEREAEREAER2JlAUjx4yUDs2rWr9e3b1wYOHGhnnHGGValSZeezaY8I7GYEZs6cucuuCCF38eLFKc6P6Lt69Wr/4QA+tBQ6wwOXQoTjxo1zERQbA95jWD4QDRs2tOeee84LrlHcEGsGbA62bdvmx6N/cQ5i6NChhi8uXx4rVqwY3cRtFCj0FuxXevfubRRQzEoccMAB9vrrr3uWcr9+/dyPGE/i6Nh3332tc+fO7vsbso2jj2tdBERABERABPISgSVLlri9UrTnPveHt/6qVau8iDF/Mx977DEvPpqX7l33IgIiIAIiIAIiIAIikDwCSRF4uRymfDP9minVtWrVcqGXzAM8TlXtPnkvmEZKLoG1a9cmd8Co0WILm0Ud8tVQuIzsViwawhLhFa/cu+++2wXYZ555xtuTlYuoyw/CMEItWbonnnii/fLLLy6M0pCsHzJiidatW9tll11mZAYH71vEXO5769at7tNLthDevvj28l5FVJ47d27EPoLMIjJukxHcIw+D8OL96KOPbP78+UahO8Tjo48+2po0aRKxnUjG+TSGCIiACIiACOyuBLBQYmYLnvP8f/mGG26wxo0bGw9qN2/ebB9//LELuzyM5u85xVaZfaMQAREQAREQAREQAREQgVgCSRF4EZcQkBCCyMD79ddfrUuXLn4uBCMy94IHaOwFhO2bb77Z+FGIQE4SIBM2u4IvbCEorEY2LeIsWbPREfx3sSNAeCVbFo9asltr167tdgq0J5sHQTcUSsOqgfcXwiievdu3b3ehli+CWCpg78BDFuLdd9+1IUOG+HqxYsVcXOVL5YIFC1xYRmjlJwTXSyY+lit86eS6kxlkIyNY86MQAREQAREQgfxGgNk6LVu2dHGXAqlPPPGEWygFDjz45O8v/vf8/cbSqGfPnv43XwWNAyUtRUAEREAEREAEREAEAoGkCLz4dIYswzBwWCL6IgCnF8HrM712Oi4CySRQuXLlZA6X6ljBKoHiZ0HgRZzl/YHYuWPHDkNU7dixo40cOdKF2Q4dOqTw3cOOgawe2oegP962jMVDFYq3sT5x4kTPAgrtsD0gMxgxmeOHHnqovf/++55tjy8vWbVk3jMefr4UV6tXr55379atWxhGSxEQAREQgXxK4JtvvrGvvvrKH+LzQPL444/3v1v5FEeWb/uWW26xn376yc455xz/PzR/m1OL6667zmft8AD42muv9f9HpJc4kdpY2i8CIiACIiACIiACIpA3CfxPKcrC/THtGuEqK0HGoUIEcpoAWa85GWTShkBMJcISC4U333zTsHZ4+OGH7cknn/Tje+21l2fZhmtFDA6BKEyW7m233eYFWshIJtuHKZ7RgZCNDQPWC/jzzps3z2rUqOHnIRNo0qRJPg2UPkwLZSro0qVLPXOXL5MKERABERCB/Efgr7/+cvERawD+JkRHoUKFrEWLFnb33XdbTj0sjT5/bl7HmoiHs8x6w1s3LXE33OdNN91kzz77rM/u4f8K559/fjikpQiIgAiIgAiIgAiIgAhYUgTe4sWLR4pCiakI5CYC+NvlZPAlDkGXL3UlS5Y0MqL4Ak2QXXvccce51UK4ppDdG9oULFjQs28pvELMmDHDTjjhBF+/8sorfXnVVVf5MvoXGcRMByVYP+2004x2ZAmTFRwKufAFftCgQbZu3TojQ4uiaJxTIQIiIAIikL8IIEK2atXK/85w59j74PnOQ0j+nixatMitgF566SV/WKjZHon/+8D+iL/5PIxl1kwiQTIFRVcRenkoK4E3EWpqIwIiIAIiIAIiIAL5h8Ce+edWdacisDOBTz/9dOed2bSH6ZQhW5dM2yC4Rp+OLF1EYERbfHhphy8vfroEBdH40h0CWwaKrRErVqzwJZm6sUHhFvx7a9as6UVc+GJJQcRTTjnFx6c9mcD4+yHu1qlTx7N8K1SoEDuUtkVABERABPI4Aay18EjnISICJH+D+NvDLJRXXnnFPdv5G4b9D7NKrrnmGhd58ziWpN1eWn+v0zpJ+Pse+qfVVsdEQAREQAREQAREQATyFwEJvPnr9dbdxhDISe9n7BSiI2Tlsq906dKRQ4jAZEbhxbt161bP9CWzl8D/kGsmc+fII4+0OXPmWJMmTVy8DffCtNkQ7OMLOMVb2D9ixAivwr1kyRKvxE2BNrKCiAMPPNAuuugie+ONN4zK3lm1XQnXoKUIiIAI5DQBHpYhRt5xxx3G7AaySwcPHryTzUBOX1duOR+8KPTJ3x4KcF544YWGXVB0MPuDB4XYBvBg8sYbb0xRrDO6rdZTEuBvO7HffvulPJDOVvh/RPD1T6e5DouACIiACIiACIiACOQjAkmxaIjHiwxBfD4///xzW79+vU9DZ8o3FYFPP/1022effeJ10z4RyFECiJo5FT///HPcU/Gl+bvvvoscw5cP31s89i644AKfikmBNYIvdVg7PProo8Z4TO9EjK1YsaLbPpBJha0CXxrJvEIk5v3HOapWrWoPPPCAt6Woy0MPPeQ/tWvXtlmzZnlWViisFrkYrYiACIhALiNA0dfbb7/d1qxZs9OVM729bt26/tkX7G12apTPdzCzZezYsf5QkJkkJUqUSJPIpZde6t7uCOi33nqrTZkyJc32Omj+dxwO2DRlJII9E/8PUIiACIiACIiACIiACIhANIGkC7wUaOrXr58999xzKaaSR5+Ugmrnnnuut0PwVYjAriJAFXCyZXdlRGfych1U1ibjbOjQofbOO+/YQQcd5FXLOcaDkaefftp9c8meIrOKqbEvvvgihz3wTIwNzsEDF34IiuKceeaZduedd3rhNTyBTzrppNhu2hYBERCBXEOAB1x4iyPwEscee6z/X+Ooo45yK5tPPvnEi1FOnz7dTj31VBs9erQXpcw1N5hDF4q4y0ySTp062RFHHJHQWcmUHjZsmL333ns+o0QCZNrYeLBK4KU7ZMiQyEyatHuZz7ChTeifXnsdFwEREAEREAEREAERyD8EkmrR8NFHH3l2INWWo31CY3Hi7TZmzBg75phj7Mknn4w9rG0RyDEC7dq1y7FzxU5vDSdmeiuVyEOQ0TNgwADP1mXfr7/+Gg7Zn3/+6YIFWVJMQT700ENt4sSJnj3FFFoCr98DDjjA15k2S7YuX7zJ7OXBC4LwwQcfbB988IE1bNjQs+ubN28e6eMd9UsEREAEchkBvMYRdykCxmfd4sWL7Z577rErrrjCunbt6lY1K1eudLsG/M3bt2/vNg657Daz/XKZFUJkpIgXD+55aIgwzOwRRdoE8L/HZol/jzy0TSSWLVtmzPCh+CqzexQiIAIiIAIiIAIiIAIiEE0gaRm8fJFCSArT0MkIbNasmf8Htly5cv4fUgpyfPvtt56V+OOPP7qARYYIlZkz8kUi+ga0LgJZIXDGGWdkpXvCffG5DZm6CLCIsyEoWDN79mzfxHIhTG9FnOV9FIqokbGDoPvqq6/afffdZx9//LFn/yBm4JNIERy+LJKly/hkrSH+xk5Dbtu2rfXv39/fn4xBXHzxxb7ULxEQARHIjQSmTZvm1jUFCxb0LNJatWrFvQ0efmFxw0Ouvn372uWXX25ffvml2xHE7ZAPdwbLIP6GZCRCewqDKtImwN93Hj60adPGunfv7hZKFEFNLUiaaNmypRe0o7hqopnVqY2n/SIgAiIgAiIgAiIgAnmPQNIyePG1C+Jux44djQq/L730kg0aNMj9RPkP6b333utZNWQoDhw40MUrvHr5ghWdpZj3MOuOdlcCwbIgu6+PrKYQ0eIu+xB4+fJGwTPEXTJ9K1Wq5JlQQRTmIchbb73l04sRg6lqTpYVYm10kJEbgoyq0D/sY7lx40a76667bObMmZHdvDejrzFyQCsiIAIikAsI9OnTx6+Sz7bUxN3o28CmpkaNGu5/rplE0WTM/2/GHrKcMxKhPQ8mFekT4MEq2eUUXMP/Hl/8wDC6N7Nv+LdKTQtspfh/tUIEREAEREAEREAEREAEYgkkReBdvny5Z+UyOGLtE088YaVLl449V2SbAlAIwo8//rjvQxgeNWpU5LhWRCCnCCxYsCBHThXEUzx0TzzxxLjn/Oqrr3z/ySefHLFnCGIwmb1Fixb142T54CFJBhpf/MjSJRBzKapGkOmLtzBfCsnuZSoy2fKNGjXy4i54/iEkU3SNDHvaIiArREAERCC3EWBGEA+8yN7FgiaRIIPyxhtv9KY8jFb8j0DIDsWzOCNBcTbi8MMP96V+pU+A/wd37tzZfvvtN+vRo4f/7aZGBUkRCMD8fWab2W8UKH733Xe9iGr6I6uFCIiACIiACIiACIhAfiOQFIH3s88+c24IRghHiUaHDh38P6y0nzp1aqLd1E4Ekkbg+++/T9pYiQxUpkyZVIu6hWzbOXPmePX3woULR4ZEsI0OvoDff//9voslvtb4+CF0VKxY0b744guvZk6BtiVLlrjnNeIvBXA4D/YpFGjjCyVfJAkyiRUiIAIikNsIYBHFbCAefmFZk2g0aNDAm2ZUyEx0/NzarmnTpn7poVhdIvfB3xxmlxQqVMjq1q2bSBe1+ZcAfrrDhw+3t99+2x/IkvDAg9sRI0a47RLWZhQjfuyxx/z/ycWLFxc3ERABERABERABERABEYhLICkevOvWrfPByRQMxZ3ini3OztNOO80LcuAdqhCBnCaAXUFOxtdffx05HRlkvF8QZ0MgyFJArX79+l4giIx4AtE2NsjKxbtv4cKF7mMdBGL8JCtXrmwUXePhC5YovL/w8qWyOdXjyf4NwdRQAiFYIQIiIAK5jQAPtojYB2Hp3QefgzyY3rx5sz/4Yl1hPuMDy4s33njD3nzzTaMIZ1rB355u3bq5zQ9/sxB5FRkjgKjOz6pVq4yZRdg2HXjggf63vHr16hkbTK1FQAREQAREQAREQATyJYGkZPBWq1bN4WUmG3Lbtm3eNxTnyJevgm463xE46aSTXFAI1iQUYSM2bdrkhVeYakxmT4joL9hkSo0bN859JpnWSSAWB3ED0ZiHLo888ohVqVLF1y+99FLDG5txosVd+obtnBa7ObdCBERABLJKAI9y4qeffsrQUGRLIk7iVy5x93/oyBLFo5i45JJLIoU/fUfMLzxjmY31/vvv+98gPJAVmSdAti7F1LBtwKJB4m7mWaqnCIiACIiACIiACOQ3AkkRePH53HvvvW39+vXug5coRKZUBmsGvMUUIpDTBHZFMRgKpM2dO9dFWXwjCd4LCAznn3++Z5O1aNEiUkiFL3z0efbZZ12wJTuX4mrR04rx6WvVqpWPxTG8EBlry5Ytnsk7ZswYPxbvF5lCxCGHHBLvcKb2kS38zjvv+NTTwYMH29ixYz2TOFODqZMIiIAIpEGAB1k85OJzNV6RqtS64mVOHHvssak1ybf7se+57LLLvADuWWed5SLujBkzInx5iEhxOmZu8fmONQY2PyVKlMi3zHTjIiACIiACIiACIiACIrArCSRF4GU6Hl8EiIsuusiLQfhGOr9uu+02nxbOtPQLLrggndY6LALJJ0D16pwMsnLx1KPIIMJqEF7JuiWTDA9rvjBj5RC8rVu3bu2euWRJUUWb7F6CPqHwGu2HDRvm+8mkIqv+5ZdfNsRVCryRvbts2TI/Hvvrgw8+8F0hEz/2eEa2yQJGGEAsZrpp165d/V7btWtn+AbXrl3bpk2blpEh1VYEREAE0iRQqlQp99/lgVaYFZFmh/8eDDUDzjvvvESa57s2o0ePtv79+/sDfB4w1qlTx//+8GAUu5+rrrrKsARCIJ81a5bb/+Q7SLphERABERABERABERABEdhNCCRF4OVeKBJBpV+yOo4//njr27dvCm/R6PtdtGiR8YWK4lBkLb7wwgteRCK6jdZFICcIhKm9OXEubBgGDhxo++yzjz344IN25JFHGlOE8aEO4ipV3b/77rvI5ZCVhiA6efJkn/46aNAg+/PPP/0L95QpU7zyNu+he+65J+J7yBduvBOJnj17+pdwstrw9o0NLFJ47xJMC81KkFHMdNKHHnrIGJeCRxRw454QqRGjEQHwF77jjjtceM7K+dRXBERABAIBHhgTLHkQll5QtIqHW1jUXH311ek1z5fH+fsDT2yBbr75ZjvmmGMMcZe/QfztPPvss31mCTNGqlatmi8Z6aZFQAREQAREQAREQAREYHchsMe/2X3/ZPViKFBCJgfTsidNmhQZjmzF0qVLu3hLli7C1bfffuuZi6ER4hSFJFILRDCmXSryBoETTzzRgsDPdM5dHWS7NmzYMMcuAwEUcfOy/059Te/ElSpVsuXLl/t76KOPPrLHH3/cxdxOnTrZYYcd5g9SGjdu7HYIFGZBLEbM5T1F0TTefxs2bHCLhx07driNSvDc5a1PobbnnnvOTjnlFBdf07ue1I6TQYygiwcm14BoTCZydOAXjLCNtyPXglcj6woREAERSAaBNm3a2IQJE9wmYPz48XbmmWfuNCyfPQMGDLA777zTrXGef/55t7HZqaF2pEoAgZcHlQoREAEREAEREAEREAERSAYBagahSzDDmdm/iswRKJC5bil7ISi99NJLKXf+u8UXKSoC85NaMC09rcIoCMMKEcguAvXq1cuuoXcaF59qslyDVy7ZUfgV8kUZD16EWL4482+eYmvEypUr3Vty4sSJLtIGO4WKFStGMnKDSErhtpEjR7poy0MXRFuKsTGttm7dul4oB89fvHmxh8A+gfctVg8Zmda80439u4MPYd7HeAe/+OKLnmEc2w4rF7LBTjjhBG9Hln+TJk00rTcWlLZFQAQyRQBLAWZFvP3229agQQP/YbYQRVx5AM3nL36xK1asMGZUMNvgwgsvzNS58nMnibv5+dXXvYuACIiACIiACIiACOyuBJIi8PJFqUyZMtlyj2QpKkQguwhs3749u4beadzYc5FBS2FCAvEXT0My3BF3eU8h+tIH6xMKGRL49xK33367H+vdu3cKgRShFc9Esn7XrFljZ5xxhou74dxkt7366qvuz4tfJWIyIm9WigyRtY/1AtePeMK9pBVM68Uuol+/fn4fZFErREAERCCrBHiI9Oabb3qGLhZQfLbE+3yhKBv+u40aNcrqKdVfBERABERABERABERABERABHYLAkkReIsXLx4RnnaLu9JFiECCBOJ9+U+wa5aakb0b7Y6CAIu4S2BbQmZ7CKxOHn74Yc86+/777303WfPXXnut2zWEdiwZl4w1vH6Znjxv3jwLleI5jt91CITj4AUc9mVmiWhMUFyNSuqJBEXmKACHvzDZxKq8ngg1tREBEUiPAA/HbrnlFuvcubN7kTNrYe3atV4c7PDDD7ezzjrLPxv5nFWIgAiIgAiIgAiIgAiIgAiIQF4hkBSBN6/A0H3kPwKzZ8/eJTeNuIsQi5BLATUEXqa9YtFAkcKFCxdGrosM21gLFDJgKawWLxAxCPx78TlmujLF1vDARtwga+2cc86xChUqeLus/goMycxNNLCFwDqCQnF4bDdv3jzRrmonAiIgAukSYHYCHuP8KERABERABERABERABERABEQgrxOQwJvXX2HdX5oE1q1bl+bx7DyIVQKZufjS1vvXCxiPSITPIO5SYJDiZa1bt3YLlFKlSnkWL4XW8OZNLShmRhQuXNiKFCniXrzcJ9XPKSjEOZIZgWG5cuUyNGxoH/pnqLMai4AIiIAIiIAIiIAIiIAIiIAIiIAIiIAIOIE9dwcOCDxLlizZHS5F1yAC2UaAImixntLXX3+9Z+3eeOONft4wbZhs3saNG/u+4447zosBYWuAGFywYEGvFD9jxoy417pgwQLfj0BMcA4yhS+++OKki7uMHwTjX3/9lc2EI7QP/RPuqIYiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIRAknP4GUaONPJ8dVkujmFoqIDoYmfHTt22ObNm70Q1MyZM73YUtWqVaObal0Esp1AKHKW7Sf69wQIrwceeKCfCqE3ZK62atXK/Wg5wHuC4L1z2mmn2YgRI2zMmDFelAwv3rJlyxpCLwXKWrZsaW+99ZadfPLJ3odfP/74o/tOst60aVO77rrrvKha0aJFvQ/7kx0VK1Y0vIHnzJnjthOJjo81A0F/hQiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIQOYIJFXgveaaa+yJJ55wP9HMXY56iUDOEgiFzbLzrHvvvbfbJfz8888RATdaWN6wYYN16NAhcgnVqlWzzz77zAuPUe192bJldu+999qdd97pbe666y5btGiRV4s//fTTrXv37taxY0cXShF0yYytWbOmXXLJJe5vSzYw1gyIw9kR+OdSyIj3Pr7CicS7777rNhPYTpxwwgmJdFEbERABERABERABERABERABERABERABERCBOASSZtHwzDPP2GOPPZZhcZcp6aeeeqr7hMa5Pu0SgWwlgOia3XH++efbyy+/7KchC5egyFp0YFMQPGkPPvhgP/TLL7/Y0KFDjffI3XffbQ8++KDvZ5viaddee61n+g4aNMgLquGxO27cOG9Ddiw/jEURtyZNmkSfLqnrV155pZEhTDG38ePHpzs2zLl24oYbbrA99tgj3T5qIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiEJ9AUgRebBh69OgROcOFF15oo0ePtkmTJnnmIgf69OnjIteoUaOsU6dOVqhQIW9fv359w6KB6eQKEchpAmTXZneQXXvmmWca7wusSYjKlSv7Mnju7r///r7NL4RdokSJEtagQQMbMmSIb/fs2dNtGyZMmGBkAA8YMMDtGHhAsueee7rY6w2jfv3000/WokULo+/GjRujjiRvtVixYjZw4EAf8PLLL3dLidRGX7t2rXsLf/HFF1a9evWI0Jtae+0XAREQAREQAREQAREQAREQAREQAREQARFIm0BSLBpWr14dEY86d+5sw4cPj5yVKeRTpkyxrVu3GpmMBBl/TB9navd7773nWX9t2rSJ9NGKCOQUgZwo8LVy5Uq/nUsvvdReeOEFXw/nZYnvLrYKW7ZssYMOOsjtGcj0pbga0a1bNytTpozx3uJhCD+pBQXYGjVqZEcddZT99ttvtnDhQps/f75n/06cONFee+21bLFE4KHNV199ZWQTt2/f3p566il/n1NYrnDhwvbNN9/Y66+/bo8//rjfJwXguBayjhUiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAKZJ5AUgXf58uWRK+jdu3dknRUKRSHwvv/++yn2161b1/DhrF27tk/TPuussyIFqFI0zOMbZDSSWblt2zb/QaBjunuRIkV8ej3biuwjUKFCBRdBs+MMZOdSULB///4udh5xxBGR0yCGRgdF1YjDDz/c/XUbN27sYm9ow78JMnpDYbawP3rZtm1bF1D322+/6N22ePFi69Kli3388cfWsGFDL4bGfSc7yOLFM5gicFOnTvWfeOegqBxCb7CiiNdG+0RABERABERABERABERABERABERABERABBIjkBSBN4hVZOqVL18+xZkRfIilS5e62BWmpLPvlFNO8SxFCkpRBOrqq69md54OMjWfffZZGzt2rC1ZssQzN1O74ZDFWatWLc92Pvvss+VXmhqsTO6PFl0zOUSq3RB3CQq59erVy98DbGOnsGnTJqtRo4bNmzePXW6vwOuNGEvguRuCrFgenGCFUrJkSc+E533FuBwLgf9u1apVvW3Yx5JMYARXLCJeffVVQwiePXt2tvxbwqKhZcuW/u/7rbfeshUrVviDC66bhz1k6p988snRl6d1ERABERABERABERABERABERABERABERCBLBBIisCLsEswvTw2KlWq5Lt+//13I9M3CL6hHZm8CLxB2Ar789oSz9S+ffu6PykibyKBX+uiRYv8Z8SIES7e3X///dasWbNEuqtNAgQQTXMiBg8eHDkN5zzwwAM9Uzuy878rvOY333yzFx5k15NPPunbiML4WCMUB1sDBH8C/2vee3fddZfdcsstvh77sASv4eeee86OPvpoL76GXcK5557r/ZP9i2zjrl27+k+yx9Z4IiACIiACIiACIiACIiACIiACIiACIiACKQkkReANBaN++OEH++eff1JkBlasWNG32f/pp5/uJPAGn9G8LPCSrYkvavQ97rHHHp6NWa5cOStevLgXnUO4Q+BDDKfQFt7Gq1atsj/++MNfNTJ+KZj1wAMP2PXXX5/yldRWpggEsTRTnTPZidee8+I/HR289vjt3nfffb77u+++ixQho2hhhw4dIs2x9cD6ZJ999rE77rjDBWPsHfD55d8G4m/ZsmUj7VnBuuHGG290SxQKtWWXwJvipNoQAREQAREQAREQAREQAREQAREQAREQARHIVgJ7JmP0IPBu377dPvzwwxRDkt1bqlQp30exp9iYMWOG70KwyotBcTkyboO4y7T88ePHGxm9CHizZs3y4lNYVGDdwDT7l19+2cW/L774wi0cYEQRK7Iwyf684YYbjOnviqwTCNnnWR8p8RF42MHrHx0URaMI2qOPPuoWDhzD05ZCaRdffHEKcZdjvJewgMDDmmxgol27dm6/wAOCAQMG+L7YXyH7m393ChEQAREQAREQAREQAREQAREQAREQAREQgdxPICkCL1OyyR4kyB78/vvvfT38OuGEE3wVEZNs1hCIlUGoPPLII8PuPLV84YUXXMTlphDq8D5lSdZuIoGoi3cpRanwT2WbCJ6siYyhNqkTiPWMTr1l9hzZf//9bdSoUW5f0rp16xQneemll3wbW4bYCMXWyACPjtCWvgjJsRHah/6xx7UtAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiKQuwgkReDllocMGeJ3/sknn7gNA1PNQ1x22WW+umbNGi8WhlA5bdo0a9Wqlf34449+LFg1hD55ZTlz5ky/lWrVqnmGLl6qmQ2m3QcvVzKCV65cmdmh1O+/BLDO2JWxZcsW69ixo/vV/vnnn5FL2bBhg2d4H3zwwVa9evXI/rCCMEzQPzp4H5UoUcIQcOOJuMH/+YADDojupnUREAERyDIBrIUoqIp3fOwshSwPrgFEQAREQAREQAREQAREQAREQARSJZB5tTFmSLxh27dv73t//vlne+211yItzj//fMOLl0DwZLt+/fqekcq+IkWKWPfu3VnNc/Hxxx/7PZ1zzjmR7Nus3CSieAiK1imyRgA7g5yOChUq2NChQ922A09c/HjJ0G7atKkFkReBlzj00EPjXh5jEPPmzdvp+GGHHeb7whjRDebOneuboX/0Ma2LgAiIQEYJMFMAa6HTTz/dCzxWrVrVTjzxRONziKKq9957r2FVpBABERABERABERABERABERABEcg+AkkTeLnE4cOHeyYv4lG05QJZq++8845VqlRppzspVKiQi1tkHebFIGuZiC14ldl7JaMz2DTgz6rIGoE333wzawMk0Ds2a/urr77y4mnnnXeeW3XgW126dGmbOnWq9ejRw0c86KCDfJmaNzUZ4dgtUIhv8uTJKa4i9ClWrFiK/WyMHDnS9zVv3nynY9ohAiIgAhkhQJbuGWec4d7fPMyk6OOxxx5r2DLhDf7555/bbbfdZkcffbSFh0sZGV9tRUAEREAEREAEREAEREAEREAEEiOQVIGXglVk4pJZiq9odBxxxBGevfvQQw/Zueee676y11xzjReLwpM2rwbFs4hkFbUiA5pidkTwNvYN/coUASxFsjvwmo4OLBfIzF2xYoXhmXvJJZfYI4884uIID0mWLFnixxFosVlAEI4XFNsjeM9t3rzZ17Ht4KEC4krJkiV9X/hF8T7sUbB3wBYiq8E5X3/9dRs2bJiNGDHC/bRjLSOyeg71FwER2D0JYK9EkUeKgJYpU8aeeuop++mnn/zza+HChW6/9O6771qtWrXcbqZu3bpJ+zu4exLRVYmACIiACIiACIiACIiACIjAriOQVIE33MYee+wRN1uX7FOKsCEy8aWQaerHHHNM6JYnlyeddNMEpAAAAEAASURBVJLfFwXmpk+fnqV7RFDr2bOnj4H4h2iuyBqBeBYHWRtx596lSpXyncH3tk+fPl6IcMqUKXb88ce7gHvVVVd58T3E4CeeeMLI+sXWg0D8jRddu3b1qdBffvmlNW7c2EWU0JYM3b322ivSjWJ/7dq1822mTGclY57zXXjhhZ59zMMa/La7dOlizZo1s0MOOcQuv/xyzyyOnFwrIiACeY4Anydff/211ahRwz138drnIW8IPn8aNmzof+v5fMMOp2XLloaFk0IEREAEREAEREAEREAEREAERCC5BLJF4E3uJebu0W655Ra3VODLLWIYXqvBZzUjd0amKSJeyDjt3LlzRrqrbSoEcsKDt23btn72YK1B9i4PQSjwNnv2bMO/etOmTZ7hTsNguUB2LyIJWb3vv//+TnfAdGi8rskSR6jGGoVih4yN2IIQy4OFJk2a2EUXXWRYelx77bX+s9NgCe6YMGGCi9ITJ0708zRo0MALxPHvsU6dOrZjxw57+umnjWJv4T4SHFrNREAEcgkBHk5hu8RDW7L4ebCTWhQoUMAz/LFyYEbCgAEDUmuq/SIgAiIgAiIgAiIgAiIgAiIgApkksMe/BVL+yWRfdUuQwODBg+2mm26KtCaTk+mqTNUnCxfBDy/iggULukCG6Eg1cvxVmZ6PRyvT9kMg9L799tue5Rn25ZYlxXeosI7/7CuvvLLLL5vss/nz52frdSB+MJ0Z4ZWCaqzvt99+kXNSgIh/C8GKAeH2jz/+8ON33XWX9e3b19vjn9umTZtIv7CC5+7ZZ59tc+bMCbt2WmLZcN9991lWHgwgJlMgkY+MDh062P333++FlKJP9s0337iPMK8tgjbCNMKvQgREIO8QwFaJh0eItTfffHNCN8bn0ymnnOLWMd99951/HibUUY1EQAREQAREQAREQAREQATyNIFLL73UnnvuORszZkxk5nGevuFsurkCyRiXKZdXX311poZCBCpatKj/IIQhBiECxhamytTgu0mnG2+80TOdmMpOFuWvv/5qFPfKTIGvpk2b2tixY/MUn135MvFvLbsFXgTdIPIixEaLu9w723feeae1b9/eUfz111+GVQPvgbvvvtvtHBB38eolQxdxJVibLFu2zIWWIO5S4IiHBd9//71Pl+YBAufkAzNe0bVE2W/YsMGvD3EXiwcy0+PF4Ycfbnj94g/88MMP+7WSSRw9dTteP+0TARHIPQTCjAKsWhINvHjLly9vq1atMj63wmdYov3VTgREQAREQAREQAREQAREQAREIHUCSRF4yTglmydZQUYr/rwXXHBBsobc5ePgS4ovKqLX6NGjfapqohdF1ifCLj6GjKFIHgGmDeN5m92ByBsE23jnwr6D4wi7+OOyTtX5F1980SicRhEjKtYj5AYxN3oc+vTr1886deoUvTtp62TqkVXOv7/UxN3okz3wwANuP4EFxaOPPppwll/0GFoXARHY/Qgwu4DPM/4u8UAnI3H00Ue7wEshSAm8GSGntiIgAiIgAiIgAiIgAiIgAiKQNoGkCLxMPWcKOOIUIlBscJxI1A0CIYvMoAcffNAzAWPHy63bxYsXt3vuucd/mMqO+EV2I8zIgiazl4zm/fff34oUKeLeqnwJphAX+3ZV4Bn8+eefJ/z6pXWd27ZtS+twjh/jNcmpwCIBb9p4wetNJi//BqpVq+ZZt9hwpBbYfHDtZPvie8t7C6Ea+wveO/Xr10+ta4b3MzbeuwQZxYkEAjVZyWQP0zfRadyJjK02IiACu44Af8/54XOBn/D3PZEroj2RkT6JjKs2IiACIiACIiACIiACIiACIpDfCSTVg7dHjx720EMPOVMEpuuvv94qVark0zL5QoenLNmICFFM4+bLHpmpCEFkBa1du9aGDRtmH3/8sY+B2Em24gknnJDfX6ddev9US8cWIplRs2bNuJmoyTxHImO99NJL1rp160SaZrnN9u3bjYJD8YKMOLJweU9gWYLgz5KsbYqxHXbYYV6I7aOPPrJHHnnEM+jijRP28f576qmn/L0X9mV2+e233/o4XAPWD4kGDwYQrnlvY02Cx7RCBEQg9xPgs4AHsTygpLhjosFMBPx3eWBINq9CBERABERABERABERABERABOTBm5x/A/HVpkyMjZiEuEvmHhl78ewVKlasaPxQJAwRt2HDhjZ58mT39gzFo/AXDVO6EYZYf/LJJzNxReqSLAL16tWz//znP56hndUxv/jiC8PSY1dmJEffA9eTU/HDDz9YqVKldjodYi6ZriG7jW0efGAyTpX66Pjkk09SiLs8BBk/frzhb4lwQtbvY489ZlOnTjUKyL377rueAR49RkbXqXxPlCtXLkNdKRZXsmRJI1udMQ7P4HTuDJ1MjUVABHKMAH/DKYAwbtw4f0CbyIkpFspnFJ8jEncTIaY2IiACIiACIiACIiACIiACIpA4gaRk8DJN/KCDDvLp5UzhvuuuuxK6ghEjRliXLl18avpPP/3knn6h47XXXuviLlPRN2/e7MJxOJYfljAlW5OgMA3FsvJCUNQMG4HzzjvPXnnllV1+S/z7499hTgTZ6GQuh+A1ptDeTTfd5JlwYX/dunVdmEW8jQ7atmjRwqc3Dxo0yBCnyYanMv2sWbMiTXm/tG3b1t566y0XUxYuXLiTUBxpnMAK4j7F27ALWbp0aQI9/tcEGwmykynSRqE5hQiIQO4ngFjL5xQZ+p999lm6MwXI5j/99NNt3rx51rdvX7vjjjtyPwTdgQiIgAiIgAiIgAiIgAiIQFIIKIM3KRhtz2QMs2TJEhd3Gevqq69OeEhEKDJ+t27d6qJfdMdWrVr5Jp6kZD7mt9iyZYv7qDLVXhnM2ffq5+S/LbJssSwhO5fXlWKCCN1Mc+Z9QOy1117+eseKu2Sz89CDLN/777/fgh0KGbJ4OSO4hMAPG/H8tNNOM+wVEFSyEmTccT1cJ9nFiQZ2LIi7XE9sJnKiY6idCIjA7keA4pT8jcY/vlmzZm6/lNpVMmMDmx/EXR5W8tmlEAEREAEREAEREAEREAEREAERSC6BpAi8c+fO9asiWw9vvkSD7Fw8+Qi+/EVH2bJlI5t48ypEIDsIkHmeE8G/dURORNJ33nnHpk2bZmStH3XUUS70UqCQOOuss3xf7DXhWY3VAQX3evbs6YcLFy5sHTp08PXXX389RRfsEcjuRThmyQODzAZ2GmTr4SH89NNPJzzMqFGjvC32EyqqlDA2NRSBXEFg9OjRVrVqVc/qxyefoqjRD8zw3Z44caKddNJJviTb97XXXvMZO7niBnWRIiACIiACIiACIiACIiACIpCLCCTFgxcxiSBbb9OmTW7XkAgDMnfx5COKFSuWogvZfyH222+/sJrrll999ZXt2LEjw9dN5nIIhECK0sRG5cqVY3dpO4MEsB3IjuDfLP++Q/B6Pv/881alShUvJshrumDBAkMEJQuOhyPYGNSuXTt0SbHEnoGg6FrI9mWbLF0inpcw98ZxrD7ee+89zxb2xpn4dcMNN/gYffr0sXPOOceOPPLINEfBKxhPboRd+ipEQATyFgEEWz5bmE7F5xMPnrCb4SEv/yfgwSzWDASeuzykyq7P27xFVncjAiIgAiIgAiIgAiIgAiIgAhknkBSBlyxEgunjFHzq2rVrQlfy0ksvGT6kxMknn5yiz5QpU3wbgYhpnbk16tSp4wWmsnL9eMTG84kNRbmyMnZ+74tdQsiITRYL/s1Gi7th3Isuusiz1/g3z7TlEK1bt3YbA8TeokWLht0pljwoIKI9fNkO7VOzTsAWAhEm9KdPZoIs3PPPP9+tHxo1amRkDOPLGy+wjKAtGXxYtsS+t+P10T4REIHcRwD7lTfeeMOLOw4fPty9w8OMGx5EnXrqqV5E9corr3Sbl9x3h7piERABERABERABERABERABEcgdBJJi0UCRpyDC4q83Y8aMdO+eDL9u3bp5O74k4k0aAnFs0qRJvklxsYIFC4ZDWopAUgls27YtqeMxWKzwftttt0XOwb9txF0ydvGgnj59uk9fDlYlQRyJdPjvSsjoxuohOkIGfIkSJaJ3R9axVyCyYtEQBnv22WcNwfjrr782pmR37tzZPvjgA8/CX716tU2ePNnFHLKG161bZ02aNLFHHnkkdNdSBEQgjxLAWoaHPnzO8JnEDBw+W2fOnOmfE7Ge4nkUg25LBERABERABERABERABERABHYZgaRk8BYoUMAQsTp16mQUg6IAC9mKCLgVKlRwj1FEL0QfvvjhCTp27NhI9u7jjz8e8ejE47NXr14RLz8KS+XmoFo4GaIhYxOBLhFPUqa2MqWVYFprtWrVcjOG3fbasU3I7qB6PA8xNm/ebGvWrHEv3tiHFiHLFX/e/v3773RJTHtetmyZF03D5iEE7YkaNWqEXSmWCK8EBd2yGojF0/71DuYhDu9h3rf8xAbTs2nDfVA0TiECIpA/CPB+L1WqVP64Wd2lCIiACIiACIiACIiACIiACOxGBJIi8HI/HTt29GIrQ4YM8QzGCRMmGD8EYhbT0inSFBsIwxdeeGFk94ABAyLi7uGHH+7jRg7mwhXsKurVq+fZmmQtk4mJ0EeBmrS+CDPlPgi8THePJ/rlQhy73SVn1bogtRvCpiFk8nbp0iXim8vDkFhxlzEaNmzoPtTz58837EkaN26cYmiy5KdOneqZ7WTGEhRdwxKFqdBUtI8N3nNk1RJMlU5GcO3Dhg2z7t2725gxY+z999930ZprKFeunF93+/btjfeuQgREQAREQAREQAREQAREQAREQAREQAREIPsJJMWiIVwmRZWefPJJi50uTvZqrLhLkaZnnnnG+vXrF7q7CMz0b6Ju3bo2d+7cPFFxmwzcOXPmeAEahDCyLo877jh74YUXIveulV1DIDMF8BK50iDuIugixG7cuNFYx5ohXuy777526623+qHLLrvMM3Wj25ERT/D+Ygo0U6EvuOACz5inyBGZ8rER2lLgqHr16rGHs7RNgb977rnH8NslK/nbb791a5Y777xT4m6WyKqzCIiACIiACIiACIiACIiACIiACIiACGSMQFIFXrIWr7jiCi/oRGZhmzZt3FoAwZcp4nhzXn755UYxqc8//9z9OukTAlsCCq8hiDEVPDUxLLTPTUumrQ8cONAzHsuWLeuCH6Jdu3btLLUCWbnp/nLrtYYCgcm6/lhLArJ3eZhBHHLIIZFM3njnu+6666xBgwb2/fffu9ctlelDHH/88Z7pjq8lGbx44ZLti7DLg5XYmDdvntsksF/Z37F0tC0CIiACIiACIiACIiACIiACIiACIiACeYdA0iwaopHgM3vxxRf7T/T+9NYLFSpkzZs3T69Zrj6OXcNnn31mWDcgguNF/OGHHxrew2eeeWauvrfcePE8cMBWJFmBLUKwZ8DOAP9lig8R69evtxUrVlhqojIZvjzgIDP33XfftXPOOceOPfZYt28oWbKkPyQh03fp0qU+HjYI2DkcdNBBvs0vMpLxxb355pu9yBHV61u3bh05rhUREAEREAEREAEREAEREAEREAEREAEREIG8RSBbBN68hSj5d0PBrXHjxlmzZs28EB2FsPBgvf766+3ee++N69Ga/KvQiBAgMzbZEewZqCxPVu6qVasiRdbwVb7pppt2OuXff//tgj+iP9m3IRBzg6Ab9gUBmUz3Fi1auL9u0aJF3SoBT9wNGzZ4U4oePvroo6GbliIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAnmQQFItGvIgn2y9pbZt23o27xlnnOEFuZhqf/LJJ9uiRYuy9bwa/H8E8I7NrsCf9rXXXvMM29tvv91Ps3Dhwp1Ot2zZMvfIxa5j0qRJXoSPTN3owLuZDO9XX33VBdy+fft6UbYlS5bYyJEjbfDgwV7UEHG3WrVqfl4yeffee+/oYbQuAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiKQxwgog3cXv6DlypWzqVOnuj8vBarI1sRflan9iuwngGVCdgVeuvjvYtGAPQPxww8/pDgd2bpkb//yyy9u3dC7d2+3KTnssMO8MOGCBQtcwKUg4QcffOA+vvjunn766da4cWMXezkPPs74XNesWdMoqpbMYGw4bd682c9RsWJFw1NaIQIiIAIiIAIiIAIiIAIiIAIiIAIiIAIisOsJSODd9a+BF95C2EOwI6uXAnT333//bnBlef8SNm7cmG03Wb9+faNQWuHChf015UTRfrk//fSTnXfeeS7uUnAPH2Z8e0OQfXvKKaf4DyLwZZddZi+88IL/hDYUdaN4IbYPyfavxgd4wIABNn36dPf2DefEY/vcc8+1O+64wypVqhR2aykCIrAbEMCHm1kga9asMT4fypcv71n90QVNd4PL1CWIgAiIgAiIgAiIgAiIgAiIgAgkkYAsGpIIM6tDnXjiicYU/m7dumV1KPVPkECxYsUSbJnxZoi5iLvERx995MsqVar4kl/33HOPrV271rDoeO6551KIu5FG/65gwYC4++eff/puhJratWvbSSedZBRmo0gfBdlatmxpW7Zsie6aqfXff//dsIvggQOevthD8G8Ti4jKlSvbr7/+6tdLAbhkFqjL1MWqkwiIgBNglsC1115rJUqU8Ex+Pg94EFO9enUrVaqUP5BhpoBCBERABERABERABERABERABEQg7xGQwLubvaaFChXywlhvvfWWXX311f7DtHtF9hA45phjkj4woiuBBy+BxQECLoHgQiDWjho1ytcphBb6+I6oX4888ohRLI32iLwUbqOI29lnn23z58+3H3/80YYOHeqZwa+88oo1bdo0IgRHDZPw6l9//eWF28aOHWtFihRxb198fbGKQOzFL5jibvzbpC2FARGqFSIgAruOANn2PHzhs2TTpk3G59r555/vD36wiVm3bp3179/fqlatKo/3Xfcy6cwiIAIiIAIiIAIiIAIiIAIikG0EJPBmG9qsDYyQN2LECP9p0aJF1gZT71QJ4FsbbYuQasMMHCAjlyA7F3G0S5cuhh1DgwYNvIgexz7++GPPhCUz9rjjjmPXTjF37lzr0aOHkbE7evRoe+qppyLZ3ZMnT/b2+++/v11zzTWGly9TsRkXu4/MBsXbEIvwAEagxgsaoTc6OA//NidMmOBTwLFqmDZtWnQTrYuACOQQAby5eeCDRzZLfNz5efnll93/G//sWbNmudXL6tWrrW7duvaf//wnh65OpxEBERABERABERABERABERABEcgJAhJ4c4KyzrHbEiALFUuCZAZZtSHw2B0/fryLpGTXhSALljj++ON9Ge9Xr169PEsWf93LL7/cm4T2oX/od9RRRxkZvHhucp7Y46FdWkuy/AYPHuyC8osvvmjRdhLx+l144YV21113eUYx16gQARHIWQKIurwP8d3lYQye3/FmJeDljZULbbFYadWqVQpf7Zy9ap1NBERABERABERABERABERABEQg2QQk8CabqMbLVQTIckt2fPbZZy6SMu7MmTNd3OU8TKEO8ccff/jqvvvuG3alWH777beeFUv27O233x45FtqH/pED/66ccMIJ1qZNG9u+fbuNGzcu+lBC6xMnTrRt27a5jQSF2xIJhF08P7GLUFZgIsTURgSSR2DgwIE+OwB/7EGDBkU+d+KdgaKNzzzzjH8OUciTGQEKERABERABERABERABERABERCBvEFAAm/eeB11F5kk8Nprr2WyZ9rd8MklDj/8cLc6wJ4hOkqXLu2bTJ+OF1OnTvXdFDo74IADIk1Ce4omxYvWrVv77sxYJoRzhjHijR+7D3uLZs2a+e7QP7aNtkVABLKHAF7ZBD7YWLmkF7xf77zzTm8WfMHT66PjIiACIiACIiACIiACIiACIiACuz+B/68Gtftfp65QBLKFANm2yQ4EWbx9v/rqK6tVq5YXIsP78u+//7YyZcq4Fy8ey9gpMG0af96DDz44xWV89913vl2pUqUU+7FhIPDRjBeh/Zo1a+IdTnNfOGfFihXTbBd7MCvnjB1L2yIgAokRwIaFTH/8srFgSDTOOecc/+zBrxuLGj6HFCIgAiIgAiIgAiIgAiIgAiIgArmbgDJ4c/frp6vPIoHffvstiyOk7L7nnnsaBdAQXojnn3/epkyZYsuWLbMvvvjC3n//fbv11ltd+CW7F6uFu+++29tG/ypQ4P+fveCtGQKR+LHHHvPNdu3ahd0pltgzEKF/ioPpbIQ+0edMp4sfDudkCrhCBEQgZwhQxJE48sgjM3RCCjNiq4K4+8MPP2SorxqLgAiIgAiIgAiIgAiIgAiIgAjsngQk8O6er4uuKocIFC5cOGlnQtwlS7d58+b2559/+rgtW7Y0CpbhT4vvJZYQbdu29QJH2C0wrZqiaKNGjUpxHeXLl/ftxYsX+5LCbeeee65t3brVLrjgAqtRo0aK9mFjyZIlvhr6h/2JLEOfcM5E+tAmnLNcuXKJdlE7ERCBLBLAboHITJHI0CeMkcVLUXcREAEREAEREAEREAEREAEREIFdTEAC7y5+AXT6XUuATLaMRqFCheJ22WeffXz/pk2bfPnAAw9Y//797aSTTrKjjjrKjj76aGvRooXhfTl79mzDhzd49Xbs2NEQgxcuXOj7GjZs6FOnyfgdOXKknXzyybZo0SLDDuGJJ56Ie352Bl/NJk2apNomtQOhTxgjtXbR+zdu3GhvvfWW7wr9o49rXQREIHsI8ECGB0TMDAiCbSJnYnYBn1FFixa1gw46KJEuaiMCIiACIiACIiACIiACIiACIrCbE5DAu5u/QLq87CVw4IEHpnoCMnLjRWq2DtEiC566PXv2tGOOOcaOOOIIK1KkiJ199tn29ttv+5Bk4CLURtsa4K+LGIxQzHHEFzKBO3XqZKtWrXKfzenTp1tq1/zmm2/6+JyrTZs28S49zX0IzMWLF7cZM2bY+PHj02wbDvbq1cu2bNlieAqXLVs27NZSBEQgmwnwGVOzZk3P6p84cWLCZ3v66ae9bdOmTRPuo4YiIAIiIAIiIAIiIAIiIAIiIAK7N4H4Ctbufc26OhFIGgEya1ML7BaI1ITe1Pqxn8JpeF1WqVLF8NrF1xZxF5GXLN5bbrnFl8G/FlGXjDqCtitXrjRsGUI0atTIC7JRUCleTJ061a0fOIanb2zRtnh9YvdRHO7ee+/13VdddVVEjI5tF7Y5D9YSZDQPGjQo7NZSBEQghwh069bNz4Sv94YNG9I96/Lly23w4MHe7pprrkm3vRqIgAiIgAiIgAiIgAiIgAiIgAjkDgISeHPH66SrzCYCZMymF0HoTa9d9HGEXDx38d5FrF2/fr09+OCDVqxYMXvjjTfs/vvvdyuGK6+8MiIgUzSJ7OAxY8ZY3bp1I8MhML/77rt2+umnu4dvdKbwJ598Yp07dzYE4F9++cUuvfRSu+GGGyJ9M7qCsNulSxfbtm2bewlffvnlNn/+/IiVBEXhsGSoU6eO9enTx20knnrqKTv22GMzeiq1FwERyCIB/LxPO+00W7NmjWfRf//996mOyOcRmfa//vqrXXLJJf55kmpjHRABERABERABERABERABERABEchVBCTw5qqXSxebbALZJUwigjL25MmT/ZLJqEV4JdMuRP369T0DFl9drBjwxqToUbt27WzatGk2duxYF1ARmOk/d+5cO++882y//fYzvIPJnD3hhBPs8ccfdy/OO+64w5555pkwfKaXw4YNs/vuu88KFChgTOfGLoJzHXrooX7uZs2auY0D1zBp0iS76KKLMn0udRQBEcg8AR7+vPTSS1ahQgVbsGCBW8Lg+40v719//eWfKzwEuummm+zEE0+0r7/+2q1e8PVWiIAIiIAIiIAIiIAIiIAIiIAI5B0CEnjzzmupO8kEAUTL7Ah8cn/++WfPgp0yZYqfguxcCq8RWDJ88MEHnh2LNQJBBm50kGWHWENgzcDU6lq1armYy3RsMnnxve3atatnCvft29ePRY+R2fXevXu7SHTddde5xQSZuz/88IMPR9YzGcgrVqwwFVbLLGH1E4HkEOAzbM6cOf5Zs3nzZuNBT+XKlf0zhgdGPATis4PPiyuuuMI/dwoXLpyck2sUERABERABERABERABERABERCB3YKABN7d4mXQRewqAhQvy45AaMFrlyy6iy++2P108eBlCjUC6fXXX++2B6NHj/bp1VxDPH/dHj16uIi7dOlSn1I9e/Zsz8pDbEUwJuv3scces4oVKyb9NvAOfvjhh91iAnEImwmEXiwbKK6Gx7BCBERg1xMI1i88NOrQoYN/Zuyxxx5exBGfcWxXeN8++eSTno2/669YVyACIiACIiACIiACIiACIiACIpBMAgWSOZjGEoHcRiDazzbZ106xNCrVY9OA5QGCLIGlQcOGDW3gwIFucYDoW7JkSRdlYq+BTN+WLVvakCFD7L333vMMXqZlFy9ePLZptm7vu+++bguRrSfR4CIgAlkigO0LPwTWLoi8/ChEQAREQAREQAREQAREQAREQATyNgFl8Obt11d3lw6BeFmz6XRJ+PDUqVPt3nvv9fbjxo3zbFs2qlSp4j+sUxyJuPDCC1MVYmhPrF692pf6JQIiIALpEeBBkMTd9CjpuAiIgAiIgAiIgAiIgAiIgAjkDQISePPG66i7yCQBbAeSGYgqIcjYLV++vP+sW7fOtmzZ4oeiRRey7CiahuetQgREQAREQAREQAREQAREQAREQAREQAREQAQySuB/alRGe6q9COQBAu+8805S76Jo0aIpxvvxxx8ND0yiSJEivqTaPT6ZIfDFTCuTeNmyZd6UgmoKERABERABERABERABERABERABERABERABEYgmIA/eaBpaz3cEPv3006TeM0XIoqNatWqRokabNm3yQ3369HF/TDbq1avnnrzRfaLXt2/fbi+//LLvwrdXIQIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIALRBJTBG01D6/mOAAJqMiNa4C1Tpowx/ubNm/0UM2bM8GUofsQGhdbSigceeMC9d6tWrWo1a9ZMq6mOiYAIiIAIiIAIiIAIiIAIiIAIiIAIiIAI5EMCEnjz4YuuW/4fATxyMxr47MZaMYQx/vrrr7BqTz/9tGG/QJQsWdLF3LZt2/r2P//8Y2eeeabVqFHDt+P9Gj9+vN1+++1eKAmhN9q7N1577RMBERABERABERABERABERABERABERABEch/BCTw5r/XXHccRaBJkyZRW4mtkoH7888/p9n41FNPteOPP9769evn7W688UbbZ599bPLkyZF+06ZNs+7du9uKFSsi+1hZsmSJtW/f3i655BJDMO7bt681btw4RRttiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiAAE5MGrfwf5mgA2CtkRs2bNskMPPdS9dhF2b7rppojvbvPmzQ3LhUGDBtnQoUP9p1SpUnbwwQfb+vXr7YcffvBL2nfffe3BBx+0rl27ZsclakwREAEREAEREAEREAEREAEREAEREAEREIE8QEAZvHngRdQtZJ5A8MfN/Ag79zzllFNsr732igi6f/75pxUoUMCaNm1qkyZNsjfeeMPuu+8+W7x4sXXo0MGKFStma9eu9W3E3cMOO8y6dOliy5cvl7i7M17tEQEREAEREAEREAEREAEREAEREAEREAERiCKgDN4oGFrNfwRKlCiR9JuePXu2j1m3bl23VyBLuHTp0kZGbnRUqVLFfXqxYVi3bp1t3LjRihcv7pm/8tuNJqV1ERABERABERABERABERABERABERABERCB1AhI4E2NjPbnCwIVK1b07NodO3Yk7X6PPvpoe/jhhz1jN5FByfZFAOZHIQIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIZISCLhozQUts8R2D79u22557JfRs0bNgwYXE3zwHVDYmACIiACIiACIiACIiACIiACIiACIiACOQogeQqWzl66TqZCGSdwFtvvWV45CYzSpYsmczhNJYIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIpEpAFg2potGB/EBg+vTpqd5mjRo1rEiRIvbpp5/ali1bIoXTfvvtt1T7cKBOnTpeTO3VV1+1pUuX2qZNm+yQQw6x6tWrW6tWraxevXpp9tdBERABERABERABERABERABERABERABERABEUiUgATeREmpXZ4ksGbNmlTva968eakeS+1AwYIFrUuXLvaf//xnpyYzZsywRx991M444wwbNWqU4f+rEAEREAEREAEREAEREAEREAEREAEREAEREIGsEJBFQ1boqW+uJ0B2bTLj999/d3H3wAMPtHvvvdc+/vhjW7ZsmU2bNs3uuOMOK168uH344YdWq1YtmzlzZjJPrbFEQAREQAREQAREQAREQAREQAREQAREQATyIQEJvPnwRdct/4/Atm3bfKNAgeQms2/evNm++OILO/XUU61y5cpWt25d69u3r61YscJat27ttg3nnXeerV69+n8XozUREAEREAEREAEREAEREAEREAEREAEREAERyCABCbwZBKbmeYtA4cKF/Yb+/vvvpNzYVVdd5f67ePc+88wznsUbPfABBxxgzz//vJ199tm2YcMGu/nmm6MPa10EREAEREAEREAEREAEREAEREAEREAEREAEMkRAAm+GcKlxXiNQpUoVv6VkCbz169d38fbFF1+0Pffc0/r162fffvttCmzsf+KJJ6xQoUIu9iqLNwUebYiACIiACIiACIiACIiACIiACIiACIiACGSAgATeDMBS07xHoGbNmkm9qU6dOtmWLVusUaNGdskll9gff/xhw4cP3+kcpUuXtnPOOcf++ecfe/PNN3c6rh0iIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIikAgBCbyJUFKbPEvgrLPOSuq9bd261R544AEfs2PHjr6cNGlS3HPgz0ssX7487nHtFAEREAEREAEREAEREAEREAEREAEREAEREIH0CEjgTY+QjudpAkuXLk3z/vbaa680j8c7OGLECM/MrVGjhh/+6quv4jUzfHqJX375Je5x7RQBERABERABERABERABERABERABERABERCB9AhI4E2PkI7naQIrV65M8/7++usvK1CggLc54ogjrEKFCmm25+C6devss88+s4IFCxoC8e+//26MExvfffed7ypRokTsIW2LgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIQEIE/l+5SqipGolA3iPw22+/pXtTO3bs8DbxxOA99tjDs3VjB1m1apUdfPDBLuwi4MbLBH777be9W7J9gGOvRdsiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAJ5l4AyePPua6s7S4BAqVKlEmi1c5Njjz3Wd1IkLTr2339/39y+fXukeFrw2o1u98EHH9isWbOsaNGi1qRJk+hDWhcBERABERABERABERABERABERABERABERCBhAlI4E0YlRrmRQKJCLxk6YbANxfLhtS8e7FjIMjeHTBggK+3adPGl+HX6tWrrX379r7Zu3dvK1y4cDikpQiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAhkiIAE3gzhUuO8RiCeN27sPUZn6VIQLVg2xLZDCOYYyzvvvNO++eYbq169ul1wwQWRpq+//rphyYD/bv369e3GG2+MHNOKCIiACIiACIiACIiACIiACIiACIiACIiACGSUgDx4M0pM7fMUgX322Sfd+znkkEOsRYsWNn/+fC+ellqHihUr2vLly92T96OPPrI999zTjjvuOOvfv7+tX7/e3n//ffviiy+8e6NGjeyFF16IFHBLbUztFwEREAEREAEREAEREAEREAEREAEREAEREIG0CEjgTYuOjuV5AuXLl/d73HvvvQ3f3BAFCxa0YLfw448/2ujRo8OhVJeIuyHI4v37779tzJgxYZcvDzvsMLv99tutc+fOcQuvpWisDREQAREQAREQAREQAREQAREQAREQAREQARFIh4AE3nQA6XDeJlCyZEmrVq3aTpm5QdzN6N0XKlTIxdtevXrZ4sWL3at348aNVrx4cTv++OPttNNO88zejI6r9iIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIQj4AE3nhUtC9fEejatauLslm5aTJ2sWLo2bOn7bvvvj7UoYceag0bNszKsOorAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAmkSUJG1NPHoYH4g0L59+8ht4psbL/bbbz8jOze1oBDbGWecERF3U2un/SIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiKQTALx1axknkFjicBuTmDUqFGRK8Q3N15s3brVfvvtt50OHXXUUZF91113nRdYi+zQigiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAhkMwEJvNkMWMPv/gSGDx+e6YtcsWJFpO/ChQvt0ksvtU2bNkX2aUUEREAEREAEREAEREAEREAEREAEREAEREAEspOABN7spKuxd3sCq1evtmXLlhkeutFBUbTYKFAgdcvqggULevOxY8da9erV7ZNPPontrm0REAEREAEREAEREAEREAEREAEREAEREAERSDoBCbxJR6oBcxOBb775xi8XD93o2LBhg28WK1bMJk2aZAMGDLAdO3a4EBxP/D3iiCO8fYkSJezbb7+1Bg0aWHR2b/TYWhcBERABERABERABERABERABERABERABERCBZBGQwJsskhonVxLYvn175Lpjs3gPPfRQu+yyy2zgwIHWq1cvb8f2o48+ulPGL1nARMOGDa1Fixa2ceNGa9u2re/TLxEQAREQAREQAREQAREQAREQAREQAREQARHILgISeLOLrMbNFQTIyiX23HNPu/LKK1Nc8/r16+3BBx+06dOnR/Y/9dRTdtFFF6UopnbQQQdFjpcrV86waShdurTNmTPHXnvttcgxrYiACIiACIiACIiACIiACIiACIiACIiACIhAsglI4E02UY2Xqwh89913fr1///23tWvXLsPXji/v+PHjI/1OOeUU23///a1nz56+b8KECZFjWhEBERABERABERABERABERABERABERABERCBZBOQwJtsohovVxFYt25d5HqDKBvZ8e9K8NvdZ599rEiRIp7pG338r7/+suXLl0d2bdu2zdebN2/uy1mzZkWOaUUEREAEREAEREAEREAEREAEREAEREAEREAEkk2gQLIH1HgikJsIFCxY0C933333tQULFux06aHY2p9//mn8xAbF2bp37x7ZvXLlSl/HqoGIFpB9h36JgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIQBIJKIM3iTA1VO4jcOSRR/pFU1AtOiiWlpkoVqyYd9uyZYsvsWtQiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiEB2EZDAm11kNW6uIHDmmWca2burV69Ocb3vvfdeiu3ojZD1G70vrH/55Ze+Om/ePF9WqFAhHNJSBERABERABERABERABERABERABERABERABJJOQAJv0pFmbMC1a9fakiVLbO7cuTZt2jSbPXu2LVu2zCj+9fvvv2dsMLXOMIEDDjjAOnToYFgtEOXLl/flHnvs4ct4v8Lrsvfee9vZZ5+dosmQIUNs48aNNnLkSN/frFmzFMe1IQIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIALJJCCBN5k0Exjr119/tccee8xq167tRbtKly5txx13nNWqVcvq169vp556qh1zzDFWpkwZQ3w88cQTrUuXLjZp0qSICJnAadQkAwT69OkTKZ522GGHec8g+CLiXnTRRb6vbNmydv311xsF14jHH3/cSpQo4ev82muvvYyia+eee669/PLLtt9++1mnTp0ix7UiAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAskmIIE32URTGW/9+vXWrVs3Q9C95pprbNasWYbYm1bs2LHDFi1aZCNGjLDmzZtbtWrVXOhNq4+OZZwAom6lSpW845w5c6xAgf/VHkRwf/jhhw2vXmwcWKfYWs+ePY1Cas8++6z3K1y4sAvxbMyYMcP39e/f32K9ff2AfomACIiACIiACIiACIiACIiACIiACIiACIhAkgj8T8lK0oAaZmcCmzZtskaNGtnixYsjB7EAKFmypIuExYsXt0KFCrkXLKIuFgC//PKLC4qrVq2yP/74w/th5dCiRQt74IEHPJM0MphWskzg9NNPt88//9wQe9etWxcZ78MPP/TXKbLj3xUydRF2eR1CdO3a1WbOnBk2rV27dnqNIjS0IgIiIAIiIAIiIAIiIAIiIAIiIAIiIAIikF0EJPBmF9n/jrt161bDhzWIuzVq1LAePXpYgwYNDGE3vdi+fbv78yIoPvXUU8b2DTfc4Bmnsf6v6Y2l46kTaN26tY0aNcob/B979wEvRXX+f/xBmoqAYBTFAopRRLGAKPYaO/aeWLFr7CYa/WnsYk0UC1HUxF6xg6KoKIKK2LvYEFTEgiioQeZ/vsf/mczdu7t3997Zvbt7P+f1gp2deuZ9zt3y7JlndtppJxsxYkTOlZWG4auvvqqz/OKLL67z/MADD6zznCcIIIAAAggggAACCCCAAAIIIIAAAgiUQoAUDaVQTezzzjvv9OkYNGvPPff0N1HTYyHBXW2jHLDrrbeez/d63333+eeaf/LJJ9u8efM0SUlBYMstt7SBAwf60btKxaAy33zz2d577+3bSmkbNOpa/zQd8vBqvfnnn9+nz0gGdZXGgYIAAggggAACCCCAAAIIIIAAAggggECpBQjwllg4XLav/LkahaugYWOLRuyGkaIaEfzRRx81dldsl0Xg+uuv9ze+mzhxol+qAPqtt97qR+sqdYZuvKZ/mk4GcJVS47XXXrM77rgj3qtyLVMQQAABBBBAAAEEEEAAAQQQQAABBBAotUDjo42lrlmN7H/cuHH+TAYNGhSPvm3Kqe2yyy7x5u+99148zUTTBVZaaSXbb7/96uyoY8eOtv/++5uWZRYtU9B+yJAhfrnScai0b9/e+vTpk7k6zxFAAAEEEEAAAQQQQAABBBBAAAEEEEhdgABv6qR1d/jZZ5/5GUsvvXTdBY18tsgii8SB4jlz5jRyL2yWTeDuu++2K664wi9SkFZl1qxZduONN9rbb7/tn+s/jcJWigYtu//++23w4MFxm2i5bop30UUXaZKCAAIIIIAAAggggAACCCCAAAIIIIBASQUI8JaU16xXr17+COPHj0/lSEr5oButqayxxhqp7JOdmH3//fd28MEHxxQK0uYqSt0QUjTcc889fvSuUjSoLLjggj5P7//93//Zhx9+mGsXzEcAAQQQQAABBBBAAAEEEEAAAQQQQCAVAQK8qTDm3kn//v39QuVnffrpp3OvWMCS7777zk444QS/ZteuXW3ZZZctYCtWKUTgb3/7m8lXZamllrLf/e539TbTDdZC6dy5c5j0OXr1RCN77733XtPN1hSEZxRvTMQEAggggAACCCCAAAIIIIAAAggggECJBAjwlgg27PaUU07xl+/rRlw77LCDDRs2LB79GdYp5PGVV16xLbbYwvSocthhhxWyGesUIDBt2jT717/+5ddcf/31rXv37jZjxgw/Qnr++eeP96AbrIUyc+bMMOkf27Ztaw8//LBtueWWdswxx/h5St9AQQABBBBAAAEEEEAAAQQQQAABBBBAoJQCbUq5c/b9W4qG8847z0466SRTUFCBWU1vtNFGtvrqq/tRuN26dbMFFljAFEycO3euKRislAFTpkyxDz74wMaOHWtvvPFGzKlA79lnnx0/Z6JpAkqnENJe7Lzzznb88cdbz549fdB3wIABvo2OPPJIGzp0qH388cd1Dta6dWv79ddffbv16NHDL+vbt68tvPDC9vnnn9u3335rXbp0qbMNTxBAAAEEEEAAAQQQQAABBBBAAAEEEEhLgABvWpJ59nPiiSeabo6mIKFujKabcz300EP+X57Nsi7aaqut7JZbbvHpALKuwMyiBJSW4d///ne8zfDhw/30hRdeaGHErtI1KDWG/ingriDvEUccYe+//74pADxhwgS/7pVXXumDwNqB2lv7/uabbwjwxrpMIIAAAggggAACCCCAAAIIIIAAAgikLUCKhrRFc+zvgAMOsE8++cSU63XxxRfPsVb22e3bt/fpHR588EEbOXKkKf8uJR2Bxx57zI/AVYoFlTfffNMHZHfaaac4D++XX34ZH2z55Ze3zTff3I499lg/L3kjNaVoUFFgePr06X560UUX9Y/8hwACCCCAAAIIIIAAAggggAACCCCAQCkEGMFbCtUc+1Sw79xzz/X/NApUIz81ClTpGJS+QSN7FWhcaKGFrFOnTtarVy/r06ePrbbaan5ejt2WfLZGuF5zzTXxiNamHPDdd9/1m+tcK6GEAO2SSy7pR+aqTvJu06aNLbPMMj6Y/umnn/qRuwruhhJunvfVV1+Zbr6mG6xpPaXYmDRpkm9LpXlQO1IQQAABBBBAAAEEEEAAAQQQQAABBBAolQAB3lLJNrBfBf/0rxrKqFGjfDA6zbqGnLdp7rMx+5o9e7bfbJVVVokDvOHGasqvqxvj3XDDDaaUDeFGbNpgwQUX9NtptO6GG25oL730kv3444/2888/+3W1cNddd/Xr8B8CCCCAAAIIIIAAAggggAACCCCAAAKlEiDAWyrZGtrv9ddf7288Nm/evCaf1aWXXmp33nmnKQVCJZQllljCV0NpL5Q644svvrAXX3wxrppSatx888123XXXmfIf6yZsKkrtEIrSNWh+x44d7fbbb7d77rnHOnTo4HP2hnV4RAABBBBAAAEEEEAAAQQQQAABBBBAoBQCBHhLoZrCPj///HOfFkCjQldfffWi8/amUIV4FwsssIC/mVg8owkT3bt3b8LW6W+63nrr+Z2OHj3aj9Tdeuut7euvv7Y999zThg0bZkrLcMEFF/hg7R577OGnlWrj5JNP9tvpJmvffvutn+7WrZsdcsghfnro0KHN2ma+EvyHAAIIIIAAAggggAACCCCAAAIIIFDzAtxkrcxNrEv4lYf2m2++yXrk119/3bbbbjtTIFSX/ivgqFGmyhGr0a9KCUBJT2DVVVe1lVde2RRQf++992zTTTf1O7/jjjts2WWXtcGDB1u7du1s22239fl1TzzxRNtvv/38tFb87LPP7PDDD/fbfPDBB/7xkksusf33399P8x8CCCCAAAIIIIAAAggggAACCCCAAAKlFCDAW0rdxL41yvPQQw+1Ll26WO/evW2xxRazDTbYwK6++up4LQV3FdR9+OGH43lhYtq0aX4U6RZbbOHTCIT5PDZdQCN0Vf7yl7/4Nmrfvr1/rjZTeoo///nPWdtEKykw/Msvv/j1laLhrrvu8uks/Az+QwABBBBAAAEEEEAAAQQQQAABBBBAoMQCBHhLDKzdz5kzxwYNGuRv0qVplV9//dWeffZZO+KII+Ig7957723fffedX66beK299tq2/fbbW69evaxVq1Z+/uOPP2777LOPn+a/dAQ0YvqYY47xN0iT7Y477hjvWCkY9C+UNm1+y2rSqVMnU95eFd2MTWksZs2a5fejEdoUBBBAAAEEEEAAAQQQQAABBBBAAAEEyiFAgLfEygrkKnfruHHj/JEWXnhh23jjja1///7Wtm1bP+/oo4+2c88919544w3/XIHeKVOm2IQJE+z+++/3uXjHjx/vR/5qBQV5b7rpJr8u/6UjoPQXSr+g0bhKz6BRvAqq64ZryZuuzZ071wdzv//+e59mY6mllrIXXnjBPvnkE9too418ygYF87WcggACCCCAAAIIIIAAAggggAACCCCAQKkFCPCWWPjWW2+1Bx980B9l33339YHbJ5980iZOnOin+/Xr5/O5nnbaaX6dbbbZxm655ZZ4dGionkbzPvfccz43r+adcsopYRGPKQjMN998dtFFF9lTTz3l02Qo0Jsr37FGYSvVhlI6KK2G2lA3Xhs5cqSffv/9923IkCEp1IpdIIAAAggggAACCCCAAAIIIIAAAgggkF+AAG9+nyYvVbBWZbXVVrPhw4fbQgstFO+zW7duNmrUKFM6hlB0g65cRUHFyy67zC+eOnWqTZ8+PdeqzG+kgEbhPv300yZfpW1Q6dmzp0+jccMNN/jgu0Zjy15BXI3IDkVpGoYNG+afXnHFFT7lQ1jGIwIIIIAAAggggAACCCCAAAIIIIAAAqUQ+C2haCn2zD69wJtvvukf99prLwv5W5M0Gvn5pz/9yefn1U26VlxxxeTietObbLJJPE/71s3aKOkLLLHEEj7dgvb8t7/9zQ4++OCCDrLmmmv69BsvvfSSjR071v7whz8UtB0rIYAAAggggAACCCCAAAIIIIAAAggg0BgBRvA2Rq2IbWbMmOHXVq7WXEVBQZUOHTrEN1PLta4CwvPPP79frFGmlNIJKNWCitJjFFPC+u+9914xm7EuAggggAACCCCAAAIIIIAAAggggAACRQsQ4C2arLgNdHm/ygcffOAfs/2nUbsaMfrll1/azJkzs60Sz/v000/tp59+8s979eoVz2cifYFwo7ROnToVtfOw/qxZs4rajpURQAABBBBAAAEEEEAAAQQQQAABBBAoVoAAb7FiRa7fu3dvv4Xy7/7www9Zt95www1t2rRpNnv27Do5erOtfPnll8ez+/TpE08zkb7A4osv7nc6ZcqUonYe1g/bF7UxKyOAAAIIIIAAAggggAACCCCAAAIIIFCEAAHeIrAas+p+++3nN1PQb4cddvA378q1H6VeaN26da7FpuDuP//5T7988803t86dO+dclwVNFwipFh555JGCdzZ37lwbPXq0Xz9sX/DGrIgAAggggAACCCCAAAIIIIAAAggggECRAgR4iwQrdvUdd9zRNt54Y7/ZmDFjbIUVVrBBgwaZbsJVSFHahksuucTWWmstO+aYY0wBxLZt2/pgbyHbs07jBfbYYw+/8dVXX20hl3JDexs2bJhNnz7d+vbtayuttFJDq7McAQQQQAABBBBAAAEEEEAAAQQQQACBJgkQ4G0SX2Eb33777bbeeuv5lZWG4aGHHrJvvvmmoI3Hjh1rJ554or344ot+/TZt2thll11G8LAgvaattM4669g222zj8yLvvvvuNmfOnLw7nDBhgp100kl+nXPOOSfvuixEAAEEEEAAAQQQQAABBBBAAAEEEEAgDQECvGkoNrCPbt262ZNPPmmnnXaaLb300n7tVVddtYGtflu83HLLxestueSSplHARx55ZDyPidIKXHfddda9e3fffhtssIFNmjSp3gE1qvrKK6+0TTfd1AeBDz30UNt+++3rrccMBBBAAAEEEEAAAQQQQAABBBBAAAEE0hZok/YO2V92AaVVOPvss+2ss86yF154wRT0LaQsv/zydvrpp9sWW2xhyumqEbyU8gksscQS9sQTT8RpNdZcc03TP7VFx44dTbmVlXNXqTRUFNwdOnRo+SrIkRBAAAEEEEAAAQQQQAABBBBAAAEEWrQA0cIyN3+rVq18cLDQw+pGameeeWahq7NeCQR69+7tcyaff/75PnirdBkhZUY43CqrrGJKy6Ab6VEQQAABBBBAAAEEEEAAAQQQQAABBBAolwAB3nJJc5yqFujUqZMpwPv3v//dnnrqKXv//fdt1qxZfiT2wIEDrU+fPlV9flQeAQQQQAABBBBAAAEEEEAAAQQQQKA6BQjwVme7UetmEmjfvr1tueWW/l8zVYHDIoAAAggggAACCCCAAAIIIIAAAgggEAtwk7WYggkEEEAAAQQQQAABBBBAAAEEEEAAAQQQQKC6BAjwVld7UVsEEEAAAQQQQAABBBBAAAEEEEAAAQR52L6nAABAAElEQVQQQCAWIMAbUzCBAAIIIIAAAggggAACCCCAAAIIIIAAAghUlwAB3upqL2qLAAIIIIAAAggggAACCCCAAAIIIIAAAgjEAgR4YwomEEAAAQQQQAABBBBAAAEEEEAAAQQQQACB6hIgwFtd7UVtEUAAAQQQQAABBBBAAAEEEEAAAQQQQACBWIAAb0zBBAIIIIAAAggggAACCCCAAAIIIIAAAgggUF0CBHirq72oLQIIIIAAAggggAACCCCAAAIIIIAAAgggEAsQ4I0pmEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBKpLgABvdbUXtUUAAQQQQAABBBBAAAEEEEAAAQQQQAABBGIBArwxBRMIIIAAAggggAACCCCAAAIIIIAAAggggEB1CRDgra72orYIIIAAAggggAACCCCAAAIIIIAAAggggEAsQIA3pmACAQQQQAABBBBAAAEEEEAAAQQQQAABBBCoLgECvNXVXtQWAQQQQAABBB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gggAACCCCAAAIIIIAAAhUtQIC3opuHyiGAAAIIIIAAAggggAACCCCAAAIIIIAAArkFCPDmtmEJAggggAACCCCAAAIIIIAAAggggAACCCBQ0QIEeCu6eagcAggggAACCCCAAAIIIIAAAggggAACCCCQW4AAb24bliCAAAIIIIAAAggggAACCCCAAAIIIIAAAhUtQIC3opuHyiGAAAIIIIAAAggggAACCCCAAAIIIIAAArkFCPDmtmEJAggggAACCCCAAAIIIIAAAggggAACCCBQ0QIEeCu6eagcAggggAACCCCAAAIIIIAAAggggAACCCCQW4AAb24bliCAAAIIIIAAAggggAACCCCAAAIIIIAAAhUtQIC3opuHyiGAAAIIIIAAAggggAACCCCAAAIIIIAAArkFCPDmtmEJAggggAACCCCAAAIIIIAAAggggAACCCBQ0QIEeCu6eagcAggggAACCCCAAAIIIIAAAggggAACCCCQW4AAb24bliCAAAIIIIAAAggggAACCCCAAAIIIIAAAhUtQIC3opuHyiGAAAIIIIAAAggggAACCCCAAAIIIIAAArkFCPDmtmEJAggggAACCCCAAAIIIIAAAggggAACCCBQ0QIEeCu6eagcAggggAACCCCAAAIIIIAAAggggAACCCCQW4AAb24bliCAAAIIIIAAAggggAACCCCAAAIIIIAAAhUtQIC3opunuio3efJkO+igg2yNNdawTp06WZ8+ffzzG264wX788cfUTubXX3+14cOH2+abb249evSwLl262JZbbmlnnXWWTZw4MbXjNMeO0jCsZZ9C2+Thhx+2P/7xj7bWWmv5/tGtWzfbcMMN7dBDD7VXXnml0N0UtF4abVbQgcq8Ulrn9cILL9i+++5rAwYM8K8LSy+9tP97Pf30023WrFllPqvKONz3339vq6++ui2++OJ22GGHpVaptNostQqltKO0zou+aPbSSy+Z/va22WYb0+ui/m200UZ26qmn2syZM1NqMbO02iy1CqW0o7TeX1t6X/zpp5/s/PPPt6233tqWXXZZ69ixo/Xr18+/b48ZMyal1vptN2m1WaqVSmFnaZ1XOdsihdMuyy6ee+45a926tf3ud79L9XhptVmqlUppZ2m85s+YMcNOO+00//7UvXt369q1q//s+Je//MWmTp2aUk2razel6otff/21f9/faqutrFevXrbgggvayiuvbDvvvLNddtll9ssvv1QXVKK29MUEBpMtUyCiIJCCwEUXXRS1bds2cn9FWf+ts8460TfffNPkI3322WfRKquskvUYOnabNm2im266qcnHaY4dpGFYyz6FtIl7U49c4D9n/1AfcR/ao6OPPjr64YcfCtll3nXSaLO8B2imhWmc188//xy54GU033zz5WwP9wE+uv/++5vpLJvvsC7gHZvsscceqVQkjTZLpSIp7ySN86Iv/tYol19+ed736UUXXTR66KGHmtyCabRZkytRgh2k8f5KX4yip556KlpuueXi18BsnxvdD7TRd9991+RWTKPNmlyJEuwgrfMqZ1uUgKEku9R3lRVWWMH3z0UWWSS1Y6TVZqlVKMUdpfGa/8ADD0TuB8ecrwvt2rWLLr744hRrXfm7KlVf/Oc//xktvPDCOa31mrziiitGTz75ZOUjZdSQvpgBwtMWKWAt8qw56VQFrr/++vhNYv7554/222+/6JprronciKBotdVWi5f17ds3+uKLLxp9bDe6KFp11VXj/bkRcNH//d//+WPtvffe0QILLOCXtWrVKho6dGijj9McG6ZhWMs+hbTJnDlzIvWx8GVxscUWi4477rjo2muvjfRhRkE1/QAQlut5U0oabdaU45dq27TO64QTToit27dvHx111FGRG83v2yIZhNeH9pdffrlUp1Nx+73jjjtiF/XFNAK8abVZpWGldV4tvS/Omzcv2meffeJ+p785N4I3uvrqq6MLL7ww0g+w4XVxoYUWit55551Gd4W02qzRFSjRhmm9v7b0vvjpp5/WCSy4Kzt8H9QP83/961+jzp07x31x9913b1JrptVmTapECTZO67zK2RYlYCjJLmWrPhleD9MK8KbVZiU56SbuNI3X/Ntuuy02l72+6+k7pLtaMzrmmGMi/fgY2sSN5m1ijatj81L1xZtvvjm2lKm7iiI677zzohtvvDFyo6cjd/VtvFzfq998883qAHO1pC9WTVNR0RILEOAtMXCt73769OlxYFUfzDUaIFncJR7RnnvuGb9ZHHHEEcnFRU0nvxjpg79GwiTLM888E385UCDPXc6TXFyx02kZ1qpPoQ135JFHxv3MpeyI3OVH9TZ16RnqjBC466676q1TyIy02qyQY5VznbTOy11SFumHFn14dClUorfeeqveabjLc+P20gdKd+livXVqbcaUKVO8R/iiosemBnjTarNKs07rvOiLkf+SHPqcRqZpJFmy6G/vpJNOiv8eN9hgg+TigqfTarOCD1jGFdN4f6UvRpG7HDjuZ/o8OHfu3DqtqM9tLmVDvI4CP40tabRZY49dyu3SOq9ytkUpPdLat/4+V1pppbjv6TUzrQBvWm2W1rmmtZ80XvM1SjU5cldX2Om7Y7LodWHgwIFx21TjyNLk+TQ0Xaq++OGHH0YuHY531FW3I0aMqFcV2f/5z3+OrTWYKrM96m1UATPoixXQCFShYgQI8FZMU1RnRf72t7/FbwIatZut6Mtj+EVco4Nc/slsq+Wdp2CdttUHrmWWWaZecDds/OCDD8b1OeOMM8Lssj26/EX+shZ9QCm0pGFYLT6FmhS73n//+9+oQ4cOvu0VUMw3UlwpAUKwQ19wGlPSaLPGHLeYbTQ6T5dY6d97771X0KZpnZfL8RkbX3XVVVmPrVGFa6+9drze22+/nXW9Wpmp891ss838+YYP2OqHTQ3wptVmpXSmL5ZSN/++XX7NyOWR9P3O5diLPvnkk6wbKNAWLktWWhV9WSq21GpfTOv9taW/LqovhlReLhd7zs9xjzzySPy+0NjXx7TarNi/gWLXL/YzY1rnVc62KNak3OsrXZdGiWZLJ5VGgDetNiu1S7F9UfVJ4zVf9uEz+R/+8Iecp/nxxx9HukpU6ypVXy2WUvdFjdQN1mq7XEWfB8L3dq0/YcKEXKuWZD59sSSs7LQFCRDgbUGNXYpTdTcJ8m8WClhkjqhNHi95+U1j0icoeBzelPQGla8ooKV1l1hiibL/6hhSAOy66675qlhnWRqG1eJT58RTfDJ+/Pi4f+y///5596wfHEIwWGkcGlPSaLPGHLeYbc4555zY5I033iho07TOa7vttouPnW30bqjMKaecEq+ny8ZquVxyySX+XPUlUmlDwuuZrnBoSkmrzZpSh4a2pS82JFS65ffee2/c13T5Zb6i99bf//73PmXDs88+m2/VrMtqtS+m9f7a0l8X3U1w476YL/3C7Nmzfa58vUYuv/zyWftaQzPTarOGjtPU5cV+ZkzrvMrZFk01KuX2ClwlR4zr/VmBr/BalkaAN602K6WD9l1sX9Q2wakp3wHdjbnj14WG0gFo1H/47FRrgwLK0Rd1dWPwU8A8X7ngggvidXMN1Mi3fVOW0Rebose2CETRfO4PnYJAowTcm4O5kZJ+W92F2+X1y7kfN3LN3CXbfvktt9ySc71cC1wAL160xRZbxNPZJlx+Tz/7888/N3cZT7ZV/Dw36tOGDRtmBx10kK255prmcjzZ+uuvby5XqN133305t0tzQVqGpfBJ8zxLvS83KtzcL//+DrD9+/fPezj3Ad5cYNev89VXX5n7YSLv+pkL02qz5H5rqS8mz0vTaptcxQXb40XuErB4utYmXnvtNXNfGv1p6W7Q7hL4VE6RvmhWzHtLS+yLLg1N3Nfcj1/xdLYJ94OLudH+5i4PtfXWWy/bKjnnlaIv6mAurY6/q7oLjpob9Wku4GfuB1RzPxrEnz9yViqlBaV4f22JfTHZHPnO313toMEnfvXGvi+Uos1aYl9Moy2S7V5p0+6mkvbRRx/5armbvtrjjz9u5557rrkAk58Xvrc0pd6l6Iu18plR/cvlfPe8Xbt2NZeuKy+1SxcQL1db1VIpR190AXlzqS7MDYQydzVsXj43SCpe7tI6xdOZE/RF868bmS48R6BZBYhyI9BYgeSo3IZGBukY7sOT/zVQv/QWW8KoXP263lAuoH/961/+OO4PK9KouWxFowqTvxpr3cx/ujRQuaGKKcX+6piWYdo+xZxzta2rO3OH/LC9e/cuuvpptVk4cKn6YrGjJtM8L938MPw96UYZ2Yr7UFjnpomTJk3KtlrVz9OlsLqcUB7KZaYrHXQTq+DTlBG8abaZoOmLv70P1FJfDGkXlNqolCXtvqgrLVygJb6kP/y9JB914x33Y2xRp1Xs66J2ntb7a0t/XZw1a1akNCFqQ93B3f3AmrXtkjei3H777bOu09DMtNpMxylVX9S+i/3MmNZ5lbMtdJ6VWvTdRaN09Vqjm1qFstRSS/l+qvQ2TS1ptVmoR6nep4vti2m85rsfBuPPQrrZZ0Plsccei9fXzbVrqZSjLxbjdfzxx8fWt99+e9ZN6Yu/fWastb6YtbGZWVUCjOB1nzQpjRN4//334w3dJU7xdK6J8Guh+2Bp06ZNy7Va1vkffPCBn7/kkkuay+GWdZ0wMxxHz8Mvw2GZHp9++mnTKM+XX37Zz9boXReEMnfZtLlcUP6XTS1wXzLMBYHNfejz65Xiv7QM0/QpxXlW0j7dDwDx6KC11lqr6Kql1WY6cC32RZ2Xu+GduR9yNGkXXnihubzHfjr8p1FZ+lvTyFYVjb7W31otlpNPPtlcigxr3769uTvF573Sodjzpy/+JhZe87O9t7TkvjhnzhwL7w1h5JNGTLn0C+bSMZjLQe5H6rqc8ea+wJmWNbak2RdVh0GDBvn3ZY0OcnfytgMPPNAuv/xy/3qiEbwaYacrMHbccUe77LLLGlvtgrYLhk39/NGS+6Kg3X0U/HuDpt0PrbbPPvvYt99+q6dxeemll8zd4Mc/19U27uZ/8bJiJtJqMx2zFvtiOduimHYr97ouVYjp6gNdYdOpU6eSHD7Nvlhrnxk1ajeUfKP6wzrhqlE9nzFjRphdE4/l6IuFQumzVPJq22zfleiLv13BLNNa64uF9hPWq1yB365Bqdz6UbMKFki+Gbs7oDZYU6VACMWNjDVdDlVI+fHHHy1cyt2Y4ySP4RLH+y8Y+uKrctFFF5n7ldL0RSIUN+LODj/8cLvxxhvN3ZDGzjzzTLv00kvD4lQf0zBM0yfVk6vAnSlthy6/U1GbH3LIIUXXMo0200FrsS8GTP2djho1yn8x1t+6gjBKS9CvXz9zN5Gwp556yiZPnuxXdzda8z+mhG1r6XH06NH2z3/+05+SAmpuJG+qp0df/I0z33tLS+6Lev8KQVs3Ss0ULN133319MDfZEZWS4YorrvA/cv773/82N3otubig6bT6og6mYLO70ZY/7mqrrWZKM+FyA9epx9ixY2233XYzdzM4cyNjzV1xU/Bnijo7auBJmu+vLbkvBma9Dup92OVc9+8RbnSj/4FPnwddTk0/T5/3lPJLKbSUNqvYkmab1WpflGk52qLYtiv3+n379i3pIdPsi7X4mVEDAfR+oxQASg+klGn6MTxX0WtEKPqRqJZKqftiMVZnn322ffnll34Tl7fXMgdx0RfNv18F01rri+G8eKxeAQK81dt2zV7z5MhWjbBpqCTXcTfRaGj1eHmax3E3OzCXxN/vWyOCTjzxxPg4YcLdpdVuuOEGe/fdd025s9xN4Xwg0F3O71f58MMP/QfjsH7yMQSi3Q0sfG7f5DJNd+7c2VzaiHh2GueWxj7iCtXwhJy23nrreES2RpAWm2dSPGl5p9EXVZ9//OMffoSoppNF+QJDcXdvty5duoSn8aNGUCl/tkpa5xV2vu666/q/IY0S1KisZ555xv8Ly/WokVqqf/IHluTyap5WYFs5T901PbbJJpvYcccdl/rppNVm9MXa7IsahROK3tfc5e4+gKbRr8p1qKCpRt66yyz9D05jxozxI+lff/11U66+YkpafVGfDZSnWkWfGe688856wV0t23DDDf2IeH35VBDlr3/9q3+uZSq8Lv7mUGn/q+/pSga97xx66KF+FPatt95ap5rKkf/EE080+gexSuuLaX1mTOu8AnY52iIcq6U+ptlmabxPp9UX1Z5pnZsCmwrw6gfIiy++2F+5ka2/KIimKy1DyRz9H+bz2DQBDW7S4CcVjWpPmoc90xfpi6Ev8FihAlWVUILKVpSAcke6bu3/jRs3rsG6uWBSvL67+VmD64cVkvkq3aXcYXbORzcyMD6O+xJRZz3lXA11dmki6izLfOJGDcXrKndeKLrTadhHsY+642yypGGYpk+ybrU0rbtyqy+E9lJeSs1rTEmjzXTcNPqi9uMCqPF5hfMr9NF9SNMufEnrvML+3Jf2yI1Yi+vmgrj+jujKd5esn7spYuQ+3IfNauZxl1128efpftSJ3EjKOueV/JuVe2NLWm1GX/ztfazW+qILksV/ay6Y46eVez7zTuUuoBvnidbfpvLPF1vS6ovK9RdeH9wVFg1WY+WVV/brt27d2ue3Dhuk9bqY/Ftt6ucP1a2lvy7qvgYu5UGcB19trXy8ek9WG4a2d5duR1deeWVozqIe02qztPpiWp8Z0zqvgFmOtgjHqrbHtHLwptlmabxPp9UX1Z5pvea7qzHi1wP3Q2T04IMP1usu7sqvyKXmiV8f9Dqx3HLL1VuvFmek1RcLsXnggQfivOAyHj58eNbN6Istsy9m7QzMrEiB/12X7v6SKQgUI5DMhavLNRoqyXU0mqjQktZxNLpWv16r6HKT5B1Cs9UlmXMomV8w27qNnZfGuaWxj8bWvxq2U26kzTbbzOe7VX2Vr1PpA5Ijyos5jzS8a7UvBsfrrrvO/vjHP/pLvNxNdfxoOo0m1N+R2kPpGXbYYQe/uu6ErNF4+e7SG/ZbLY8aAXHPPff46urS95AjNu360xd/E8333tKS+6JyXYciI+WQVd68zDuVK3WI+9HVXKDNr67880qBUExJoy/qeLpMN5RCrrAI79N6Tf3oo4/Cpqk9pnVeqlBL7os6f43402u9C+D4KxuUfkGjxTUST1dMaSS2UoQoL6eugFDO4vPPP1+bFlXSarNa7ovlaouiGq4GV06rL9byZ0al79LVTipKkaec10q5oxQtLuDo06rpHg133323/ywf3qfCo9+Q/5osoM+tbmCCv5pHO1PqI13pmlnoi/TFzD7B88oTIEVD5bVJ1dRIN2kIRW/KDZXkOkpVUGhJ6zjKRxi+8Oomb8XkGUwGeJUzNBlQSJ6HckfpzW/nnXf2l5Yml2WbTuPc0thHtrrVwjzd3EJpGcJNLhTY16WfmfmkijnXNLzT6ouq98MPPxzfNC55Hso1fMYZZ/hZSteQLf9rMjVCGuelg+kyOqU+cT9pWqtWrWzkyJH+S32ybm7khd133312xBFH2NVXX+1/eNFNTv7zn/8kV6vKaf2IpJtWqehmUEqDUaqSRpvRF2u3Lyb7h/rgkCFD4psfZvZJd7d4O+WUU3yqAy1TgFfBuEJL8ljJ9/pc2yfXSX4eSL7X6nVErwv5SjL3r7ZVTlcVXhfzqTXPMt3LQDecVNGNNfVDa/I9SJ+flCNagX3dFFD52hVk0OtoZg7mfGdQaX0xrc+MaZ2X7MrVFvnaqSUsS6vN0nqfTqsvqu3SOjftSyl1NAhAQVwVpebRv2RRiiGlcwmB3eT7RnI9posX0L1m/v73v8cb6rtD8nm8wE3QF82nu6IvJnsF05UmQIC30lqkiuqTvONs8ktWrlNIrpPcNtf6Yb6S8IeS3EeYl/mYXCd5nBDk0/pK5D916tTMTXM+DzeECiu4SwnDZJ1HBbRU9KUl1zrJDZL1S9Y7uU5yOrlO2DYtn+RxamHaXYrm34R1p3WV/v37+y/9utFNU0pw1z6S7ZFrn8l1wrZp9sXkF+RkHZL9T7n2ks+T64XpUDc9T9Y5LM98TK6T3FY3zwm52fTrf74gkfJ83X///aYfXPRhSc+b2j6Z9Sznc/24o4CuvqjoplYXXHCBD3hn1iFppx+dwg0a1E7JL02Z22U+T7on95m5XnieXCdsS1/8TafW+qLOKvneoOf5/ha1PDliVnl5iymhP2mbZD/LtY/kOsltk/0xvHbn2kfm/OT7dFqvi0nDZJ0zjx2eJ9dJnldLfl0MNi7lgp9U2yivY6426tWrl5111ln+Brh6TdWNKnUvhEJLWm2WVl9UvXO9/xbzmTGt81J9ytUWOlZLLmm1WbIv1tL3l9A39Fqpm2lqFOlll10W54XXcuWDP+yww3xuXn1WDANsCPAGvcY/ylI3m9Z9Z1T0OqXXBuVHz1Xoi/TFXH2D+ZUjQIC3ctqi6mqiD+GhTJkyJUzmfAzrKIih4EehRZfS6w7LemMP+8i3bXKd5I1iOnToEG+myzqLGVmXvMwq3kkKE2kYpuWTwulUzC5GjBjhUwTMmTPH12mbbbbxowGSfaCxlU2jzZL1qKW+KNPkXY6VGiNfkYMu09VIDX2RV1CpmgO8Sj/x3HPP+VP++uuvbfnll893+n7Zvffea/qnsvHGG/tL5f2TAv6jL/6GFF7zM99bWnJflEzyKhW9hyWfZ+teyf6a/BKXbd3MeWn0Re0z+dqoEUTFfFZIBqgz69fY52m9v7b0vqhgvV4TVdTPevTokbdJdHPO448/3q+jNA7FlLTarFb7Yjnboph2q8V1S9EXa+0zY7LdlapB/3SFh8tf7NO16H0r/Bik0aOhFDOqP2zD4/8E9GOkro4YPXq0n6nXO5d33Lbbbrv/rZRlKvm6SF/8DYi+mKWjMKtZBQjwNit/dR88mcevoS+DujtqeGPWHVOLycErJR1LAV69IenD6aKLLpoTL3mJ54ABA+L13E084mlNHHXUUXWeN8eTtAzT8GmO8y/FMZW3S5f+z5s3z+/+8MMPN+VBzTWCptg6pNFmtdwXw5d4ueqHmYaK0jWE8uWXX4ZJHgsQoC+av/N2rveWlt4XFRxVrvnPP//cO2mEazKIm9nFkncl79KlS+bivM/T6Is6gF4blZdbRV8elWKnuUsa768tvS+W+/zTaDP64m9/ebxHN+0VKK2+mKxFLX1/SZ5XmNZ3RKVpySwTJ06MZ2lwAKVxAhqM4G4qa6+++qrfgT4nKDe6rnRsqNTy95ds505fzKbCvEoXmK/SK0j9KldgtdVWM+VMU2nohiwvvPCCT4ugdZUDqtiS3KahYz3zzDPx7pPbKSgccjdpRIiCzvnK7Nmz7dFHH/U3/wgjQfOt35hlaRkmz7OxPo2pf6Vto8u7FNBVcFeXPl5yySV21VVXpRbc1fmm0Wa13BfdXe3jbqG/+4ZK8rJqd2fehlav6OUa2XDaaac1+E+XG4aiL39hm2KuKtD29EWzfO8tLbkvhv6VfG8YP358mJ31MfnjaLF5ytPoi6pU8svjpEmTstYzOfPll1+2559/3t/QUXm/S1GSho19f23pfVE/LITPiy+99JK/YiNfWzX1fSGNNqvVvljutsjXzi1hWRp9sZY/Mz777LP+Xgy6YiPcJyVXvxg+fLhfpM/3pbhiI9dxa2m+UoJtscUWcXBX9+fQe2ghwV050Bd/6w30xVr6q6jBc3EfiCkINFpghx120Dcq/899Gcu5H5fjJ17voYceyrlergXuS1y8vY6Zq7iRXJG7FNWvu+aaa9ZbzV32F+/HBf/qLU/OcDehiNfdfffdk4tyTrtLhP027rKXnOtkLkjDMC2fzLpV03MXtI+Cv7ucK3J34y5Z9dNos1L3xXPOOSfuv+7GNgVZpHFe7q7H8XHdCIG8x3W5eiOXksGv365du8h9uM+7fq0sdJcexkZ77rlnk04rjTajL0ZRrfbFO+64I+5rLlVN5H78ytnfdtppp3jdRx55JOd6uRak0Rdd7vS4Du4KgMhdtZPrcJH7ETZ+/dDnkDfffDPnumFBY14X03h/5XUxivr16xe3rQvqhCbJ+uhuCBiv6wI/WdfJNzONNit1X1T9w2eWQj8zpnFeOm4520LHq7bi0gL4/uduPtnkqqfVZqV+ny62Lwomjdd8dyPN+G/9sccey+ntfqCM13NXduRcr9YWpNkXZaPPnOF7u7vKNXJXVxRNRl9smX2x6I7CBs0moDudUxBotIC7pKPOG4W7xLPevtzdrOOgq/ulMOsXTAVmX3zxRf/v448/rrcPzXC/LvpjuV9uo5tuuqneOvqy5+7MHNfHJeyvt467HCVyl+r7ddzNjKJcgS8FYNzlrfG+GvoyEg6kc1UA211GFGY1+JiWYRo+DVa2glfYYIMN4vZyd4RtdE3dyO64L6pPZgs6ptFmpe6LbjSe74vqj/mCJEmoNM7L3WAs6tmzZ9wWp556avIQ8bQCTS7XWrzefvvtFy+r9YlCA7z0xd9+PNSXkMa8t9AXo8hdfRK5fKfx39nJJ5+c9c8r+be/zDLLRO7mK3XWK1df1EF32223uL4HHXRQvbqEirnLlOP1GvoxKWzTmNdFbdvU91f6YhS5G6XF7aWgxYcffhiapc6jAvUud6lf110eG7n8xXWW60m5PjOWsi/qPBrzmbGpfVHHTbMttL9aK8UE1crVF0v9mbExfTH5vtHY92l3VUT8urDppptG7n4M9bqTjF2qkHi9Yr5j1dtZlc0opi829D7t0h/Fhi4tQ+TSNzVKg77YMvtiozoLGzWLAAHeZmGvrYMmf8lzOZOiJ554wn+p/OyzzyJ39+M4uKtRlblG77pLluM3HX2hy1b0662Cu/rlUfvSSBx9QVAAzqVliNwdwuN9DBw4MOuHBO33z3/+c7yevjy4u6dH7733ng88K4hw/fXXR3rjC79wFjqyIludC52XhmFaPoXWuZLW02jd0F7qGxqptu222xb0z+WiqnMqX3zxRbwv7VP9OFtJo81qtS8+/fTT/m80tIn+pjUy48cff/T/xo0bF2200UaxswJQGkHZUkqhAV764v+uuGjsewt9MYpcqqH4h039Tbo0NtGTTz4Z6cvgp59+Gp177rl1lmv9zFLOvqg6LbjggvHrg7sU19dXrxEKPL/22mvRXnvtFS/Xui5VR2aVU32exvtrS++L+lFPgfjwvqAfAl3OfP/5S42lII6unHKpbuJ1/vGPf2Rtx3J9ZqzVvphmW2RtoCqfWUxQrVx9UaS1+JlRAd3k50H9qBK+k+k14YYbbohcyqD4NcHdY6PKe1dx1S+mL+Z7n/7555+jFVdcMXZ0KWgK+o6k71KXX355vUrTFy1qaX2xXidgRsUKEOCt2Kapnorp8g6Xzyd+09CH95AmIXyQ1+Nll12W86QK+YCkjXW5afLDf7ZjufxikbsRW85j/fDDD1EyZUSooy4RD9PhUV9G3N1cc+4rrQVpGKouafikdU7l3I8C+qHNin2cMmVKnarm+4CUXDGNNqvlvuhyH9cJ0qhd9LqgAHyyjXr16uVHTCdta3067QAvfTH3e4v6En0xisaMGVMnnYH+BjPf8/S3met9upyvi2oz/VCskcTJ1wr9wBsuIw7z9ZoycuRIbVLyksb7a0vvi1OnTo0UsA/tFx5dft4689QXFUDIlVKknJ8Za7UvptUWJf/Da4YDFBNUK2dfrNXPjO4m2tHiiy9e5zUg8zVBrxUHHHBAzteEZugmZTlkMX0x3/v0qFGj6viG195CHgcPHlzvXOmLLa8v1usEzKhYAQK8Fds01VUx/QKrPEpdu3at9wbSt29ffxlavjMq9AOS9qFcq8qvG1IthDcnfVk99thjo8wRmbmOqxGFqlvmfrQ/BZ00klcjnMpVmmoY6pmWT9hfNTx26tSpXr8L/aKhx8YGeOWSVpvVal/86KOPou22265eUEZtohQpes3QJeQtraQd4KUvNtyD6ItRpC/RypnYsWPHeq+X7o7kkS7fzFXyfXHM3Cat10Wlljn00EOjLl261Kuv3rf33XffePRnZh1K9TyN99eW3hcVtNXI3cyAjt4XFMTX5zvlv81Xyv2ZsVb7Yhptka+dqnVZMUG1cvdFmdbiZ0YNzNHVJdm+k+m7mtLu5frBp1r7WSH1LqYv5nuf1n1nGvo+lGt5tgBvqDt9MUjwiEDlCLRSVdwfNAWB1ATclxdzNxUwl0PN3xFbd+N2ozFS23/Ykcu5a6+88oq5S+jM5WYyd+mJde7cOSwu+NGN0DUXcDHdQVx3B9W+3BtqSepcaKXSMEzLp9A6t/T10mizWu2LujOy/r5cLkVzgV3r06ePLb300ua+zLf0blOS86cv5malL7oomvvY5y6B9XfRdj+O+fdpve+VoqTRF1UvF5w2lzPfXJoX/x6t+rpAdSmqXNA+03h/pS+aTZ8+3d566y1zgQn7/e9/b7179zZ3lVZBbVDsSmm0mY5Zi31R51XOttDxWnJJqy/W4mdG92OKvfvuuzZ58mRzg4b864JL58LnxQr/g6EvVngDUb0WJUCAt0U1NyeLAAIIIIAAAggggAACCCCAAAIIIIAAArUkkP6wylrS4VwQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEKFiDAW8GNQ9UQQAABBBBAAAEEEEAAAQQQQAABBBBAAIF8AgR48+mwDAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQqGABArwV3DhUDQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQyCdAgDefDssQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEKFiDAW8GNQ9UQQAABBBBAAAEEEEAAAQQQQAABBBBAAIF8AgR48+mwDAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQqGABArwV3DhUDQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQyCdAgDefDssQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEKFiDAW8GNQ9UQQAABBBBAAAEEEEAAAQQQQAABBBBAAIF8AgR48+mwDAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQqGABArwV3DhUDQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQyCdAgDefDssQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEKFiDAW8GNQ9UQQAABBBBAAAEEEEAAAQQQQAABBBBAAIF8AgR48+mwDAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQqGABArwV3DhUDQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQyCdAgDefDssQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEKFiDAW8GNQ9UQQAABBBBAAAEEEEAAAQQQQAABBBBAAIF8AgR48+mwDAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQqGABArwV3DhUDQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQyCdAgDefDssQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEKFiDAW8GNQ9UQQAABBBBAAAEEEEAAAQQQQAABBBBAAIF8AgR48+mwDAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQqGABArwV3DhUDQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQyCdAgDefDssQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEKFiDAW8GNQ9UQQAABBBBAAAEEEEAAAQQQQAABBBBAAIF8AgR48+mwDAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQqGABArwV3DhUDQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQyCdAgDefDssQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEKFiDAW8GNQ9UQQAABBBBAAAEEEEAAAQQQQAABBBBAAIF8AgR48+mwDAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQqGABArwV3DhUDQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQyCdAgDefDssQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEKFiDAW8GNQ9UQQAABBBBAAAEEEEAAAQQQQAABBBBAAIF8AgR48+mwDAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQqGABArwV3DhUDQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQyCdAgDefDssQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEKFiDAW8GNQ9UQQAABBBBAAAEEEEAAAQQQQAABBBBAAIF8AgR48+mwDAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQqGABArwV3DhUDQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQyCdAgDefDssQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEKFiDAW8GNQ9UQQAABBBBAAAEEEEAAAQQQQAABBBBAAIF8AgR48+mwDAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQqGABArwV3DhUDQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQyCdAgDefDssQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEKFiDAW8GNQ9UQQAABBBBAAAEEEEAAAQQQQAABBBBAAIF8AgR48+mwDAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQqGABArwV3DhUDQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQyCdAgDefDssQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEKFiDAW8GNQ9UQQAABBBBAAAEEEKhUgblz59q8efMqtXrUCwEEEEAAAQQQaDECBHhbTFNzoggggAACCCCAAAIIpCPw888/W9u2bW3w4MHp7JC9IIAAAggggAACCDRaoE2jt2RDBBBAAAEEEEAAAQQQaFECU6ZMsbFjx9r48eP9eT/zzDN27rnn2jrrrGMbb7yxzTcf40daVIfgZBFAAAEEEECgIgRaRa5URE2oBAIIIIAAAggggAACzSQwYMAAU/Cyc+fO9u677zZTLX477KhRo2z//ff3T04++WQ79thjm7U+OvjMmTPt9NNPt6uuusqUmiFb6devn1155ZU2cODAbIuZhwACCCCAAAIIIFAiAX5iLxEsu0UAAQQQQAABBBCoHoEZM2bYl19+adOnT2/2Siv9geqifz/++GOz10fjQfbYYw+7/PLL4+DuKqus4uvVtWvXeNTupEmTbIsttrC33nqr2etMBRBAAAEEEEAAgZYkQIC3JbU254oAAggggAACCCCAQJECQ4YMsUcffdRvteKKK9orr7xiEydO9M+33357e/nll31gVzNmzZplO+ywg/3yyy9+Of8hgAACCCCAAAIIlF6AHLylN+YICCCAAAIIIIAAAhUuoNQDs2fP9jcOq/Cqlr16CvCqdOjQwUaPHm1LL720aZRxKKuuuqo98MADtuSSS9rXX39tH3zwgT355JO25ZZbhlV4RAABBBBAAAEEECihACN4S4jLrhFAAAEEEEAAAQSqQ2Drrbe2XXbZxTQilfI/gQ8//NC+++47P0NpGhTczVbat29vBx54YLxIAV8KAggggAACCCCAQHkEGMFbHmeOggACCCCAAAIIIIBA1Qm89tprcZ179eoVT2ebOO6442z99dc3pXFYbrnlsq3CPAQQQAABBBBAAIESCBDgLQEqu0QAAQQQQAABBJpLQJfO33TTTXb77bfb5MmTfS7UtdZay9Zdd1077LDDrGPHjnb88cf7dAQDBgywwYMHZ63qr7/+ajfffLPPt/rOO++Y/imFwfLLL28rrLCCrb766n5/GrmZWcaNG+froPmnn366Lb744nbjjTfa008/bc8995zfj4KFGi176KGH+jpl7kPPk/s599xzbZFFFrGRI0fa448/bk899ZR98803ttFGG9nGG29sO++8s3Xq1MnvZt68eXb33XfbmDFjfKqAOXPmWO/evW3XXXe1gw8+2Fq1alXvcKeeeqpPL7DgggvapZdeWmf5KaecYt9++62tvfbadsABB5huyCZfncv48eOtTZs21q9fP298+OGHW7t27epsn/lEbfSf//zH7+P999+31q1b+8CozmP//ffPXD3n8//+9792/fXX24svvujb6ZNPPvHBVbXN5ptvbjvuuGPObeWnc1C54IILbObMmf7x4Ycf9qkYdLO0E044wZZddtl4H59++mk8nW1iiSWWyDsCOjjK6pBDDvE3Y7vtttt8OyuQrH6idA9HH320DRw4MNsh6s2bMGGCt9SN3dRHO3fu7Peh/ahvd+/evd42mpHsW03po1l3zkwEEEAAAQQQQKDcAu6uuBQEEEAAAQQQQACBGhB49913IxeQi9znyaz/Vl555cgFfaOFF17YL99zzz2znrULlkUu+Jt1H8l9u5Ga0fPPP19vH9ddWQhSngAAGQhJREFUd1287aRJkyJ3aX/8PLm9phdddNGs+9BOk/txqQKiY445Jud+ttpqq8gFpSMX9Iz23nvvnOu5wKdfL7PSPXv29NvIJrMstdRSftmf/vSn6KOPPop+//vf59y/3LROrtJQG2233XaRC6zH+z/nnHOy7kpttMYaa8TrZbrqudxdEDzr9kOHDo23ffXVV6MePXrEz8O+hg8f7q1Cf3HB0+irr77y+/vpp5/8+i4gnXX/2WYGRxdoj8aOHRtpf+FYmY8u3UM0d+7cbLvx87744oton332iVywPuc+unTpErkfO7LuI9m3mtJHs+6cmQgggAACCCCAQJkFGMHrPk1SEEAAAQQQQACBahfQ6E1dHu8CcP5UdIm8Rsi6YKRpdOR9991nb775pmk0r0bi5ioTJ070+wk30dKoUo0G7datmx/FqpGSGnWp5S5YaS7IZm+//bbNN998WXep5TquRlZqtO56661nn332md11111+FK7qu9lmm9kzzzzjRwVn3YmbeeSRR/rRuxotq9GdOtcpU6b4/fzyyy82atQoO+2003yd7r33XnPBRF/vxRZbzFww0Vwg2tznbD/61wUu/UjeXMfKNV+jbVX/adOmedcNN9zQjyp+9tln7YUXXjAXkPSjaffaay8/sjdzP2ojba8RwCoaDa02Ulu9/PLLNmLECHvooYd8fTO3TT7XSGjlDNbIZJU111zT39DMBantjTfe8BZqmzvuuMM0wtUFcL1/ch/J6RNPPNFUNxWNJtbobY1k3m233Xy7brrppiZTjfLViGntV/2qscUFVH19VX+1vXIfa6StRkRfffXVNmvWLD8yWX1Mo8gzi+onN5mrqG/pef/+/X0dtZ9HH33U91f1P53/RRddlLmb+HlafTTeIRMIIIAAAggggEC5BcocUOZwCCCAAAIIIIAAAiUQ2GmnneKRjC5dQeSCZHWOohGPLiAZr+M+c/oRnnVWck9ccDJe56qrrspc7J+7YGDkLseP13vwwQfrrJccHanjaFSxRpwmi0bbusBivA+XQiK52E9n7sddwh/p2MniUg3E+9Cx9E/nkHn+Z511VryeRr5mlkJG8Ib9n3feeX6kcHIfLsAcueBzfAwXKE8u9tMuYBovV3v98MMPddbRyF+XWiBeR8c7++yz66yjEcoaiR3q4gKX9UYku8BppJG1YR2XG7fOPvQkOYJX67mUGZELLkcamatR2S6IG2/z9ddfRy7tQ7w/rR/6kvpavpG28U7cRBjBG+rlUjZELp1GcpXo9ddfj5ZZZpn4WC5QW2e5nmhUc9iHC25HGt2dWVyKjsil7PDruaB19NJLL9VZJbNvNbaP1tkpTxBAAAEEEEAAgWYS0EgGCgIIIIAAAggggEAVC7zyyitxwGvppZf2Qbpsp6PL9ZOXxesS/mSZOnVq1LZtW78vN0o2uajetMvbGh8zMwiZGTxzI07rba8ZCu4lA5qjR4+us15yP6qXGylbZ3l44kbFxnVxI0HrBU7DelqmwKACf5ml0ADvoEGDMjeNnycD1pmpFdwo57iOblRx5EZRx9slJ9wo4UgByRDAzLS94oor4mVKY5CvrLPOOn5d2en4yZIM8LrR1zltwzZu1HHkRn/Hxw7106P6lBuFGz3yyCNh9ayPyQDvJptsknUdzbznnnvi46htk0U/FIQ+2qFDh0g/XOQqSjER6qm6J4PJyb6ldRrbR3Mdm/kIIIAAAggggEA5BbJfS+c+5VAQQAABBBBAAAEEqkNAl/aHopuFZbvxmZa7nKSmy/FzlYUWWshf2n7ttdfahRdemGs1P183Wgvlxx9/DJP1HnV5v1IZZCu62ZnqG8oDDzwQJus9brDBBj69Qb0FbsZKK60Uz9533339TcLiGYmJkFbg+++/95fvJxYVPPmXv/wl57pKGxFKSMMQnuvmZaEce+yxtsACC4SndR6VtsEF3uvMSz658sor46cuiBxPZ5vQzfRUdDO2W2+9Ndsqfp5SGyh1RL6iG9wpzYVuKqcbpCktQihK3eCCsrbNNtv4uoc0IWF5tsczzzwz22w/z41uNjdK2U/reElL3WBP56PicjL71CH+SZb/9ttvv7hvKJ2DUmxkK2n10Wz7Zh4CCCCAAAIIIFAOAQK85VDmGAgggAACCCCAQAkFxowZE+9dOVLzFeXTzVXcyFZzIyvtoIMOMgVUsxXlmVXQbeTIkfFizctVlBs1X0kGRZVbNldREDJXUfAxFJdqIEzWe3QjPuN5ytvbmKIAbK7StWvXeFHm/l0qiXhZQ23kbrQWr5ucUO5Zl47Az3IpBcylyUgurjetfMuh5Apuanm+cwrbh0flPx42bJh9/PHHfpa2XXLJJcNiu/POO31AP+RwjhckJtxN23L2L62mwL9L2eG3cKNufX7msPk777wTJm3bbbeNp7NNKJ+wchWHktw2zNNjWn00uU+mEUAAAQQQQACBcgq0KefBOBYCCCCAAAIIIIBA+gIutUK80x49esTT2SZcKoJss7POc3lL/c2/FBx87733/L8PPvjAMoOX7vKzrNtrZkP1UZCyXbt2fp+ff/55zv0kg6eZKykgGIpu1pWr5LoRXK71M+drZLRuNper6DxCUWAyWZLnphvA5Su5lutGaMFeN3rLtV62fecL8IaRzdm2yzUvjEBWgF4jvnXjvaOOOso0OlqBVJdawnKNMG6oT+iYyXWSdrqhXyiF9GUFwkPRjeeyleSxsi0vtI9m25Z5CCCAAAIIIIBAOQQI8JZDmWMggAACCCCAAAIlFHA3wfJ7V4qFEHjLdTgFKBUQzReUvfnmm23IkCH2xhtvZN2Ny4Fqyy23nOUKmCU3cjfMSj6tN626uJy09tlnn1k4j3oruRnJ0bfZlod5GrVZqtKxY0dv15j9J9MWNDTy1uVRznoIBddD0QjZZGA/zM/1OHny5FyLigoUZ9uJu7mc7bPPPrbooovGI2aVSiJXgLehPqFjuBvqxYdK9gv90KCiYzbkqPWSQXAFyLOVhupTaB/Ntm/mIYAAAggggAAC5RAgwFsOZY6BAAIIIIAAAgiUUECjVpUH9YcffvD/FOjNVRRozBfcPffcc+20006LN1fAVJfhu5uh2Wqrreb/Kafu2LFjzd1wzK+XHEEbb/j/J9zNxDJn1Xsecqzq0v1cpamjb3Ptt1zzFRwORW31u9/9Ljyt95gr5UUyyK30CwqqFloUlM9V0rJV+g+14Xfffef/ffrpp5YteFpMn1Cdk/1CI7kV2JaR+nvSNdv5JYPDybzByXWLqU+yLsl9MI0AAggggAACCDSnAAHe5tTn2AgggAACCCCAQAoCusQ+XLo+ZcqU+MZS2XatoFuu8sQTT8TBXY2QPP/88+3ggw+uc0OtsK0uxQ8lMx1BmK/HfMfTcgWcf/rpJ03WGbXpZ9TQfxqR+uabb/ozkkm+AG+ukabJG9tpR0qJUOpy0003mfIHv/rqq6YbnOULcKrPKMh79913+2opX3C2AG9DfUIbJ9dJjuZVX3/99df9/pUHuG/fvn46138hV7CWa4RxtpI8VrblLaWPZjt35iGAAAIIIIBAdQhwk7XqaCdqiQACCCCAAAII5BRYccUV42Xjxo2Lp7NNPPfcc9lm+3kPPvhgvOzvf/+7nXjiiVmDu1opGRTLNeJU64VL6jWdrSTTQAwYMCDbKjUxT6OfQ0mec5iXfEymYkjOV4AyBFgV5Pzvf/+bXFxvWiNTH330UZ9KY86cOfWWFzLj9ttvt+uvv96Ujzlf3wn70ujkUJTGI1vRjxAN1SdptOaaa8a7SeYLDoHeeGGWiddeey2em+tmcvTRmIgJBBBAAAEEEKhSAQK8VdpwVBsBBBBAAAEEEAgCBx54oIXcsxp1myvgqpGyyq2bqzz//PPxos022yyezpzQjb7CKE0t+/XXXzNXiZ8PGzYsbzDvoosuitfdaaed4ulam9hll13iU7r44otzpslQ+oyhQ4fG62ZODBw40M9SgPSKK67IXFznuey32mor6927t+2///51lhX6pF+/fvGqt956azydbUKjuidOnOgXderUKevoXS1UP1TdcpUXXnjBpwDR8tVXX92SN0pbZ5114s0uuOACyzd6XAHg8KOFUjlodHG2Qh/NpsI8BBBAAAEEEKgmAQK81dRa1BUBBBBAAAEEEMgioADen/70J79El8UrrUJIexBWV77Sfffd16ZNmxZm1Xtccskl43nJkY/xTDehYO5ee+3lR3SG+ZnHCvP1+MUXX5jy+mYr999/v40cOdIv0uhKBSNrtSgwucYaa/jTU+AxV3D26quvznlzO22sAH0I5p9xxhlx2odMN90AL+l+9NFHZ65S0PMDDjjAQo7e2267zZTGI1c55ZRT7Ntvv/WLd9ttt1yr+fk6D43kzSzqpxo5HkpmGooddtjBlANaRY4Klmcrs2bNMp1zyDe955572vzzz59tVfpoVhVmIoAAAggggEA1CRDgrabWoq4IIIAAAggggEAOAaVU6Natm1964403mkZennzyyXbDDTfYSSed5EdC3nXXXaY8qaFk3hxtk002CYvsr3/9q11++eX20Ucf+Xm6EdqIESNsxx13tHvvvTdeTxPhJml1ZiaeKNCo4LKCxgoQKwWB6rvzzjvHa1111VXWvn37+HmtTcj62muvjYOzxxxzjM+hq7y8GoX6zjvv2HHHHWdHHnmkZbZL0kI3uzviiCP8LAVDlb5AQc7333/fBzN1gzO1udoy3GBs1113tfXWWy+5m4KnlWZBPxioqJ7bbLONH2EcArmar7rvvffepjZUWWyxxezCCy/007n+U+C/f//+duedd/p6/vjjjz7HrwLhzzzzjN9s/fXXN41OzywKjocgt/qpjq1Rvz///LPf10MPPeRdlDtYpWfPnpYcKe5nZvxHH80A4SkCCCCAAAIIVJeA+1WbggACCCCAAAIIIFADAm5EZOSCZpH7NJr1n7vcPXKjMONlgwcPrnPWLvgaudGR8fKwn+7du0cu6BjPX3nllSMXhItcQNnPcyN/I20bynXXXRevu+WWW0YLLLBA/NwFmONp7b9t27aRy/EaNq3zmNyPS1tQZ1nyiQtkx/scNWpUclGd6e222y5ezwUY6yxzQUC/zOW4rTNfT5Zaaim/zN0Yrd6y5IwJEybE+z/ssMOSi+Jpl9oiciNJ4/VkkDSRlQuUxsvPOeeceNsw4QK70SGHHBKvE9qpXbt29ea5tASRG2EdNo0f5Rm2k3O+ou033njjeP1kndV+YT96lNHo0aOz7i44unQJkUsBEm+nvuUCtvFz7ccFeqPp06dn3Y9mylHHSh476Rjmq6+6AHS9/ST7VlP6aL0dMwMBBBBAAAEEEGgGAUbwuk9/FAQQQAABBBBAoBYEXADNj3689NJLTZekK+1B165dzQWwzAUK/U2ytE4onTt3DpP+UZfia/SjRv4mL2dXWgf3OdUWX3xxU47fl19+2TS68g9/+IPfburUqRZGS9bZoXsyaNAgXyeNPNXI1GR+YNVr7NixpjQALaUoF++zzz7rR8KGcw4muoGYUlZolGy+0qFDB5/D9rHHHrO+ffvGo1mVGzmUXr16+ZujaX9NHRmt7R9//HGfHkIjw5PtGG70phG1LoDuR2nnynUb6qb9uUC8HX/88aZcvepbGtmtotG/Z511lo0ZM8Z0U7lcRY66Edvuu+9uCy20kF8tOOrJ0ksvbWeeeaYf2Zu8CWG2/dFHs6kwDwEEEEAAAQSqSaCVgsrVVGHqigACCCCAAAIIINB4gYcfftgH4rQHBcBOP/30rDvT5f9KpTB58mQfJFYg0Y2YzLpu5szhw4fbQQcd5GfrhmFKO6CilAHjx4/3AceVVlrJksFmv0IL+++zzz7z6Q10w7S1117bBzcbQ6AcyEqToDQNCooqrYJsQ+7cxuwz3zZfffWVPfLII/7Gbbrpm9IbrLXWWnGgNde2CrrqnNWPtA8VpX1Q6g71M91MzY24LTogra8zSiWinLxKQdKjRw/r06dP3vOnj+ZqJeYjgAACCCCAQDUK/C8JWzXWnjojgAACCCCAAAII2IsvvuhHRK6wwgrmLqWPc/Fmo5k4cWI8Wzdny1U0KtKldPD/cq1T7PxFFlkkDi4Xu20trq8gbBpBbo22Trut8nkriKwR4vvvv7+pD2266ab5Vs+7TEHoptZdI4oV1Na/phb6aFMF2R4BBBBAAAEEmkOAAG9zqHNMBBBAAAEEEEAgZYEwEleXyT/44INZ964RuUOGDPHLFFhzeVCzrsdMBBBAAAEEEEAAAQQQqB4BcvBWT1tRUwQQQAABBBBAIKuALkcPOXOVQ/eGG26wmTNn1ln3888/9yMulQ5AZaeddjKNVqQg0BgBd3M1n6/52GOPbczmbIMAAggggAACCCCQogAB3hQx2RUCCCCAAAIIINAcAuGmW+HYBx54oM9zqhuh7bPPPj5tQ8+ePW3cuHF+FU1fc801YXUeEShaQCPAt912W1tttdWK3pYNEEAAAQQQQAABBNIVIEVDup7sDQEEEEAAAQQQaBaBfffd13RjtLPOOsu+/PJLmzt3rg/ohqCuKqVcpbvssov961//si5dujRLPTkoAggggAACCCCAAAIIpCvQyt11Nkp3l+wNAQQQQAABBBBAoLkEfvrpJ7vrrrvsrbfesk8++cQHfZdYYglbfvnlbffdd7cePXqUvGqTJ0+2CRMm+OMMGDDAdPM3CgIjRoyw2bNnW/v27W3XXXdtVhD6aLPyc3AEEEAAAQQQSFmAAG/KoOwOAQQQQAABBBBAAAEEEEAAAQQQQAABBBAolwA5eMslzXEQQAABBBBAAAEEEEAAAQQQQAABBBBAAIGUBQjwpgzK7hBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgXIJEOAtlzTHQQABBBBAAAEEEEAAAQQQQAABBBBAAAEEUhYgwJsyKLtDAAEEEEAAAQQQQAABBBBAAAEEEEAAAQTKJUCAt1zSHAcBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEhZgABvyqDsDgEEEEAAAQQQQAABBBBAAAEEEEAAAQQQKJcAAd5ySXMcBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgZQECvCmDsjsEEEAAAQQQQAABBBBAAAEEEEAAAQQQQKBcAgR4yyXNcRBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgZQFCPCmDMruEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBcgkQ4C2XNMdBAAEEEEAAAQQQQAABBBBAAAEEEEAAAQRSFiDAmzIou0MAAQQQQAABBBBAAAEEEEAAAQQQQAABBMolQIC3XNIcBwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQSFmAAG/KoOwOAQQQQAABBBBAAAEEEEAAAQQQQAABBBAolwAB3nJJcxwEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCBlAQK8KYOyOwQQQAABBBBAAAEEEEAAAQQQQAABBBBAoFwCBHjLJc1xEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBlAUI8KYMyu4QQAABBBBAAAEEEEAAAQQQQAABBBBAAIFyCRDgLZc0x0EAAQQQQAABBBBAAAEEEEAAAQQQQAABBFIWIMCbMii7QwABBBBAAAEEEEAAAQQQQAABBBBAAAEEyiVAgLdc0hwHAQQQQAABBBBAAAEEEEAAAQQQQAABBBBIWYAAb8qg7A4BBBBAAAEEEEAAAQQQQAABBBBAAAEEECiXAAHecklzHAQQQAABBBBAAAEEEEAAAQQQQAABBBBAIGUBArwpg7I7BBBAAAEEEEAAAQQQQAABBBBAAAEEEECgXAIEeMslzXEQQAABBBBAAAEEEEAAAQQQQAABBBBAAIGUBQjwpgzK7hBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgXIJEOAtlzTHQQABBBBAAAEEEEAAAQQQQAABBBBAAAEEUhYgwJsyKLtDAAEEEEAAAQQQQAABBBBAAAEEEEAAAQTKJUCAt1zSHAcBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEhZgABvyqDsDgEEEEAAAQQQQAABBBBAAAEEEEAAAQQQKJcAAd5ySXMcBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgZQECvCmDsjsEEEAAAQQQQAABBBBAAAEEEEAAAQQQQKBcAgR4yyXNcRBAAAEE/l87dkwDAACAMMy/a0wsXDUASc8RIECAAAECBAgQIECAAAECBGIBgTcGNUeAAAECBAgQIECAAAECBAgQIECAAIGXgMD7kvZDgAABAgQIECBAgAABAgQIECBAgACBWEDgjUHNESBAgAABAgQIECBAgAABAgQIECBA4CUg8L6k/RAgQIAAAQIECBAgQIAAAQIECBAgQCAWEHhjUHMECBAgQIAAAQIECBAgQIAAAQIECBB4CQi8L2k/BAgQIECAAAECBAgQIECAAAECBAgQiAUE3hjUHAECBAgQIECAAAECBAgQIECAAAECBF4CAu9L2g8BAgQIECBAgAABAgQIECBAgAABAgRigQFR5iUMEK8PvQAAAABJRU5ErkJggg==)
Barplots are commonly-used for counts of categorical data
- Let’s say we want to know how many countries there are
table
will give us the total number of times each country is observed
- but the set of countries is repeated for each year
table(gapminder$continent)
Africa Americas Asia Europe Oceania
624 300 396 360 24
table(gapminder$continent[gapminder$year==2002])
Africa Americas Asia Europe Oceania
52 25 33 30 2
barplot(table(gapminder$continent[gapminder$year==2002]))
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABXgAAANhCAYAAABdAtNeAAAEDWlDQ1BJQ0MgUHJvZmlsZQAAOI2NVV1oHFUUPrtzZyMkzlNsNIV0qD8NJQ2TVjShtLp/3d02bpZJNtoi6GT27s6Yyc44M7v9oU9FUHwx6psUxL+3gCAo9Q/bPrQvlQol2tQgKD60+INQ6Ium65k7M5lpurHeZe58853vnnvuuWfvBei5qliWkRQBFpquLRcy4nOHj4g9K5CEh6AXBqFXUR0rXalMAjZPC3e1W99Dwntf2dXd/p+tt0YdFSBxH2Kz5qgLiI8B8KdVy3YBevqRHz/qWh72Yui3MUDEL3q44WPXw3M+fo1pZuQs4tOIBVVTaoiXEI/MxfhGDPsxsNZfoE1q66ro5aJim3XdoLFw72H+n23BaIXzbcOnz5mfPoTvYVz7KzUl5+FRxEuqkp9G/Ajia219thzg25abkRE/BpDc3pqvphHvRFys2weqvp+krbWKIX7nhDbzLOItiM8358pTwdirqpPFnMF2xLc1WvLyOwTAibpbmvHHcvttU57y5+XqNZrLe3lE/Pq8eUj2fXKfOe3pfOjzhJYtB/yll5SDFcSDiH+hRkH25+L+sdxKEAMZahrlSX8ukqMOWy/jXW2m6M9LDBc31B9LFuv6gVKg/0Szi3KAr1kGq1GMjU/aLbnq6/lRxc4XfJ98hTargX++DbMJBSiYMIe9Ck1YAxFkKEAG3xbYaKmDDgYyFK0UGYpfoWYXG+fAPPI6tJnNwb7ClP7IyF+D+bjOtCpkhz6CFrIa/I6sFtNl8auFXGMTP34sNwI/JhkgEtmDz14ySfaRcTIBInmKPE32kxyyE2Tv+thKbEVePDfW/byMM1Kmm0XdObS7oGD/MypMXFPXrCwOtoYjyyn7BV29/MZfsVzpLDdRtuIZnbpXzvlf+ev8MvYr/Gqk4H/kV/G3csdazLuyTMPsbFhzd1UabQbjFvDRmcWJxR3zcfHkVw9GfpbJmeev9F08WW8uDkaslwX6avlWGU6NRKz0g/SHtCy9J30o/ca9zX3Kfc19zn3BXQKRO8ud477hLnAfc1/G9mrzGlrfexZ5GLdn6ZZrrEohI2wVHhZywjbhUWEy8icMCGNCUdiBlq3r+xafL549HQ5jH+an+1y+LlYBifuxAvRN/lVVVOlwlCkdVm9NOL5BE4wkQ2SMlDZU97hX86EilU/lUmkQUztTE6mx1EEPh7OmdqBtAvv8HdWpbrJS6tJj3n0CWdM6busNzRV3S9KTYhqvNiqWmuroiKgYhshMjmhTh9ptWhsF7970j/SbMrsPE1suR5z7DMC+P/Hs+y7ijrQAlhyAgccjbhjPygfeBTjzhNqy28EdkUh8C+DU9+z2v/oyeH791OncxHOs5y2AtTc7nb/f73TWPkD/qwBnjX8BoJ98VVBg/m8AAEAASURBVHgB7N19kFX1fT/wz+KuLIpLKl0RDVREkWABDSLJUJ+KOAQE4zhNNLU+ZKbVdm0qTx21JqPjQ6sjPqRWwanaYjetNNPRKkH7oJFG2ZomUMGHKFFwKQ008rQBFljh13N+P+9PoxcX2Hu555zXmbnsveeec76f7+vz/SN5z/Hcuj3/u4WNAAECBAgQIECAAAECBAgQIECAAAECBDIn0CtzFSuYAAECBAgQIECAAAECBAgQIECAAAECBFIBAa+FQIAAAQIECBAgQIAAAQIECBAgQIAAgYwKCHgz2jhlEyBAgAABAgQIECBAgAABAgQIECBAQMBrDRAgQIAAAQIECBAgQIAAAQIECBAgQCCjAgLejDZO2QQIECBAgAABAgQIECBAgAABAgQIEBDwWgMECBAgQIAAAQIECBAgQIAAAQIECBDIqICAN6ONUzYBAgQIECBAgAABAgQIECBAgAABAgQEvNYAAQIECBAgQIAAAQIECBAgQIAAAQIEMiog4M1o45RNgAABAgQIECBAgAABAgQIECBAgAABAa81QIAAAQIECBAgQIAAAQIECBAgQIAAgYwKCHgz2jhlEyBAgAABAgQIECBAgAABAgQIECBAQMBrDRAgQIAAAQIECBAgQIAAAQIECBAgQCCjAgLejDZO2QQIECBAgAABAgQIECBAgAABAgQIEBDwWgMECBAgQIAAAQIECBAgQIAAAQIECBDIqICAN6ONUzYBAgQIECBAgAABAgQIECBAgAABAgQEvNYAAQIECBAgQIAAAQIECBAgQIAAAQIEMiog4M1o45RNgAABAgQIECBAgAABAgQIECBAgAABAa81QIAAAQIECBAgQIAAAQIECBAgQIAAgYwKCHgz2jhlEyBAgAABAgQIECBAgAABAgQIECBAQMBrDRAgQIAAAQIECBAgQIAAAQIECBAgQCCjAgLejDZO2QQIECBAgAABAgQIECBAgAABAgQIEBDwWgMECBAgQIAAAQIECBAgQIAAAQIECBDIqICAN6ONUzYBAgQIECBAgAABAgQIECBAgAABAgQEvNYAAQIECBAgQIAAAQIECBAgQIAAAQIEMiog4M1o45RNgAABAgQIECBAgAABAgQIECBAgAABAa81QIAAAQIECBAgQIAAAQIECBAgQIAAgYwKCHgz2jhlEyBAgAABAgQIECBAgAABAgQIECBAQMBrDRAgQIAAAQIECBAgQIAAAQIECBAgQCCjAgLejDZO2QQIECBAgAABAgQIECBAgAABAgQIEBDwWgMECBAgQIAAAQIECBAgQIAAAQIECBDIqICAN6ONUzYBAgQIECBAgAABAgQIECBAgAABAgQEvNYAAQIECBAgQIAAAQIECBAgQIAAAQIEMiog4M1o45RNgAABAgQIECBAgAABAgQIECBAgAABAa81QIAAAQIECBAgQIAAAQIECBAgQIAAgYwKCHgz2jhlEyBAgAABAgQIECBAgAABAgQIECBAQMBrDRAgQIAAAQIECBAgQIAAAQIECBAgQCCjAgLejDZO2QQIECBAgAABAgQIECBAgAABAgQIEBDwWgMECBAgQIAAAQIECBAgQIAAAQIECBDIqICAN6ONUzYBAgQIECBAgAABAgQIECBAgAABAgQEvNYAAQIECBAgQIAAAQIECBAgQIAAAQIEMiog4M1o45RNgAABAgQIECBAgAABAgQIECBAgAABAa81QIAAAQIECBAgQIAAAQIECBAgQIAAgYwKCHgz2jhlEyBAgAABAgQIECBAgAABAgQIECBAQMBrDRAgQIAAAQIECBAgQIAAAQIECBAgQCCjAgLejDZO2QQIECBAgAABAgQIECBAgAABAgQIEBDwWgMECBAgQIAAAQIECBAgQIAAAQIECBDIqICAN6ONUzYBAgQIECBAgAABAgQIECBAgAABAgQEvNYAAQIECBAgQIAAAQIECBAgQIAAAQIEMiog4M1o45RNgAABAgQIECBAgAABAgQIECBAgAABAa81QIAAAQIECBAgQIAAAQIECBAgQIAAgYwKCHgz2jhlEyBAgAABAgQIECBAgAABAgQIECBAQMBrDRAgQIAAAQIECBAgQIAAAQIECBAgQCCjAgLejDZO2QQIECBAgAABAgQIECBAgAABAgQIEBDwWgMECBAgQIAAAQIECBAgQIAAAQIECBDIqICAN6ONUzYBAgQIECBAgAABAgQIECBAgAABAgQEvNYAAQIECBAgQIAAAQIECBAgQIAAAQIEMiog4M1o45RNgAABAgQIECBAgAABAgQIECBAgAABAa81QIAAAQIECBAgQIAAAQIECBAgQIAAgYwKCHgz2jhlEyBAgAABAgQIECBAgAABAgQIECBAQMBrDRAgQIAAAQIECBAgQIAAAQIECBAgQCCjAgLejDZO2QQIECBAgAABAgQIECBAgAABAgQIEBDwWgMECBAgQIAAAQIECBAgQIAAAQIECBDIqICAN6ONUzYBAgQIECBAgAABAgQIECBAgAABAgQEvNYAAQIECBAgQIAAAQIECBAgQIAAAQIEMiog4M1o45RNgAABAgQIECBAgAABAgQIECBAgAABAa81QIAAAQIECBAgQIAAAQIECBAgQIAAgYwKCHgz2jhlEyBAgAABAgQIECBAgAABAgQIECBAQMBrDRAgQIAAAQIECBAgQIAAAQIECBAgQCCjAgLejDZO2QQIECBAgAABAgQIECBAgAABAgQIEBDwWgMECBAgQIAAAQIECBAgQIAAAQIECBDIqICAN6ONUzYBAgQIECBAgAABAgQIECBAgAABAgQEvNYAAQIECBAgQIAAAQIECBAgQIAAAQIEMiog4M1o45RNgAABAgQIECBAgAABAgQIECBAgAABAa81QIAAAQIECBAgQIAAAQIECBAgQIAAgYwKCHgz2jhlEyBAgAABAgQIECBAgAABAgQIECBAQMBrDRAgQIAAAQIECBAgQIAAAQIECBAgQCCjAgLejDZO2QQIECBAgAABAgQIECBAgAABAgQIEBDwWgMECBAgQIAAAQIECBAgQIAAAQIECBDIqEB9RutWNoGKC7z99ttxxx13xI4dOyo+lgEIHEyBM888M77+9a8fzBKMTYAAAQIECBAgQIAAAQIECOynQN2e/93281ynEci1wDe/+c249dZbcz1HkyOQCPTt2zc6OjpgECBAgAABAgQIECBAgAABAhkUcAdvBpum5OoIvP/+++lAX/ziF2Ps2LHVGdQoBKoo0NXVFQ888EAkf20ECBAgQIAAAQIECBAgQIBANgUEvNnsm6qrKDB06ND4zd/8zSqOaCgC1RHYuXNnGvBWZzSjECBAgAABAgQIECBAgAABApUQ8CNrlVB1TQIECBAgQIAAAQIECBAgQIAAAQIECFRBQMBbBWRDECBAgAABAgQIECBAgAABAgQIECBAoBICAt5KqLomAQIECBAgQIAAAQIECBAgQIAAAQIEqiDgGbxVQN7bEGvXro0NGzbEtm3b0ldjY2P069cvmpqaon///pF8thEgQIAAAQIECBAgQIAAAQIECBAgQOCTBAS8n6RSwX0dHR0xf/78aG1tjRUrVkTyudxWX18fI0eOjHHjxsX5558fkydPjrq6unKH20+AAAECBAgQIECAAAECBAgQIECAQMEEPKKhSg1ft25dtLS0xLHHHhvXXHNNLFmyZK/hblJWV1dXLF26NObOnZsGvKNGjYqFCxdWqWLDECBAgAABAgQIECBAgAABAgQIECBQ6wLu4K1ChzZu3BgTJ06M5cuXl0ZL7sQdOHBgDB48OJqbm6NPnz7Ru3fvNNTt7OyMLVu2RHt7e6xevTp27NiRnpfc8Ttt2rSYM2dOXHvttaVreUOAAAECBAgQIECAAAECBAgQIECAQDEFBLwV7vvWrVtjypQppXB37NixMWPGjJgwYUIa7H7a8Lt27YqXX345fazDo48+Gsnn6dOnx7Bhw9JHNnza+b4nQIAAAQIECBAgQIAAAQIECBAgQCC/Ah7RUOHeLliwIH0cQzLMxRdfHG1tbenf5K7d7mwNDQ0xfvz4mDdvXjzxxBORfE626667Lnbv3t2dSziGAAECBAgQIECAAAECBAgQIECAAIGcCgh4K9zYl156KR0heX5u8uNqvXrtP3nyI2t33XVXer3kcQ/vvPNOhat3eQIECBAgQIAAAQIECBAgQIAAAQIEallg/9PGWp5VDdX24osvptVMnTq1dPftgZR30UUXlU5/8803S++9IUCAAAECBAgQIECAAAECBAgQIECgeAIC3gr3fM2aNekIgwYN6pGR+vfvXwqKt2/f3iPXdBECBAgQIECAAAECBAgQIECAAAECBLIpIOCtcN+GDh2ajrBkyZIeGSl55EPyQ2vJduqpp/bINV2EAAECBAgQIECAAAECBAgQIECAAIFsCgh4K9y3MWPGpCM8/vjj8cILLxzQaJs2bYqZM2em1zjyyCNjyJAhB3Q9JxMgQIAAAQIECBAgQIAAAQIECBAgkG0BAW+F+3f99denj1To7OyMCy64IObNmxc7d+7c51GXLVsW5513XiR/k+3qq6/e52s4gQABAgQIECBAgAABAgQIECBAgACBfAnU52s6tTeb5BENt99+e8yePTs2b96cBrPJ+7POOitOOeWU9C7cAQMGRJ8+faKxsTG6uroiCYO3bNkS7e3tsXLlyli8eHGsWLGiNLkk6L3llltKn70hQIAAAQIECBAgQIAAAQIECBAgQKCYAgLeKvR91qxZkfw4WktLSyQ/jNbR0RFPP/10+trX4SdNmhStra3Rq5ebr/fVzvEECBAgQIAAAQIECBAgQIAAAQIE8iYgJaxSR6+88spYvXp13HDDDXH00Ufv06i9e/dOH+/w1FNPxaJFiyJ5/q6NAAECBAgQIECAAAECBAgQIECAAAEC7uCt4hpobm6O2267LX2tWrUq2tra4q233kofx5A8viG5s7ehoSH69u0bTU1NkTzeYcSIETF69Oh0XxVL/chQySMjXnvttdi9e/dH9u/Phz179sTPf/7z+NKXvrQ/pzuHAAECBAgQIECAAAECBAgQIECAAIEPCQh4P4RRzbfHHXdcJK8sbF//+tfjb//2b3u01BkzZsScOXN69JouRoAAAQIECBAgQIAAAQIECBAgQKBoAgLeonV8P+Y7ceLE9MfekrtvD3R79913Y/369XHooYce6KWcT4AAAQIECBAgQIAAAQIECBAgQKDwAgLeGlsCW7dujVdffTWWL18e7733Xpx44okxfPjwGDZsWBxyyCEHpdrk+cHJqye26dOnx7333hsDBgzoicu5BgECBAgQIECAAAECBAgQIECAAIFCCwh4K9z+5557Ll555ZV0lN/7vd+Lww477BNH3LlzZ9x+++3pa9euXR875qSTToo77rgj/bG1j31pBwECBAgQIECAAAECBAgQIECAAAEChRQQ8Fa47X//938fc+fOTUe5+OKLPzHgXb16dZx//vmxYsWKstX85Cc/iS9/+csxefLkePLJJ6O+XuvKYvmCAAECBAgQIECAAAECBAgQIECAQEEEpIQHudHJc22vuOKKj4S7p556aowePToGDx4cSfj72muvxQ9/+MO00u9973uR/EDZt7/97YNcueEJECBAgAABAgQIECBAgAABAgQIEDjYAgLeg9yB+++/P77//e+nVRx99NHxwAMPxIUXXvixqp5//vloaWmJ119/Pf78z/88xowZE5dffvnHjrODAAECBAgQIECAAAECBAgQIECAAIHiCPQqzlRrc6aPPfZYWlhdXV0sWLDgE8Pd5IBzzjknDYKTEDjZ7r777vSvfwgQIECAAAECBAgQIECAAAECBAgQKK6AgPcg9v7999+P5cuXpxV85StfiTPOOGOv1Rx11FFx7733psckj23Yvn37Xo/3JQECBAgQIECAAAECBAgQIECAAAEC+RYQ8B7E/q5atSo6OzvTCk4//fRuVZLcyZtsXV1dsWzZsm6d4yACBAgQIECAAAECBAgQIECAAAECBPIpIOA9iH0dMGBAJI9mSLbk7tzubM3NzdHY2JgemvwAm40AAQIECBAgQIAAAQIECBAgQIAAgeIKCHgPYu/79u0bgwcPTitYsmRJtyr58F2/Q4cO7dY5DiJAgAABAgQIECBAgAABAgQIECBAIJ8CAt4q9vU///M/S49k+GDY3/3d303fPvfcc7Fnz54Pdpf9O2fOnNJ3J510Uum9NwQIECBAgAABAgQIECBAgAABAgQIFE+gvnhTPngznjRpUtTX18fJJ58cY8aMidNOOy2+8IUvRFNTU7zxxhsxa9as+HCA++FKk/D3nnvuiQcffDDdnTyLNznPRoAAAQIECBAgQIAAAQIECBAgQIBAcQUEvBXu/QfP2P1gmOTH0ZI7eZPXI4888sHu9O/dd98do0ePjssuu6y0/7333ov7778/nnzyyVi6dGm6/5BDDol77723dIw3BAgQIECAAAECBAgQIECAAAECBAgUU0DAW+G+J+HsN77xjTScXbZsWXzwWr9+/SeOvGvXro/sX7NmTdx0002lfUlgfOutt8aoUaNK+7whQIAAAQIECBAgQIAAAQIECBAgQKCYAgLeCve9V69eMXz48PR1ySWXlEZbu3ZtKexNQt/k7tyf/vSnMWTIkNIxyZujjjqq9Ll///4xf/78mDx5cmmfNwQIECBAgAABAgQIECBAgAABAgQIFFdAwHuQen/MMcdE8vpwWNvR0RGHHnroRypqbm6OP/7jP46JEyfGb/zGb0RjY+NHvveBAAECBAgQIECAAAECBAgQIECAAIHiCgh4a6j3RxxxxMeqSX6U7Y477vjYfjsIECBAgAABAgQIECBAgAABAgQIECDQCwEBAgQIECBAgAABAgQIECBAgAABAgQIZFNAwJvNvqmaAAECBAgQIECAAAECBAgQIECAAAECIeC1CAgQIECAAAECBAgQIECAAAECBAgQIJBRAQFvRhunbAIECBAgQIAAAQIECBAgQIAAAQIECAh4rQECBAgQIECAAAECBAgQIECAAAECBAhkVEDAm9HGKZsAAQIECBAgQIAAAQIECBAgQIAAAQICXmuAAAECBAgQIECAAAECBAgQIECAAAECGRUQ8Ga0ccomQIAAAQIECBAgQIAAAQIECBAgQICAgNcaIECAAAECBAgQIECAAAECBAgQIECAQEYFBLwZbZyyCRAgQIAAAQIECBAgQIAAAQIECBAgIOC1BggQIECAAAECBAgQIECAAAECBAgQIJBRAQFvRhunbAIECBAgQIAAAQIECBAgQIAAAQIECAh4rQECBAgQIECAAAECBAgQIECAAAECBAhkVEDAm9HGKZsAAQIECBAgQIAAAQIECBAgQIAAAQICXmuAAAECBAgQIECAAAECBAgQIECAAAECGRUQ8Ga0ccomQIAAAQIECBAgQIAAAQIECBAgQICAgNcaIECAAAECBAgQIECAAAECBAgQIECAQEYFBLwZbZyyCRAgQIAAAQIECBAgQIAAAQIECBAgIOC1BggQIECAAAECBAgQIECAAAECBAgQIJBRAQFvRhunbAIECBAgQIAAAQIECBAgQIAAAQIECAh4rQECBAgQIECAAAECBAgQIECAAAECBAhkVEDAm9HGKZsAAQIECBAgQIAAAQIECBAgQIAAAQICXmuAAAECBAgQIECAAAECBAgQIECAAAECGRUQ8Ga0ccomQIAAAQIECBAgQIAAAQIECBAgQICAgNcaIECAAAECBAgQIECAAAECBAgQIECAQEYFBLwZbZyyCRAgQIAAAQIECBAgQIAAAQIECBAgIOC1BggQIECAAAECBAgQIECAAAECBAgQIJBRAQFvRhunbAIECBAgQIAAAQIECBAgQIAAAQIECAh4rQECBAgQIECAAAECBAgQIECAAAECBAhkVEDAm9HGKZsAAQIECBAgQIAAAQIECBAgQIAAAQICXmuAAAECBAgQIECAAAECBAgQIECAAAECGRUQ8Ga0ccomQIAAAQIECBAgQIAAAQIECBAgQICAgNcaIECAAAECBAgQIECAAAECBAgQIECAQEYFBLwZbZyyCRAgQIAAAQIECBAgQIAAAQIECBAgIOC1BggQIECAAAECBAgQIECAAAECBAgQIJBRAQFvRhunbAIECBAgQIAAAQIECBAgQIAAAQIECAh4rQECBAgQIECAAAECBAgQIECAAAECBAhkVEDAm9HGKZsAAQIECBAgQIAAAQIECBAgQIAAAQICXmuAAAECBAgQIECAAAECBAgQIECAAAECGRUQ8Ga0ccomQIAAAQIECBAgQIAAAQIECBAgQICAgNcaIECAAAECBAgQIECAAAECBAgQIECAQEYFBLwZbZyyCRAgQIAAAQIECBAgQIAAAQIECBAgIOC1BggQIECAAAECBAgQIECAAAECBAgQIJBRAQFvRhunbAIECBAgQIAAAQIECBAgQIAAAQIECAh4rQECBAgQIECAAAECBAgQIECAAAECBAhkVEDAm9HGKZsAAQIECBAgQIAAAQIECBAgQIAAAQICXmuAAAECBAgQIECAAAECBAgQIECAAAECGRUQ8Ga0ccomQIAAAQIECBAgQIAAAQIECBAgQICAgNcaIECAAAECBAgQIECAAAECBAgQIECAQEYFBLwZbZyyCRAgQIAAAQIECBAgQIAAAQIECBAgIOC1BggQIECAAAECBAgQIECAAAECBAgQIJBRAQFvRhunbAIECBAgQIAAAQIECBAgQIAAAQIECAh4rQECBAgQIECAAAECBAgQIECAAAECBAhkVEDAm9HGKZsAAQIECBAgQIAAAQIECBAgQIAAAQICXmuAAAECBAgQIECAAAECBAgQIECAAAECGRUQ8Ga0ccomQIAAAQIECBAgQIAAAQIECBAgQICAgNcaIECAAAECBAgQIECAAAECBAgQIECAQEYFBLwZbZyyCRAgQIAAAQIECBAgQIAAAQIECBAgIOC1BggQIECAAAECBAgQIECAAAECBAgQIJBRAQFvRhunbAIECBAgQIAAAQIECBAgQIAAAQIECAh4rQECBAgQIECAAAECBAgQIECAAAECBAhkVEDAm9HGKZsAAQIECBAgQIAAAQIECBAgQIAAAQICXmuAAAECBAgQIECAAAECBAgQIECAAAECGRUQ8Ga0ccomQIAAAQIECBAgQIAAAQIECBAgQICAgNcaIECAAAECBAgQIECAAAECBAgQIECAQEYFBLwZbZyyCRAgQIAAAQIECBAgQIAAAQIECBAgIOC1BggQIECAAAECBAgQIECAAAECBAgQIJBRAQFvRhunbAIECBAgQIAAAQIECBAgQIAAAQIECAh4rQECBAgQIECAAAECBAgQIECAAAECBAhkVEDAm9HGKZsAAQIECBAgQIAAAQIECBAgQIAAAQICXmuAAAECBAgQIECAAAECBAgQIECAAAECGRUQ8Ga0ccomQIAAAQIECBAgQIAAAQIECBAgQICAgNcaIECAAAECBAgQIECAAAECBAgQIECAQEYFBLwZbZyyCRAgQIAAAQIECBAgQIAAAQIECBAgIOC1BggQIECAAAECBAgQIECAAAECBAgQIJBRAQFvRhunbAIECBAgQIAAAQIECBAgQIAAAQIECAh4rQECBAgQIECAAAECBAgQIECAAAECBAhkVKA+o3Xnpuy1a9fGhg0bYtu2bemrsbEx+vXrF01NTdG/f/9IPtsIECBAgAABAgQIECBAgAABAgQIECDwSQIC3k9SqeC+jo6OmD9/frS2tsaKFSsi+Vxuq6+vj5EjR8a4cePi/PPPj8mTJ0ddXV25w+0nQIAAAQIECBAgQIAAAQIECBAgQKBgAh7RUKWGr1u3LlpaWuLYY4+Na665JpYsWbLXcDcpq6urK5YuXRpz585NA95Ro0bFwoULq1SxYQgQIECAAAECBAgQIECAAAECBAgQqHUBd/BWoUMbN26MiRMnxvLly0ujJXfiDhw4MAYPHhzNzc3Rp0+f6N27dxrqdnZ2xpYtW6K9vT1Wr14dO3bsSM9L7vidNm1azJkzJ6699trStbwhQIAAAQIECBAgQIAAAQIECBAgQKCYAgLeCvd969atMWXKlFK4O3bs2JgxY0ZMmDAhDXY/bfhdu3bFyy+/nD7W4dFHH43k8/Tp02PYsGHpIxs+7XzfEyBAgAABAgQIECBAgAABAgQIECCQXwGPaKhwbxcsWJA+jiEZ5uKLL462trb0b3LXbne2hoaGGD9+fMybNy+eeOKJSD4n23XXXRe7d+/uziUcQ4AAAQIECBAgQIAAAQIECBAgQIBATgUEvBVu7EsvvZSOkDw/N/lxtV699p88+ZG1u+66K71e8riHd955p8LVuzwBAgQIECBAgAABAgQIECBAgAABArUssP9pYy3PqoZqe/HFF9Nqpk6dWrr79kDKu+iii0qnv/nmm6X33hAgQIAAAQIECBAgQIAAAQIECBAgUDwBAW+Fe75mzZp0hEGDBvXISP379y8Fxdu3b++Ra7oIAQIECBAgQIAAAQIECBAgQIAAAQLZFBDwVrhvQ4cOTUdYsmRJj4yUPPIh+aG1ZDv11FN75JouQoAAAQIECBAgQIAAAQIECBAgQIBANgUEvBXu25gxY9IRHn/88XjhhRcOaLRNmzbFzJkz02sceeSRMWTIkAO6npMJECBAgAABAgQIECBAgAABAgQIEMi2gIC3wv27/vrr00cqdHZ2xgUXXBDz5s2LnTt37vOoy5Yti/POOy+Sv8l29dVX7/M1nECAAAECBAgQIECAAAECBAgQIECAQL4E6vM1ndqbTfKIhttvvz1mz54dmzdvToPZ5P1ZZ50Vp5xySnoX7oABA6JPnz7R2NgYXV1dkYTBW7Zsifb29li5cmUsXrw4VqxYUZpcEvTecsstpc/eECBAgAABAgQIECBAgAABAgQIECBQTAEBbxX6PmvWrEh+HK2lpSWSH0br6OiIp59+On3t6/CTJk2K1tbW6NXLzdf7aud4AgQIECBAgAABAgQIECBAgAABAnkTkBJWqaNXXnllrF69Om644YY4+uij92nU3r17p493eOqpp2LRokWRPH/XRoAAAQIECBAgQIAAAQIECBAgQIAAAXfwVnENNDc3x2233Za+Vq1aFW1tbfHWW2+lj2NIHt+Q3Nnb0NAQffv2jaampkge7zBixIgYPXp0uq+KpX5kqD179sT69esj+Xug29atWw/0Es4nQIAAAQIECBAgQIAAAQIECBAgQOD/CQh4D9JSOO644yJ5ZWFLftDtoYce6tFSX3/99R69nosRIECAAAECBAgQIECAAAECBAgQKKKAgLeIXd/HOZ9wwglxzDHHxO7du/fxzI8fnvx43LZt2w7qHckfr8oeAgQIECBAgAABAgQIECBAgAABAtkUEPDWaN/ef//9+Ld/+7e0ul/7tV+LIUOGHLRKZ8+eHcmrJ7bp06fHvffeG4MGDeqJy7kGAQIECBAgQIAAAQIECBAgQIAAgUIL+JG1Gm3/L37xizjnnHPS18MPP1yjVSqLAAECBAgQIECAAAECBAgQIECAAIGDKSDgPZj6xiZAgAABAgQIECBAgAABAgQIECBAgMABCHhEwwHgdefUlStXRldXV3cO/cgxHR0dpc/vvfdevPHGG6XPH7wZPnz4B2/9JUCAAAECBAgQIECAAAECBAgQIECggAIC3go3/Ywzzoif/exnBzTK3LlzI3n98rZnz55f3uUzAQIECBAgQIAAAQIECBAgQIAAAQIFEvCIhgI121QJECBAgAABAgQIECBAgAABAgQIEMiXgDt4K9zPb37zmzFz5szo7OxMRzriiCNi8uTJUVdXt9eRd+7cGf/wD/+QHjNixIgYNWrUXo/3JQECBAgQIECAAAECBAgQIECAAAECxRMQ8Fa453/wB38QZ599dvz2b/92LFu2LJJn627atCkeeeSROOaYY8qOvnnz5lLAe+GFF8att95a9lhfECBAgAABAgQIECBAgAABAgQIECBQTAGPaKhC35M7cP/93/89Zs+eHb169Ypnn302Ro4cGQsWLKjC6IYgQIAAAQIECBAgQIAAAQIECBAgQCCvAgLeKnX20EMPjTvvvDP+9V//NQYNGhQbNmyIr371q3HppZdGcreujQABAgQIECBAgAABAgQIECBAgAABAvsqIODdV7EDPD55XMMrr7wSl1xySXql1tbW9G7e55577gCv7HQCBAgQIECAAAECBAgQIECAAAECBIomIOA9CB3/zGc+E9/5znfib/7mb6Jfv37R3t4e5557bsyYMaP0Y2wHoSxDEiBAgAABAgQIECBAgAABAgQIECCQMQEB70FsWPLDa8ndvGeeeWbs2bMn7rnnnjjttNNi6dKlB7EqQxMgQIAAAQIECBAgQIAAAQIECBAgkBUBAe9B7tTgwYPj+eefjz/90z+NhoaGePXVV2PcuHHxZ3/2Zwe5MsMTIECAAAECBAgQIECAAAECBAgQIFDrAgLeGuhQr1694rrrrou2trYYPnx47Nq1S8BbA31RAgECBAgQIECAAAECBAgQIECAAIFaFxDw1lCHPv/5z8ePf/zjaGlpqaGqlEKAAAECBAgQIECAAAECBAgQIECAQK0K1NdqYUWtq0+fPnH//ffHlClT4sknn0wZTj/99KJymDcBAgQIECBAgAABAgQIECBAgAABAnsREPDuBedgfvWlL30pkpeNAAECBAgQIECAAAECBAgQIECAAAEC5QQ8oqGcjP0ECBAgQIAAAQIECBAgQIAAAQIECBCocQEBb403SHkECBAgQIAAAQIECBAgQIAAAQIECBAoJyDgLSdjPwECBAgQIECAAAECBAgQIECAAAECBGpcQMBb4w1SHgECBAgQIECAAAECBAgQIECAAAECBMoJCHjLydhPgAABAgQIECBAgAABAgQIECBAgACBGhcQ8NZ4g5RHgAABAgQIECBAgAABAgQIECBAgACBcgIC3nIy9hMgQIAAAQIECBAgQIAAAQIECBAgQKDGBQS8Nd4g5REgQIAAAQIECBAgQIAAAQIECBAgQKCcgIC3nIz9BAgQIECAAAECBAgQIECAAAECBAgQqHEBAW+NN0h5BAgQIECAAAECBAgQIECAAAECBAgQKCcg4C0nYz8BAgQIECBAgAABAgQIECBAgAABAgRqXEDAW+MNUh4BAgQIECBAgAABAgQIECBAgAABAgTKCQh4y8nYT4AAAQIECBAgQIAAAQIECBAgQIAAgRoXEPDWeIOUR4AAAQIECBAgQIAAAQIECBAgQIAAgXICAt5yMvYTIECAAAECBAgQIECAAAECBAgQIECgxgUEvDXeIOURIECAAAECBAgQIECAAAECBAgQIECgnICAt5yM/QQIECBAgAABAgQIECBAgAABAgQIEKhxAQFvjTdIeQQIECBAgAABAgQIECBAgAABAgQIECgnIOAtJ2M/AQIECBAgQIAAAQIECBAgQIAAAQIEalxAwFvjDVIeAQIECBAgQIAAAQIECBAgQIAAAQIEygkIeMvJ2E+AAAECBAgQIECAAAECBAgQIECAAIEaFxDw1niDlEeAAAECBAgQIECAAAECBAgQIECAAIFyAgLecjL2EyBAgAABAgQIECBAgAABAgQIECBAoMYFBLw13iDlESBAgAABAgQIECBAgAABAgQIECBAoJyAgLecjP0ECBAgQIAAAQIECBAgQIAAAQIECBCocQEBb403SHkECBAgQIAAAQIECBAgQIAAAQIECBAoJyDgLSdjPwECBAgQIECAAAECBAgQIECAAAECBGpcQMBb4w1SHgECBAgQIECAAAECBAgQIECAAAECBMoJCHjLydhPgAABAgQIECBAgAABAgQIECBAgACBGhcQ8NZ4g5RHgAABAgQIECBAgAABAgQIECBAgACBcgIC3nIy9hMgQIAAAQIECBAgQIAAAQIECBAgQKDGBQS8Nd4g5REgQIAAAQIECBAgQIAAAQIECBAgQKCcgIC3nIz9BAgQIECAAAECBAgQIECAAAECBAgQqHEBAW+NN0h5BAgQIECAAAECBAgQIECAAAECBAgQKCcg4C0nYz8BAgQIECBAgAABAgQIECBAgAABAgRqXEDAW+MNUh4BAgQIECBAgAABAgQIECBAgAABAgTKCQh4y8nYT4AAAQIECBAgQIAAAQIECBAgQIAAgRoXEPDWeIOUR4AAAQIECBAgQIAAAQIECBAgQIAAgXICAt5yMvYTIECAAAECBAgQIECAAAECBAgQIECgxgUEvDXeIOURIECAAAECBAgQIECAAAECBAgQIECgnICAt5yM/QQIECBAgAABAgQIECBAgAABAgQIEKhxAQFvjTdIeQQIECBAgAABAgQIECBAgAABAgQIECgnIOAtJ2M/AQIECBAgQIAAAQIECBAgQIAAAQIEalxAwFvjDVIeAQIECBAgQIAAAQIECBAgQIAAAQIEygkIeMvJ2E+AAAECBAgQIECAAAECBAgQIECAAIEaFxDw1niDlEeAAAECBAgQIECAAAECBAgQIECAAIFyAgLecjL2EyBAgAABAgQIECBAgAABAgQIECBAoMYFBLw13iDlESBAgAABAgQIECBAgAABAgQIECBAoJyAgLecjP0ECBAgQIAAAQIECBAgQIAAAQIECBCocQEBb403SHkECBAgQIAAAQIECBAgQIAAAQIECBAoJyDgLSdjPwECBAgQIECAAAECBAgQIECAAAECBGpcQMBb4w1SHgECBAgQIECAAAECBAgQIECAAAECBMoJCHjLydhPgAABAgQIECBAgAABAgQIECBAgACBGhcQ8NZ4g5RHgAABAgQIECBAgAABAgQIECBAgACBcgIC3nIy9hMgQIAAAQIECBAgQIAAAQIECBAgQKDGBQS8Nd4g5REgQIAAAQIECBAgQIAAAQIECBAgQKCcgIC3nIz9BAgQIECAAAECBAgQIECAAAECBAgQqHEBAW+NN0h5BAgQIECAAAECBAgQIECAAAECBAgQKCdQX+4L+wkQIECAAAECBIohsGXLlvjWt74VmzdvLsaEzbKwAscff3zceOONUVdXV1gDEydAgAABAgTyJyDgzV9PzYgAAQIECBAgsE8C//RP/xT33XffPp3jYAJZFbj00ktjyJAhWS1f3QQIECBAgACBjwkIeD9GYgcBAgQIECBAoFgCXV1d6YRPPPHEmDRpUrEmb7aFEZg/f356l/oH670wEzdRAgQIECBAIPcCAt7ct9gECRAgQIAAAQLdExgwYEBMmDChewc7ikDGBL773e96DEnGeqZcAgQIECBAoHsCfmSte06OIkCAAAECBAgQIECAAAECBAgQIECAQM0JCHhrriUKIkCAAAECBAgQIECAAAECBAgQIECAQPcEBLzdc3IUAQIECBAgQIAAAQIECBAgQIAAAQIEak5AwFtzLVEQAQIECBAgQIAAAQIECBAgQIAAAQIEuicg4O2ek6MIECBAgAABAgQIECBAgAABAgQIECBQcwIC3ppriYIIECBAgAABAgQIECBAgAABAgQIECDQPQEBb/ecHEWAAAECBAgQIECAAAECBAgQIECAAIGaExDw1lxLFESAAAECBAgQIECAAAECBAgQIECAAIHuCQh4u+fkKAIECBAgQIAAAQIECBAgQIAAAQIECNScgIC35lqiIAIECBAgQIAAAQIECBAgQIAAAQIECHRPQMDbPSdHESBAgAABAgQIECBAgAABAgQIECBAoOYEBLw11xIFESBAgAABAgQIECBAgAABAgQIECBAoHsCAt7uOTmKAAECBAgQIECAAAECBAgQIECAAAECNScg4K25liiIAAECBAgQIECAAAECBAgQIECAAAEC3RMQ8HbPyVEECBAgQIAAAQIECBAgQIAAAQIECBCoOYH6mquoYAWtXbs2NmzYENu2bUtfjY2N0a9fv2hqaor+/ftH8tlGgAABAgQIECBAgAABAgQIECBAgACBTxIQ8H6SSgX3dXR0xPz586O1tTVWrFgRyedyW319fYwcOTLGjRsX559/fkyePDnq6urKHW4/AQIECBAgQIAAAQIECBAgQIAAAQIFE/CIhio1fN26ddHS0hLHHntsXHPNNbFkyZK9hrtJWV1dXbF06dKYO3duGvCOGjUqFi5cWKWKDUOAAAECBAgQIECAAAECBAgQIECAQK0LuIO3Ch3auHFjTJw4MZYvX14aLbkTd+DAgTF48OBobm6OPn36RO/evdNQt7OzM7Zs2RLt7e2xevXq2LFjR3pecsfvtGnTYs6cOXHttdeWruUNAQIECBAgQIAAAQIECBAgQIAAAQLFFBDwVrjvW7dujSlTppTC3bFjx8aMGTNiwoQJabD7acPv2rUrXn755fSxDo8++mgkn6dPnx7Dhg1LH9nwaef7ngABAgQIECBAgAABAgQIECBAgACB/Ap4REOFe7tgwYL0cQzJMBdffHG0tbWlf5O7druzNTQ0xPjx42PevHnxxBNPRPI52a677rrYvXt3dy7hGAIECBAgQIAAAQIECBAgQIAAAQIEciog4K1wY1966aV0hOT5ucmPq/Xqtf/kyY+s3XXXXen1ksc9vPPOOxWu3uUJECBAgAABAgQIECBAgAABAgQIEKhlgf1PG2t5VjVU24svvphWM3Xq1NLdtwdS3kUXXVQ6/c033yy994YAAQIECBAgQIAAAQIECBAgQIAAgeIJCHgr3PM1a9akIwwaNKhHRurfv38pKN6+fXuPXNNFCBAgQIAAAQIECBAgQIAAAQIECBDIpoCAt8J9Gzp0aDrCkiVLemSk5JEPyQ+tJdupp57aI9d0EQIECBAgQIAAAQIECBAgQIAAAQIEsikg4K1w38aMGZOO8Pjjj8cLL7xwQKNt2rQpZs6cmV7jyCOPjCFDhhzQ9ZxMgAABAgQIECBAgAABAgQIECBAgEC2BQS8Fe7f9ddfnz5SobOzMy644IKYN29e7Ny5c59HXbZsWZx33nmR/E22q6++ep+v4QQCBAgQIECAAAECBAgQIECAAAECBPIlUJ+v6dTebJJHNNx+++0xe/bs2Lx5cxrMJu/POuusOOWUU9K7cAcMGBB9+vSJxsbG6OrqiiQM3rJlS7S3t8fKlStj8eLFsWLFitLkkqD3lltuKX32hgABAgQIECBAgAABAgQIECBAgACBYgoIeKvQ91mzZkXy42gtLS2R/DBaR0dHPP300+lrX4efNGlStLa2Rq9ebr7eVzvHEyBAgAABAgQIECBAgAABAgQIEMibgJSwSh298sorY/Xq1XHDDTfE0UcfvU+j9u7dO328w1NPPRWLFi2K5Pm7NgIECBAgQIAAAQIECBAgQIAAAQIECLiDt4proLm5OW677bb0tWrVqmhra4u33norfRxD8viG5M7ehoaG6Nu3bzQ1NUXyeIcRI0bE6NGj031VLPUjQyWh9J133hl79uz5yP79+bB79+70tJ/+9Kf7c7pzCBAgQIAAAQIECORG4E/+5E/ijjvu6JH/nZ0bFBPJnUDyX58ma/2mm27K3dxMiAABArUiIOA9SJ047rjjInllYUueC/z+++/3aKk9ERb3aEEuRoAAAQIECBAgQKDKAj/4wQ96/H9nV3kKhiPwqQLJTT7JWrcRIECAQOUEBLyVsz2gK//3f/93+gNrW7duTX+MbV8f63BAg//Sycnduz11Z8GMGTPivvvuixNOOOGXRvGRAAECBAgQIECAQDEFkh9QPvnkk4s5ebPOtcArr7zizt1cd9jkCBCoFQEBb5U7sWPHjkgez5A8ruGTnqW7fPnyuP7662PhwoUfqeyYY46JmTNnxvTp06Ouru4j31XjQzJmT4zbE9eoxnyNQYAAAQIECBAgQKBaAsl/wu5HlKulbZxqCvj/f9XUNhYBAkUW8CNrVer+xo0b46qrropf+ZVfieHDh8dRRx0VZ5xxRjz44IOlCpJw98wzz/xYuJscsHbt2jTgPe+88+JnP/tZ6RxvCBAgQIAAAQIECBAgQIAAAQIECBAoroA7eKvQ++3bt8fUqVPjxRdfLI2WPNM2eQ7RB88i+v3f//342te+Fps2bUqPOeyww2LkyJExYMCAePXVV+Ptt99Of3zhX/7lX+J3fud34p//+Z9L1/KGAAECBAgQIECAAAECBAgQIECAAIFiCriDt8J9T4Lcr371q6Vw9zOf+UycffbZMWbMmGhoaEhH/8Y3vhG33XZbrFixIv2cBL3t7e3R1tYWTz75ZPos3iVLlqR3/iYHJCHvY489lh7rHwIECBAgQIAAAQIECBAgQIAAAQIEiisg4K1w77/zne/EU089lY5y2WWXpcHt888/H//xH/+Rvv/85z8fXV1dceONN6bHTJ48OVpbWz/2fN5x48bFSy+9FMmzeJMteU6vjQABAgQIECBAgAABAgQIECBAgACBYgsIeCvc/ySsTbbRo0fHww8/HH379i2NmDx+4ZlnnonkcQwfbHPmzPng7cf+Js/vveeee9L9//Vf/xXr16//2DF2ECBAgAABAgQIECBAgAABAgQIECBQHAEBb4V7nTw/N9kuueSSqK//+COPm5ub49JLL02POeKII+Kkk05K35f755xzzil99cG1Szu8IUCAAAECBAgQIECAAAECBAgQIECgUAIC3gq3++c//3k6wmc/+9myI5122mnpd4cffnjU1dWVPS75IgmEGxsb02OSu3htBAgQIECAAAECBAgQIECAAAECBAgUV0DAW+HeH3fccekIK1euLDtSctfuwIEDY926dbF58+ayxyVfvPvuu9HZ2ZkeM3To0L0e60sCBAgQIECAAAECBAgQIECAAAECBPItIOCtcH+HDx+ejpA8f/cXv/jFJ4525plnxtq1a2Pbtm0feUbvJx387W9/u7R7xIgRpffeECBAgAABAgQIECBAgAABAgQIECBQPAEBb4V7fvnll6cjtLe3xwUXXBB7e6xC8uiFQw45pGxFSbh73333pd+fe+650a9fv7LH+oIAAQIECBAgQIAAAQIECBAgQIAAgfwLCHgr3OMvf/nLcfbZZ6ejPPfcczFs2LCYOnVq/OhHP+rWyMljG+bMmROnn356/NEf/VF0dXVFQ0NDfPhO3m5dyEEECBAgQIAAAQIECBAgQIAAAQIECOROQMBbhZb+3d/9XYwfPz4dKXkMw9NPPx0bNmzo1siLFy+OWbNmxQ9/+MP0+Pr6+rjnnnvic5/7XLfOdxABAgQIECBAgAABAgQIECBAgAABAvkVEPBWobcDBgyI559/Pm688cYYNGhQOuKoUaO6NfLxxx9fOu7YY4+N5C7glpaW0j5vCBAgQIAAAQIECBAgQIAAAQIECBAoroCAt0q9Tx6rcMstt8Tq1aujra0tktC3O9sJJ5wQ3/rWt+IHP/hBrFq1Ks4444zunOYYAgQIECBAgAABAgQIECBAgAABAgQKIFBfgDnW1BTr6upi3Lhx3a4p+SG1m2++udvHO5AAAQIECBAgQIAAAQIECBAgQIAAgeIIuIO3OL02UwIECBAgQIAAAQIECBAgQIAAAQIEciYg4M1ZQ02HAAECBAgQIECAAAECBAgQIECAAIHiCAh4i9NrMyVAgAABAgQIECBAgAABAgQIECBAIGcCAt6cNdR0CBAgQIAAAQIECBAgQIAAAQIECBAojoCAtzi9NlMCBAgQIECAAAECBAgQIECAAAECBHImIODNWUNNhwABAgQIECBAgAABAgQIECBAgACB4ggIeIvTazMlQIAAAQIECBAgQIAAAQIECBAgQCBnAgLenDXUdAgQIECAAAECBAgQIECAAAECBAgQKI6AgLc4vTZTAgQIECBAgAABAgQIECBAgAABAgRyJiDgzVlDTYcAAQIECBAgQIAAAQIECBAgQIAAgeIICHiL02szJUCAAAECBAgQIECAAAECBAgQIEAgZwIC3pw11HQIECBAgAABAgQIECBAgAABAgQIECiOgIC3OL02UwIECBAgQIAAAQIECBAgQIAAAQIEciYg4M1ZQ02HAAECBAgQIECAAAECBAgQIECAAIHiCAh4i9NrMyVAgAABAgQIECBAgAABAgQIECBAIGcCAt6cNdR0CBAgQIAAAQIECBAgQIAAAQIECBAojoCAtzi9NlMCBAgQIECAAAECBAgQIECAAAECBHImIODNWUNNhwABAgQIECBAgAABAgQIECBAgACB4ggIeIvTazMlQIAAAQIECBAgQIAAAQIECBAgQCBnAgLenDXUdAgQIECAAAECBAgQIECAAAECBAgQKI6AgLc4vTZTAgQIECBAgAABAgQIECBAgAABAgRyJiDgzVlDTYcAAQIECBAgQIAAAQIECBAgQIAAgeIICHiL02szJUCAAAECBAgQIECAAAECBAgQIEAgZwIC3pw11HQIECBAgAABAgQIECBAgAABAgQIECiOgIC3OL02UwIECBAgQIAAAQIECBAgQIAAAQIEciYg4M1ZQ02HAAECBAgQIECAAAECBAgQIECAAIHiCAh4i9NrMyVAgAABAgQIECBAgAABAgQIECBAIGcCAt6cNdR0CBAgQIAAAQIECBAgQIAAAQIECBAojoCAtzi9NlMCBAgQIECAAAECBAgQIECAAAECBHImIODNWUNNhwABAgQIECBAgAABAgQIECBAgACB4ggIeIvTazMlQIAAAQIECBAgQIAAAQIECBAgQCBnAgLenDXUdAgQIECAAAECBAgQIECAAAECBAgQKI6AgLc4vTZTAgQIECBAgAABAgQIECBAgAABAgRyJiDgzVlDTYcAAQIECBAgQIAAAQIECBAgQIAAgeIICHiL02szJUCAAAECBAgQIECAAAECBAgQIEAgZwIC3pw11HQIECBAgAABAgQIECBAgAABAgQIECiOgIC3OL02UwIECBAgQIAAAQIECBAgQIAAAQIEciZQn7P5mA4BAgQIZFzg0ksvjYULF2Z8FsonsHeBhoaG+Mu//MuYNm3a3g/0LQECBAgQIECAAAECBD5FQMD7KUC+JkCAAIHqCiTh7qZNm6o7qNEIHASB73//+wLeg+BuSAIECBAgQIAAAQJ5ExDw5q2j5kOAAIGcCDz00ENx2GGH5WQ2pkHg/wssWrQoWltb//8O7wgQIECAAAECBAgQIHAAAgLeA8BzKgECBAhUTiAJd/v27Vu5AVyZwEES6N2790Ea2bAECBAgQIAAAQIECORRwI+s5bGr5kSAAAECBAgQIECAAAECBAgQIECAQCEEBLyFaLNJEiBAgAABAgQIECBAgAABAgQIECCQRwEBbx67ak4ECBAgQIAAAQIECBAgQIAAAQIECBRCQMBbiDabJAECBAgQIECAAAECBAgQIECAAAECeRQQ8Oaxq+ZEgAABAgQIECBAgAABAgQIECBAgEAhBAS8hWizSRIgQIAAAQIECBAgQIAAAQIECBAgkEcBAW8eu2pOBAgQIECAAAECBAgQIECAAAECBAgUQkDAW4g2myQBAgQIECBAgAABAgQIECBAgAABAnkUEPDmsavmRIAAAQIECBAgQIAAAQIECBAgQIBAIQQEvIVos0kSIECAAAECBAgQIECAAAECBAgQIJBHAQFvHrtqTgQIECBAgAABAgQIECBAgAABAgQIFEJAwFuINpskAQIECBAgQIAAAQIECBAgQIAAAQJ5FBDw5rGr5kSAAAECBAgQIECAAAECBAgQIECAQCEEBLyFaLNJEiBAgAABAgQIECBAgAABAgQIECCQRwEBbx67ak4ECBAgQIAAAQIECBAgQIAAAQIECBRCQMBbiDabJAECBAgQIECAAAECBAgQIECAAAECeRQQ8OZYCTePAABAAElEQVSxq+ZEgAABAgQIECBAgAABAgQIECBAgEAhBAS8hWizSRIgQIAAAQIECBAgQIAAAQIECBAgkEcBAW8eu2pOBAgQIECAAAECBAgQIECAAAECBAgUQkDAW4g2myQBAgQIECBAgAABAgQIECBAgAABAnkUEPDmsavmRIAAAQIECBAgQIAAAQIECBAgQIBAIQQEvIVos0kSIECAAAECBAgQIECAAAECBAgQIJBHAQFvHrtqTgQIECBAgAABAgQIECBAgAABAgQIFEJAwFuINpskAQIECBAgQIAAAQIECBAgQIAAAQJ5FBDw5rGr5kSAAAECBAgQIECAAAECBAgQIECAQCEEBLyFaLNJEiBAgAABAgQIECBAgAABAgQIECCQRwEBbx67ak4ECBAgQIAAAQIECBAgQIAAAQIECBRCQMBbiDabJAECBAgQIECAAAECBAgQIECAAAECeRQQ8Oaxq+ZEgAABAgQIECBAgAABAgQIECBAgEAhBAS8hWizSRIgQIAAAQIECBAgQIAAAQIECBAgkEcBAW8eu2pOBAgQIECAAAECBAgQIECAAAECBAgUQkDAW4g2myQBAgQIECBAgAABAgQIECBAgAABAnkUEPDmsavmRIAAAQIECBAgQIAAAQIECBAgQIBAIQQEvIVos0kSIECAAAECBAgQIECAAAECBAgQIJBHAQFvHrtqTgQIECBAgAABAgQIECBAgAABAgQIFEJAwFuINpskAQIECBAgQIAAAQIECBAgQIAAAQJ5FBDw5rGr5kSAAAECBAgQIECAAAECBAgQIECAQCEE6gsxyxqe5Nq1a2PDhg2xbdu29NXY2Bj9+vWLpqam6N+/fySfbQQIECBAgAABAgQIECBAgAABAgQIEPgkAQHvJ6lUcF9HR0fMnz8/WltbY8WKFZF8LrfV19fHyJEjY9y4cXH++efH5MmTo66urtzh9hMgQIAAAQIECBAgQIAAAQIECBAgUDABj2ioUsPXrVsXLS0tceyxx8Y111wTS5Ys2Wu4m5TV1dUVS5cujblz56YB76hRo2LhwoVVqtgwBAgQIECAAAECBAgQIECAAAECBAjUuoA7eKvQoY0bN8bEiRNj+fLlpdGSO3EHDhwYgwcPjubm5ujTp0/07t07DXU7Oztjy5Yt0d7eHqtXr44dO3ak5yV3/E6bNi3mzJkT1157bela3hAgQIAAAQIECBAgQIAAAQIECBAgUEwBAW+F+75169aYMmVKKdwdO3ZszJgxIyZMmJAGu582/K5du+Lll19OH+vw6KOPRvJ5+vTpMWzYsPSRDZ92vu8JECBAgAABAgQIECBAgAABAgQIEMivgEc0VLi3CxYsSB/HkAxz8cUXR1tbW/o3uWu3O1tDQ0OMHz8+5s2bF0888UQkn5Ptuuuui927d3fnEo4hQIAAAQIECBAgQIAAAQIECBAgQCCnAgLeCjf2pZdeSkdInp+b/Lhar177T578yNpdd92VXi953MM777xT4epdngABAgQIECBAgAABAgQIECBAgACBWhbY/7SxlmdVQ7W9+OKLaTVTp04t3X17IOVddNFFpdPffPPN0ntvCBAgQIAAAQIECBAgQIAAAQIECBAonoCAt8I9X7NmTTrCoEGDemSk/v37l4Li7du398g1XYQAAQIECBAgQIAAAQIECBAgQIAAgWwKCHgr3LehQ4emIyxZsqRHRkoe+ZD80FqynXrqqT1yTRchQIAAAQIECBAgQIAAAQIECBAgQCCbAgLeCvdtzJgx6QiPP/54vPDCCwc02qZNm2LmzJnpNY488sgYMmTIAV3PyQQIECBAgAABAgQIECBAgAABAgQIZFtAwFvh/l1//fXpIxU6OzvjggsuiHnz5sXOnTv3edRly5bFeeedF8nfZLv66qv3+RpOIECAAAECBAgQIECAAAECBAgQIEAgXwL1+ZpO7c0meUTD7bffHrNnz47NmzenwWzy/qyzzopTTjklvQt3wIAB0adPn2hsbIyurq5IwuAtW7ZEe3t7rFy5MhYvXhwrVqwoTS4Jem+55ZbSZ28IECBAgAABAgQIECBAgAABAgQIECimgIC3Cn2fNWtWJD+O1tLSEskPo3V0dMTTTz+dvvZ1+EmTJkVra2v06uXm6321czwBAgQIECBAgAABAgQIECBAgACBvAlICavU0SuvvDJWr14dN9xwQxx99NH7NGrv3r3Txzs89dRTsWjRokiev2sjQIAAAQIECBAgQIAAAQIECBAgQICAO3iruAaam5vjtttuS1+rVq2Ktra2eOutt9LHMSSPb0ju7G1oaIi+fftGU1NTJI93GDFiRIwePTrdV8VSPzLUPffcE/fdd1/s3r37I/v358PGjRvT09asWbM/pzuHAAECBAgQIECAAAECBAgQIECAAIEPCQh4P4RRzbfHHXdcJK8sbK+++mp693FP1poE2jYCBAgQIECAAAECBAgQIECAAAECBA5MQMB7YH77ffaOHTsiefTCvm7vvfde+hzf5LzPfvaz+3r6fh3/0EMPxU033RR79uzZr/M/fNLNN98cDz/8cJx88skf3u09AQIECBAgQIAAAQIECBAgQIAAAQL7ISDg3Q+0/T3lu9/9bhpu/vjHP47/+Z//iZNOOinGjh0bV111VYwfP75bl73iiitKP87WE4FrdwZNftCtp8LkI444ojtDOoYAAQIECBAgQIAAAQIECBAgQIAAgW4I+JG1biAd6CFbt26Nyy+/PH7rt34rnnnmmVi/fn16N+wbb7wRjz32WJx55pkxY8aM0p25Bzqe8wkQIECAAAECBAgQIECAAAECBAgQKIaAgLcKfb7hhhti/vz5pZEOP/zwGDJkSNTV1aX7kh8vS37I7JRTTol33nmndJw3BAgQIECAAAECBAgQIECAAAECBAgQ2JuAgHdvOj3w3bJly+Iv/uIv0isNGDAgnnzyydiyZUu8/fbbsXHjxrjzzjujX79+6fdvvvlmnH322ULeHnB3CQIECBAgQIAAAQIECBAgQIAAAQJFEBDwVrjLDz74YLz//vtRX18fzz77bEybNi2SZ9omWxLszp49O15//fUYPXp0uu/dd9+NCRMmxLp169LP/iFAgAABAgQIECBAgAABAgQIECBAgEA5AQFvOZke2p+Et8n2ta99rRTi/vKlBw4cGIsXL46zzjor/Sp5TMOUKVMieXavjQABAgQIECBAgAABAgQIECBAgAABAuUEBLzlZHpo/09+8pP0SmPGjNnrFZuammLRokXxxS9+MT3uRz/6UXzlK19J7/7d64m+JECAAAECBAgQIECAAAECBAgQIECgsAIC3gq3fufOnekIhx122KeO1KdPn/jHf/zHOOGEE9Jjv/e978Uf/uEffup5DiBAgAABAgQIECBAgAABAgQIECBAoJgCAt4K9/3EE09MR3jttde6NdKv/uqvxjPPPBPNzc3p8ckzfO++++5unesgAgQIECBAgAABAgQIECBAgAABAgSKJSDgrXC/Pwh4W1tbY8OGDd0abejQoemdvMkdvck2a9asmD9/frfOdRABAgQIECBAgAABAgQIECBAgAABAsUREPBWuNfJj6sl2/r169MfWlu3bl23RvzCF74QSSjcq1ev2LNnT1x55ZVx8803x+7du7t1voMIECBAgAABAgQIECBAgAABAgQIEMi/gIC3wj2eMmVKnHvuuekozz77bHzuc59Lw9r777//U0e+8MIL44EHHoi6uro02L3pppvSxzd86okOIECAAAECBAgQIECAAAECBAgQIECgEAIC3iq0ed68eTFy5Mh0pI0bN8Zf/dVfxdy5c7s18lVXXRWPPPJI1NfXp8e7g7dbbA4iQIAAAQIECBAgQIAAAQIECBAgUAgBAW8V2nz88cfHyy+/HC0tLXH44YenIx5zzDHdHvmKK66IpUuXxhlnnNHtcxxIgAABAgQIECBAgAABAgQIECBAgED+BQS8VepxY2NjJI9l2LRpUyxZsiT94bR9GfrXf/3XY/HixfHXf/3XkTyft6mpaV9OdywBAgQIECBAgAABAgQIECBAgAABAjkU+L//3X8OJ1arU0oetZAEtPu7XXbZZZG8bAQIECBAgAABAgQIECBAgAABAgQIEHAHrzVAgAABAgQIECBAgAABAgQIECBAgACBjAoIeDPaOGUTIECAAAECBAgQIECAAAECBAgQIEBAwGsNECBAgAABAgQIECBAgAABAgQIECBAIKMCAt6MNk7ZBAgQIECAAAECBAgQIECAAAECBAgQEPBaAwQIECBAgAABAgQIECBAgAABAgQIEMiogIA3o41TNgECBAgQIECAAAECBAgQIECAAAECBAS81gABAgQIECBAgAABAgQIECBAgAABAgQyKiDgzWjjlE2AAAECBAgQIECAAAECBAgQIECAAAEBrzVAgAABAgQIECBAgAABAgQIECBAgACBjAoIeDPaOGUTIECAAAECBAgQIECAAAECBAgQIEBAwGsNECBAgAABAgQIECBAgAABAgQIECBAIKMCAt6MNk7ZBAgQIECAAAECBAgQIECAAAECBAgQEPBaAwQIECBAgAABAgQIECBAgAABAgQIEMiogIA3o41TNgECBAgQIECAAAECBAgQIECAAAECBAS81gABAgQIECBAgAABAgQIECBAgAABAgQyKiDgzWjjlE2AAAECBAgQIECAAAECBAgQIECAAAEBrzVAgAABAgQIECBAgAABAgQIECBAgACBjAoIeDPaOGUTIECAAAECBAgQIECAAAECBAgQIEBAwGsNECBAgAABAgQIECBAgAABAgQIECBAIKMCAt6MNk7ZBAgQIECAAAECBAgQIECAAAECBAgQEPBaAwQIECBAgAABAgQIECBAgAABAgQIEMiogIA3o41TNgECBAgQIECAAAECBAgQIECAAAECBAS81gABAgQIECBAgAABAgQIECBAgAABAgQyKiDgzWjjlE2AAAECBAgQIECAAAECBAgQIECAAAEBrzVAgAABAgQIECBAgAABAgQIECBAgACBjAoIeDPaOGUTIECAAAECBAgQIECAAAECBAgQIEBAwGsNECBAgAABAgQIECBAgAABAgQIECBAIKMCAt6MNk7ZBAgQIECAAAECBAgQIECAAAECBAgQEPBaAwQIECBAgAABAgQIECBAgAABAgQIEMiogIA3o41TNgECBAgQIECAAAECBAgQIECAAAECBAS81gABAgQIECBAgAABAgQIECBAgAABAgQyKiDgzWjjlE2AAAECBAgQIECAAAECBAgQIECAAAEBrzVAgAABAgQIECBAgAABAgQIECBAgACBjAoIeDPaOGUTIECAAAECBAgQIECAAAECBAgQIEBAwGsNECBAgAABAgQIECBAgAABAgQIECBAIKMCAt6MNk7ZBAgQIECAAAECBAgQIECAAAECBAgQEPBaAwQIECBAgAABAgQIECBAgAABAgQIEMiogIA3o41TNgECBAgQIECAAAECBAgQIECAAAECBAS81gABAgQIECBAgAABAgQIECBAgAABAgQyKiDgzWjjlE2AAAECBAgQIECAAAECBAgQIECAAAEBrzVAgAABAgQIECBAgAABAgQIECBAgACBjAoIeDPaOGUTIECAAAECBAgQIECAAAECBAgQIEBAwGsNECBAgAABAgQIECBAgAABAgQIECBAIKMCAt6MNk7ZBAgQIECAAAECBAgQIECAAAECBAgQEPBaAwQIECBAgAABAgQIECBAgAABAgQIEMiogIA3o41TNgECBAgQIECAAAECBAgQIECAAAECBAS81gABAgQIECBAgAABAgQIECBAgAABAgQyKiDgzWjjlE2AAAECBAgQIECAAAECBAgQIECAAAEBrzVAgAABAgQIECBAgAABAgQIECBAgACBjAoIeDPaOGUTIECAAAECBAgQIECAAAECBAgQIEBAwGsNECBAgAABAgQIECBAgAABAgQIECBAIKMCAt6MNk7ZBAgQIECAAAECBAgQIECAAAECBAgQEPBaAwQIECBAgAABAgQIECBAgAABAgQIEMiogIA3o41TNgECBAgQIECAAAECBAgQIECAAAECBAS81gABAgQIECBAgAABAgQIECBAgAABAgQyKiDgzWjjlE2AAAECBAgQIECAAAECBAgQIECAAAEBrzVAgAABAgQIECBAgAABAgQIECBAgACBjAoIeDPaOGUTIECAAAECBAgQIECAAAECBAgQIEBAwGsNECBAgAABAgQIECBAgAABAgQIECBAIKMCAt6MNk7ZBAgQIECAAAECBAgQIECAAAECBAgQEPBaAwQIECBAgAABAgQIECBAgAABAgQIEMiogIA3o41TNgECBAgQIECAAAECBAgQIECAAAECBAS81gABAgQIECBAgAABAgQIECBAgAABAgQyKiDgzWjjlE2AAAECBAgQIECAAAECBAgQIECAAAEBrzVAgAABAgQIECBAgAABAgQIECBAgACBjAoIeDPaOGUTIECAAAECBAgQ+D/t3QmYLFV5MOADglwULggim7ImoChbDCGASlBBAihEosG4IC6RBAibGFySqAQDBpAgUa4iKAYXYhQji1FBhQBX1IByjci+iaIsl3tF1tD/+er5q1Iz0z1b11RPz7zneWa6urrqnOq3qrqqvjp1DgECBAgQIECAAAECAry2AQIECBAgQIAAAQIECBAgQIAAAQIECAypgADvkK44i02AAAECBAgQIECAAAECBAgQIECAAAEBXtsAAQIECBAgQIAAAQIECBAgQIAAAQIEhlRAgHdIV5zFJkCAAAECBAgQIECAAAECBAgQIECAgACvbYAAAQIECBAgQIAAAQIECBAgQIAAAQJDKiDAO6QrzmITIECAAAECBAgQIECAAAECBAgQIEBAgNc2QIAAAQIECBAgQIAAAQIECBAgQIAAgSEVEOAd0hVnsQkQIECAAAECBAgQIECAAAECBAgQICDAaxsgQIAAAQIECBAgQIAAAQIECBAgQIDAkAoI8A7pirPYBAgQIECAAAECBAgQIECAAAECBAgQEOC1DRAgQIAAAQIECBAgQIAAAQIECBAgQGBIBQR4h3TFWWwCBAgQIECAAAECBAgQIECAAAECBAishGCwAnfffXe6//77029/+9vib8GCBWmNNdZICxcuTGuvvXaK9xIBAgQIECBAgAABAgQIECBAgAABAgS6CQjwdlOZwXHLly9P55xzTjr33HPTkiVLUrzvlVZaaaW09dZbpx133DHts88+aa+99korrLBCr8mNJ0CAAAECBAgQIECAAAECBAgQIEBgnglooqGlFX7PPfekQw45JG244Ybp0EMPTVddddW4wd1YrCeeeCJdc8016YwzzigCvNtss0268MILW1pixRAgQIAAAQIECBAgQIAAAQIECBAgMNsF1OBtYQ098MADaffdd0/XXXddVVrUxF1//fXTRhttlNZZZ5206qqrplVWWaUI6j7yyCNp2bJl6c4770y33357evTRR4v5osbvq171qnTyySenI444osrLAAECBAgQIECAAAECBAgQIECAAAEC81NAgHeG1/tDDz2U9t577yq4u8MOO6SjjjoqvexlLysCuxMV//jjj6err766aNbh7LPPTvH+yCOPTFtssUXRZMNE8/ucAAECBAgQIECAAAECBAgQIECAAIG5K6CJhhlet+edd17RHEMUc8ABB6TFixcXr1FrdzJp5ZVXTrvssktatGhROv/881O8j3TsscemJ598cjJZmIYAAQIECBAgQIAAAQIECBAgQIAAgTkqIMA7wyv2yiuvLEqI9nOjc7UVV5w+eXSydtJJJxX5RXMPt9566wwvvewJECBAgAABAgQIECBAgAABAgQIEJjNAtOPNs7mbzWLlu2KK64oluaVr3xlVfu2n8Xbf//9q9lvuOGGatgAAQIECBAgQIAAAQIECBAgQIAAAQLzT0CAd4bX+V133VWU8JznPKeRktZee+0qUPzwww83kqdMCBAgQIAAAQIECBAgQIAAAQIECBAYTgEB3hleb5tvvnlRwlVXXdVISdHkQ3S0Fmn77bdvJE+ZECBAgAABAgQIECBAgAABAgQIECAwnAICvDO83l74whcWJXzxi19M3/3ud/sqbenSpenoo48u8lhrrbXSpptu2ld+ZiZAgAABAgQIECBAgAABAgQIECBAYLgFBHhneP29+93vLppUeOSRR9K+++6bFi1alB577LEpl3rttdemPfbYI8VrpIMPPnjKeZiBAAECBAgQIECAAAECBAgQIECAAIG5JbDS3Po6s+/bRBMNH/rQh9IxxxyTHnzwwSIwG8O77rpr2m677YpauOuuu25addVV04IFC9ITTzyRIhi8bNmydOedd6abbropXXbZZWnJkiXVl4tA73HHHVe9N0CAAAECBAgQIECAAAECBAgQIECAwPwUEOBtYb2/853vTNE52iGHHJKiY7Tly5enCy64oPibavF77rlnOvfcc9OKK6p8PVU70xMgQIAAAQIECBAgQIAAAQIECBCYawKihC2t0YMOOijdfvvt6T3veU9ab731plTqKqusUjTv8LWvfS1dfPHFKdrflQgQIECAAAECBAgQIECAAAECBAgQIKAGb4vbwDrrrJOOP/744u+2225LixcvTjfeeGPRHEM03xA1e1deeeW02mqrpYULF6Zo3mGrrbZK2267bTGuxUUdUdRnP/vZdMYZZ6ROpzNi/HTexPeO9Ktf/ap49Y8AAQIECBAgQIAAAQIECBAgQIAAgekLCPBO366vOTfZZJMUf8OQLrzwwnTllVc2uqg///nPG81PZgQIECBAgAABAgQIECBAgAABAgTmo4AA73xc61P8zmeddVY68sgj05NPPjnFOcdOfuqpp6bzzjsvbb/99mM/NIYAAQIECBAgQIAAAQIECBAgQIAAgSkJCPBOiWt+Tvy0pz0t7bjjjo18+QjuSgQIECBAgAABAgQIECBAgAABAgQINCOgk7VmHOVCgAABAgQIECBAgAABAgQIECBAgACB1gUEeFsnVyABAgQIECBAgAABAgQIECBAgAABAgSaERDgbcZRLgQIECBAgAABAgQIECBAgAABAgQIEGhdQIC3dXIFEiBAgAABAgQIECBAgAABAgQIECBAoBkBnaw149gzl3XWWSd1Op2en/fzwb333tvP7OYlQIAAAQIECBAgQIAAAQIECBAgQGDIBQR4Z3gF3n///enJJ5+c4VJkT4AAAQIECBAgQIAAAQIECBAgQIDAfBQQ4J3htX755Zengw46KN1www1VSeutt156ylOeUr03QIAAAQIECBAgQIAAAQIECBAgQIAAgekICPBOR20K8+y8885p8eLFac8990xXX311Medb3vKWdPzxx08hF5MSIECAAAECBAgQIECAAAECBAgQIEBgrIBO1saaND7mGc94RvrmN7+Znve85xV5n3DCCenSSy9tvBwZEiBAgAABAgQIECBAgAABAgQIECAwvwQEeFta3wsXLkyf+tSn0oorrli0yfvGN74xLVu2rKXSFUOAAAECBAgQIECAAAECBAgQIECAwFwUEOBtca3utNNO6bDDDitKvPvuu9Ppp5/eYumKIkCAAAECBAgQIECAAAECBAgQIEBgrgkI8La8RqPt3U033bQo9ZRTTkm/+c1vWl4CxREgQIAAAQIECBAgQIAAAQIECBAgMFcEdLLW8pp8+tOfnj7/+c+nr33ta0XJt956a9p6661bXgrFESBAgAABAgQIECBAgAABAgQIECAwFwQEeAewFnfccccUfxIBAgQIECBAgAABAgQIECBAgAABAgT6EdBEQz965iVAgAABAgQIECBAgAABAgQIECBAgMAABQR4B4ivaAIECBAgQIAAAQIECBAgQIAAAQIECPQjIMDbj555CRAgQIAAAQIECBAgQIAAAQIECBAgMEABAd4B4iuaAAECBAgQIECAAAECBAgQIECAAAEC/QgI8PajZ14CBAgQIECAAAECBAgQIECAAAECBAgMUECAd4D4iiZAgAABAgQIECBAgAABAgQIECBAgEA/AgK8/eiZlwABAgQIECBAgAABAgQIECBAgAABAgMUEOAdIL6iCRAgQIAAAQIECBAgQIAAAQIECBAg0I+AAG8/euYlQIAAAQIECBAgQIAAAQIECBAgQIDAAAUEeAeIr2gCBAgQIECAAAECBAgQIECAAAECBAj0IyDA24+eeQkQIECAAAECBAgQIECAAAECBAgQIDBAAQHeAeIrmgABAgQIECBAgAABAgQIECBAgAABAv0ICPD2o2deAgQIECBAgAABAgQIECBAgAABAgQIDFBAgHeA+IomQIAAAQIECBAgQIAAAQIECBAgQIBAPwICvP3omZcAAQIECBAgQIAAAQIECBAgQIAAAQIDFBDgHSC+ogkQIECAAAECBAgQIECAAAECBAgQINCPgABvP3rmJUCAAAECBAgQIECAAAECBAgQIECAwAAFBHgHiK9oAgQIECBAgAABAgQIECBAgAABAgQI9CMgwNuPnnkJECBAgAABAgQIECBAgAABAgQIECAwQAEB3gHiK5oAAQIECBAgQIAAAQIECBAgQIAAAQL9CAjw9qNnXgIECBAgQIAAAQIECBAgQIAAAQIECAxQQIB3gPiKJkCAAAECBAgQIECAAAECBAgQIECAQD8CArz96JmXAAECBAgQIECAAAECBAgQIECAAAECAxQQ4B0gvqIJECBAgAABAgQIECBAgAABAgQIECDQj4AAbz965iVAgAABAgQIECBAgAABAgQIECBAgMAABQR4B4ivaAIECBAgQIAAAQIECBAgQIAAAQIECPQjIMDbj555CRAgQIAAAQIECBAgQIAAAQIECBAgMEABAd4B4iuaAAECBAgQIECAAAECBAgQIECAAAEC/QgI8PajZ14CBAgQIECAAAECBAgQIECAAAECBAgMUECAd4D4iiZAgAABAgQIECBAgAABAgQIECBAgEA/AgK8/eiZlwABAgQIECBAgAABAgQIECBAgAABAgMUEOAdIL6iCRAgQIAAAQIECBAgQIAAAQIECBAg0I+AAG8/euYlQIAAAQIECBAgQIAAAQIECBAgQIDAAAUEeAeIr2gCBAgQIECAAAECBAgQIECAAAECBAj0IyDA24+eeQkQIECAAAECBAgQIECAAAECBAgQIDBAAQHeAeIrmgABAgQIECBAgAABAgQIECBAgAABAv0ICPD2o2deAgQIECBAgAABAgQIECBAgAABAgQIDFBAgHeA+IomQIAAAQIECBAgQIAAAQIECBAgQIBAPwICvP3omZcAAQIECBAgQIAAAQIECBAgQIAAAQIDFBDgHSC+ogkQIECAAAECBAgQIECAAAECBAgQINCPgABvP3rmJUCAAAECBAgQIECAAAECBAgQIECAwAAFBHgHiK9oAgQIECBAgAABAgQIECBAgAABAgQI9CMgwNuPnnkJECBAgAABAgQIECBAgAABAgQIECAwQAEB3gHiK5oAAQIECBAgQIAAAQIECBAgQIAAAQL9CAjw9qNnXgIECBAgQIAAAQIECBAgQIAAAQIECAxQQIB3gPiKJkCAAAECBAgQIECAAAECBAgQIECAQD8CArz96JmXAAECBAgQIECAAAECBAgQIECAAAECAxQQ4B0gvqIJECBAgAABAgQIECBAgAABAgQIECDQj4AAbz965iVAgAABAgQIECBAgAABAgQIECBAgMAABQR4B4ivaAIECBAgQIAAAQIECBAgQIAAAQIECPQjIMDbj555CRAgQIAAAQIECBAgQIAAAQIECBAgMEABAd4B4iuaAAECBAgQIECAAAECBAgQIECAAAEC/QgI8PajZ14CBAgQIECAAAECBAgQIECAAAECBAgMUECAd4D4iiZAgAABAgQIECBAgAABAgQIECBAgEA/AgK8/eiZlwABAgQIECBAgAABAgQIECBAgAABAgMUEOAdIL6iCRAgQIAAAQIECBAgQIAAAQIECBAg0I+AAG8/euYlQIAAAQIECBAgQIAAAQIECBAgQIDAAAUEeAeIr2gCBAgQIECAAAECBAgQIECAAAECBAj0IyDA24+eeQkQIECAAAECBAgQIECAAAECBAgQIDBAAQHeAeIrmgABAgQIECBAgAABAgQIECBAgAABAv0ICPD2o2deAgQIECBAgAABAgQIECBAgAABAgQIDFBAgHeA+IomQIAAAQIECBAgQIAAAQIECBAgQIBAPwICvP3omZcAAQIECBAgQIAAAQIECBAgQIAAAQIDFBDgHSC+ogkQIECAAAECBAgQIECAAAECBAgQINCPgABvP3rmJUCAAAECBAgQIECAAAECBAgQIECAwAAFBHgHiK9oAgQIECBAgAABAgQIECBAgAABAgQI9CMgwNuPnnkJECBAgAABAgQIECBAgAABAgQIECAwQAEB3gHiK5oAAQIECBAgQIAAAQIECBAgQIAAAQL9CAjw9qNnXgIECBAgQIAAAQIECBAgQIAAAQIECAxQQIB3gPiKJkCAAAECBAgQIECAAAECBAgQIECAQD8CArz96JmXAAECBAgQIECAAAECBAgQIECAAAECAxRYaYBlK5oAAQIECBAgQIAAAQIECBAg0KrAww8/nJYtW9ZqmQoj0LbA05/+9LTaaqu1XazyBiQgwDsgeMUSIECAAAECBAgQIECAAAEC7Qo88MADabPNNktLly5tt2ClEWhZYOWVV07f//7307bbbttyyYobhIAA7yDUlUmAAAECBAgQIECAAAECBAi0LvCLX/yiCO6uuOKKafXVV2+9fAUSaEPgoYceSo8//ni66aabBHjbAJ8FZQjwzoKVYBEIECBAgAABAgQIECBAgACB9gQ22GCDdPrpp7dXoJIItChw4oknpquuuqrFEhU1aAGdrA16DSifAAECBAgQIECAAAECBAgQIECAAAEC0xQQ4J0mnNkIECBAgAABAgQIECBAgAABAgQIECAwaAEB3kGvAeUTIECAAAECBAgQIECAAAECBAgQIEBgmgICvNOEMxsBAgQIECBAgAABAgQIECBAgAABAgQGLSDAO+g1oHwCBAgQIECAAAECBAgQIECAAAECBAhMU0CAd5pwZiNAgAABAgQIECBAgAABAgQIECBAgMCgBQR4B70GlE+AAAECBAgQIECAAAECBAgQIECAAIFpCgjwThPObAQIECBAgAABAgQIECBAgAABAgQIEBi0gADvoNeA8gkQIECAAAECBAgQIECAAAECBAgQIDBNAQHeacKZjQABAgQIECBAgAABAgQIECBAgAABAoMWEOAd9BpQPgECBAgQIECAAAECBAgQIECAAAECBKYpIMA7TTizESBAgAABAgQIECBAgAABAgQIECBAYNACAryDXgPKJ0CAAAECBAgQIECAAAECBAgQIECAwDQFVprmfGZrSODuu+9O999/f/rtb39b/C1YsCCtscYaaeHChWnttddO8V4iQIAAAQIECBAgQIAAAQIECBAgQIBANwEB3m4qMzhu+fLl6ZxzzknnnntuWrJkSYr3vdJKK62Utt5667TjjjumffbZJ+21115phRVW6DW58QQIECBAgAABAgQIECBAgAABAgQIzDMBTTS0tMLvueeedMghh6QNN9wwHXrooemqq64aN7gbi/XEE0+ka665Jp1xxhlFgHebbbZJF154YUtLrBgCBAgQIECAAAECBAgQIECAAAECBGa7gBq8LayhBx54IO2+++7puuuuq0qLmrjrr79+2mijjdI666yTVl111bTKKqsUQd1HHnkkLVu2LN15553p9ttvT48++mgxX9T4fdWrXpVOPvnkdMQRR1R5GSBAgAABAgQIECBAgAABAgQIECBAYH4KCPDO8Hp/6KGH0t57710Fd3fYYYd01FFHpZe97GVFYHei4h9//PF09dVXF806nH322SneH3nkkWmLLbYommyYaH6fEyBAgAABAgQIECBAgAABAgQIECAwdwU00TDD6/a8884rmmOIYg444IC0ePHi4jVq7U4mrbzyymmXXXZJixYtSueff36K95GOPfbY9OSTT04mC9MQIECAAAECBAgQIECAAAECBAgQIDBHBdTgneEVe+WVVxYlRPu50bnaiitOP6YenayddNJJ6fDDDy9qBN96661p8803n+FvkNJFF12UPvOZzzQSUL722muL5V26dOmML3dTBVx22WXp5ptvbio7+RCYNQKz/SbRaaedlp7ylKfMGi8LQqApgbvvvruprBrP5/rrr08nnnhi4/nKkMBsEIhm02Zr+tznPpcWLlw4WxfPchGYtsCDDz447Xlnesb77rvPMW+mkeU/MIGf/exnAytbwYMREOCdYfcrrriiKOGVr3xlVfu2nyL333//IsAbedxwww2tBHg/+clPFrWH+1nu0fPO5ovbclnXXHPNYvCOO+5I8ScRmKsCz3jGM2bVV4t9L24CRfM0EoG5LDCb9r3ymHfvvfem+JMIzFWB6AdjNgVSy33vJz/5yVwl970IFALltj4bOMrfgIcffrh62nY2LJdlIDATArNp35uJ7yfP/xMQ4P0/ixkZuuuuu4p8n/Oc5zSS/9prr10EiqMt3jggtZGieYg3vOENqdPp9F3cY489lqLm8THHHNN3XjOdQdSUfu5zn5timSUCc1kgnjCYTelb3/pWuuaaa2bTIlkWAo0LRJNLr3jFKxrPd7oZ7rnnnukb3/hGms01rab73cxHoC6w8cYbp3XXXbc+aqDDZ555ZoqnxZo4zx7oF1E4gXEE4inWl7zkJeNM0e5Hz372s4umE6NTc4nAXBaIygTR/5M0PwRWyCcT/Uft5ofVtL7l9ttvn6JZggMPPDB9+tOfnlYe9ZkuvfTSage95ZZb0qabblr/2DABAgQIECBAgAABAgQIECBAgAABAvNIYPoNws4jpH6+6gtf+MJi9i9+8Yvpu9/9bj9ZFY8sH3300UUea621luBuX5pmJkCAAAECBAgQIECAAAECBAgQIDD8AgK8M7wO3/3udxdNKjzyyCNp3333TdHcwXQe+Y9awHvssUdRGzgW+eCDD57hJZc9AQIECBAgQIAAAQIECBAgQIAAAQKzXUATDS2soZNOOmlEm7Orr7562nXXXdN2221X1MKNdsBWXXXVtGDBgvTEE0+kCAYvW7YsRZtAN910U9Eu15IlS6oljUDvxRdfnKItI4kAAQIECBAgQIAAAQIECBAgQIAAgfkrIMDb0ro/++yz0yGHHNJ3x2jRCcq5556bookGiQABAgQIECBAgAABAgQIECBAgACB+S0gwNvi+v/1r3+dTj311HTWWWelX/7yl5MueZVVVkkR2H3b296W9tlnn0nPZ0ICBAgQIECAAAECBAgQIECAAAECBOa2gADvgNbvbbfdlhYvXpxuvPHGojmGBx98MC1fvrxor3e11VZLCxcuTJtvvnnaaqut0rbbbptinESAAAECBAgQIECAAAECBAgQIECAAIG6gABvXcMwAQIECBAgQIAAAQIECBAgQIAAAQIEhkhAL11DtLIsKgECBAgQIECAAAECBAgQIECAAAECBOoCArx1DcMECBAgQIAAAQIECBAgQIAAAQIECBAYIgEB3iFaWRaVAAECBAgQIECAAAECBAgQIECAAAECdQEB3rqGYQIECBAgQIAAAQIECBAgQIAAAQIECAyRgADvEK0si0qAAAECBAgQIECAAAECBAgQIECAAIG6gABvXcMwAQIECBAgQIAAAQIECBAgQIAAAQIEhkhAgHeIVpZFJUCAAAECBAgQIECAAAECBAgQIECAQF1AgLeuYZgAAQIECBAgQIAAAQIECBAgQIAAAQJDJCDAO0Qry6ISIECAAAECBAgQIECAAAECBAgQIECgLiDAW9cwTIAAAQIECBAgQIAAAQIECBAgQIAAgSESEOAdopVlUQkQIECAAAECBAgQIECAAAECBAgQIFAXEOCtaxgmQIAAAQIECBAgQIAAAQIECBAgQIDAEAkI8A7RyrKoBAgQIECAAAECBAgQIECAAAECBAgQqAsI8NY1DBMgQIAAAQIECBAgQIAAAQIECBAgQGCIBAR4h2hlWVQCBAgQIECAAAECBAgQIECAAAECBAjUBQR46xqGCRAgQIAAAQIECBAgQIAAAQIECBAgMEQCArxDtLIsKgECBAgQIECAAAECBAgQIECAAAECBOoCArx1DcMECBAgQIAAAQIECBAgQIAAAQIECBAYIgEB3iFaWRaVAAECBAgQIECAAAECBAgQIECAAAECdQEB3rqGYQIECBAgQIAAAQIECBAgQIAAAQIECAyRgADvEK0si0qAAAECBAgQIECAAAECBAgQIECAAIG6gABvXcMwAQIECBAgQIAAAQIECBAgQIAAAQIEhkhAgHeIVpZFJUCAAAECBAgQIECAAAECBAgQIECAQF1AgLeuYZgAAQIECBAgQIAAAQIECBAgQIAAAQJDJCDAO0Qry6ISIECAAAECBAgQIECAAAECBAgQIECgLiDAW9cwTIAAAQIECBAgQIAAAQIECBAgQIAAgSESEOAdopVlUQkQIECAAAECBAgQIECAAAECBAgQIFAXEOCtaxgmQIAAAQIECBAgQIAAAQIECBAgQIDAEAkI8A7RyrKoBAgQIECAAAECBAgQIECAAAECBAgQqAsI8NY1DBMgQIAAAQIECBAgQIAAAQIECBAgQGCIBAR4h2hlWVQCBAgQIECAAAECBAgQIECAAAECBAjUBQR46xqGCRAgQIAAAQIECBAgQIAAAQIECBAgMEQCArxDtLIsKgECBAgQIECAAAECBAgQIECAAAECBOoCArx1DcMECBAgQIAAAQIECBAgQIAAAQIECBAYIgEB3iFaWRaVAAECBAgQIECAAAECBAgQIECAAAECdQEB3rqGYQIECBAgQIAAAQIECBAgQIAAAQIECAyRgADvEK0si0qAAAECBAgQIECAAAECBAgQIECAAIG6gABvXcMwAQIECBAgQIAAAQIECBAgQIAAAQIEhkhAgHeIVpZFJUCAAAECBAgQIECAAAECBAgQIECAQF1AgLeuYZgAAQIECBAgQIAAAQIECBAgQIAAAQJDJCDAO0Qry6ISIECAAAECBAgQIECAAAECBAgQIECgLiDAW9cwTIAAAQIECBAgQIAAAQIECBAgQIAAgSESWGmIltWiEiAwRAI33nhjuuuuu9Iqq6ySNtxww7TBBhuklVdeeYi+gUUlQIAAAQIECBAgQIDAYAWWLVuWbrvttvSrX/0qrbTSSmmTTTZJz372s4vhwS6Z0gkQmE0CavDOprVhWQgMWOCss85K6623XvX34x//eMpLdMMNN6RtttkmbbHFFumlL31p2mWXXYqTkDPPPHNKee2www7Fcmy55ZZTms/EBJoUaGKfaHJ5ZkteX/ziF6vfiU9+8pOzZbEsB4EZERjk74B9bUZWqUz7EDj99NOr3//6OeNUhn/961/3sQRmJTA/BB599NEU+9tLXvKStNZaa6Vtt9027b777mm33XZLm266aVqwYEF6+ctfns4///z0v//7v/MDZQa+pWvOGUCV5cAE1OAdGL2CCcw+gTPOOCPdc8891YJ9/OMfT/E32bR8+fK03377pZ/+9KdjZnnBC14wZtx4I+69995iWeLkRiIwKIF+94lBLfdMl/vII49UvxW//e1vZ7o4+RMYqMAgfwfsawNd9QrvIvDQQw9Vv/9dPp7UqCeffHJS05mIwHwV+PrXv57+8i//sqi128sggrqXXHJJ8RcB37ghGMFKaWoCrjmn5mXq2S0gwDu714+lI9CawHXXXZe+//3vF+Wtvfba6b777kvnnntu+vCHP5xWX331SS3HqaeeWgV3119//fRnf/Zn6cUvfnFaunRp2n777SeVh4kIzBaBJvaJ2fJdLAcBAtMT8DswPTdzzQ+BZz3rWWmjjTaa8peNR8wlAgS6C/zLv/xLOvzww6tauU95ylPSTjvtVNTgjVq8q666arr11lvT5Zdfnr75zW8WmcT7qOm7aNGi9KY3val7xsYSIDDnBRxd5/wq9gUJTE4gHkGNFO3kvv/970+HHXZYihq5//qv/1rcQZ5MLj/5yU+qyT7xiU+kffbZp3o/1YGPfexjKWoGard3qnKmb0qgiX2iqWWZbfn80R/9UfrSl75ULFZcbEgE5qrAoH8H7GtzdcuaG9/rz//8z9NHPvKRufFlfAsCs0DgsssuS4ceemi1JPEE5Kc+9an0B3/wB9W4+sCSJUuK6b/73e+meOLjwAMPTGuuuWZ61ateVZ/M8DgCrjnHwfHR0Ams0Mlp6JbaAhMg0KjAY489VnSEFo+oxMXkv//7vxftqz3++ONFe7o/+tGPJlXe3nvvnS666KJi2ttvv31atTomVZCJCMywQFP7xAwvpuwJEJhBAb8DM4gr66EVOPHEE9Oxxx5bLP8RRxwhwDu0a9KCzzaBJ554Iv3e7/1eiidHIr3jHe9Ip512WnrqU5867qLGseotb3lL8eRlTLjuuuumqHQTT2RKBAjMLwGdrM2v9e3bEugq8LWvfS1FcDfSnnvuWTTkH6+RoqO1K6+8shie6F+9TbWnP/3pE03ucwKzVqCpfWLWfkELRoDAhAJ+ByYkMgEBAgQINCQQTTOUwd1NNtkkRdN3EwV3o+iYJp422WqrrYolif5U/uZv/qahpZINAQLDJKCJhmFaW5aVwAwJxKM/ZfrjP/7jYvCNb3xjiovbSNHR2s4771wMj/53xx13pA996EPF6HoTDUcffXTRu2t8EJ0ExGPc3/nOd9IXvvCFYtoTTjghPfjggyleL7zwwhQB4T322CPFfNGe23vf+96iHeCnPe1p6ZRTTinm6fbve9/7XjrzzDPTD3/4wxTLEu0F/87v/E7R9m/ULFm4cGG32Ypx0TlBNEFx7bXXpuuvv774i2YhYv4tttgibbfddunggw9Oq6yySs88fDA3BfrZJ0qRd7/73emBBx4o2k2LR+Z+/vOfpy9/+cvFfnDVVVel3/3d3y16Qt5rr71GPHp30003FbXov/3tbxfb9XOe85xi//m7v/u7otfkMv9er7E9R/MJ8Rq172P7jW05/t72trcVtfO7zTuV/TOW/zOf+UyRzWtf+9r00pe+tFuWxT4ebXnH977llluK9rijI5DYv2Lf2nXXXbvOV478n//5n/SVr3yl2j8jj2jzMezi74ADDhi3Q5HYx8MiOh4J17vuuqv4fYmLoPiL9RK+EoFuAk38DpT53nbbbUVv6D/4wQ+KbTEeoCu3w1122SXFftQtTXZf63df6Va2cQTaEvjWt75VNfsTNRF7PY4ey3P88cenO++8s1i06ACxnqZyHKvPt3jx4nTOOeek2I/ifHCNNdYonmDbZptt0lvf+ta0wQYb1Cevhq+44or02c9+tngfx+j11lsvffrTn07xuHxUjohzys0337x4XD5qY06mT4t4ei6CddEvRhzH44m4LbfcsjiGv/zlLy86M64WwMCcEYiKNn//939ffZ+49lmwYEH1fqKBCPJGUwPxJGakOO/56Ec/WrTXW4wY9S+uwfo5P2tqO+3n2FWeZ++4447poIMOKiorxXVm7Htx7Iy2vqNGdFzDxrVor2D5ZK45XTOO2oC8nb0C0USDRIDA/BXIAY9Obrw/mmrpPPe5z60gHn744U5uw6kYnwNEnXziUX1WH8gXq8U0MX+vv/PPP7+Y5fTTT6+myYGnzsYbb1y9L+fNF9TFtPnOdfFZLEO3tGzZss6rX/3qMfOX+cTrWmut1SnLHp1HPqHo5J5mx50/8sgn1Z0cRB49u/dzWKDffaKkefazn11sX29+85s7uY20Tu54sOv2lk9AO/lisJgtn5R28oVl1+nyzY5ObgKlzH7Maz757OQL305ut7rr/LE9r7POOj33iansn/kCtioj1zAZsywx4oILLqh+Q+r7ZX04t9PdyRfAY+bPjyl28s2fTvz21KcfPRy/XUcddVQnX2iMyePXv/515/nPf/6488fvS77AGTOvEQSa+h0IyXyRXR1nR2/D5fvYF3KtqzHwE+1rTewrYwo1gsA4AvHbXG63+Ub6OFNO/qOTTjqpyjPfeB93xnyzspp29IRTOY7FvL/85S87uUJDZ4UVVqjyLL9b+fqMZzyjk4O4o4sq3ucKBtV8//3f/93JnQtX78v5y9c4/k50PhnnprlT4p55RF5Rxv333991eYwcXoFcqaZa77//+78/7S+SbyhU+Zx33nld8+nn/CwybGI7beLYVZ5nv+ENb+jkTuY6+cZ/9d3L/a58jWu+mKZbmuia0zVjNzXjZquAGrx5r5cIzGeBqIUXdyUjRW22MsVd46gdF7UjHn300XT22Wend77zneXH1Ws+YS1q4sWIqIlb1qqIvKKX10jxmNHoFHlFrYRI0TtsLEPU1n3Na14zetIx76OtqegpNmo2RIoaEfvvv39xlzaaiYh2gL/xjW+kfAKcXve61xU1Juu1QaIG1Yte9KLie8X8cbc7akVEm1VR4zIfyNPnP//54vOf/exnKWoz//SnP00rrqhVm/Ca66nffWK0T9Rsj5qq9913X8pB3qoZlOj5OJpAiTbX8gVb0Y7h29/+9vTQQw+l3XffPeWLvKLGaUyXg5VFTaBDDjmk2Ba71Sp/5StfWbWBHftebPtRazc63bj66qtTvtlR5LPffvsVteKPPPLI0Ytave9n/4xMogZFdL6TT36KPKN2RdTyjZpMN954Y/rkJz9Z7J/5IqP43YmaJvkCuyo/PKIt8Ej5Rk16/etfX9Ssj9+l+N2I35qonRy/G1HLJWpoxDRlCtPoYKR8qiBqSIZP1P6NDkm+/vWvF/v50qVLi/niCYJ99923nN0rgaKGej/HxpIwnoSJ3tDj2BS1AuN48rznPa94H/v2pZdemn7zm9+k2Bde8YpXpGuuuaacdVKv/e4rkyrERASGUGCi41js33GciONjpNg/4/0LX/jC4umTqAX4n//5n8V5Yey3ccz5p3/6p54SMU0ccyKfqK0bx514auTf/u3fivPQOI6/7GUvS5dffnlxbB6dUdT6jafocgWL4qMc5Ct+E+IcujxuxTlpHC+jxnEsT5QlzQ2BWLdliprj001xjnfyyScXs8f10Ojrqn7Pz5raTps8dsV5Zexvd999d/F0V1wjRvvD//Vf/1Xs33FOGDXi47w4avZOJblmnIqWaWeFwGyNPFsuAgRmXiBfcHZycwTF3c4cvOxEjaV6ipoG+Yeq+IvpYvrxUm63t5q+W43fes2KyDfuMsdd5ByAKmo15JPWKvt8Qlvk1a0Gb36EqSonnwR1brjhhmq+ciCf3FTT5OBPObp4zQf46rP8ONOIz8o3OYg0osZl3FmX5r5Ak/tEWbOg3IfyI2AjAPONik5ulqTaFmO62N4vueSSEdPlE9bOhhtuWE331a9+dcTn8SbfkKg+z82hdN0nopZwDnAW0+WAZic3GTEin6nsn+PVKoyas8985jOLcuJ35R//8R/H/Hb86le/Kvb/0uY//uM/qmXJj8dWtaniqYJuNZViPb3vfe+rvnO+IK/mj4GoCV3mfdhhh434rHyTOwqqpskX9eVorwSK7bWpY2O5j+dATCc3MTJGN55GyTcXq20xagHW03j7WhP7Sr0swwQmI1CvwZtvrHXyTYkp/eUbGmOKmYkavHEMGO888x/+4R+q/S5qTHbbP3MTP53c1FcxXTwxkpsDG7Hs9Rq8UV5ugqio3VifKAeSOznYXJWVHxevf1wMx1Mo9SdOciC5E/PVUzxZF08Elce2fJO2/rHhIRf4i7/4i2rdUM3h9wAAJI1JREFUHnfccdP+NlEDvtxG8o31Efn0e37W1Hba1LFr9Hl2bjJwzBNd+YZ+J56UK03iydPRabxrTteMo7W8n+0CUbtGIkBgngrktsqqA16uOdRVIdc0qqbJNRm6TlOOnEqANwI/+c5qOeuY114H2zjBjUfV40AdeeSatWPmLUfkWpPVspfTRVCrfIT9D//wD8tJu77WL2L6OdnqmrmRs1KgyX2ifuK59957jwlyBkCuwVdto7FNf+QjH+nqsmjRomq6XGN1xDS5xm8ntyNbfJ5r7nZyLZARn9ffxD5cnuTGI231VA/wTrR/jhd0+sAHPlCVkWvx1osYMZzbGK6myzU5qs/+6q/+qhofJ+a9UlxorLbaasW0cfJevwH14Q9/uMoj1mm3FL8lub3vIuida3sUN5q6TWfc/BNo6ncgAjTlNpqfFOkJmTvWKZojiRsaue3NEdONt681sa+MKMwbApMQqJ8blceTqbx2O/ebiQDveMexeOS6PBeMG57RVEOvFE2Hld8vPw024lgzOsBbNrc0Oq84PkWFhDKfOPbXUzTjUn6W2yCufzRmeKeddiqmjeUvz23HTGTE0AnUr1n6aTqqfl5Zb3ovQPo9P2tqO23q2FU/z85PafVc5/UbLHFjZ3Tqdc3pmnG0lPfDIOB543w0lQjMV4HoxKFMuVZAOTjitT4+OltrKsUjcPE4zVRTdMQRnVZEiiYk8slLzyyOOeaYFI+0n3baaVVzEfliu3jkLh4Rz0GgnvPGB9ERVJnisXlp7gvM1D4RvRnXmyAoJeNR7TLF5/FYZ7dU3xajs6Z6ikfAy6ZR4hHR+rT16WI4OjLMtYSK0dEMSTR30i1Nd/+MvHJt3CLL+D7R6UyvFM1W5BorRaci8ahemWKfjY7R4hHDaKqiV4rOMzbbbLPi43j8rv5d6h3ilM3MjM4nmnuITtuit+l45LBbsxej5/F+fgg09TuQA0xVp4bxSHX5KPhoxej8JY5r0RRQdBQz2dTEvjLZskxHYNgExjuOxblkvklYfKVoQiWa6OqVosmx8lgd+3A8Dt4tRTNE8Wh4txTHw+jIqUzlcbJ8n2/ylIMpB6Cq4W4Dud35YnQs/+c+97lukxg3hAL17So6o51uym1GV7Pmp6Wq4Rgot7vpnp81tZ3OxLHrXe9614jvWn8TzfKVKTqzm2xyzThZKdPNJgFt8M6mtWFZCLQokB8LrXosjja8os2mbikCRu95z3uKti4jkJTvZqb8uHi3Sac0Lj/+OqXpy4kjEFOmaDt3vJRrTab4q6f8qF3abbfdir/6+Ppw2VbTxRdfXI2OcdLcFpjJfSIuNLulaCOsTBGULNutLseVr9FGbJnqgcwYl5soKT+a1E2TaI862gmM9gdvvfXWonfuKoP/PzDd/TPaEs2PsBa5RHvD0fN3rxQXGLlm8piPt9pqqxR/46Vf/OIXKdcALnpMLqeLfbQM0kYgO/LPd9qL9oDzY+/FDaH8lEHRO3u0+x2pfC3z8Eqg6d+BaFf3pptuKtrCjpua0V58HJdifLQJHSm21fibampiX5lqmaYnUBfIT0IV7crXx000nJ+cmGiSRj4f7ziWHxGvyhh9nlh98P8H4jgRbePGDZhIMW+3G6nRfu94qR5kqp/LxrE4bjZGisBeHDvHS/U+JepBwfHm8dnsF4ib1mUqK7KU76fyGu3Qlql+jtnv+VmT2+lMHLvG29+jL4cyjT6HLsd3e3XN2E3FuNku8H+/JLN9SS0fAQKNCkQnDeUJRNSCy4+B9sw/P/6dotZgHNyj5uv73//+ntNO9oPc0+lkJx0xXX6MrnrfxEVCBKOiU5s4SY5AWfzFxfjoE4AIFElzW2Cm9okIOkYHgt1SPahTr3U6etqoCdgr1S/wolOZuCEzXooAVpli3m5B2Onun1EbtkxN7J/RMd0VV1xRXFiX+2h0RDK6VkqUWd9Ho/PHqGmS298tfrdiv/7gBz9Y/MWJfgSA99prr6JjtTiBlwiUAk3/DuS2ootOXeImQ9yEiPzjL/b96BwwAkdxg7XXTaByuSZ6ne6+MlG+PicwnkAEeHO/CONNMrDPxjuOlcHaWLhNNtlkwmWs16isd4ZVn3HjjTeuvx0zHIHbpz71qcX5ZdykLFN0HFqec0ZwLj92Xn404Wv9+D/hxCaY1QJxrXXHHXcUyxjnLNEh33RSfZuoV8jp9/xsprbTJo5dcZ49Xi382O/KlJtLKQen/OqaccpkZhiAgADvANAVSWA2COQ2xarFiABnPCI6mZTbG0txwVq/0zyZ+UZPM5UT2Pq80QtxmeonLuW4yb7mTghS7mSp6Jm42zy5bbPi8e9eJ/Ld5jFuuAVmap+o174dT2i6tUnjhkSZ6vtHOW6815tvvrnrx4PeP+Mi5/jjj0/nnHNOUfOx20JGAPnBBx8s/rp9Hr9pMc3RRx+d6vtx7rStqNUbPUlHMw0RBM4dwanN2w1xHo5r+ndgvfXWS5dddlk69NBDUzSL8uijjxaqcUMiLhbjLx7JjqZT4ri03XbbTUm9iX1lSgWamMCQCIx3HIsAWqQ4l52oxmxMV88rAl3d0kQ3NeOmTtTazx0apwhqlal+DI/fh3hSbrKp1zF8svObbvYIxPYTN7Qj1c9ZprqE9e2pvt3Wzw+nc/1Uz7eJ7bTJY9fqq68+radgJmvrmnGyUqabDQICvLNhLVgGAi0LxOPZ3/ve96ZVapx4RhtOr371q6c1fznTeDUSy2m6vdYfN4rgznRSBI4iSF2mCKzFoz25A4y07bbbFn/RjlpclOdG+4vJ6jUty/m8zh2BmdwnprutT1a3HkCO2vX1fWSiPHq1gz3dZa6XPd39M2owxf5Xv4iONuW23nrrYt+M/TQeUY3X3PN51SREt320bKYl2k286KKLUu60LX3/+99PZQ2ORx55JOXeyos8ogmaXjWtJ3L0+dwQmKnfgdhHzz777JQ7UUyxneXODlPuCGdETfQoe+edd065c530J3/yJ5MCbXJfmVSBJiLQgkD9aYxuxU22yazxjmPxJEecz0Ze8eh6BIjGS/WAbDRr1i2VT8V1+6wcV7b/ueaaa5ajUv0YHse2aBptsikqI0hzQyCakIqbgJGuvfbaaX+peFqkTPVawP2enzW5nQ7Tscs1Y7k1eR0WAQHeYVlTlpNAgwJxoVmmqN1WD3aW40e/xjRl4/rRaVG/Ad7R+U/2fb2NpagFMV6Ki4RoVqJe2/iSSy6pvm+Mj5p7b3/721O3E/b6o+xlQGi88nw2vALDvE9EW4DRYUykuDiMR74HleJR17hhEvvdRPtnLGM8llp/dC7GRYdrZXA3Hlv/xCc+UTzKHp+NTpPdR8Ml/iIAHjV4I7gWF1Jxsyp+Jy699NJi3L777ju6CO/nkcBM/w5EUCeCN/EX211ciF9wwQVF00cRbHr44YeLZkQmG+CdiX1lHq1uX3WWCpSdn/VavOnePKznF803XHfddcWoaIIsbiCOl2KaMkUTQN1S1EgcL0UNyripGClq9pdpdHu+Udtfmn8C8bt/8MEHF8eBaKM5zute/vKXTwkizmnKCjzRp0P9Wq3f87Mmt9NhOXa5ZpzS5mfiWSLQu1G/WbKAFoMAgWYF4sT5s5/9bJXpW97ylhQXnRP9RW/3ZYqTjvqjOuX4Nl7rAd56O1Pdyo6TnHgEO05qTjrppGKSqD1Vpgj2RJul3YK7MU39ZH2yNUbKvL0Oj8Cw7xP1k+56zY1eayCaZIl9I9pjm6imVK88eo2P2kRlO4Sx/5SPo/eaPjqlid+e7bffPj3wwANF8LV8RDHaxo1a9NFOabcU+2S9HcP6Pho1qeJ7fuMb3xgza9TciouL888/v7jBU04QtXul+SswU78DcaMjbijUjyehHDXO4wZGtF/6ox/9qOq8NIbrbc33WiNxo6KJfaVX/sYTaFOgXhM1bnT0SvFZvS3RXtNNNL7ePm8Z6B1vnh//+MfVx/Xz0GpkHiibfaiPqw8vWbKkervDDjtUwxEwjuNgpFiWiQLccXyLpwDiMf7xrKoCDAyFQNQif81rXlMt61//9V9PuC1UE+eB2G7imqZMccO63sdAv+dnTW2nw3Tscs1Ybk1eh0lAgHeY1pZlJdCAQNQWKjsoisDJRL3Vl0WWj0PH+wgKRS3eQaR4JLt8FHvRokVVxxTdluXiiy8uahJGbcDNN9+8mKS8sx1v6o8ujZ4/ahZ+6UtfqkZHjURpbgoM+z4RndyU6WMf+1havnx5+XbMa1wMRg3fmCdqENU7mhkz8TRHRE3ZSHERetZZZ/XMJT6PAG7Uxooa8tEMQzSfUAadd9ppp3GbTIiaKvFobZnq+2g0tRK/b/vss0+q1/Itpy1f45HIMt15553loNd5KDATvwPR3EJ0nBOd+sW+2SvFo7NlwCe2/8nUfm9qX+m1TMYTaFOgHogar/3RCy+8cNzzvskucxxfynTCCSdUzfaU4+qvEXQtAz0RhOtVqzLOSccLuEZzQGUaXUu/PI7H/B/96EfLybq+Rjlx7Hruc5+b3vzmN3edxsjhFPjwhz9cNbMV52fxlGX95nWvbxXTHHnkkUWH0TFNVFyJ7Xp06uf8LPJqYjsdpmOXa8bRW5D3wyAgwDsMa8kyEmhQoB5wmUo7X7EIUdu3TJ/+9KerR83KcW28Pu95z0sHHnhgUVRcBNdPmOvl33LLLemUU04pRkW7Ua94xSuK4XrHAvUaGfV5I1D0ute9rmrbMz4rH6urT2d4bggM+z6x4447VrU+ol2zo446qrix0W3tvOtd76pqP8VF6mRv8HTLq9e4D37wg6msjRUXGPVatvV5jjnmmOpieP/99y8+qu+f119/fc8L+ai5OPr3q76P/umf/mmRX9RoifbTeqUIFpRpqp1blfN5nRsCM/E7EG24R+/ekaLzttG1eEu5qL1+1VVXFW/jsdott9yy/Kjna1P7Ss8CfECgRYH6728EMOP3f3SK2u1vfetbR4+e1vuo3RhtvUeKAG75lNfozOKGadSkLG88HnDAAcWTYaOni/dR877X8earX/1qikoHkaIGcP3mYoyLTn/LjlajVn+0yd0tRfC7XkYsmzR3BNZdd92qObz4VhHsf9GLXpTG60wvPov+FMpm9GK+008/vXqaKt6XqZ/zs8ijie10mI5d9WV1zVhuRV5nvUA+YEkECMwTgRz86eQTyE7+YSpe88nolL750qVLO/nis5g/8sg93I+YP5+wVp/ljiRGfBZv8glH9fmZZ5455vP6iNysQjFtfmytProYju+x2mqrVXnlgG8nP5reybVuO7GMX/jCFzq559jq88985jNVHvVliLz/+Z//uZODwcXnuX20zpe//OVOrvVXzRvfM/7yxUCVh4G5IzCT+0S5DT7zmc/sCZaDktW2lmtG9JzuBz/4QTVdbqNtzHQ5cNTJHYRV0+ST/c63v/3tTq4d28k1Ozr5xLSTb1pUn8e0ueOxEfnU942J9s98g6fK69RTTx2RT7zJQebq83zBUuyT8XuTb5508oV7J/bZct96wQte0Mk1cYs8YllzzeLqs9jvctMJnXCKeX/4wx92Tj755E6u7VVNU+aTm2SoliM33zLiN+Jtb3tbJ18wF78RkU+u1d/527/9205uh7vIJ35Pchuo1fwG5pfATP4OxP5abqObbbZZ53Of+1ynPD7m4FEnNyPSybXNq2lyLawR+L32tab2lRGFeUNgEgL5xl21vW666aad3JnllP9yh4NjSsq1C6t88838zmmnndaJ3/LcHmnnve99byeOJbEvbbDBBtV0ozOZynEsB4yrc+LIN46RucZecbyJfTTX2u3kJpCqsuK8NM4x6ymOleX+Xb7mm4+dyDv20Vj+HLDt5A7fqulin++WDjvssGqa3LxYJ1dg6ORmHzr5CZdOvgnUyTehOuuvv341Tb6R2S0b4+aAwMc//vHq/CS2qzhH2W+//To5QFtsl/kJps4HPvCB4tqkfj0U29lxxx03rsB0z8/KTPvdTps8dk3mPDuWe/HixdV+0+0cutc1Z/33xDVjuQV4ne0CcUdSIkBgngjUT8ojGDud9IY3vKE6SOZH3EZk0VaANwrNbRqOOMmPE6Bca7BatvJEe/TFcgR3cq2NMdPFBUNu+qEa//znP79z+eWXVxcU+S5uEWAa8YW9GXqBmdwnJnPi2VSAN1ZE7gyis9FGG1XbcOwDsU2XQcxyn4j9JNckGrPu6iey/QZ4I2B70EEHjViWbvvos571rOICtr4wcfFb3xdjvriAyY8cVvnFd8q1kTu51lU1Ltf6qmfTiQug+kV15BPvR/9ORIAiLsal+Sswk78DuR3qTtxwKfe/8jUCOOVw+ZprtY85zvQK8Mbaampfmb9r3jefjkB9fym33am+5qYFxhSd+3foevOunnfuGLcI9pbjRmcyleNYzJub4urETdgyv3gdfcyMcXFOGDcnR6d6gDc/KTaiEsTofOLYE0HaXimOm7m/ixHLEmXnjkjHjMtP4BSB6F55GT/8Arnz1+oapL599hrObeQWx4SJvnk/52eRdxPbaVPHrsmcZ8cyTzfA65ox9KRhExDgHbY1ZnkJ9CFQr4mQ2wacVk5xwlE/ubj22murfNoM8Eah9913X+f1r3/9iJp65bLlR897nujkNjk7xx57bKfbBXbUHowLiKgNHKke0I4AmjS3BGZyn5jMiWeTAd5YM7Ftv+Md7+jk9mxH7KexX0Tt/Te96U1jAqrlGp3KhfF4Qacyv3j9yle+0smd2YwJ2MaF7uGHH17USqpPXw5/5zvfGVGrsdyv40J3t912K2okx7S5s8fqe774xS8uZ69eo+Zz1HoZHTCO/GJfz4/bVrUpq5kMzDuBmfwdCMyHHnqok5sMGnNTMrbD2KZzJ4OdXsfkifa1pvaVebfSfeFpC8xUgDcWKH7T4yZ8+bRZ7CPx+x01enMzJ8Uyv+9976t+90d/iakcx8p54+mS1772tV3PJXMb2kVNydiHu6V6gDfKjmNO7rNizDEngr+5GZZuWYwZF8GvrbfeeoRBeQzM/UkUQeLc/NCY+YyYewK5TeZifecmTKptvtwWytfcfnvnE5/4RCeeCJlKmu75WVlGv9tpE8euyZxnx/JON8Ab87pmDAVpmARWiIXNPxASAQIEhlYgfsaizd1oRy066oh2evNjbBN+n3wXOuWLiaJtq7XWWivlE+qUa3JMOJ8JCAyDQH7sPEWv3fnCNOVHw4u/6CBmECnaMYz9M9rjjd7Lc0CtZzuG5fLFfh1tlkb7ctFGaXQoE22T5lpR5SSTfo35o7PFyC/mzwG1Sf1GTLoAExKYhEB+NDVFZ36xHd5zzz1FW5y5iZKUg7yTmLv3JE3uK71L8QmB9gSis7Hc7E66//77U3SIFh0RznSK/ejWW28tjlVxnNh4442Ldurzkx89i462tXMTQMXnOcCbDjnkkGI4V0Ao2tWONrjjnDQHonrm0euDfAO4aIs4N/OQcu3M4hge+Yy3PL3yMn74BWJfuO2224ptNLbV3KxAsY3GttFPms75Wb28frbTYTp2uWasr3XDs1lAgHc2rx3LRoAAAQIECBAgQIAAAQKzTqBXgHfWLagFIkCAAIF5IdD7luS8+Pq+JAECBAgQIECAAAECBAgQIECAAAECBIZXQIB3eNedJSdAgAABAgQIECBAgAABAgQIECBAYJ4LCPDO8w3A1ydAgAABAgQIECBAgAABAgQIECBAYHgFBHiHd91ZcgIECBAgQIAAAQIECBAgQIAAAQIE5rmATtbm+Qbg6xMgQIAAAQIECBAgQIDA1ARuvvnmtHjx4mKmHXbYIW2xxRZTy8DUBAgQIECgQQEB3gYxZUWAAAECBAgQIECAAAECBAgQIECAAIE2BTTR0Ka2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsCArxtaiuLAAECBAgQIECAAAECBAgQIECAAAECDQoI8DaIKSsCBAgQIECAAAECBAgQIECAAAECBAi0KSDA26a2sggQIECAAAECBAgQIECAAAECBAgQINCggABvg5iyIkCAAAECBAgQIECAAAECBAgQIECAQJsC/w/EDsIWyRFnqAAAAABJRU5ErkJggg==)
Boxplots are good for visualising and comparing distributions. Here the ~
symbol sets up a formula, the effect of which is to put the categorical variable on the x
axis and continuous variable on the y
axis.
boxplot(gapminder$gdpPercap ~ gapminder$continent)
![](data:image/png;base64,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)
Lots of customisations are possible to enhance the appaerance of our plots. Not for the faint-hearted, the help pages ?plot
and ?par
give the full details. In short,
Axis labels, and titles can be specified as character strings.
- R recognises many preset names as colours. To get a full list use
colours()
, or check this online reference.
- can also use `Red, Green, Blue values; which you might get from a paint program
Plotting characters can be specified using a pre-defined number:-
Putting it all together.
plot(gapminder$pop,gapminder$lifeExp,pch=16,
col="red",ylab="Life Expectancy",
xlab="Population",main="Life Expectancy trend with population")
![](data:image/png;base64,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8plpagHnPnzhX9Y0GgLgEdVLfxxhvXlYz9GQQcMxrHzbCfXQhYF/jqq6+kFD50XH755TJ69Gg54YQTZNCgQdYdKBCBbAXGjx8vt9xyi+y1115y2mmnZZuNdAhYF/j0009l6NCh0rVrVxkxYoT18ikQgWwFli9fLgceeKA0atRInnzyyWyzkQ6BvAgcd9xxXgDjjjvukA033DAvx6BQBLIRuOyyy2Ty5Mly/vnnyy677JJNFtIgkBeBBx98UB5++GE55ZRTZPDgwXk5BoWWl0Dz5s2lQ4cO5XVS9Xw2jOCtZ3AOJ9KlS5eSYGjVqpVXz6222koGDhxYEnWmkuUp8N1333kn1rFjR/pieTZxyZzVuuuu69VVXx95XSyZZivLii5dutQ7L70Mmb5Ylk1cUifVrFkzr779+vUrmc+5JQVMZbMW0B8ZdNlhhx14bcxajYT5EHjrrbe8Ytu0aSPdunXLxyEoEwEEaggwmWMNEJ4igAACCCCAAAIIIIAAAggggAACCCCAAAKlIkCAt1RainoigAACCCCAAAIIIIAAAggggAACCCCAAAI1BAjw1gDhKQIIIIAAAggggAACCCCAAAIIIIAAAgggUCoCBHhLpaWoJwIIIIAAAggggAACCCCAAAIIIIAAAgggUEOAAG8NEJ4igAACCCCAAAIIIIAAAggggAACCCCAAAKlIkCAt1RainoigAACCCCAAAIIIIAAAggggAACCCCAAAI1BAjw1gDhKQIIIIAAAggggAACCCCAAAIIIIAAAgggUCoCBHhLpaWoJwIIIIAAAggggAACCCCAAAIIIIAAAgggUEOAAG8NEJ4igAACCCCAAAIIIIAAAggggAACCCCAAAKlIkCAt1RainoigAACCCCAAAIIIIAAAggggAACCCCAAAI1BAjw1gDhKQIIIIAAAggggAACCCCAAAIIIIAAAgggUCoCBHhLpaWoJwIIIIAAAggggAACCCCAAAIIIIAAAgggUEOAAG8NEJ4igAACCCCAAAIIIIAAAggggAACCCCAAAKlIkCAt1RainoigAACCCCAAAIIIIAAAggggAACCCCAAAI1BAjw1gDhKQIIIIAAAggggAACCCCAAAIIIIAAAgggUCoCBHhLpaWoJwIIIIAAAggggAACCCCAAAIIIIAAAgggUEOAAG8NEJ4i4Au0bNnSW23RooW/iUcECiLg90H/sSCV4KAIGAH/ddF/BAWBQgk0atRImjRpIrwuFqoFOG5QQPthLBaT5s2bBzezjkC9C/jvz7w21js9B6wh4PdBv0/W2M1TBBDIg4DjmiUP5VIkAiUvsHjxYnnllVdkwIAB0qBBg5I/H06gdAWqqqrk2WeflV69ehHMKN1mLJuaT5gwQbp27Srt27cvm3PiREpT4L333vOCvN27dy/NE6DWZSMwY8YMmTt3ruyyyy5lc06cSGkK/PTTTzJlyhTv+0tpngG1LheB5cuXywsvvCD9+/eXxo0bl8tpcR4IFLUAAd6ibh4qhwACCCCAAAIIIIAAAggggAACCCCAAAIIpBdgiob0NuxBAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSKWoAAb1E3D5VDAAEEEEAAAQQQQAABBBBAAAEEEEAAAQTSCxDgTW/DHgQQQAABBBBAAAEEEEAAAQQQQAABBBBAoKgFCPAWdfNQOQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIL0AAd70NuxBAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSKWoAAb1E3D5VDAAEEEEAAAQQQQAABBBBAAAEEEEAAAQTSCxDgTW/DHgQQQAABBBBAAAEEEEAAAQQQQAABBBBAoKgFCPAWdfNQOQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIL0AAd70NuxBAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSKWoAAb1E3D5VDAAEEEEAAAQQQQAABBBBAAAEEEEAAAQTSCxDgTW/DHgQQQAABBBBAAAEEEEAAAQQQQAABBBBAoKgFCPAWdfNQOQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIL0AAd70NuxBAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSKWoAAb1E3D5VDAAEEEEAAAQQQQAABBBBAAAEEEEAAAQTSCxDgTW/DHgQQQAABBBBAAAEEEEAAAQQQQAABBBBAoKgFCPAWdfNQOQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIL0AAd70NuxBAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSKWoAAb1E3D5VDAAEEEEAAAQQQQAABBBBAAAEEEEAAAQTSCxDgTW/DHgQQQAABBBBAAAEEEEAAAQQQQAABBBBAoKgFCPAWdfNQOQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIL0AAd70NuxBAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSKWoAAb1E3D5VDAAEEEEAAAQQQQAABBBBAAAEEEEAAAQTSCxDgTW/DHgQQQAABBBBAAAEEEEAAAQQQQAABBBBAoKgFCPAWdfNQOQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIL0AAd70NuxBAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSKWoAAb1E3T2lV7quvvpLjjz9etttuO2nRooV0797de37PPffIkiVLrJ1MVVWV3HXXXbLHHnvIxhtvLK1atZK99tpLLr30UpkyZYq14xSiIBuG5eyTbZuMGzdOjjjiCNlpp528/tG2bVvp3bu3nHDCCfL+++9nW0xW6Wy0WVYHqudEts7r7bfflqOOOkp23HFH73Vho4028v6/XnTRRbJo0aJ6PqviONzChQtl2223lQ022EBOPPFEa5Wy1WbWKmSpIFvnRV8Ueffdd0X/7w0cOFD0dVH/+vTpI+eff74sWLDAUouJ2GozaxWyVJCt99dK74vLly+Xq666Svbee2/p3LmzrL322tKzZ0/vffvll1+21FprirHVZlYrZaEwW+dVn21h4bTrpYg333xT4vG4rLfeelaPZ6vNrFbKUmE2XvN/+uknueCCC7z3pw033FDWXXdd77PjP/7xD/nuu+8s1bS0islXX/z555+99/0BAwZIly5dZK211pItt9xS/vSnP8mIESNk5cqVpQUVqC19MYDBamUKuCwIWBC49tpr3YYNG7rmf1HKv9///vfu/Pnzcz7St99+62611VYpj6HHbtCggfvAAw/kfJxCFGDDsJx9smkT86bumsB/2v6hfcR8aHdPO+00d/HixdkUmTGNjTbLeIAC7bRxXitWrHBN8NKNxWJp28N8gHeffvrpAp1l4Q5rAt5Jk0MOOcRKRWy0mZWKWC7ExnnRF9c0yk033ZTxfbpNmzbu2LFjc25BG22WcyXyUICN91f6ouu+8sor7iabbJJ8DUz1udH8QOv++uuvObeijTbLuRJ5KMDWedVnW+SBIS9F6neVrl27ev2zdevW1o5hq82sVchiQTZe85955hnX/OCY9nWhUaNG7nXXXWex1sVfVL764o033uius846aa31NXnzzTd3J0yYUPxINWpIX6wBwtOKFJCKPGtO2qrA3XffnXyTaNKkiXv00Ue7I0eOdM2IILdHjx7JfVtvvbU7d+7cyMc2o4vcbbbZJlmeGQHnXnjhhd6xDj/8cLdp06bePsdx3FtuuSXycQqR0YZhOftk0ybLli1ztY/5XxbXX39998wzz3TvuOMOVz/MaFBNfwDw9+vzXBYbbZbL8fOV19Z5DRkyJGnduHFj95RTTnHNaH6vLYJBeP3QPnXq1HydTtGV++ijjyZdtC/aCPDaarNiw7J1XpXeFxOJhHvkkUcm+53+nzMjeN3bbrvNveaaa1z9AdZ/XWzevLn72WefRe4KttoscgXylNHW+2ul98VvvvmmWmDBXNnh9UH9Yf6cc85xW7ZsmeyLBx98cE6taavNcqpEHjLbOq/6bIs8MOSlSLXVPum/HtoK8Npqs7ycdI6F2njNf/jhh5Pmaq/f9fQ7pLla0z399NNd/fHRbxMzmjfHGpdG9nz1xQcffDBpqabmKgr3yiuvdO+9917XjJ52zdW3yf36vfrjjz8uDTBTS/piyTQVFc2zAAHePAOXe/E//PBDMrCqH8x1NEBwMZd4uIceemjyzeLkk08O7g61HvxipB/8dSRMcHn99deTXw40kGcu5wnuLtp1W4bl6pNtww0ePDjZz8yUHa65/KhWVjM9Q7URAv/+979rpclmg602y+ZY9ZnG1nmZS8pc/aFFPzyaKVTcTz75pNZpmMtzk+2lHyjNpYu10pTbhtmzZ3se/hcVfcw1wGurzYrN2tZ50Rdd70uy3+d0ZJqOJAsu+n/v7LPPTv5/7NWrV3B31uu22izrA9ZjQhvvr/RF1zWXAyf7mX4eXL16dbVW1M9tZsqGZBoN/ERdbLRZ1GPnM5+t86rPtsinh62y9f/nFltskex7+pppK8Brq81snautcmy85uso1eDIXb3CTr87Bhd9Xfjd736XbJtSHFkaPJ+61vPVF2fMmOGa6XA8R73q9sknn6xVFbU/9dRTk9Y6mKpme9TKVAQb6ItF0AhUoWgECPAWTVOUZkXOO++85JuAjtpNteiXR/8XcR0dZOafTJUs4zYN1mle/cDVsWPHWsFdP/OYMWOS9bn44ov9zfX2aOYv8i5r0Q8o2S42DEvFJ1uTsOlWrVrlNmvWzGt7DShmGimuUwL4wQ79ghNlsdFmUY4bJo+OztNLrPTviy++yCqrrfMyc3wmjW+99daUx9ZRhTvvvHMy3aeffpoyXbls1PPdfffdvfP1P2BrP8w1wGurzfLpTF/Mp27mss38mq6ZR9Lrd2aOPXfWrFkpM2igzb8sWadV0S9LYZdy7Yu23l8r/XVR+6I/lZeZiz3t57j//ve/yfeFqK+Pttos7P+BsOnDfma0dV712RZhTeo7vU7XpaNEU00nZSPAa6vN8u0Sti9qfWy85qu9/5l8zz33THuaM2fOdPUqUU2rU/WV45LvvqgjdX1rbbt0i34e8L+3a/rJkyenS5qX7fTFvLBSaAUJEOCtoMbOx6mamwR5bxYasKg5ojZ4vODlN1GmT9Dgsf+mpG9QmRYNaGnadu3a1fuvjv4UAH/+858zVbHaPhuGpeJT7cQtPpk0aVKyf/z1r3/NWLL+4OAHg3UahyiLjTaLctwweS6//PKkybRp07LKauu89t133+SxU43e9SszbNiwZDq9bKycl+HDh3vnql8iddoQ//VMr3DIZbHVZrnUoa689MW6hPK3/4knnkj2Nb38MtOi762bbbaZN2XDG2+8kSlpyn3l2hdtvb9W+uuiuQlusi9mmn5h6dKl3lz5+hq56aabpuxrdW201WZ1HSfX/WE/M9o6r/psi1yN8plfA1fBEeP6/qyBL/+1zEaA11ab5dNByw7bFzWP75TLd0BzY+7k60Jd0wHoqH//s1O5DQqoj76oVzf6fhowz7RcffXVybTpBmpkyp/LPvpiLnrkRcB1Y+Y/OgsCkQTMm4OYkZJeXr0Lt5nXL205ZuSamEu2vf2jR49Omy7dDhPAS+7q379/cj3Vipnf09v8/fffi7mMJ1USb5sZ9SmjRo2S448/XnbYYQcxczzJbrvtJmauUHnqqafS5rO5w5ZhPnxsnme+yzKjwsX88u/dAXb77bfPeDjzAV5MYNdL8+OPP4r5YSJj+po7bbVZsNxy6ovB89J1bZt0iwm2J3eZS8CS6+W28uGHH4r50uidlt4N2lwCb+UU6YsiYd5bKrEvmmlokn3N/PiVXE+1Yn5wETPaX8zlobLrrrumSpJ2Wz76oh7MTKvj3VXdBEfFjPoUE/AT8wOqmB8Nkp8/0lbK0o58vL9WYl8MNkem8zdXO+jgEy951PeFfLRZJfZFG20RbPdiWzc3lZSvv/7aq5a56au8+OKLcsUVV4gJMHnb/O8tudQ7H32xXD4zav8yc757vOuuu66Y6boyUpvpApL7ta3KaamPvmgC8mKmuhAzEErM1bAZ+cwgqeR+M61Tcr3mCn1RvNeNmi48R6CgAkS5EYgqEByVW9fIID2G+fDk/Rqov/SGXfxRufrrel1zAd1+++3eccx/LFdHzaVadFRh8FdjTVvzTy8N1Lmhwixhf3W0ZWjbJ8w5l1pavTO3Pz9st27dQlffVpv5B85XXww7atLmeenND/3/T3qjjFSL+VBY7aaJ7733XqpkJb9NL4XVywnVQ+cy0ysd9CZWvk8uI3httplC0xfXvA+UU1/0p13QqY3yudjui3qlhQm0JC/p9/+/BB/1xjvmx9hQpxX2dVELt/X+Wumvi4sWLXJ1mhBtQ72Du/mBNWXbBW9EOWjQoJRp6tpoq830OPnqi1p22M+Mts6rPttCz7NYF/3uoqN09bVGb2rlLx06dPD6qU5vk+tiq838euTrfTpsX7Txmm9+GEx+FtKbfda1PP/888n0enPtclrqoy+G8TrrrLOS1o888kjKrPTFNZ8Zy60vpmxsNpaUACN4zSdNlmgCX375ZTKjucQpuZ5uxf+10HywlDlz5qRLlnL79OnTve3t27cXM4dbyjT+Rv84+tz/Zdjfp4+vvvqq6CjPqVOnept19K4JQom5bFrMXFDeL5u6w3zJEBMEFvOhz0uXj39sGdr0ycd5FlOZ5geA5OignXbaKXTVbLWZHrgc+6Kel7nhnZgfcnRVrrnmGjHzHnvr/j86Kkv/r+nIVl109LX+XyvH5dxzzxUzRYY0btxYzJ3iM17pEPb86YtrxPzX/FTvLZXcF5ctWyb+e4M/8klHTJnpF8RMxyBmDnJvpK6ZM17MFzjRfVEXm31R67Dffvt578s6OsjcyVuOPfZYuemmm7zXEx3BqyPs9AqMP/7xjzJixIio1c4qn2+Y6+ePSu6LCm3uo+C9N+i6+aFVjjzySPnll1/0aXJ59913xdzgx3uuV9uYm/8l94VZsdVmesxy7Iv12RZh2q2+05qpQkSvPtArbFq0aJGXw9vsi+X2mVFH7fpLplH9fhr/qlF9/tNPP/mby+KxPvpitlD6WSp4tW2q70r0xTVXMKtpufXFbPsJ6YpXYM01KMVbP2pWxALBN2NzB9Q6a6pTIPiLGRkrejlUNsuSJUvEv5Q7ynGCxzATx3tfMPSLry7XXnutmF8pRb9I+IsZcScnnXSS3HvvvWJuSCOXXHKJXH/99f5uq482DG36WD25IixMp+3Qy+900Tb/+9//HrqWNtpMD1qOfdHH1P+nzz77rPfFWP+vaxBGpyXo2bOnmJtIyCuvvCJfffWVl9zcaM37McXPW06PL7zwgtx4443eKWlAzYzktXp69MU1nJneWyq5L+r7lx+0NaPURIOlRx11lBfMDXZEnZLh5ptv9n7kvO+++8SMXgvuzmrdVl/Ug2mw2dxoyztujx49RKeZMHMDV6vHa6+9JgcddJCYm8GJGRkr5oqbrD9TVCuojic2318ruS/6zPo6qO/DZs517z3CjG70fuDTz4NmTk1vm37e0ym/dAotnTYr7GKzzcq1L6ppfbRF2Lar7/Rbb711Xg9psy+W42dGHQig7zc6BYBOD6RTpumP4ekWfY3wF/2RqJyWfPfFMFaXXXaZzJs3z8ti5u2VmoO46IvivV/5puXWF/3z4rF0BQjwlm7bFbzmwZGtOsKmriWYxtxEo67kyf02j2NudiBmEn+vbB0RNHTo0ORx/BVzl1a555575PPPPxedO8vcFM4LBJrL+b0kM2bM8D4Y++mDj34g2tzAwpvbN7hP11u2bClm2ojkZhvnZqOMZIXKeEWd9t577+SIbB1BGnaeSeWx5W2jL2p9brjhBm+EqK4HF50v0F/M3dulVatW/tPko46g0vmzdbF1Xn7hu+yyi/d/SEcJ6qis119/3fvz9+ujjtTS+gd/YAnuL+V1DWzrnKfmmh7p16+fnHnmmdZPx1ab0RfLsy/qKBx/0fc1c7m7F0DT0a8616EGTXXkrbnM0vvB6eWXX/ZG0n/00Ueic/WFWWz1Rf1soPNU66KfGR577LFawV3d17t3b29EvH751CDKOeec4z3XfbrwurjGodj+1b6nVzLo+84JJ5zgjcJ+6KGHqlVT58h/6aWXIv8gVmx90dZnRlvn5WPXR1v4x6rUR5ttZuN92lZf1Pa0dW4a2NQAr/4Aed1113lXbqTqLxpE0yst/aXm6H9/O4+5CejgJh38pIuOag+a+yXTF+mLfl/gsUgFSmpCCSpbVAI6d6Tp1t7fxIkT66ybCSYl05ubn9WZ3k8QnK/SXMrtb077aEYGJo9jvkRUS6dzrvp1NtNEVNtX84kZNZRMq3Pn+Yve6dQvI+yj3nE2uNgwtOkTrFs5retdubUv+O2l81LqtiiLjTbT49roi1qOCaAmz8s/v2wfzYc0LcJbbJ2XX5750u6aEWvJupkgrndHdJ3vLlg/c1NE13y497OVzeOBBx7onaf5Ucc1IymrnVfw/6y6R11stRl9cc37WLn1RRMkS/5fM8Ecb13nnq95p3IT0E3OE63/N3X++bCLrb6oc/35rw/mCos6q7Hlllt66ePxuDe/tZ/B1uti8P9qrp8/tG6V/rqo9zUwUx4k58HXttb5ePU9WdvQb3tz6bb7r3/9y2/OUI+22sxWX7T1mdHWefmY9dEW/rFK7dHWHLw228zG+7Stvqjtaes131yNkXw9MD9EumPGjKnVXcyVX66Zmif5+qCvE5tsskmtdOW4wVZfzMbmmWeeSc4LrsZ33XVXymz0xcrsiyk7AxuLUuC369LN/2QWBMIIBOfC1cs16lqCaXQ0UbaLrePo6Fr99VoXvdwkeIfQVHUJzjkUnF8wVdqo22ycm40yota/FPLp3Ei77767N9+t1lfn69TpA4IjysOchw3vcu2LvuOdd94pRxxxhHeJl7mpjjeaTkcT6v8jbQ+dnmH//ff3kuudkHU0Xqa79PrllsqjjoB4/PHHverqpe/+HLG2609fXCOa6b2lkvuiznXtL2qkc8jqvHk171SuU4eYH13FBNq85Dr/vE6BEGax0Rf1eHqZrr9kc4WF/z6tr6lff/21n9Xao63z0gpVcl/U89cRf/pabwI43pUNOv2CjhbXkXh6xZSOxNYpQnReTr0CQucsvuqqqzRrqMVWm5VzX6yvtgjVcGWY2FZfLOfPjDp9l17tpItOkadzXuuUOzpFiwk4etOq6T0a/vOf/3if5f33Kf/Ry8g/OQvo51YzMMG7mkcL06mP9ErXmgt9kb5Ys0/wvPgEmKKh+NqkZGqkN2nwF31TrmsJptGpCrJdbB1H5yP0v/DqTd7CzDMYDPDqnKHBgELwPHTuKH3z+9Of/uRdWhrcl2rdxrnZKCNV3cphm97cQqdl8G9yoYF9vfSz5nxSYc7Vhretvqj1HjduXPKmccHz0LmGL774Ym+TTteQav7X4NQINs5LD6aX0enUJ+YnTXEcR8aPH+99qQ/WzYy8kKeeekpOPvlkue2227wfXvQmJ/fff38wWUmu649IetMqXfRmUDoNRr4WG21GXyzfvhjsH9oH//nPfyZvflizT5q7xcuwYcO8qQ50nwZ4NRiX7RI8VvC9Pl3+YJrg54Hge62+jujrQqYlOPev5tU5XXXhdTGTWmH26b0M9IaTuuiNNfWH1uB7kH5+0jmiNbCvNwXU+do1yKCvozXnYM50BsXWF219ZrR1XmpXX22RqZ0qYZ+tNrP1Pm2rL2rb2To3LUun1NFBABrE1UWn5tG/4KJTDOl0Ln5gN/i+EUzHengBvdfM//3f/yUz6neH4PPkDrNCXxRvuiv6YrBXsF5sAgR4i61FSqg+wTvOBr9kpTuFYJpg3nTp/e06Cb+/BMvwt9V8DKYJHscP8ml6ncj/u+++q5k17XP/hlB+AnMpob9a7VEDWrrol5Z0aYIZgvUL1juYJrgeTOPnteUTPE45rJtL0bw3Yb3Tui7bb7+996Vfb3STy+K7axnB9khXZjCNn9dmXwx+QQ7WIdj/dK694PNgOn/dr5s+D9bZ31/zMZgmmFdvnuPPzaa//mcKEuk8X08//bToDy76YUmf59o+NetZn8/1xx0N6OoXFb2p1dVXX+0FvGvWIWinPzr5N2jQdgp+aaqZr+bzoHuwzJrp/OfBNH5e+uIanXLri3pWwfcGfZ7p/6LuD46Y1Xl5wyx+f9I8wX6WroxgmmDeYH/0X7vTlVFze/B92tbrYtAwWOeax/afB9MEz6uSXxd9GzPlgreqbaPzOqZroy5dusill17q3QBXX1P1RpV6L4RsF1ttZqsvar3Tvf+G+cxo67y0PvXVFnqsSl5stVmwL5bT9xe/b+hrpd5MU0eRjhgxIjkvvO7X+eBPPPFEb25e/azoD7AhwOvrRX9US73ZtN53Rhd9ndLXBp0fPd1CX6QvpusbbC8eAQK8xdMWJVcT/RDuL7Nnz/ZX0z76aTSIocGPbBe9lF7vsKxv7H4ZmfIG0wRvFNOsWbNkNr2sM8zIuuBlVslCLKzYMLTlY+F0iqaIJ5980psiYNmyZV6dBg4c6I0GCPaBqJW10WbBepRTX1TT4F2OdWqMTIs66GW6OlJDv8hrUKmUA7w6/cSbb77pnfLPP/8sm266aabT9/Y98cQTon+69O3b17tU3nuSxT/0xTVI/mt+zfeWSu6LKhO8SkXfw4LPU3WvYH8NfolLlbbmNht9UcsMvjbqCKIwnxWCAeqa9Yv63Nb7a6X3RQ3W62uiLtrPNt5444xNojfnPOuss7w0Oo1DmMVWm5VrX6zPtgjTbuWYNh99sdw+MwbbXadq0D+9wsPMX+xN16LvW/6PQTp61F/CjOr38/D4m4D+GKlXR7zwwgveRn29M/OOy7777vtbohRrwddF+uIaIPpiio7CpoIKEOAtKH9pHzw4j19dXwb17qj+G7PeMTXMHLyqpMfSAK++IemH0zZt2qTFC17iueOOOybTmZt4JNd15ZRTTqn2vBBPbBna8CnE+efjmDpvl176n0gkvOJPOukk0XlQ042gCVsHG21Wzn3R/xKvrvrDTF2LTtfgL/PmzfNXecxCgL4o3p230723VHpf1OCozjX//fffe046wjUYxK3ZxYJ3JW/VqlXN3Rmf2+iLegB9bdR5uXXRL486xU6hFxvvr5XeF+v7/G20GX1xzf883qNzewWy1ReDtSin7y/B8/LX9TuiTtNSc5kyZUpykw4OYIkmoIMRzE1l5YMPPvAK0M8JOje6XulY11LO319SnTt9MZUK24pdIFbsFaR+xSvQo0cP0TnTdKnrhixvv/22Ny2CptU5oMIuwTx1Hev1119PFh/Mp0Fhf+4mHRGiQedMy9KlS+W5557zbv7hjwTNlD7KPluGwfOM6hOl/sWWRy/v0oCuBnf10sfhw4fLrbfeai24q+dro83KuS+au9onu4X+v69rCV5Wbe7MW1fyot6vIxsuuOCCOv/0ckN/0S9/fp4wVxVofvqiSKb3lkrui37/Cr43TJo0yd+c8jH442jYecpt9EWtVPDL43vvvZeynsGNU6dOlbfeesu7oaPO+52PJWgY9f210vui/rDgf1589913vSs2MrVVru8LNtqsXPtifbdFpnauhH02+mI5f2Z84403vHsx6BUb/n1S0vWLu+66y9uln+/zccVGuuOW03adEqx///7J4K7en0PfQ7MJ7qoDfXFNb6AvltP/ijI8F/OBmAWByAL777+/fqPy/syXsbTlmDl+kunGjh2bNl26HeZLXDK/HjPdYkZyueZSVC/tDjvsUCuZuewvWY4J/tXaH9xgbkKRTHvwwQcHd6VdN5cIe3nMZS9p09TcYcPQlk/NupXScxO0d31/czmXa+7Gnbfq22izfPfFyy+/PNl/zY1tsrKwcV7mrsfJ45oRAhmPa+bqdc2UDF76Ro0auebDfcb05bLTXHqYNDr00ENzOi0bbUZfdN1y7YuPPvposq+ZqWpc8+NX2v52wAEHJNP+97//TZsu3Q4bfdHMnZ6sg7kCwDVX7aQ7nGt+hE2+fujnkI8//jhtWn9HlNdFG++vvC66bs+ePZNta4I6fpOkfDQ3BEymNYGflGkybbTRZvnui1p//zNLtp8ZbZyXHrc+20KPV2qLmRbA63/m5pM5V91Wm+X7fTpsX1QYG6/55kaayf/rzz//fFpv8wNlMp25siNtunLbYbMvqo1+5vS/t5urXF1zdUVoMvpiZfbF0B2FDAUT0DudsyAQWcBc0lHtjcJc4lmrLHM362TQ1fxSmPILpgZm33nnHe9v5syZtcrQDebXRe9Y5pdb94EHHqiVRr/smTszJ+tjJuyvlcZcjuKaS/W9NOZmRm66wJcGYMzlrcmy6voy4h9Iz1UD2OYyIn9TnY+2DG341FnZIk7Qq1evZHuZO8JGrqkZ2Z3si9onUwUdbbRZvvuiGY3n9UXtj5mCJEEoG+dlbjDmdurUKdkW559/fvAQyXUNNJm51pLpjj766OS+cl/JNsBLX1zz46F+CYny3kJfdF1z9Ylr5jtN/j8799xzU/73Cv7f79ixo2tuvlItXX31RT3oQQcdlKzv8ccfX6sufsXMZcrJdHX9mOTnifK6qHlzfX+lL7quuVFasr00aDFjxgy/Wao9aqDezF3qpTWXx7pm/uJq+/VJfX1mzGdf1POI8pkx176ox7XZFlpeuS1hgmr11Rfz/ZkxSl8Mvm9EfZ82V0UkXxf+8Ic/uOZ+DLW6kxqbqUKS6cJ8x6pVWIltCNMX63qfNtMfJQ3NtAyumb4pkgZ9sTL7YqTOQqaCCBDgLQh7eR00+EuemTPJfemll7wvld9++61r7n6cDO7qqMp0o3fNJcvJNx39Qpdq0V9vNbirvzxqWToSR78gaADOTMvgmjuEJ8v43e9+l/JDgpZ76qmnJtPplwdz93T3iy++8ALPGkS4++67XX3j83/hzHZkRao6Z7vNhqEtn2zrXEzpdLSu317aN3Sk2j777JPVn5mLqtqpzJ07N1mWlqn9ONVio83KtS+++uqr3v9Rv030/7SOzFiyZIn3N3HiRLdPnz5JZw1A6QjKSlmyDfDSF3+74iLqewt90XXNVEPJHzb1/6SZxsadMGGCq18Gv/nmG/eKK66otl/T11zqsy9qndZaa63k64O5FNerr75GaOD5ww8/dA877LDk/v9v715g5ajKB4CfAm0RaMsjloItIFgo1SJCC4KGRJEgCoI2EURBazVA6oMYUjUStYlFkKct4iMatOADFYkFAkTDQ6ggyEsQaLFW5F2khEfQqnX/800y89977+703nbv7XT3N8ntzs45M3PO70x393737DdRN0vV0b/JHX3eiffXXr8W4496EYgv3hfiD4FZzvz881cMVgRx4ptTWaqbss5FF13UchxH6jNjt16LnRyLlgO0mW8cSlBtpK7FIO3Gz4wR0G3+PBh/VCl+J4vXhEsvvbSRpQwqXxOye2xs5lfX0Jo/lGux6n167dq1jX322ad0zFLQDOp3pPhdatGiRQMa7VpMjV67FgdcBDbUVkCAt7ZDs/k0LL7ekeXzKd804sN7kSah+CAfjxdeeGHbTg3mA1LsHF83bf7w3+pcWX6xRnYjtrbneuWVVxrNKSOKNsZXxIv14jF+Gcnu5tr2WJ0q6IRhtKUTPp3q00geJwL6xZgN9fHxxx/v09SqD0jNFTsxZt18LWa5j/sEaWJc4nUhAvDNY7TXXnvlM6abbbt9vdMBXtdi+/eWuJZci43GjTfe2CedQfwf7P+eF/83271Pj+TrYoxZ/KE4ZhI3v1bEH3iLrxEX2+M15brrrotdhn3pxPtrr1+LTz75ZCMC9sX4FY9Zft4+2+JajABCu5QiI/mZsVuvxU6NxbD/x9sEJxhKUG0kr8Vu/cyY3US7MWnSpD6vAf1fE+K1Ys6cOW1fEzbBZTIipxzKtVj1Pn399df38S1eewfzOHfu3AF9dS323rU44CKwobYCAry1HZrNq2HxF9jIo7TjjjsOeAOZMWNG/jW0qh4N9gNSHCNyrUZ+3SLVQvHmFL+snn766Y3+MzLbnTdmFEbb+h8njhdBp5jJGzOcRmrZWMOinZ3yKY63OTyOHz9+wHVXXBfre9zQAG+4dGrMuvVaXLVqVePoo48eEJSJMYkUKfGaEV8h77Wl0wFe1+L6ryDXYqMRv0RHzsRx48YNeL3M7kjeiK9vtluqfnHsv0+nXhcjtcwpp5zS2GGHHQa0N963Tz755HL2Z/82DNfzTry/9vq1GEHbmLnbP6AT7wsRxI/Pd5H/tmoZ6c+M3XotdmIsqsZpcy0bSlBtpK/FMO3Gz4wxMSe+XdLqd7L4XS3S7rX7g8/mep0Npt1DuRar3qfjvjPr+32oXXmrAG/RdtdiIeGRQH0ERkVTsv/QFgIdE8h+eUnZTQVSlkMtvyN23I07m43RseMXB8py7qb77rsvZV+hS1luppR99SRNmDChKB70YzZDN2UBlxR3EI+7g8axsjfUYWnzYBvVCcNO+Qy2zb1erxNj1q3XYtwZOf5/ZbkUUxbYTdOnT09TpkxJ2S/zvX7ZDEv/XYvtWV2LWRQt+9iXfQU2v4t29sex/H063veGY+nEtRjtyoLTKcuZn7I0L/l7dLQ3C1QPR5MHdcxOvL+6FlNavXp1euihh1IWmEhTp05N06ZNS9m3tAY1BkOt1Ikxi3N247UY/RrJsYjz9fLSqWuxGz8zZn9MScuXL08rV65M2aSh/HUhS+fi82LN/8O4Fms+QJrXUwICvD013DpLgAABAgQIECBAgAABAgQIECBAgEA3CXR+WmU36egLAQIECBAgQIAAAQIECBAgQIAAAQIEaiwgwFvjwdE0AgQIECBAgAABAgQIECBAgAABAgQIVAkI8FbpKCNAgAABAgQIECBAgAABAgQIECBAgECNBQR4azw4mkaAAAECBAgQIECAAAECBAgQIECAAIEqAQHeKh1lBAgQIECAAAECBAgQIECAAAECBAgQqLGAAG+NB0fTCBAgQIAAAQIECBAgQIAAAQIECBAgUCUgwFulo4wAAQIECBAgQIAAAQIECBAgQIAAAQI1FhDgrfHgaBoBAgQIECBAgAABAgQIECBAgAABAgSqBAR4q3SUESBAgAABAgQIECBAgAABAgQIECBAoMYCArw1HhxNI0CAAAECBAgQIECAAAECBAgQIECAQJWAAG+VjjICBAgQIECAAAECBAgQIECAAAECBAjUWECAt8aDo2kECBAgQIAAAQIECBAgQIAAAQIECBCoEhDgrdJRRoAAAQIECBAgQIAAAQIECBAgQIAAgRoLCPDWeHA0jQABAgQIECBAgAABAgQIECBAgAABAlUCArxVOsoIECBAgAABAgQIECBAgAABAgQIECBQYwEB3hoPjqYRIECAAAECBAgQIECAAAECBAgQIECgSkCAt0pHGQECBAgQIECAAAECBAgQIECAAAECBGosIMBb48HRNAIECBAgQIAAAQIECBAgQIAAAQIECFQJCPBW6SgjQIAAAQIECBAgQIAAAQIECBAgQIBAjQUEeGs8OJpGgAABAgQIECBAgAABAgQIECBAgACBKgEB3iodZQQIECBAgAABAgQIECBAgAABAgQIEKixgABvjQdH0wgQIECAAAECBAgQIECAAAECBAgQIFAlIMBbpaOMAAECBAgQIECAAAECBAgQIECAAAECNRYQ4K3x4GgaAQIECBAgQIAAAQIECBAgQIAAAQIEqgQEeKt0lBEgQIAAAQIECBAgQIAAAQIECBAgQKDGAgK8NR4cTSNAgAABAgQIECBAgAABAgQIECBAgECVgABvlY4yAgQIECBAgAABAgQIECBAgAABAgQI1FhAgLfGg6NpBAgQIECAAAECBAgQIECAAAECBAgQqBIQ4K3SUUaAAAECBAgQIECAAAECBAgQIECAAIEaCwjw1nhwNI0AAQIECBAgQIAAAQIECBAgQIAAAQJVAgK8VTrKCBAgQIAAAQIECBAgQIAAAQIECBAgUGMBAd4aD46mESBAgAABAgQIECBAgAABAgQIECBAoEpAgLdKRxkBAgQIECBAgAABAgQIECBAgAABAgRqLCDAW+PB0TQCBAgQIECAAAECBAgQIECAAAECBAhUCQjwVukoI0CAAAECBAgQIECAAAECBAgQIECAQI0FBHhrPDiaRoAAAQIECBAgQIAAAQIECBAgQIAAgSoBAd4qHWUECBAgQIAAAQIECBAgQIAAAQIECBCosYAAb40HR9MIECBAgAABAgQIECBAgAABAgQIECBQJSDAW6WjjAABAgQIECBAgAABAgQIECBAgAABAjUWEOCt8eBoGgECBAgQIECAAAECBAgQIECAAAECBKoEBHirdJQRIECAAAECBAgQIECAAAECBAgQIECgxgICvDUeHE0jQIAAAQIECBAgQIAAAQIECBAgQIBAlYAAb5WOMgIECBAgQIAAAQIECBAgQIAAAQIECNRYQIC3xoOjaQQIECBAgAABAgQIECBAgAABAgQIEKgSEOCt0lFGgAABAgQIECBAgAABAgQIECBAgACBGgsI8NZ4cDSNAAECBAgQIECAAAECBAgQIECAAAECVQICvFU6yggQIECAAAECBAgQIECAAAECBAgQIFBjAQHeGg+OphEgQIAAAQIECBAgQIAAAQIECBAgQKBKQIC3SkcZAQIECBAgQIAAAQIECBAgQIAAAQIEaiwgwFvjwdE0AgQIECBAgAABAgQIECBAgAABAgQIVAkI8FbpKCNAgAABAgQIECBAgAABAgQIECBAgECNBQR4azw4mkaAAAECBAgQIECAAAECBAgQIECAAIEqga2qCpURIECAAAECBAgQGKrA2rVr0+67716526hRo9KYMWPS1ltvnXbZZZf01re+NX3sYx9L06ZNq9yv2wq//e1vpwULFuTd+ta3vpVmz549bF1ct25devrpp9PkyZMHnGPWrFnp8ccfTxMmTEjLly8fUG4DAQIECBAgQIBAfQUEeOs7NlpGgAABAgQIENhsBZ599tlBt33FihXplltuSeecc0465JBD0hVXXJGmTJky6P0354qvvvpqKqz+9a9/DVtXbrvttjRv3rz0yU9+Mn3qU58acJ5//OMfeTsiOG8hQIAAAQIECBDYvAQEeDev8dJaAgQIECBAgMBmJzBz5swBbW40Gum///1vigBnzBwtgpu33357OvbYY1MEJLfZZpsB+9kwdIGlS5fmpkPf0x4ECBAgQIAAAQKbg4AA7+YwStpIgAABAgQIENiMBe66667K1kdwd/78+Wnx4sV5vXvvvTeddtpp6Uc/+lHlfgoHJ/DCCy+UFSM1RqvlkksuyYPto0ePblVsGwECBAgQIECAQI0FBHhrPDiaRoAAAQIECBDoBYHIw7to0aK09957p09/+tN5l6+66qp06aWXpi22cE/gkbgGjjrqqJE4jXMQIECAAAECBAgMg4BPzMOA6pAECBAgQIAAAQJDFzjxxBPTlltume/48ssvpwcffHDoB7EHAQIECBAgQIAAgR4TMIO3xwZcdwkQIECAAAECdRXYcccd08EHH5x+//vf502M1A777bdfy+becccdacmSJemhhx5KjzzySJowYUJeN+rPnTs37brrri33W7ZsWady+HMAABI6SURBVLrsssvysi9/+ctp0qRJ6Yc//GF+k7c4b+QE3muvvdL73ve+dMopp6Rx48a1PM5vf/vb9Mtf/jIv+/jHP54OOuiglvVi48KFC/M8w7H+ne98Jx6GvEQ/Y1Zz9DV+/vrXv6aJEyemqVOn5j8nnHBCmjVrVp/j3njjjennP/95ipvYFcvPfvaz9MADD+RPP/e5z+WzpuPJl770pfT888/neY8vuOCCovqAxw11jwN98YtfTJEuIsZ4zpw5KW7sFu0J98i9vNVWW6UDDjggHXrooXmKjjFjxgw4vw0ECBAgQIAAAQItBLIbXFgIECBAgAABAgQIdEwgy6nbyD52lj9DOXAWpCz3+9WvfjVg12eeeaZx0kknNbJcsmW95nPF+g477NDIgrgD9o0N3//+98v97rnnnsbxxx9fPu9/nNe+9rWNP/zhDy2Pc95555X7XX755S3rFBv333//sm6xrXhc33GyG9E1zj777MbYsWPLY/RvZzzPZj43soBt4z//+U9x6MZFF11Uuc/NN99c1t1jjz3yuttvv325rXllY93jWJMnT87P8ZGPfKSxatWqRhacbtu+uA6ijoUAAQIECBAgQGD9AmbwZp+ILQQIECBAgAABApte4KWXXkp//vOfy4a86U1vKtdjZd26dfnM2jvvvDPfHrN2Y6btgQcemF588cV8JugNN9yQzxLNgsDp/vvvT+eee26fYzQ/iTpxvjhOzNZ929velp544on0i1/8ImXBz/Tcc8+lww8/PN16660pC9I27zpi61kAOl155ZX5+WKG84c//OH0hje8IUXe4sceeyxde+21eT/DJmbexgzYqBPLjBkz0qmnnpqWL1+ebrrppnzb29/+9lS4tpvlnFds+qfT7o8++mhu/dRTT+Wzjw877LC00047pdtuuy3F2GZB7RSztz/0oQ/lM3ubmmKVAAECBAgQIECglcD6Y8BqECBAgAABAgQIEBi8wIbM4P3f//6Xz8zNPq/mszpjtmcWWOxz0q997WvljM+ZM2c2sjQFfcrjSZY2oTF+/Pi8Xsxqvfvuu/vUaZ7BG+d6/etf38jSH/SpE+c944wzynNlKQP6lMeT9c28bd5hQ2fwZqkYypnK06ZNa6xZs6b5sPl6uJ155pllW7Ng94A6WQqKsvziiy8eUB4bqmbwdsI9zlHM4C3G+Kyzzuoz4zjqXH/99Y0sVUPZ3j/+8Y+x2UKAAAECBAgQIFAh4CZrraLethEgQIAAAQIECHRMIGZktvqJHKwxy/bHP/5xPvO0yI0bJ168eHHaYov//6j68MMPpwULFuRt2nbbbdM111yTsuDsgDbOnj07XXjhhfn2mHl62mmnpeyz8IB6xYbIv7vvvvsWT/PHOO83vvGNMv9v5IiNnLsjvSxatKhse5ZuIWWpJwY0IUtVkb7yla+k7bbbLi8Lz6r+DjjAejYMl/sxxxyT5+SNvLvNy5FHHplOP/30clMW8C3XrRAgQIAAAQIECLQW+P9Pza3LbSVAgAABAgQIECCwUQKjR49OrX6yHLd56oMsJ2u67777ynNE6oTjjjuufB4rEWDN8svm2z772c+mnXfeuU9585OPfvSjZdA2vvIfKQFaLe985ztTpAdotUTgNG48VixLly4tVkfscd68efmN3M4///x0xBFHtD1vBEn33HPPvDwC6f/+97/b1h1qwXC4Rxvmz5/ftimRRqJY4o8AFgIECBAgQIAAgWoBAd5qH6UECBAgQIAAAQIjJBC5Za+++uq0ZMmSAWfM0hWU29773veW661WstQM6aijjiqLmvctN2Yrkb+3amkONN5yyy1VVYelbPr06SlmJGc3T+szm7n5ZE8//XT6yU9+kpoDoRHk7dTSbNcp92hbjHW7JXINF0sng9XFMT0SIECAAAECBLpNoO93orqtd/pDgAABAgQIECCwyQX6z8YtGhQ31spyv6bdd989fzz44IPTmDFjiuI+j5EqoFhin/Utzekb4iZjrZY4b9Wyyy675O2JIGMEUjfl8vzzz6dly5alcIgZyStWrMhvnrZ69eoBzep0iobiBJ1yHzt2bOUM7OZrIMsxXJzeIwECBAgQIECAQBsBAd42MDYTIECAAAECBAh0RuCqq67a6ANFQDOWSEcQgdf1LdkNvcoqjz32WLnevLLbbrs1Px2wHmkaJk6cmJ544okUAdZNsfz9739PCxcuzGc1Zzeva9mE6MeLL76Y/7SssBEbh8N93LhxKWwtBAgQIECAAAECnREQ4O2Mo6MQIECAAAECBAgMo0B8bf/JJ5/Mb9b2yiuvpAgSVi3NAdkJEya0rPrqq6+23N68sUh9sP322zdv7rO+vhmzG5oy4amnnspzBDcHqONGazNmzEhvfvOb85vAHXTQQfnjzJkz09133523q5PB0+Fw74PnCQECBAgQIECAwEYLCPBuNKEDECBAgAABAgQIDLfA1KlT0wMPPJCf5m9/+1se5Kw6Z9QplriZW6slZsdWLc8991wqZs1OmjSpbdXi5m/tKsTs2g1Zjj/++FQEdw888MD0ve99Lx1wwAEtD/XSSy+V2zuZ1mA43MuGWiFAgAABAgQIEOiIgJusdYTRQQgQIECAAAECBIZTIAKNxVIEeovnrR7/9Kc/lZvb3dCrSD9QVuy38uCDD5ZbZs2aVa7HyujRo8vn//znP8v1/itR9uyzz/bfvN7na9asyXPuRsXx48en3/3ud22DuzFDuDlH8IbOGG7VqOFwb3Ue2wgQIECAAAECBDZcQIB3w+3sSYAAAQIECBAgMEIChxxySHmms88+O1XNUo0A8NVXX53Xj1QO73rXu8p9m1e++93vpqrg7LnnnltWf//731+ux0oEXYul3U3covzaa69NcZO2oS533XVXKlI/RN+32WabtodYunRpirQVxbJu3bpiNX/ccssty+f9y8qCNivD4d7mVDYTIECAAAECBAhsoIAA7wbC2Y0AAQIECBAgQGDkBI499tg8H22cMQK45513XsuTv/zyy+kzn/lMGRw94YQT0tZbb92y7jPPPJPfwKxV4a9//et03XXX5UUxA/jd7353n2r7779/+TwCxY888kj5vFi5//7709y5c4unQ3p83eteV9aPY7cLEi9btiyddNJJZd1YKdJKFBu33XbbYjWtXr26XB/MynC4D+a86hAgQIAAAQIECAxeQIB38FZqEiBAgAABAgQIbEKBxYsXp2I26uc///l04oknpjvvvDOtXbs2xU3VrrnmmhQ3G7v55pvzVu6xxx6peRZuq6YvXLgwnXzyySlSOsTs1r/85S/pq1/9avrABz5QVr/kkkvS2LFjy+exEgHeuMFZLHH+qB/ti/0jncKZZ56ZjjzyyBS5cXfddde83lD+2XfffVOR9zfy8H7wgx9MN9xwQ36umL18zz33pAsuuCC95z3vSf1vFlfcGK44384771yspm9+85t5284///z06KOPlturVobDvep8yggQIECAAAECBIYm4CZrQ/NSmwABAgQIECBAYBMJ7LfffumKK65Ip556aoog5k9/+tP8Z6uttkr9886+8Y1vTFdeeWWaMGFC29ZGADaCsZdddln+0/84kWc3ZuceccQRLY9x1lln5YHdCOI+/PDD+czh/hW//vWv5+kTIpA8lCUC2UuWLMmDxJGqIWYUx892222XB7mLG7dFm+fPn58mTpyYzjjjjPwUEfRunmH8lre8Je22224pbioXqRyKtrzmNa9JzTl227Wv0+7tzmM7AQIECBAgQIDAhgmYwbthbvYiQIAAAQIECBDYBAKzZ89OcfOzmNEawc5YmoO7U6ZMSQsWLMhn9u6zzz6VLTzmmGPSrbfemiKAOWrUqD7HKYK/c+bMaXuMww8/PJ9Je9hhh5Uzi6NyHCtm4P7gBz9IX/jCF/LnbQ9SURCB5ZtuuqnPzdUiQBvB3TFjxqR3vOMd+fnPOeecdNxxx5VHuvzyy8v1WIlA7m9+85t8dnPzzeEiKD3YpZPugz2negQIECBAgAABAoMTGJXNCGgMrqpaBAgQIECAAAECBOojEB9jV61alefkjZmsu+++e5o+fXraYov2cxgi6PqJT3wi78TFF1+c5s2bl69Hiofbb789T8UQwdnJkycPqaNxs7Z77703rVmzJsWNyXbaaach7V9VOfoZs29XrlyZXnjhhTRt2rQUwevo81CXSCexYsWKvH2RAqLKqt2xN8S93bFsJ0CAAAECBAgQ2HiBoX8q3PhzOgIBAgQIECBAgACBjRaImbJ77rln/rOxB4uA7NFHH73Bh4lZsoceeugG71+1Y/Qzgtfxs7FL5BKeMWPGRh2mk+4b1RA7EyBAgAABAgQI5ALtpzcAIkCAAAECBAgQIECAAAECBAgQIECAAIFaCwjw1np4NI4AAQIECBAgQIAAAQIECBAgQIAAAQLtBQR429soIUCAAAECBAgQIECAAAECBAgQIECAQK0FBHhrPTwaR4AAAQIECBAgQIAAAQIECBAgQIAAgfYCo7K74DbaFyshQIAAAQIECBAg0D0CK1euTHfccUfeoVmzZqW99967ezqnJwQIECBAgAABAj0pIMDbk8Ou0wQIECBAgAABAgQIECBAgAABAgQIdIOAFA3dMIr6QIAAAQIECBAgQIAAAQIECBAgQIBATwoI8PbksOs0AQIECBAgQIAAAQIECBAgQIAAAQLdICDA2w2jqA8ECBAgQIAAAQIECBAgQIAAAQIECPSkgABvTw67ThMgQIAAAQIECBAgQIAAAQIECBAg0A0CArzdMIr6QIAAAQIECBAgQIAAAQIECBAgQIBATwoI8PbksOs0AQIECBAgQIAAAQIECBAgQIAAAQLdICDA2w2jqA8ECBAgQIAAAQIECBAgQIAAAQIECPSkgABvTw67ThMgQIAAAQIECBAgQIAAAQIECBAg0A0CArzdMIr6QIAAAQIECBAgQIAAAQIECBAgQIBATwoI8PbksOs0AQIECBAgQIAAAQIECBAgQIAAAQLdICDA2w2jqA8ECBAgQIAAAQIECBAgQIAAAQIECPSkgABvTw67ThMgQIAAAQIECBAgQIAAAQIECBAg0A0CArzdMIr6QIAAAQIECBAgQIAAAQIECBAgQIBATwoI8PbksOs0AQIECBAgQIAAAQIECBAgQIAAAQLdICDA2w2jqA8ECBAgQIAAAQIECBAgQIAAAQIECPSkgABvTw67ThMgQIAAAQIECBAgQIAAAQIECBAg0A0CArzdMIr6QIAAAQIECBAgQIAAAQIECBAgQIBATwoI8PbksOs0AQIECBAgQIAAAQIECBAgQIAAAQLdICDA2w2jqA8ECBAgQIAAAQIECBAgQIAAAQIECPSkgABvTw67ThMgQIAAAQIECBAgQIAAAQIECBAg0A0CArzdMIr6QIAAAQIECBAgQIAAAQIECBAgQIBATwoI8PbksOs0AQIECBAgQIAAAQIECBAgQIAAAQLdICDA2w2jqA8ECBAgQIAAAQIECBAgQIAAAQIECPSkgABvTw67ThMgQIAAAQIECBAgQIAAAQIECBAg0A0CArzdMIr6QIAAAQIECBAgQIAAAQIECBAgQIBATwoI8PbksOs0AQIECBAgQIAAAQIECBAgQIAAAQLdICDA2w2jqA8ECBAgQIAAAQIECBAgQIAAAQIECPSkgABvTw67ThMgQIAAAQIECBAgQIAAAQIECBAg0A0CArzdMIr6QIAAAQIECBAgQIAAAQIECBAgQIBATwoI8PbksOs0AQIECBAgQIAAAQIECBAgQIAAAQLdICDA2w2jqA8ECBAgQIAAAQIECBAgQIAAAQIECPSkgABvTw67ThMgQIAAAQIECBAgQIAAAQIECBAg0A0CArzdMIr6QIAAAQIECBAgQIAAAQIECBAgQIBATwoI8PbksOs0AQIECBAgQIAAAQIECBAgQIAAAQLdICDA2w2jqA8ECBAgQIAAAQIECBAgQIAAAQIECPSkgABvTw67ThMgQIAAAQIECBAgQIAAAQIECBAg0A0CArzdMIr6QIAAAQIECBAgQIAAAQIECBAgQIBATwoI8PbksOs0AQIECBAgQIAAAQIECBAgQIAAAQLdICDA2w2jqA8ECBAgQIAAAQIECBAgQIAAAQIECPSkgABvTw67ThMgQIAAAQIECBAgQIAAAQIECBAg0A0CArzdMIr6QIAAAQIECBAgQIAAAQIECBAgQIBATwr8HzWV6eb97lQpAAAAAElFTkSuQmCC)
The same customisations can be used for various plots:-
boxplot(gapminder$gdpPercap ~ gapminder$continent,col=c("red","orange","green","blue","purple"),
main="GDP per-continent",
xlab="Continent",
ylab="GDP")
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)
Exercise
- First, create a subset of observations from the year 1952
- Do countries with a higher GDP tend to have a higher life expectancy?
- use a scatter plot to find out
- Was there an overall difference in life expectancy between continents in this year?
- use a boxplot to find out
## Your answer here##
Plots can be exported by the Plots tab in RStudio, which is useful in an interactive setting. However, one can also save plots to a file calling the pdf
or png
functions before executing the code to create the plot.
pdf("myLittlePlot.pdf")
boxplot(gapminder$gdpPercap ~ gapminder$continent,col=c("red","orange","green","blue","purple"),
main="GDP per-continent",
xlab="Continent",
ylab="GDP")
dev.off()
null device
1
Any plots created in-between the pdf(..)
and dev.off()
lines will get saved to the named file. The dev.off()
line is very important; without it you will not be able to view the plot you have created. pdf
files are useful because you can create documents with multiple pages. Moreover, they can be imported into tools such as Adobe Illustrator to be incorporated with other graphics.
- Often it is quicker to save a plot as a pdf and tinker in Illustrator rather than getting R to do exactly what you want
pdf("gapminder-plots.pdf")
plot(gapminder$pop,gapminder$lifeExp,pch=16,
col="red",ylab="Life Expectancy",
xlab="Population",main="Life Expectancy trend with population")
boxplot(gapminder$gdpPercap ~ gapminder$continent,col=c("red","orange","green","blue","purple"),
main="GDP per-continent",
xlab="Continent",
ylab="GDP")
dev.off()
null device
1
The canvas model
It is important to realise that base graphics in R uses a “canvas model” to create graphics. We can only overlay extra information on-top of an exising plot and cannot “undo” what is already drawn.
Let’s suppose we want to compare the relationship between GDP and Life Expectancy in 1952 and 2002
- A variety of functions can be used to add extra data / annotations to a plot. e.g.
oldData <- gapminder[gapminder$year == 1952,]
oldData
newData <- gapminder[gapminder$year == 2002,]
newData
newData
We can start by plotting the life expectancy of the 1952 observations as red dots.
plot(oldData$gdpPercap, oldData$lifeExp,col="red",
pch=16,
xlab="GDP",
ylab="Life Expectancy")
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)
The points
function can be used to addt extra points corresponding to 2002 countries on the existing plot.
- Something doesn’t look right though…
plot(oldData$gdpPercap, oldData$lifeExp,col="red",
pch=16,
xlab="GDP",
ylab="Life Expectancy")
points(newData$gdpPercap, newData$lifeExp,col="blue",
pch=16,
xlab="GDP",
ylab="Life Expectancy")
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)
The problem here is that the initial limits of the y axis were defined using the life expectancy range of the 1952 data. We can only add points to the existing plotting window, so anycountries with life expectancy outside this range in 2002 will not get displayed.
range(oldData$lifeExp)
[1] 28.8 72.7
range(oldData$gdpPercap)
[1] 298.8462 108382.3529
range(newData$lifeExp)
[1] 39.2 82.0
range(newData$gdpPercap)
[1] 241.1659 44683.9753
We can define the axes when we create the plot using xlim
and ylim
.
plot(oldData$gdpPercap, oldData$lifeExp,col="red",
pch=16,
xlab="GDP",
ylab="Life Expectancy",
xlim=c(0,1.1e5),ylim=c(30,90))
points(newData$gdpPercap, newData$lifeExp,col="blue",pch=16)
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)
A legend can also be added using the legend
function
- You can specify a set of coordinates where you want to display the legend, but there are also shortcuts
plot(oldData$gdpPercap, oldData$lifeExp,col="red",
pch=16,
xlab="GDP",
ylab="Life Expectancy",
xlim=c(0,1.1e5),ylim=c(30,90))
points(newData$gdpPercap, newData$lifeExp,col="blue",pch=16)
legend("topright", legend=c(1952,2002),col=c("red","blue"),pch=16)
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)
The text
function works in a similar way to points
- You give it the set of x and y coordinates you want to plot
- plus also a set of labels
plot(oldData$gdpPercap, oldData$lifeExp,col="red",
pch=16,
xlab="GDP",
ylab="Life Expectancy",
xlim=c(0,1.1e5),ylim=c(30,90))
points(newData$gdpPercap, newData$lifeExp,col="blue",pch=16)
text(c(2e04,4e04),c(40,40),labels = c("Hello","World"))
legend("topright", legend=c(1952,2002),col=c("red","blue"),pch=16)
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Exercise
- What is that outlier on the x axis (GDP)?
- use a logical test to find out
- Use the text function to annotate the plot with the corresponding country name
plot(oldData$gdpPercap, oldData$lifeExp,col="red",
pch=16,
xlab="GDP",
ylab="Life Expectancy",
xlim=c(0,1.1e5),ylim=c(30,90))
points(newData$gdpPercap, newData$lifeExp,col="blue",pch=16)
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## Some code here to find the outlier here...
Specifying a vector of colours
- So far we have used a vector of length 1 to specify the colours
- We needn’t have to do this. The
col
argument can have multiple values
- the values will get “re-cycled” in order to complete the plot
- In the code below we use either
red
or blue
to colour the points
- only one
plot
command is used
- since 1952 and 2002 alernate in the data frame, the years will be plotted
red
or blue
accordingly
subset <- gapminder[gapminder$year %in% c(1952, 2002),]
subset
plot(subset$gdpPercap, subset$lifeExp,
xlab="GDP",
ylab="Life Expectancy",
xlim=c(0,1.1e5),ylim=c(30,90),
col=c("red","blue"),
pch=c(16,17))
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A useful trick to make plots look nice is to take advantage of pre-existing colour palettes in R. The RColorBrewer
package is a useful package for such palettes; many of which are friendly to those with visual impairments.
library(RColorBrewer)
display.brewer.all(colorblindFriendly = TRUE)
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BAAAEEEEAAAQK8PAMIIIAAAggggAACCCCAAAIIIIAAAggggIBLBQjwuvTG0W0EEEAAAQQQQAABBBBAAAEEEEAAAQQQQIAAL88AAggggAACCCCAAAIIIIAAAggggAACCCDgUgECvC69cXQbAQQQQAABBBBAAAEEEEAAAQQQQAABBBAgwMszgAACCCCAAAIIIIAAAggggAACCCCAAAIIuFSAAK9LbxzdRgABBBBAAAEEEEAAAQQQQAABBBBAAAEECPDyDCCAAAIIIIAAAggggAACCCCAAAIIIIAAAi4VIMDr0htHtxFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQK8PAMIIIAAAggggAACCCCAAAIIIIAAAggggIBLBQjwuvTG0W0EEEAAAQQQQAABBBBAAAEEEEAAAQQQQIAAL88AAggggAACCCCAAAIIIIAAAggggAACCCDgUgECvC69cXQbAQQQQAABBBBAAAEEEEAAAQQQQAABBBAgwMszgAACCCCAAAIIIIAAAggggAACCCCAAAIIuFSAAK9LbxzdRgABBBBAAAEEEEAAAQQQQAABBBBAAAEECPDyDCCAAAIIIIAAAggggAACCCCAAAIIIIAAAi4VIMDr0htHtxFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQK8PAMIIIAAAggggAACCCCAAAIIIIAAAggggIBLBSJd2m+6nU+BzMxM2bJli+zZs0eOHDkiVatWlTp16kjZsmXz2SKHIYAAAggggAACCCCAAAIIIIAAAggggMDpEmAEr0PyW7duNYHTKlWqiL6efPLJPJ9p4cKFJgCrx2sg9rvvvjNtTJgwwbSp22fNmhVUuytXrpTevXtL9erVpW7dutKmTRu55pprpEWLFhIXF2fa1z5u27YtqPbyUqlGjRp2fy0Pf++1atWSZs2aSdu2beWee+6Rd955R5KTk/NyqhzrduzY0fRB+0JBAAEEEEAAAQQQQAABBBBAAAEEEECgsAiEeUZ0ZhaWiznTruOFF16QJ554wnQrIiJCfv75Z2nVqlVQ3dTApgZf165da+rfeeedMmXKFLM8duxYGTBggFnWIGj37t1zbPPEiRPy4IMPyvTp0yUjIyPHetYO7ef9998veo6oqChrc4HetZ20tLR8tVGvXj157733gnbL6SRquXz5comMjJTU1NScqrEdAQQQQAABBBBAAAEEEEAAAQQQQAABVwmQosHB26VB2E8//VR0JG56err06tVLli5dKtHR0bmedfjw4XZwV1MovPLKK7ke41th9+7dcu2118qyZcvsXTqC96KLLpLmzZtLw4YNZd++fbJ+/Xr58MMPZf/+/aafr776quiI348//lgqVqxoHxuKBQ1G5xQ4TkpKku3bt8uGDRtMX/R8mzZtks6dO8uiRYvMiOhQ9CEvbeh942cgeRGjLgJFW0A/L8LCwoo2gsNXj7HDwH81jzPOp0bA+bNY3+P4bHbWms8MZ32t1sPDw0VfFAQQQAABBHwFCPD6ioRwXUfDTp06Vc4//3zR4OXq1atlxIgR8swzzwQ8iwaBR48eberoX+DTpk2T2NjYgMf429mjRw87uKsjVx977DF5+umnJSYmJlt1Pd9bb71lRgbr6OHvv//eBId11LEeG6oyadIkKVmyZMDmdIStuvXv31+OHz9ugr1Dhw6VGTNmBDwu1DsPHjxoAsyhbpf2EDg9AvrLGgQeT489Z0XAhQL6C178sMKFN44uI3B6BAjwnhp3/UFFkyZNpFSpUqfmhJwFAQQQQMA1AqGL3Lnmkk9tR/UvYA3oPv744+bEzz//vPzf//2fnHvuuX47osFNTcdgpTTQIGeHDh381g208aOPPpJvvvnGVClfvrzMmzfPpHzI6ZhixYqZVA46svf666+Xw4cPy+LFi0X7O2TIkJwOc2S7jvDVHLzFixeX22+/3ZxDr0dHFp/KyeASEhLMucPCMj0/KXfkUmnUI+AZJO0pYRIelu6JJZAxxomHIiMjTDIlwtN0hufP/KVLcaJfha3NdNG/UsMlLCNVwjNxdur+pocXM4HH8NQkzylyTz3kVD8Kc7uZ4ZGSGeH5bSNPaqfwZHWmOCGQEeN5lvULRpJnvoF8prJyol+Frs1SJwcWZBzX73V8z3Dk/np+OzE8Okoy0tIlzTOoheKMQGSxGAn3DLzRgUMEeJ0xplUEEEDAzQIEeE/B3evXr5988skn8uuvv5r8r5qqQZf9jYx97rnnTHoE7dY555wjzz77bJ57qHl3NTBsFR01rDlogynt2rUzgVQd/atFg9O33XabmZgtmONDWUfTOfTp00f0elJSUkwqidatW4fyFEG1Vb16mlSrZqKQQdWnUt4EFi06OaL8nBrLJSYqNJPq5a0Hhb/2vviKsuVAAykZdkCaFPus8F/wabrC1Uk3SmJmBal+4AupfGTBaepF4T/tkgb6Gy5hcvb8wRKVfKzwX/BpuMK99TrKrnNulpIb10r98Xn/HnIauuzKU64bMkaSq9SQ4i+9JTGffeXKa3BDp4/8+rn5odDu6+6RzASCj07cs9je/ydl7rlVdi1cId/0e86JU9CmR6DdsIekbqdLsEAAAQQQQMCvAOMS/bKEdqOVqkFHyWpZsmSJjBkzJttJNO/tyJEjzXbN06spCfylU8h2oM+GUaNGyY4dO8xWDezqaNi8FA2sXnbZZeYQHVGsk5x5l++++07uu+8+8zpy5Ihs3brVBGJr1aplfmXokUcekW3btnkfkq9lTU/hnQNYRxXnVDT9xd13321yC1eoUMGMeh48eLBJi5HTMWxHAAEEEEAAAQQQQAABBBBAAAEEEEDA7QIEeE/RHWzcuHGW0bg6idrmzZvts2d4fg1SA7EaUNWiI2fPO+88e39eFubOnWtX1xHA+UnEr6OMrfL+++9bi+Zdg6maS1dfGsi95JJLZOLEiWaCtHXr1sn48eNl/vz5WY7Jz4pOsLZlyxb7UDX0VzSQq6OdNYfwihUrRHPnLliwQHQ0tE4o98UXX/g7jG0IIIAAAggggAACCCCAAAIIIIAAAgi4XoAA7ym8hZqq4eKLLzZn1NxJOtLVKpMnT5aFCxeaVU2ToBOi5bds2LDBPjSnXL92hRwWrr32WjuFxJo1a8woXX9VBwwYYO/TkcpaSpQoITfddJO/6kFvS/ckZn3hhRfs+pUrV5batWvb69aC5jbWQK5O7KCB7G7dusnYsWPNZHLt27c3k7R16dJF/vjjD+sQ3hFAAAEEEEAAAQQQQAABBBBAAAEEECg0AgR4T+Gt1ADk1KlTxUrVMHv2bJkzZ47s3btXBg0aZHqiCfOnT5+er1G32sDu3bvl2LGTOQk1zUP16tXzdYVxcXFSp04d+9icUi7o5G316tUz16G5cjVIrdcYGxtrH5vXhbVr18oVV1whb775pn3ouHHjPBNwhdnruvD777+LbtdSunRp04eZM2eKBtKHDRsmP/zwg4wePdoEf7VvWjQQTEEAAQQQQAABBBBAAAEEEEAAAQQQQKCwCDDJ2im+k40aNTJ5dq1J0HQU7wUXXCCay1bLyy+/LGeddVa+e7V+/Xr7WB3xmp/0DFYDOmp248aNZnXXrl3W5izv2v60adOkbdu2ZnurVq1EXzkVHVXrr08aeD1+/Ljs27fPtrDauPfee81Eb9a69a4jd3Wkr5annnpKOnXqZO2y33WE8apVq0wf7Y0sIIAAAggggAACCCCAAAIIIIAAAgggUEgECPCehhvZt29fmTVrlvz888/y559/mpd247rrrpPevXsXqEfeqQgKEijWTugoXqto4NVf0eC0Fdz1t99327Jly3w35biu/deA9/XXX5+tTlpamli5hsuVKycaBM6p6OhonbBO8xxTEEAAAQQQQAABBBBAAAEEEEAAAQQQKEwCBHhPw920UjU0b95cEhMTTQ8qVqxoJgkraHciI/++pQkJCQVqznvUbvny5f22Vb9+fb/bc9rYpEkTsXL1asA1Pj7epKiwJpfTNAxDhw6V7t27S8OGDXNqxkymZo161iCzprbIqeioae2nd27inOqyHQEEEEAAAQQQQAABBBBAAAEEEEAAATcJkIP3NN0tDV5qENMqmqqhUqVK1mq+32vWrGkfW9CAppWeQRvMKZdvgwYN7PMFs7B48WKTO1fz565evVq2b98uGki2chBrqobx48fLjz/+GLA5zTVslRo1aliLOb4HUyfHg9mBAAIIIIAAAggggAACCCCAAAIIIIDAGSpAgPc03hhrsjXtgvdyQbpUq1Yt+3B/+Wztnbks6LE6utYqOQVIc9puHRfMe4UKFUTz6b7xxhtmIjUdmaupKt5///0cD9+/f7+9r1q1avZyTgvege+c6rAdAQQQQAABBBBAAAEEEEAAAQQQQAABtwkQ4HXbHculvzoy2Dv37vLly3M5wv/upUuX2jvq1KkjdevWtde9F/xNmOa9Py/Lffr0sUfy6nG9evUSHfHrr8TGxtqbrVQN9gY/C5qzl4IAAggggAACCCCAAAIIIIAAAggggEBhEyDAW9juqOd6brvtNvuqNJ9tXoumSRgyZIh9mKaS0Ny4p6IMHz5cWrdubU6VlJQkXbt2Fe90DFYfqlSpYi3Ktm3b7OWcFrZu3ZrTLrYjgAACCCCAAAIIIIAAAggggAACCCDgWoG/Z+Ry7SXQcV+B22+/XV544QXRUauay/bdd9/Nku/Xt77v+rRp02TJkiVmswZ2e/To4VvFsXWdJG7q1KnSokULSU5ONvl5dWTvZ599luWcTZs2Fa2r17hmzRrRoHROQWjdt2nTpizH52XFc7h45oOjOCzguYOSkXlqfpDg8KWcgc3/7ZqRyc/1nL9B4ZIpODvtnBkWIfqiOCBg/VDX854ZjrEDwn81+ddnc7jnMyMCZ+ec/2pZJyLG2RlmzzOsRT86wjB2xtgCdq51WkYAAQQQcLkAAV6X30B/3dc0DU888YSMGDHC7B4wYIA0a9ZMzjvvPH/Vs2xbtmyZDBw40N524403mvzAGkjVgOqpKE2aNJFhw4bZ6Ro+//xzmTVrlnTr1s0+fVxcnFx22WUyb948E7z95JNPsuy3K3oW9Fh/o4C96wRa3rkzSvRFcVZg5fbznT0BrcuJzEqyNOkuJBwW2FHpetEXxVmB1Ve/6OwJaF1ONDhbVo5/FwmHBRIH9hF9UZwVqD7v386egNalepvzpefPHyKBAAIIIIAAAqdB4NRE7E7DhbnhlN6TmGlA8+DBg2aysbz0fePGjVK1alV7BKtOTHbppZdK5cqV7RGue/bsMWkPdCKzRx991O9IV02HoKkddKSsjni1igZH9RXh+Wm8tvvggw96RrOGdjirXkO7du2sU5p37YM1Qlc33HzzzdKoUSOpVKmSuZYbbrhBHnjgARPg1f2DBw+W9u3bm/26bpVDhw5JftJU6PGlSpUSzTHs7WG1y3voBCzfnEZgh+5MRbcly1gFcHbuOcDZOVvvli1nnmVvldAuW8baKs6htfVuDWdvDeeWLWeeZeeN9Qw4O+esLeu/yUqUKOHsSWgdAQQQQMCVAgR4T+NtK126tH3248ePy4svvmhyzrZq1crentvC5MmTRQO4Wu68804ThNVlTW/gPbGYrvfv3180/ULbtm3l/PPPl/r168uGDRtER8jqSNjU1FQ91G9JT0+Xr7/+2rzKly/vt05+N2rbe/fuDXi4BpXXrl1rXt9//72MHj3ajFDu0qWL6f/69eulZcuW8uqrrxoD/XK5YMECE5DesmWL+bJpfcEPeCKvnTpKWNukIIAAAggggAACCCCAAAIIIIAAAgggcKYKEOA9g+6MBjp79eolS5culejo6KB6tmvXLlOvTp068sorr/g9RkfHai5eLStXrjQvvxX/2lixYkXREbIa3CxevLhs3rzZBEs1CKxFRxo7VfS6zz33XLt5nUBt37599rq1oMFaHbWr+YE1VcO3334r27dvNwFyHXWrxRpp3KlTJ4mNjZWPPvooT6MK9BwaeM9rYNjqI+/BCegPIvReBfvMB9cqtXwF9Ic8OipeR35QnBHQzwr9bQj93KQ4J8BnhnO23i3rsxwVFcVnhjdKiJf5zAgxaA7N8ZmRA0yIN/OZEWLQHJrTf+fobxlSEEAAAQQQ8BUgwOsrcprWrXQEq1evNiNTn3nmmaB7on/R68hcDWL6K/fdd59MmjRJxo8fLzNmzJCEhAR/1URHrL700ktyxx13+N2/atUqMyJWR9BaZfny5dZiSN6rVasmixcvttvSAKtOqKaBXi066rhz587y8ssvm/V33nlHJkyYIFdccYXZpsFgK7BbsmRJuemmm8y133vvvaZ+Xv7QUcXWefNyHHURODMFNPXKXxP6nJkdpFcIIIAAAggggAACuQjofCtly5bNpRa7EUAAAQSKmkCYZ/TA3wlXi9rVn0HXqykHHn/8cdMjHTHz22+/ZRnJ6t1VTaWgo2t1NK6Wxx57zKR38K4zduxY0cnVtGgQtHv37mZZj9WRrpr3tnfv3rJjxw6z/a677pLXX38911GUKSkpZpTxu++enHRFc/1qULogaRs0vULjxo1NP3Qkso4Yzq1oAPzpp5821dRCg8I6QlH7osdrOzqpXEEmhlMnnZwtJibC43JyVHBu/WJ/3gWOHTuZGqRUiWTPCOu8H88RuQukpoVLUnKUhIelSsnIo7kfQI18CZxILSsZEikx6fslOgPnfCEGcdCxyHqa5FFKHlknYRlpQRxBlbwKpBQrLyklqkpY8nGJ3rcxr4dTP0iB5Cqe7z5RxSRj7zbJPLo/yKOolleB8Abnm9/gOrx2uWRmpOf1cOoHIVCsYlUpUamaJMYflX1bNgVxBFXyI1C+Zm0pFVde6tatKxUqVMhPExyDAAIIIFCIBRjBe4bc3H79+sknn3wiv/76q8mFq6kadNlfgFInS7OCu+ecc448++yzQV+FBo/1S8Hs2bPt4K4GQzV3bTC/Iq91pkyZIsuWLZM1a9aY3LkDBw6Ut956K+g+hKLijTfeaAd4tR/6c4qYmBiTW1jzC4eyVKxYTKpVKxnKJmnLS2DRopMpOOrVOiwx0fzDy4smZIv7DhWXLTvKSfGIE9Ko7KKQtUtDWQVWH2oriellpGLyL1I55WRanKw1WAuFwJIyz3uaCZO6v4+TqBQC6aEw9W1jb81rZWfD2z3B3U1S8ZNBvrtZD5HAnp6TJK1cLUn99kNJ+3l2iFqlGV+BEq98bzYtHzNQ0pMSfXezHgKBs274l9T7v16y6481MnPEEyFokSb8CXR+ZLA0vfRKf7vYhgACCCCAgDAs8Qx5CDQv5tSpU6VYsWKmR0uWLJExY8Zk650GdkeOHGm2a7BVUy5oYDMv5cCBA3ZwVI8bN26cfd5g2tHzvvHGG3bVDz/8UBITs35h/u6770RTQ+jryJEjsnXrVunTp4/UqlVLmjRpIo888kiB0h+cddZZdj7dSpUq2ctWp5w+v3Ue3hFAAAEEEEAAAQQQQAABBBBAAAEEEDidAgR4T6e+z7k1TYH3aNzhw4dnSVeguWXvueceM8JXD9U0BZqGIK9FRwYfPXpy1JOmN9AJ1fJaLrnkEqlXz/Nrsp6ieXLnzJmTpQlNlaB5f/WleWy1/sSJE016iHXr1pl8wPPnz89yTF5WvvnmG3vys2uuuSbboU6fP9sJ2YAAAggggAACCCCAAAIIIIAAAggggMBpECDAexrQA51SUzVcfPHFporORqsjXa0yefJkWbhwoVlt166dyb1r7cvLu+a8tcq5555rLeb5vWvXrvYxX375pb3su6C5gHUErxYdqaylRIkSZgI0s5LHPzQ37vPP66/onixdunSxFv2+h/r8fk/CRgQQQAABBBBAAAEEEEAAAQQQQAABBE6DADl4TwN6oFOGh4ebVA3NmzcXDfBqrlwdHXvhhRfKoEEn8+CVKlVKpk+fLlo3P2XDhg32YZrqIL+lRYsW9qE6SjenMm/ePDPa95VXXpGOHTvKihUrZMuWLRIbG5vtEE31MHfu3GzbdXK3Y8eOyapVq0x6iPj4eFNHA+BXXhk4F1Vezp/txGxAAAEEEEAAAQQQQAABBBBAAAEEEEDgDBYgwHsG3pxGjRqZPLv9+/c3vdMg5gUXXGBy2eqGl19+WQoSmPUewasTruW3VK5c2T50165d9rLvggaip02bJm3btjW7WrVqJfryV/bu3SudOnXytyvLNp18TtM/6GR0uZW8nD+3ttiPAAIIIIAAAggggAACCCCAAAIIIIDAmSSQvyGgZ9IVFNK+9O3bV9q0aWOu7s8//5SPP/7YLF933XXSu3fvAl31H3/8YR9fkEBxXFyc3c6+ffvsZd8FDU5bwV3fffldT0tLM/mKJ0yYkGsTTpw/15NSAQEEEEAAAQQQQAABBBBAAAEEEEAAgVMgwAjeU4Ccn1N4p2rQtAVaKlasKG+99VZ+mstyjI5+tUpCQoK1mOd371G75cuXz/H4+vXr57jPd0e5cuXM5HG+21NTU81kbpp/9/vvvxcdhaxpHu6//35ZuXKlSdsQFhbme5hZz8v5/TbARgQQQAABBBBAAAEEEEAAAQQQQAABBM5Qgb8jfWdoB4tytxo2bCjdu3e3g7qaqqFSpUoFJqlZs6ZYOXM1H+/ll1+erza9RwJXr149xzYaNGiQ4z7fHaVLl5YHHnjAd3OWdR29O2zYMBk1apRkZGTIxIkT5dJLL5VbbrklSz1rJS/nt47hHQEEEEAAAQQQQAABBBBAAAEEEEAAATcIkKLhDL9LxYoVs3vovWxvzMdCrVq17KO88/HaG4Nc2Lhxo12zRo0a9rLvQqB9vnWDWdcRyCNGjBANeFvlueeesxazvYf6/NlOwAYEEEAAAQQQQAABBBBAAAEEEEAAAQROkwAB3tMEfzpPe/XVV9unX758ub2c14WlS5fahwQaBazpJpwo119/vd3s6tWrJSUlxV73XnDq/N7nYBkBBBBAAAEEEEAAAQQQQAABBBBAAIHTIeBM5O10XAnnDFrghhtukOLFi5v6ms92/vz5QR9rVfzPf/4jCxcuNKva1o033mjtOmXv5513nn2u9PR0OXr0qL3OAgIIIIAAAggggAACCCCAAAIIIIAAAkVBgBy8ReEu+1xjbGys3HTTTTJ9+nSz5+GHH5YVK1ZIVFSUT03/qzrh2YABA+ydXbp0Ec2de6rLkiVL7FNq2gmdhM6JkpKS7pngLdWJpmnTS+BEYpSkpvIzJy+SkC0mJ5/8qE/PjJDjqWVD1i4NZRXIkAizISU8To5H/J0KJ2st1goucHJCzYTYuhKZerzgzdFCNoGUYhXMtoyYkpJcpXG2/WwIjUBmZIxpKKx8NQmvc3ZoGqWVHAVK12si6clJOe5nR/4FipU7+R08pmSsVGvIs5x/ycBHFi9dJnAF9iKAAAIIFGkBArxF4Pbv2LHDjNItWbKkCYLWrl1bXnzxRfniiy/k4MGDsnbtWunfv7+MGzdONL9toKITnD366KNiTbBWpkwZef755wMd4si+zMxMmTx5st12mzZt7OVQL+zblyT6ojgrsHFreWdPQOuSlB4r64449/8KxCcF9hVrL/qiOCuwqfkTzp6A1iW1Un3Zf8tLSDgsEH1FdxF9URwVuODJlx1tn8ZFajRuJj1fmAAFAggggAACCJwGgcDRvNPQITee8rHHHpMZM2aYrpcoUUIWLFgg1atXz9Ol3HzzzfLDDz+YY1q1aiWff/65hIWFye+//263s3LlSns50IKmTpg1a5Zd5Yknsv4jWEfbas7cO++8U8aMGWPqvfrqq7Jo0SJ59913pV69evax3gubNm2S2267zdSztr/22muiAePcyn333SefffaZ32oaNLbKrl27RC2uvPJKM8pYA8i+ZevWrfLss8/Kxx9/bO+69dZb7eVQLcTFeUbhHT8uGRkZoWqSdvwI6IhwNY6JOTmSyU8VNhVQQH8gkpycbH6Ak9sPcQp4qiJ9uKaK0ec5OjpayP3t3KOg+db1meYzwzljPjOcs/Vu2frM0GdZv/NRnBHgM8MZV+9W+czw1nB2OSIi4rT85qSzV0XrCCCAAAKhECDAGwLFJ598Ut577z3R4KQWDWbOnj076JY1OGwFKzWfrY6utb7oewc/vZf9Na4jdTXQ+dNPP/nbbW+Lj4+XTz/91KzXrVtXNGCq/8jQwHDz5s2lY8eOcv7550uLFi3MP6KXLVsmOqHa119/bQKeeqAGL4YPHy49evSw2w20oPlx9+7dG6iK2adfwtVCX3379hUNdmvQXIsGTrQNDXTrF0mr6IhiTRMR6lKqVClp0qRJqJulPQQQQAABBBBAAAEEEEAAAQQQQAABBEImQIA3BJQ60nPSpEly3XXXmdbmzJljAr462jW3smfPHhPItOq98MIL0rhx3vPd6URper79+/dbTdnvOqma5tzVALQVrNW0DFr+/PNPqVChggmYaroGHbGqI21zGm2rx2iuWx3pe8UVV+hqnkudOnXMOa0Dk5KSZNWqVdaq/X7ixAn59ttv7XXfBR3xoqOQNSDuRNGA+oEDB7IEk504T1FvU4P6am0F8ou6h1PXr/8/6cjSYHNtO9WPwtyu/qAsMTHRPMuM4HXuTutodB31b00W6tyZim7L+kPUhIQEPjMcfgT4zHAY+K/m+cxw3lk/M/R7hn4353uGs946glf/7cb3DGedaR0BBBBwowAB3hDdtc6dO8sdd9wh06ZNMy3qxGU6ErZSpUoBz3D//ffLoUOHTB0NmD744IMB6/vbqflwdQSr/mNMi/6l36lTJzttRLdu3eSf//xnlkP//e9/m3PplzENYmoO2969e4umali+fHmWutbKhRdeKHfffbdpS0e35rcMGzbMWFnHr1+/Ptegto5orly5slSrVs2kv9ARxn369DHbrHZC/a6jhXfu3BnqZmkvBwH9AQMFgcIgcPjw4cJwGVwDAgicIgE+M04RNKdBoJAIaLqtcuXKFZKr4TIQQAABBEIlEOb5ievfv+seqlaLaDtHjhyRpk2b2qkaNJfshx9+mKOG7rNyx+ooYE09UKNGjSz1x44dKwMGDDDb3nnnHenePeskHDqKqX379vLzzz+bOu3atZOZM2cGFfjUwKoGdq0Asx6nwWBd37Jli2zevNmMXtURt5pnV0fu5rdogPmDDz4wh2twWYPhgYqmdNDzqqkWHRV97bXXBjok5Pu2b98uu3fvltjYMClZMjzk7dPgSYE9e9LNQqnyRyQ8gnzHTjwXKYnRknSslGSEp0layWNOnII2PQKRJ2IlPCNS9mQkyaHMVEwcEmgSXsqkMfohPklSM/gK4wRzzZgIaVg8WvYnpstPu5hk1AljbfPymsUlNjpclm+Mly17E506TZFvt0ubSuYzY86XWzy/McT3DCceiEYNy0qTxuVk1+5D8v1Pq504BW16BC5u1Ujq1KokmmJPB/RQEEAAAQQQ8BZgBK+3RgGXy5YtK5MnTxYdzavlo48+MqNdu3btmq1lTaXw0EMP2dtff/31bMFde2eAhbfeessO7uqoWk2doCNdgymNGjUyfdBculp09LEGePUnwvrSUbKnq+jkajoRnDVZ3OrVq095gNe69jJlwj0jh/lfxfII9bsV4C1T6aBExfw94V6oz1OU2zt2sLQJ8GZGpklyWUZKO/UsRCR58oV7Arw7M5NkfcZxp05T5NvVAK+Wrw4nyjECvI48D5eWjjEB3j0n0mXGOp5lR5A9jbasHGMCvL+sPSLzlhxw6jRFvl0N8Gp5/6M/JCnp5A+VizxKiAFuurGeCfBu27FfJk35X4hbpzlLoHy5WBPgtdZ5RwABBBBAwFuAYYneGiFY1lGm//rXv+yWNAWDv1+90+CulS/3lltuyZZCwW4glwUdDWuVESNGSK1atazVoN41JYTmPtXRuf5+1UcnbNNJ4/Rl9Vfz/Q4cOFA6dOhgUlDou06I9ttvvwV1zmAr1atXz67qL2it/bD6tmjRIruuv4WRI0fadf3tZxsCCCCAAAIIIIAAAggggAACCCCAAAJuFGBYogN37aWXXpJ58+aZ/K36K/6DBg2SiRMn2mf68ssv7dQNmlP2jTfesPflZUFTKPzyyy/mEJ3U4K677srL4aau/nrPmjVrTGBY89z6lnXr1pkJ5HS7porQEcpDhgzJUk0DvwsWLDDXoROeabA3FEUDuFq0X1dffXW2JlesWGH3TdNUtGrVKlsda4Omn7ByC3vfC2s/7wgggAACCCCAAAIIIIAAAggggAACCLhRgBG8Dtw1TdXw5ptv2i3rsjW6VWdY955IbcqUKX5HztoHB1j4z3/+Y++97LLLPHliS9rreVnQ/Lr+gru+bTz++OMmuKuz42oaiieeeMLkBK5ataqpmpqaKo8++qh89dVXvofmef3tt9+WZcuWmeMuuuiioNNO5PlEHIAAAggggAACCCCAAAIIIIAAAggggICLBRjB69DN69Spk9x5550ydepU0YnQNFXDr7/+Ks8++6yZvExPq9uuuuqqfPdAR/Ba5cILL7QWHXv/9NNPpVmzZmb08dlnn22fRwO7OsL2m2++Mdtee+21gNf1+++/y9y5c+3jdUGNNPitI571PFZbOsJ4+vTpWeqyggACCCCAAAIIIIAAAggggAACCCCAAAInBQjwOvgkWKkaduzYIYsXLzYpDjT4qaVhw4YyevToAp1d27VKlSpVrEXH3sPDw03A2ju4qyfTEb2aAkH7kJKSYkbwZmZm5jgqeOzYsaKv3Eq7du3kgw8+kOrVq+dWlf0IIIAAAggggAACCCCAAAIIIIAAAggUSQECvA7e9jJlyphUDTqaV4sGfLVERkbKjBkzzORmZkM+/9izZ499ZFxcnL3sb0EDzC+88ILZpcFXq/guP/DAA9KxY0drd5Z3TQPRsmXLLNusFT2/Bn41z62O6I2Pjxe9/oIUzS/cr18/ee6558R7wrWCtMmxCCCAAAIIIIAAAggggAACCCCAAAIIFCYBArwO301NXdC7d2/RnLJWefLJJwNOCGbVy+1dc/1a5eDBg9ai3/ddu3bJrFmz/O7z3qi5dXMq9evXz2mX2V6uXDl7v47kzan06NFDNK+ud9FAc0JCghw5ckRWrVol//vf/yQ5OVk++ugj+f77782o4PPOO8/7EJYRQAABBBBAAAEEEEAAAQQQQAABBBAo8gIEeE/BIzB8+HA7wFusWDEZOnRoSM5ao0YNux3v0bz2xhAv6GRsgUp0dLS9W3Pq5lR0hPAdd9yR026zfeXKlXLLLbfIunXrZO/evWYyN92maSIoCCCAAAIIIIAAAggggAACCCCAAAIIIHBSgGjZKXgSNKhrFU3PoK9QlJo1a9rNrF271l72t3D99ddLWlqa35dO9hZMKV26dDDVQlLn3HPPlZ9++sm2Wr16tXz++echaZtGEEAAAQQQQAABBBBAAAEEEEAAAQQQKCwCBHhdfCe9c+X+97//lePHj+d4NWFhYRIREeH3daaOitWUD23btrWvaenSpfay74J3LmHffbquwW0KAggggAACCCCAAAIIIIAAAggggAAChU2AAK+L72jr1q2lYcOG5goSExPl448/dvHV+O+6d97dQ4cO+a/k2aoTuwUqR48eDbSbfQgggAACCCCAAAIIIIAAAggggAACCLhSIDS5Alx56YWj05rLdvDgweZiBgwYIFdeeaVUr169cFyc5yqWLFliX0vLli3tZV2Iioqy1zXAnVPRfZrHN7/l+PFMz/Hp+T2c44IUOHG4jIRH4BwkV56qJZ04mSYmLD1Coo6VydOxVA5eICzj5M9MK4ZFS2Z4yeAPpGa+BC6KjZGkjMx8HctBgQXqxZz8+7V88XDpVLt44MrszbdAycgwc2yzOqUkMuLkcr4b48BcBa7sWNMzICDnOSJybYAKOQo0aHDyu0XlSmXlhuta51iPHQUTqFWjQsEa4GgEEEAAgUItQIDX5be3X79+8v7778uqVatER7h269ZNPv30U6latWpQV7Z582b54Ycfgqob6ko6qnbHjh2ye/duKVmypFSsWFF0IjcrcKspGRYvXmyftk2bNvayLnjnBF6/fn2Wfd4rX3zxhaSkpHhvCmpZ01poOXIkw7yCOohK+RY4socvrfnGC/LA8PQoKXakYpC1qZZfgVrhJaSWlMjv4RwXpMB15TAOkirf1aqVjJS7mp26/Pv57qjLD2x/TjnRF8VZgTt6NHb2BLQuZ9WuLI/06YyEwwLWv1EcPg3NI4AAAgi4TIAAr8tumG93dQK3Dz74QHR0a1JSkixcuFDOOeccefnll+Wmm26SIUOGyIwZM8xhJUqUkAULFpgRvhpYHT9+vEyYMCFL7t7o6GjfU9jrgwYNkq+++spMdqZfLPTY4cOHm/2vv/66XS+3hWnTpkn//v3l4MGD2apq0Payyy6TZs2ayZtvvmkHZlu0aGGno7AOat68ubUokyZNkj59+kjjxlm/vK9YsUJ69+5t18vLQqVKlSQjI8O88nIcdfMmkJycLOnp6aLPJ8UZAc1RnZCQIPr/t/UDFGfOVLRb1edYf2NAn+UzNbd5YbhD+pmhn83FizOy1Kn7yWeGU7JZ29X5AfS7G58ZWV1CvabG+kzzmRFq2b/bsz4zYmJi7AmS/97LUigFdE6VsmXLhrJJ2kIAAQQQKCQCBHgLwY1s2rSpfPbZZ9KzZ0/Zv3+/CZzq8kMPPSRXXXWVCewcO3bMXOkFF1xgAjwa4PUu+qX3xRdflB49enhvll9++cVe1y/IWsf6qbEGjKzUB7ovUNG6Vvn222+txWzv8fHxJoD8+eef2/t0srVPPvnEPq+1QwO8rVq1kkWLFon+g//GG280Qd5OnTrJrl275H//+5+89dZbom1Wq1bNbLOODeZdg2G1atUKpip1EEAAAQQQQAABBBBAAAEEEEAAAQQQOC0CBHhPC3voT6qBXB2tqoHdr7/+2pzgyJEj8uGHH2Y5mRWQtTbqKDMNjI4cOTLbCNk9e/aY0cFW3S5dumQbIWvtC/Q+f/58M/I3UJ2c9kVGRpqRxnXq1PFb5bnnnjP91yDu2rVr5eGHH85Wb9SoUWaUsl5jXoqOxNNAsY5KoDgnYI3g1R8yWD88cO5sRbNla2SNjt4NNEq/aOqE7qp1NJ4+z/osM4I3dK6+LTGC11ck9OvWZwaj/kNv690inxneGs4tM4LXOVurZT4zLAnn33UEb82aNRkp7Tw1Z0AAAQRcJ0CA13W3LOcOa95dDaZqmgZNg6CpGw4fPuz3gLp160rnzp39pjWwDrj//vvlxIkT1qpccskl9nKwC3/88YdoYFj/QZ5b0Ty8OtJWAyObNm0S/YePviZOnCi33Xab3+Df5ZdfLpqrt1evXvLTTz+ZX/XX82igUNM16MRzum/o0KG5nT7bfk0h4S+NRLaKbAiJQG6jwENykiLeSDD/HxZxopBcPs4hYcy1kUCTa+Z6MBWCEuBZDoqpwJVwLjBhUA3wmREUU4Eq8SwXiC/ogzWlXfny5YOuT0UEEEAAgaIhEOb5iSvDEwvpvdbgqI5A3b59u+gkZBrstAK+N998c7bRvd4MOvL31ltvNZvi4uJk5cqVUqNGDe8qMnbsWNOmbnznnXeke/fuWfZrjsT27dvLzz//bLa3a9dOZs6cKZUrV85Sz9+K9lcnVdOJ47TocTqBXKCiX9yXLVtmjrn44osL/MVH3XQCuHLlYiQuLibQqdlXAIFNm+LN0VVrHZLIKGa3LgBljocej4+Rw/tjJSwqSSIrbM+xHjsKJpC635PSJS1GjkRtl+ORewvWGEfnKFA98QIJ8/z3U9KPkuL5jxJ6gZoRNaV+VAPZnbRP5u4/PROxhv6qzrwWb6hypZSNKi3z//xRft+b82SxZ17P3dWjvhf1Mj/4f37uW5KSxmeGE3evQ4OWcmmjVrJh+2Z5Z95nTpyCNj0C3TpcLefVbyI6UKdCBSYn5qFAAAEEEMgqwAjerB6Fak3TG2gOWX21bdvWBFZ11K6Wjz76SP75z39K165ds12z5vHV/L1W0QnUfIO71r5A75r/1grulipVSt59992ggrvaZqNGjUwfrEncdERybgFe/bVoDQqHupQoEekJFhcLdbO095eAFeCNLZso0THpuDggkJ4e5gnwehqOSJOI2JM/NHHgNEW+ybSD1SRTYiQp4qjER+8u8h5OAVRPPNnytvStkpQZOP+7U30o7O2WCCsh9aWBHEs/Icvi1xT2yz1t19epouc3o6JE/jy8TX7ZsfS09aOwn7iv9DKXuOCPJZKYymeGE/e7VrmqptmD8Yfl22V/z9/hxLmKcpttm10g50mTokzAtSOAAAIIBBAID7CPXYVM4Nprr5V//etf9lVpCgZrRK+90bOgwV0N8mq55ZZbTCDYrOTxj3//+9/2ESNGjMjzhGUPPvigmVm6YsWKnlG05ey2rAVNyXDfffeZl9VfTVExcOBA6dChg1SqVMm89+3bV3777TfrMN4RQAABBBBAAAEEEEAAAQQQQAABBBAoNAKM4C00tzK4C3nppZdk3rx5snPnTpN+YNCgQSbHrXX0l19+aadu0Hy4b7zxhrUrT++bN2+WX345+RP8mJgYueuuu/J0vFbWXz1as2aNCQz7m3xr3bp1MmnSJNOupp+YPHmyDBkyJMt5NPC7YMECcx0vvviiaLCXggACCCCAAAIIIIAAAggggAACCCCAQGERYARvYbmTQV5H2bJl5c0337Rr67I1ulVz2OqoWatMmTLF78hZa3+g9//85z/27ssuu0x0ArX8lNq1a/udXM23rccff9wEd6OioszkcU888YTJCawTz2lJTU2VRx99VL766ivfQ1lHAAEEEEAAAQQQQAABBBBAAAEEEEDAtQIEeF176/Lf8U6dOsmdd95pGtCJ0DRVg74/++yzoiNvtei2q666yizn5w+rHT32wgsvzE8TeTrm008/lWbNmsny5ctl9uzZMmrUKDPx29atW+Uf//iH3dZrr71mL7OAAAIIIIAAAggggAACCCCAAAIIIICA2wUI8Lr9Duaz/5qqwZo4bfHixaIpDsaMGWNaa9iwoYwePTqfLZ88bMeOHfbxVapUsZedWggPD5epU6fK2WefneUUOqJ35syZEh0dbbbrCN7MzMwsdVhBAAEEEEAAAQQQQAABBBBAAAEEEEDArQLk4HXrnStgv8uUKWNSNehoXi0a8NUSGRkpM2bMMJObmQ35/GPPnj32kXFxcfayvwUNML/wwgtml3fw1Xf5gQcekI4dO/prQjQNRMuWLf3u0/Nr4FdH92qqhvj4eNHrpyCAAAIIIIAAAggggAACCCCAAAIIIOB2AQK8br+DBej/1VdfLb1795a3337bbuXJJ5+UVq1a2ev5XdBcv1Y5ePCgtej3fdeuXTJr1iy/+7w3du7c2Xs1y3L9+vWzrPuulCtXzt6UkpJiL7OAAAIIIIAAAggggAACCCCAAAIIIICAmwVI0eDmuxeCvg8fPtxupVixYjJ06FB7vSALVvoHbcN7NG9B2gx0rE7GFqhYKRq0juYbpiCAAAIIIIAAAggggAACCCCAAAIIIFAYBAjwFoa7WIBr0KCuVTQ9g75CUWrWrGk3s3btWnvZ38L1118vaWlpfl862VswpXTp0sFUow4CCCCAAAIIIIAAAggggAACCCCAAAKFSoAAb6G6nWfOxXjnyv3vf/8rx48fz7FzYWFhEhER4felk6dREEAAAQQQQAABBBBAAAEEEEAAAQQQQMC/ANEz/y5sLaBA69atpWHDhqaVxMRE+fjjjwvYIocjgAACCCCAAAIIIIAAAggggAACCCCAgK9AaH4f37dV1hHwCNxxxx0yePBgYzFgwAC58sorpXr16q6zOXQoWZKS0l3Xb7d1eM/2OAkPJz+yE/ctOenkR31mSoyk7qnrxClo0yOQmRZtHMqkVpdi6WUwcVigdfTFki5pDp+laDZfNjzOXHiV6IrSvdr1RRPhFFx1mahYc5ZL61wkDcufdQrOWLRP8WjH2yUtg+9zTjwF9SqeTM1Wr1ptGdQ9uPRqTvSjsLd5Tt1Ghf0SuT4EEEAAgQIIEOAtAN6ZfqhOdKa5bQMV7wnHEhIS5J577pEOHTrITTfdJDExMYEOzXVfv3795P3335dVq1bJoUOHpFu3bvLpp59K1apVcz1WK2zevFl++OEHu6629/TTT8uOHTvsbU4uaNoILQkJaebl5LloWyT+cAkYnBbIiJL0+IpOn6XIt188PU70RXFWoG4UP6xwVlikdFQpaR3X3OnTFPn2G5av6wnw8jw7/SB0bHKx06co8u1Xiisv11x0aZF3cBrA+jeK0+c3hDlEAABAAElEQVShfQQQQAABdwkQ4HXX/cpTb/fu3ZtrgNe7QQ32vvnmm+Y1bNgwee+996RVq1beVfK0rBO4ffDBB9KyZUvPCNgkWbhwoZxzzjny8ssvBwwgawB3/PjxMmHChCy5e+Pj4z2B1oQ89aEglStXrizR0dGSmZlZkGY4NheB1NRU85wWL148l5rsLoiA/r+jz3OoJlIsSF8K67H6GaopaUqUKCGaW5zijEBKSoqotfckoc6cqWi3qs9yVFQUnxkOPgb6HOv3I/3MoDgnoJ8Z+l2uoAMXnOth4WhZv2eoMcFHZ++n+pYtW9bZk9A6AggggIArBQjwuvK25b3T3bt3N/9Q8z1S/2GhQVjfsmnTJuncubMsWrRI6tSp47s76PWmTZvKZ599Jj179pT9+/fLwYMHzfJDDz0k119/vcnTW61aNdm+fbssWbJEli5dmm2Ergb+ypUrJzt37gz6vKGoqF+gKlSoEIqmaAMBBBBAAAEEEEAAAQQQQAABBBBAAAFHBAjwOsJ65jU6adIkKVmyZLaOacDVCvDq/nHjxkn//v3NyFkNyA4dOlRmzJiR7bi8bLjqqqtkxYoVJrD79ddfm0OPHDki06dPD9hMeHi43HjjjTJy5Ei55ZZbTnmAV0cMb9myhRG8Ae9SwXdqGhEdWaMjxSjOCKivjpTW/6cYweuMsbaqo/H0edZnmRG8zjnzmeGcrdWy9ZmhP+hkNJ6lEvr39PR00RefGaG39W5R//7TwvcMb5XQLvOZEVrPQK3pZ3L9+vX5LZZASOxDAAEEiqgAAd4ieuP9XbYGJDQHr46Yvf32202Vjz76SF599dUC/yqQ5t2dP3++SdMwbdo0E1Q+fPiwv26YUb1XX3219OnTRxo3buy3zqnYePToUfOrk6fiXJxDJDk5GQaHBaxggsOnKfLN668DU5wX4DPDeWMNpuuL4qwAnxnO+lqt85lhSTj3zmeGc7beLR8/fpwArzcIywgggAACRiDM8xNXEowW0odBRypY/zDTLwL+RvD6u3QdhVa6dGk5ceKE2f3rr79K69at/VXN9zbt165du0xqBs25q8HlKlWqmHQQtWrVytZuixYtZPny5Wb0oTUSI1ulEG/QtBG7d++WKuXKSKW4MiFuneYsgZWbtpnFRiU9o3hJW2qxhPT9sGfw0s7kMCmeckLOOrA+pG3T2N8Cmyo2luSoElL5j9+k3PZ1f+9gKaQCay/rLp6/NKT+9JckIvHk31MhPQGNyaFzWsv+NldI9B9/SIXXX0PEIYF9TwySNM93n+QJMyRt3gKHzkKzJWZNMt8zf+9xv6QnJAHigEDlm6+Xqrd2lW1LlsvckWMcOANNqsClD98nDS9tJ3Xr1iWNHI8EAggggEA2AUbwZiNhg/4ad8WKFe0Ab04jbVVKg61TpkyRxYsXmwDs1q1bpVGjRtK8eXPp2LGjdO3a1S+o/pq4BnKtYO7q1avN5GvajgZ8zz77bGnfvr3cdtttonl8gymaTuG1116T3377TTZu3Gh+7V/b0Vfbtm3l5ptvDqaZbHUiPb8KVSya9AHZYEK8ITpcJMbzooReIPKvAXhhmRkSk85I6dALn2wx/K+fl0amJElMQrxTp6HdvwSijh6SqITjeDggEPlX4DzMMxo9at8+B85Ak0bAk55BS+aReMncuccs84dzAkke44yEROdOUIRbTos/Zq4+NSlZjuzcXYQlnL30VM/klxQEEEAAAQRyEiDAm5NMEd6uE6xpsNQqOaVJWLt2rejkbcuWLbOqmvcDBw7ITz/9JK+//rrJnTthwgSJi4vLUsd7ZfDgwTJq1KgsuW4XLFgg+ho/frydI9j7GN9lDez27dvX5LLz3qejhDU1hLajuYTffvttqVSpkncVlhFAAAEEEEAAAQQQQAABBBBAAAEEEHCtAAFe1946ZzquOTpfeOEFu/HKlStL7dq17XVr4fvvv5dOnTpJ4l8/SW7ZsqXoZGp16tSRVatWydy5c2X9+vXy4YcfiqZ40EnWypTJnubg8ccfl9GjR5tmdeTwDTfcIG3atBGd4Oybb74xQd4uXboEzDM1e/ZseeSRR8wER3qOnj17SpMmTcz6vHnzTDuaomLOnDmmj74BaeuaeEcAAQQQQAABBBBAAAEEEEAAAQQQQMBtAgR43XbHHOyvjsh94IEH5Ntvv7XPMm7cuGyzwWv+XK1nBXc1QNuvXz/RAK1VkpKSzCRp//73v0XTNgwfPly0Le/y+++/29s05+8HH3xggsZWnWHDhsmYMWNk4MCBdroIfymjdfSu5g3W4K4Gb8866yyrCXnwwQfl2LFj0qBBA9m7d69JI6F1NKcvBQEEEEAAAQQQQAABBBBAAAEEEEAAAbcLEOB1+x0Msv+az9Y7AGsdpgFTHd26z5Nj78iRI9Zm837vvfeaHLhZNnpWJk6cKJozV0uvXr1kwIABZtn7j2LFisnUqVPNKN5ffvnF5Ma95557xDvdw3PPPWenVHjqqaeyBHettrRtHRE8bdo0a1OWdw3s/vzzz2abBm29g7tWxdjYWNH2NQit+3WyNgK8lg7vCCCAAAIIIIAAAggggAACCCCAAAJuFvh7yKWbr4K+5yqgo1aXLFmS7bV06VLZsGFDluCuBkE///xzE8j117Dm1rXKiBEjrEW/7xpU1aKTsb333nt2HR0FrGkctJQrV040mJxTGTRokN/gtNbXoHUVzwzUWjQVxKJFi8yy7x99+vSRhIQE0VHKd955p+9u1hFAAAEEEEAAAQQQQAABBBBAAAEEEHClACN4XXnb8t5pzUkbERFhDtRRr5rjVlMWaOBVS1hYmAwdOtRMmtawYUOzzd8fmqP3zz//NLs0EFy1alV/1extrVq1spf/+OMPe1lz8lojhi+44AIpVaqUvc93oVGjRlK/fn0TiPbdp+ua+3fjxo2iaSHatm0r3bp1k2uvvdZstyZU0+vTFwUBBBBAAAEEEEAAAQQQQAABBBBAAIHCJECAtzDdzQDXsnjxYilZsmSWGgcOHDA5cEeNGiWaqmH8+PFmQrVAAV7Np5uSkmLa2bVrl9SoUSNLm4FWvAO8u3fvtqsG04bW0ZHG/sqQIUNE00DoaGQdGawTu+lLA7rnn3++Sf3QtWtX0UAyBQEEEEAAAQQQQAABBBBAAAEEEEAAgcIkQIqGwnQ383gtFSpUEM2D+8Ybb5hgqI6o7d27t7z//vs5tqQjZa2SnJwsO3fuzPVl1d+0aZO1KPv377eXq1WrZi/ntFCzZs2cdpkUDT/88IP861//kpiYGLueBq01LYWmkWjZsqU0a9bM5N+1K7CAAAIIIIAAAggggAACCCCAAAIIIICAywUYwevyGxiK7mt+2h07dphgr7anE6dpSoQLL7wwW/Peo4A1/ULPnj2z1clpQ1RUlL1LJz6zipWqwVr3964jcwMV7ZdO6vbSSy/J7Nmz5auvvpJ58+aZyeOs43RiuDZt2si7774rN9xwg7WZdwQQQAABBBBAAAEEEEAAAQQQQAABBFwrQIDXtbcutB0fPny4fP3117Jw4UKTy1ZTGvz222/Zcuz6pm948MEH89URa2I0PXjbtm25tqGpIYIpZcuWNUFnDTzrCF5N2zBnzhx58803zUjjxMREeeaZZwjwBoNJHQQQQAABBBBAAAEEEEAAAQQQQACBM16AFA1n/C06NR2MjIw0I2CtFAeaX1dH9vqWihUrigZRtfz+++/2JG2+9az1hIQEM5p2/fr1osFVqzRt2lT0nFrWrFljgrHWPt93DdR6p3fw3a+jj3W0rm+gWHPwat7dp59+WnRSt+rVq5tDdXnPnj2+zbCOAAIIIIAAAggggAACCCCAAAIIIICA6wTCPMGzTNf1mg4HJaApEazUBsePH882yZq/Rp5//nkZNGiQvWvmzJnSrVs3e10XOnXqJHPnzjXbxo4dK/369cuy33tFUyZY+2+++WYz+Zm1/8orrzSBWV33dx6rnu676aabzGpERIR9TbpB0y306NHD7Bs4cKBo/3Mqmpbhs88+M7t10jnNyxuobN++XXQyuEjPOaMiIwJVZV8BBBKTT07aFxOeKfzEqQCQAQ5N83zKp2aGSVhGusSkJQWoya6CCCRHFpPM8AiJTDohkSk4F8Qy0LFJseXEkzheYg7slbDM9EBV2ZdPgdTiJSW9VBkJS0qSyH378tkKh+UmkFq1qojnu1rGvoOSGX8st+rsz6dAeL3aZq6JhD89vw2WkZHPVjgskEBUubISVS5Okk8kSPxuBlEEsirIvtjKlaRYbCmpW7eu6FwqFAQQQAABBLwFCPB6a7h0+eWXX/Yb2Ny7d699RZUqVZLw8HApVaqUlC5d2kxMdvHFF0uXLl3knHPOsetpQFhHva5cudJsq+r5x4eOsLVG7epG3Xf++edLenq6ae/XX38VHZHbsWNHWbVqlRmZq6NqddRu27Zt5eDBg6atuLg4iY6ONsv6R5LnH45Hjx416xq41S8qJUqUkDJlypgvLhrU7dChg1x++eWybt06u54VtNYN8fHxotemE77p8TqpWq1atUxd7z8OHz4sTZo0ETUpXry4effOA+xd11rWusGmhrCO4R2BM1ZAf5bnCYpREEAAgaAE+MwIiolKCCBwUkDHDOlvz1GcF2jcuLH595zzZ+IMCCCAAAJuEiDA66a7lUNfR44cKUOGDMlhb+DNGvS9//775ZVXXjEBYK2to1svuugizyCHk6Mc7r77bpk8eXKWhh5++GF59dVXzbZixYrJs88+K1OmTJG1a9eKBms15+3gwYPNCFit1KhRIxPwzdJIECvaP+2HfmHUL46+I3i1CU0lMXHiRNOa/kR7xIgRoqODy5cvLzpy+ZdffpEnnnjC5OPVSo8++qiMGzfO1M/tD00rwSD33JQKtl/vr76slB0Fa42jcxJITU01///o/1MU5wRSUlKy/CDLuTMV3Zb5zDg1957PDOed9fuF/tDaexJa589a9M6gAxK06HdIinMC+iyrMUFe54y1ZTW2Uuo5eyZaRwABBBBwmwABXrfdMT/99Q7w6kjaCy+80NSaNm2aHZzs3r27CaDt37/f5KrVQKz1hVcrDxgwQEaPHm233rdvXxP01Q36Re3bb7+VSy65xN5/4sQJk3rBN/BrV/Ba0JG9zZs3lzFjxpit1apVE31p0T5s3LhRjh0L/KuJrVu3NhPAaRBQ/9HpXTSg8o9//EN++ukn782igWcdJexdHnvsMTPaOdggl/aPAK+3oDPLasw/CJyxtVrVoFiwz711DO95F+BZzrtZXo+wPpP5zMirXN7q8yznzSu/tXHOr1zwx/GZEbxVQWryLBdEL/hj9bsc3+eC96ImAgggUJQECPAWgrvtHeD1DtQGysGrKQ90JKuVS1f/oawpFRo0aGBEdOSrBouticsaNmxoJirToKl30cnN+vfvb9I4eAeMtU69evXMKN6ePXvK0KFD7TQSw4YNMxOfWe1ogFZz+WqqiX1euf60T9aXcv1ptbbvL8Cr7ehkbpMmTTJBZJ0gzrtoWgi9FrW57bbbvHcFXNbUEoEmdwt4MDsRONMEPEF0TxT9TOsV/UEAgTNVgM+MM/XO0C8EzkgBAryn5rbov4807Zym3aMggAACCCDgLRDpvcJy4RLwHenqfXWau+mTTz4xo31Xr15tAqmaVuHFF1801fRLQzD5Z6+44gqTk1dHyp533nmyYcMG81PlzZs3S40aNYL6CbMGYHViN52MTfuix9apU0fOOussMxGarmtwV/umI3D9Fc3dqwHrhx56SHRyNA1Maw7d+vXrS7NmzfL1K9MaNNaiX6TCPS+KMwLpnpGlWjRxAMqGIuR/qHCmPsOegE2EBm0ojgikq7HnFZbuSSuDsyPG2mhGhOfTwuMcnpzmeaYdO02RbjgjwvMsR3l+nd3zLEsiE9k59jCU8HwNDw+TjKQ0yUw9+XehY+cqwg1HxJ6c/yHleIo9cKAIczhy6RHRnglGYyIlPS1DkhNPTp7ryImKeKMxxaMkwjPxs/67iwBvEX8YuHwEEEDAjwABXj8oRWWTTjamo2s1P62W33//Pd+XriN7NciqRX9tyN9EZ7k1rvmkdPI2fVlFJ4HTkb1aNJdubkVH+J7lCQzrK1SleqXyUq1i+VA1Rzs+AotWrTdbzo4tITHkh/XRCc3qgeRU2ZqULCXS06RR/OHQNEor2QTWlY6TxMgoqbL5kFTYeXICyWyV2FBggd871DVt1HtjuUSeyJqyp8CN04ARONiqiuy78iwJX31EYp5ciopDAkkTLpLMmqVk90uL5dBnfzh0Fppt9mtP88P69697T1IT+Mxw4olo0buFXHBPS1m3cItM7veZE6egTY9Aj2FXy4WdzsYCAQQQQAABvwLMtuOXpehsrFKlin2xhw8HDvzo6FqdcE3z6VaoUEE6dOhgUjDodqfKNddcYzetk795l/nz58t9991nXosWLfLelW1Z01hYdbPtZAMCCCCAAAIIIIAAAggggAACCCCAAAIuFWAEr0tvXKi6rUFSq2jahpzK4MGDZdSoUVl+tW3BggWir/Hjx8sHH3yQ06EF2u6dZqJcuXJZ2lqxYoXJu6sb27dvL61atcqy33tl5syZsnz5crNp4sSJ3rtYRgABBBBAAAEEEEAAAQQQQAABBBBAwLUCBHhde+sK3vGVK1fKnDlz7IZat25tL3svPP744zJ69GizSdMv3HDDDdKmTRuJj4+Xb775xgR5NZWC7wRs3m3kd9k7LYPm0qUggAACCCCAAAIIIIAAAggggAACCCCAwN8CBHj/tigyS8eOHTMjbh955BFJTEw01920aVPp3bt3NgPNyztu3DizvXTp0ua4Tp062fWGDRsmY8aMkYEDB8qJEyfMdp1FNxRl1apVpm2rrUsvvdRa5B0BBBBAAAEEEEAAAQQQQAABBBBAAAEEPAIEeAvZYzBjxgz59ttv/V5VSkqKHD16VHbu3Cnp6X/Pil2tWjWZNm2aREefnGXY++DnnnvOrvvUU0+Jd3DXqjdgwADRYKy2EUzJyMiQtDTP7Oc+Rbft3r1btm/fLrNmzZLJkyebWWK1mk681qtXL58jWEUAAQQQQAABBBBAAAEEEEAAAQQQQKBoCxDgLWT3f+/evaKvYIoGdG+99VZ5+eWXJS4uLtshGnCdO3eu2a75b++9995sdawNgwYNEg0ua/A2t/LMM8+IvoIt2jcN9kZERAR7CPUQQAABBBBAAAEEEEAAAQQQQAABBBAoEgIEeAvZbS5fvrxUrVrVvqqkpCQ5ePCgHD582N6muWw1p26HDh2kRIkS9nbfBZ3E7MiRI2bzBRdcIKVKlfKtYq83atRI6tevLxs2bLC3FXRBA7p33323jBgxQvS6KAgggAACCCCAAAIIIIAAAggggAACCCCQVYAAb1YP16/deeed9oRo3hczf/580Zy7a9asMekUdNTuueeeGzDAq+kSrFKjRg1rMcd3rRNMgLdx48aiL9+iI4pr1qwptWvXljp16ogGos866yzfaqwjgAACCCCAAAIIIIAAAggggAACCCCAwF8CBHiLyKPQsWNH+e677+Qf//iHCfB+9dVX0rlzZ/nxxx9zDPLu37/f1tE8vbkVDc4GUzQtxNNPPx1MVeoggAACCCCAAAIIIIAAAggggAACCCCAQACB8AD72FXIBCpWrCga2K1QoYK5smXLlskdd9whmZmZfq80NjbW3m6larA3+FnwN3Gan2qObMrpGqyTnc6+WX3gHQEEEEAAAQQQQAABBBBAAAEEEEAAgVALEOANtainvZEjR0qVKlUCvqpXry5169aVFi1aSLdu3eSDDz4QzZfrdNGRuFOmTLFPM3PmTHn22Wftde8FvQarbNu2zVrM8X3r1q3Z9k2YMME4jB8/Ptu+UG5ITU0N2NzRo0cD7mcnAggggAACCCCAAAIIIIAAAggggAACbhQgRYMDd+348eOyd+/eoFtevny5fPLJJ1K2bFkZMmSI9O/fP+hj81Pxuuuuk9tvv12mT59uDn/mmWfk2muvFZ1Izbs0bdpUIiMjRUe/au5eHSUbFhbmXcVe1n2bNm2y162FhISEPFlYxwXzHhUVZVdLTEy0l30XdF9e7ofv8TrAOSPD/yhn37qs51/AOOsflJALeKtmhLx1GrQELOdMz8dkhv+PSqsq7yEQyIwIk8xwoENAma0J29Xzd35mJMbZgEK1wfpOFREuYZGMuQgVa07thHuM9UUJvUCY5xnWEu75TI7AOPTAf7UYxt95jtnSMAIIIFAYBAjwOnwXdcSsv/y1GRkZkpycLAcPHpQ9e/aYXmgahAEDBkjVqlXltttuc7RnOsna//73P3Pu9PR0ueuuu2Tx4sUmoGudOC4uTi677DKZN2+eCd5qEFpHG/srs2bNEu9J2fzVCfW20qVL202uX7/eXvZd+OKLLyQlJcV3c9DrO/cdEH1RnBVYfTzB2RPQuiRERsmKcpWQcFhgT70Koi+KswIbH876Q0lnz1Y0W884J06SPru8aF78Kbzq6o+3Fn1RnBXoOe92Z09A69Lk4rNk3E99kUAAAQQQQACB0yBAgNdh9HvuuSfXCcV++ukn6dGjh2zZssX0pnfv3iZ1Q5MmTRzrnQZvNW3CzTffbM6ho4jHjh0rAwcOzHLOBx54wAR4dePgwYOlffv2UqlS1gDRoUOHZOjQoVmOOxUrzZs3t08zadIk6dOnjzRu3NjepgsrVqwQ9cxPKVWqlGckQniOOYrz0ybHZBew8ifnNDo8+xFsyauAZazH4ZxXveDr4xy8VUFqWs48ywVRDHysZay1cA5sVZC9ljPGBVHM/VicczcqaA3LWNvheS6oZuDjIyIicpwgO/CR7EUAAQQQKOwCBHjPgDvctm1bE4jUgOXmzZtNLt45c+aIkwFeveybbrpJOnfuLHouLcOHDzcjdOvXr2/W9Y8uXbqY1+effy46SrZly5by6quvyqWXXmq+wC1YsEAefPBBE5zWL3TeX/DsRhxaUK9WrVrJokWLzGjoG2+80QR5O3XqJLt27TIjlN966y2Jj483o6h1W16KBsH1eikIIIAAAggggAACCCCAAAIIIIAAAgicqQIEeM+QO6PpBjSYqqkTtPzyyy+npGdvvPGGfPfdd6J5gzVX7b333itff/11lnNrrl4Nnur27du3S9euXc3IVq2kqSa0aFA1NjZWPvroo1P6k/vnnnvO9E2DuGvXrpWHH37Y9Mf7j1GjRpnr08nv8lI0WK0u1jXm5VjqBi+gOZ7VODo6OviDqJlnAU1ToqM+9EVxRkA/MzT1TrFixZw5Aa0aAT4zTs2DoM+y5rrX32ShOCPAZ4Yzrr6t6meGWnvP3eBbh/WCC/CZUXDDYFrQ73H6W4YUBBBAAAEEfAUI8PqKnMb1a665xg7waj5c79K3b18zslfTI+ikaDmVffv2yX333Wd26+hcfXkXzfGrQct27dqZtBDz58+XKlWqyMaNG021b775Rt5++22T6mDGjBlm21NPPWVG+Xbv3l2+/PJL0w8r6KlfljXNw5QpU0xw2PtceVlOTU01beh1a7qIrVu3SqNGjURH6Xbs2NEElf21d/nll8vSpUulV69e8uOPP2YJxuoEcQ0aNDC5gXfs2OHv8IDbdGK2bdu2BazDTgQQQAABBBBAAAEEEEDgVAk0bNjQTM59qs7HeRBAAAEE3CFAgPcMuk8a5LRKuXLlrEXzrkFXDcxq+gTfAK/mxtWXFk2loCNstehkbb4B3mnTpsmBAwdEJ1bTYHD//v1NXeuP2rVrm2CpBmw1r60WHdXbr18/0UnWfIv2WSdr06Ds1KlTzcu3jrX+zjvviAaJfYuOvNXty5Yty7JL+6n5iV9//XW55ZZbZMKECaJpE3xLvXr1TLoJDfB6Fx2xoW3rS4taqGOwxbof0dExEsPo0mDZ8lzv2PFj5piYmOKndPR3njvq4gPSPf8vpKbpRINhntF4jJR26lZmZKhxpqSmhnk+Y8OcOk2RbzcmJsPzWSFy9LBn9H9mkedwBKBYTJgULxnhGZGeIYcO5n+SUkc6V4garVgxWiKjwuXg3kQ5fhRnp25trQalzfeLTSsPSCYfGo4wx1UuIeWrlvQ8x0myfcNhR85BoyLV6paVMuWLi/4bh4IAAggggICvAAFeX5HTuO6dlqFZs2aO9kTz6VojdPVE+iuYOiq3Z8+e2YJsum316tVSpkwZE+zVnME6Ivbjjz826R32798vOpJW8/F6T3wWzAV8//33Jr2DpofQojlvr7rqKqlTp46sWrVK5s6da3L/fvjhh/Lrr7+aXMXaD+8ye/ZseeSRR0z/dZ/2V/MX6/XMmzdPdFSyBsc117C27RtI9m7L33KF8uU9o5yr+tvFthAILF22xLRSqUI1iYok+BgC0mxNxB87IgcO7fb8vx3lSYWRdZLEbJXZkG+B5OQ9nl8DTpUTJ6LMK98NcWBAgWrVTpj9a1clSWoKEd6AWPncWa1mlNRrGCGHD6XI13P357MVDstN4Lobq0iZsuGy9Ps9svLXfblVZ38+BfqNbWWOnPbMIklJTM9nKxwWSODyfzaQK3o0ls2rDsir/bKmegt0HPvyJtBrWDu5qFO9vB1EbQQQQACBIiNAgPcMudUazBwzZozdG53EzMmiwVgtOjL3oYceMvlz//vf/0r79u2znfb/2TsP+Ciqtos/qZSEloQOIRQhFOk9gKKIgEhRUaQoRT7ALqLoCwgiVUARECnyIiIiRVHBlyooCihI7733FkIgBRK+PTfMOLvZ3WySnYRNzsNvs3fu3Ln3zn+Wyebss+dC3C1durT88ssvVgu/wQpiwIABat4QUF955RWVcZusAwcV+PQZx2ji7tixY9V8jH5/sbGxauG0r776Stk2YCG4Tz75xKrHyZMn6+IuxFvMVQssAHfjxg1l1QDLBWQao02NGjW0JnwmARIgARIgARIgARIgARIgARIgARIgARIgAY8lwJUzTL50yCKFkGn7gHB57NgxWbdunco+rVOnjvK2xXRq1qypbBJMnpq0aNFCxo8fr7Jlgy1Zql26dBFYNNgLCKzIijUGhNiPP/5Yqlatqqo3bNgg8PR1NaZOnaoyg9EeHrrwBzaKu6jHYkWwfmjQoAE2BWLu/v37VRk/wBfjIiDaGsVdVWn5gcXf4COcI0cO5S0MkZdBAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAlmBAAVek68i/HKxEJntI1euXFKmTBl56KGHZOLEibq4C4/Z6dOnZ8hK98jcdSUeeeQRadKkid2mXhYjRM3/Fw1+/vlnu+3sVcJbV4vhw4drRbvPyDRGwBf322+/1dtAEMYicQhYOGzatEnfZyz07dtXbt26pfx4u3fvbtzFMgmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAl4LAEKvPfJpfPx8RFYHhw6dEhq1aqVIbPCgm2uRJs2bZw2a9Sokb4fnrquBBZ5O3r0qGqKrFssCOcs6tZN8k9DGzAyBnx1EciKhj9wx44dlb8wFpHTAkK0bXawto/PJEACJEACJEACJEACJEACJEACJEACJEACJOCpBOjBa/KVCw8PV7YAtsP4+/tLyZIllSUCFhTDomr27AVsj3PXNgRlV8dzZNugzQXiLM4nPj5ezp07p1U7fT5x4oRqj0Znz56VEiVKOG1v3Gkr8A4aNEiwQN3WrVuVFQYWZMMDoi7sLlq2bCnt2rXLMOHcOFeWSYAESIAESIAESIAESIAESIAESIAESIAESMBMAhR4zaRr6RvZpEOGDDF5lNR3X7hwYWUb4cqRoaGhTptBSC1UqJCcPn1arly54rSttvPw4cNaUeLi4uTMmTP6dkqFI0eOWDWBRQO8jLGg2rx581R/aHD37l3ZsmWLesAConLlyvLNN99I9erVrY7nBgmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAl4KgEKvB525SBaOgss5uZKpMauAN61KcXly5dVk/z586fUVO0PCAjQ28F+oWvXrvp2SgX4GdsG+sNibJ9++qksWbJEVqxYIatWrRKjTcOePXukYcOGMnfuXGnfvr1tF9wmARIgARIgARIgARIgARIgARIgARIgARIgAY8jQIHXwy4ZFhlzFtevX3e2O037Tp486fS4S5cu6YvEaQueOT3AsrN8+fJWTZB9646AwAyxGA+I4bBtWLp0qcyYMUNlCcfExAgWvqPA6w7a7IMESIAESIAESIAESIAESIAESIAESIAESCCzCXCRtcy+Ai6Or2WtQqB0FseOHdN3p5TtqzdMoXDw4EGnLXbv3q3vr1Onjl52VihYsKBo2b67du2SlIRrZBEjK/fAgQNiywDWEMjWtRWiYR2BBetgkbFjxw4pXry4mhLK58+fdzY97iMBEiABEiABEiABEiABEiABEiABEiABEiABjyBAgdcjLpNI3rx51UxhheDI5xb2DMhWdXdMmzYtmahqHGPs2LH6ZmoyY+vXr6+Og2A7adIkvQ97BcyhRYsWasG6bt266U1gt4DF6po3by5TpkzR620LwcHBoonPEL4hCjNIgARIgARIgARIgARIgARIgARIgARIgARIwNMJUOD1kCuoLQwGcfLtt9+2O+uXXnpJtm/fbndfeiqR7TpixAi7Xfz000+ybNkyta9cuXJKhLXb0E7lmDFjxMfHR+1Bli08cu0FsnaN47/++ut6syeffFJy5MihtmfOnJksi1dreO3aNdm4caPazJUrl1SoUEHbxWcSIAESIAESIAESIAESIAESIAESIAESIAES8FgC9OD1kEvXu3dvgZiKmD17tkCkbNeunfKy/e233+SHH35Q2bvFihWTs2fPuv2sILDCAqF///5SuXJlgRXEN998Ix999JE+FjJoNbFVr3RSqFq1qrz88ssqezc6Olpq166t+mvbtq1ALIaf8OLFi2XgwIF61vIzzzwjEREReq/IbO7evbtMnTpVkN3ctGlTGT58uMroRdYu+oWw+95778mFCxfUcX369JE8efLofaRUiI+Pl+ib0Sk14/50EoiLi5WEBNcWCUznUNnu8Nt34u6dc6IkJmrlbIfB9BO+ezdRjeHrmyj+/gmmj5fdBwjM4y13bjtfeDS7M0rr+efMmfT5v5+ft4QU9E9rNzwuBQI+Pl6qRb6QHFK0VGAKrbk7vQRCKxSQ+Fjem9PL0d7x+QrmUtW58/pLmSoF7TVhnRsI5CmQ0w29sAsSIAESIIGsSoACr4dcWdgTIFt1yZIlasYQNPEwBhYuQzZt2bJlVTU8aN0Rjz/+uKxbt07mzJmjHr6+vgI7CC3gDwwLhccee0yrcvl51KhREhcXJ9OnT1cLtb3zzjuCh7+/v0BYNUazZs2UqGysQ/mzzz4T+PiuX79ejh49Kp06dVJNcubMqS/+ph2DvkePHq1tuvR8+cplwYNhLoGLl8+YOwB7tyw8eMfy/+oiSZhMIDDwjuDBMJdAleq5zR2AvUtwiL+0eLIwSZhMoO4jxQQPhrkEXhrRwNwB2LuUfbCQvDezFUmQAAmQAAmQAAlkAgEKvJkAPS1DQqxFBu/48eMF1gbIVtVCy5qFDUGDBv++eYU37hdffKGawQoB7dAGgUXLYmNjBSJoSgFhGRm8PXr0UEKqUdyF+Dt06FDR/HSd9YVsXUf2Elhw7ebNm/pia0ZxF4I1sni7du0qEJdtA2LwypUrlcg8btw4PYMZ54fAfjy8vb3l22+/lY8//ti2C7vbQUFBKgPYXYvV2R2ElUrIT0xMVK9Pd30oQazWBPAaxv8H/P/RFmy0bsEtdxBISEhQr2fca3G/YZhDAL8feM8wh63WK+8ZGglzn/F+CovM8p5hLmckEuA17cp7XnNnknV71+4ZeI9h77161j3zjD8z/E2nrc2S8aNzRBIgARIggfuZgJflFzK/33g/XyEHcztx4oTy2y1VqpR89913SvR10NRhNUTVQYMG2RVd4WcLT1/E5MmT5ZVXXlFlLPAGywP8MVKxYkUpUaKEqnf2A2/2jKKws7a2+0JDQ2X+/PkuCcg4FuOcOnVK2UnAkgFWD1WqVJF69eopXnjTiT+mGCRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiSQFQgkT4fMCmeVDc4Bwi4eCAigWsCDFw/bQLYTMhgg0GLRNERkZKTy1C1atKhua2B7nO02fG1bt25tW+3ydufOnR1mECLDEOLswYMH5dKlS6pP+P62adNGNm3aJGFhYSmOAwG3dOnS6pFi4xQaQCxGpjTYMcwjgGw8ZD7CV5phHgFk7ePDFmbwmscYr+OYmBgJCAgQZqObxxm/y3Bf5j3DPMb47B/3DHyYy2w88zjjnoH3Prlz5+Y9wzzM6v0vXtPM4DUPMu8Z5rG17RkZvAULFuQ3hWzBcJsESIAESEAo8GaxF8H//d//yZAhQ5yeFbxqu3TpIsePH1ftevbsKTVq1FAZuU4PdMNOePVC/HAWyLCdNWuWyizGImkQewcPHqz8f50d5+59yAA+c4a+sO7myv5IIKsTwIdnDBIgARJwlYBmn+Vqe7YjARLI3gTwYT2s5BgkQAIkQAIkYCRAgddII5uUIyIiZMeOHVK9enU5duyYyh5ZunRphgi8riDGmxYI1cjOeuGFF9QhCxYskEmTJglsJTIqtMzd3LkCJHcuLuZjFvfLV5OytXP55xFvL/qWmsH59p14iU+IsXiYWHqP9jFjCPYJAoGW1dktv1XvXL4jCde5UrtZLwr/Mv4q29Fv01WReH7DwgzOCcVzSmLpQPE+b8niXXnKjCHYp4VAbJswuZs/hyT8dVASD54jE5MI+HZtou4ZJ+atkcTbXADTDMz5q5aRAtXLSeSZ87L/1/VmDME+LQTKNaojIWVC+e1CvhpIgARIgATsEqDAaxdL1q+EOX/btm1lwoQJ6mThq3u/Bewc+vbtqxZfw9f4Dxw4oLx0M3qeeQLzSMHgQhk9bLYZTxN4A3LkF18fv2xz3hl5orfioiTeYh0gd7xErpGxaexzWcRG37ty54Jl4aTj8aYNk907hsCL8Ft3WbxvUkg34/UQV7+AEnh9Tt+UwM/3mDEE+7QQiG9cVBIg8K7dKwk/biYTkwhA4EUcmb5UEm7FmTRK9u62TM+WSuC9cvy0rPv86+wNw8Szz1MwWAm8Jg7BrkmABEiABDyYANPlPPjipXfqrVq10rvYvNn6D4u9e/fq+zQrB73CpjBixAjp06ePetjsStcmVqGHx5QWzr7CuGfPHunVq5fKSg4JCZEmTZrIwIEDBfUMEiABEiABEiABEiABEiABEiABEiABEiABEsiqBJjBm1WvrAvnBa9bLWx9nPz9kzKksL9w4cJaM7vPixYtku3bt6t9U6dOtdsmLZVHjhzRfYJxfHh4uN1uIOSOGjVKsMCDFn/88YfgMXHiRPnuu++0aj6TAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQQJYiQIE3S13O1J2M0ZahSpUqVgcjC1aLokWLasUMe8bK0mPGjNHHg8hcqlQpfVsrvPvuuzJ27Fi1iYzf9u3bS8OGDSUqKkrWrFmjRF5YUXDlZI0Yn0mABEiABEiABEiABEiABEiABEiABEiABLISAQq8WelqpuJcdu/eLePGjdOPePjhh/VyZhf27dsnr7zyiqxdu1afyieffKIWyNArLIVdu3YJ6hHwFEambsuWLdU2fgwdOlSd44ABA5SPL+qMWb7YZpAACZAACZAACZAACZAACZAACZAACZAACZCAJxOgwOvJV8/O3BMTE+XOneQrBKPu3LlzcurUKfn+++9l+vTpEhsbq3qoWbOm9OjRw05v7q9q3LixINPWNiC8RkdHy8WLFyUyMtJqd+/evaVTp05WddgYOXKkINMX8cEHH1iJu6rS8qN///4CMXv27NlaFZ9JgARIgARIgARIgARIgARIgARIgARIgARIIMsQoMCbZS5l0okMGzZM8HA1ChQooMReHx8fVw9JV7tt27a5fHzp0qVlwoQJ0qZNm2THQLBevny5qod/MERgR/H+++/LnDlzBOI3gwRIgARIgARIgARIgARIgARIgARIgARIgASyEgEKvFnpaqbiXCDo9urVS4YPHy7BwcGpODJ9TStWrCiamAzBFV65Fy5cEG3BNy8vLxk8eLB07txZypcv73CwHTt26Jm+tWrVksDAQIdtK1SoIOXKlZODBw86bMMdJEACJEACJEACJEACJEACJEACJEACJEACJOCJBCjweuJVczLn8PBwwcM2/P39pWTJkmqhsrCwMMGiasiQzejYvHmzBAQEWA17+fJl5aU7atQo5ZE7ceJENU9nAi/sJrQoUaKEVnT4jDYUeB3i4Q4SIAESIAESIAESIAESIAESIAESIAESIAEPJUCB10MvnKNpd+zYUYYMGeJo931ZHxISovx0IUBjcTV48Pbs2VNy5colzz//vN05X7p0Sa8vVqyYXnZUQN8MEiABEiABEiABEiABEiABEiABEiABEiABEshqBJKvdpXVzpDnk24CWADNWdhb1M1Ze0f7+vbtK/DL1QILvyHj117kyZNHr7ZdlE3fYSi4a46GLlkkARIgARIgARIgARIgARIgARIgARIgARIggUwnQIE30y/B/T8BzR/X0UyvX7/uaFeq6z/88EOpV6+eOi42NlbatWsnRjsGrcMiRYpoRTl58qRedlQ4ceKEo12sJwESIAESIAESIAESIAESIAESIAESIAESIAGPJUCLBo+9dOZO3M/PTx8gJiZGL9sWsA+LpLkrfH19ZdasWVKjRg2Ji4uTs2fPCjJ7f/zxR6shKleuLGiLzNy9e/cq714s0GYvkIF85MgRe7tcqrsVc1OuXL3sUls2SjuBmPgb4u3tk/YOeKRDAvF3YpP2+Viy8fPecdiOO9JJAHwt4ROE1/G/91BVyR9uJ3CnRn6R+ES398sORRJDcysMiYVySUyHskRiEoHEvP6qZ+9aZSy3DP7+Mwmz3m2JpxpLYtxtfZsF9xHIVzlMdZavaCGp2eEJ93XMnqwIBJUqbrXNDRIgARIgARIwEqDAa6TBsk4gb968evnAgQN62bbwyy+/SHx8vG21S9vI/D19+rTK0MXCawULFlSLq1WsWFGGDh2q2zX89NNP8v3338vTTz+t91ugQAFp2rSprFq1Som3P/zwg9V+vaGlgGPtZQEb29gra4LxjegbggfDXAI34yLNHYC9J2mOwRR4zX4p+BX1EzwY5hKIf7SQuQOwd0kIDZTo/tVIwmQCvs2riuDBMJVA+dfam9o/OxcJKRMqzfr/H1GYTED7G8XkYdg9CZAACZCAhxHwsmQ3OjdY9bATcvd0kUVaqlQpp93il6y/v7/kzJlTihYtKvXr15du3bpJeHi40+PSu/Pw4cPSqFEjuXHjhty6dUt1B6E0MDBQ79rHx0eCgoIkODhYWR+0b99ezU9v4KCwfft2lUWL3Tly5BBs257Pjh07pEmTJhIVFaX3Yu/lhGxgzQN37dq1Mn/+fFm4cKFcuXJFP04rQFh+9NFHpWvXrkrk3blzp9oFrsjUzZ/fkrF1LyD8wsIBUaFCBVm3bp0UKmT9B//Vq1clIiJC9u/fr9qBhzYXVeHkB4Tr8+fPq+xgJ824K50E8H8M1wSvXYY5BPD/EvcI/F/EvYphDoGEhATBtxpy585tyUanA5I5lEVg35OYmKg4mzVGdu8X94ybN2+q+wXvGea9GvC7D69n3jPMY4yewRivaSzeyzCHgHbPwN8Mxm8BmjNa9u4Vf8vg7yI8M0iABEiABEjASIACr5GGnTLEJwi3aYkGDRooMbNkyZJpOTzFY5BZayu6pnQQxOjhw4fLf/7zn5SaKkF406ZNqh2yamGV0LJlS2WbsHLlSvnyyy+VPUOxYsVUHRriDZ5tGAVe233Oth988EHZvXu33mevXr1k+vTpVodA4IXQiwDnSZMmycMPPyw4zz/++ENeffVVOX78uNrG3FIj8FoNxA0SIAESIAESIAESIAESIAESIAESIAESIAESuA8JUOBN4aLYCry1a9dOdgSEQ2RhIEPu1KlTKlNAawQv2T///NOUTCN7Ai/EVjwQyHBCNhkyfM+cOaMLpdjXo0cPmTZtmvKxxba9+PXXX+Wpp56yytC1bTdq1CiJjo6WESNGqF32BF6IqpiLMcqWLStVq1YViLgQqeG1u23bNtm6davs27dPb4psZPSPgGiLDOCHHnpI34/sYcwRc9VCy5zTxoQonSdPHlmwYIE635QWjdP6ATvMy945aW34nH4C+D+GzEdk1uAaM9xPAK9hZvC6n6ttj/g9gNczXsvafci2DbfTT0C7ZyDrkWEOAd4zzOFq2yszeG2JmLPNDF5zuBp71e4ZyPhnBq+RjPvLeH+BpBZydj9b9kgCJEACnk6AAm8KV9BW4E1J7MObyHfffVdlkmpdv/DCCzJ79mxt023P9gReeNcOGTIk2RgQST/88EMZN26cvm/GjBny0ksv6dv2ClicDGLw+vXrlQiHNhDhIMr2799f7Rs8eLDKCsY+Wz6HDh2S8uXLY5cKWEV88cUX0qFDB60q2fNXX32lMm/x9VAEvu6F64BAX7CGMGZVw0ph/PjxMmHCBLl48aJqhx/4yj/GgZDdu3dvQb9YmM1VgRf+wBB4GSRAAiRAAiRAAiRAAiRAAiRwPxAoU6aMhISE3A9T4RxIgARIgATuIwIUeFO4GKkVeLXuJk+eLK+99praRPZoZGSk2zO6jAJvWFiYHDt2TBve4fOwYcN0ARjZyJs3b3bY1rgD2azIsIWnLawnINSmFMigbdy4sWzYsEE1hV/wokWLpHDhwikdKji3hg0bqvHQGMcZF1mz1wGu1Z49exQH8KhWrZrTDGV7fRjrkI2NxdmC8hWQoLz5jLtYdiOBw6eOq94K5AoRH2/6ibkRrd5VzO0YuRkfZfkAxpJNf/dfj269AQtuIeDtdcPyAViiXL7pI1FxfC27BaqdTkoXiLdwFll50pIxnWCnAavSTaB0Xi+pEuwjZ27ckZ8PJn2LJt2dsoNkBDpWyiMFcvnIL4ePybbz/35AnawhK9JFYGBEXZWcMHrF9xKfwIVG0wXTwcFNylWSh8s/KAdPnZC5q5Y6aMXq9BJ46qFmUq1sBaHAm16SPJ4ESIAEsiYB36x5Wpl/Vp06dZI333xTZb3CIgFesrAkyOyAnYGW4YtFy5Bx68rX4vGVYwiuqQl49GriLqwW5s6d65K4izGwaBoEcmQdI5ABnZLAi0zfmjVrqoc6yE0/cls8mCHyMkwicE/gzeWXW3x9/EwaJHt3m3g30SLwgoGX5f982jzFszdBF8/eC986sFjj3PaWazEUeF2klupmpe/djo9ct1iPUKtJNT9XDgj0syjoloiKS5R/ziV9g8aV49gmdQTalg8UvJwPXb0m606eSd3BbO0ygYERSU3/PLLPcn9WvwxdPpYNXSMQWiApm/RKVKT8tt215BHXemYrI4GIB2uIlDXWsEwCJEACJEAC/xKgwPsvC7eWgoKC1CJlmsCJTFlN4F29erXKSMWAsD+oW7euw7HhbYtMUsTUqVMdtnN1R+nSpZWgC2G3UKFCdsVdCNOwmsB+ZPw6ClglwG4B0bp1a/UwtoUlghZY2C00NFTbdOkZC6SNHTtWWS2Ap23ANmLOnDmq+qOPPpKCBQsK2K5atUo2btwo+/fvV1YSEH27dOki9vyTbfvkNgmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAl4EgEKvCZeLaPXq1GghDAKX1gELAycCbywJti+fbtq6w6Bd82aNbpPbqtWrVS/tj9mzpypFjYrV66cU4H3+PHj+nkULVrUSuCFXQREVgQya1Py+rWdA7bhLYUsYwjD9rKMIeBqHOEHPH36dBk0aJBVV5cuXZI//vhDpkyZIh9//LHKqrZqwA0SIAESIAESIAESIAESIAESIAESIAESIAES8GACFHhNunhRUVHKD1brvkqVKlox056RCTx69Gh9/LZt2+pldxd+/vlnvcumTZuqLFy9IhWFUqVKudQaC9stXrxYrSj7+OOPC3jjfCFow0cXYvtbb70lFStWFOxnkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkEBWIECB14SrCPsD2AvcunVL9V6iRAkpW9ZcwyQsgrZ8+fJkZxMfHy+aBzCyWCE8I9544w1p3rx5svbuqjAu+FanTh13deuwH4i7EHXnz58vlSpV0ttB2G3RooUSelGJxe8o8Op4WCABEiABEiABEiABEiABEiABEiABEiABEvBwAhR4U3kB79yxv6JLZGSknDlzRi2mNm7cON1WAd1PmjRJvL29UzlS6ppfuHBBWrZsmeJBvr6+ytYA3r9mxunTp/XuixQpopfNKoDvrFmzrMRdjOXn56f8jjEHiN0rVqxweWE5s+bKfkmABEiABEiABEiABEiABEiABEiABEiABEjAXQQo8KaSJATD1ETXrl2lXbt2qTnE1LYQqLEgWVxcnPTt29e0sc6fP6/3XaDAvSXP9RrrAhagGzNmjKpE9rMWtuVXXnlFmjVrpu22eoYNhKNF1DA+snrhZYyMXmQx58uXz+p4bpAACZAACZAACZAACZAACZAACZAACZAACZCAJxKgwGvSVcMCZZ9++qnVwmMmDaW6xSJuw4YNSzYEBM3o6GjlR/v777/LgQMHBIujvfzyy7Jz5061+Ji9BcySdZTKivz58+tHXLlyRS/bK5w9e1a+//57e7us6lq3bm21bdwAb2dhXOQOmbwMEiABEiABEiABEiABEiABEiABEiABEiABEsgKBCjwpvIqOsrGDQ4OlrCwMMGiYHiuV6+e+Pv7p7L3tDfPmzevIMPVWSB7d+jQoTJq1ChJTEyUqVOnysMPPyzPPfecs8PStA++w1oYs3m1Onc/p7QYm/Fa4NwZJEACJEACJEACJEACJEACJEACJEACJEACJJAVCFDgTeVVxGJenhrw3x0+fLha/A3ZxYiRI0eaIvCWLFlSx7Rv3z69bK/Qpk0bceRt/Prrr6ssY3vHGesgcDNIgARIgARIgARIgARIgARIgARIgARIgARIILsRMHflr+xGMw3na/SZtXe4I+HTXltX6yCoarFnzx61+Ji2bXxOz9yMXrnLli1TNhHGvo1lWET4+PjYfZi9OJ1xHiyTAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQgKcRoMCbyVcMHrnO4vr16852p2lftWrV9OMSEhLE0RjpmRssKsqXL6/GiYmJkYULF+pjskACJEACJEACJEACJEACJEACJEACJEACJEACJOAeArRocA/HVPXi5+ent4f46Siw78KFC452p7l+y5Yt+rGhoaFSsGBBfRsFbX7O5oZ2x44dw5MKe9m+L774ogwcOFDt79+/vzRv3lyKFy9+7wjPebp6PVJi4+I8Z8IeOtNrMVfE24ufOZlx+W4naAsLJlgYu/9DIzPm7Jl9JqhpB+W+I7n96PVt9jV8pISP3CFmUzAH5Uzqtligj/SoRgskUyBbOs2fM+l3XvPSpaRSSLBZw7DfewTeesRiCZaYdJ8mFPcSKBtSRHVYrniovN/5Jfd2zt50AlVKl9PLLJAACZAACZCALQEKvLZEMmDb6Bd74MABhyP+8ssvDu0T7B00YsQImTRpkr1deh0sD6KiovRtCK6xsbGSM+e9v+YsezC/a9euyeXLl+XKlSuCBeRsA9YRS5cuta222u7Xr5/MmzdPdu/eLVevXlWLz+XPn19ZMVg1tGzApiF37txqLCxSBzG4Tp06sm7dOtumGbYN2wjErdgY9ciwgbPpQDG3b2bTM8+40/byumv5vxabcQNm05EC/O9KgD9FBLMvJGPU3gAAQABJREFUf4UC/EDIbMb5cvpIRMlcZg+T7fuvVDBY8GCYS+DR8KrmDsDepWD+AtKiXiOSMJmA9jeKycOwexIgARIgAQ8jQIE3Ey5Y9erV9VGnTZsmffv2lfDwcL0OhR07dkjPnj2t6lLaiI6OTnXG78aNG6Vo0aIyaNAgefvtt9UQmN+JEycEWbmo++qrr5IN/dJLL8n27duT1RsrIBp/9913Urt2bSUiQxSGaOwsjh49Kps3b1aWDhB9jZnB/v7+zg51+77ChQtLjhw5JDGRKWJuh2voEFYgsAoxfshg2M2imwggIx/Z+VhskWEOAdwr8IFZrly51IdW5ozCXuPj49V9mfcMc18LuGfg9y6FBPM4a/cMfMDNMI8A7hl4P4n3dAzzCNy6dUsx5j3DPMboGXyRMMMgARIgARIgAVsC/EvflkgGbENArVu3rmzatEniLF/9f+qpp5TI27JlSzl79qysXLlSvvzyS5VpW6xYMVWX0rRg5WD0ucWbWO2PX7yphYjmyHIhMjJSYKEAobdTp07Su3dv+emnn9SQs2fPVmJFu3btlKfub7/9Jj/88IPK3nVlbpUrV5Yff/xR2rZtq85VOw/tzQnmiT8gMTcI1HhzqIm62jPajBs3Trp06aIdniHPmKO97OUMGZyDkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkIALBCjwugDJjCYjR45Uwi7sEvbt2yevv/56smFGjRqlRE9YL6QUEEiPHDmiN4NwjIe9gGDavXt36dixo3Tr1k2OHz+umiFjuEaNGtKiRQt58sknZcmSJap+6tSpgocxsIDasmXLpGzZsqoa2baO4vHHH1d9aqIx2iFjE/YPrgRE1j59+mR4RhyuDdgwg9eVq5T2NsjshpiveT+nvSce6YgA+IIzLFqYWeOIUvrrca/AvQ1Z0s7uiekfKXv3gNcygtno5r0OtHsG7he4bzDMIcB7hjlcbXvlPcOWiPu3ec9wP1NHPeJ3X7ly5fREHkftWE8CJEACJJD9CFDgzaRr/uijj8rWrVulR48esn79eiUKYCoQBWDXgIxa7Bs8eHC6Zog/zAoVKiTItoXfbs2aNVW2MOwHELCCQEYxFkzDV4vhq1uxYkWVwTt+/HgZM2aMla0C/HmbNm0qM2bMkKCgIJfnhq8sa4HjYe8An197AfEYbb799lu5ceOGymBesWKFPPHEE/aam1Z3/fp1xcS0AdixFQF8hZJhLgGIj3gwzCWAb0wwzCfAe4b5jDVhzPyRsvcIvGdkzPXnPcN8zrxnmM8Yr2N861H7pqb5I3IEEiABEiABTyHgZfnE9a6nTDarzhPZt9u2bVMLkTVo0CDNtgDvv/++jB49WmEaOnSoDBkyxCVkb731lkyYMEG1bd++vbJgMB4IP14IsqVKlZKqVaumKZvn+eefV3686Beevp07d1bC7alTp+T06dNK2C5SpIiEWRZYCw0NVcM/88wz8v3336syhOZ3331XlTPqB+Z27tw5KRJSSAoHhWTUsNlunB0H96pzLhRUQny9/bLd+WfECd+MjZLr0VcsmdK+kpBI3zazmPt4X7PcyxLkXJSvXL6VtEijWWNl536rFI6zcBb54cAdib3DtzBmvBbCg72lZhEfOXItXqZvvW7GEOzTQuDt+gWkUICvzNxwUdYe/HcBXMJxL4E5L5ZV7zN7Tl4jMXH8kNO9dJN6e6pBGXmmYVnZtv+YjJr5gxlDsE8LgVefbylNalaSMmXKSEgI/zbhi4IESIAESMCaADN4rXlkyhayWxs2bJgpY2PQVq1a6QIvFjgzxurVq2XRokWqChnFzr6qCSsJiKIIW0sHVWn4ga8XQcjVxFzDLr2o2T+gQss41ndaCrZzg6+xo0jN3Gz78LV8RTWHPxfmsOXi7m2Iu76+FHjdzRX9+XgbxUZj2YzRsnOfSVY1dxK9JD6BX2s3+5UQHX9XYpLcGsweKtv1H3uPa7xFC7scw4VGzXoB3LmHNio2Qc5HMfPfLM5av+evxUhMPG8aGg93PkfHJH0LKzYuXs5djnRn1+zLQCAmlt92M+BgkQRIgARIwIYABV4bINlx0/jVQFvbBVg4TJs2TWFp3LixWhzOESMIwcj0RaQk8Drqw1gPARcB2wr4AttGZs7Ndi7cJgESIAESIAESIAESIAESIAESIAESIAESIIHMIMAUo8ygfp+NuXHjRn1GVapU0cuZWZg5c6ayrcAc6tevbzeDNzPnx7FJgARIgARIgARIgARIgARIgARIgARIgARI4H4gwAze++EqZOIcdu/eLePGjdNn8PDDD+tlswq7du2S5cuXW3WPlaThRQzP28WLF8uaNWvUfvhLff3111ZtuUECJEACJEACJEACJEACJEACJEACJEACJEACJJBEgAJvFn0lQDC1t5It6iCiwisXC5hNnz5dYmNjFYWaNWsKfHbNjvHjxwseKUWjRo3UwmzFixdPqSn3kwAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkEC2JECBN4te9mHDhgkerkaBAgWU2OtjWVDsfglYR/Tr109GjhwpxgXX7pf5cR4kQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkkNkEKPBm9hXI5PEh6Pbq1UuGDx8uwcHBGTKbLl26KF9d42B3796VW7duSWRkpMA2YuXKlRIXFycLFiyQ33//XVasWCHVqlUzHsIyCZAACZAACZAACZAACZAACZAACZAACZAACWR7AhR4s+hLIDw8XPCwDX9/fylZsqSUKlVKwsLCBIuqlS5d2raZqdvNmjWTF1980ekYO3fulOeee072798vFy5ckM6dOwvqvL29nR7HnSRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiSQnQhQ4M2iV7tjx44yZMgQjz27qlWryvr166Vw4cLKS3jPnj3y008/Sfv27T32nDhxEiABEiABEiABEiABEiABEiABEiABEiABEnA3AaZDuptoFu4PNgrOwt6ibs7ap7QvKChIIiIi9GZbt27Vy7aFjJ6b7fjcJgESIAESIAESIAESIAESIAESIAESIAESIIHMIECBNzOoe+iYt2/fdjrz69evO92flp1G392rV6867CIz5uZwMtxBAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAhlEgAJvBoH21GH8/Pz0qcfExOhl2wL2wSvX3bFlyxa9y9q1a+tlFDJ7blaT4QYJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJZAIBevBmAvTMHBJWBsePH5fz589LZGSkFC1aVC22lj9/frvTyps3r15/4MABvWxb+OWXXyQ+Pt62Ol3bsGTYvHmz3kfDhg31MgoZNbfzly/JlchrVmNzw/0ELl47LV5eXu7vmD1KYmLCPQp3xMf7MomYRiCJc5E8tyUk4I5po7DjJAJtHvCVROfOQUSVRgI5fZIOLJPfT4Y9FJzGXnhYSgQK5k4C3bVuiLSvFpRSc+5PJ4EpvZtY7hm8aaQTo93D8wX4q/pqFcLk6+Gv2m3DyvQTKFggX/o7YQ8kQAIkQAJZlgAF3ix7aa1PbOfOnfLZZ5/JsmXL5Ny5c9Y7LVtFihSR7t27S58+fSQ0NFTfX716db08bdo06du3r4SHh+t1KOzYsUN69uxpVWfcKFGihFy+/K+o9Prrr8uAAQOMTVTZ399fibZ58uRRz3/99ZcuGteoUUPKly9vdYw75mbVoc1Gjhw5VM2dhDuCB8NcAncSnFuAmDt61u8df9Mm6eea2Jv1zzmzztDPotn4+VBEMJt//pz8QMhMxvhAOIevlxTPw7eKZnJG3yGBfpaH2aOw/1KF8hCCiQRwz8idM4eULl7YxFHYNQjgbyYGCZAACZAACdgS8LL8MuZfobZUPHT7/fffl9GjR6vZDx06VIYMGSI3b96UV199Vb7++mtLFl9iimfm4+MjL7/8sowfP163QKhXr55s2rRJHVuxYkUl8rZs2VLOnj0rK1eulC+//FLZMxQrVkzVoaHxZQUrhfQswIZMXYjIYWFhag7GH67OzdfXV5+DcW7GvuyVY2NjXeJm71jWuUYAr0s8cI0Y5hHA/0H8/2aWtHmM0TP8wI32MeaOlj17x/0C93G8nhnmEeA9wzy2Ws94HYMz7xkaEXOeExKSPtjkPcMcvlqveC3zvZxGw7xnvI61JBTzRmHPJEACJEACnkiAioonXjUX54xM3SeeeEK2bdumH1G8eHGpX7++IPsVGbEXL14UWC/Mnz9fLl26JHgTPGnSJEHG78KFC6VgwYIycuRIeeqppyQqKkr27dsnyMC1jVGjRkl0dLSMGDHCdle6t50JUq7ObcKECWnyCMYfXakRhNN9stmwA/DFw9ubluBmXn780UXGZhJO6puczWes3ZOd/W4wfxZZfwS+ljPmGuN9Bu/N5rLmPcNcvlrvvGdoJMx95v3CXL7snQRIgAQ8mQAFXk++einMvUuXLrq4izdd77zzjsrqtfep79ixY1Umbv/+/SUuLk5+//13JQ5v2LBBHn30UYEfbo8ePWT9+vVKBMbQ+OMadg04BvsGDx6cwoyc7w4ICBBkAcMXGHNA1i4yaK9fv676njNnTrIOXJ0bBN7UBmwljh49mtrD2J4E7lMC+LIGv9J+n14cTosE7j8Clg/e7vm63H9z44xIgATuOwIQ0vnBW8ZclkqVKklgIH1dMoY2RyEBEiABzyFAiwbPuVapmumCBQvkueeeU8cEBwfLqlWrBD62KcWff/4pbdq0kWvXkhYV++ijj2TQoEH6YTExMUo0vnr1qjRo0EDQd0qB7BR8bQuBLF8Iua4EBN0XXnhBNYXX1IULF8TRYnBo5GxuOPft27err47hK9SuxKlTp5RfMd6selseDHMIJNyzDvHxoluMOYRFLURl+bPL0r3la+1CD16zOCdY6EJE97p7R7zvpmyJY9Y8snq/CV5+Snj0iY/J6qeaaeeX6O0jd30tHo+WBRq9LR+4MswhkJgjp1jSd8XyqTb8XcwZhL2KRQlTFBJu3ICHGImYQMDL8j7dO2dOSbS8379965YJI7BLEPDNlUt8LH9XlSlTRkJCQgiFBEiABEiABKwIUOC1wpE1NuC7i8za06dPqxP64osv1OJprp7d3LlzBdm/CIiz+/fvV28kXD3etl1aBV74LMJ/F+eDwKJr8NxNS6RH4C1ROJ8UK8hVa9PC3ZVjNu0+qZo9WCjasqAP//ByhVlq21y66SsnrueS3HJDwr13pPZwtneRwL7E6hIjgVIicqsUij7o4lFslloCW4tbPry0fOhW+X8fi19c0u+H1PbB9s4JXCxbX85WbSk5jh+SInMnO2/MvWkmcKb3+3InpIh4fTFFvFatTHM/PNA5gcTvF6t7xsGmzSSR4qNzWGncG9yzuxT8v15y2vJNv1/7vZ3GXnhYSgQaDR0iZS3roFDgTYkU95MACZBA9iRA08sseN3hh6uJuxA2/+///i9VZ9m5c2dp2rSpOgbZrt9++63V8b/99psSjPv06SORkZFy4sQJtfBaaGioYBG2N954Q06eTBLtrA5M5QY8puABrIWWVaxtG5/37NkjvXr1Ut7C+ES7SZMmMnDgQEE9gwRIgARIgARIgARIgARIgARIgARIgARIgASyKgF68GbBK7t8+XL9rGCxkBYzfnjqrl27VvUzb948K5sGiKbTpk1T+15++WVl6QCRVwtk/FarVk358mp1aXk+cuSIHD9+XD8UWcn2AkIuRG1tEQ20+eOPP9Rj4sSJ8t1339k7jHUkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIk4PEEKPB6/CVMfgIHD/771eCqVasmb+BCzRNPPKH8auGdu3fvXpWlW6pUqWRHYoE1Tdz18bG4eyYkSO7cuaVDhw7J2qamAv2MGTNGP6Rw4cJib/x3331XsEAcAkJ2+/btpWHDhhIVFSVr1qxRIm/btm0lp8UXjEECJEACJEACJEACJEACJEACJEACJEACJEACWY0ALRqy2BU9d+6c3MAiEpbAwmTFixdP0xkWKFBAwsLC9GMdWS5g8bayZcvK0qVLlVfu33//LbNmzZI8efLox6a2sG/fPnnsscdkxowZ+qGffPJJspV5d+3aJahHwKsXc1i0aJH069dPhg4dKuvWrVPiLzJ7NR9fY5av3jkLJEACJEACJEACJEACJEACJEACJEACJEACJOChBJjB66EXztG0Dxw4oO9Cxmta7Bm0DpA1e/jwYbV59uxZrdrqGf3Pnj1bIiIiVH3dunUFD0fRuHFju3OC8BodHS0XL15Uvr7G43v37i2dOnUyVqnyyJEjVcYwNj744ANpaVl0wDaQYbx79241R9t93CYBEiABEiABEiABEiABEiABEiABEiABEiABTydAgdfTr6DN/A8dOqTXlC5dWi+npYAsXi0gvNqLWrVq6eKuvf22ddu2bbOtcriN+U+YMEF5/No2gnWE5jUcFBQkEIEdxfvvvy9z5syRxMRER01YTwIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIeSYACr0deNseT9vX995LeunXLcUMX9hizdoODg+0eUa5cObv1jiorVqwo8OpFQHCFV+6FCxfk9u3bqs7Ly0sGDx4snTt3lvLly6s6ez927NihZ/pCZA4MDLTXTNVVqFBBME+jN7HDxtxBAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAh5EgB68HnSxXJlqyZIl9WbpFTQ1ewZ06MjL94EHHtDHc6WwefNmgXcuHnv27JFTp04JhGRk2SJg1TBx4kT5888/nXYHr2EtSpQooRUdPrvSxuHB3EECJEACJEACJEACJEACJEACJEACJEACJEAC9ykBCrz36YVJ67RCQ0P1Q+352eo7UyjgWGTXauFIIHVUrx3nynNISIjAT3fKlClqIbXIyEjp2bOnzJs3z+Hhly5d0vcVK1ZMLzsqGIVvR21YTwIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAKeRoACbxqvGMTPnTt3yurVq+W3336T48ePC3xhMztga2D03t2+fXuaprR161b9uLCwMClTpoy+bSykZxE3Yz8o9+3bV8/kxXaPHj0EGb/2Ik+ePHo1BOGU4n64NinNkftJgARIgARIgARIgARIgARIgARIgARIgARIILUEKPCmglhcXJxMnjxZmjRpIljYq1q1avLYY49J06ZNlaiaM2dOadasmfz444+SkJCQip7d27RTp056h/CzTW3AJmHQoEH6YfDDhTduRsSHH34o9erVU0PFxsZKu3btxGjHoM2hSJEiWlFOnjyplx0VTpw44WgX60mABEiABEiABEiABEiABEiABEiABEiABEjAYwn8uyKXx55Cxkx8+fLlKsMUmbqOAqLur7/+qh7Iop0/f77UqVPHUXPT6l944QUZM2aMyiiGl+3cuXPVomWuDjh79mzZsmWLag5ht0uXLq4emu52WCRu1qxZUqNGDYGgDn9eZPZCNDdG5cqVBW2Rmbt3717l3etIhIZgfeTIEePhqSpbDrcsCGf5wTCVAAgTszmI79799wOaREPZnNHY613xlkTLg2EugbvevpLonbRop7kjZb/e73rfe/1a3gPcvbcwavajkBFnfO/ebGF817BIbkaMnB3H8PL3F697i/pmx/M385y97t0nvCz3Dm8/PzOHytZ9gy+DBEiABEiABBwR8LKIX1SuHNG5V//555/LG2+8oWfl+ljexDRo0EBl8CKLN1euXHLs2DH5448/ZNWqVXpvyOidNm2aQHDN6EDm7vDhw9WwyHaFQI25phTbtm2TVq1ayfnz51VTnPeECROsDgOPV199VdV9+eWXyi/XqoHNhp/ljZ5mkRAdHS0BAQE2LZJvjh492squYdGiRfL0009bNWzevLnO295+rTH2dejQQW3i2mlz0fY7esYCcPayhx21Zz0JkAAJkAAJkAAJkAAJkAAJmEkA1nlYw4RBAiRAAiRAAkYCFHiNNOyU161bJw899JC+p0qVKjJz5kypW7euXmcs7N69W4mfv//+u179008/SZs2bfTtjCjctmQo1K5dW/kEY7wcOXKohczeeustu3YL0Pk//fRTJarGx8erKeJc4YELodoYGSHwQoStVauWPv+iRYuqTN38+fPrUwFXWDggKlSoILhWhQoV0vejcPXqVYmIiJD9+/er+tQIvNeuXVOZv/wMxAqp2zc0vo4ysN0+YDbsUGOMUydn814AGmcyNo8xeiZnc/kaGaPM17N5vPlaNo+tsWdyNtIwp6wxRu+8Z5jDWOsVf8uEh4dL7ty5tSo+kwAJkAAJkIAiQIHXyQsBImPNmjVl165dqlXv3r1l4sSJ4m/5ipezgECKBcJgjYAoXLiw7NmzR4KDg50d5vZ9yD6FALpp0ya976pVqyrBE+dVrlw5OXjwoCBrd8OGDbqYisaVKlUSCKhoYxsZIfBiTIjL9evXt9gjJKop9OrVS6ZPn241HZwf5okoWbKkTJo0SR5++GH15hIZ1cg0hq0G3mzizWdqBF6rgbhBAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAvchAQq8Ti7KZ599Jm+++aZqERYWJvv27UuWzerocIi88JGFPyyiZ8+eAjuDjA4sVAZh+uuvv3Z5aCyqBmsJR1YKGSXwYsLgj+uAgEi7du1aq4zqqKgoeeqpp5TvsWpk+eF9z59KE4ZbtmwpefLkkQULFijfXmQ3uxIQhG/cuKFni7lyDNukngA+SMG1SumDk9T3zCOMBOBpDd9qfMjBMIcA7hm45+JbD8xgMocxeuU9wzy2xp7xWsZ9WfudatzHsnsIaPcMWH0xzCOAewZYwzKMYR4BvM8AY94zzGOMnvE+LjAw0NxB2DsJkAAJkIBHEqDA6+CyXb58WWWvXr9+XbX44YcfpH379g5a26+GTQOySRH4RXzx4kXl16sqLD9+++03+e6779QmPGcxFp5/+eUXJa7CY/btt9+W0NBQ7RDlA/zNN9/I9u3ble0ArAdu3bql5lq+fHmpXr269OnTR1ky6AdZChCakX0Mewm80bUNCD8QJWCB0LBhQ/XA4mb2RDejwDts2DCBV+0///wjJ0+elNKWxeXgTwzRFee+Zs0aadasmS6SOvLghej63//+V2Xt4txOnDihbBeQSbx48WLB9UDgHHfs2GEltENMHz9+vHpcuXJFPzUILPAfxlxgnYHrgfN0VeCFDzHOiUECWYKA5Y9bi+qYJU6FJ0ECJEACJEACJEAC2ZUA/h4y2tZlVw48bxIgARIgAWsCFHiteehbS5culSeffFJtw8sWdgFpCVgcHDlyRB2KDFJtsS9UGIVSiJbw6YWwaQwIsrB7QCCD+MUXX0xxLvCjRcauPZ/gEiVKyJkzZ+TRRx+V1q1by7hx49S2cUytXKdOHZX1iuxlezFw4EAZNWqULt4a2+DT+5EjRyqhGb6/CIjRmJtt4LyQNQyrCEfx3HPPyRdffCEFChSw22Ty5MlqITwta9deI5wveNr69NprizptkbUcfr6Sw59Zj444pbc+6mac6iLQL1G8qT+mF6fd4+MSROISLCtb370jARJttw0r00/gpgRKopflfhF3TfxvR6W/Q/Zgl8CNAMuHnpYPKwIuHxTvxOQfWNo9iJWpIhCXO0jiA4uId+wNyXHuUKqOZWPXCcQWryR3/S3rHJw7Ll6Rl1w/kC1TReBueG11z4jau1XuJlh+ITLcTiBH4WKSs1BxiY2KlKtHec9wO+B7HeYPLS25g0KEi6yZRZj9kgAJkIBnE/D17OmbN/sDBw7oncO3Nq0Bj1hklyL+97//WQm8xj779++vi7v46k2C5Q0ozPM1QRgZso0aNRJ8/QmB7FhkxsLfF4uBIUN33rx5aj/m3rVrVyUI235NSvvaMDJpx44dK2fPnpUHHnhAmjRpojyC//zzT+XZiyxfiNrPP/+8bNy40ThVVR4wYIB8/PHHqowx2rZtq7J+8ZVOZMquXr1a3nvvPcHiaM4CbWGhEBMTo5pBTH/88ccFojKybpcvXy44n/nz58tff/2lsnfz5ctn1eWSJUt0cRf7cO4VK1ZUX/tftWqVyiLG+UK0R9/OhGSrju9tFCwQIMVC8trbxTo3ENi095TqpXS+O5KDOrobiCbv4lKMt5yI8pacEiMPJCYtOJi8FWvSS2Cf94MWwr5S8OoOKXR1e3q74/EOCGyt9IbaU3rzNPGLu+GgFavTQ+BC2WZy9sFnxf/CUSm6YGB6uuKxTgic6jlNboeEis/aheL9589OWnJXegjc/nydOvzgJ+9LYmzS+8309MdjkxMo1q6blHimh1w+tE9+HTEgeQPWuIVAozcGSdmHmrulL3ZCAiRAAiSQ9QhQ4HVwTbH4mBalLbYDaQ348Grh7Ov+ECLLli2r/GYh3CKjF4uDwTsW8cknn+ji7pQpUwT2Cbbx4YcfqkXJsLga5g9BGVmr9uLvv/9W1ciyfeedd5R1gdZuxYoV6jiIvBBVt2zZIrVq1dJ2K3sIZP4i8PWgb7/9Vom0WoNBgwbJV199peaIuWgB/zNjoP9XXnlFF3chOPfr18/KuwuCMc4V/SG7GecIFsZA9i4ydyHuQrw1Xi8ssgYfXYjYFy5cUHNHG+N1MfbFMgmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAl4EgFvT5psRs7VmMGLr8GkNZBhqwWyZR0FsmBnz54tTzzxhLI1gL3Cs88+q5rjuEWLFqly/fr17Yq72Amv3jfeSMpswja8bJ0FLCjef/99K3EX7ZHlqi0uh21k0RoDIqtmhQCBGBm4ttGtWzd59913bauttqdOnSp79uxRdbChQBazbcYxfIFnzZqlfH3REGIurB60wDw2bNigNiHaGsVdrQ1E8g8++EBxDQ8PT5GLdhyfSYAESIAESIAESIAESIAESIAESIAESIAESOB+J0CB18EVOnToX/8oe6Khg8OSVRs9Y7HImqNAhmxERITd3VigDVm1M2bM0G0R7Da0VMJ0X4ubN29qRbvPzgRY2EFooS1whm1YKWAuCAjKL730kirb+4EF4oKCguztUnXwINZi+PDhWtHuMzJ7EVggDRnDWkAQxkJqCGQbb9q0Sdtl9YwsYCxGB7/f7t27W+3jBgmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAl4KgEKvA6unK/vv+4VEAbTGsas3eDgYIfdYDE2R5E3b15p2rSpElMbN25stxnsDuCVu2zZMn0/6pyFszGNwmx8fLzeDcbQ/HIbNGggfn5++j7bAuaNhdrsBTyGjx49qnZBQE/Jq9e4YJxRfEcHyDhGwM4BInnHjh1lzpw5YhTU4T1smx2sDuIPEiABEiABEiABEiABEiABEiABEiABEiABEvBgAv+qmB58EmZMvWTJkqJ55sLP9tFHH03TMEYxsnjx4g77gEesqwFPXPjIom/MDY/Dhw+LUYhFX7aet8b+c+TIoRZoM9YZy/7+/vqmZseAijNnzuj1WAgtpXDUBn662nwhgpcoUSKlrvT9RqaohOcvhOetW7cKRG0syIYHRN2aNWsqCwksdmf0EdY7Y4EESIAESIAESIAESIAESIAESIAESIAESIAEPJgABV4HFw/2A+vXr1d7jX68Dpo7rIbwqoUzEdPZPu34b775RsaMGSO7d+/WqqyekU0Lv2BX5gtfWgigqY0rV67ohxQsWFAvOyo4ysw1comLi7MSjh31pdUfOXJEK6pnWDSsW7dOsKDavHnz9MXoIHBDDMcDFhCVK1cWMKxevbrV8dwgARIgARIgARIgARIgARIgARIgARIgARIgAU8lQIHXwZVr0aKFEguxO6XFyhx0oaqRVaqFsyzglOwDRowYoTJVtb58fHwEFgtVq1aVatWqqUeTJk2U0InF0xBpEXC1/h09FytWTN917tw5veyocOHCBbu7AgIC9HrYL3Tt2lXfTqlgzxYC/WExtk8//VSWLFmifIJXrVplZdOABd0aNmwoc+fOlfbt26c0DPeTAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQwH1PgAKvg0sEAbBPnz7Kb/b333+X1atXS7NmzRy0tl/9888/y99//6125sqVS5566in7DVOo/fXXX3VxF97Ao0aNkl69ekm+fPmSHRkVFaXXGa0V9Mp0FoxWEqdOnUqxN83mwrahcTE47EP2rTsif/78SiyGYIwMXgjsS5cuVQvUwV4C/sHDhg2jwOsO2OyDBEiABEiABEiABEiABEiABEiABEiABEgg0wlwkTUHlwAWBh06dND3vv7663L79m19O6UC2vbv319v1rZtW8GiY2kJZKRqMXToUNWvPXEXbYyCakqLrGl9puYZAq+Wbbxp0ybleevoeFgvGDOYje1g7wAxFrFr164U2WKhuxUrVij7CW2RN62/06dPC7J1jeeOfchghu/ukCFDZMeOHaJ5IKN8/vx57XA+kwAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkIDHEqDA6+TSffzxxxIcHKxa7Nu3T95++22ngqbWFYTVt956Sy2ChjqIsaNHj9Z2p/pZywLGgc5sHrBo2cKFC/X+jx8/roTNy5cv63XpLQQGBkrHjh1VN+h/zpw5DrucNm2aOLNxqF+/vjoWgu2kSZMc9oMd6Au2GeHh4dKtWze9LewWsCBe8+bNZcqUKXq9bQHXsU6dOqoamb0QhRkkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIk4OkEKPA6uYKFCxeWzz//XG8BEbJRo0Ziu8iX3sBSwL6IiAir4yZPniylSpUyNktVWcs8xUE7d+5MdmxkZKR88cUXggXNjBmzsIjAgmLIloVX73/+8x9JSEhIdnxqK5BFDKsIxHvvvad8f237QLYtMmedBRaMg5cwAm3hkWsvsGgcPIi1QDa1FvAbzpEjh9qcOXNmsixerd21a9dk48aNahN2GRUqVNB28ZkESIAESIAESIAESIAESIAESIAESIAESIAEPJZAkkrnsdM3f+LPPfecQBx87bXXVPYusmkhmsKPt2bNmlKjRg3l9bpt2zYlrsIvNzo6Wk0MVgYffvihdOnSJV0Tbdq0qXz//feqjwEDBkhsbKxA2CxdurSMHTtW+fMie9dZwAYBD3csvAabBmQzQ6C9ePGiyip+9tlnBRm5EJA3bNggixYtUlwgBGtWEbZjQ3R++eWXVfYumNWuXVs++ugjgZ0FFpC7fv26LF68WAYOHChXrlxRp/fMM88oAV07V9hedO/eXaZOnSrIVAar4cOHq4xeZO2iXwi7EKK1Bd/grQwLDlcjLv6O3LgV52pztksjgZu3vSQ+/Z8/pHH0rH1Y3J2k80sUH4mWwKx9spl4dgmS9JlpnH8+ic5VNBNnkj2GvpU/THxu38oeJ5vBZxmfO+nbS4k5AiS2eKUMHj37DHfXL+kD6rshxSSxzIPZ58Qz6UwDy1WWxLjYTBo9aw/rH1JInaB/YB4pGF4la59sJp5dzrzJ11/JxOlwaBIgARIggfuMgJfl6+p377M53ZfTWbt2rTz//PO6SJjSJJE1C/uAxx57zGFTZAdri4t9+eWX0rNnT7ttsVgahMt169ZZ7UcmqtGPFgJq5cqVVRYx6gsUKCA9evSQ7du3C/xyb9y4oR+PY+Fr6yggZGsWChBEkSFsG8ho7tevny7gGvcjMxe2FBC8ly9frnZhUbYSJUoYm8nNmzdVH9OnT7eq9/f3F1vRGqI6FkzTMna1A9DukUcekfXr12tV6jlnzpxKDDdWvvPOO2pemo+wcZ9tGfN1ZjFh257bJEACJEACJEACJEACJEACJGAmgTJlykhISIiZQ7BvEiABEiABDyTADF4XLxoEVnjOzps3TyZOnKhEU3uHwue1V69eSgyGX607AmIkhM2RI0fKhAkTdNHSKO5C2MVCY7Bp6Nq1q3zzzTcq87hVq1Yybtw4JVSiHoIrAseuXr1aZSKndY7IasYiZsgu/ueff5TfLwTcevXqKZ/cxo0b6+IuxrC3MFxAQIDy10VmLrKC9+7dq7KAjeJu2bJlVRYv5q9ZQxjnDDF45cqVqh+c69mzZ9VuZDojsB98sOhdp06dVJ0rP4KCglQGMD8DcYVW2tvgWuNDDAjyDHMI4DWM/w/4/+Pn52fOIOxVv3fhQyhXPkQisrQR4D0jbdxScxTvGamhlfa2+NYTXs+8Z6SdoStHgjFe07YJAq4cyzauEdDuGXiPYe+9umu9sJUrBJBEk9aFu13pn21IgARIgAQ8lwAzeNN47a5evaoE32PHjqk3jWFhYcpnF5m7ZgYsB2bPnq1n/iJrF9sQP1MKiGhvvvmmvqBZlSpVlG1DSselZz8Eb4i/eDNy+/btFC0iIELt379fLVAHlviEGqKxq2IJ7CCQeXvy5EmVbQ2rB5wnRF4GCZAACZAACZAACZAACZAACZAACZAACZAACWQ1AhR4PeyKItsD3rsQMRFYcOyzzz5z+SzgaxsaGipRUVHqmC1btigvYZc7sDSE9QI+OYZw2qRJE4eHYgyMhTErVqyosnMdNr4Pd0AsvnTpkhLw78PpZZkpIbMGr2vYhjDMIwA7FHzQwQxe8xjjdYxvR+CbCbae4+aNmv16jouLU1n/vGeYd+2RjQcbJ94zzGOMnnnPMJev1jvuGXhN85tCGhH3P2v3DGRJM4PX/XyNPSJpBkkwria/GI9lmQRIgARIIGsToEWDh11fWCxo4m7JkiVlxIgRqToD2CTAUxdWBljUTFu8zNgJrAyQKdyoUSO1QNysWbPk66+/VgItrA4iIyMFi8ohNm/erPpBdu5///tftQ3P3xMnTqisXYi7CEdexIMGDVKLo6ENFqQrXLgwig5jypQpsnPnTiWejBo1SvLnz6+3hYXG5MmTVcbw4cOH1Zv5SpUqCR4RERGCheBSE1iU7cyZM6k5hG1JgARIQN0jiYEESIAEXCWA91UMEiABEnCVAD6sh5UcgwRIgARIgASMBCjwGml4QPnbb7/VZ/niiy9KWnx+Bw4cKAMGDHD4xgCWD5cvX1aZJRcvXlTeuNqg2DZ66cI3FwutQZzVRF+trfEZtgvXrl1TC78Z67Hw27Rp01RVeHi4spAw7jeWkYGIeUN8rl69upW4C2EX9hPIhjEG/HjhNQzf5Dlz5sjMmTOlUKGklX6N7eyVYWmByJMnT5o42+uTdckJaAvZISuc2QjJ+bijBtlLmmc3Mj8Y5hDQ7j/gjcx0hjkE8HsPGdKw4tGYmzNS9u0V9+Pg4GC1OOuhQ4eyLwiTzxwfQCOr9MCBA1zU1UTWDz30kLpnLFmyRNmFmThUtu0a7+Hxej59+rS+3ke2hWHiiWN9E9jXaX+jmDgUuyYBEiABEvBAAhR4Peyi/fTTT/qMW7durZdTU3DVmB9/cEAU1QLiG95Q9O7dW5YtW6b8e9etWyd4aKFl1Npmo2ARtBo1aqiF2IwCcffu3ZX4iuOxMBxEWkexePFiJe5if7du3fRmeMP+xhtvqLmhb/gRwxICc8XCc2vWrFHHYaG6xx9/3KkQrXdqKKDPYsWKGWpYdCcBTeDFa4f2Ae4k+29fsEuBwAtRjF+d/JeLu0u452gLzeADKYY5BLQPNuGBTyHdHMawV4LAi3vH33//bc4g7FVZbkHg3bNnj2zatIlETCIAgRfx3Xff6QsVmzRUtu22Q4cOSuDFN/jwbTuGOQSQpAKBl0ECJEACJEAC9gh426tk3f1JAKKpJpxCbK1Vq5apE/3jjz8EmWjI0MUf0sjeheD78ssvC0TVVq1aJRvfOEfYLSDjWBNj8aYPmb7GQCYuHgj4ASPT11HAJgIBEbBTp056M2TvQliBEIss4kmTJqk5vvrqqwJBHFm8mvUD7COcZRrrnbJAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAh5AgAKvB1wkbYr42pMWyKzJiEy8Fi1ayPjx4yUsLExl83Tp0kVKlSqlHi1bttSmI/hqFjKKn3/+eYGHLwRgzBfb8PBt0KCBagsx1lbE1QRgNEAWr72AFy78hxFPPPGEWlwAZQi7GzZsQFFlCGMBOtuAxcIHH3wgWPgB84TIyyABEiABEiABEiABEiABEiABEiABEiABEiCBrECAFg0edBXPnz+vz7ZAgQJ62VHhnXfeUZm32I+vDWuhlfEMofjLL7/UdiV7fu2115LVaRWff/65VlQ2CEWLFtW3bQvIAsbXt7AYG7J6hw0bpjfp3LmzvPvuu+qrtnPnzpWPPvpIfZVcb2ApoB5iLgLew1ogk7lIkSKCRdX++usv9RXHunXrarv15759+6rF5ejxqiNhgQRIgARIgARIgARIgARIgARIgARIgARIIAsQoMDrQRdR87fFlK9cuZLizLG4WErZqiVKlHDaT7ly5ezux8I2R48eVfuQNetM3EUjo+hqu2BLSEiIyv794Ycf5Pjx47J+/Xpp1KiR1biaPUPBggVVBq9xJ3x1IfDGxsZKRESEPP3006oN6rUF1eA9igeDBEiABEiABEiABEiABEiABEiABEiABEiABLISAQq8HnQ1jWLs1atXVTasmYtS+fj4qAVA7CGCn662uA08bo1zs9feWGcr8GIfFluDwIuATYNR4IVnLhYgQcB71/acBw0aJBs3bpStW7fKnTt3ZP78+eoBQbdmzZoCK4l27dqZ7lmsJsgfJEACJEACJEACJEACJEACJEACJEACJEACJJCBBOjBm4Gw0zsUFgrz9/dX3cBewdbL1rb/f/75RwmeED2ND6PVg+0xxm2MZyumavuRMasFFmKDR25KD639kSNHtKL+DK9fWC0gFi5cqIvH2Nayd1E2+vViG4Hj1q1bp/bBZ1cLMMLCbcOHD5fatWtLlSpVUsxo1o7lMwmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAl4AgFm8HrCVbo3R2SkPvLII7J8+XJVAyH0wQcfdHgGyMC1F64uzubMrzYgIEDvGvYLXbt21bdTKtgTjTEn9DF27FhBdvL//vc/lXULYRqevYiqVatK9erV7XaP+WAxt08//VQt8LZixQpZtWqVXLx4UW+PLOCGDRsqP9/27dvr9SyQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQgKcSoMDrYVcOIqgm8EL4HDx4sMMsWzNPrXz58lbdv/rqq1bbadmATQMEXsSCBQuUwLt27VpdpLWXvWs7DnyKwQgPZPDCtmHp0qUyY8YMlWEcExOjFnijwGtLjtskQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAKeSIAWDR521eAlmy9fPjVrWB3AfzYzAoudaYu+7dq1S/kBO5vHrVu3BFm1Bw4cEIis9qJixYpSr149tQsZvPD4/fnnn9U2Mnw7d+5s7zA5ffq0ytY9efKk1X5kPNeqVUuGDBkiO3bskOLFi6v9KLtqU2HVITdIgARIgARIgARIgARIgARIgARIgARIgARI4D4jQIH3PrsgKU0nd+7cMnnyZL0ZMl5nzpypb6dUQFar0dM2pfbO9tevX1/thmA7adIkZ01l2rRpAp/d8PBw5ZXrqDGyeBHXr18XZO9qAm+rVq2kUKFCyQ6bO3eulCxZUpo3by5TpkxJtl+rCA4Oljp16qhNMIAozCABEiABEiABEiABEiABEiABEiABEiABEiABTydAgdcDr2CXLl0EDwTEypdeekmeffZZOXTokMOzgZftkiVLpEGDBtKvXz+9nbZom16RisKYMWNE8/lFliw8bu0FsnZHjBih73r99df1sm2hY8eOkitXLlU9bNgw0bJyX3zxRdumavvJJ58UbWE1CN1ae9vG165dk40bN6pq9F+hQgXbJtwmARIgARIgARIgARIgARIgARIgARIgARIgAY8jQA9ej7tkSROeOnWqJCQkyLx581QFFlzDAwuePfTQQyqrFeLt9u3bZcuWLQIbhdjYWKuzbdy4scyePduqLjUbWPTs5ZdfVtm70dHRUrt2bfnoo4+kbdu2Uq5cOZWFu3jxYhk4cKBcuXJFdf3MM89IRESEw2FgPwF/XPgLb9iwQbVD9m3r1q3tHpM3b15B1i94XL58WZo2bSrDhw9XGb04DvOCsPvee+/JhQsXVB99+vSRPHny2O3PXiX6oKWDPTLurbtx44Y4W9jPvaNlr960//v4QAgf9jDMIQC+iPR8cGbOzLJmr7Dd4evZnGurWTBhAVNni7maM3r26VX7gLps2bLi6gK42YeO+88U3ySD/RfD/QS0tTmKFi2qkk7cPwJ7BIGwsDCCIAESIAESIAGHBLwsf5Am/UXqsAl3mE0AdgSwDDh37pzgjyn425YqVcqlxdNmzZolr732mty8edPlacLSAIInhE57ghrGh1haokQJOXXqlNN+MS4ygqdPn27VDgKH7ZvoZs2aqQXPtD9orA4wbKxevVoee+wxvQbnN3HiRH3btoBxHnnkEVm/fr3Vrpw5cyYTtd955x0ZPXq03fO2OtiygWty9uxZ22pukwAJkAAJkAAJkAAJkAAJkECmEMCHQkhkYZAACZAACZCAkQAFXiONDCz//fff8tVXX6msWy271Tg8MlMfffRR5Vfbpk0b465kZQjE8+fPV/1pNgS2jeDdi8zeDh06KHsHPz8/2yb6dmoEXu2gVatWydtvvy179+5VmcVaPZ7xJgRZvF27dnUpQyUxMVFKly6t2y0gA7lmzZrGLpOVsYgbfH7HjRuXTJSF2Fy5cmXp37+/dOrUKdmxjiogHCNzl5+BOCLknvq4uDiVhYcPNxjmEMBrGP9H8P+e2aXmMEav+FYFPMlxv7X34Zl5I2evnnHPAGtwZphDAPcMfICLD2SdvV8wZ/Ts0ysy0PENC94zzL3mYIzXtGYBZu5o2bN33jMy7rrDHg+Z0ppNXsaNzJFIgARIgATudwIUeDP4CiErFD6zttmmzqbRsGFDwWJirnwtB2IvfGgxDrJw8elukSJFlMCZUuasszm4ug9vovfv36/8gCEUlylTRmUCp1bseOCBB+Tw4cMCG4gdO3a4OrwSCpF1DAawZIBVRJUqVShquUyQDUmABEiABEiABEiABEiABEiABEiABEiABDyJAAXeDLxasB5ABumlS5f0UZHdChETHnfh4eEq+3Tbtm2ydetW2bdvn94Odglr165VgqVemUULEL8bNWqkzu6zzz4TZ4uymYkAmXiwaEBGMcM8AsjGA2Nm1pjHGJk1eD0jE4/ZeOZxRlYpPuTCazm1H2qZN6us1zPvGeZfU94zzGeMEZDBi9czMni9vLwyZtBsOArvGeZfdO2egW8J0U/aXN7I3IXdHt/PmcuZvZMACZCAJxKgwJtBV+3QoUNSvXp19TVpDBkSEiJTpkxRlgmOpvCVxcLh1Vdf1f11IXquW7cuy/8RgAxnWE5AJEEmclBQkCNEptbTg9dUvOycBEiABEiABEiABEiABEgglQTwDUn8LckgARIgARIgASMBX+MGy+YQQHZit27ddHEXQu2iRYukcOHCTgfEMQ0aNBBYNFy9elX+/PNP+eGHH+Tpp592epyn7Tx48KDyksIic1isDeIuokePHpkm7mJ8ZCMg8gXllbz586gyf7ifwKmjZ1SngUUtWY8+zGByP2GR+JsWn8dr8ZLoa8kWy+f6goxmzCUr95kjMkC8E3zlks85ifS5mpVPNVPPrVx8JfGy/FsX87vE343P1Llk1cFDfUOlvH8FORd7UZZd+j2rnmamn9dTRR6X/H55ZdXxP2XXpf2ZPp+sOoG3avdUyRGjVn4u8Xd4zzDjOj/0QH15+IEGcuDUYflm5UIzhmCfFgJPP/SkVC9XhSxIgARIgARIwC4BCrx2sbi38ssvv5QNGzaoTgMDA5WfbkrirjaDChUqyGuvvSYffvihqpo9e3aWE3j79u0ra9as0U5ZPeOT6aFDh1rVZdZGzpw5JF+BvJk1fJYf95QkCbw5An3Fx98ny59vZpzg3YS7EmsZ+K73XbmTOy4zppAtxvSPsiz6lSBy0ztarvr+a8WTLU4+I0/ynj5z8s5Jibkbk5EjZ5uxArwC1bneSLgp26P+tYvKNgAy6ERbFXxYxLLm7bHrp+Tvc9szaNTsO8z6o5sl5jZ+GzLcTaBUUHERi8B7Neqa/LZ9vbu7Z3/3CDR6sD5ZkAAJkAAJkIBDAhR4HaJx3w5YLWgxfPhwCQ0N1TZdeoZNw9ixYyUgIMBuRmv//v0lOjpa+dZ26dJFZs2aJV9//bXs3btXLa7Wp08fZQVh6++2fft2lUmMZyxkhkXYYCOBx0svvaQWZ0tpgrdv35b//ve/snnzZkE/J06cEIjS6KNZs2bSrl07h13Aa3fOnDnKhsHYCP5dBQoUkEqVKilf4po1awrOq3bt2sZmycrHjx+XyZMnyz///KMWaEMGLvrAIyIiQp599tlkx7CCBEiABEiABEiABEiABEiABEiABEiABEiABDyZAAVek6/esWPHZOPGjWoUCKgQTlMb8FiCWAth2FakRV/I6r18+bJggZ+LFy/K22+/rQ+B7aNHj1p5/cIyYvTo0SpDFgKtMY4cOSLff/+9TJw4UWbMmCFt27Y17rYqYxG4zp07CxaFMwbmAvH2888/l+eee06++OILJdga26C8f/9+mTZtmqpGPzt37pRdu3ZJfHy8bNmyRdVjQbo//vhD+RV//PHH8uabb6p62x8QdrEPDIyBRdKwuB3OB2LyzJkzpVChQsYmLJMACZAACZAACZAACZAACZAACZAACZAACZCAxxKgwGvypfv555/1EZo2baqycPWKVBRKlSqVYusDBw4oEVNriFXcIeZ27drVShh+8skn5X//+59qhoXMnn/+eZVxi9XfN23aJD/++KNAWEX27SeffCJvvfWW1qX+/Pvvv0vLli0lJibp67HIrn388cclLCxMdu/eLcuXLxfMB366f/31l8oQzpcvn368beHWrVtK3MWKsOinSpUqcurUKWXdAG9eCNGYR8WKFdV+4/FLliyRN954Q50rxsD5oh3OfdWqVaoPZDgvXbpUHWsrSBv7YpkESIAESIAESIAESIAESIAESIAESIAESIAEPIkABV6TrxYyeLWoU6eOVjTlGZmuiH79+inf3jx58siyZcukcePG+njfffedLu5Wq1ZNFi5cKA888IC+H4V169apjF9k/w4ePFhl4RYrVkxvc+fOHXnllVd0cRf2ERgTgrIWEIvhrQt7Ctg2wEMYYrGjWLx4sRJ1IQjDUkELCLstWrTQPXqRqQsB2Biog5gLcRfibenSpfXdsLe4ceOGOscLFy4oGwm0qVGjht6GBRIgARIgARIgARIgARIgARIgARIgARIgARLwVAL/KnKeegb3+bxPnz6tz7BIkSJ62awCxNDx48erTNrg4GDlXatl/yJL9t1331VDI3N3wYIFycRd7GzSpImeCXzz5k0ZMGCA1XSnTp0qe/bsUXU9evQQeAAbxV3syJkzp/ICbtCggWoHERaWDI4Cx8M72Cjuoi0yehctWiTw5UWsWLFC4K2rBYRdbQE7iLZGcVdrA6H7gw8+UB7D4eHhSuTV9vGZBEiABEiABEiABEiABEiABEiABEiABEiABDyZADN4Tb5658+f10fAwmHOAguVjRkzRjUxipi2ZWTPYgEze/Haa6/Zq1Z1sDKA7QECNgbly5dXZXs/mjdvrhZog5A7b9485V2riazw1tUCi8Y5C2T2dujQQVksfPvttzJs2DC7zWFf4WgRNW3BNSzihozeqKgola2LjiAMQzg/fPiwsoKAxUTdunWTjYFsYiw2ZytEJ2vIChIgARIgARIgARIgARIgARIgARIgARIgARLwIAIUeE2+WPnz59dHuHLlil62V8CCYFjgLKVo3bq1wyblyjEYYOMAAEAASURBVJVzuO/gwYP6voiICL3sqAChFAIvFi6D1USFChVUGYu2IZAtW7RoUUeHq3qj2Hro0CGHbZ3NGwcFBQXpx2IRNmPAsgECL2whcF5PP/20PPHEE8rKQVtQDYvT2VugztgPyyRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiTgaQQo8Jp8xUqUKKGPYMzm1SvdWPDx8bFrUaANYRRYYavwn//8R9tl9xmZslrgWAi88NPVBFYI0sbz09o6ejaOb9tGs5Gwrde2texhbMOWwRiDBg2SjRs3ytatWwX+wPDxxQOCbs2aNdVicFgwrlatWsbDWCYBEiABEiABEiABEiABEiABEiABEiABEiABjydAgdfkS1iyZEl9hH379ulle4U2bdoogdLevtdff12mTJlib5deV7hwYeVZq1fYFJDlqsWlS5e0okvPR44cUe2MfcTFxcmZM2dcOh6NtD7sHZA3b1571S7VwaIBC8NhQTXYSWBeCFhbbNmyRT1gJVG5cmX55ptvpHr16i71y0YkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkcL8ToMBr8hWCVy4yTBHLli2T6OhoCQwMtDsqMk6RhWsvXPGOTalNQECA3vXQoUMFi7C5Gpqlg7EP2C/Ay9fVwIJpZgXmhUXaPv30U4HXMBZjW7VqlVy8eFEfEnYTDRs2lLlz50r79u31ehZIgARIgARIgARIgARIgARIgARIgARIgARIwFMJUOA1+crVq1dPLWYG/9uYmBhZuHChdO/e3eRR7XePRdVWr16tdkKcbdmypf2GTmptF2ZD1uz9FPA8huiMBzJ4YduwdOlSmTFjhso2xjXAQm8UeO+nq8a5kMD/s3cfgFFU6x7Av/RCIEAIhAABAtIhdJCiIEgRFAQRucBFEQsiFsByLyqoIIrKtVIsqCBSpIgiTfBRRFR6B+mdAIGQhPTy9n/iDLvJ7maT7CTZ5H/eW/fMzJkzM7/Zu2y+PfsdClCAAhSgAAUoQAEKUIACFKAABSiQVwEGePMql4v9hg0bJuPHj1d7IPdtt27dpEqVKrnowTlNzYOzCHzmFODdtWuXyrdbo0YNwWRlGGEcHBwsCKJGR0fLvn37JCUlxW5aiPj4eNm8ebOgj7CwMPHz83POxZj1cu7cOUH6C+QIxjG0gvNF3l08EIiOiIhQQd49e/YI8iEjtYMj5cb1GElKtJzYzZH92CZ3AnGXEsXNPXf7sLVjAqnJmXmr3VI9xDeqtGM7sVWuBeCLUiGtkpRKp3OuAXO5Qzvf9pKakZrLvdjcEYFyHuVUsxCfYBlSpY8ju7BNHgQCvTLfJzpVayt1y4fnoQfukhuBMZ0fk9T0tNzswrYOCtSqkPn5u3aVmjJ+yPMO7sVmuRVoHF4/t7uwPQUoQAEKlCABBngL4GaPGTNG5Ybdv3+/XLt2Tfr37y/Lli2TypUrO3T0kydPqhyzDjXO0ujGjRuCAOjFixfFPL0C8vkir2/p0taDEBjpigBwZGSk6hHpDRo0aKDqbdu2ldWrV6sRyR9//LHg+myVWbNm6dsffPBBNfmZrbZ5WY90C0OGDFG7vvTSS/L2229b7QbpKFq1aqUCvBjZC5OcArxauozEhCTBg8VYgaTYFGMPwN7FPd1d3OOd/yULaS0FAtLLSIDkPa+4ZW9csiUQ7sWAmC0bZ60v4xkgrctGOKs79mNDoE75moIHi7ECd9Vtb+wB2LsEl60gPdp0oYTBAtrfKAYfht1TgAIUoICLCbiZgl0ZLnbOLnm6CJC2bNlSEhMT1fkj4PjBBx/IgAEDxMfHx+o1IQj50UcfyYwZM1TuXq3RnDlzLHLfYlTt1atXpWrVqnL27Fn5888/5euvv1bpIKKiorTdsj3ffffdKi+wtQ8Jo0ePlk8++UTtgzzCyGerlb1790rz5s0lLS1N5RP+448/1ARm2nbt+ciRI4Lcvdo5lCtXTry9vbXNKkAcExOjlhFoxnXABaN9McoZNoGBgWo7gs0IKqNg9C0mlEPB/hhdjInVKlSooCZUMx/FqxqZ/nP9+nWpX7++ClhjFDEC17aC29o+6enpaj/+T0QTMeYZo8DxWvL19TXmAOxVCWA0Pf735+nJ7/WMekngPQNfjuE9Jqec6EadQ0noNzk5WWDN9wxj7zbfM4z1Re/ae4a/v7/6lZTxRyyZR+B7RsHcd75nFIwz/m7DrynxS0UWClCAAhSggLkAA7zmGgbXMfEXcsNeuXJFPxL+gb7vvvtUnt7Q0FAVoN2xY4fKHYsAr3lB0GDq1KkyatQoi3/UtQAvRqTWqlVLtmzZYr6b3TqCnJ999pncc889aoTvwYMHZcqUKWrEMXbEHx0bNmxQo1/NO8LoX4zeRcEf2W+++ab06dNHateuLRg1jBHKSEuBkcMoCD5nvR61wc5/6tWrJytXrpSaNWuq0cTWArzYfeTIkTJz5kzVU3h4uEyaNEkFiBEsxqR2W7dulZdfflmZotHzzz8v06ZNU+35HwpQgAIUoAAFKEABClCAAhSgAAUoQAEKuLIAA7wFfPcQ8ESQd/369Q4fGSPB+vXrJ5MnT1aB4Kw7agFetMNoEK0g2NukSRNp3LixIFh64cIFQV5d5MQ9c+aM1kx/xsi+1NRb+Qy9vLzkxx9/lB49euhttMrNmzdV6gUEh80LRghipIR5wQhgjN7FBHMoGKGL0bYIdJ8+fVqtQ3AbKSQwOjc2Nlatw38wOhfnMHHiRKsjeNEGx7vrrruyBbYReNZGTKMdygsvvKDSODgyug6jg0+dOmVhmtkL/+tMAbzmMEoarzcWYwTgC2e87q2N2DfmqCWvV7z/YjQ63ks5ssa4+8/3DONstZ75nqFJGPvM9wxjfbXetc+2/AWLJuL8Z+09A58xHPmM7fwzKDk9wvi2227jr1hKzi3nlVKAAhRwWIABXoepnNsQaRS++eYbWbBggUoDYK13TIqG4CpGqCJAa6uUL1/eog8ET5FjFykObBWkfcAoXO1Dr3k7fHAYPHiwvPLKK+oDhPm2rHWkbhg7dqxg5C8CG+YFAWaM4kVAGw9cKwrSR2DiuS+//FJGjBih1iEdBEYm4wMibHD8EydOqG3Vq1dXE6itXbtWLZunaFArTP/Bz8KQ7/e9995TgWxtPZ4RdG7YsKFggrt//etf5pvs1pHuQhuBbLchN1KAAhSgAAUoQAEKUIACFCgAAfxiEX/vsVCAAhSgAAXMBRjgNdcohDoCrBhZi2AiUhhg1BdSLWCUq7VcsllPEaM/OnbsKL///rva1KFDB1m8eLGeozZre/Nl5Mht166dmvgN6zG6FYFVfGjIKT+teT+oY6Ts4cOH5ejRoyqXLvpAWgbtW/xBgwZlC/Bm7cN8GWkeYBAdHa1Wr1ixQnr16mXexGodnrDECGXk2UXKiEaNGlnk/rW6o5WVWoC3QqWyUj6YEyZZIXLKqr/3Z44mDwjzETdPN6f0yU4sBZJjUyXpSqqke6VKSsV4y41ccpqAV6S/uKd6yiXva3LN+9YvEZx2AHakBOrHhYmb6f9+Tr4hiZxGwJBXRW0PH4nw9JMzCSLzLxlyCHZqEni0ikgF09QECw/EyO/nMudoIIzzBT7oFqw+Xz82+29JSL71SzfnH6nk9nh/iwrSv1UF2XX4kkz9+o+SC2HwlT/1YAvp2Lya+luNAV6Dsdk9BShAARcU4Gw7hXzT8HMxBHIdCeZaO9UvvvhCD+4GBATIvHnzHAruoq+6desKJlN7/fXXVdcI0EZE5G22bKRDaNq0qXpYO8/crsPkal26dJElS5aoXTFJnSMBXngiZy8ezioeHu7i7cP0Ac7ytNUPgrse3u62NnN9PgTcPf4JnOPJk3/c5oPS/q7/MKe6pUuy+610N/Z34ta8CtzMSJdE4TyxefWzt1+yyRYlxcR7nS9le1T52qa9G8clZ8jVeMtfQeWrY+5sVSAyJoUBXqsy+V8Zl5T5+k1KSZPIqJv575A9WBVITOYbslUYrqQABShAASXAAK+LvxCQ7kArmFwst4Hip59+Wt59912V/xapHrIWTNg2d+5ctRoTqSHf77p16wSpGTB5GYLCSB/RvHlzGTJkiLRs2TJrF3leRooHrVSqVEmr6s84D4xWRhk+fLi0bt1a35a1gvzFGJGLok3IlrUNlylAAQpQgAIUoAAFKEABClCAAhSgAAUo4GoCDPC62h0zO9+TJ0+qICtW+fj46PlszZrkWMXPe5A/F4Fha5MCIYCL3LYoyGGLSdWQm9e8YLI0TNyGvL9Tp06V5557znxznusI4KLgvKxN9LZnzx793JCmwl6AF4Hg3bt3q/4Y4FUM/A8FKEABClCAAhSgAAUoQAEKUIACFKBAMRBggNeFb+KPP/6on33nzp3VKFx9RS4qmMTMkfLiiy/KsmXLxMvLS7p3765y22JU7K+//qomI0tJSZHnn39e6tevr7Y70qetNpiAbdeuXWpz27ZtHU47Yas/rqcABShAAQpQgAIUoAAFKEABClCAAhSgQHEUYIDXhe8qRvBqpVWrVlrVsGcEdzFh2cKFC6VBgwb6cRDYxQhbBHpRPvnkE7sB3n379snq1av1/VHBZHEJCQkqUIzjaH1hhPGcOXMs2nKBAhSgAAUoQAEKUIACFKAABShAAQpQgAIUyBRggNeFXwnnzp3Tzz4kJESvG1Vxd3eXr776yiK4i2NhRC9SIOAckpOTZc2aNZJhmtncWsoHtH///ffVA3V7pUOHDrJgwQKpUsU0zTQLBShAAQpQgAIUoAAFKEABClCAAhSgAAUokE2AAd5sJK6z4tKlS/rJlitXTq9bq2zbtk3eeecdtQnBV61krY8aNUq6du2qbbZ4RhoIW5Oo4fgY1Ys8txjRGxMTI4GBgRb753YBk7iNGTNG3nrrLTGfcC23/bA9BShAAQpQgAIUoAAFKEABClCAAhSgAAWKqwADvC58Z8uWLauffVRUlF63Vrlw4YIsWbLE2iaLdb1797ZYNl+oXbu2+WK2evny5fV1GMlrqwwZMkSQV9e8INAcHx8v0dHRsn//flm7dq0kJSXJokWLZOPGjWpUcEREhPkurFOAAhSgAAUoQAEKUIACFKAABShAAQpQoMQLMMDrwi+BqlWr6mdvPppXX+nkSk6TsXl7e+tHRE5dWwUjhIcNG2Zrs1q/d+9eGThwoBw+fFgiIyNl8ODBgnVIE8FCAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKZAowWubCr4Rq1arpZ3/o0CG9bq1y3333SWpqqtXHU089ZW2XbOvKlCmTbZ1RK5o0aSJbtmwRT8/M7yAOHDggy5cvN+pw7JcCFKAABShAAQpQgAIUoAAFKEABClCAAi4pwACvS962zJM2z5W7atUqiYuLs3k1mPDMw8PD6qOojopFyof27dvr17Rz5069nrVinks46zYsI7jNQgEKUIACFKAABShAAQpQgAIUoAAFKECB4ibAAK8L39E2bdpInTp11BUkJCTI999/78JXY/3UzfPuXrt2zXoj01pM7Gav3Lhxw95mbqMABShAAQpQgAIUoAAFKEABClCAAhSggEsKMAevS962WyeNXLbjx49XK8aNGyfdunWTKlWq3Grg4rUdO3boV9CyZUu9joqXl5e+jAC3rYJtyOOb13L18g2Jvhab1925n4MCN88mibg52JjNciWQkZah2ruleIjXhdK52peNHRdwS8n8zrRSclmpkFJwKW0cP8Pi1bK7VxnJfGUXr+sqClfj8897cTVfkefDisIZFc9zKP/Pp/B+9QOkey3/4nmRReiqPhlaS0xz+rIYIBDo76F6jbitosx+3faEzQYcukR1WaGsX4m6Xl4sBShAAQrkToAB3tx5FbnWY8aMkfnz58v+/fsFI1xr1KghZcuWVakYsp4s0jT4+/tLUFCQaodgcKtWrWTTpk1Zmzp9GTl0tfLMM8/ISy+9pC3qz0gh4ePjI4GBgRIeHi4I6P7111/69nbt2ul1VMxzAh85csRim/nCzz//LMnJyearHKrjXFDSUtPUw6Gd2CjPAukp/Ksrz3gO7JhhCoW5ZbgJgrwsxgp4ZXiKF1/OxiKbeg9052vZSGQEwrxN31lUyvyn0MhDlfi+y/l6CB4sxgqEBZm+sWAxTADp0vx8vaRGaKBhx2DHmQLmE1vThAIUoAAFKKAJMMCrSbjos6+vryxYsEAFQxMTE1Wu2atXr9q9mhMnTsi2bdtUSgcEfc3z1xr1gcE8B25MTIzgYa/s3r1bli5dqjdp1qyZno5CW9m0aVOtKrNmzZKRI0dKvXr19HWo7NmzRx599FGLdY4uVKxYUQWRzX0c3ZftHBdIT0+XtLQ0ixHZju/Nlo4KII0JvkQpqjm3Hb2Oot4Ozua/Lijq5+uK54f3DDy0SThd8Rpc4ZzxWoYxPiewGCOAzxdwNuqzlzFn7Xq94jMGrPmeYey943uGsb5a7/gcpw1C0dbxmQIUoAAFKAABBniLweugYcOG8sMPP0ifPn0kKcn0M/d/CoI5GM2LDwH44wGpCjARW3x8vB7U1YKXaPPee+/JkCFDtN0Ne8YH7FKlSmXrH+eCQDDOUzsvrRFSUWT9IxMB3tatW6tRvrjufv36qSBvz5495cKFC7J27Vr54osvVDA5NDRUrdP6c/QZgZqs5+LovmznmAB88WDg0TGvvLZicDevcrnbj86588pLa75n5EUt9/vwtZx7s7zsgc9E/PcvL3KO76MFdrN+jnS8B7Z0RIDvGY4o5b8NX8f5N2QPFKAABYqrAAO8xeTOdu/eXXr06CHLly/XrwgjFqKiovRlexWkbXjyySezBVHt7ZPXbQji5nbSs5dfflnlF65fv77FYd966y0V2MWI4EOHDgnSP2QtU6ZMUYHtyZMnZ91kdxkjoTHamYUCxUEAGQM4Dq843EleAwUKRgCBdAYSCsaaR6FAcRDge0bB3cUGDRpIQEBAwR2QR6IABShAAZcQYIDXJW6TYyfp53cr8X7nzp0FaQ6uX79udec6deoI2nz33XcSGxurRreuWbNGevXqZbV9QazEqF6MtMUkcdWqVVMjkjFx3KlTpwTpJ1asWCFZA7xdunSRnTt3yvDhw2XLli3qp/44V/xRinQN2B/bXn311VxfgjZxG/ri6Jpc8zm8A76IQHFzMyV7ZATSYbfcNMxINwVqTDl4EeRFjcUYARhDNy1dxPT/LAYJeJqQkTUgOcWkzFzHhii7e7iJp+mRbnrvSE3iq9kQZFOnnj7ups8XbibjNEnH65nFEAHvgMxJeZNiTL9y43uGIcYePh7i6eup5qxIvJloyDHYqYiPv494enmqv4sY4OUrggIUoAAFsgowwJtVpJgsI6UBUhQgVcHZs2fl3LlzKugZEhIiNWrUkLCwMHWlGKW6ZMkSVcdEaFkDvMhf62gO21WrVtnUQ/oIjLBFmThxokyYMMFmW/MNv/32m3zwwQdq1datW8036fVatWrJxo0bVWqHXbt2qcnmbr/9djWZnNbozTffFDzyUipWrizBIZXzsiv3cUBg/84dqlVA5Rri4entwB5skluBpLhoSbh2SVJNWXmuSVBud2d7BwXKS5R4mZRPx3jKhTj+8+ogW66bta+SGTxY/1usJCUzWpNrQAd2qFXdRxrX85Ooc/Hy28KzDuzBJnkR6DK8ppQJ8pE984/LiY2X8tIF93FA4IHZHdVn4KV9vpfU+FQH9mCT3Ao0fjRCmj7eTI78eUS+GPN5bndnewcF/jVxsLTs2dLB1mxGAQpQgAIlTYB/gRbjO46cYwjkasFca5eK4KhWKlWqpFX153Xr1snixYvVMkbCIuetrYIUCAgmo8ycOdNWs1ytv+eee/QALyaGMy/Wzq1du3bmTfS6Eeemd84KBShAAQpQgAIUoAAFKEABClCAAhSgAAUKSYAB3kKCLyqHRZAUBWkIkMM3a9mzZ4/MmjVLre7YsaPdAC8CwUgLgeKsAC9m5NVK+fLltap6LuxzszgZLlCAAhSgAAUoQAEKUIACFKAABShAAQpQoBAETEkvWUqqwJdffilIaYDStm1bsTaCt7BtzNMyNGrUqLBPh8enAAUoQAEKUIACFKAABShAAQpQgAIUoECREuAI3iJ1O5x3Mvv27ZPVq1dbdJienq7y1F68eFGWLVsmv/76q9peoUIFmTNnjkXborCwf/9+ee+99/RT6dSpk15nhQIUoAAFKEABClCAAhSgAAUoQAEKUIACFDBN4EuE4inw/vvvCx45lQ4dOsiCBQukSpUqOTV12nYEmlNTs09ygXUIPiOPLyZ+++yzz9QssThw8+bNBTmAWShAAQpQgAIUoAAFKEABClCAAhSgAAUoQIFbAgzw3rIokTWkQBgzZoy89dZbYj7hmpEYb7zxhuDhaClXrpwK9np4eDi6C9tRgAIUoAAFKEABClCAAhSgAAUoQAEKUKBECDDAW0xv85AhQ1ReXfPLy8jIkPj4eImOjhakP1i7dq0kJSXJokWLZOPGjbJmzRqJiIgw36VQ6wjoPvbYYzJp0iQJCgoq1HPhwSlAAQpQgAIUoAAFKEABClCAAhSgAAUoUBQFGOAtinfFCefUtWtXGTZsmN2e9u7dKwMHDpTDhw9LZGSkDB48WLDO3d3d7n753VivXj3BI2vx9vaWatWqSfXq1aVGjRqCSdVq1qyZtRmXKUABClCAAhSgAAUoQAEKUIACFKAABShAgX8EGOAtwS+FJk2ayJYtW6RSpUoqJ+6BAwdk+fLlcv/99xuq8tBDD8mECRMMPQY7pwAFKEABClCAAhSgAAUoQAEKUIACFKBASRAwdqhmSRB08WssX768tG/fXr+KnTt36vWsFaR4sFesTZxmr70ztxXlc3PmdbIvClCAAhSgAAUoQAEKUIACFKAABShAAQqYCzDAa65RQuvmeXevXbtmUyElJcXmNmy4ceOG3e1GbizK52bkdbNvClCAAhSgAAUoQAEKUIACFKAABShAgZItwBQNJfv+q6vfsWOHrtCyZUu9joqXl5e+nJCQoNezVrANeXwLshTUuWF0cHp6ekFeWsk8lsk5I4POhtx8i9H39kfiG3L8EtNppq2b6XrdhM5G33akizc4ZbzRl1Bk+3fDi9hU3EwVd49/FjJX8b9OFNCdPdzF3ZPOTqS12pWnj6ekp/K92SpOPle6e2aOGXI3vZY9vfnnZT45be5u9DwpNg/MDRSgAAUo4BIC/BfYJW6TcSeJlAzbtm3TD9CuXTu9jkqZMmX05SNHjuj1rJWff/5ZkpOTs662u4wRv+fOnZOLFy9KqVKlJDg4WE2wZh64tdeBkedmftzLpvPDg8VYgdiLJ409AHsXL0mVSnKZEgYL1CybKniwGCvQ/c5AYw/A3qVCNX/pM6YuJQwWaD60tuDBYqzAgNUPGXsA9i712taTqZvfpQQFKEABClCAAoUg4GYancivsgsB3hmHPHbsmHTo0EHvKjo6WpKSktQygp9+fn7i4eEhyLMbFBQkbdq0UROotW3bVpDSYPXq1TJixAi5fDkz4NOsWTPBaF6M2NHK7t27BetRfHx8BMv16tXTNqvnPXv2yB133CExMTH6+qwvq//85z/y9ttvq+0YJXzy5EmJiorS22sVnHeXLl3k4Ycflvvuu09bbfXZWedmtXPTyuvXr8uJEyc4etcWkJPWa68V89edk7pmN/8IaMZYpLNxLwvNmcbGGaNnOhvra26MOl/PxnnztWycrXnPdDbXMKauGaN3vmcYY6z1ir/t8LeYv7+/torPFKAABShAASXAAK8LvxAwojZrsNWRy6lRo4bExsZaBFgRBEZwF9uyFgSG//rrL7W6fv36MnLkSOnZs6dcuHBB1q5dK1988YVKzxAaGqrWoaH5Bz0sjxo1SqZPn46qwwWjiefNm2f1nLROnHFuWl98pgAFKEABClCAAhSgAAUoQAEKUIACFKCAqwkwwOtqd8zsfM0DvN7e3irNAUad5rY0aNBABV/vvPNOq7uuX79e+vXrZzFCN2vDKVOmSFxcnEyePFltMg/wrlu3To3GNc/hW6tWLWnSpIk0btxYBakRLN61a5cgZcShQ4f07qtWrSr/93//J7VrW//pYn7PTT+QlQquAYFw82ux0oyr8imQmpoqaWlpaoR4Prvi7nYEEhMTVU5tjPxgMUYA7xVw9vX15QgmY4hVr3jPQF50/LvHYpwAXsswZs5H44y19wz84orFOAH8ag3WfM8wzhg98z3DWF+td3yOCwgI0Bb5TAEKUIACFNAFmINXp3DtCkbPIvXCggULHL4QtH/ttdekR48edoMRSJmAwOvw4cNly5YtKhiHg+AnWBhBPG7cOLXt1VdfzXbso0ePSp8+fcQ8uDtgwABZtGhRtrbaiq+//lqefvppuXnzpsrR+8gjj8imTZusnmN+zk07nq3nS5cuydmzZ21t5noKuJQAcvHcSr7iUqfOk6UABShAAQpQgAIU+EegTp06UrZsWXpQgAIUoAAFLAQ4gteCw7UWzEfwIrUC8trmVN544w2ZMGGCaoZcuOYTrOW0L7YjUIuRtteuXZPbb79d5fa1tR9GWHXs2FF+//131QT5ghcvXiyVKlWytYu+HteGFA04Dgr269+/v77dWiU352Zt/6zrENzFBHDeptzD3t4+WTdz2UkCcbGZuZu9/EtZDeI76TAlups00+iltOQkyTB9KZPh41WiLYy8eLekZHEzRdLj3dIl0fRgMUagXLqH6csKNzmbEiNpgq8uWJwtUMbdW8p7+El8WpKcTrzi7O7Z3z8C4X6VxMfdS87FXpSohGi6GCTQJLie+nyx6+x+SctIM+goJbvbyoGVpEpgiETH3ZC/zx4v2RgGXn14aA2pEFhewsPDpUKFCgYeiV1TgAIUoIArCnAEryvetXycM1ItaAHegwcPqp+s5WYyBPyMEIFXRwpy82rBXfyUCPl0HQnuou+6devK6NGj5fXXX1eH+uabb3IM8Obm3Bw5f61NOdMEdcEhlbVFPjtZYP/OHarHMqHVxIM/uXaybmZ3CdevSezFc5Lh5SEplcoZcgx2KuJ1IUrcUlLlvEeKnPdMIYlBAncmllI9/3zzmMRnpBp0lJLdbXOfStLJv7qcS4ySGWdXlmwMA6/+vzUHSIhPOVl5YoOsP73FwCOV7K4X3PuxAnj15/ckISWxZGMYdPVDW/WTh9s+KIdO/y0vzsz87G7QoUp0t68MHSvdW3cu0Qa8eApQgAIUsC3AAK9tm2K5pWbNmmoUA3KRVaxY0eqIyeeee07l0cJ2jPi1Vfbs2SMzZsxQm3v37i14mBekWtDKpEmTJCwsTFt06BlpGt59912VWxiTwGUtSBcxd+5ctfrNN9+U4OBgQb7fX375RbZu3SqHDx9WKSSaN28uQ4YMEYxYZqEABShAAQpQgAIUoAAFKEABClCAAhSgQHESYIC3ON1NB67l119/1ScNu+eee6zu8eWXX6oJ0zCxmb0A76lTp2TWrFmqj8qVK1sEeJEuAkFWFB9TioMRI0aoem7+g58eYZQxAsPWRhkjgKsdH3mAP/vsM3nllVcsDnHlyhXZvHmzmkRu6tSpguA1CwUoQAEKUIACFKAABShAAQpQgAIUoAAFiosAA7zF5U46cB3IKfv222/rLTH5mVHlxx9/1Lvu3LmzGoWrr8hFpXr16g61fvHFF2XZsmXi5eUl3bt3l0aNGqkJ0hDQRh5dzKD8/PPPS/369dV2hzplIwpQgAIUoAAFKEABClCAAhSgAAUoQAEKFHEBBniL+A1y9PQwwdjq1auzNU9OTpbY2FjZv3+/GsUaE5M5odWzzz4r3bp1y9beWSvMJ3xr1aqVs7q12Q+CuwjqLly4UBo0aKC3Q2C3R48egkAvyieffMIAr67DCgUoQAEKUIACFKAABShAAQpQgAIUoICrCzDA6+p38J/zj4yMlJ49e+Z4NZ6eniqtwfDhw3Nsm58G586d03cPCQnR60ZV3N3d5auvvrII7uJYGNG7ePFiwTkg2L1mzZpcTyxn1DmzXwpQgAIUoAAFKEABClCAAhSgAAUoQAEK5FeAAd78CrrY/qmpqYIJyZKSkmTkyJGGnf2lS5f0vsuVK6fXrVW2bdsm77zzjtqEyd+0krU+atQo6dq1q7bZ4hlpIGxNoobjY1Tv7t27VaoGjGIODAy02J8LFKAABShAAQpQgAIUoAAFKEABClCAAhRwRQEGeF3xrlk55/Lly1udEA0pCuLi4lQ+2o0bN8qRI0cEk6M99dRTsnfvXpW2wdoEZlYOkatVZcuW1dtHRUXpdWuVCxcuyJIlS6xtsljXu3dvi2XzBUwIZ6/ARysYyctCAQpQgAIUoAAFKEABClCAAhSgAAUoQIHiIMAAb3G4i6ZrKFOmjGCEq72C0bsTJ06UKVOmSHp6usycOVM6deokAwcOtLdbnrZVrVpV3898NK++0smVnCZj8/b21o+Ia2ehAAUoQAEKUIACFKAABShAAQpQgAIUoEBxEHAvDhfBa3BMAPl3J02aJJhgTStvvfWWVnXqc7Vq1fT+Dh06pNetVe677z5B8NnaAyONHSkIcLNQgAIUoAAFKEABClCAAhSgAAUoQAEKUKCkCTDAW9LuuOl6EVDVyoEDB9TkY9qy+bN5Dlzz9VodAVlbxTxX7qpVq1SaCFttkSLCw8PD6gOTp7FQgAIUoAAFKEABClCAAhSgAAUoQAEKUIAC1gUYPbPuUqzXRkRE6NeXlpYmN27c0JfNK8jfa6/Y2g/7tGnTRurUqaN2T0hIkO+//95eV9xGAQpQgAIUoAAFKEABClCAAhSgAAUoQAEK5EGAOXjzgObqu+zYsUO/hLCwMAkODtaXUfHy8lLLCMzaKydPntQ3WxvtO2zYMBk/frxqM27cOOnWrZtUqVJF38dVKpiU7aZpojoWYwVSEuMlLdX+lwrGnkHx7T0tOSnz4jIyxC2RkwwadqdNvih+GW4SmM7vTw1z/qfjEM8AScyw/UsSo49fnPsPdPdRl+fn4S3hfiHF+VIL9dq83TI/hoeUCpa65cML9VxKwsEbhNSRpNR//j0sCRdcgNdYsUzm3xKl/QOkcXiDAjxyyTpU2dJMSVey7jivlgIUoEDuBBjgzZ2Xy7dGIPazzz7Tr6Ndu3Z6Xasgn+3169fl6tWrEhUVJUFBQdom/RnpGVasWKEvW6uMGTNG5s+fL/v375dr165J//79ZdmyZVK5cmVrzbOtQwB506ZN2dYX9IrrJgc8WIwViDl3xtgDsHdxT0kT78jrlDBYoGqat+DBYqxA34DMX4kYe5SS3Xs13wryXPVbaZ1KtoZxV39f7a6CB4uxAlP7/tfYA7B3aVSzvkx/fiolKEABClCAAhQoBAEGeAsB3YhDnjlzRkJCrI+yQY5bf39/CQgIkNjYWDEfefvQQw9lO52mTZvK6dOnBcHgqlWryrfffquCs+YNR4wYIbt37zZfla3u6+srCxYskJYtW0piYqL8+eef0rhxY/nggw9kwIAB4uOTOUIo647nzp2Tjz76SGbMmGGRu9fbu2ADJuXLl1fHtzY6Oes5cznvAhghnZ6eLni9sBgjgNdwUlKSynOtjdA35kglu1ekvMHrGe9tzB9u3GuB7xnG2Wo94z0D/27j/QITtLIYI6C9Z+DfP3xWYzFGAO8ZeE3b+txpzFFLVq/a5wy8X/A9w9h7j3lLOLm0scbsnQIUoICrCvBTu6veuSznjQBZZGRklrX2F4cPHy59+vTJ1uiJJ56Q5cuXq/X4A2/69OkqOIycuhs2bJClS5eq0buhoaFy4cKFbPubr2jYsKH88MMPMnToULly5YoaEYz66NGj1WRv6BP9nD17VpA6YufOnYIAr3nx8/OTqVOnypAhQ8xXG14vVaqU1K9f3/Dj8AAUoAAFKEABClCAAhSgAAUoQAEKUIACFMirAAO8eZUrBvv99NNPalQtJkQzLz169JAGDRrIwYMH1epff/1V8DAvCMyuWrVKatWqpVbbG3nSvXt32bNnjwryrl+/XrWPjo6WOXPmmHeZrY4RcP369ZPJkyfrE7Zla2TgCqShQFAaoxJYjBPAyBpYY5Q5i3ECN2/eFIyC5whe44wxGg+5y/Fa5ghe45wxGh3WfM8wzhj/7sXHx/M9wzhi1bP2noEvlO19jjL4NIp993jPwEAIDBhgMUYA7xn4nIHR6BzBa4yx1itG8GL+FH7O0ET4TAEKUIACmgADvJpEMX3GP/4VK1ZUo2QxUrZSpUryyy+/CFI6IHg5cOBAOXbsmMWHMfyR8cgjj8gLL7yQTQU/CercubN8/vnnghQGjhbk3V23bp0KKH/zzTcqdQPy/ForCB4jyDxy5EipV6+etSYFsg4jos+fP18gx+JBROVppgMFioMAvsBiMV4Aud1ZKFAcBPieURzuIq+BAgUngC/rc/N3WMGdGY9EAQpQgAKFKeBm+saVwxML8w444diDBg1SAVN09fXXX8uwYcPs9nrjxg2pUaOGaH9QYLK0Xr16Wezz/vvvy7hx49Q65MxF++rVq0uTJk2c8o0xRmwivQNSMyAlA4LKyCGM44SFhVmcS2Et4NwuXrwopQJKi1+pgMI6jWJ/3KuRF9U1egWUN70O3Iv99RbGBaYlJ0paUpyki4cke5YujFMoEcf0To0Vd0mT6DRPiTM9WIwRqOKVaHqvENkd5SYp6cYco6T3WskvQ8JM/+xdS0iXbeeTSzqHYdffPsxbArzdZeepm3LyCp2Ngu7Xsqz6nLlow1lJTeOfPUY4N6pRRprUKivnI6Nlw9a/jTgE+zQJtGsRLjWrVZDw8HCpUKECTShAAQpQgAIWAvwL1IKjZCwEBgZKly5dZMmSJeqCDxw4kC3Aay6BDxDWcvWat8ltHT/fQiC3qARz7Z1/QOlACQ4JtdeE2/IhoAV4fUpXEHfPgp1ILx+n7VK7JsVdywzwunlKkpfjI+9d6iKLwMl6psWLe0aaXEv1koupnDTQqFuCAC/KtituEp9mivSyOF2gWfl0U4A3Q67eTJOfjmR6O/0g7FAiQrxMAV6Rv07Eyy/7YyhikAACvChzfjktCUlpBh2lZHc79G7TIBBTgPfshevyxcItJRvDwKuvGFRaBXgNPAS7pgAFKEABFxZggNeFb15+Tl3LnYs+kLYhNwWpFhYvXqx2wURtrVu3trk78udiJCzKzJkzbbZLSUmR2bNny7Zt22T37t1y+vRpqVu3rjRt2lS6du0qffv2tbmvtuHUqVPyySefyPbt21XaCQxORy5hPNq3by8PPvig1pTPFKAABShAAQpQgAIUoAAFKEABClCAAhQoFgIM8BaL25j7i0CQFgWpEZDvNjcFE6bNmjVL7dKxY0e7AV4EghGwRbEV4D106JAMHjxYdu3apdpp/7l69aps2bJFPv30U5UreMaMGVKuXDlts8UzArvPPfecmnjHfAPSQOBaP/roI5k7d658+eWXKiexeRvWKUABClCAAhSgAAUoQAEKUIACFKAABSjgqgIM8LrqncvHeSPIqQVT27Ztm+sRvPk4dLZdN27cKD179lQzz2Njy5YtpXv37ioX7/79+2X16tVy5MgRWbhwofzxxx+C4DJSTJiXn376SZ599lk1QzK2DR06VOrXr6+WMaHcr7/+KnFxcYJcw+hbu3bzPlinAAUoQAEKUIACFKAABShAAQpQgAIUoIArCjDA64p3zc4579u3TwVFzZukp6erAComDFu2bJkKeGI7cuvOmTPHvGmB1jHR2qhRo/Tg7rvvvitjxoyxmMQtMTFRRo4cqSaPQ9qG119/XaZNm2Zxnhi9i2tEcBfB25o1a+rbn376aYmNjZXbbrtNIiMj1WhitGnWrJnehhUKUIACFKAABShAAQpQgAIUoAAFKEABCriqAAO8rnrnbJz3+++/L3jkVDp06CALFiyQKlWq5NTUsO1I2YAJ3lCQy3fcuHHZjuXr6ytfffWVGsW7detWlWP38ccfl3r16qm2COz+/vvvqo6grXlwV+usdOnS8tprr6ngMbYjZQQDvJoOnylAAQpQgAIUoAAFKEABClCAAhSgAAVcWcDdlU+e5553AQRLMVr2+PHjee8kn3sit65WJk2apFWtPuNcUTAZ23fffae3cXd3l5CQELWMFA5//fWXvs28glHA8fHxgny/jzzyiPkm1ilAAQpQgAIUoAAFKEABClCAAhSgAAUo4LICHMHrsrfO+okPGTJEkFfXvGRkZKjgZnR0tCCv7dq1ayUpKUkWLVokyIG7Zs0aiYiIMN/F8HpaWpqcOHFCHQejaitXrmz3mK1bt9a3Hz16VK+jgry6x44dE6RzaN++vfTv31969eql1lesWFG1xWRyeLBQgAIUoAAFKEABClCAAhSgAAUoQAEKUKA4CTDAW5zupulaunbtKsOGDbN7VXv37pWBAwfK4cOHVV7awYMHC9ZhNGxBFeTTTU5OVoe7cOGCVK1a1eFDZw3wvvLKK4IRyTt37hTk9cWEbHggoNu8eXM1iVvfvn2lRYsWDh+DDSlAAQpQgAIUoAAFKEABClCAAhSgAAUo4AoCBRfRcwWNEnKOTZo0kS1btoinZ2Z8H3lwly9fXqBXjxG3WsFo4vPnz+f40NpnTSuBFA2bNm2Shx9+WHx8fLRmgpHLO3bsEKR/aNmypTRq1Ejl39UbsEIBClCAAhSgAAUoQAEKUIACFKAABShAARcX4AheF7+BeT398uXLq3QGSNGAgtGv999/f667QxDVXsGIWmulVKlS+mqkXxg6dKi+nFPFy8srWxP0h8nY/ve//8lPP/2k0k788ssvcvnyZb0tAtnt2rWTefPm5ela9Y5YoQAFKEABClCAAhSgAAUoQAEKUIACFKBAERFggLeI3IjCOA3k3dUCvNeuXcvTKWDSM3vlxo0bVjfXqVPHYv3TTz9tsZzXhbJly6pgMQLGCD4jcL1ixQr5/PPP1QjhhIQEeeONNxjgzSsw96MABShAAQpQgAIUoAAFKEABClCAAhQoUgIM8Bap21GwJ4P0BVpBCgNHi/kIWgRMbRVsi4yMtLo5ODhYEIzFxG/79u0TBIrN+826U3x8vGzevFlq1KghYWFh4ufnpzc5d+6cHDp0SOrWrau2aRuQgxd5d/FAABkBbaSC2LNnj1y6dEmQ2sGRcvNmrLhdvuRIU7bJh0Dyzevi5u6Rjx64qy2BtKR4tcld0sQ71fqXLrb25XrHBdwz0lTjQA/8ciHR8R3ZMk8CDctlSEq6/V+R5Klj7iSh/pmu5fzcpVMNb4oYJODvlTn5a+OqfuLtwYlgDWLWu+3TLlSSU9L1ZVacJ9CgemnVWUhwGenfo5nzOmZPFgJhoeUslrlAAQpQgAIUMBdggNdcowTVMbJ127Zt+hUjdYGjpUyZMnrTI0eO6PWslZ9//lmfSC3rNiy3bdtWVq9eLQgEf/zxxzJmzBhrzdS6WbNm6dsffPBBNYkaNiDdwpAhQ1Sbl156Sd5++21Vz/qfoKAgadWqlQrwYmQvgsI5BXgRIEaJi7mhHln75LJzBZJjrji3Q/aWTcA9I1X8UqKyrecK5woEeaYIHizGCrSrxOCuscIiwaU85IGG/kYfpsT3375OgODBYqzAY73CjT0Ae5caVYPk6WGdKGGwgPY3isGHYfcUoAAFKOBiAgzwutgNy+/pYqQsgqojRozQg6/NmjWTrCkT7B2nadOm+mYEXkeOHCn16tXT16GCUbKPPvqoxbqsC++8844gT25aWppMmDBBunfvLg0bNszaTBBEnjx5sr7+mWee0ev33nuvmlgNE7V9+eWX8tRTT1mM4tUaXr9+XbZu3aoWMfoXo31zKhUrVpT09HSV6iGnttyedwHcO7wG/P0ZRMi7ov098aUGRsFjlLy3N0fj2dfK+1a8jvGFFV7L7u6cwzTvkvb35HuGfR9nbMV7xs2bN9W/r/Z+XeOMY5XkPjBPQWJiomAeAQZsjHslwBivafNffxl3tJLZM98zCu6+e3h4qF9BFtwReSQKUIACFHAVAQZ4XeVOOXiemGTs+++/z9YagUoEePbv3y9RUbdG8GGytaVLl+bqDwsEeDEx2l9//SX4Q7tfv34qyNuzZ0+5cOGCrF27Vr744guJiYmR0NBQtS7bCZlWNGnSRAVkMXo3Li5OkCbizTfflD59+kjt2rUF+XuXLVsm48eP18/5gQceUJPDaf1hNPEjjzwiM2fOlKtXr0rnzp1l0qRJ0q1bN8GoXfSLwO7LL7+sp4t48sknpXTpzJ+Saf1Ye0YgDOkgWChAAQpQgAIUoAAFKEABClCAAhSgAAUoUFQF3EzfuPI3jkX17jh4XoMGDZIFCxY42PpWswYNGsj06dPlzjvvvLXyn9r7778v48aNU0vffvutDB482KLN+vXrVWAXQVxbZcqUKSrAqo2+tfZSwwghpGb47LPPLLpBcDU5OdliXdeuXdWEaT4+Phbr0e6uu+6SLVu2WKz39fVVI2PMV77wwgsqjQNH15mrsE4BClCAAhSgAAUoQAEKUIACFKAABSjgqgL8Damr3rlcnjd+/nfbbbdJp06dZOjQobJy5Uo1mtdacNeRrrt06SLI43vHHXcIfiqkFfzEsH79+ipdAkbN5vSTQ5wX0jxg1G/jxo31vsyDu7Vq1ZLZs2fLqlWr1M9FtWNpzwgGY/9p06apEcPaevwkDwXbkYYC+XqnTp3Kn05rQHymAAUoQAEKUIACFKAABShAAQpQgAIUcHkBjuB1+VtY+BeAnJO7du2Sa9euye23365SI+T1rBCUPXz4sBw9elSCg4MlPDxcqlat6nBQFvnszp49K2fOnFEpGZDqoVGjRsw7mtcbwv0oQAEKUIACFKAABShAAQpQgAIUoAAFirQAA7xF+vbw5ChAAQpQgAIUoAAFKEABClCAAhSgAAUoQAEK2BZgigbbNtxCAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKUKBICzDAW6RvD0+OAhSgAAUoQAEKUIACFKAABShAAQpQgAIUoIBtAQZ4bdtwCwUoQAEKUIACFKAABShAAQpQgAIUoAAFKECBIi3AAG+Rvj08OQpQgAIUoAAFKEABClCAAhSgAAUoQAEKUIACtgUY4LVtwy0UoAAFKEABClCAAhSgAAUoQAEKUIACFKAABYq0AAO8Rfr28OQoQAEKUIACFKAABShAAQpQgAIUoAAFKEABCtgWYIDXtg23UIACFKAABShAAQpQgAIUoAAFKEABClCAAhQo0gIM8Bbp28OTowAFKEABClCAAhSgAAUoQAEKUIACFKAABShgW4ABXts23EIBClCAAhSgAAUoQAEKUIACFKAABShAAQpQoEgLMMBbpG8PT44CFKAABShAAQpQgAIUoAAFKEABClCAAhSggG0BBnht23ALBShAAQpQgAIUoAAFKEABClCAAhSgAAUoQIEiLcAAb5G+PTw5ClCAAhSgAAUoQAEKUIACFKAABShAAQpQgAK2BTxtb+KWkiwQFxcn+/btk5SUFKlYsaKEhYWJv79/SSbhtVOAAhSgAAUoQAEKUIACFKAABShAAQpQoMgJMMBb5G5J4ZxQWlqazJ49W9auXSt79uyRY8eOSUZGhn4y3t7ecscdd8jgwYPl3//+t7i7F9zg71OnTkmNGjX0c7FWiYqKkmnTpsmOHTvk6NGjcvHiRalZs6bUrVtXOnbsKKNGjRJcAwsFKEABClCAAhSgAAUoQAEKUIACFKAABYqTgJspiHcrilecrozX4rDAiRMnpG/fvmrEriM7tWjRQhYuXCi1atVypHme29y8eVPefPNNmTNnjly4cMFmPx999JFMmDBBoqOjbbZBoHfmzJnSqVMnm224gQIUoAAFKEABClCAAhSgAAUoQAEKUIACribAAK+r3TEnn+/Vq1elbdu2cvz4cdWzm5ub9OzZUxo3bixVqlSR9PR0OXPmjPz111/y22+/6UcPDw+XLVu2SEhIiL7O2RUEknfu3ClBQUGC87RW5s2bJ0OGDNE34dwxYjc0NFSNQl66dKkcPHhQbffz85Pt27dLgwYN9Pb2KjExMXLy5EmLkcz22nNb3gRSU1OVsZeXV9464F45CuB7PDhj5L2Hh0eO7dkgbwJ4v8SvITw9PQXvpSzGCPA9wxhX8175nmGuYVyd7xnG2Zr3zPcMcw1j6/j8jdRuLBSgAAUoQAEKFLwAA7wFb16kjvjCCy/Ie++9p84JgU8ERDHa1VrZvHmzDBw4UKU/wPZhw4bJ119/ba2pU9YhxQLSM1SoUEGuXLmSrU8EXyMiIiQ2NlYQHFy0aJEaiWzeEDmEx44dKx9//LFa3bRpUxWsdiSYePbsWf1azftknQIUoAAFKEABClCAAhSwFAgMDLT5d4RlSy5RgAIUoAAFKOBsAQZ4nS3qQv1hhE7ZsmUFI1Uxsg+5azEy117BKF6kOcAoNQRJT58+LZUrV7a3S5635RTgnTJlivz3v/9V/eN58uTJVo+Fc7399ttl27Ztavsff/whbdq0sdrWfKUW4N2WeFF2J10238S6EwUeLdNE3E2jHWtvmive8TFO7JldaQLXq9aXi43ukhtx6fLXoSRtNZ+dLNCmgY+UKeUu/gfixe8EnZ3Mq3cX1busmIZIy2HfTyRV4vX1rDhPICi1pVROvUtKuR+VWt6fOK9j9mQhcCTpP5KUESKlEv4Wn+SLFtu44DyBa2XuUO8Z+MyKUdMszhfAr+Twqz4GeJ1vyx4pQAEKUIACjgpwkjVHpYphu/Pnz6vgLi6tUaNGOQZ30a5Dhw4qWIpAL0bHInVDnz59sKnAy8aNG/VjPv7443o9awU/Se/fv78e4EXaB0cCvFo/SRlpEpuerC3y2SABr4RY8U5ggNcIXs+kBNVtuulLnYQkpl03whh9aint3U3GHvEMIhjlrPWb7BYjqW5x2iKfnSiQ6pb5nuEuKeLjHuXEntmVuYCbpKlFt/QU8UhPNN/EugEC+NyqvU8b0H2J7hKDKVgoQAEKUIACFChcAQZ4C9e/UI9u/mEMo3gdLf/+97+lXLlyKjcuRgDbK7t375bFixcLnvfs2SM+Pj6CNAl4jBgxwmoO3zFjxkh8fLxERWX+URkXFydPPvmkOkydOnUE21EwUgD5g69fvy5hYWFqna3/mI8yPnfunK1mXE8BClCAAhSgAAUoQAEKUIACFKAABShAAZcSYIDXpW6Xc0+2WrVq6qdUN27cULluZ8+eLcOHD8/xII899pjgYa/gJ3Bvv/22TJw4UY30NW+LCd2WLFkiH330kXz++efZRgB/9dVXEh0dre+SmJgos2bNUstID6EFeHOT/xfBZa00adJEq/KZAhSgAAUoQAEKUIACFKAABShAAQpQgAIuLcAAr0vfvvydPPLuIlCrTbL26KOPqsDrc889J3fccYcabZvXI9x7772ycuVKtTvycg0aNEiN2kWwFmkdfvjhBzVxWt++fWXatGny/PPP64d65JFHJCEhQebNm6cmUPP19ZWHH35YbccI3twWTMKGvrTSunVrrcpnClCAAhSgAAUoQAEKUIACFKAABShAAQq4tAADvC59+/J/8q+//rps2LBBtm/frjpDUBYPBGXvvPNOufvuu9WkakipgICwI2XBggV6cDciIkK+//57ue222yx23bRpkwwYMEAuX74sr776qgwcOFBCQ0NVGwR8UVavXq0CvAEBATJjxgy1Li//efPNNyUyMlLt2r17d8HkbSwUoAAFKEABClCAAhSgAAUoQAEKUIACFCgOAo5F7IrDlfIarAr4+/vLunXr9BGyWiOMoEWAdezYsdKiRQuVbxcBWaRWwChcWwW5c1988UW1GUHiRYsWZQvuYiNGCM+dO1e1u3nzprz00kuq7uz/II2qMJ4pAABAAElEQVTDu+++q7otU6aMSgnh7GOwPwpQgAIUoAAFKEABClCAAhSgAAUoQAEKFJYAA7yFJV+EjhsYGCjIe7tv3z4ZPXq0IDdv1oKcuJgs7YEHHpC6devK0qVLszZRyz/99JOcPXtW1YcOHSr2Uip069ZNGjZsqNrOnz9fkpOTrfaZ15U4F/Ncwf/73/+sXlte++d+FKAABShAAQpQgAIUoAAFKEABClCAAhQobAEGeAv7DhSh4zdq1EhNfHbmzBk5dOiQfPjhh4IcueXKlbM4S2zv37+/IPVB1vL333/rq9q3b6/XbVW0fLhpaWly8uRJW81yvR4jd3GOqampal+kgXBkArlcH4g7UIACFKAABShAAQpQgAIUoAAFKEABClCgEAWYg7cQ8YvyoevVqyd4PPPMM5Keni7btm1TI3g/++wziYmJUaf+2muvCXLs3nffffqlHD16VK+PGzdO/vvf/+rL1ipaX9iGfTE6OL8FeYUnTpyodzNhwgSLZX0DKxSgAAUoQAEKUIACFKAABShAAQpQgAIUcHEBBnhd/AYWxOljcrU2bdqox8svvyz333+/bN68WR168uTJFgHeY8eO6ad05coVve5I5fjx4440s9kGo3Uff/xxlW4CjTw8POTTTz+VJ554wuY+3EABClCAAhSgAAUoQAEKUIACFKAABShAAVcWYIDXle9ePs4dKRE+//xzuXz5siQlJQkCtY6UoKAgmT59ujRu3Fg1x8heTMiGCdVQSpUqpZ7xH4yiRXtHiyMpHWz1hZHAyA/8yy+/qCY4jwULFkjv3r1t7cL1FKAABShAAQpQgAIUoAAFKEABClCAAhRweQEGeF3+FubtAjC6dfz48XLt2jXVwb/+9S99wrOcekSu3tq1awtG62ZkZMjFixclPDxc7YZJ1datW6fqyK/bs2fPnLrL9/arV69K165dZc+ePaqvypUrCyZYa9GiRb77ZgcUoAAFKEABClCAAhSgAAUoQAEKUIACFCjKAgzwFuW7Y/C5NWjQQH777Td1lO+//97hAC9G7F66dEnt5+bmJgioagUBXq3s3LkzxwDvrl27JDk5WWrUqCEVK1YU9JebEh0dLd26ddODuwg+r1y5UqpVq5abbuy2be5TSep7Oz4S2W5n3JhNQLvjx9s/JG6mfM8szhdI8/JRnZbxd5fOzX2dfwD2qAT8fTJfzTcb+ElC7Uxz0hgnUCfxcckQvmcYIeyZ4a+6vZleS/YlvGPEIdinSSApo2Kms19tSfCtThODBcLCwgw+QsntPref30uuFK+cAhSgAAUoYJyAm2kEZoZx3bPnvAggXcLHH39sd1eMwPXx8ZHAwEA1enbAgAHSt29f8fV1PHiDFA3IWYsSEhIiW7duVYFWewdu1aqV/P333/pEa82bN5cdO3bou/z555/Stm1btRwaGiqHDx+W0qVL69vNKwgU16xZUyIjI9XqAwcOCILOWsEoYeTlLVeunD7SWNumPQ8aNEilYsAyzm316tVSvnx5bbP+jBG++/fvF09PTzl37py+3l4F6StOnTplrwm3UcBlBPBWzz/AXOZ28UQpUAQE8PFQ+wquCJwOT4ECFCjyAhisgUEbLBSgAAUoQAEKFLwAA7wFb57jEf/zn//I22+/nWO7rA3Kli0rr7zyiowdOzbrJqvLyL172223ydmzZ9X2qlWryocffij9+vWz2j7dNLoSOXUxalYr3333nSDIal4efPBBwYhglBEjRsjMmTPVhGfmbVAfPXq0fPLJJ2o1ArBa/lytXUREhOzdu1cFZWNjY7MFr9evX69SM6A9RhFjxDAC1dZKs2bNZPfu3aqvlJQUa02srktMTFRpKKxu5EqnCOB1hQeC7yzGCWASQkyYiAeLcQJ4f/Hy8jLuAOxZvV/wPcP4FwJey3hf5hdDxlnjize8N/M9wzhj9MzPGcb6mveOgSZ8zzAXYZ0CFKAABShQcAIM8BactcNHMg/wYhQsHlkLPqwiQBsVFaWnS9DazJs3T5BT15GCFAl33nmnIICqlQoVKggCohidW69ePTXiFaNrMVL36NGjWjN56KGHBAHerB/kEDDGfvHx8aotJk+bNGmS6g+Tnx08eFCmTJki8+fPV9v9/f1lw4YNagSu3rmpgtQLWtC3S5cu0qtXLzViefjw4SqtQ5MmTeTIkSNqF6SGQLDaVtm8ebMadYxzRRAbwWVHCiajgzWLcQLajwiyvo6MO2LJ7JkjeAvmvtPZeGe+ZxhvjCPwtUznghEw/ih8zzDeGEfge0bBOOPvEn5Zb6w13zOM9dV653uGJmHsM94v8OtvlpIhwABvEbzP5gHeiRMnyoQJE+ye5ZYtW2TIkCF6OgF8e47RrPXr17e7n7YR+z/yyCMWwVttm63nzp07q3QI3t7eVpv8+uuvqs8zZ87o2xHAw5sLRqtoBaNWfvzxR+nRo4e2Sn/+9NNP5emnn9aXUQkODhakTlizZo3VfSwa21h49NFH5YsvvrCx9dZqTN524sSJWytYo4ALC2SYspW68efWLnwHeeoUKGABZPAy/bvNQgEKUMARAb5lOKLENhSggCbAAK8mYewzYjANGzYUDKpjKf4C/E10MbjHGCG7Z88eadq0qZw8eVKQVmDFihUOB3ix/759+wQB1cWLFwvy6FobtYrAMUbVPvfcc4IAr71y1113qZy3L7zwgixatEiuX7+uvtnXgrsI9A4ePFillLA18nbUqFFy8eJFFYzV8vReuXJFjVrGiGKjC3IEo6Sb/sZNZ2DMMG4PBB5NMYS4JNNoaaR8ZHG6gJfpS1s/038wIVW6m+MpSpx+IsW8Q/cML9M7hbskpSVKcnpyMb/awru8AM/S6pcjHki3g4gCi9MF0k3/RmdgtIfpC1m3uMxf4zj9IOxQMkoHiHiYUueY3i/cJI0iBgmkuZnmp8Agg6QYccvgr7KMYE7zMBl7+Wa+JfOlbARxZp+mt2V8Zk5OTJXUFL6WjYL2L505gMnTE5+Z+TnDCOe0NIwoNX3WMH3OSEvi5wwjjNGnh48pqGtKt4X4EAO8RikXrX45grdo3Q91NrkdwatdwvPPPy8ffPCBWrz//vtl6dKl2qZcPV+7dk2N5sUIVtQxSRpy3OKbn4AA0x8jeSgXLlxQAd+bN2+qSeHCw8NtTr5mrXtMjIY0EpgBGWkeclvykoMXqSYQYD6f6ieX0vmNV27NHW3f3CtKfVh94rtTciXu1uhuR/dnu5wF7qpbWp6+s5IkelyTs4Ebct6BLfIkUO3GXeKbVlbmn/5G1kWuylMf3Clngc9bfSfubu7SYNNm8UrmFxY5i+W+xZWwqnLBlPrIc/teCRj1Su474B4OCcQs+FTSa1aTsJhfpUKC8V9cO3RSxbDRzoqmX4OZomJNv+0hHqmZX94Xw8ss1Eu6EDFMLjYbLqlxIklnEbhhMULAr1aauJtijytnHZRDv2dOUm3EcUp6n2O+7mR6y3AzpQ/cYHpmgNeI18OZM7VMaSbDJGb/H3J+wTQjDsE+TQJVBo2RMg3bCiavtzYRPZGKnwBH8Baje3rPPffoAd5t27ZZvTLklP3222/VhGOHDx8WPJArF/+jRx5bjAJ+8sknpU2bNlb3Hz9+vBpBi2+Apk2zfDMeN26cxMXFSYcOHVTKiK+++krmzJmjcu4iOIx+BwwYoP7B1DrHJC6zZ88WnC8mQTt9+rTUrVtXnQcmXuvbt69qigng7BWM6EVwG/0gGNygQQPp2LGjykWMY7NQgAIUoAAFKEABClCAAhSgAAUoQAEKUKA4CjDAW4zuKoKlWrH2Dc2hQ4dk2LBhKgiqtdOekdf2999/V4szZsxQgdnWrVtrm/VnTKp26tQpKVu2bLYA7zfffCMY9YsgMvobO3asvh+Wkc8WAV6t4HyQpgETvZkX9IG8wEgZMXDgQMH5lCtXzryJRR1BZ0zapiXEx0ZMqobHRx99JAsWLLBozwUKUIACFKAABShAAQpQgAIUoAAFKEABChQXAQZ4i8udNF3H1q1b9atp1KiRXkdl+/btamRtUlKSWt+pUyfBCNlKlSqp/LgHDx6U+fPnC7YfOXJEhg4dKgjA5mWWVuw/d+5c/fjoAzl90Sd+7oKyceNG6dmzp2h5blu2bCndu3eXGjVqqFQOq1evVuexcOFC+eOPP1SO4cDAQL1PrfLiiy/Ku+++qxZxHKSmaNeuncTExAgmekOQt0+fPoL8wSwUoAAFKEABClCAAhSgAAUoQAEKUIACFChuAgzwFpM7un//fnnvvff0q0EA17wgnYIW3J0+fbqMHDnSfLOqv/7669K2bVuVd/bvv/+WlStXSu/evbO1y2kFgqooY8aMkdGjR6tcu6tWrVIpE7AeE61hAjUtuIsALdqaB5ORCBzn+PXXX6u0DTi3rCkhMDGctq5MmTJqpC6CxlqZOHGiMnnppZcEuX9RzEf5au34TAEKUIACFKAABShAAQpQgAIUoAAFKEABVxVwd9UTLynnjZGvCIhmfSAAevLkSdm0aZM8++yzpiTwrdTsiHBp3ry5DB8+XCfCBGeLFy9WywjgWgvuYiMmMENfWkFO3LyWHj16yPvvv69G5AYFBamcvNWrV1fdzZw5U5AzFwXnidy95sFdrMeIW+Twvf3227Eon3zyicoXrBb++c9bb72l0kFg8bXXXlMjgs23o46+MXKYhQIUoAAFKEABClCAAhSgAAUoQAEKUIACxVGAAd4iflffeOMN8fLyyvbw8/OT8PBwufPOO1WeWQR8UZCr9rPPPhMPj1sz2AYEBMiaNWvk888/l6lTp9q9Yky0phVt1Ku2nJtnjNy1VZBbVyuTJk3SqlafMbIXBfmFkf9XKwh4I40DCvINP/HEE9qmbM//+c9/sgWQszXiCgpQgAIUoAAFKEABClCAAhSgAAUoQAEKuKAAUzS44E2zdsoI6D722GOCgClGzJoXpC/o3LmzepivN68jYLpt2zZBKgWtYF1eS+3ata3uignYMNkaSs2aNaVy5cpW22krzSd6O3r0qLZa5eSNjo5Wyy1atBAEsW2VunXrCs4HaSdYKEABClCAAhSgAAUoQAEKUIACFKAABShQnAQY4C3id7NevXqCR9bi7e0t1apVE6Q9wMRkmFQNAVNHyo4dO2TXrl2CgCmCnngcO3ZMkpOTLXbPa75aBJttncvp06f14yB1RNWqVS2OaW/BPMB78eJFvakjfaANA7w6GSsUoAAFKEABClCAAhSgAAUoQAEKUIACxUSAAd4ifiMfeughmTBhglPO8ttvv5V33nlHMCGbtYJUEEj7cOTIEWubHV5XqVIllVLC2g4IJGsFk76dP39eW8zx+fjx43qbK1eu6PXQ0FC9bquCYDgLBShAAQpQgAIUoAAFKEABClCAAhSgAAWKmwADvMXtjtq4nsmTJ8srr7yib8UoW6QtaNKkiURERKjHHXfcoSZtu/fee1U7Nzc3vX1uKlknTDPft1SpUvoi0i/kZgI0BKC1Urp0aa0qWqoGfYWVSn7STVjpjqsoQAEKUIACFKAABShAAQpQgAIUoAAFKFAkBBjgLRK3wdiTWL9+vR7c9fT0lClTpqh8vYGBgdkOHBMTo69LT0/X686qmE/ihj6ffvrpPHUdEhKi73fmzBm9bquC1BAsFKAABShAAQpQgAIUoAAFKEABClCAAhQobgIM8Ba3O2rlen766Sd97cSJE2XcuHH6ctaKebDUiFGvwcHBUrZsWTXqdt++fZKSkmIznQPOLT4+XjZv3qzyDIeFhYmfn5865YYNGwqC1TjHgwcPCvIF2xpxjG3m6R2yXnNOyxjH7C4ZOTXj9nwKeHu6CR4szhfwdL/l6pbh4fwDsEcloCl7unmKt7s3VQwWyHD3kHT3NIOPUjK7T3dzVxee4WH618+Hr2XDXgX//FIqXUyvZeFHcsOc/+k43dNX3DKcP3jB6PN2hf4z3M1ev278zGz0PfPwdBdP78z3aaOPVZL7T0+HMV/PRrwG0tMzPzW7ubuLmxc/ZxhhjD7d/vk8Z1T/7LfoCZj9a1z0To5n5ByBP//8U++oS5cuej1rBZOsLV68WF+dlmbMH85t27aV1atXS0JCgnz88ccyZswY/ZhZK7NmzdK3P/jgg7Jw4ULVpFy5ctK5c2f55ZdfVPB26dKl0r9//6y7q+UlS5aI+aRsVhvZWRnqmSChkmCnBTc5Q+DjB6s7oxv2YUfAN6281L7ex04LbnKGwICwwYIHi7EChzq0M/YA7F3SmjWSG5tufS4giTEC58rcKXiwGCuw96EfjD0AexfPABHPegyiG/1S6P5oPcGDxViBHTvuMPYA7F1KN2gt9SZ8SwkKUMBJAgzwOgmyoLpBLl0ERW0V5L/FKFd/f3/BxGItWrSQoKAgvfnevXsFAdasBcHcQYMGyY4dO/RNiYmJet2ZFUz0hsAsjonRxG+99ZaeNsL8OJjsDderlWeeeUarqudRo0apfrDw8ssvq5G+hw8flqNHj6qAbs2aNQWPbdu2Wezn6ALy/F6+fFmMSFXh6DmUhHYYYY1iawR2STAw+ho1YzobK60587VMZ2MFjO9dey3jSHw9G+etOdPYOGP0TGdjfWlsvK92BL6WNQljn+lsrC96p7HxxtoR8KtnxIZYSoYAA7wudp/j4uIkMjLSobPev3+/rFq1yiIFwksvvSQI3GIiNQQ/r169qgKjs2fPlhUrVlj0i21GFEzs9tRTT6lANd7co6Ki1LE7deqkJn67ceOGLFu2TMaPH6+24RweeOABad++vcXp9OnTR/BYvny5HDt2TD788EOL7UjdgEdeC1JJIEDOQgEKUIACFKAABShAAQpQgAIUoAAFKECBoirAAG9RvTMOnFdoaKjgYV4wKjY2NlYQJL1y5YrahDy3WomOjpZnn31WPbAvUhdo36Ahr+3MmTNVMBVB5O3bt6vRqxgV7OyCid6Qg3fDhg2q6x9//FHw8Pb2FqSKMC9du3aVb7+1/tONXr16qQCveXttJIx2XebbclPH/rDkCN7cqOW+LfIowxj3nsU4gaSkJPVljxH/ezburF2rZ7xnwNnX19e1TtzFzpbvGQVzw/ieYbwz/u3DZx6+ZxhrrX0O9vLyMvZAJbx3fP4OCAgQDw/m+i/hLwVePgUoQAEKFJIAA7yFBO+Mwz7++OMyYcIEm11duHBB5axFGwQqsxZsRwkJCVEB37Fjx6oA0N13360CqufPn1cB2LvuuivrrvleLlWqlDz88MOqf3SGD4UIjpgHd2vVqqVG8Q4dOlRNqJb1oCdPnhScMwqCVkipgMC2FtjFMZCXFx82p0+frtohAJ7TxG6qoek/ly5dkrNnz2qLfKaASwvgfxfalx8ufSE8eQpQgAIUoAAFiqQA0sLh8zsLBShAAQpQgAIFL8AAb8Gb53hEjG7FI78FI3Sff/556devn7Rr1060gG6rVq0EqRrKly8vjRs3lgoVKlgcau7cuYKHtYKgqq2ijRi2td3e+qlTpwpG6iJ/bnBwsISHh0vVqlVV4NbWfgsWLNAD18jB+9prr8mBAwcE51ijRg2JiIhQgWEEdZGHV8vFu3PnTmnTpo2tbvX1GCWGcjHhhkQmxujrWXGuQETZqirw6HZ6j0hKknM7Z29KIKNMsLhVrGkaXZomly8ak1ub1CKVKvuKt4+HeJyKFfdL8SQxSCClTUV8KyhnY/dJasatX6gYdLgS2W2gd0Up72t6b06NEa+EwyXSoCAuOrlUY9M31H6ScP2MJMcZkxarIK6jqB+jTNVm6nPGqVOn9EEARf2cXe38MP8HBoxon51d7fx5vhSgAAUoQIHiIMAAb3G4izlcQ/Xq1VVO244dO6oRsgh0litXTjp37pzDngW3GT+ba9q0qXo4etSNGzfqTTGa2cfHR5o3b64e+gZTBT8Vw0je3AZ4tT5+vXxElp03BR9ZDBFYePuj4iFu4rHsLXG7ccmQY5T0TtOa9pT0Pi9L9LUU+fmHzJH7Jd3EiOvv/69qElzRQ3yXnhD/hceNOAT7NAlc2Xq/KcArsuL0uxKfeoMmBgg0D75POld5VDwTj0vZUy8acAR2CYGo276RNN/qErnvJ7lyeA1RDBJo+dhy1fMPP/xg8Usxgw5XIrvFwAzMl8FCAQpQgAIUoEDhCTDAW3j2BXrk1q1bq5G8GPWK8uWXX4qt1AsY8Yqct7t375bDhw+rR3x8vJoArU6dOioI++STT6qAqrWLGDdunGAyuA4dOsiQIUPkq6++kjlz5qgJz5DnF/sOGDDA2q7Z1p0+fVreeecdPQ/uwIED9cA0Rgq0bdtWrl+/LmFhYdn2NV9RuXJlffHcuXN6nRUKUIACFKAABShAAQpQgAIUoAAFKEABCriyAAO8rnz3cnnujzzyiGgB3vXr11vd+9ChQzJs2DB9tKt5o8uXL8vvv/+uVs2YMUMFbRE4zlq++eYbuXr1qiBQjH20PLloh+UTJ044FOBF/luMMtbSQmCUbqdOnfTDff3113o9p8qePbdG4DZp0iSn5txOAQpQgAIUoAAFKEABClCAAhSgAAUoQAGXEGCA1yVuk3NOEjlukQoBk4xFRkbKkSNHpG7dunrn27dvV6NuMXM2CoKp2KdSpUpqlOzBgwdl/vz5apZ47IvJzxAQxgRn1gramOfyRTvMGI39cprsCRO8mQd3R48eLR9++GGO+1k7D0wwN2/ePH2TtaC0vpEVClCAAhSgAAUoQAEKUIACFKAABShAAQq4kAADvC50s/J7qgiwVqxYURA8RcGka+YB3mnTpqngLbZNnz5dRo4ciapFef3111VahIsXL8rff/8tK1eulN69e1u00RY2b96sqmPGjBEEaEuXLi2rVq0S5AK2V3BeCO4eP56ZwxIpH9599117u9jd9uabb6qANhp1795datasabc9N1KAAhSgAAUoQAEKUIACFKAABShAAQpQwFUErA+9dJWz53nmWgB5a7WCNApaQVB18eLFahF5ba0Fd7ERuW6fffZZbTeVp1dfsFLp0aOHvP/++1KjRg0JCgpSOXkx6ZutcunSJZUb+OjRo6rJK6+8kq/gLtI4aMHhMmXKyOeff27r0FxPAQpQgAIUoAAFKEABClCAAhSgAAUoQAGXE+AIXpe7Zfk74YCAAL2Dmzdv6nWsX7NmjRo1az6qV29gVsFEa1ox70NbZ/6MkbuOFqSNwMRvSO2AgpG3CPDmtfz000/y2GOP6bv/73//k2rVqunLrFCAAhSgAAUoQAEKUIACFKAABShAAQpQwNUFGOB19TuYy/M/ffq0vod5sBOjW5EWAQ9bJTU1VU2+hjQLWsE6e6V27dr2NuvbMPlaly5dVE5frMSEcPkJ7mLkLiZl087v1VdfleHDh+vHY4UCFKAABShAAQpQgAIUoAAFKEABClCAAsVBgAHe4nAXHbwGTK529uxZvXV4eLhez1rZsWOH7Nq1S5AqAbl28Th27JgkJydbNM3IyLBYNl/w8PBwON/tO++8I2lpafruP/74o8qbiwnecluQJ3jixIn6bhMmTLBY1jewQgEKUIACFKAABShAAQpQgAIUoAAFKEABFxdggNfFb2BuTv/UqVN6ENXT09NquoJvv/1WEGzdv3+/1a69vLwEgWEtjYLVRv+sRHAW7R0pWnC3WbNmKrAcFRUlTz75pCxbtsyR3VUbjNbFqN2vvvpKLSPA/Omnn8oTTzzhcB9sSAEKUIACFKAABShAAQpQgAIUoAAFKEABVxLgJGuudLfyea7axGXoBukZEOQ1L5MnT5ahQ4fqwV0ESJGPd8CAATJp0iRBTltMzPbee+/pu7m5uen1rBV3d8dfXuhn5syZsnHjRqlatarq6ocffpB58+Zl7dbqckxMjNxzzz16cLdUqVKC/RnctcrFlRSgAAUoQAEKUIACFKAABShAAQpQgALFRMAywldMLoqXYV0Ak4xppWfPnlpVPa9fv17PeYvA75QpU9QEZYGBgRbtsIBgqlbS09O1ar6eX3rpJT0Yi0Bv7969VX/PPPOMys0bEhJis38Enbt27Sp79uxRbSpXrqyC0S1atLC5DzdQgAIUoAAFKEABClCAAhSgAAUoQAEKUKA4CDDAWxzuogPXsHz5clm3bp1qiZG548aNs9gLo3O1MnHixGzbtW14PnPmjL6oTWKmr8hjxTyA26tXLxk0aJDMnz9frl27pgK/OH9rJTo6Wrp166YHdxs1aiQrV660mn7C2v6OrKvoU1rql7YdYHakD7bJWSCjSn3JCKyYc0O2yLVARlA1tY+Xt5uEhPrmen/u4JiAl1fmrxbSqpaS5KZBju3EVnkWqOxfVxLT4vK8P3e0LVDWO/PfvAyPAEn2b2y7IbfkSyDD3Uft7xMYKgEhDfLVF3fOWaBKlSqC+ShYnC9QoUIF53fKHilAAQpQgAIUyJUAA7y54nLNxleuXJGxY8fqJz9w4MBsk5/9+eef+vYuXbro9awVTLK2ePFifbWWO1df4aTKhx9+KL/88otKCYEJ1+bOnavSR2TtfuTIkSpnL9a3atVKVq9eLeXLl8/aLF/Ld4fUFzxYjBVIGzDR2AOwdykf5CN9H8wM9pLDOIHEB2sLHizGCvQNH2/sAdi7pPrdJtG1PqaEwQKVI+4XPFiMFUDKMRZjBeylbjP2yOydAhSgAAUoQAEGeIvxa+DmzZsya9YseeONN+TGjRvqShH8nDBhQrarxqgGrezdu1fatm2rLerPCOZiZO2OHTv0dYmJiXrdmZXg4GD54IMPZMiQIarbZ599VqVhQPoFrSCtxIIFC9Qi1iMQ7MzgLvqCobPSUGjnzWdLAXxpAGNfX44stZRx3lJGRoYkJSWpvNtZc2877yjsCe+ReD3jtcw/co17PcAYr2kfn8zRj8YdqeT2zPeMgrn3fM8oGGe+ZxSMM/7d40jegrHmUShAAQpQgALWBBjgtabiIuu+++472bZtm8XZIlAWFxenRr4eOXLEIjgZFBSk0jTUqVPHYh8sdO7cWZYsWaLWIx8uArf33nuvGumLHLebN2+W2bNny4oVKyz2xTajyuDBgwXXiJQL169fl8cff1zl1sXx8GF91KhR+qFLly4tI0aM0JftVbp37y6jR4+210Rtw0Rt9erVy7EdG1CAAhSgAAUoQAEKUIACFKAABShAAQpQoLAEGOAtLHknHPfvv/8WPHIq+EYdaRemTZsmjRtbz6WHVAeLFi2STZs2CfLaYsQsHqGhoXLx4kU1WgrHadiwoWAStAceeEAiIyNl+/btKojs7p6ZezKnc8ntdhwLx4yNjVXB5Tlz5si///1v+b//+z9BAFsrjlqgvXm+X21/PlOAAhSgAAUoQAEKUIACFKAABShAAQpQwBUFjInKuaJEMTln7edRERERgsnKMJnawYMHVT5bW8FdXDoCtBid+/LLL1v8VP7ChQsquIug6JQpU1S+2w4dOsjdd9+txM6fPy8bNmxQdSP+U61aNXn77bf1rhF0xjkdOHBAX8cKBShAAQpQgAIUoAAFKEABClCAAhSgAAVKqoCbKc9aRkm9eF63dQGkeDh27JgcP35c5bRFYJg5taxbcS0FKEABClCAAhSgAAUoQAEKUIACFKAABQpTgAHewtTnsSlAAQpQgAIUoAAFKEABClCAAhSgAAUoQAEK5EOAKRrygcddKUABClCAAhSgAAUoQAEKUIACFKAABShAAQoUpgADvIWpz2P/P3v3AR9lkT9+/Jte6ITeOYooCDZAQaycwolg4xRRUUGl2OWn5189xXrWQ+U4USzgqSgg6Hkqioqn6CFKk2qj9xZaevnvd8LzuNlskk2yT0hmP+NrybPPM8/MM+9Zn2y+OzuDAAIIIIAAAggggAACCCCAAAIIIIAAAghUQIAAbwXwOBUBBBBAAAEEEEAAAQQQQAABBBBAAAEEEDiSAgR4j6Q+dSOAAAIIIIAAAggggAACCCCAAAIIIIAAAhUQIMBbATxORQABBBBAAAEEEEAAAQQQQAABBBBAAAEEjqQAAd4jqU/dCCCAAAIIIIAAAggggAACCCCAAAIIIIBABQQI8FYAj1MRQAABBBBAAAEEEEAAAQQQQAABBBBAAIEjKUCA90jqUzcCCCCAAAIIIIAAAggggAACCCCAAAIIIFABAQK8FcDjVAQQQAABBBBAAAEEEEAAAQQQQAABBBBA4EgKEOA9kvrUjQACCCCAAAIIIIAAAggggAACCCCAAAIIVECAAG8F8DgVAQQQQAABBBBAAAEEEEAAAQQQQAABBBA4kgIEeI+kPnUjgAACCCCAAAIIIIAAAggggAACCCCAAAIVECDAWwE8TkUAAQQQQAABBBBAAAEEEEAAAQQQQAABBI6kQOyRrNzWusePHy9/+9vfSm1eVFSU1KxZU2rXri1NmjSRU045RQYNGiTHHntsqeeWluHjjz+Wq6++2mT7y1/+IrfeequsX79eTj/9dMnIyDD7r732Wnn00UdLK6rQ8QULFsgFF1wg+fn5otf/1ltvyRlnnGHytGvXTg4dOiRt27aVb7/9ttB5I0eOlNmzZxfa5/9Ey0pOTpaUlBRp06aNnHPOOTJ48GCpU6eOfza2EUAAAQQQQAABBBBAAAEEEEAAAQQQQMBPgACvH0a4NjXIuX379jIX9+GHH8r9998vo0ePlmeffVaio8s/wDozM9O9Br0eTa1bt5ZRo0aJBnw1PfHEEyZY26NHD/O8tH+0zGuuuUa2bdtmsuq2E9zVHTt27JCDBw9KrVq1ihS1b98+93qKHPTb8dtvv8nChQtl+vTp8vTTT4uaaMCYhAACCCCAAAIIIIAAAggggAACCCCAAAJFBQjwFjUJ657OnTtL9+7dg5apo2B37twpGzZskFWrVklubq7k5eXJhAkTJDExUZ588smg51Vk59ixY2XWrFmiI3G1Ph3Fu2jRIomPjy+12HHjxpnr1Iw6ylaD0OVJem6DBg0KnZqVlSXp6ekmeHzgwAFzbPXq1XLyySfL+++/Lz179iyUvzKe6PVs3rzZjFaujPoitQ794EBfi0lJSWZUeKQ6eNluvdfo6zk2Njak/9e9vBaby9bXsX5DQl/LFfmAzmajcLRN7xn6u1KdSd4I6D0jLS3N3C/i4uK8qYRSJScnR/T1zD3D2xeD3pf1Nc09wztn7hne2fqXzD3DX8O7be4Z3tkGlty4cWPzbebA/TxHAIHyCRDgLZ9byGf1798/pECtBjNvu+020akVNOno1euvv146dOgQcl2hZIyJiZFXX31VTjjhBBOIWLFihTz88MPy4IMPlni6BoGdgLMGLqZMmRJ0pG6JhRw++MADD8iwYcOCZtU3iBp8Hjp0qOhoXh0VfOmll8ovv/xiglNBT/Jo5+7du2XPnj0elU6xgQL6Ry7JWwE1dkb0e1tTZJeuH1iRvBdwphvyvqbIrYHXcuX0Pc6V48w9w3tnXsveG2sNOFeOM/cM7511mkadrpKEAALhESDAGx7HCpfSqVMneffdd81oXw26aqDzpZdeMtMoVLjwgAKOPvpoE9C98847zRGdL/iSSy6Rrl27BuQseJqdnW2mZtBPjTXdcccdctpppxUcDPO/epPXUbsaUNaRvqmpqWbu4Dlz5sh5550X5tpKLk77QNOuj/8rez7/X8mZOVpugQ6PjZWomGiJ+ueLIr6pPEjhF8jv2kXkT/0lbu8OafDf4ufCDn/NkVXiztMvkpy6DSRl71Kpc+DnyGp8Jbb2t5YXi2+4v7RJXioxUdmVWHPkVJWa1Vh2Z7f0jXjMkebND0ZOwyu5pevX15Ls7BiJr1NfYmvUrOTaI6e6tC0bTGM3xtaVPImKnIZXYkvr5KVL3bwM2ZmeL4t25FVizZFVVZ9m0ZIcFyXzlqXKz1vSI6vxldjaEec2Md8qfG78Ut83hgr+HqzE6iOiqvYd6siA89vyTdmI6G0aWZkCBHgrU7uUuvSrY1deeaU7R+6PP/5YyhnlP3z77bebgPL//vc/3x8X2WaqBt3Wr3AHJl2IbdmyZWa3LgD30EMPBWYJ+3NdXO3ss8+WmTNnmrI16F3ZAV6nUem/bZS9X37nPOVnuAUOB9Jl8RKJ8k1ZQgq/QH6NGqbQ6IxDUvOXpeGvgBKNwO6T+5ufSRk7pO6Bn1DxWKBO3A6Ji2a0tBfMmbnJIr7YeWxsntSvz7crvDDWMjdtqul7DyYSk5gk8bVYVNYr57TDBe+PTpS8qPKvb+HV9dlQbmJewYdt6b4f6/bb0KKq2YZTmhRc14YdGbJsbcEaK1XzSu24qu+/30GA16OujI7mwzaPaCk2wgV4l1PFXgBNmhz+ze27rr179xZ7dfpVax3hq0HQVq1amYXINDj88ssvm/lMiz3x8AFnqgad61fTDz/8IE899dTho7//0MDuI488YnboPL2vv/66JCQk/J7Bw6127dq5pev8PIFp7ty5MnLkSPP47ruSA7DaBidvYDk8RwABBBBAAAEEEEAAAQQQQAABBBBAoLoKFB2uWV1bYsl1a9DSSTptQ7D0008/Sb9+/WTt2rWFDq9bt07+9a9/yezZs+Wyyy4rdCzYEy1fR+P+3//9nzmsi6jpfLdt27Y1z3URG50HWEf4atJ5ert162a2K+Mfx0KnbdD2BqalS5fKpEmTzO4+ffpIjx49ArO4z2fMmCFLliwxz1944QV3PxsIIIAAAggggAACCCCAAAIIIIAAAghUZwFG8Fah3tPRsh988IF7RT179nS3nY3169dL79693eBu+/btRadbmDBhggwfPtz3Vcr6pozRo0c7p5T4U8895ZRTTB6dSP6WW25x87/44otmwTPdceqpp7qBYDeDhxs6Ennx4sWmBp2TN9gIXg+rp2gEEEAAAQQQQAABBBBAAAEEEEAAAQSqhQAjeKtANx04cECmTZtmgqvp6QUT5nfu3NkEbAMvT0fb7tq1y+y+8MILzZQJNQ7Pr6k77733Xhk0aJA7Z67ucxYL0+3AFB0dLa+++qocd9xxogHef//73yZA3L17d7n77rtN9po1a8rUqVNF84Yj6dzCH3/8caGidLSwtn3r1q0ya9Ys+fzzz83xBg0amLoLZeYJAggggAACCCCAAAIIIIAAAggggAACCBgBArwevxB0ztovvvgiaC1ZWVmyb98+2bx5c6F5c5s1ayZTpkwRnfPWP61evVqmT59udjVq1EjeeOMN3wrXSf5ZpE2bNmZhMp1+ITc3t9Cx4p4cddRRZp7dO+64w2TRUbwnnniipKammufjx493p20oroyy7H/66adFH6UlHTWsge/mzZuXlpXjCCCAAAIIIIAAAggggAACCCCAAAIIRKQAAV6Pu3379u2ij1CSBnR17lwNqNarV6/IKf/5z3/cfbfeemuR4K5zUKdt0Ll033zzTWdXqT+1vJkzZ8o333wjv/32m3noSeeff37QkcSlFhiGDN9++62ZfuLRRx8V/wXXwlA0RSCAAAIIIIAAAggggAACCCCAAAIIIGCFAAFej7sxJSVFmjZt6tai0yDs3r1b9u7d6+7r0qWLPPnkk3LaaadJcnKyuz9wY968ee6u008/3d0OtjFgwIAyBXj9p2pwpolo2LChTJ48OVjxFdp3xRVXiM6r6590Gom0tDQzanj58uXyySefSGZmprzzzjvy5Zdfypw5cyp1gTf/a2MbAQQQQAABBBBAAAEEEEAAAQQQQACBqipAgNfjnrnmmmtM8Dawmrlz55o5d1euXCka0NRRu127di0xwKvz0zqpRYsWzmbQn6UdD3ZSx44dZejQoW5QV6dq0Kkgwp369u0rw4YNK7FYXXBORyHrtBQ6AlqvS/eFax7gEivnIAIIIIAAAggggAACCCCAAAIIIIAAAtVEIDyrZlWTxlaly9Qgp47I1dG7mnSEqo661VGsxaWdO3e6h/xHBbs7/TZatmzp9yz0zcTERDez/7a7s5I2NNg9f/58iY0t+AxixYoV8t5771VS7VSDAAIIIIAAAggggAACCCCAAAIIIIBA9RAgwHsE+0mnQNDAboMGDcxVLF682Ixs1ekKgqVatWq5u3VxtpJSTk5OSYerxbH69etL79693WtdtGiRux24UZyZk88GD6ct/EQAAQQQQAABBBBAAAEEEEAAAQQQQMARIMDrSByhn82aNZNXXnnFrX3GjBny0EMPuc/9N5o0aeI+3bBhg7sdbGP9+vXBdle7fd26dXOvec+ePe524EZ2dnbgrkLPSwuIF8rMEwQQQAABBBBAAAEEEEAAAQQQQAABBKqJAHPwVoGOOv/88+Wqq66SqVOnmqt58MEH5bzzzpMTTzyx0NVpsPOzzz4z+3Te3hNOOKHQcf8nv/zyi//Tarv9ww8/uNd+0kknudu6ERcX5z53FoZzd/ht6DGdx7e8qX7fXpL0h/JNeVHeOiPqvOiCz5nyh18j+RnpEdX0Smvs4Q+Hsus2lG39S57/utKuycKKcurUN63aU7eLHEr6fXFNC5taJZq0Pq2LREflVYlrse0i0nNqmialp8fIr7/Wtq15VaY9WVkFv/+y9u2RnLRDVea6bL2Q5jmpki9RtjbviLYrMa9goEVKkshZLTD2qjMSD//lfmqXOnJ0qxpeVUO5hwVGjuoixXyxFqMKCqQ0+H1ayAoWxekIIOAnQIDXD+NIbuoia5988ols27ZNcnNzZcSIEbJw4UJ3Dlq9tosvvlieeeYZc5lPPfWUXHnllRIVFWUWaPvb3/7mXr5OV7B79273uR6bMGGCyVuzZk2pXbu26GjgU045RQYNGiTHHnusm7ciG06Qde3atUWK0bY46eabb5a77rrLeWp+ajuSk5MlJSVF2rRpI+ecc4506NDBGDgZe/Xq5Wyan9oOJ61Zs8bZLPLzP//5j2RlZRXZX9qOmJgYk6VGx7aiD5LHAj27e1wBxecl1ZQDx/QAwmOBNF9wVx8kbwVSszH2VlgkJyfG937CF7EheSqQ6/twUx8kbwXq5mV4WwGlS424KOlQjwCv1y+FPzRJkj/8/sVOr6uL2PJ79eZ9hted7/y97XU9lI9ApAgQ4K0iPV2vXj157rnn5M9//rO5oiVLlsjTTz9dKBCqAdnjjz9edK7eH3/8UZ5//nnRYOmhQ4dKHKGqx/URmD788EO5//77ZfTo0fLss89K9OGRlIH5Qn3uzIOrAerA5D+Fwv79+0UfwdJvv/1mgrrTp08XveE7ZWm7O3bsWOiU4447zn0+adIkGTVqlHTq1MndpxtLly6V4cOHF9oX6hMNgutCc3l5jBAL1aw8+fS1of18JBf1K891V7dz9AMYHfXuLFxY3a6/Olyv3ivUuUYNRtV42V/6gZ3+vklISPCymogvm3uG9y8BvWdkZGSYD7i9ry1ya+CeUTl9r/eM+Ph48/69cmqMvFr0/XJmZib3DI+73hkYpK9nkncCOsCrTp063lVAyQhEoAAB3irU6YMHD5YBAwbIBx98YK5q3LhxZtRu+/btzXO9Cb700kvSs2dPExC75ZZb5KeffioUmNWFyQLnqtXgqE7voH8Q79y5U3T+3lWrVpky9I8LHd2rwbUnn3yyUjQ0yKSjdf2TXofzpsUJ6jo/daTuu+++a0Yg+5+jAd4ePXrId999Z97sXHTRRSbI279/f9myZYsZET158mQTTNa5jnVfWZIGvNWThAACCCCAAAIIIIAAAggggAACCCCAQFUVIMBbxXpm4sSJMm/ePDl48KAZCXbDDTe48+7qpeq8vG+//bZcccUVZtTHP/7xj0It0OBuUlKSGf2rI3M16dQO99xzT6F8q1evlttuu00+/vhjs19HC19//fWF8nj1REdslmXRM21PixYtgl7Oo48+KhrY1RHBGrTWEc2B6bHHHjOejzzySOChEp9rmTrdhDMyucTMHCy3QE5OjjH2n1O53IVxYlABfQ2rs35owVehghKFZafzQZWOktYP5EjeCHDP8MbVv1TuGf4a3m1zz/DO1r9k7hn+Gt5sc8/wxjWwVB38ovcN3mcEyoT3ud4zNPGtt/C6BitN/8Zv0KBBsEPsQwCBcggQ4C0HmpentGzZUjRo6QQqP//8c3nllVfk2muvdavVgG0b3zy1f/3rX0WnWfBPdevWldmzZ5vj/vsDt3UqAx0V2717d1mxYoUJsOno4COZ9GvNOtK2efPm0rhxYzOS2Zl+Ys6cOWbhucDrO/vss2XRokXGZ/78+WYUsObR4Iq2cezYsebYfffdF3hqqc81CK1fgyJVjoDzdajKqS0ya9E/DJyR8ZEpUDmt9p+SpnJqjMxauGd43+/cM7w31hq4Z1SOM/cM7525Z3hvrDVwz6gcZ+4Z3jvv3buXAK/3zNQQQQJRvk9c8yOovdY1ddOmTaLBy9dee820TQOaZZlq4fHHH5e//OUv5tx+/frJRx99VG4jnQpC5w7WTzsD33gMGTJEpk2bZsrWax02bFip9VxyySUyc+ZMk0+v88477yzxHJ37S+cn1lHMOl+xLthWkbRx40bZunWrLJj6riya8Z+KFMW5JQjcMOtFifbNt7zuur9K9vbfFwcs4RQOlVGgdt9e0vjmoSJbN4tMe7WMZ5M9ZIGhI0QaNZH6m3+UOjt/Dfk0MpZNYG23QfopnhydcFBihbcwZdMLLffOnDjZlptovhGkHzyTvBFYt26dWQQ2r4ZvOqjEmt5UQqkStXuD6HcqvtqXLLlmC5RwC7ROyJK2idny0+5s+deyg+EunvIOC9x2cm2plxQjr8zdIv/7Kfh6JmBVXGDSqKPMYKHLbvmHb2AEa7FUXLRoCScf317uGN5fdB0iXVidhAAC4RFgBG94HI9YKfq1BmeO3vJchC4k5iT9BK2kpCN9x48fbxZB08DyMcccI3369JHLL79cOnfuXNKp5TrWrl079zwd0RuY5s6dKzNmzDC7dYSzzsfbq1evwGzmuU7PoAFbTS+88IL5Geo/Gb7pMg5s3xVqdvKVVeBwfCZn517JIcBbVr2Q8ufuP1CQLzdHovanhnQOmcoukO8bIa0pJidL4rLSyl4AZ5RJIC4qX/RBCr9A7GFXndaFRWbC71ukxOgY340jrshudoRXICMvmgBveEnd0nLyCqYlys7Nl70ZBMRcmDBv+HhN2p+eK7v2Z4e5dIoLFNixa5/k5vE+I9AlHM/3HeB9cjgcKQOBQAECvIEiEfZcg6RO0ikNiks6h6/OZes/4Purr74SfTz33HPu6Nzizi/PfufadLoFHV0cmJYuXSqTJk0yuzXQrAHe4pIGgnV0saayBniLK5P9CCCAAAIIIIAAAggggAACCCCAAAIIHGkBArxHugeOYP3Lli0z89w6l9CzZ09ns9BPnRrBmfZBR/NceOGFZqSsLkKmcwRrkHfQoEGSmJhY6LyKPHn55ZfNdAtaxsknn2zm5K1IeZyLAAIIIIAAAggggAACCCCAAAIIIICAjQIEeG3s1VLadODAATPi9pZbbhGdt1aTTrEwfPjwImf++OOP8swzz5j9tWvXNuf179/fzffAAw/IU089JXfddZfogmia/Ef5uhn9NrTMjz/+2G+PmBVh9Vp0zttZs2aZwLFm0FU1p06dWigvTxBAAAEEEEAAAQQQQAABBBBAAAEEEECgQIAAr2WvhNdff12++OKLoK3SlUD37dsnmzdv9k0YXzBXpGZs1qyZTJkyJeg8e48++qib969//av4B3edSnRht+XLl5synH0l/Xz66adFH6WlU0891QSUmzdvXlpWjiOAAAIIIIAAAggggAACCCCAAAIIIBCRAgR4Lev27du3iz5CSbpwymWXXWYWTtMVLANTTk6OO9K2fv36csMNNwRmcZ/ffffdosHlvLzwLazw7bffyu233y4aZPZfcM2tlA0EEEAAAQQQQAABBBBAAAEEEEAAAQQiXIAAr2UvgJSUFGnatKnbqoyMDNm9e7fs3bvX3delSxczp+5pp50mycnJ7v7ADV3ELDU11ew+8cQTpWbNmoFZ3OdHHXWUtG/fXn766Sd3X3EbV1xxhZlX1/+4TuuQlpZm6tPRwJ988olkZmbKO++8I19++aXMmTNHunXr5n8K2wgggAACCCCAAAIIIIAAAggggAACCES8AAFey14C11xzjbsgmn/T5s6dKzrn7sqVK810CuPHj5euXbuWGODV+XCd1KJFC2ez2J+aJ5QAb9++fWXYsGHFlqMHdAG4Sy+9VFavXm1GJA8dOtTs00XeSAgggAACCCCAAAIIIIAAAggggAACCCBQIEC0LEJeCRpUnTdvnujoXU06InbAgAFm1GxxBDt37nQP6Ty9paWWLVuWliXk4xp8nj9/vsTGFnwGsWLFCnnvvfdCPp+MCCCAAAIIIIAAAggggAACCCCAAAIIRIIAAd5I6OXDbWzYsKEJ7DZo0MDsWbx4sRlJq9MjBEu1atVydztTNbg7gmzonL3hTDrvb+/evd0iFy1a5G4HbhTXBidfuK/NKZefCCCAAAIIIIAAAggggAACCCCAAAIIHEkBArxHUv8I1K0jcV955RW35hkzZshDDz3kPvffaNKkift0w4YN7nZxG+vXry/uULn3+8+7u2fPnmLLyc7OLvaYHti3b1+JxzmIAAIIIIAAAggggAACCCCAAAIIIIBAdRQgwFsde62C13z++efLVVdd5Zby4IMPyg8//OA+dzY6d+7sTpGgc/eWNEpWj/3666/OqWH76X9dJ510UqFy4+Li3Ofp6enuduCGHtu+fXvgbp4jgAACCCCAAAIIIIAAAggggAACCCBQ7QVYZK3ad2H5GqCLrH3yySeybds2yc3NlREjRsjChQvdgK6WWq9ePTnzzDPl008/NcHbd999Vy6++OKgFc6cOVP8F2ULminEnfv375d169aZOXgXLFjgntWrVy93Wzdq167tPl+zZo27Hbjxn//8R7KysgJ3h/y8+5BB0uVPZ4Wcn4xlE4iKKficqdWEeyQ/J7dsJ5M7JIGYmskF+Zo0k/wxd4Z0DpnKIVC3njlpT7POktqofTkK4JSyCKzJrCFREnyKobKUQ96iAtn5UWZnWlpaSIunFi2BPaEIOO9Nog75vqGUlhrKKeSpgECv2od8d4yC13YFiuHUIALxUXlmb/v6cXJPn7pBcrArHAJ1EwveM191ZhO5pFfDcBRJGUEEoqIK7hOvPXlDiQOcgpzKrhAFaiQlhJiTbAggUBYBArxl0apGeTMzM6V169YlXrHmcdKSJUtEF2J74YUXpFOnTs5uGTNmjAnw6o577rlH+vTpI40aNXKP64ZOnXDfffcV2lfWJ3otL730krzzzjsmsJuXV/BG0b+c0aNHy0033SQ6AjkmJkaOO+449/CkSZNk1KhRha5dDy5dulSGDx/u5ivLRkJCwS+e5Hp1RB8kbwXiW/w+JYi3NUVo6TrXdqxv1HuDwv//RqiGp83OjUsUfZC8FcjM50tI3gqL+cPWCUJ6XVcklx+Vpx9u8gGn16+BGjH6gRAfCnnlrN/mS4iNkiY1Y7yqgnIPC9SvGSf6IHkr0KpZircVULo4f29DgQAC4REgwBsexypZSlmnJfjyyy/l6KOPllNOOUXefvttadmypQwaNMg83nvvPdFRsjpNwvPPPy9nnHGG6KebX331ldx4441mxK0+L2kaBwfp73//u0yfPt15Kjt27JDly5dLSdMsaObPP//cPNq2bWuur3v37tKjRw/57rvvRAPEF110kQny9u/fX7Zs2WJGKE+ePFl0RLDOPaz7ypI0kF2nTh0JFmwuSznkLVlAffV1o0F7kncCutBgdHS0eXhXCyXrfOD+08cgEn4B7hnhNw1Wor6WY2Njze/6YMfZFx4BvTerM8k7Ae4Z3tn6l8w9w1/Dm219v6zfvOSe4Y2vU6oa69+1+r6Z5J2AGhPg9c6XkiNTIMr3GP5MwgAAQABJREFUi4KPsqt53z/yyCNy7733mlaMHTtWnnzySRPwTEz8fQRZ4Py1mlm7Xr9+uXr16iKB2eOPP16+/vprSU5ONgFSDZ5+9tlnrpTzC88JfmpQtVatWmYErr7pCFz0bMiQITJt2jT3/FA3NDB77rnnyqZNm9yRxHqutk1H7TZv3twEdjWIW1x67LHH5ODBg6JOmsryktc/vMqSv7hrYH/xAuqrD+c1VXxOjlREQP9fxbgigqGdi3NoThXJxT2jInqhn8trOXSriuTEuSJ6oZ3LPSM0p4rm4rVcUcHQzsc5NKeK5NJ7hiYNQJK8E1BfPqzwzpeSI1OAIQMR0u86v25xSUfk3nzzzYUOL1682IyGnTJlipnr9sMPP5Snn35adO5eHXGrby401ahRQwYPHmyCrTfccEOhMsr6RG/yLVq0kHbt2pnRwxoU7tevn/vLVUf56mhhHWmckZEhw4YNEx1ZvGjRIrn22mvN1A76iasmLUunmtCAtx4rzxQSu3btkt9++62szSA/AlVTQN+s8ka1avYNV4UAAggggEA1F9CgGAGxat6JXD4ClSygg7n0738SAgiER4ARvOFxrHKl6JQF/iN4nU8iS7vQCRMmmHluNZ+OyE1NTS006k/LXbFihaxdu1batGkj3bp1K9cnbzoy9oQTTpAff/zRXJIGh5977jmJj48v8RJ1LkAN2L7xxhsmX+PGjc31pKSkmCkeNDCtcwLrNBO6ryJp48aNZuG47Mx0yc36fb7iipTJuUUFEmrWMX8Q5Kbt943kLTr3ctEz2FNWgaiYeIlJ9C205pvnMSrrQFlPJ3+IAvnxNUWiYyU6L0ui83NCPItsZRXIiU4yH1bERPlez2U9mfwhCeT5Flnzjfk3eZk+JySycmVyPpT2vaB95/NqLhdiSCcVvLfIyeFLiyFxlSOTfn4cExPlmz4gT7KzeC9XDsKQTolPiPH9XRYlmWnZvm9L4hwSWjky1axTsA7L/tSDTNtdDr9QTomNi5XkmolmUfcOHTqEcgp5EEAgBAECvCEgVccs5Q3wanBU5551/ujQRcq6du0adoJnn31Wbr31VlOuBopXrVpVKCBdUoUa5NUpJFauXGmy6SJqOtduuJMT4F008yVZ/uGb4S6e8g4LXPHipxIdEyu/PnmZ5KRux8UDgdon9JemF98pMbtWS405t3lQA0WqwMH+EySvfjtpsWeuNDrwPSgeCSxqdZcJ8HarvV7iolmYygvmbRm1ZVNGA/Mtnba+ee9J3gj89NNPou9pYmLr+R6+D4hInghkZWw05f60zDclFDExT4xTGvvWcG0aJZvX7ZfPP1jvSR0UKnLBlR2lli/4+PZT38nieRsg8UjgsX9fbAafXN7rDt/YCG4aXjD3PKub3PbY1QR4vcClzIgWYObwiO7+oo2vX7++9OzZ0z0QOLWDBmVHjhwpf/3rX908wTY0MKz59PHBBx8UyqJTH9x///3uvmeeeSbk4K6epKN8J06c6J6vC8IFLtA2b948t34dhbx+/Xoz5USrVq3MQnK33HKLbNjAGyMXkQ0EEEAAAQQQQAABBBBAAAEEEEAAgWopwBy81bLbvL1o/wXSNODrn15++WWzYFn79u3lwQcf9D9UaHvdunVmXl7d2bRpUxkwYIB7/H//+5/s27fPPNfF3y688EL3WKgbp59+upmr99dffzXXo0FknQvYSTqNhC7Cpmn06NEycOBAE+R1juvCcjq9hE73QEIAAQQQQAABBBBAAAEEEEAAAQQQQKC6CjCCt7r2nEfXvX//fjOnrVN8ly5dnM2w/VyzZo1bVkWmf7jgggvccnQRuOKSLrSmI3g1OXMJJicnFwoIF3cu+xFAAAEEEEAAAQQQQAABBBBAAAEEEKjKAgR4q3LvVPK16UJsN954o6SlpZmadUXLdu3ahf0qdM45J1Vkbj+dh9dJJU238Omnn5p26CjfQ4cOyYIFC+TVV181i8g55/MTAQQQQAABBBBAAAEEEEAAAQQQQACB6ijAFA3VsdfKcc05OcFXdNf5aTdv3izLly+Xp556SpYsWeKW/vzzz/tWag3/ZwD+I3j/8Ic/uPWVdaNxY9+KDofTli1bnM0iP7UNU6ZMkd69e5tjPXr0EH2QEEAAAQQQQAABBBBAAAEEEEAAAQQQqO4CBHirew+GeP1xcXEh5izIduWVV4r/FAhlOrmUzD///LOboyIjeOvVq+eWs2PHDnc7cOPEE090g7uBx3iOAAIIIIAAAggggAACCCCAAAIIIIBAdRYI//DM6qzBtYsunvbvf/9bpk6d6plGbOzvnys400GUpzL/UbspKSnFFqFtIiGAAAIIIIAAAggggAACCCCAAAIIIGCjwO+RNhtbR5tcgeJG42pgtE2bNtK6dWvzs2fPnhIfH++e58VGy5YtxZkzV+fjPfvss8tVjf9I4ObNmxdbRocOHYo9xgEEEEAAAQQQQAABBBBAAAEEEEAAAQSqswAB3urce2W49lmzZpUht7dZW7VqJfPnzzeV+M/HW9Zaf/nlF/cUXRCuuFTSseLOYT8CCCCAAAIIIIAAAggggAACCCCAAALVQYApGqpDL1XBa8zPzy/xqopb1E1P6tevn3uu/6Ju7s4QNxYtWuTmLGkUsBcLxbkVs4EAAggggAACCCCAAAIIIIAAAggggMARFCDAewTxq3PV2dnZJV7+vn37ij1+4YUXSlJSkjn+5Zdfyty5c4vNW9yB999/XxYsWGAOa1kXXXRRcVnZjwACCCCAAAIIIIAAAggggAACCCCAgLUCTNFgbdd607C4uDhTcHp6eokVrF271j0eONq3Vq1aMnjwYHcht5tvvlmWLl0qTtnuicVsaHB57Nix7tFBgwZJ7dq13efh3oiOjZPY+MRwF0t5AQLRcYkS5XuQwi8Q5XsNa8qPipL8mITwV0CJBQI+X015UTGSG1VgXnCAf70QyMuPklzfgxR+gXwpcNXf33l5eeGvgBIDBPIlPx/nAJSwP432DWtBOeysBQUevhVH+X4PxsZyX/ZIWdRXU2x8tMQlxHhVDeUeFkhIjJe8XO4aXrwgYuMIQ3nhSpkIRPnevJf8XXuMqqVAZmamJCb+HiwLVze3adNG1q9fb95g7Ny5U3SRtsCk0zN0795dnOkX7r//fnnggQcKZdu+fbscffTRsnfvXrP/kksukYceekjatWtXYqBXy7711lvlH//4hzmvTp06Jjisi8T5Jz1+4403ml2TJ0+W4cOH+x8OaXvjxo2ydevWkPKSCQEEEEAAAQQQQAABBBBAAAEEQhOoV6+esCB6aFbkQiAUAT46CUWpCuR55JFH5Pnnny/xSmJiYiQhIUE06BkY8CzuRF2ArKT5cp3z4uPjzSjZ/fv3m10aMNZA6+uvv+5kcX+OGDHCDe66Ow9v6LQKr732mkyfPt0N7uqhGTNmmEfNmjXlj3/8o1x99dUycODAQqf/+uuvcvnll8t3333n7p8wYULIbXVPCnFDRxrv2LHDN6qGz0BCJCtXNmd0GHMll4svpJP0NawPHfnhjP4I6UQylUkA5zJxlTsz94xy04V8Iq/lkKkqlBHnCvGFfDL3jJCpyp2R13K56cp0Is5l4ip3Zu4Z5aYr84lefgu3zBfDCQhYIECAt5p04sGDB0VHvYaanNGzpeXXMkMJ8AYr51//+pccOnRIbrjhBunYsaPMmzdP3n33Xfnggw+kWbNmsmXLFve0TZs2yWWXXSbz58939wXb0HbOmjXLPDp16iR33HGHKUcXVPvss89Ej2vSYOC4cePkiiuuCFZMWPbVrVtXTjzxxLCURSEIIIAAAggggAACCCCAAAIIIIAAAgh4IUCA1wtVj8vU4Kk+ApN+2qhTM+zevVu2bdtW6PCbb75pRr8W2hnwZOjQocVOj5CRkSE6ZcGaNWtk165d7plOMNbd4dvQYO9HH31kplvQ/b/99puccMIJolM6OEmnYujatasce+yxkpubK88++6wbvHXyrF69Wq677jrnqfuzYcOG8sYbb5iRvu5ODzb0U/IDBw4w/6AHtv5F6gcM+trVUeIk7wT0/2Gd51pH+pO8EdB7hjo7i0h6Uwulcs+onNcA9wzvnfV3X1ZWVqEptbyvNfJqcBYGDnWth8gTCk+L9Z6h7+X4RlZ4PIOV4vytx/uMYDrh28c9I3yWJZWk3yrUb+/yt0lJShxDoGwCBHjL5lUlcl9//fWi89qWlL744gs566yz3Cw6B+3xxx9v5r11dwZsTJo0SWrUqBGwt/BT/YX3yiuviC6Mpn+U+Cf9isWZZ54pL730ktSvX989NG3aNHF+UTZo0EAmTpxoFllzM/g27r33XnnrrbfkueeeK3Z6B53XVwO+Q4YMMb8M/M/3YluD5BrUJiFgg4AGH5mewYaepA0IIIAAAggggAACCFR/AR241bZt2+rfEFqAQBURIMBbRToi3JehgdZ9+/bJcccdJ2vXrjWjynTqBF3YrCJJRz/olAzJycly1VVXmaJiY2Pl888/l969exf61F5H5vbp00e++eYbk+/UU0818+w2bty4yCXognDXXHONeezZs8dM9zBs2DB3VO/LL78s1157bZHzitsxZswY0UdFkjN1xfYNO2Tn5t0VKYpzSxDofHInE3jcsnyH5GTmlJCTQ+UVqJGSLClt6vp8c2Xf1rTyFsN5pQjUaZossb5VrXPS8yUvk7m7S+Eq9+G4OgVzSceLjvpntfZyQ5ZwYq7kSK7vPx1Vw0ixEqAqeCgtLc18gyXK91KO4h15BTWLPz3v8K+9/TGp4puRvviMHCm3QEJeoiTmJ8mhnEOyNaPwtwjLXSgnFhFondxK4qLjZN2ejbInLbXIcXaER+D45l3M3yYLVv3gW8MiPGVSSmGBlNq+xdVa/KHcU0UWLo1nCCDgCPB20pGw8KeOqB00aJCMHz/etO7bb78NWyt1OodRo0aZOXg1EBrsK1mTJ092g7v69QudViFYcDfwonT070UXXSTLli0z8+zq8dmzZ5cpwBtYZkWef/PBd/LxlM8qUgTnliAwcf5TEhMbI1+M/58c2HGohJwcKq/AUX3/IGfe3FMO7cmUJbPXlrcYzitFoPvl7aV2o2TJ2J4n6b4HyRuBBj0K3rrUkboS4/uPFH6Bg6L/HTBTB7Rp0yb8FVCiEfjpp5/Mt6Fi6orE1gHFK4GMnwtK/i1pteRFcW/2wrlJZgtpltVKtmRslbc2v+NFFZTpE7ip7SipF19PZv34kXz5a/j+rgO3sMCsa14xO+56YZzk+qbSIYVf4IzjestDw+8Of8GUiECEC0RHePutb/6f/vQnt40LFy50tyu6ofNr6VcqnLR3715n0/352muvudsPP/ywtGrVyn0eysaNN95oRgprPf5TPjjn6oJtI0eONA9nft+5c+fKXXfdJaeddpo0atTI/Lz11lvl+++/d07jJwIIIIAAAggggAACCCCAAAIIIIAAAtYIMILXmq4M3hBn7ls9GixIGvys0vf++uuvsm7dOjdjp06d3G3d0GkhnBHDCQkJMmLEiELHQ3mi8/WuXLnSBIaDzR2qi7DpvMGaxo4dKy+++KKZy9e/bA38fvXVV2be3yeeeEI02EtCAAEEEEAAAQQQQAABBBBAAAEEEEDAFgECvLb0ZDHtcIKserhLly7F5Crbbp1b9/HHH3dP0mkXWrdu7T7Xjffff999rvMBl7Z4m5s5YCOw3IDD7tM777xTZs2aJTpH8Lnnnmvaqguk6dzAW7duNYu83XbbbWYOYj1OQgABBBBAAAEEEEAAAQQQQAABBBBAwAYBArw29GIxbVi+fLk89dRT7tEzzjjD3S7vxqpVq8ziZV988YVbxDPPPGMmond3+DZ0BK+Tunfv7mx69lODuxrAfvvtt+WYY45x69ERzP369TOBXt05YcIEEwB2M7CBAAIIIIAAAggggAACCCCAAAIIIIBANRYgwFsNOy/PN9m7LmwWmHSfjlbVkaszZ840UxZkZGSYbCeccEKpi5T16dNHdG7dwJTvWz704MGDsmPHDklNLbxi6w033CCXX3554CmyadMmd1+TJk3cba829LpfffXVQsFdrUtH9M6YMUP0GrKysmTOnDm+1VDziwSkvbouykUAAQQQQAABBBBAAAEEEEAAAQQQQMBLAQK8Xup6VPaDDz4o+gg11atXzwR7Y2JKXm188eLFoRYpbdu2lfHjx8vAgQODnrNt2zZ3v9ZfUtLF35wpHzT46qTA7TFjxkjfvn2dw4V+6jQQJ510UqF9zhOtX0f1LlmyxEzVsH//fqlTh+WqHR9+IoAAAggggAACCCCAAAIIIIAAAghUXwECvNW370q9cg3oXnfddfLwww9LSkpKqfmPPvpocYLAOkpYA6Hbt283QVE9WRc6u++++2To0KHSsWPHEsurW7eue3z37t3udrCNLVu2mBHHwY757xswYID/00Lb7du3L/Q88In/AnM6kpeEAAIIIIAAAggggAACCCCAAAIIIICADQIEeKthL3bq1En0EZji4+OlZcuWZsGzNm3amDlpdaRtqElH0gYuhrZr1y7ROXYfe+wxM7XBc889Z8ovLcDbokULt1r/0bzuzjBvlLYYm9o4SYPXJAQQQAABBBBAAAEEEEAAAQQQQAABBGwQIMBbDXvxsssuk/vvv79SrrxBgwby6KOPmsCxTpGgc/AOHz5ckpKSZMiQIcVegwaanaQLs5WUdJqHYHMK6zk333yzTJw4saTTzbHatWuXmocMCCCAAAIIIIAAAggggAACCCCAAAII2CZQdEUt21pIe8IiMGrUKLn77rvdsq699lrREb/FJf+5cj/66COzSFtxeXXqB50aItgj2KJvxZXDfgQQQAABBBBAAAEEEEAAAQQQQAABBCJNgABvpPV4Bdo7btw46dmzpykhIyNDLrjgAtm6dWvQEjWfM41Denq6TJ8+PWg+diKAAAIIIIAAAggggAACCCCAAAIIIIBA+QWYoqH8dhF3ZmxsrLz66qty/PHHS2ZmpujiaDqyd/bs2UEthg0bJvfcc485NnbsWDnnnHOkefPmQfNW5Z0NmqVIh+P+UJUvsVpfm47g1tSoY4rUbJhcrdtSVS++brNa5tJi4qOlbvMaVfUyq/11xcTFFDgnisTVKnhdV/tGVeEGZEu25EpOFb7C6ntpuT5ZTbm5uXLo0KHq25AqfuX5+fnmCvN9a7/mpVfxi7Xg8mrm1pY833+k8AvE5/l+8flSUkyStEr6fZq28NcU2SXGRhf86d6iTlM5pnHJC15HtlR4Wt+tfRfzezA8pVGKv0CbJtwn/D3YRiBcAgR4wyUZIeUcffTR8sADD7jTNbz33nsyc+ZMufjii4sI3H777fLWW2/J8uXLZc+ePSbPrFmzpGnTpkXyBtuxdu1a+e9//xvsUJF9OpJ47ty5ZpG4hg0bmoXg4uLiiuQrz44+F5wi+iB5K/DHO3t7WwGlS82URDlxcDskPBZIahIjSU08roTiJVX2ouCxgH5bR38Xk7wVyE31BdN9D5K3Au3Tj/G2AkqXFknN5epWVyLhscDg484XfZC8FXj2pke9rYDSxRnoAwUCCIRHgABveByrXCk6wrZ169YlXpfeUP0XN7vvvvvk+uuvl06dOhV7Xvfu3WXDhg0SHx8vWVm+ISe+pCN1dSSvzpebnJwsX331lRmpm5iYKNOmTZOTTjpJ9I/EBQsWyLHHHivjx4+XwYMHS0JCglvPn//8ZzeYq3mOO+44eeGFFwrN3at1OknLev31152n8sgjj5iHs0MXXTv77LPl6quvFl3ErTypfv36ZuSSM8KmPGVwTukC+jrSUWL6euGXfOle5cmhr2H9f1BH4Yfrg4/yXIft5+jrWO+9+lpm/nDvelvvGXl5eeZ3CPcMb5y5Z3jjGliqvgfT1zP3jECZ8D7X+7K+ptWZ5I0A9wxvXANL1XtGdna2+f3H+4xAnfA9554RPsvSStIF3UkIIBA+gSjfL+SC74eFr0xK8kBAFzj729/+ZkrWEbT3339/ibU4QYYSMxVz8JRTTpG3335bWrYs+tWJtm3byrp166RmzZqSlpZm/sjWYjSwq881DRgwQP7973+bbf1nzpw5cuWVV8rOnTvdfXXr1jWBV52nV8ubPHmyeyxwIykpSZ544gkZM2aMbN68WS677DKZP39+YLZin/fq1csEtpzRwNu2bZPGjRsXm58DCCCAAAIIIIAAAggggAACCCCAAAIIVBcBRvBWl56q4HXqKNrApLH9H374IXC3fPvttzJo0CD5+uuvTeC2SAbfDh0JeNNNN8mzzz5rDjvBXX3ywQcfyJtvvimXX365OXbuuefK0qVLTZD3s88+M/tSU1Nl6tSpZru4f/ST6YsuusiMzNVAsE7BoGX6B4qdc/v372/K13mBFy9eLIsWLZJVq1aZw998802h0cLOOaX91E/Id+3a5QaxS8vP8fIJOCN4NZBP8k5A/x/V0buM4PXOWEfw6qKSNWrUYDS6d8xmlLSO4OWe4R2yvj/Qe4Z+00Z/35O8EeCe4Y1rYKmMxgsUCf9z7hnhNw1Woo7g1W9k8T4jmE749qmxJkb9h880WEn6LayUlJRy/Z0erDz2IYCAL04HQmQILFy4MGhDNdjjTNMwcuRIMy2CZtQgqU67MGXKlELnTZw40fzRp+edddZZonPq6pQNmnRahP3795vtm2++Wfr27SuNGjUyz3XeXQ3Q6tQKWqZO3bB3b/D5EzWY269fP1O/M13Ezz//bILOTiBZv85xySWXuNd73nnnyZAhQ0xdzj+vvfaa3HjjjWaaBX1zX9a0Y8cOM2K4rOeRHwEEIltg3759kQ1A6xFAoEwC3DPKxEVmBCJegHtGxL8ErAHQgRHt2rE+iDUdSkOOuABTNBzxLvDmAgKnaAh1Jo4JEyaYkbl6VbVq1RIdaRvqHE+at3PnzqKjaDXpvLo61UOwpEHlSZMmmQCsHtdPojUg26NHD2nVqlWhU3SkVp8+fURH4mo69dRTZcaMGSFNs7BmzRrRKRp0kTdNel6wBeHMwYB/Nm7cKLp4287vf5U9y9YFHOVpuAQ6Xn2WREVHSfo7qyT/YMG8zuEqm3IKBGI61JOEPq0k6lC2xK5kJR+vXhfZx9T13cziJOlQtCRmRnlVTcSXu7deroiPt1F8bYn2/UcKv8Ch3Aw54Hvoh7k6pRLJGwF9b6KjeONr5ktcIjOmeaMscmiX3o+jZH/SasmXPK+qiehyE7IbSGJOIzmQs0PWZXwf0RZeNr5j8hmSEJ0sK3YskK0H1ntZVUSXffYfBptvYs369m3Jy+ee4cWLoXlKKzn5qN5Sr1496dChgxdVUCYCESnACN6I7PbiG61TINx6663mD44DBw7I8uXLpWvXrsWf4HdE/wh88cUXzRy8uvudd94xo2ovuOACv1wFmzp6d9y4ce7+l156yYzIdXf4bej8vE5wV+f+feONN0IK7moRRx11lAlYO3Xp6OFQA7zOJez87mf5eco85yk/wyzQ4aozfAHeGMl4c4XkbT0U5tIpTgUSzm9fEOA9kC3x3+0AxSOBnDY1Jd8X4E1Oi5a6qfx69YhZTIDXV3iT+LoSF42zF87bM1NNgFcXN2XOei+EC8rUUXga4E2olS/J9QnweiVdEOAV2Ze0UvKjc7yqJqLLrX3oaBPg3Z+7Q5Yd+n0djohG8aDxbRN7mADvsu3fyOKtX3pQA0WqgAZ4Nb3z9b8I8BqJ8P/Ts2NvE+ANf8mUiEBkCzD0JbL7v0jr69evLz179nT3B07tcM8994hO5XD77be7efw3dKqEq6++2t01evTooFMx6Py9zly6l156aZHpFdwCfBs6stdJDz/8cJERvs6x4n7qNA26CFzDhg1F20dCAAEEEEAAAQQQQAABBBBAAAEEEEDAFgECvLb0ZBjboYuLOSkwIKqLp+nUCq+++qqTpcjPv//979K8eXOzX6c4uPvuuwvl+fDDD92pG5o1ayY6r29xae3atWbRNz2ui72MGDGiuKzF7tf5eleuXCnbt28vFCwu9gQOIIAAAggggAACCCCAAAIIIIAAAgggUE0ECPBWk46qrMvURdJWrFjhVtelSxd3O9QNnapBp1xwkm5//33BfFw6kbqOqHXSK6+8UuKo2vfff9/JKmeeeaaZq9fdUYaN1q1bs6p9GbzIigACCCCAAAIIIIAAAggggAACCCBQPQQI8FaPfqqUq9SF2DT4mpaWZupr0aJFuVe17N+/v1xzzTWmHF0kTadq0J8PPfSQ6KhcTbrv3HPPNdvF/ePk1ePdu3cvLhv7EUAAAQQQQAABBBBAAAEEEEAAAQQQiEgBVieJkG7PyQm+qERqaqps3rzZLKb21FNPyZIlS1yR559/XqKjy/8ZgE7V8Omnn8qmTZtE5/IdO3asTJgwwZTfsWNHefLJJ926itvQc53UpEkTZ5OfCCCAAAIIIIAAAggggAACCCCAAAIIIOATIMAbIS+DuLi4MrX0yiuvlAsuuKBM5wRmrlOnjpmqQUfzatKAr6bY2Fh5/fXXzcJnZkcJ/2zbts09Wq9ePXc72IYGkR9//HFzSEcjOylwe8yYMdK3b1/nMD8RQAABBBBAAAEEEEAAAQQQQAABBBCotgIEeKtt13lz4e3btzeB2AEDBoSlgn79+snw4cPl5Zdfdsv7f//v/0mPHj3c5yVt6Hy+Ttq9e7ezGfTnli1bZObMmUGP+e8MV9v8y2QbAQQQQAABBBBAAAEEEEAAAQQQQACBIyFAgPdIqB+BOosbjZuSkiJt2rQRXYRMf/bs2VPi4+PDeoXjxo1zA7yJiYly3333hVy+zgPsJP/RvM4+fiKAAAIIIIAAAggggAACCCCAAAIIIBDJAgR4I6T3Z82adcRaqkFdJ+n0DPoINbVs2dLNumrVKnc72MbAgQOluLmGb775Zpk4cWKw09iHAAIIIIAAAggggAACCCCAAAIIIIBAtRUo/wpa1bbJXHh1EvCfK/ejjz6SgwcPFnv5UVFREhMTE/RRkcXiiq2QAwgggAACCCCAAAIIIIAAAggggAACCBxhAQK8R7gDqL5kAZ0yomPHjiZTenq6TJ8+veQTOIoAAggggAACCCCAAAIIIIAAAggggEAECYT+XfkIQqGpVUtg2LBhcs8995iLGjt2rJxzzjnSvHnzSrvIlG5tJG/IqZVWX6RVFBUdZZqcMKij5O/LjLTmV0p7Yzo3MPXk14iV7G4plVJnJFaSn1TwKzU9Kc/X/JxIJKjUNu/MPiAxUnD/qNSKI6CyAzkZppXZ2dmya9euCGjxkWlibm6uqTjrUJTk622D5KlArYz2kh8FtBfICdkF7zNqxqRIp+SzvaiCMn0CcdEF0951anCC1Iyvg4nHAn866QLJ5+bsiXLrRm09KZdCEYh0gah8X4p0BBvbn5mZKf5z34arm9u2bSvr1q2TunXryt69e0Oi2717tzRocPiNX82acuDAgZDOczJlZGRI9+7dZfny5WaXjurVOYWbNm1qnu/bt082bdokW7dulRo1akjDhg3NonFxcXHm+Nq1a0UXmVu2bJl5PnnyZBk+fLjZLukfLXPLli0lZeEYAggggAACCCCAAAIIIIAAAgiUUaB+/frSvn37Mp5FdgQQKE6AEbzFyVTD/SNHjpTZs2ebKw8M6DZp0kR0jtrk5GRJSUmRNm3amJGwgwcPljp1wvMJsH/9/nx5eb+Pljh06JD06NGjTPVroHratGly0kkniQZ7FyxYIJ06dTLPlyxZInv27PGvzmzXrl1bevXqJUlJSfLpp58Wmrs3Pj6+SP5gOxo1auT71DbfPIIdZ194BPTDCF0cT4PzJG8E9HWclpYm+qFHqK9/b67E7lJ1NJ5OJaP3Web99q6v9Z6h1upM8kZA7xn6+1rvF9wzvDHWUvV3n76v4Z7hnbGWrMb6mtb3hCRvBJx7RkJCgnmv4U0tlMo9o3JeA9wzKsdZa3EGgVVejdSEgN0CjOC1qH+HDBliAqFlaZIGSj/88EPRkbmhpJJG8Hpd/5w5c+Tyyy8PGtAN5dr1jf0TTzwhY8aMMcHuUM4hDwIIIIAAAggggAACCCCAAAIIIIAAAlVZgBG8Vbl3KnBtrVu3lvXr17sl6OjXrKwsM7ps27Zt7jQJq1evlpNPPlnef/990akPwpV0hLDziZx+2qwjbTXpKOKaftM0lKX+mJiYcl+eBnffe+89+eMf/xhyGToSb/PmzeI/Ajnkk8kYsoCOxlNjRtaETFbmjDqyRkcjxMbGMrKmzHqhn6CjSp3pcRjBG7pbWXNyzyirWNnz6z1DfwfqqH9nuqOyl8IZpQno+yN9b6a///T9EckbAb1n6Gvaf+oyb2qK3FKde4aO+Nf3GiRvBLhneOMaWKq+Z9bEPSNQJrzP9fde48aNRb95S0IAgfAI8Bs4PI5VrpR7771XrrvuOve6Fi5c6G7rmzCd5mDo0KHy22+/yY4dO+TSSy+VX375JWxvyh544AHRxdE0+c/Bq1/D1zlzy1r/zz//LIMGDTJfM9cydVoJDUhru4qbC1h/YWjd+mZI/1B98MEHpW/fviH/EaXnBpv+QesnhV9A/wAjeSuAsbe+TukasCF5L8Dr2XtjXsveG2sNOFeOsxO0qZzaIrMWXsuV0+84V44z9wzvnTXIS4DXe2dqiBwBAryW9rWOuNFAbrCkN1Idtbto0SJp4xtpm5qaakb76hQI5513XrBT3H26YFlZk875G3gtZalfR3deffXVbnD31FNPlRkzZphP/DR4qwuhbdy40Sy0pm3T+Ya1Xa1atZI1a9aYuXg1UPv111/Lu+++KxdffHFITXCuefHXn8jy7+aFdA6Zyi4w9NaHfPOVxsjimc9I5sHQFu4rey2RfUbD9idIu94XSs7+rbJ/8VuRjeFh62ufcIXE1mokcRk/S2zWRg9riuyi02udqV8HkWZ1D0p01O9zvEe2SnhbfyAjXvalJ4rOp6kLl5K8EdBvVJkReTWSJDcxtPUBvLkSu0tN3L1PdHz0Nzn7JUeCvze2W8D71rWKSpA2MYmybn+qfLDuZ+8rjNAarjzqWKmTkCgzf1ggSzasi1AF75v94AV/NgOC7vnneL7J6RH3se06yuX9BhSJEXhUHcUiEDECBHgjpquLNlRHwZ599tkyc+ZMc3DFihWlBniLllL+PaHWP3nyZPnmm29MRTq9wxtvvGGCu7pDvwamgVx9BEtHHXWU3HTTTTJu3DhzeMqUKSEHeJ3ydmxeJyt/+Np5ys8wCziB9B0/LZS0vdvDXDrFqUBcUi0DkZd1SDI3fQ+KRwL5x15kSo7O3Stx2QR4PWKW9MMF10zIktgYgjVeOGfnRvsCvCI6NVKtWgX3Dy/qifQy9RtUmvLiYyUnOSHSObxr/+6CojfnZxHg9Ui5blTBn5T7szJl8c5tHtVCsZe2P8YgrNm2Reb/sgYQjwW+XvKD5PotFu5xdRFVfEWmXowoKBqLQBkFosuYn+yWCbRr185tkU5pEJjmzZsnI0eONA9npO+oUaNMQPXoo4+WW265RTZs2BB4WsjPS6tfC3rttdfc8h5++OFig7lupoCNG2+80axQraOQ6tevH3CUpwgggAACCCCAAAIIIIAAAggggAACCFRfAUbwVt++C8uVz50715SjUxv069evSJk6qnfSpElm/+jRo2XgwIGFFm/TRdK6desm1157bZFzQ9lRWv06JcS3335ritKvio4YMSKUYgvl0cXeVq5caQLD2k4SAggggAACCCCAAAIIIIAAAggggAACtggwgteWnixHO15++WVZvHixOVPnxA02gte/2LFjx7rBXedrFcnJyTJ48GD/bCFvh1L/+++/75Z35plnii7SVp7UunXrkBdXK0/5nIMAAggggAACCCCAAAIIIIAAAggggMCREGAE75FQr4Q6f/zxR/n4448L1aSLlaWnp8vWrVtl1qxZ8vnnn5vjOsJ16tSphfIGe/Lpp5+KTqnw7LPPSt++fWXp0qWybt26oPPzhat+/0XdunfvHuyy2IcAAggggAACCCCAAAIIIIAAAggggEDEChDgtbTrn376adFHaenUU0+VadOmSfPmzUvLKtHR0aKLlPXu3dvk7dGjh+gjWApX/Zs2bXKLb9KkibvNBgIIIIAAAggggAACCCCAAAIIIIAAAgiIEOCN8FeBzm97++23y6OPPmpG55bEceKJJ7rB3ZLyleVYafVv2/b7Srz16tUrseiFCxfK448/bvLk5/++snrg9pgxY8wI5BIL4yACCCCAAAIIIIAAAggggAACCCCAAALVQIAAbzXopPJc4hVXXCE6r65/0kBnWlqapKamyvLly+WTTz6RzMxMeeedd+TLL7+UOXPmmAXT/M/x327fvr3/0xK3w1V/3bp13Xp2797tbgfb2LJli8ycOTPYoUL7BgwYUOg5TxBAAAEEEEAAAQQQQAABBBBAAAEEEKiuAgR4q2vPlXLdOkfusGHDSsy1bNkyufTSS2X16tWyfft2GTp0qOg+nYohWOrQoUOw3UH3hav+Fi1auOX7j+Z1d7KBAAIIIIAAAggggAACCCCAAAIIIIBABAsEj+RFMEgkNb1r164yf/58iY0tiPOvWLFC3nvvvWIJ/IOtxWYqw4FQ6m/ZsqVb4qpVq9ztYBsDBw6UnJycoI/Ro0cHO4V9CCCAAAIIIIAAAggggAACCCCAAAIIVGsBArzVuvsqfvH169cvNK/uokWLii20uJG9xZ4QwoHS6teRwE766KOP5ODBg87TIj+joqIkJiYm6MOLay9yAexAAAEEEEAAAQQQQAABBBBAAAEEEECgkgUI8FYyeFWsrlu3bu5l7dmzx92urI2S6u/Zs6d07NjRXEp6erpMnz69si6LehBAAAEEEEAAAQQQQAABBBBAAAEEEKjyAszBW+W7yPsL/OGHH9xKTjrpJHe7sjZKq1/nEr7nnnvM5YwdO1bOOeccad68eWVdnnQ9+Sxp3KJtpdUXaRU5o6u7DrxRcrLSI635ldLe5JRmpp7YWo2lbq8xlVJnJFYSU6OBaXZ2QjvJjS3YjkSHymrz1n01xPfFDZIHAlnZMaZUXYh18+bNHtRAkSqg00ppijuULjGZWWabf7wT6BlTS/Ik37sKIrjkulJwz2hZq45c1/n4CJbwtum14hNMBYOOO0l6tG3vbWWULvcNHy15+XlIeCDQuD7vkz1gpUgEhABvhL8IdEqGhQsXugq9evVytytjI5T6b7/9dnnrrbdk+fLloiOML774Ypk1a5Y0bdo0pEtcu3at/Pe//w0pr38mne5BU9PW7c3D/xjb4Rdo2rl3+AulxEIC0Qm1JKktzoVQPHiSF5si+iB5K3Ago+APXW9riezSc3NzZf/+/ZGNUAmtj8nKEX2QvBVoFc09w1thkXoJiXJyk98XSPa6vkgtv3PzlqIPkrcCfXuc4m0FlG6mVoQBAQTCJ0CAN3yW1aqk7Oxs+fjjj2XEiBGSlVUwauT44493p0PwujFlqT8xMVGmTZsmOro4IyNDFixYIMcee6yMHz9eBg8eLAkJwd+wb9q0SZ577jn55z//WWju3vj4+JCa16RJE9G68/L45DYksHJm0teCGhfXj+UsltMCBPT/nbi4ON5IBbiE86m+jtU5OTk5nMVSVoAA94wAEI+e6rRI+vvS+bDTo2oiuljuGZXT/fo+Nz8/n/cZHnNzz/AY2Fc89wzvjbUG52/jUP9mrJyrsq8WXT+nTp069jWMFiFwBAUI8B5BfC+r/vvf/x50vlp9Y5CWlmZGw+7evdu9BF3s7N133/V93TU833cNd/2dO3eW2bNny5VXXik7d+4UvXbdvummm2TgwIEmMN2sWTPZuHGj6JQPOjJYA7z+KSkpSZ544gm54oor/HcXu61TB6gLCQEEEEAAAQQQQAABBBBAAAEEEEAAgaoqQIC3qvZMBa9r6dKloo9Q0jHHHCMTJ06UNm3ahJI9pDxe1H/uueeaNmlg97PPPjPXkZqaKlOnTi3xmjRQe9FFF8kjjzxSaSOUS7wgDiKAAAIIIIAAAggggAACCCCAAAIIIBAmAQK8YYKsLsXUqFFDdKSrLlLWsmVLGTJkiPTr1y9sI3dLc6ho/Trv7ty5c800DVOmTDFTN+zduzdotR07djRtGzVqlHTq1CloHnYigAACCCCAAAIIIIAAAggggAACCCBQnQWifHNSsZxsde7BCL92XYF6y5YtZmoGnZJBp5jQuXN1NHKrVq0iXIfmI4AAAggggAACCCCAAAIIIIAAAgjYLkCA1/Yepn0IIIAAAggggAACCCCAAAIIIIAAAgggYK1AtLUto2EIIIAAAggggAACCCCAAAIIIIAAAggggIDlAgR4Le9gmocAAggggAACCCCAAAIIIIAAAggggAAC9goQ4LW3b2kZAggggAACCCCAAAIIIIAAAggggAACCFguQIDX8g6meQgggAACCCCAAAIIIIAAAggggAACCCBgrwABXnv7lpYhgAACCCCAAAIIIIAAAggggAACCCCAgOUCBHgt72CahwACCCCAAAIIIIAAAggggAACCCCAAAL2ChDgtbdvaRkCCCCAAAIIIIAAAggggAACCCCAAAIIWC5AgNfyDqZ5CCCAAAIIIIAAAggggAACCCCAAAIIIGCvAAFee/uWliGAAAIIIIAAAggggAACCCCAAAIIIICA5QIEeC3vYJqHAAIIIIAAAggggAACCCCAAAIIIIAAAvYKEOC1t29pGQIIIIAAAggggAACCCCAAAIIIIAAAghYLkCA1/IOpnkIIIAAAggggAACCCCAAAIIIIAAAgggYK8AAV57+5aWIYAAAggggAACCCCAAAIIIIAAAggggIDlAgR4Le9gmocAAggggAACCCCAAAIIIIAAAggggAAC9goQ4LW3b2kZAggggAACCCCAAAIIIIAAAggggAACCFguQIDX8g6meQgggAACCCCAAAIIIIAAAggggAACCCBgrwABXnv7lpYhgAACCCCAAAIIIIAAAggggAACCCCAgOUCBHgt72CahwACCCCAAAIIIIAAAggggAACCCCAAAL2ChDgtbdvaRkCCCCAAAIIIIAAAggggAACCCCAAAIIWC5AgNfyDqZ5CCCAAAIIIIAAAggggAACCCCAAAIIIGCvAAFee/uWliGAAAIIIIAAAggggAACCCCAAAIIIICA5QIEeC3vYJqHAAIIIIAAAggggAACCCCAAAIIIIAAAvYKEOC1t29pGQIIIIAAAggggAACCCCAAAIIIIAAAghYLkCA1/IOpnkIIIAAAggggAACCCCAAAIIIIAAAgggYK8AAV57+5aWIYAAAggggAACCCCAAAIIIIAAAggggIDlAgR4Le9gmocAAggggAACCCCAAAIIIIAAAggggAAC9goQ4LW3b2kZAggggAACCCCAAAIIIIAAAggggAACCFguQIDX8g6meQgggAACCCCAAAIIIIAAAggggAACCCBgrwABXnv7lpYhgAACCCCAAAIIIIAAAggggAACCCCAgOUCBHgt72CahwACCCCAAAIIIIAAAggggAACCCCAAAL2ChDgtbdvaRkCCCCAAAIIIIAAAggggAACCCCAAAIIWC5AgNfyDqZ5CCCAAAIIIIAAAggggAACCCCAAAIIIGCvAAFee/uWliGAAAIIIIAAAggggAACCCCAAAIIIICA5QIEeC3vYJqHAAIIIIAAAggggAACCCCAAAIIIIAAAvYKEOC1t29pGQIIIIAAAggggAACCCCAAAIIIIAAAghYLkCA1/IOpnkIIIAAAggggAACCCCAAAIIIIAAAgggYK8AAV57+5aWIYAAAggggAACCCCAAAIIIIAAAggggIDlAgR4Le9gmocAAggggAACCCCAAAIIIIAAAggggAAC9goQ4LW3b2kZAggggAACCCCAAAIIIIAAAggggAACCFguQIDX8g6meQgggAACCCCAAAIIIIAAAggggAACCCBgrwABXnv7lpYhgAACCCCAAAIIIIAAAggggAACCCCAgOUCBHgt72CahwACCCCAAAIIIIAAAggggAACCCCAAAL2ChDgtbdvaRkCCCCAAAIIIIAAAggggAACCCCAAAIIWC5AgNfyDqZ5CCCAAAIIIIAAAggggAACCCCAAAIIIGCvAAFee/uWliGAAAIIIIAAAggggAACCCCAAAIIIICA5QIEeC3vYJqHAAIIIIAAAggggAACCCCAAAIIIIAAAvYKEOC1t29pGQIIIIAAAggggAACCCCAAAIIIIAAAghYLkCA1/IOpnkIIIAAAggggAACCCCAAAIIIIAAAgggYK8AAV57+5aWIYAAAggggAACCCCAAAIIIIAAAggggIDlAgR4Le9gmocAAggggAACCCCAAAIIIIAAAggggAAC9goQ4LW3b2kZAggggAACCCCAAAIIIIAAAggggAACCFguQIDX8g6meQgggAACCCCAAAIIIIAAAggggAACCCBgrwABXnv7lpYhgAACCCCAAAIIIIAAAggggAACCCCAgOUCBHgt72CahwACCCCAAAIIIIAAAggggAACCCCAAAL2ChDgtbdvaRkCCCCAAAIIIIAAAggggAACCCCAAAIIWC5AgNfyDqZ5CCCAAAIIIIAAAggggAACCCCAAAIIIGCvAAFee/uWliGAAAIIIIAAAggggAACCCCAAAIIIICA5QIEeC3vYJqHAAIIIIAAAggggAACCCCAAAIIIIAAAvYKEOC1t29pGQIIIIAAAggggAACCCCAAAIIIIAAAghYLkCA1/IOpnkIIIAAAggggAACCCCAAAIIIIAAAgggYK8AAV57+5aWIYAAAggggAACCCCAAAIIIIAAAggggIDlAgR4Le9gmocAAggggAACCCCAAAIIIIAAAggggAAC9goQ4LW3b2kZAggggAACCCCAAAIIIIAAAggggAACCFguQIDX8g6meQgggAACCCCAAAIIIIAAAggggAACCCBgrwABXnv7lpYhgAACCCCAAAIIIIAAAggggAACCCCAgOUCBHgt72CahwACCCCAAAIIIIAAAggggAACCCCAAAL2ChDgtbdvaRkCCCCAAAIIIIAAAggggAACCCCAAAIIWC5AgNfyDqZ5CCCAAAIIIIAAAggggAACCCCAAAIIIGCvAAFee/uWliGAAAIIIIAAAggggAACCCCAAAIIIICA5QIEeC3vYJqHAAIIIIAAAggggAACCCCAAAIIIIAAAvYKEOC1t29pGQIIIIAAAggggAACCCCAAAIIIIAAAghYLkCA1/IOpnkIIIAAAggggAACCCCAAAIIIIAAAgggYK8AAV57+5aWIYAAAggggAACCCCAAAIIIIAAAggggIDlAgR4Le9gmocAAggggAACCCCAAAIIIIAAAggggAAC9goQ4LW3b2kZAggggAACCCCAAAIIIIAAAggggAACCFguQIDX8g6meQgggAACCCCAAAIIIIAAAggggAACCCBgrwABXnv7lpYhgAACCCCAAAIIIIAAAggggAACCCCAgOUCBHgt72CahwACCCCAAAIIIIAAAggggAACCCCAAAL2ChDgtbdvaRkCCCCAAAIIIIAAAggggAACCCCAAAIIWC5AgNfyDqZ5CCCAAAIIIIAAAggggAACCCCAAAIIIGCvAAFee/uWliGAAAIIIIAAAggggAACCCCAAAIIIICA5QIEeC3vYJqHAAIIIIAAAggggAACCCCAAAIIIIAAAvYKEOC1t29pGQIIIIAAAggggAACCCCAAAIIIIAAAghYLkCA1/IOpnkIIIAAAggggAACCCCAAAIIIIAAAgggYK8AAV57+5aWIYAAAggggAACCCCAAAIIIIAAAggggIDlAgR4Le9gmocAAggggAACCCCAAAIIIIAAAggggAAC9goQ4LW3b2kZAggggAACCCCAAAIIIIAAAggggAACCFguQIDX8g6meQgggAACCCCAAAIIIIAAAggggAACCCBgrwABXnv7lpYhgAACCCCAAAIIIIAAAggggAACCCCAgOUCBHgt72CahwACCCCAAAIIIIAAAggggAACCCCAAAL2ChDgtbdvaRkCCCCAAAIIIIAAAggggAACCCCAAAIIWC5AgNfyDqZ5CCCAAAIIIIAAAggggAACCCCAAAIIIGCvAAFee/uWliGAAAIIIIAAAggggAACCCCAAAIIIICA5QIEeC3vYJqHAAIIIIAAAggggAACCCCAAAIIIIAAAvYKEOC1t29pGQIIIIAAAggggAACCCCAAAIIIIAAAghYLkCA1/IOpnkIIIAAAggggAACCCCAAAIIIIAAAgggYK8AAV57+5aWIYAAAggggAACCCCAAAIIIIAAAggggIDlAgR4Le9gmocAAggggAACCCCAAAIIIIAAAggggAAC9goQ4LW3b2kZAggggAACCCCAAAIIIIAAAggggAACCFguQIDX8g6meQgggAACCCCAAAIIIIAAAggggAACCCBgrwABXnv7lpYhgAACCCCAAAIIIIAAAggggAACCCCAgOUCBHgt72CahwACCCCAAAIIIIAAAggggAACCCCAAAL2ChDgtbdvaRkCCCCAAAIIIIAAAggggAACCCCAAAIIWC5AgNfyDqZ5CCCAAAIIIIAAAggggAACCCCAAAIIIGCvAAFee/uWliGAAAIIIIAAAggggAACCCCAAAIIIICA5QIEeC3vYJqHAAIIIIAAAggggAACCCCAAAIIIIAAAvYKEOC1t29pGQIIIIAAAggggAACCCCAAAIIIIAAAghYLkCA1/IOpnkIIIAAAggggAACCCCAAAIIIIAAAgggYK8AAV57+5aWIYAAAggggAACCCCAAAIIIIAAAggggIDlAgR4Le9gmocAAggggAACCCCAAAIIIIAAAggggAAC9goQ4LW3b2kZAggggAACCCCAAAIIIIAAAggggAACCFguQIDX8g6meQgggAACCCCAAAIIIIAAAggggAACCCBgrwABXnv7lpYhgAACCCCAAAIIIIAAAggggAACCCCAgOUCBHgt72CahwACCCCAAAIIIIAAAggggAACCCCAAAL2ChDgtbdvaRkCCCCAAAIIIIAAAggggAACCCCAAAIIWC5AgNfyDqZ5CCCAAAIIIIAAAggggAACCCCAAAIIIGCvAAFee/uWliGAAAIIIIAAAggggAACCCCAAAIIIICA5QIEeC3vYJqHAAIIIIAAAggggAACCCCAAAIIIIAAAvYKEOC1t29pGQIIIIAAAggggAACCCCAAAIIIIAAAghYLkCA1/IOpnkIIIAAAggggAACCCCAAAIIIIAAAgggYK8AAV57+5aWIYAAAggggAACCCCAAAIIIIAAAggggIDlAgR4Le9gmocAAggggAACCCCAAAIIIIAAAggggAAC9goQ4LW3b2kZAggggAACCCCAAAIIIIAAAggggAACCFguQIDX8g6meQgggAACCCCAAAIIIIAAAggggAACCCBgrwABXnv7lpYhgAACCCCAAAIIIIAAAggggAACCCCAgOUCBHgt72CahwACCCCAAAIIIIAAAggggAACCCCAAAL2ChDgtbdvaRkCCCCAAAIIIIAAAggggAACCCCAAAIIWC5AgNfyDqZ5CCCAAAIIIIAAAggggAACCCCAAAIIIGCvAAFee/uWliGAAAIIIIAAAggggAACCCCAAAIIIICA5QIEeC3vYJqHAAIIIIAAAggggAACCCCAAAIIIIAAAvYKEOC1t29pGQIIIIAAAggggAACCCCAAAIIIIAAAghYLkCA1/IOpnkIIIAAAggggAACCCCAAAIIIIAAAgggYK8AAV57+5aWIYAAAggggAACCCCAAAIIIIAAAggggIDlAnpE6qMAAAifSURBVAR4Le9gmocAAggggAACCCCAAAIIIIAAAggggAAC9goQ4LW3b2kZAggggAACCCCAAAIIIIAAAggggAACCFguQIDX8g6meQgggAACCCCAAAIIIIAAAggggAACCCBgrwABXnv7lpYhgAACCCCAAAIIIIAAAggggAACCCCAgOUCBHgt72CahwACCCCAAAIIIIAAAggggAACCCCAAAL2ChDgtbdvaRkCCCCAAAIIIIAAAggggAACCCCAAAIIWC5AgNfyDqZ5CCCAAAIIIIAAAggggAACCCCAAAIIIGCvAAFee/uWliGAAAIIIIAAAggggAACCCCAAAIIIICA5QIEeC3vYJqHAAIIIIAAAggggAACCCCAAAIIIIAAAvYKEOC1t29pGQIIIIAAAggggAACCCCAAAIIIIAAAghYLkCA1/IOpnkIIIAAAggggAACCCCAAAIIIIAAAgggYK8AAV57+5aWIYAAAggggAACCCCAAAIIIIAAAggggIDlAgR4Le9gmocAAggggAACCCCAAAIIIIAAAggggAAC9goQ4LW3b2kZAggggAACCCCAAAIIIIAAAggggAACCFguQIDX8g6meQgggAACCPz/duyYBgAAgEGYf9f4IJWw7oMAAQIECBAgQIAAAQIECHwFBN7vt5YRIECAAAECBAgQIECAAAECBAgQIDAXEHjnB5tHgAABAgQIECBAgAABAgQIECBAgMBXQOD9fmsZAQIECBAgQIAAAQIECBAgQIAAAQJzAYF3frB5BAgQIECAAAECBAgQIECAAAECBAh8BQTe77eWESBAgAABAgQIECBAgAABAgQIECAwFxB45webR4AAAQIECBAgQIAAAQIECBAgQIDAV0Dg/X5rGQECBAgQIECAAAECBAgQIECAAAECcwGBd36weQQIECBAgAABAgQIECBAgAABAgQIfAUE3u+3lhEgQIAAAQIECBAgQIAAAQIECBAgMBcQeOcHm0eAAAECBAgQIECAAAECBAgQIECAwFdA4P1+axkBAgQIECBAgAABAgQIECBAgAABAnMBgXd+sHkECBAgQIAAAQIECBAgQIAAAQIECHwFBN7vt5YRIECAAAECBAgQIECAAAECBAgQIDAXEHjnB5tHgAABAgQIECBAgAABAgQIECBAgMBXQOD9fmsZAQIECBAgQIAAAQIECBAgQIAAAQJzAYF3frB5BAgQIECAAAECBAgQIECAAAECBAh8BQTe77eWESBAgAABAgQIECBAgAABAgQIECAwFxB45webR4AAAQIECBAgQIAAAQIECBAgQIDAV0Dg/X5rGQECBAgQIECAAAECBAgQIECAAAECcwGBd36weQQIECBAgAABAgQIECBAgAABAgQIfAUE3u+3lhEgQIAAAQIECBAgQIAAAQIECBAgMBcQeOcHm0eAAAECBAgQIECAAAECBAgQIECAwFdA4P1+axkBAgQIECBAgAABAgQIECBAgAABAnMBgXd+sHkECBAgQIAAAQIECBAgQIAAAQIECHwFBN7vt5YRIECAAAECBAgQIECAAAECBAgQIDAXEHjnB5tHgAABAgQIECBAgAABAgQIECBAgMBXQOD9fmsZAQIECBAgQIAAAQIECBAgQIAAAQJzAYF3frB5BAgQIECAAAECBAgQIECAAAECBAh8BQTe77eWESBAgAABAgQIECBAgAABAgQIECAwFxB45webR4AAAQIECBAgQIAAAQIECBAgQIDAV0Dg/X5rGQECBAgQIECAAAECBAgQIECAAAECcwGBd36weQQIECBAgAABAgQIECBAgAABAgQIfAUE3u+3lhEgQIAAAQIECBAgQIAAAQIECBAgMBcQeOcHm0eAAAECBAgQIECAAAECBAgQIECAwFdA4P1+axkBAgQIECBAgAABAgQIECBAgAABAnMBgXd+sHkECBAgQIAAAQIECBAgQIAAAQIECHwFBN7vt5YRIECAAAECBAgQIECAAAECBAgQIDAXEHjnB5tHgAABAgQIECBAgAABAgQIECBAgMBXQOD9fmsZAQIECBAgQIAAAQIECBAgQIAAAQJzAYF3frB5BAgQIECAAAECBAgQIECAAAECBAh8BQTe77eWESBAgAABAgQIECBAgAABAgQIECAwFxB45webR4AAAQIECBAgQIAAAQIECBAgQIDAV0Dg/X5rGQECBAgQIECAAAECBAgQIECAAAECcwGBd36weQQIECBAgAABAgQIECBAgAABAgQIfAUE3u+3lhEgQIAAAQIECBAgQIAAAQIECBAgMBcQeOcHm0eAAAECBAgQIECAAAECBAgQIECAwFdA4P1+axkBAgQIECBAgAABAgQIECBAgAABAnMBgXd+sHkECBAgQIAAAQIECBAgQIAAAQIECHwFBN7vt5YRIECAAAECBAgQIECAAAECBAgQIDAXEHjnB5tHgAABAgQIECBAgAABAgQIECBAgMBXQOD9fmsZAQIECBAgQIAAAQIECBAgQIAAAQJzAYF3frB5BAgQIECAAAECBAgQIECAAAECBAh8BQTe77eWESBAgAABAgQIECBAgAABAgQIECAwFxB45webR4AAAQIECBAgQIAAAQIECBAgQIDAV0Dg/X5rGQECBAgQIECAAAECBAgQIECAAAECcwGBd36weQQIECBAgAABAgQIECBAgAABAgQIfAUE3u+3lhEgQIAAAQIECBAgQIAAAQIECBAgMBcQeOcHm0eAAAECBAgQIECAAAECBAgQIECAwFdA4P1+axkBAgQIECBAgAABAgQIECBAgAABAnMBgXd+sHkECBAgQIAAAQIECBAgQIAAAQIECHwFBN7vt5YRIECAAAECBAgQIECAAAECBAgQIDAXEHjnB5tHgAABAgQIECBAgAABAgQIECBAgMBXQOD9fmsZAQIECBAgQIAAAQIECBAgQIAAAQJzgQBjgeVpaKBvWAAAAABJRU5ErkJggg==)
The brewer.pal
function can return the names of n
colours from one of the pre-defined palettes to be used as a col
argument to a plotting function.
boxplot(gapminder$gdpPercap ~ gapminder$continent,col=brewer.pal(5,"Set1"),
main="GDP per-continent",
xlab="Continent",
ylab="GDP")
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)
Plot Layouts
A further solution to the problem of comparing different years might be to have two plots arranged side-by-side
- One option that can be set with
par
is multiple figures by row
- argument is a vector containing number of columns and rows in the figure
par(mfrow=c(1,2))
plot(oldData$gdpPercap, oldData$lifeExp,col="red",
pch=16,
xlab="GDP",
ylab="Life Expectancy",
xlim=c(0,1.1e5),ylim=c(30,90))
plot(newData$gdpPercap, newData$lifeExp,col="blue",
pch=16,
xlab="GDP",
ylab="Life Expectancy",
xlim=c(0,1.1e5),ylim=c(30,90))
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABXgAAANhCAYAAABdAtNeAAAEDWlDQ1BJQ0MgUHJvZmlsZQAAOI2NVV1oHFUUPrtzZyMkzlNsNIV0qD8NJQ2TVjShtLp/3d02bpZJNtoi6GT27s6Yyc44M7v9oU9FUHwx6psUxL+3gCAo9Q/bPrQvlQol2tQgKD60+INQ6Ium65k7M5lpurHeZe58853vnnvuuWfvBei5qliWkRQBFpquLRcy4nOHj4g9K5CEh6AXBqFXUR0rXalMAjZPC3e1W99Dwntf2dXd/p+tt0YdFSBxH2Kz5qgLiI8B8KdVy3YBevqRHz/qWh72Yui3MUDEL3q44WPXw3M+fo1pZuQs4tOIBVVTaoiXEI/MxfhGDPsxsNZfoE1q66ro5aJim3XdoLFw72H+n23BaIXzbcOnz5mfPoTvYVz7KzUl5+FRxEuqkp9G/Ajia219thzg25abkRE/BpDc3pqvphHvRFys2weqvp+krbWKIX7nhDbzLOItiM8358pTwdirqpPFnMF2xLc1WvLyOwTAibpbmvHHcvttU57y5+XqNZrLe3lE/Pq8eUj2fXKfOe3pfOjzhJYtB/yll5SDFcSDiH+hRkH25+L+sdxKEAMZahrlSX8ukqMOWy/jXW2m6M9LDBc31B9LFuv6gVKg/0Szi3KAr1kGq1GMjU/aLbnq6/lRxc4XfJ98hTargX++DbMJBSiYMIe9Ck1YAxFkKEAG3xbYaKmDDgYyFK0UGYpfoWYXG+fAPPI6tJnNwb7ClP7IyF+D+bjOtCpkhz6CFrIa/I6sFtNl8auFXGMTP34sNwI/JhkgEtmDz14ySfaRcTIBInmKPE32kxyyE2Tv+thKbEVePDfW/byMM1Kmm0XdObS7oGD/MypMXFPXrCwOtoYjyyn7BV29/MZfsVzpLDdRtuIZnbpXzvlf+ev8MvYr/Gqk4H/kV/G3csdazLuyTMPsbFhzd1UabQbjFvDRmcWJxR3zcfHkVw9GfpbJmeev9F08WW8uDkaslwX6avlWGU6NRKz0g/SHtCy9J30o/ca9zX3Kfc19zn3BXQKRO8ud477hLnAfc1/G9mrzGlrfexZ5GLdn6ZZrrEohI2wVHhZywjbhUWEy8icMCGNCUdiBlq3r+xafL549HQ5jH+an+1y+LlYBifuxAvRN/lVVVOlwlCkdVm9NOL5BE4wkQ2SMlDZU97hX86EilU/lUmkQUztTE6mx1EEPh7OmdqBtAvv8HdWpbrJS6tJj3n0CWdM6busNzRV3S9KTYhqvNiqWmuroiKgYhshMjmhTh9ptWhsF7970j/SbMrsPE1suR5z7DMC+P/Hs+y7ijrQAlhyAgccjbhjPygfeBTjzhNqy28EdkUh8C+DU9+z2v/oyeH791OncxHOs5y2AtTc7nb/f73TWPkD/qwBnjX8BoJ98VVBg/m8AAEAASURBVHgB7N0HmFTluTjwd3bp0gRRbIhiRVGwt9gQNYIlQQ1qYjQa/xr0KpZcgjGxm1xbjDcKUWOMkgSNvSsaIUFQo6J4URELAVEsSBGk7cx/zzGs7NJmd2fXHfb3Pc8wp3zt/L7xyZOXj/dkcuUlFAIECBAgQIAAAQIECBAgQIAAAQIECBAoOoGSopuxCRMgQIAAAQIECBAgQIAAAQIECBAgQIBAKiDA64dAgAABAgQIECBAgAABAgQIECBAgACBIhUQ4C3ShTNtAgQIECBAgAABAgQIECBAgAABAgQICPD6DRAgQIAAAQIECBAgQIAAAQIECBAgQKBIBQR4i3ThTJsAAQIECBAgQIAAAQIECBAgQIAAAQICvH4DBAgQIECAAAECBAgQIECAAAECBAgQKFIBAd4iXTjTJkCAAAECBAgQIECAAAECBAgQIECAgACv3wABAgQIECBAgAABAgQIECBAgAABAgSKVECAt0gXzrQJECBAgAABAgQIECBAgAABAgQIECAgwOs3QIAAAQIECBAgQIAAAQIECBAgQIAAgSIVEOAt0oUzbQIECBAgQIAAAQIECBAgQIAAAQIECAjw+g0QIECAAAECBAgQIECAAAECBAgQIECgSAUEeIt04UybAAECBAgQIECAAAECBAgQIECAAAECArx+AwQIECBAgAABAgQIECBAgAABAgQIEChSAQHeIl040yZAgAABAgQIECBAgAABAgQIECBAgIAAr98AAQIECBAgQIAAAQIECBAgQIAAAQIEilRAgLdIF860CRAgQIAAAQIECBAgQIAAAQIECBAgIMDrN0CAAAECBAgQIECAAAECBAgQIECAAIEiFRDgLdKFM20CBAgQIECAAAECBAgQIECAAAECBAgI8PoNECBAgAABAgQIECBAgAABAgQIECBAoEgFBHiLdOFMmwABAgQIECBAgAABAgQIECBAgAABAgK8fgMECBAgQIAAAQIECBAgQIAAAQIECBAoUgEB3iJdONMmQIAAAQIECBAgQIAAAQIECBAgQICAAK/fAAECBAgQIECAAAECBAgQIECAAAECBIpUQIC3SBfOtAkQIECAAAECBAgQIECAAAECBAgQICDA6zdAgAABAgQIECBAgAABAgQIECBAgACBIhUQ4C3ShTNtAgQIECBAgAABAgQIECBAgAABAgQICPD6DRAgQIAAAQIECBAgQIAAAQIECBAgQKBIBQR4i3ThTJsAAQIECBAgQIAAAQIECBAgQIAAAQICvH4DBAgQIECAAAECBAgQIECAAAECBAgQKFIBAd4iXTjTJkCAAAECBAgQIECAAAECBAgQIECAgACv3wABAgQIECBAgAABAgQIECBAgAABAgSKVECAt0gXzrQJECBAgAABAgQIECBAgAABAgQIECAgwOs3QIAAAQIECBAgQIAAAQIECBAgQIAAgSIVEOAt0oUzbQIECBAgQIAAAQIECBAgQIAAAQIECAjw+g0QIECAAAECBAgQIECAAAECBAgQIECgSAUEeIt04UybAAECBAgQIECAAAECBAgQIECAAAECArx+AwQIECBAgAABAgQIECBAgAABAgQIEChSAQHeIl040yZAgAABAgQIECBAgAABAgQIECBAgIAAr98AAQIECBAgQIAAAQIECBAgQIAAAQIEilRAgLdIF860CRAgQIAAAQIECBAgQIAAAQIECBAgIMDrN0CAAAECBAgQIECAAAECBAgQIECAAIEiFRDgLdKFM20CBAgQIECAAAECBAgQIECAAAECBAgI8PoNECBAgAABAgQIECBAgAABAgQIECBAoEgFBHiLdOFMmwABAgQIECBAgAABAgQIECBAgAABAgK8fgMECBAgQIAAAQIECBAgQIAAAQIECBAoUgEB3iJdONMmQIAAAQIECBAgQIAAAQIECBAgQICAAK/fAAECBAgQIECAAAECBAgQIECAAAECBIpUQIC3SBfOtAkQIECAAAECBAgQIECAAAECBAgQICDA6zdAgAABAgQIECBAgAABAgQIECBAgACBIhUQ4C3ShTNtAgQIECBAgAABAgQIECBAgAABAgQICPD6DRAgQIAAAQIECBAgQIAAAQIECBAgQKBIBQR4i3ThTJsAAQIECBAgQIAAAQIECBAgQIAAAQICvH4DBAgQIECAAAECBAgQIECAAAECBAgQKFIBAd4iXTjTJkCAAAECBAgQIECAAAECBAgQIECAgACv3wABAgQIECBAgAABAgQIECBAgAABAgSKVECAt0gXzrQJECBAgAABAgQIECBAgAABAgQIECAgwOs3QIAAAQIECBAgQIAAAQIECBAgQIAAgSIVEOAt0oUzbQIECBAgQIAAAQIECBAgQIAAAQIECAjw+g0QIECAAAECBAgQIECAAAECBAgQIECgSAUEeIt04UybAAECBAgQIECAAAECBAgQIECAAAECArx+AwQIECBAgAABAgQIECBAgAABAgQIEChSAQHeIl040yZAgAABAgQIECBAgAABAgQIECBAgIAAr98AAQIECBAgQIAAAQIECBAgQIAAAQIEilRAgLdIF860CRAgQIAAAQIECBAgQIAAAQIECBAgIMDrN0CAAAECBAgQIECAAAECBAgQIECAAIEiFRDgLdKFM20CBAgQIECAAAECBAgQIECAAAECBAgI8PoNECBAgAABAgQIECBAgAABAgQIECBAoEgFBHiLdOFMmwABAgQIECBAgAABAgQIECBAgAABAgK8fgMECBAgQIAAAQIECBAgQIAAAQIECBAoUgEB3iJdONMmQIAAAQIECBAgQIAAAQIECBAgQICAAK/fAAECBAgQIECAAAECBAgQIECAAAECBIpUQIC3SBfOtAkQIECAAAECBAgQIECAAAECBAgQICDA6zdAgAABAgQIECBAgAABAgQIECBAgACBIhUQ4C3ShTNtAgQIECBAgAABAgQIECBAgAABAgQICPD6DRAgQIAAAQIECBAgQIAAAQIECBAgQKBIBQR4i3ThTJsAAQIECBAgQIAAAQIECBAgQIAAAQICvH4DBAgQIECAAAECBAgQIECAAAECBAgQKFKBJkU6b9MuUoFJkybFVVddFYsXLy7SJzBtAgQIECBQvwLt2rWLSy65JJJvhQABAgQIECBAgAABAlUFBHirijivU4Gbb745brnlljodQ+cECBAgQGBNE9hjjz1iwIABa9pjeR4CBAgQIECAAAECBAogIMBbAERd5C+wZMmStPKxxx4bBx98cP4N1SRAgAABAo1QYNiwYTF27NhY+r+fjZDAIxMgQIAAAQIECBAgsBoBAd7VALldNwK77rpr/PCHP6ybzvVKgAABAgTWEIGRI0emAd415HE8BgECBAgQIECAAAECdSDgJWt1gKpLAgQIECBAgAABAgQIECBAgAABAgQI1IeAAG99KBuDAAECBAgQIECAAAECBAgQIECAAAECdSAgwFsHqLokQIAAAQIECBAgQIAAAQIECBAgQIBAfQjIwVsfyqsYY/r06TFz5syYP39++mnRokW0a9cu2rZtGx07dozkXCFAgAABAgQIECBAgAABAgQIECBAgMCKBAR4V6RSh9fmzp0bf/rTn2L48OHx+uuvR3K+stKkSZPo0aNH7LbbbtGvX7849NBDI5PJrKy66wQIECBAgAABAgQIECBAgAABAgQINDIBKRrqacFnzJgRAwcOjA033DDOOOOM9I3YqwruJtNasmRJvPLKKzF06NA0wLv99tvHI488Uk8zNgwBAgQIECBAgAABAgQIECBAgAABAg1dwA7eelihzz//PPr06RMTJkyoGC3Zibv++utHly5dolOnTtGyZcto3rx5GtRdsGBBzJkzJ6ZOnRpTpkyJhQsXpu2SHb+HH354XHPNNXH22WdX9OWAAAECBAgQIECAAAECBAgQIECAAIHGKSDAW8frPm/evOjbt29FcHeXXXaJc845J3r37p0Gdlc3/OLFi+OFF15I0zrcdtttkZwPGjQottxyyzRlw+rau0+AAAECBAgQIECAAAECBAgQIECAwJorIEVDHa/tXXfdlaZjSIYZMGBAjBs3Lv1Odu3mU5o2bRp77bVXDBs2LO6///5IzpMyePDgyGaz+XShDgECBAgQIECAAAECBAgQIECAAAECa6iAAG8dL+xzzz2XjpDkz01erlZSUnPy5CVrV199ddpfku7hvffeq+PZ654AAQIECBAgQIAAAQIECBAgQIAAgYYsUPNoY0N+qgY0tzFjxqSzOeywwyp239Zmev37969oPmnSpIpjBwQIECBAgAABAgQIECBAgAABAgQIND4BAd46XvNp06alI2y88cYFGaljx44VgeIvv/yyIH3qhAABAgQIECBAgAABAgQIECBAgACB4hQQ4K3jdevWrVs6wtixYwsyUpLyIXnRWlJ69epVkD51QoAAAQIECBAgQIAAAQIECBAgQIBAcQoI8Nbxuu20007pCCNGjIhRo0bVarRZs2bFueeem/bRoUOH2HTTTWvVn8YECBAgQIAAAQIECBAgQIAAAQIECBS3gABvHa/fz372szSlwoIFC+KII46IYcOGxaJFi6o96vjx4+Oggw6K5Dspp512WrX70IAAAQIECBAgQIAAAQIECBAgQIAAgTVLoMma9TgN72mSFA1XXHFFnH/++TF79uw0MJsc77vvvtGzZ890F+56660XLVu2jBYtWsSSJUsiCQbPmTMnpk6dGpMnT47Ro0fH66+/XvFwSaD30ksvrTh3QIAAAQIECBAgQIAAAQIECBAgQIBA4xQQ4K2HdT/vvPMieTnawIEDI3kx2ty5c+Phhx9OP9Ud/pBDDonhw4dHSYnN19W1U58AAQIECBAgQIAAAQIECBAgQIDAmiYgSlhPK3rSSSfFlClTYsiQIdG5c+dqjdq8efM0vcNDDz0Ujz32WCT5dxUCBAgQIECAAAECBAgQIECAAAECBAjYwVuPv4FOnTrF5Zdfnn7ef//9GDduXLz99ttpOoYkfUOys7dp06bRunXraNu2bSTpHbp37x477LBDeq0ep1ppqJtvvjl+97vfRS6Xq3S9JifJcydl2ZQT6QV/ECBAgAABAgQIECBAgAABAgQIECBQbQEB3mqTFaZB165dI/kUQxk1alS8+uqrBZ3qhAkTCtqfzggQIECAAAECBAgQIECAAAECBAg0RgEB3m9o1ZPdsMkL1D799NOYNWtWfP7551FWVhbt2rWL9u3bp9+bbbZZtGnT5hua4dfD/uEPf4jBgwdHNpv9+mINj4455ph46623YoMNNqhhD5oRIECAAAECBAgQIECAAAECBAgQILBUQIB3qUQ9fd9zzz1x9913xzPPPBOffPLJKkctLS2N7bffPvbee+84/vjjY7fddltl/bq62axZs9huu+0K0n2rVq0K0o9OCBAgQIAAAQIECBAgQIAAAQIECBCI8JK1evoVJLt1999//zjqqKNixIgRqw3uJtNKdvS+8sorccMNN8Tuu+8ehx9+eLz55pv1NGPDECBAgAABAgQIECBAgAABAgQIECDQ0AXs4K2HFZo6dWrst99+8cEHH1SMlqQoSHLwfvTRRzFlypQ0mJvc7NevX+yyyy7pteSFZK+99lqaxiG599BDD8WYMWNi5MiR0atXr+SSQoAAAQIECBAgQIAAAQIECBAgQIBAIxawg7eOFz/JtZvsvE2Cu0nKhdNOOy1mzJiRnifB2nfeeSfmzp0bl112Way11lrx1FNPxZ577hm33nprPP300zF9+vQ0pcPBBx+cznTmzJnRu3fvmDZtWh3PXPcECBAgQIAAAQIECBAgQIAAAQIECDR0AQHeOl6hBx54IMaPH5+OMnTo0Ljpppti3XXXrTRqy5Yt44ILLogHH3wwFi1aFEceeWS8+OKLaZ2mTZumaR0ef/zxNAicXExeyParX/2qUh9OCBAgQIAAAQIECBAgQIAAAQIECBBofAICvHW85rfccks6wkEHHRSnnHLKKkc74IAD4oc//GHMmzcvfvGLXyxXNwkCJzuAk5L0m+z8VQgQIECAAAECBAgQIECAAAECBAgQaLwCArx1vPZvvPFGOsKBBx6Y10jf+ta30npPPPFEzJkzZ7k2AwYMSK8tXLgwJk2atNx9FwgQIECAAAECBAgQIECAAAECBAgQaDwCArx1vNbJS9SS0rp167xG6tChQ1ovyd2bvGStatljjz2iWbNm6eXJkydXve2cAAECBAgQIECAAAECBAgQIECAAIFGJCDAW8eLvdVWW6UjjBs3Lq+RXn311Yp6a6+9dsXx0oPFixdH8klK27Ztl172TYAAAQIECBAgQIAAAQIECBAgQIBAIxQQ4K3jRe/Zs2c6wl//+teKF6etbMhZs2bFrbfemt7u1KlTbLzxxstVvf/++yPZ3ZuUrbfeern7LhAgQIAAAQIECBAgQIAAAQIECBAg0HgEBHjreK2POOKIdIRFixbFUUcdFWPGjFnhiDNnzozvf//7MXXq1PT+/vvvv1y9v//97zFo0KD0+hZbbBGbbLLJcnVcIECAAAECBAgQIECAAAECBAgQIECg8Qg0aTyP+s08aRLgPf7442P48OHx73//O/bee+800LvPPvtEkr4heZHahAkTYujQofHxxx+nk+zYsWP85je/qZjw448/HpdeemkkaR6y2Wx6/ZprromSEvH5CiQHBAgQIECAAAECBAgQIECAAAECBBqhgABvPSz6//7v/8Zrr72WBnKT4f72t7+lnxUN3bx58/jDH/4Q66+/fsXtJAD83HPPpedJUPfCCy+Mww47rOK+AwIECBAgQIAAAQIECBAgQIAAAQIEGqeALaD1sO7t27ePl156KS6//PJo2bLlSkc88MAD0yDw4YcfXqlO586do1mzZnHAAQdEspv3oosuqnTfCQECBAgQIECAAAECBAgQIECAAAECjVPADt56WvemTZvGkCFD4qSTTkpftjZx4sR46623IknHsM0220SPHj1i1113XeFskt26n332WbRu3XqF910kQIAAAQIECBAgQIAAAQIECBAgQKBxCgjw1vO6J6kXkh26VXfprmoayQ5ghQABAgQIECBAgAABAgQIECBAgAABAlUFpGioKuKcAAECBAgQIECAAAECBAgQIECAAAECRSIgwFskC2WaBAgQIECAAAECBAgQIECAAAECBAgQqCogwFtVxDkBAgQIECBAgAABAgQIECBAgAABAgSKRECAt0gWyjQJECBAgAABAgQIECBAgAABAgQIECBQVUCAt6qIcwIECBAgQIAAAQIECBAgQIAAAQIECBSJgABvkSyUaRIgQIAAAQIECBAgQIAAAQIECBAgQKCqgABvVRHnBAgQIECAAAECBAgQIECAAAECBAgQKBIBAd4iWSjTJECAAAECBAgQIECAAAECBAgQIECAQFUBAd6qIs4JECBAgAABAgQIECBAgAABAgQIECBQJAICvEWyUKZJgAABAgQIECBAgAABAgQIECBAgACBqgICvFVFnBMgQIAAAQIECBAgQIAAAQIECBAgQKBIBAR4i2ShTJMAAQIECBAgQIAAAQIECBAgQIAAAQJVBQR4q4o4J0CAAAECBAgQIECAAAECBAgQIECAQJEICPAWyUKZJgECBAgQIECAAAECBAgQIECAAAECBKoKCPBWFXFOgAABAgQIECBAgAABAgQIECBAgACBIhEQ4C2ShTJNAgQIECBAgAABAgQIECBAgAABAgQIVBUQ4K0q4pwAAQIECBAgQIAAAQIECBAgQIAAAQJFIiDAWyQLZZoECBAgQIAAAQIECBAgQIAAAQIECBCoKiDAW1XEOQECBAgQIECAAAECBAgQIECAAAECBIpEQIC3SBbKNAkQIECAAAECBAgQIECAAAECBAgQIFBVQIC3qohzAgQIECBAgAABAgQIECBAgAABAgQIFImAAG+RLJRpEiBAgAABAgQIECBAgAABAgQIECBAoKqAAG9VEecECBAgQIAAAQIECBAgQIAAAQIECBAoEgEB3iJZKNMkQIAAAQIECBAgQIAAAQIECBAgQIBAVQEB3qoizgkQIECAAAECBAgQIECAAAECBAgQIFAkAgK8RbJQpkmAAAECBAgQIECAAAECBAgQIECAAIGqAgK8VUWcEyBAgAABAgQIECBAgAABAgQIECBAoEgEBHiLZKFMkwABAgQIECBAgAABAgQIECBAgAABAlUFBHirijgnQIAAAQIECBAgQIAAAQIECBAgQIBAkQgI8BbJQpkmAQIECBAgQIAAAQIECBAgQIAAAQIEqgoI8FYVcU6AAAECBAgQIECAAAECBAgQIECAAIEiERDgLZKFMk0CBAgQIECAAAECBAgQIECAAAECBAhUFRDgrSrinAABAgQIECBAgAABAgQIECBAgAABAkUiIMBbJAtlmgQIECBAgAABAgQIECBAgAABAgQIEKgqIMBbVcQ5AQIECBAgQIAAAQIECBAgQIAAAQIEikRAgLdIFso0CRAgQIAAAQIECBAgQIAAAQIECBAgUFVAgLeqiHMCBAgQIECAAAECBAgQIECAAAECBAgUiYAAb5EslGkSIECAAAECBAgQIECAAAECBAgQIECgqoAAb1UR5wQIECBAgAABAgQIECBAgAABAgQIECgSAQHeIlko0yRAgAABAgQIECBAgAABAgQIECBAgEBVAQHeqiLOCRAgQIAAAQIECBAgQIAAAQIECBAgUCQCArxFslCmSYAAAQIECBAgQIAAAQIECBAgQIAAgaoCArxVRZwTIECAAAECBAgQIECAAAECBAgQIECgSAQEeItkoUyTAAECBAgQIECAAAECBAgQIECAAAECVQUEeKuKOCdAgAABAgQIECBAgAABAgQIECBAgECRCAjwFslCmSYBAgQIECBAgAABAgQIECBAgAABAgSqCgjwVhVxToAAAQIECBAgQIAAAQIECBAgQIAAgSIREOAtkoUyTQIECBAgQIAAAQIECBAgQIAAAQIECFQVEOCtKuKcAAECBAgQIECAAAECBAgQIECAAAECRSIgwFskC2WaBAgQIECAAAECBAgQIECAAAECBAgQqCogwFtVxDkBAgQIECBAgAABAgQIECBAgAABAgSKRECAt0gWyjQJECBAgAABAgQIECBAgAABAgQIECBQVUCAt6qIcwIECBAgQIAAAQIECBAgQIAAAQIECBSJgABvkSyUaRIgQIAAAQIECBAgQIAAAQIECBAgQKCqgABvVRHnBAgQIECAAAECBAgQIECAAAECBAgQKBIBAd4iWSjTJECAAAECBAgQIECAAAECBAgQIECAQFUBAd6qIs4JECBAgAABAgQIECBAgAABAgQIECBQJAJNimSea+w0p0+fHjNnzoz58+ennxYtWkS7du2ibdu20bFjx0jOFQIECBAgQIAAAQIECBAgQIAAAQIECKxIQIB3RSp1eG3u3Lnxpz/9KYYPHx6vv/56JOcrK02aNIkePXrEbrvtFv369YtDDz00MpnMyqq7ToAAAQIECBAgQIAAAQIECBAgQIBAIxOQoqGeFnzGjBkxcODA2HDDDeOMM86IsWPHrjK4m0xryZIl8corr8TQoUPTAO/2228fjzzySD3N2DAECBAgQIAAAQIECBAgQIAAAQIECDR0ATt462GFPv/88+jTp09MmDChYrRkJ+76668fXbp0iU6dOkXLli2jefPmaVB3wYIFMWfOnJg6dWpMmTIlFi5cmLZLdvwefvjhcc0118TZZ59d0ZcDAgQIECBAgAABAgQIECBAgAABAgQap4AAbx2v+7x586Jv374Vwd1ddtklzjnnnOjdu3ca2F3d8IsXL44XXnghTetw2223RXI+aNCg2HLLLdOUDatr7z4BAgQIECBAgAABAgQIECBAgAABAmuugBQNdby2d911V5qOIRlmwIABMW7cuPQ72bWbT2natGnstddeMWzYsLj//vsjOU/K4MGDI5vN5tOFOgQIECBAgAABAgQIECBAgAABAgQIrKECArx1vLDPPfdcOkKSPzd5uVpJSc3Jk5esXX311Wl/SbqH9957r45nr3sCBAgQIECAAAECBAgQIECAAAECBBqyQM2jjQ35qRrQ3MaMGZPO5rDDDqvYfVub6fXv37+i+aRJkyqOHRAgQIAAAQIECBAgQIAAAQIECBAg0PgEBHjreM2nTZuWjrDxxhsXZKSOHTtWBIq//PLLgvSpEwIECBAgQIAAAQIECBAgQIAAAQIEilNAgLeO161bt27pCGPHji3ISEnKh+RFa0np1atXQfrUCQECBAgQIECAAAECBAgQIECAAAECxSkgwFvH67bTTjulI4wYMSJGjRpVq9FmzZoV5557btpHhw4dYtNNN61VfxoTIECAAAECBAgQIECAAAECBAgQIFDcAgK8dbx+P/vZz9KUCgsWLIgjjjgihg0bFosWLar2qOPHj4+DDjooku+knHbaadXuQwMCBAgQIECAAAECBAgQIECAAAECBNYsgSZr1uM0vKdJUjRcccUVcf7558fs2bPTwGxyvO+++0bPnj3TXbjrrbdetGzZMlq0aBFLliyJJBg8Z86cmDp1akyePDlGjx4dr7/+esXDJYHeSy+9tOLcAQECBAgQIECAAAECBAgQIECAAAECjVNAgLce1v28886L5OVoAwcOjOTFaHPnzo2HH344/VR3+EMOOSSGDx8eJSU2X1fXTn0CBAgQIECAAAECBAgQIECAAAECa5qAKGE9rehJJ50UU6ZMiSFDhkTnzp2rNWrz5s3T9A4PPfRQPPbYY5Hk31UIECBAgAABAgQIECBAgAABAgQIECBgB289/gY6deoUl19+efp5//33Y9y4cfH222+n6RiS9A3Jzt6mTZtG69ato23btpGkd+jevXvssMMO6bV6nGqloS6++OK4+uqrI5vNVrpek5NkB3NSZs6cWZPm2hAgQIAAAQIECBAgQIAAAQIECBAgsIyAAO8yGPV52LVr10g+xVA+//zz+OKLLwo61STXsEKAAAECBAgQIECAAAECBAgQIECAQO0EBHhr51dnrWfMmBETJ06M5HvrrbeObbfdNt3dW2cDrqLj3/zmN3HllVcWZAfvnnvuGa+99lqsu+66qxjRLQIECBAgQIAAAQIECBAgQIAAAQIE8hEQ4M1HqUB1khQHkyZNipdeeikWLVoUPXv2jF69elXqfdq0aWme3j//+c9RVlZWca9Zs2Zx7LHHxm9/+9s0fUPFjXo6aNmyZUFGKi0tLUg/OiFAgAABAgQIECBAgAABAgQIECBAIEKAt55+BePHj4/jjjsu3njjjUoj9unTJ0aMGBFrr712fPDBB7HvvvvGu+++W6lOcpIEhG+//fZ49tln429/+1vsvPPOy9VxgQABAgQIECBAgAABAgQIECBAgACBxiUgwFsP6/3ggw/G0UcfnQZpqw731FNPxbe//e147rnn4sQTT6wI7m6wwQax9957x2abbRbvvPNOjB49Ok3XMGXKlBgwYEBMmDAhCrWrtuqcnBMgQIAAAQIECBAgQIAAAQIECBAgUBwCArx1vE5z586N008/vSK4u9tuu8UBBxyQpl94/PHH03y0zz//fJx99tkxcuTIdDZJ/auuuirWWmutitnNmTMnzjrrrPjjH/+YBnwvu+yyuPzyyyvuOyBAgAABAgQIECBAgAABAgQIECBAoPEJlDS+R67fJ04CtdOnT08HTV5UNnbs2Ljiiivi17/+dZqL9yc/+Ul674Ybbki/jzjiiLjxxhsrBXeTG23bto0//OEPaQqH5DzJxZvL5ZJDhQABAgQIECBAgAABAgQIECBAgACBRiogwFvHC5/szk3KgQceGIMHD45MJlMxYpMmTeK6666Lbt26VVy79tprK46rHiRtk+BwUr744ouYOnVq1SrOCRAgQIAAAQIECBAgQIAAAQIECBBoRAICvHW82BMnTkxH6Nev3wpHatasWey3337pvY4dO6Y5d1dY8T8Xe/bsGSUlXy3b0r5XVd89AgQIECBAgAABAgQIECBAgAABAgTWXAEB3jpe29mzZ6cjtGvXbqUjtW7dOr239tprr7TOsjdKS0vT02QXr0KAAAECBAgQIECAAAECBAgQIECAQOMVEOCt47Xfaqut0hFeeumllY708ssvp/fefffdmD9//krrJTfGjBkTixcvTutss802q6zrJgECBAgQIECAAAECBAgQIECAAAECa7aAAG8dr+/SIOzNN98cb7zxxnKjPfDAA/GPf/wjvZ7NZiOpt6py1113pbeT/L1bbLHFqqq6R4AAAQIECBAgQIAAAQIECBAgQIDAGi4gwFvHC3zmmWemOXMXLlwYe+65Z9x0001poDd5+drPf/7zOProo9MZ7LTTTun3kCFDYvTo0SucVVL/lltuSe8dcsghkeTvVQgQIECAAAECBAgQIECAAAECBAgQaLwCTRrvo9fPk++yyy5x6qmnxtChQ2PWrFnxk5/8ZLmBO3ToEI899lj06NEjZsyYkb507Uc/+lH07t07Nthgg3jhhRfiySefjJEjR6ZtW7VqFTfccMNy/bhAgAABAgQIECBAgAABAgQIECBAgEDjEhDgrYf1vv7662OttdaKa6+9NnK5XKUR27RpEw899FB06tQprrvuujj++OPTOrfeemskn6qlpKQkrr766ujatWvVW84JECBAgAABAgQIECBAgAABAgQIEGhkAgK89bDgSSqFJCjbv3//ePzxx2PpS9V69eqV7ujt3LlzOotjjz025s2bF+edd17Mnj17uZklQd3bb7899tlnn+XuuUCAAAECBAgQIECAAAECBAgQIECAQOMTEOCtxzXfY489Ivmsqpxyyilx1FFHxZ133pnm6v3ss89i2223jZ49e8b+++8frVu3XlVz9wgQIECAAAECBAgQIECAAAECBAgQaEQCArwNcLHbt28fZ5xxRgOcmSkRIECAAAECBAgQIECAAAECBAgQINCQBEoa0mTMhQABAgQIECBAgAABAgQIECBAgAABAgTyFxDgzd9KTQIECBAgQIAAAQIECBAgQIAAAQIECDQoAQHeBrUcJkOAAAECBAgQIECAAAECBAgQIECAAIH8BQR487dSkwABAgQIECBAgAABAgQIECBAgAABAg1KQIC3QS2HyRAgQIAAAQIECBAgQIAAAQIECBAgQCB/AQHe/K3UJECAAAECBAgQIECAAAECBAgQIECAQIMSEOBtUMthMgQIECBAgAABAgQIECBAgAABAgQIEMhfQIA3fys1CRAgQIAAAQIECBAgQIAAAQIECBAg0KAEBHgb1HKYDAECBAgQIECAAAECBAgQIECAAAECBPIXEODN30pNAgQIECBAgAABAgQIECBAgAABAgQINCgBAd4GtRwmQ4AAAQIECBAgQIAAAQIECBAgQIAAgfwFBHjzt1KTAAECBAgQIECAAAECBAgQIECAAAECDUpAgLdBLYfJECBAgAABAgQIECBAgAABAgQIECBAIH8BAd78rdQkQIAAAQIECBAgQIAAAQIECBAgQIBAgxIQ4G1Qy2EyBAgQIECAAAECBAgQIECAAAECBAgQyF9AgDd/KzUJECBAgAABAgQIECBAgAABAgQIECDQoAQEeBvUcpgMAQIECBAgQIAAAQIECBAgQIAAAQIE8hcQ4M3fSk0CBAgQIECAAAECBAgQIECAAAECBAg0KAEB3ga1HCZDgAABAgQIECBAgAABAgQIECBAgACB/AUEePO3UpMAAQIECBAgQIAAAQIECBAgQIAAAQINSkCAt0Eth8kQIECAAAECBAgQIECAAAECBAgQIEAgfwEB3vyt1CRAgAABAgQIECBAgAABAgQIECBAgECDEhDgbVDLYTIECBAgQIAAAQIECBAgQIAAAQIECBDIX0CAN38rNQkQIECAAAECBAgQIECAAAECBAgQINCgBAR4G9RymAwBAgQIECBAgAABAgQIECBAgAABAgTyFxDgzd9KTQIECBAgQIAAAQIECBAgQIAAAQIECDQoAQHeBrUcJkOAAAECBAgQIECAAAECBAgQIECAAIH8BQR487dSkwABAgQIECBAgAABAgQIECBAgAABAg1KQIC3QS2HyRAgQIAAAQIECBAgQIAAAQIECBAgQCB/AQHe/K3UJECAAAECBAgQIECAAAECBAgQIECAQIMSEOBtUMthMgQIECBAgAABAgQIECBAgAABAgQIEMhfQIA3fys1CRAgQIAAAQIECBAgQIAAAQIECBAg0KAEBHgb1HKYDAECBAgQIECAAAECBAgQIECAAAECBPIXEODN30pNAgQIECBAgAABAgQIECBAgAABAgQINCgBAd4GtRwmQ4AAAQIECBAgQIAAAQIECBAgQIAAgfwFBHjzt1KTAAECBAgQIECAAAECBAgQIECAAAECDUpAgLdBLYfJECBAgAABAgQIECBAgAABAgQIECBAIH8BAd78rdQkQIAAAQIECBAgQIAAAQIECBAgQIBAgxIQ4G1Qy2EyBAgQIECAAAECBAgQIECAAAECBAgQyF9AgDd/KzUJECBAgAABAgQIECBAgAABAgQIECDQoAQEeBvUcpgMAQIECBAgQIAAAQIECBAgQIAAAQIE8hdokn9VNQkQWJlAbtasyP35r5F76unITfsgolWryGy9VWT6HxklB/VZWTPXCRAgQIAAAQIECBAgQIAAAQIECNRKQIC3VnwaE4jI3jE8smefFzHz80ocudH/jNzvb43sXntE6Z23RaZr10r3nRAgQIAAAQIECBAgQIAAAQIECBCorYAUDbUV1H6NFci9NiHK/t/AWNJtm1jSvE0sab9uLNn9W5G96trIffFF+tzZq6+L7AknLxfcrYQyZmyU7bp35CZPrnTZCQECBAgQIECAAAECBAgQIECAAIHaCtjBW1tB7dc4gVw2G9nBF0Tumt+Ub8/Nff18ixZHPP9iZMs/UX6vZMhPI/vfQ76+v6qjTz6Nsu9+L0pfeSEypaWrqukeAQIECBAgQIAAAQIECBAgQIAAgbwF7ODNm0rFxiKQ/fHpkbvqusrB3aoPP+Pjr9IyLBsArlqn6vmE/4tceToHhQABAgQIECBAgAABAgQIECBAgEChBAR4CyWpnzVCIDvi7sj94fb8nmWZzb35NYjI/eWufKuqR4AAAQIECBAgQIAAAQIECBAgQGC1AgK8qyVSoTEJZH95SZ0+bm78q3Xav84JECBAgAABAgQIECBAgAABAgQal4AAb+Nab0+7CoHcxDci3np7FTUKcGvWrAJ0ogsCBAgQIECAAAECBAgQIECAAAECXwkI8PolEPiPQO6NN+veYr316n4MIxAgQIAAAQIECBAgQIAAAQIECDQaAQHeRrPUHnS1AgsWrLZKbStkvrVXbbvQngABAgQIECBAgAABAgQIECBAgECFQEECvLPK/9n5xRdfHO+//35Fxw4IFJtAZqMN63zKmVNOqvMxDECAAAECBAgQIECAAAECBAgQINB4BAoS4F24cGFcdNFFsdlmm8X+++8ft99+e8ybN6/xKHrSNUNg990iWq9VZ8+SOfq7UbL/fnXWv44JECBAgAABAgQIECBAgAABAgQan0BBArxL2XK5XDz77LNx4oknxnrluUaT7+Q8ua4QaOgCmebNI3PqyXUzzfLUDCW33Vw3feuVAAECBAgQIECAAAECBAgQIECg0QoUJMDbqVOnuP/+++O73/1uNGvWLMVMdvAmO3mTHb3Jzt5kh++7777baKE9eHEIlFw4JGLzboWbbNOmkbngv6N05GORWavudgcXbsJ6IkCAAAECBAgQIECAAAECBAgQKCaBggR4S0pK4ogjjoh77rknPvzww7jxxhtj9913r3BIcvMmOXo333zz2HfffeO2226LL774ouK+AwINRSDTvn2UPvpAwYK8meF/jNLLLo7Mf/7io6E8p3kQIECAAAECBAgQIECAAAECBAisGQIFCfAuS9GhQ4c4/fTTY+zYsTFp0qT4+c9/Hl27dk2rJKkaRo8eHT/60Y+ic+fOccIJJ8QzzzzTqFM4TJ8+PV5//fV44YUX0nQW48aNizfeeCM++OCDWLBgwbK0jutJILPF5lH64pjInHtWRPOvdqTXaOh2baPksL41aqoRAQIECBAgQIAAAQIECBAgQIAAgXwECh7gXXbQLbbYIi699NI0NcOoUaPilFNOiXXXXTetkqRwuOOOO6J3796x6aabxi9+8Yt47733lm2+Rh7PnTs3fve738Wee+4Zbdu2jQ033DB69OgRu+22W5rOYo899oju3bvHRhttFG3atIkdd9wxDZg/8sgjjToQXt8/hnQn79W/jpInH63x0CWDz49MixY1bq8hAQIECBAgQIAAAQIECBAgQIAAgdUJ1GmAd+ngmUwm9tlnn7j55pvTFA5jxoyJ8847L1q1apVWmTJlShoI7tatWxx44IFpPt817cVsM2bMiIEDB6YB3TPOOCPd4ZwEe1dVlixZEq+88koMHTo0+vXrF9tvv30kgV6l/gQy5S9Hi027Vn/ArbaKzHmDqt9OCwIECBAgQIAAAQIECBAgQIAAAQLVEGhSjbq1rvrll1/GU089lQZwH3rooZg/f36lPpOg7tNPP51+kp2r9913X3Tp0qVSnWI8+fzzz6NPnz4xYcKEiuknQe/1118/fb7kJXUtW7aM5s2bRxLUTVIzzJkzJ6ZOnRpJ8HvhwoVpuySVw+GHHx7XXHNNnH322RV9Oag7gWSdSn51WWS/9/3qDfLWW5Htc2iU3HBdZLbbtnpt1SZAgAABAgQIECBAgAABAgQIECCQp0CdB3jLysrSgO2dd96ZBmyrvlwtydl73HHHpTtUR44cGUm9jz76KF5++eXYddddIwkE77LLLnk+TsOrlqSi6Nu3b0VwN3mWc845J01NkQR2V1cWL16c5uf905/+lL6cLjkfNGhQbLnllnHooYeurrn7BRAoOeaoyD03NnLX/65aveWeHR1lu38rSu4dESUH9alWW5UJECBAgAABAgQIECBAgAABAgQI5CNQZykakgBtEshMcskefPDBab7dpcHd0tLS+Pa3vx133XVXJC8Zu+GGG9I6V111Vfz73/+OIUOGpHNP0hokqRyKuSTPmLxwLikDBgyI5CVqyXc+wd2kTdOmTWOvvfaKYcOGpTufk/OkDB48OLLZbHrsj7oXKP3NNVFyza8jWrWs3mDz5kf2qGMj9/bk6rVTmwABAgQIECBAgAABAgQIECBAgEAeAgUN8CbpBK644or0JWE77bRTXHfddelu3KXzSHadXnnllWnagUcffTSOPvroNC3B0vvJdxLAvPzyy9OXkCXnzz33XJquIDkuxpLMPylJ/txkF25JSc3Jkx27V199ddpfku6hMbyULn3YBvJHyTlnRenkiZE547TqzWjuF5H96c+q10ZtAgQIECBAgAABAgQIECBAgAABAnkI1DzauEznycvCkpeobbrppnHBBRfEG2+8UXG3TZs2ccopp0TyYrW3yvOSJjtPN9xww4r7KztI0jMkJclJm+SiLdaSPHdSDjvssDR4Xdvn6N+/f0UXkyZNqjh2UD8CmfK8ybHgq5zI1Rkx9+DDkfvkk+o0UZcAAQIECBAgQIAAAQIECBAgQIDAagUKkoM3eVnaP/7xj4rBkhdT7bfffnHSSSdFEpBs1apVxb18D2bNmpVWTV48ttVWW+XbrMHVmzZtWjqnjTfeuCBz69ixYxooTnLxJi+tU+pfIDf669963qNnc5EbMzYyRx6edxMVCRAgQIAAAQIECBAgQIAAAQIECKxOoCA7eJcO0rVr1/jlL38Z77zzTjzzzDPxgx/8oEbB3aS/gQMHxquvvhpJHt4mTQoSh146zXr97tatWzre0jy8tR08SfmQBHeT0qtXr9p2p31NBGZ8XJNWUZ6vpGbttCJAgAABAgQIECBAgAABAgQIECCwEoGCRE5bt24dTz/9dOy///6R7N4tRNl5550L0c033keSi3j8+PExYsSIdEfzvvvuW+M5Jbuazz333LR9hw4d0pQYNe5Mw5oLtG8fMXtO9dsn7RQCBAgQIECAAAECBAgQIECAAAECBRQoyA7etdZaKw444ICK4G6SOmDUqFErnGbycrDkRWtvvvnmCu+vaRd/9rOfpSkVFixYEEcccUQMGzYsFi1aVO3HTILEBx10UBosThqfdlo1X/RV7RE1WJlApuf2K7u1yuuZnjus8r6bBAgQIECAAAECBAgQIECAAAECBKorUJAdvEsHTV6IlrxE7fe//30a1Pzss8+W3qr4fumll2LIkCHpp3fv3vHnP/851l133Yr7a9pBkqLhiiuuiPPPPz9mz56dBmaT42Qnb8+ePdNduOutt160bNkyWrRokb5ULgkGz5kzJ3253OTJk2P06NHx+uuvV9Akgd5LL7204txB/QpkBhwTuQcert6gO/SIzNbFm0u6eg+rNgECBAgQIECAAAECBAgQIECAQH0JFCzAm7xo7cgjj4ynnnqqYu6ffvpprLPOOhXnycF7771XcZ6kdUhSGDzxxBPRvXv3iutr2sF5550XycvRkrzCye7muXPnxsMPP5x+qvushxxySAwfPjxKSgqy+bq6w6tfLpA55qiIq6+LeOmVvD1Kfn15XnVzuVzEP8dE9qmnI6ZOi/Kof2S22jIyR/SLzKab5tWHSgQIECBAgAABAgQIECBAgAABAo1HoGBRwmuvvbYiuJvkhx00aFC6i7cq5Zlnnhl33nlnmtIhuTdt2rQ49dRTq1Zb485POumkmDJlSrpzuXPnztV6vubNm6fpHR566KF47LHHIvFVvjmBTHlwvfRvf4novF5ekyi56OdRcvBBq62be+nlKNtlzyjb58DIXXpl5P54R+SG3hzZQedH2ebdo+zEUyJXvgtcIUCAAAECBAgQIECAAAECBAgQILBUIFO+Y7B8y2DtSrIjdeONN05TEGy77bZpEDI5X1VJhr3wwgvj8su/2tmYvITsmGOOWVWTNere+++/H+PGjYu33347TceQpG9IHJs2bRrJS+vatm0bSXqHZGfzDjvskF77pgCStfrkk08im83Wegp9+vRJ000ku73vu+++Wvf3TXaQmzo1yr5/UsTof654Gsku626bRabft6PkuAGR2XmnFdcrv5p99PHI9v9exIKFK62T3th6yygdNTIya3Bak1UDuEuAAIHGJfCDH/wg/YvxO+64I77//e83rof3tAQIECBAgAABAgQI5CVQkBQNr732WhrcTUa8+eab02Dv6kbPZDJx8cUXxwMPPJAG/JJ0DY0pwNu1a9dIPsVQkhe6JXmVC1lmzJhRyO6+kb4y5X+J0aQ82Jp9qvxz970Rjz1RviX9g6/nkgTE354cuetuiLLyT+Z7R0XJzTdFpk2br+uUH+XeeSeyA8r/T/vqgrtJqzcnRdlRx34V5C3/b0ghQIAAAQIECBAgQIAAAQIECBBo3AIFCfAmLwJLSvv27WOPPfbIW7S0tDQOPPDANMD7xhtv5N1OxfoV2HzzzWP99dePAmz2jiQvc/IyvmbNmtXvQ9TlaPt8K+K/L6gc3F3BeLkRf4uyN9+K0n88UynIm73glxFzv1hBi5Vc+seYyP3t3sgc3X8lFVwmQIAAAQIECBAgQIAAAQIECBBoLAIFCfAmqQWSUpMXf7Vr1y5tO2fOnPR7TfvjxRdfjHfKd2gmL1lL0hMUYzn//PMj+RSi7LjjjvHKK6/E2muvXYjuvvE+cv83MbL7la/rp5/lN5dXJ0T29DOj9M4/pvVz5b/73H0P5Nd2mVq5P/4pQoB3GRGHBAgQIECAAAECBAgQIECAAIHGKVCQl6x16dIl1Zs5c2YkuWWrU5JgX1J69OhRnWZFUzdJbXDsscfGQQcdlL5MbtGiRUUzdxNdtUBu0ttRtse++Qd3/9Nd7s9/jdxrE9Kz5MVqsWjxqgdawd3c2OdXcNUlAgQIECBAgAABAgQIECBAgACBxiZQkABvr169Knbv/upXv8rbcOLEiTFy5Mi0/vbbb593u2KtmOQn3m+//WL69OnF+gjm/R+BJF1F2dHHladW+Gr3erVgyl9rmB1x91dNPvm0Wk0rKn8+K3JlZRWnDggQIECAAAECBAgQIECAAAECBBqnQEECvBuXv2xqafqBYcOGxVVXXRWLF696V2KSc7d///4xf/78NB9r3759G8UKjB07Nrp37x433nhjZJOXcClFKZB76JGI/+zCrckD5J746i82okMNU1W0axuZ8hzWCgECBAgQIECAAAECBAgQIECAQOMWKEiANyG87LLLonnz5qnmT3/609hyyy3jyiuvjLvuuivGjRsXr732Wjz22GOR7GI9+uijY9ttt40333wzrX/JJZekQc/0ZA3+47jjynd8lpfZs2fHwIEDY88994zx48evwU+85j5a7k/Da/dw5akZys45PzI79ooorf5/hplddq7d+FoTIECAAAECBAgQIECAAAECBAisEQIFeclaIrHzzjvH0KFD45RTTomy8n86nuTiHTJkyGqRDj300IK9wGu1g33DFa655po4/PDDU6Mvvvginn/++dhpp53ie9/7XlxwwQVp0PsbnqLh8xRIc+fmWXdl1XLX3RC5Tp0ic+ghkXvo0ZVVW+H1zPePXeF1FwkQIECAAAECBAgQIECAAAECBBqXQPW3Dq7C58QTT4wXXnghdt1111XU+urWJptsEiNGjIhHHnmkIn/vahutARWSYO6//vWv2GeffdKnSdI0/OUvf0lfMpekrHj55fKXbikNX+CLeQWZY/aiSyP+3ykRTarxdy29dojM97/aDV6QSeiEAAECBAgQIECAAAECBAgQIECgaAWqEVXK7xl33HHHdGfq22+/HQ8//HBMmjQpZsyYEQsXLozNNtssNt988/TTu3fvaNGiRX6drmG1ttpqqxg1alQMHz483b384YcfRvLSrnvvvTf97LDDDpGkcxgwYEB06dJlDXv6NeRxWq8V8WkNX5C2LMGixZE78ccRS5Yse3XlxxttGKX33SX/7sqF3CFAgAABAgQIECBAgAABAgQINCqBggd4l+ptscUWMWjQoKWnvlcgcPzxx6cpG6677rq44YYbyuOFXwUMX3311Ug+gwcPTvP07rbbbrHddtuln+QFbWutVR5cVL5RgcwO20fu/SmFmcOnn+XVT6bvIVFyy9DIdO6cV32VCBAgQIAAAQIECBAgQIAAAQIE1nyBgqZoWPO5Cv+Ebdq0iV/84hcxZcqUNMi76aabVgyS7OodM2ZMXHvttfGjH/0oTX2R1O/WrVscccQRFfUcfAMCp5Xvuq3Psm6nKPnrnYK79WluLAIECBAgQIAAAQIECBAgQIBAEQgI8DaQRWrVqlWcccYZMXny5DR9w5lnnhkbbrjhcrNLgr7vvvtuPPjgg8vdc6FuBXKvjI+y406IJe3Xjdy3D6/bwar2/vEnkbvut1WvOidAgAABAgQIECBAgAABAgQIEGjkAgVP0fDFF1/E3XffHW+99VbMmzevPLXokjS/7Oqc+/XrF8mnsZeSkpL0BWzJS9iuv/76ePHFF9NdvOPGjYvk8+9//7uxE9X78ydB9ewvL4ncZVdG5Op9+IoBs8P/EiUXDqk4d0CAAAECBAgQIECAAAECBAgQIECgoAHe//mf/4nLL7885syZU23ZzuV5RQV4K7NlMpk0LcOuu+5acWP+/Pnx0UcfRfJiNqV+BLIX/CJyV15VP4OtapS33o7c3LmRKU/ToRAgQIAAAQIECBAgQIAAAQIECBBIBAoW4L3//vvjv//7v6nWsUCSymGzzTZLP3U8lO7LBXLPjW0Ywd2lq/H55xECvEs1fBOJv+xgAABAAElEQVQgQIAAAQIECBAgQIAAAQIEGr1AQQK82Ww2Tj755ArMHXfcMU477bRIXhi21lprRbITdXVlo402Wl0V9wnUq0CufLd02ZmDqj9mx44Rn31W/Xb5tFhnnXxqqUOAAAECBAgQIECAAAECBAgQINBIBAoS4E3y7c6cOTMlO/jgg+Pee++NZKepEnHkkUdG165dU4o2dl4WxU8iybmbvNAs+8tLI8pzSle7zPsiMqeeHLmbb115zt7yXMtR/hcj1So9t4+M/66qRaYyAQIECBAgQIAAAQIECBAgQGBNFyhIgPfll1+ucDr33HMFdys0Ivr27Zt+lrnksAEL5MrKouzg8pf9Pf33ms9ywcIoGXxexI9/FNmbfh+5Z56N+OCDiNatI7btHiVHfTdy770fuev/t1pjlJx4QrXqq0yAAAECBAgQIECAAAECBAgQILDmCxQkwLtkyZJUKknFsNdee635ap5wjRUoO/YHtQvuLpUpDxRndt4pSm8dtvRKpe9c+Y73srvviZie58vyum8dmdNPrdSHEwIECBAgQIAAAQIECBAgQIAAAQLl/0689mWPPfZIO0n+afvSVA2171UPBOpXIDtqdMTd99Z+0CalERtuuMp+Mh06ROkDf4vosPYq66U3N94oSh+8JzLNmq2+rhoECBAgQIAAAQIECBAgQIAAAQKNSqAgAd4tt9wyOiYvliovTz/9dKMC9LDFL5Arz4WbmzEjsj85qyAPk9l3n8i0bLnavtIdvi/8MzJ9eq+0buao70Tpi2Mi063bSuu4QYAAAQIECBAgQIAAAQIECBAg0HgFCpKiIeG78MIL4+yzz44hQ4akOWfXWWedxqvqyYtCIPvYE5H77e8i9/dnIxYuKticM+eenXdfSeC29MlHIvfqa5FL5lOemzdKSyOzebfI9Ds0MltukXdfKhIgQIAAAQIECBAgQIAAAQIECDQ+gYIFeM8666z4+OOP44orroitt946LrnkkjjggANik002iZZ57GZsfPSe+JsSyH35ZWRP+nHkRpSnSChwyZxwfJR8++Bq95rZYftIPgoBAgQIECBAgAABAgQIECBAgACB6ggUJMA7e/bsGDhwYDpuEsz97LPPKs6Ti+3bty/flFiel3QV5ac//WkkH4VAXQok6RiyxxwXuYcfK/gwmeMHRMnvbyx4vzokQIAAAQIECBAgQIAAAQIECBAgsDKBggR4FyxYEMOHD1/ZGDFr1qyV3lt648vyXZUKgboWyP3+lsIHd8vTKJRccUmU9P9OXU9f/wQIECBAgAABAgQIECBAgAABAgQqCRQkwFtSUhIbbbRRpY6re9K2bdvqNlGfQLUEcrlcZK/4n2q1WW3lpk2jdOL4yKxmh/pq+1GBAAECBAgQIECAAAECBAgQIECAQA0EChLg7dSpU0ydOrUGw2tCoB4Fxr8aMXVaYQfc91uCu4UV1RsBAgQIECBAgAABAgQIECBAgEA1BEqqUVdVAkUtkJv8TsHnn+l7SMH71CEBAgQIECBAgAABAgQIECBAgACBfAUEePOVUq/4BZYsKfgzZCJT8D51SIAAAQIECBAgQIAAAQIECBAgQCBfgQYR4P3oo4/i9ddfz3fO6hGokUCm6yY1arfKRnXR5yoHdJMAAQIECBAgQIAAAQIECBAgQIDA1wIFycH7dXcRH3zwQdxzzz3x8ccfx6JFiyKbzS57O8rKytLPkvLdlLNmzYpp06bFc889Fz//+c9ju+22q1TXCYHaCuTmzYvcjcMie/c9ERMK/JcIzZpG5oD9ajtF7QkQIECAAAECBAgQIECAAAECBAjUWKCgAd4zzjgjfv/738fixYtrPCENCRRKIDfu+SjrPyBi+oeF6rJSP5kfnxyZtm0rXXNCgAABAgQIECBAgAABAgQIECBAoD4FChbgvf322+N3v/tdtedeWloau+66a+y+++7VbqsBgZUJ5P71UpQdcHDElwtWVqV219u0jpJLf1m7PrQmQIAAAQIECBAgQIAAAQIECBAgUEuBggR4kzQM55xzTsVUjjnmmDjkkENivfXWi6OPPjrmz58fF198cfTo0SNmzpwZL7zwQtxxxx3x5Zdfxv777x9PPfVURVsHBGorkCtPDVL2ve/XXXC3fIKZ/3dKZNZeu7ZT1Z4AAQIECBAgQIAAAQIECBAgQIBArQQKEuCdOnVqGrhNZnLaaafFTTfdVDGpvffeO5588smYV54L9Tvf+U56/eSTT47jjjsu+vXrFyNHjoy//OUvceyxx1a0cUCgNgK5O4ZHvPtebbpYddtMJkpOPWXVddwlQIAAAQIECBAgQIAAAQIECBAgUA8CJYUYY9KkSRXdDB48uOI4Odhrr73S86effrrS9X333TfduZspD5YNGjQofeFapQpOCNRQIHffAzVsmV+zzEknRGaLzfOrrBYBAgQIECBAgAABAgQIECBAgACBOhQoSIB38uTJ6RRbtWoVm2yySaXpbrPNNun5//3f/0VZWVmle0ne3SRtw4wZM2LEiBGV7jkhUFOB3Ftv17Tp6tv13D5Kfnvt6uupQYAAAQIECBAgQIAAAQIECBAgQKAeBAoS4E0Cu0lZewU5Sbfccsv03oIFC2LZnb7pxfI/kp28SZkwYUL67Q8CtRYo/63VSdmkS5SOGhmZtdaqk+51SoAAAQIECBAgQIAAAQIECBAgQKC6AgUJ8G699dbpuB9//HHkcrlKc9hiiy0iScOQlFdffbXSveQk2cGbFAHelMEfhRDosnEhelmuj9IRd0ambdvlrrtAgAABAgQIECBAgAABAgQIECBA4JsSKGiAd/HixTF69OhKz5Ls7t1ggw3Sa//6178q3UtO/vnPf6bXZs6cudw9FwjURCDTp3dNmq2yTZp3d7ddV1nHTQIECBAgQIAAAQIECBAgQIAAAQL1LVCQAG+7du2ia9eu6dzPPvvs+PDDDys9R69evdLzJM/u559/XnEvm83Go48+mp5vttlmFdcdEKiNQMmpJ0e0bFGbLiq1zRzcJ0puuqHSNScECBAgQIAAAQIECBAgQIAAAQIEGoJAQQK8yYNcf/316fOMHz8+kherDRw4sOL5TjzxxPR42rRp0a9fv7j//vvj2Wefjf79+8enn36a3luaqqGikQMCNRTIlO8YL/n15TVsvUyzFi2i5MpLo+SR+yPTvPkyNxwSIECAAAECBAgQIECAAAECBAgQaBgCBQvwHn744XHCCSekTzV79ux44IEHKp7wO9/5TiS5eJPy3HPPRXK+//77p4He5Frb8rym//Vf/5UcKgQKIlByZvlfMLRpU/O+BhwdpTM/jJLB50emtLTm/WhJgAABAgQIECBAgAABAgQIECBAoA4FChbgTeZ40003pTt5N99881g25UJJSUk88cQTseWWWy73KC1btoxhw4bFuuuuu9w9FwjUVCA34fWIuXNr1vyUE6PJX+6ITPlvUyFAgAABAgQIECBAgAABAgQIECDQkAWaFHJyyQvVkp24Z555Zrz99tuVut50003T3bt33HFHmp4hSc2Q5OY9/fTTo3v37pXqOiFQW4HsPffVuIvMvPmRK88jnVl//Rr3oSEBAgQIECBAgAABAgQIECBAgACB+hAoaIB36YQzmcwKd+t27NgxkpewJR+FQF0K5J4dXePuc3+5K8qeeTZKH74vMjvvVON+NCRAgAABAgQIECBAgAABAgQIECBQ1wIFCfAuXrw4xowZk851zz33jGbNmuU977vvvjsmTpwYO+ywQxx55JF5t1ORwMoEsjcOjRj1j5Xdzu/6jI+jrO+RUfrS2MhstFF+bdQiQIAAAQIECBAgQIAAAQIECBAgUM8CBcnBO3PmzPSlacmL05Lj6pSTTz45Lrroonj00Uer00xdAisUyD76eGTPKNAO8Y8/iexPh6xwHBcJECBAgAABAgQIECBAgAABAgQINASBggR4a/ogX375ZSSfpHz22Wc17UY7AqlArnwnefbMQRG5woHkRtwduU8+KVyHeiJAgAABAgQIECBAgAABAgQIECBQQIFqp2i49957Y/r06ZWmMHfu3Irz2267Ldq0aVNxvrKDhQsXxmOPPRZLlixJq2y77bYrq+o6gbwEck89HfHue3nVzbtSNhe5v4+KzDFH5d1ERQIECBAgQIAAAQIECBAgQIAAAQL1JVDtAG9ZWVmceeaZK53fkCE1+yftu+2220r7dINAPgK5Z0flU63adXJvvFntNhoQIECAAAECBAgQIECAAAECBAgQqA+BaqdoOProo6NPnz4FndvgwYOjb9++Be1TZ41Q4MOP6uShc6NG10m/OiVAgAABAgQIECBAgAABAgQIECBQW4Fq7+BNBrzlllvimWeeqRh7zpw5cdZZZ6Xnv/nNb6Jdu3YV91Z0kMlkokWLFtG6detIUjN07dp1RdVcI1A9gTxSg1Svw//UfuXVyGWzkSmp9t+H1Gg4jQgQIECAAAECBAgQIECAAAECBAjkK1CjAG+XLl3ixBNPrBhjxowZFQHe733ve9G5c+eKew4I1JdApse2hXy/2tfTnjU7YurUiE02+fqaIwIECBAgQIAAAQIECBAgQIAAAQINQKBGAd6q805eqpbs3E1K27Ztq952TqBeBDJHHh5x9nkRixYXfrzPZwnwFl5VjwQIECBAgAABAgQIECBAgAABArUUKMi/OW/VqlW6gzdJ05Acf/nllzFq1IpfeDVhwoS48sor4803vbiqlmuneRWBzPrrR+bMn1S5WqDTdTsVqCPdECBAgAABAgQIECBAgAABAgQIECicQEECvEuns2TJkjjvvPNivfXWi+9+97tLL1f6fumll2LIkCGxzTbbxIEHHhgff/xxpftOCNRGoOSKSyP23rM2XSzftusmkdlgg+Wvu0KAAAECBAgQIECAAAECBAgQIEDgGxYoWIB3/vz5ceihh8Y111wTc+fOjZkzZ8ann3663OO99957Fdeefvrp2GmnnWLixIkV1xwQqI1AplmzKH3ykcgc9Z3adFOpbclJJ1Q6d0KAAAECBAgQIECAAAECBAgQIECgoQgULMB77bXXxlNPPZU+V4cOHWLQoEHRtGnT5Z7zzDPPjDvvvDMOOOCA9N60adPi1FNPXa6eCwRqLPD+lMj9Y0yNm1dquNmmkTnnrEqXnBAgQIAAAQIECBAgQIAAAQIECBBoKAIFCfAmO3avvvrq9Jm23XbbGD9+fCQB33bt2i33nOuss04cf/zxMXLkyLjgggvS+2PGjIm77rprubouEKiuQG7Bgig7rDw9yIwCpP7ovF6UPnRvZFq3ru401CdAgAABAgQIECBAgAABAgQIECBQLwIFCfC+9tprMXv27HTCN998c2y88carnXwmk4mLL744tttuu7Rukq5BIVBTgVx5Lueyn/08yrpsEfHOuzXt5ut2fb8dpS+OiUz3bb6+5ogAAQIECBAgQIAAAQIECBAgQIBAAxMoSIB38uTJ6WO1b98+9thjj7wfsbS0NH3RWtLgjTfeyLudigSWFcjec1+Ubd49cr8q30X+ySfL3srvuFWriL3Kf7cdO3xd/5HHoqzPoZG94teRmzfv6+uOCBAgQIAAAQIECBAgQIAAAQIECDQggYIEeJMUDUkpKal+d0vTOMyZM6cBsZhKsQgkwd3s0cdGzP2i5lMuf0FgjBkb8dnMyn28OSmyF/wyyrbtFblXX6t8zxkBAgQIECBAgAABAgQIECBAgACBBiBQ/YjsCibdpUuX9OrMmTPj/fffX0GNlV965ZVX0ps9evRYeSV3CKxAIEnLkD3pxxG5Fdws5KUp/46yAw6O3DvvFLJXfREgQIAAAQIECBAgQIAAAQIECBCotUBBAry9evWq2L37q1/9Ku9JTZw4MX3ZWtJg++23z7udigQSgey119du5251GGd+HmUnnVqdFuoSIECAAAECBAgQIECAAAECBAgQqHOBggR4k5eq9enTJ53ssGHD4qqrrorFixevcvJJzt3+/fvH/PJ/Ht+sWbPo27fvKuu7SaCqQO7+B6teqtvzf4yJ3D/H1O0YeidAgAABAgQIECBAgAABAgQIECBQDYEm1ai7yqqXXXZZPPvss7Fw4cL46U9/GjfeeGOceuqp0a1bt0hSOLQqf5HVBx98ENOmTYsnn3wy7rnnnsjlvvq39Zdcckl07959lf27SWBZgVw2GzG5/lMmZB96JEr33mvZqTgmQIAAAQIECBAgQIAAAQIECBAg8I0JFCzAu/POO8fQoUPjlFNOibKysjQX75AhQ1b7YIceemicf/75q62nAoFKAkuWRJSVB3nru3wDQeX6fkTjESBAgAABAgQIECBAgAABAgQIFI9AQVI0LH3cE088MV544YXYddddl15a6fcmm2wSI0aMiEceeaQif+9KK7tBoIpApjytR6y3bpWr9XCa7BxWCBAgQIAAAQIECBAgQIAAAQIECDQQgYLt4F36PDvuuGM8//zz8fbbb8fDDz8ckyZNihkzZqSpGzbbbLPYfPPN00/v3r2jRYsWS5v5JlBtgcxBB0bujj9Xu13aYIP1I6Z/WP22XTepfhstCBAgQIAAAQIECBAgQIAAAQIECNSRQMEDvEvnucUWW8SgQYOWnvomUHCBkrPOiLI7ywO8X6Vyzq//ffaOkosvjPKk0JHd7Vv5tVmmVubbBy9z5pAAAQIECBAgQIAAAQIECBAgQIDANytQ0BQN3+yjGL2xCWR22jEyg/4r/8feqVeU3HdXZNZZJzJJq91Xn0qkUuc9t49MnwMrXXJCgAABAgQIECBAgAABAgQIECBA4JsUqLMdvMlDffLJJ2mqhiRdw9y5c+OMM85In/Wdd96JDTfcUIqGb3Ll15CxS/7nysjOmRu5W25b9RNttGFESWlk1+8asWjR13VLyv+OI5+8uq1aRukffh+ZTBoa/rq9IwIECBAgQIAAAQIECBAgQIAAAQLfoECd7OD961//Gl27do1111039tprr0hevnbRRRdVPObVV18dXbp0Sa8tXry44roDAtUVyJSWRunNN0XJPX+N2KHH8s2XBmSnfRDx4r8qB3eT2vkEdzusHSUP3RuZXj2X798VAgQIECBAgAABAgQIECBAgAABAt+gQEF38L733ntxwgknxD//+c9VPtL777+f7u69+OKL41//+lfcfffd0bJly1W2WVNvTp8+PWbOnBnz589PP8mL59q1axdt27aNjh072uWc58KXfPfISD658t9W7rEnInvhxf+fvfsAk6JK2z5+V82QcxiiJFFEVrIEBUQFFIlmYMXsIiu+BoKirrsGRFAwK2BCBRQxgcqiuyoGJAgKCCoCEgSJkiVPd711ip1xmNjdUz3TPfM/11V2hRN/xXft9z4cnpJ27HTz84aRoDfR/X8Oycl/jugGdq2+l8u+9y5Z1ar9eZ8zBBBAAAEEEEAAAQQQQAABBBBAAAEEYkTAtwBvshsY69OnjxYuXOgtrUyZMt7uXXP/k08+OW65tWrVSr2eOXOmbrrpJk2cmMM/sU9tEd8nJlXFa6+9pilTpmj58uVe6oqsVpToBhwbN26sNm3aqEePHurWrRspArLCSrlfpIiCD4w8FtxNuRfqr/tn1bplkOy+l0kVK0r1T5Rlgr4UBBBAAAEEEEAAAQQQQAABBBBAAAEEYlTAtxQNZjduSnD3uuuuk9mlO2vWLPXt2zfD0p9//nktWLBA1atX955NmjTJy9WboWIBurF161YNGjTIyz1schHPmzcv2+CuWboJji9evFjjx4/3ArxNmjSRCYhTshYIDh0ubdmadYUcnjivTZZObynrlAYEd3Ow4jECCCCAAAIIIIAAAggggAACCCCAQP4L+LI90QQiTV5dU84//3y98MILss3Hq7IprVu39nb2mqBlIBDQiy++qNGjR2fTIn4f7dq1S126dNGyZctSF2E+1mUC3CYXcVJSkpeiolixYl5Q99ChQ9q7d682bNig9evX6/Dhw147s+O3V69eGjt2rG677bbUvjg5JuBs3ixn6lu549i9R5q/QOrQPnf90BoBBBBAAAEEEEAAAQQQQAABBBBAAIE8EPAlwLtixQqZoKQpJviYU3A3ZV2NGjVS79699e6772rlypUptwvU7/79+9W9e/fU4G6rVq00ePBgderUyQvs5rRY8xG6b775xkvrYNJYmOvbb79dDRo08FI25NS+MD0PTn/fl+U6a9fJIsDriyWdIIAAAggggAACCCCAAAIIIIAAAghEVyD7bbYhjr1kyRKvpsm7e+qpp4bY6lg1s4PXlDVr1hy7UcD+O23aNC8dg1mWSVcxf/5879fs2g2lFHFzyrZr104TJkzQ9OnTZa5NGT58uILBYChdFJo6zvs+pa/IYfd5oQFloQgggAACCCCAAAIIIIAAAggggAACMS/gS4A3JYVA0aJFQ969myJjPjpmSqlSpVJuFajfuXPneusxgWzzcbVQdzdnhmA+spaSCsOke1i7dm1m1QrvvRU/+7J266T6vvRDJwgggAACCCCAAAIIIIAAAggggAACCERbwJcAb9OmTb157tixw8sbG86kv/32W6/6aaedFk6zuKn79ddfe3Pt2bNn6u7b3Ez+kksuSW1eUNNapC4wjBOTf1e/bQqjRRZVq7g7q1u3yuIhtxFAAAEEEEAAAQQQQAABBBBAAAEEEIgtAV8CvCY4m5CQ4K3s/vvvD3mFH330kT7//HOvfkEN8G7cuNFbX61atUJ2ya5ipUqVUgPFBw8ezK5qoXnmuB+xC3TsLDdBca7XbN85VBYpGnLtSAcIIIAAAggggAACCCCAAAIIIIAAAnkj4EuAt3jx4rr44ou9Gb/00kt69NFHc8wPO3v2bF177bVem5IlS6pHjx55s+I8HqV+/WP/3H/evHm+jGxSPpgPrZnSvHlzX/qM906Ctw2VVv2S62VY554t65ZBue6HDhBAAAEEEEAAAQQQQAABBBBAAAEEEMgrAV8CvGay48aNU/Xq1b1533HHHWrbtq0eeughpXyAzXEc73zixIm6/PLLde6552rLli1e/ZEjR+rEE0/0zgvaf1q2bOkt6c0339QXX3yRq+Xt3r1bQ4YM8fqoWLGi6tWrl6v+CkJjx/04nzP59Vwvxepxgezpb8lKTMx1X3SAAAIIIIAAAggggAACCCCAAAIIIIBAXgn4Fs0yqQNeffVVbyfvH3/8oYULF3pHykJ27tyZ6Y5T8+GwW265JaVagfu96667vI+rHTp0SL1799bo0aO9ncvmg3ThFBMoHzBgQGrAfODAgeE0L7B1nQ/+LQWdyNdXpIisya8o4fI/cxtH3hktEUAAAQQQQAABBBBAAAEEEEAAAQQQyFsB3wK8ZtpdunTRzz//rOHDh2vy5Mkyu3azKtWqVfOCnVdeeaUsy8qqWtzfNykazA7lYcOGac+ePTKBWXPesWNHNWvWzNuFW7VqVZUoUUIm1UVycrJMMHjv3r3eB+tWr16tL7/8UsuXL0+1OO+88/Tggw+mXhfmE+fnlZEv392tay/5RnajUyPvg5YIIIAAAggggAACCCCAAAIIIIAAAgjko4CvAV6zjho1ang7VgcPHiyTL3bVqlXesX37di+Y2aBBA5mjV69eKlu2bD4uPe+GHjp0qMwO50GDBsl8GG3fvn368MMPvSPcWXTt2lVTpkyRzYfAjtEdORIu4Z/1r7mS4O6fGpwhgAACCCCAAAIIIIAAAggggAACCMShgO8B3hQDszvVHJRjAuaDcuZDck888YRefvnl1PzDofgUK1ZMJrB7ww03FNiP0YXikFkdq3YtZb1PPLMWae69OFHB9mfKvvrKNDc5RQABBBBAAAEEEEAAAQQQQAABBBBAIH4EohbgDQaDXg7eFStWaOvWrQoEAjJpGerUqaP27dsr3By08UOa9UyTkpK8D8+Zj8+tW7dO8+fP93Y3m3QMJn2D2dlbxM0JW7p0aW93s0nv0KhRIzVt2tS7l3XP0X2yf/9+LV26NNuUG6HOwORn9rNY53WW/hV5uorgsLvkuP56f6ac5T9IZn41qss69xzZN94gq1lTP6dLXwgggAACCCCAAAIIIIAAAggggAACCPgq4HuAd/fu3V5+WJODd9u2bZlO1qRmMB8cM3lkTcC3MJa6devKHPFQrrvuOk2bNs3XqW7cuNGX/qy2baRWp0sLF0XW3/bf5dwy5Pi2K1fLcY/AhBdk3XyT7McekeXm66UggAACCCCAAAIIIIAAAggggAACCCAQawK+Rq2++uorXXzxxfr999+zXafZsTpp0iS98847euqpp3T99ddnW5+H+SvQs2dPbd68WWZXdm7L4sWLdeDAAZUvXz63Xf3Zvrm7yzbSAO+fvWQ8c3M/OE8/p6C7A92eOrlAfwww4+K5gwACCCCAAAIIIIAAAggggAACCCAQDwK+BXiXLVsmEwg0qQZMMXlju3fvrhNPPFG1a9dWorsDcsOGDfr111/18ccfe0FgE+gbMGCAKlasqIsuuigevPJkjiadxS+//KLVq1erQoUK3sfpTHqL/Cr9+/eXOfwoLVq0kAnymjQUvpVPZ/vWVWYdOdPekdPpHFkDbsjsMfcQQAABBBBAAAEEEEAAAQQQQAABBBDINwHfArzDhg1LDe7+7W9/07/+9S/VrFkz04WZnK7PPfec7r33Xh0+fFjmA2SdO3dWmTJlMq1fUG5+9tlnmj59ureD9cUXX8ywLBMkv+222/T11197LmkrtG7d2vvImtntbNt22keF+tzLn/vLmqgbBO9/SNYN18nCPurWDIAAAggggAACCCCAAAIIIIAAAgggELqAL5HClStXertyzbAmWPv8889nGdw1dUqVKiUTEJ4wYYK59ALDmQU8vYcF4D+HDh3ydip36tRJTz/9tBYtypgv1gS7ze5WEwQ2Qe/05ZtvvvH66Nixo/zKX5t+jLi83rUrb6a9abM0d17ejMUoCCCAAAIIIIAAAggggAACCCCAAAIIhCjgS4D3+++/94ZLSEjQk08+GeLQ0tVXX6327dt79WfPju4/sw95UlGoeMUVV+iFF15I7dnkIE5bTHB7xIgRSk5O9m5XrlzZ29E8cOBA9enTxwv8puzanTNnjpf6wuyCprgCVarkGYPz04o8G4uBEEAAAQQQQAABBBBAAAEEEEAAAQQQCEXAlwDvli1bvLEaN24cdpqFdu3aeW3Xrl0bynzjrs6nn36qd99915t3jRo1vI/LmVQMKcXk2TVpGUwxAfJ//OMfWr9+vf773/9q3Lhxmjp1qr799lvvSAmGm4C6SYFBkawSJaRGDfOG4sDBvBmHURBAAAEEEEAAAQQQQAABBBBAAAEEEAhRwJcAb5MmTbzhNm92/xl7mMV8aM2U+vXrh9kyPqqbXMOmlCxZUibYaz5WZlJUpJS33npLKbtxTZqGBx980Kub8jzlt1mzZl7Q1/ya8tJLL3m5fFOeF9ZfZ87XJjKeN8uvWSNvxmEUBBBAAAEEEEAAAQQQQAABBBBAAAEEQhTwJcDbqlUrFSlSRFu3btWXX34Z4tBSMBhUSmqGlN2pITeOk4orVhz7Z/033HCDGjbMuNPU7M41xaRlMLt3syvFixfXU0895VXZvXu3UlJjZNemoD5z3F3jga49FejQSVr2Q/SXmWDLOvus6I/DCAgggAACCCCAAAIIIIAAAggggAACCIQh4EuAt4T7z+SvueYab1iTM/bXX38NaQr33HOPli9frgoVKuiyyy4LqU28VTLpFkxp3rx5plNPSU3RsmVLL0VDppXS3GzdurUXTDe3UvpO87hQnDq//aZA6/ZyPv5vnq3X6nu5LDcIT0EAAQQQQAABBBBAAAEEEEAAAQQQQCCWBHwJ8JoFmXyxvXv3lsnH27RpUz3wwANK/zGxlIUvXrxYF154oUaNGuUFNadNm6Y6deqkPC5QvyeddJK3nrR5d9Mu8PTTT097meP577//rqNHj3r1quThB8ZynFgeVXAcR4HL/ipt2JhHI7rDVEmSPWpE3o3HSAgggAACCCCAAAIIIIAAAggggAACCIQo4EuA16QLMDt3k5OTvWHNtfkIWKVKlVS3bl117NjRC+iaVA5Vq1ZVixYtNGPGjNQp9u3b10tRYNIUpD/MjtV4LikB3Pfeey/TZZx11rF/9v/dd98pEAhkWiftzQ8//NC7tCzLc0z7rDCcO++5f27mLci7pVatooSZ02WdcELejclICCCAAAIIIIAAAggggAACCCCAAAIIhCjgS4D38OHDeueddzRz5szjhjUBX5NGwOTlNQHdRYsWadu2bcfVMUHNHTt2ZHns2rXruPrxdpESoDapGB599NEM0+/UqZPKlSun7du3ezuaM1RIc8Okvnj88ce9O2ZnsGlX2Irz+lR/l+z+JYROPSVjn0WLyLr2KiUsXiDr9JYZn3MHAQQQQAABBBBAAAEEEEAAAQQQQACBGBBI9GMOtm3rhCjtcKxWrZofU8y3Pq6++mq9+OKLWrhwoe644w4v4H3//fd7u5vNpMz6zK7c8847T+a+yWd86623ZsjHu2DBAi8FhvmQnSl33nmn91vY/uN8t8TfJbt/uZDw/ttyo+Vylrsfa/vjD6lGDVntzpBVtqy/Y9EbAggggAACCCCAAAIIIIAAAggggAACPgv4EuBNSkrShg0bfJ5aweiuWLFi3u5mk5bC5M999tlnNXnyZPXs2VPnnnuumjVrptq1a2vixInq37+/hgwZoueff17t2rVTvXr1tGLFCs2bN09r1qxJBTFB4+uvvz71ulCduOk//C6BC3opYcEc2X0K5of+/PaiPwQQQAABBBBAAAEEEEAAAQQQQACB2BHwJcAbO8uJzZnUqlXL26V75ZVXatWqVdqzZ48X5DWB3szKzz//LHNkVkzO3ueeey6zR4XjnvvBM+3yOci7d58CA25S4pefFg5DVokAAggggAACCCCAAAIIIIAAAgggUGAEfMnBe+TIEe3fvz9iFJOnN33+3og7i9GGbdq00bJlyzR27Fg1bdo07FmeeuqpGjdunD7//HOVLFky7PYFpYHVvl10lvLV13IWfBOdvukVAQQQQAABBBBAAAEEEEAAAQQQQACBKAn4soPXfAitY8eOmjp1qpdyIJy5ml2sN998s26//XZ17949nKZxV9ekaxg8eLB3rFy5Ut9++62WL1/upV/Yu3evm/71D5lgealSpVSmTBkvr3Hjxo1lgsORBIXjDiiECdvXXa3AS6+EUDP8KsFZHyuhTevwG9ICAQQQQAABBBBAAAEEEEAAAQQQQACBfBLwJcBr5m5SCrRt21ZjxozxArY5rWe3m0t14MCBevPNN3OqWiCfN2jQQOaghCngBr6V4G48DwTDbBhC9XXrQ6hEFQQQQAABBBBAAAEEEEAAAQQQQAABBGJHwJcUDSnLOXz4sP7v//5PF154oXbu3JlyO8PvZ599JrMzNW1wt2LFihnqcQOB9ALBYXdFJ7hrBkpISD8c1wgggAACCCCAAAIIIIAAAggggAACCMS0gC8B3ipVqujRRx9V0aJFvcXOmDHDS9UwZ86c4xZvAsBDhw5V586dtXHjRu9Z5cqV9frrr3uB4eMqc4FAOgFn0yY5//lvurv+XVr1T/SvM3pCAAEEEEAAAQQQQAABBBBAAAEEEEAgDwR8CfBaluUFbufPn6+GDRt6096wYYPOPvtsjRgxQsFg0Ms127p1a+8jY47jeHUuvfRS/fDDD+rXr18eLJUh4l3AmTtfOvZHJypLsXoW7BzQUUGjUwQQQAABBBBAAAEEEEAAAQQQQACBfBXwJcCbsoLmzZt7Hw678cYbvVuBQED33nuvWrVqpdNPP13ff/+9d9/s+H3rrbe8w5xTEAhJYPv2kKpFUsnq2U1W49MiaUobBBBAAAEEEEAAAQQQQAABBBBAAAEE8k3A1wCvWUXJkiU1fvx4ffjhh6pWrZq3sO+++04mPYMpV1xxhX788UeZ3bsUBMISqFAhrOohV65RXfb4Z0KuTkUEEEAAAQQQQAABBBBAAAEEEEAAAQRiRcD3AG/KwkxwNyXAm3LP/Nq27R1p73GOQCgCVssWoVQLr84pJyth9n9k1agRXjtqI4AAAggggAACCCCAAAIIIIAAAgggEAMCvgd4Dxw4oMGDB6tNmzZasmSJt0QT6C1WrJh3PmnSJP3lL3/R+++/HwPLZwrxJGCdfJLUqqV/Uy5XVglLF8lqcLJ/fdITAggggAACCCCAAAIIIIAAAggggAACeSjga4D3888/V5MmTfT444/L5N81JeVDaosWLfKemXubN29W7969deWVV2rXrl3mFgWBkATsR0a628CtkOrmWCkhQdb//uIhx7pUQAABBBBAAAEEEEAAAQQQQAABBBBAIAYFfAnwHj16VH//+9917rnn6pdffvGWWaZMGb3yyiveh9QqVqyo0047Td98842GDBkiyzoWoJs8ebIaNWrEbt4Y/IMRq1Oyz+4o+9FR/kzvhJr+9EMvCCCAAAIIIIAAAggggAACCCCAAAII5JOALwHenTt3eh9WcxzHW0a7du20dOlSXX311ccty6RpGDNmjD755BOdcMIJ3rMtW7Z4u3knTJhwXF0uEMhKwB58q+ypk6QqSVlVCem+1emckOpRCQEEEEAAAQQQQAABBBBAAAEEEEAAgVgV8CXAm7K4xMREPfjgg/riiy9Ur169lNsZfs1O32XLlqlPnz6pz0ygl4JAqAJ2n8uU8MtPsic+L6t/P6l69VCbHquXmCB74IDw2lAbAQQQQAABBBBAAAEEEEAAAQQQQACBGBPwLcDboEEDzZ07V//4xz+U4OY2zamUL19eU6dOlfnoWrly5XKqznMEMghYpUvLvuYqJUyaqITF86WaNTLUyeqGdfedkvvRNsf9iwVn5So5e/ZkVZX7CCCAAAIIIIAAAggggAACCCCAAAIIxKyALwHeChUq6LvvvlOrVq3CXmj//v29dA6nn3562G1pgECKgFW1qhL+PUMKJa/u1f2l3XsUqFFXgerucUpjBcpXVXKzVgo+O06Om1OaggACCCCAAAIIIIAAAggggAACCCCAQDwI+BLgLVq0qEqVKhXxeuvUqaPu3btH3J6GCBgBq0ljJXw3X9bAv0nFi2VEadhA3s7d6e/LeepZacvW4+ssXabgzbcr0LaDnI0bj3/GFQIIIIAAAggggAACCCCAAAIIIIAAAjEokBiDc2JKCEQsYCUlKWHc03LGjJIzd5702ya5f/sgq9GpkvsxwECnrtLR5Oz7/26JAp0vUML8r2S5qUQoCCCAAAIIZCbgHDwo58uvpLXrJNv9O/P6J8rq0F6W+xffFAQQQAABBBBAAAEEEEAgrwTCCvAedP8PmT3/y1Vq0jIUK5bJLskwZr5u3Trdd999XosLL7xQ5qAg4IeAZYK6XTqnduUcOeKlYsgxuJvS4udVCt51rxcsTrnFLwIIIIAAAkbA2b9fwREPy3n6OWn/geNRypWVPeQ2WXcMkZXL/3/S8R1zhQACCCCAAAIIIIAAAghkLhBWiobXXntN1atX947//ve/mffo3v3pp580Z84c78iykvtgx44devXVV71j6dKl2VXlGQK5EnCmTpPWrQ+rD+fFl+X8/ntYbaiMAAIIIFCwBZzNmxU4s6OcUWMyBnfN0vfsVfCfDyhw7vlydu0q2BisDgEEEEAAAQQQQAABBGJCIKwAb6gzvvvuu9WhQwfvCLUN9RCIpoDz4b/D7z45IOej/4TfjhYIIIAAAgVSwPvXIL0vlb5fnvP65s5X8PIr5DhOznWpgQACCCCAAAIIIIAAAgjkQiCsFA25GIemCERNwOyQct54U84nn8kxOXcPH5bc4KwS3T/e7sfWrBNqyvlmUWTjr1kbWTtaIYAAAggUOAFn/AvSwm9DXpf3v0vu/z5Zf+0bchsqIoAAAggggAACCCCAAALhChDgDVeM+jElEHzlNQUH3yHt2p3lvJwFC7N8luMDd+dV8PMv5Ex+Q84i9/+o3+n+c9ukyrLOPEP21f1lnd4yxy6ogAACCCBQMASCz40PeyHB5ybIJsAbthsNEEAAAQQQQAABBBBAIHQBAryhW1EzxgSCDz+i4N3/jOqsgtM/kO4bcfwYGzbK+W6JAs+Mk+UGee1xT8sqUeL4OlwhgAACCBQoAWeT+y9E3A9whl3mzZfjfqSW/50IW44GCCCAAAIIIIAAAgggEKJAVHLwhjg21RCIWCD46WcK3hPd4K43uSXZf/zPeXWyAl17yuRlpCCAAAIIFGCBTZsjW1zQzcG7ZUtkbWmFAAIIIIAAAggggAACCIQgQIA3BCSqxJ5A8M57pFj5bs2XcxS8977YQ2JGCCCAAAL+CZQqFXlfuWkb+ai0RAABBBBAAAEEEEAAgUIiQIC3kLzogrRMZ9Vq6dvFMbUk58ln5GzbFlNzYjIIIIAAAj4K1KsrlYwgHU+VJDd3u3tQEEAAAQQQQAABBBBAAIEoCRDgjRIs3UZPwFm8JHqdm57dj6iFXQ4fkfP+h2E3owECCCCAQHwIWMWLy+rRLezJWpdcJMuywm5HAwQQQAABBBBAAAEEEEAgVAECvKFKUS92BHbvjs5cKlSQPfohqd2ZEfXvLFseUTsaIYAAAgjEh4D9Tzc9UJEwvk/r7vi17xoWH4tjlggggAACCCCAAAIIIBC3AgR44/bVFeKJV60ancXv2S2rW1dZBw5E1v++PyJrRysEEEAAgbgQsP7SSPbTj4c2V9uS/cqLsmrVCq0+tRBAAAEEEEAAAQQQQACBCAUI8EYIR7P8E7DObCu5/4ez78X90nnwsSelGtUj6zrSdpGNRisEEEAAgXwQsG/8m+zJE6WyZbIevVJF2dPfln3ZJVnX4QkCCCCAAAIIIIAAAggg4JMAAV6fIOkm7wQs92M1Vq8eURnQ+eg/ss7pGFHfkbaLaDAaIYAAAgjkm4B9RT8l/PKT7BH3SeYvHatXk2rWkM5qL/vRh48969k93+bHwAgggAACCCCAAAIIIFC4BMJIJHc8zAsvvKBPPvnk+Jv/u1q2bFnq/dtuuy31PP3Jtm3b0t/iGoGQBOzRIxX4dLbkd1qEzVuk7hdI5qvn27aHNBev0iknyzo7ssBw6INQEwEEEEAgVgSsypVl3TNctntQEEAAAQQQQAABBBBAAIH8FIg4wPv++++HNO8nn3T/yTsFAZ8FrAYny542RcFL+koHDvrXu5v6wSpXTvZjjyjY/9rQ+k2wZT/7pKyEhNDqUwsBBBBAAAEEEEAAAQQQQAABBBBAAAGfBEjR4BMk3eStgLN3r7TwW6ma+89i/Sx16shKTJT557f2yAeknFL9JibIfv452Z3O9XMW9IUAAggggAACCCCAAAIIIIAAAggggEBIAmHt4G3Tpo1GjRoVUsfhVmrfvn24TahfSAWcufMUMDt3t2zNWuCEmu7O3gPSzl1Z18nkidXrz5yJ9l13SM2bKjjU/ee3P/yUsXbb1kpwd/paZ7TN+Iw7CCCAAAIIIIAAAggggAACCCCAAAII5IFAWAHeZs2ayRwUBPJLwPn2OwU6uzlyDx7Kfgobf5NOrBtegLd4MdlDjs8ZbXc9X+ZwliyVs8jdMWwCxklu3kU3qGs1PCX7OfAUAQQQQAABBBBAAAEEEEAAAQQQQACBKAuEFeCN8lzoHoFsBZzkZAX+elXOwd2UXtaskxo1lH5ckXIn218vj26tWpnWsZo1lTkoCCCAAAIIIIAAAggggAACCCCAAAIIxJIAOXhj6W0wl2wFnGlvSytXZ1snw8M1a2VddUWG28fdKFpE9gtuHt3rrjnuNhcIIIAAAggggAACCCCAAAIIIIAAAgjEugAB3lh/Q8wvVcCZ8UHqecgnhw7L6tVD9uyP3V83v26J4n82rZIka8D1SljxvewbrvvzPmcIIIAAAggggAACCCCAAAIIIIAAAgjEiQApGuLkRTFNyVkV5u7dFLSVq+R9MO3sjnIcR/r9d6loUVnlyqXU4BcBBBBAAAEEEEAAAQQQQAABBBBAAIG4FCDAG5evrZBO+ujRyBbu5u5NKZZluR9JS0q55BcBBBBAAAEEEEAAAQQQQAABBBBAAIG4FiBFQ1y/vsI1eatO7cgWXDvzD6dF1hmtEEAAAQQQQAABBBBAAAEEEEAAAQQQiB0BAryx8y6YSQ4CVtfzcqiRxeM2rbN4wG0EEEAAAQQQQAABBBBAAAEEEEAAAQTiW4AAb3y/v0I1e+uq/lLlSmGvOXhqUyWXS1Lgsn5y5s0Puz0NEEAAAQQQQAABBBBAAAEEEEAAAQQQiFUBAryx+maYVwYBq2xZ2eOeltw0umGXvfvkvP2eAmeercDNt8lJk5c37L5ogAACCCCAAAIIIIAAAggggAACCCCAQIwIEOCNkRfBNEITsC+9WPb4Z6QikX8f0Hl2vIIDbgptQGohgAACCCCAAAIIIIAAAggggAACCCAQwwJRDfBu375dc+fO1auvvqpnnnGDcv8rv/zyiw4dOpRyyS8CYQnYA25QwqJ5snp1jzjQ60x8TcF3p4c1LpURQAABBBBAAAEEEEAAAQQQQAABBBCINYGoBHinTp2qunXrqkqVKmrXrp2uueYa3XfffalrHzNmjGrXru3dO3r0aOp9ThAIVcBq0lgJM95Rwu+blDD/S6l3z1CbptYLjng49ZwTBBBAAAEEEEAAAQQQQAABBBBAAAEE4lHA1wDv2rVr1aFDB/Xr10/r16/P0mPdunUyu3vvv/9+XXTRRTp48GCWdXmAQHYCJi+v1aa1tGRpdtUyf7Z4qZwNGzJ/xl0EEEAAAQQQQAABBBBAAAEEEEAAAQTiQMC3AG+y+9GqPn36aM6cOd6yy5Qpo65du6pz584ZGGrVqpV6b+bMmbrpJvKhpoJwEraAc+SI9OuvYbczDZxVqyNqRyMEEEAAAQQQQAABBBBAAAEEEEAAAQRiQcC3AK/Zjbtw4UJvTdddd53MLt1Zs2apb9++Gdb5/PPPa8GCBapevbr3bNKkSVq1alWGetxAICQB9y8X5IRUM2MlUoRkNOEOAggggAACCCCAAAIIIIAAAggggEDcCPgS4DW7d01eXVPOP/98vfDCC6pYsWK2CK1bt9Ynn3yihIQEBQIBvfjii9nW5yECWQlYJUtKSZWzepztfatOnWyf8xABBBBAAAEEEEAAAQQQQAABBBBAAIFYFvAlwLtixQodOnTIW+fYsWNl26F126hRI/Xu3dtrt3Llylh2Ym4xLmCd3yX8GdatI6vhKeG3owUCCCCAAAIIIIAAAggggAACCCCAAAIxIhBaJDaHyS5ZssSrYfLunnrqqTnUPv5xkyZNvBtr1qw5/gFXCIQhYA++VbLCaOBWtQffEl4DaiOAAAIIIIAAAggggAACCCCAAAIIIBBjAr4EeA8fPuwtq2jRoiHv3k1x2Ldvn3daqlSplFv8IhC2gNW8maxhg0Nvd1Z7WQMHhF6fmggggAACCCCAAAIIIIAAAggggAACCMSggC8B3qZNm3pL27FjhzZs2BDWMr/99luv/mmnnRZWOyojkF7AfniErJv/nv52xuuOHZTw3jRZRYpkfMYdBBBAAAEEEEAAAQQQQAABBBBAAAEE4kjAlwCvCc6aj6WZcv/994e8/I8++kiff/65V58Ab8hsVMxCwHJzPyc8/bjsf8+QzmiTMWVD/RNlP/uEEj6ZJSuHjwBmMQS3EUAAAQQQQAABBBBAAAEEEEAAAQQQiCmBRD9mU7x4cV188cV666239NJLL+mUU07RkCFDsk3XMHv2bF177bXe8CVLllSPHj38mAp9ICD7gvO9w9m6VVr9i5wjR2TVriWrfn10EEAAAQQQQAABBBBAAAEEEEAAAQQQKFACvgR4jci4ceM0Z84cbd68WXfccYcX7O3du7e2bNnigTmOI/MxtsWLF2vWrFne8xTJkSNH6sQTT0y5LFS/mzZt0s6dO3XgwAHvMMHycuXKqWzZsqpUqZLMNSU0AefXX+XM+EDOTz9LBw9KJ9SU3flcWR3PktndS0EAAQQQQAABBBBAAAEEEEAAAQQQQKCgCfgW4DXByFdffdXbyfvHH39o4cKF3pECZoKYzZs3T7lM/e3WrZtuueWW1OuCfmI+Kvfaa69pypQpWr58uVI+MpfZuhMTE9W4cWO1adPG2+FsrCzLyqxqob7nuH/egkPulPPiRCkYPM4iMGKU1OBkJbz6oqy2btqGKBQnEJDz74/kfPQfaf16yX1vOvkk2b16yOrQPgoj0iUCCCCAAAIIIIAAAggggAACCCCAAALHBHwL8JruunTpop9//lnDhw/X5MmTZXbtZlWqVaum0aNH68orrywUQcutbrqABx54QJMmTco2qJvWKzk52dvxbHY9jx8/XiZP8ahRo9S9e/e01QrlufPDjwpOeUPOnLnSQvdDfYcOZe2wcpUCZ3SUTqwnVawgq05tWW4aB+uvfWWVKJF1uxCeOPPmK3D9jZLZNZyuBMY8IZ3VXgkTn5dVSHeopyPhEgEEEEAAAQQQQAABBBBAAAEEEEDAZwFfA7xmbjVq1PB2qA4ePFhz587VqlWrvGP79u2qV6+eGjRo4B29evXy0hD4vJ6Y7G7Xrl1e8HvZsmWp8zM7catXr67atWsrKSlJJdxAY7FixWSCuofcYOXevXu1YcMGd0Poeh0+fNhrZ3b8GrexY8fqtttuS+2rMJ04rkXw1iFyXnjJ3a2b9V8gZGqyZq3kHs6i7+S8M1365wOyXxzv5evNtH4ON4MzZyl4SR/p8JGsa345R4HWbpD3i09k/aVR1vV4ggACCCCAAAIIIIAAAggggAACCCCAQAQCYQV4hw0bpo8++khnnHGGnn/++WyHa9asmcxR2Mv+/fu9Hbcpwd1WrVrJBL87derkBXZz8jl69Ki++eYbL2g+ceJEmevbb7/dC5KblA2FqZiPpQW79pTz+Zf+LHvTZgV7XChNfkV2PzdQG0Zx3MB7sN+V2Qd3U/rbsVOB3pcqYfl3ssipnKLCLwIIIIAAAggggAACCCCAAAIIIICADwJhfXlqzZo1Xt5Y8zG1tGXHjh1eMNcEdM055U+BadOmad68ed6Nvn37av78+TK/ZtduKKVIkSJq166dJkyYoOnTp8tcm2LSYATT5ZsNpb94rhO8+17/grspEO4u4OB1A+S4aRzCKcF/PSjt+yP0Jr+skfPs+NDrUxMBBBBAAAEEEEAAAQQQQAABBBBAAIEQBMIK8Jo8sqaYlANp8+uatAJLly71DrPDlPKngElTYUqTJk28Xbi2HRb5nx25Z2bH7pgxY7x7Zkfw2rVuyoFCUpyNG+U8/Vx0VnvITftwnxuwDbE4bgoN5+13Q6z9Z7Xg5Nf/vOAMAQQQQAABBBBAAAEEEEAAAQQQQAABHwTCijaWL1/eG3LLli1asGCBD8MX/C6+/vprb5E9e/ZM3X2bm1Vfcsklqc1XrlyZel7QT5x3Z0hHoveXB86MD+QcPBga4wr3g2r7D4RWN22tpd/L4S9A0opwjgACCCCAAAIIIIAAAggggAACCCCQS4GwcvCaFAwzZ870hjzvvPNkjqpVq+pgmsDY3XffrZIlS4Y9LbM7tSDmlN3o7jw1pVatWmGbZNagUqVKXqDY7JRO655Z3YJ0z1myNLrLOeAGd02ahqZNchzH2bkzxzqZVjDfhHN3v6tKlUwfcxMBBBBAAAEEEEAAAQQQQAABBBBAAIFwBcIK8A4cOFCvvPKKfvvtN+3bt0/vvPNOhvHMh8AiKZUrVy6QAd769etryZIlXh7eG2+8MRKa49qYlA8paTCaN29+3LMCfbFnT/SXF+IYlvtnNaJiW1LFihE1pRECCCCAAAIIIIAAAggggAACCCCAAAKZCYSVouGEuubW0QAAQABJREFUE07QokWL1KFDh8z64l4mAi1btvTuvvnmm/riiy8yqRH6rd27d2vIkCFeg4puoLBevXqhN473mu5O8aiXUMdodKpUvlz402l1uqzEsP5OJfwxaIEAAggggAACCCCAAAIIIIAAAgggUKgEwo42VatWTV9++aVMHl7z0bVD7genduzYoe7du3twJoWDCT6GW0zwuCCWu+66y/u4mnHq3bu3Ro8erWuvvVZFixYNa7lmF/CAAQO83cCmodlNXZiKdVZ7OeOej96Sq7kB5AYnh9S/CdJaV/ST8+z4kOqnVLKvuTLllF8EEEAAAQQQQAABBBBAAAEEEEAAAQR8EQg7wJsyqgn0msMUE+hNKS1atEi9n3KvMP+aFA0jR47UsGHDtMdNAWACs+a8Y8eOMjmNzS5ck8e4RIkSKl68uJKTk72g+d69e7VhwwatXr3aC6gvX748ldHkPn7wwQdTrwvDidXT/QuEqm7u2q3borJc67qrZVluCoUQi33vXQpMe1va/ntoLZo2lnXDdaHVpRYCCCCAAAIIIIAAAggggAACCCCAAAIhCkQc4E3bf7FixdSjRw/vlglSUo4XGDp0qMzH0QYNGuR9GM3kL/7www+94/iaOV917dpVU6ZMkW2HlV0j545jvIZVqpSsB/8lZ8Ag/2dar67sO4eG1a/lBuUT3pumQLfe0t592betU1sJM94mPUP2SjxFAAEEEEAAAQQQQAABBBBAAAEEEIhAwJcoYfny5fXBBx94hzmnZBQwaRnWr1+vu+++O+wdziaAbtI7GONZs2ZFlAIj44zi745Vs6b/k65RXQkfvCurbNmw+7banamEBXOkjlnkpHY3BFt9LlXCwq9l1akTdv80QAABBBBAAAEEEEAAAQQQQAABBBBAICcBX3bw5jQIz48JJCUl6aGHHvKOdevWaf78+Vq1apVMOgaTvsHs7C1SpIhKly6tsm7A0aR3aNSokZo2berdyy/H3377TZ999pkcx8n1FEy+ZlOCwWD4fW3aFH6brFp4wdfLZD/2iKzq1bOqleN9q+EpSvz8v3IWfSvno//IWf+rZHL0nlRfVq8esk4+Kcc+qIAAAggggAACCCCAAAIIIIAAAggggECkAmEFeCdOnKjbb7/dG8sEHufOneudb9u2TQ0aNIh0Dl674cOHyxyFpdStW1fmiIdy00036f333/d1qia/cNilTJmwmxzX4C+nyuTyteqfKOv8LrJq1TrucW4urNNbyhwUBBBAAAEEEEAAAQQQQAABBBBAAAEE8lIgrADvkSNHvJ2mZoJm12lKMTs7zQ7U3JTDhw/npjltoyhwyy23eGkhItp1m25eJvfwzp07vQ/LpXuU46V12l9yrJNpBfcDdvb4p2Vf1T/Tx9xEAAEEEEAAAQQQQAABBBBAAAEEEEAgXgXCCvCWcXdQpuw6rZkmH2pCQkLq/UghyN17TG7//v364YcftGzZMpl0BieffLIaNmzo7ZA2zvlROnXqJHP4UVq0aOEFeCP5GJ/1l0ZSo4bSjyvCmor91FiCu2GJURkBBBBAAAEEEEAAAQQQQAABBBBAIF4Ewgrw/vWvf5U50pfKlStr7dq16W9z7QqY3LXff/+9ZzFgwACVLFkyUxezO3rkyJHecfTo0Qx1TjnlFI0ePdr72FqGh4Xohv3QAwpedHnoKz7ZzYV79ZWh16cmAggggAACCCCAAAIIIIAAAggggAACcSRgx9Fc43Kqb731lpe32OQuTpvWIu1i1q9fr5YtW+r+++9XZsFdU/fnn3/WhRdeqO7duys5OTlt80J1bl/YS9ZtN4e25rJllPDOm7LcD9dREEAAAQQQQAABBBBAAAEEEEAAAQQQKIgCYe3gLYgA+b0mk7/4mmuu0fLly1On0rx5czVt2lS1a9eWCf7++OOPWrhwoff83//+twYPHqynnnoqtX5hO0l4fIyCVaooeP8I6fCRzJd/6ilKeOsNeWkdMq/BXQQQQAABBBBAAAEEEEAAAQQQQAABBOJeIF8DvGvWrNHdd9/tIV566aUyR2ErzzzzjD7//HNv2dWqVdNzzz2niy66KAPD7NmzNWjQIP300096+umnvR2/V199dYZ6heWGfdcdsv7aR8EXXpbz6Wxp429SyRKyGp0q65KLZPXrIyufchYXlnfAOhFAAAEEEEAAAQQQQAABBBBAAAEE8l8gX1M07Nq1S2+++aZ3mA+LFcYyadIkb9mWZWnatGmZBndNhXPOOccLBJsgsCmPPfaY91vY/uMcPKjgc+MVOK+7Ah27yHnpFcndBW1d0FVqd6acNWsVHHKnAg2bKHBpXwXfesd97KQyOcFg6jknCCCAAAIIIIAAAggggAACCCCAAAIIxLtAvu7gjXe83M4/EAho2bJlXjeXX365OnTokG2XVdy0BE888YT69u3rpW046AY7S5QokW2bgvTQmfO1Av2uOrZbN+3CtmyVs+BYCovU29u2y1n9i5x3pks1a0qVKkjutQ4dktwgudXpHNk33SirbZvUJpwggAACCCCAAAIIIIAAAggggAACCCAQbwL5uoM33rD8nu+6devceKMbcHRL69atQ+re7OQ1xXxobcmSJSG1KQiVgrM/V6CTu0vXpGIIt/zmtvnezXF84KAUdHfzbtosZ9LrCpzRUYEBN8k5kkUe33DHoT4CCCCAAAIIIIAAAggggAACCCCAAAJ5LECAN4/B0w5XtWpVmdQMppjduaGUpKQkFS9e3KtqPsBWGIqzZ4+CffpLR476vlzHzeEb7HflcWkcfB+EDhFAAAEEEEAAAQQQQAABBBBAAAEEEIiSAAHeKMGG0m3p0qVVu3Ztr+q8efNCaaK0u37r168fUpt4r+Q8+Yy0/feoLcN5d4ac51+MWv90jAACCCCAAAIIIIAAAggggAACCCCAQLQECPBGSzaTfpcuXZqakiHl8d/+9jfv9LPPPgtpF+nYsWNTmuqUU05JPS/IJ+ZDadEuwQdGig+wRVuZ/hFAAAEEEEAAAQQQQAABBBBAAAEE/BYgwOu3aDb9de3aVWXKlFGzZs10/fXXa9y4cWrbtq3Kli2rFStWaOjQoVm2dhxHjz32mNfGVDK5eE27gl68oOuKn6O/TDcvr75J96G26I/KCAgggAACCCCAAAIIIIAAAggggAACCORKIDFXrWmco0BKjt2UiubjaGYnrzlefvnllNverwngNm3aVFdddVXq/R07duiZZ57RjBkztHjxYu9+QkKCnnjiidQ6BfrEfIQuOZAnS3TcQLLVtk2ejMUgCCCAAAIIIIAAAggggAACCCCAAAII+CFAgNcPxWz6MMHZW265xQvOLlmyRCnHtm3bMm119OjxHxLbuHGj7rvvvtS6JmA8YsQINWnSJPVeQT6xSpaUypeTdu+J/jIPH47+GIyAAAIIIIAAAggggAACCCCAAAIIIICAjwIEeH3EzKwr27bVsGFD7+jXr19qlU2bNqUGe03Q1+zO/eWXX1SvXr3UOuakSpUqqdeVKlXSa6+9pm7duqXeKwwn1rlny3wILerlhBOiPgQDIIAAAggggAACCCCAAAIIIIAAAggg4KdAWAHelStXau7cub6Nv27dOt/6ireOatSoIXOkDdbu27dPRYsWPW4pSUlJuuOOO9SlSxe1b99exYsXP+55Ybiwbrox+gHeYkVlndW+MHCyRgQQQAABBBBAAAEEEEAAAQQQQACBAiQQVoB39uzZGjhwYAFafmwtxXyALX1JTEzU6NGj098uVNd2p3Pl9LtczhvTorZu67prZGXiH7UB6RgBBBBAAAEEEEAAAQQQQAABBBBAAAEfBGwf+qALBKIuYL80wc1XkRSdcerUlv3AP6PTN70igAACCCCAAAIIIIAAAggggAACCCAQRYGwdvDWr19fffv2jcp0TjvttKj0S6cFRMB8AO333/1fTL26Svj3DFmVK/vfNz0igAACCCCAAAIIIIAAAggggAACCCAQZYGwArydO3eWOSgI5LnA0u+loOPfsGXLyLrhWtn/uEtWhQr+9UtPCCCAAAIIIIAAAggggAACCCCAAAII5KFAWAHePJwXQyFwnICzc9dx1+FeWG4KBqtlC2n/flk1qkutTpeV7oN24fZJfQQQQAABBBBAAAEEEEAAAQQQQAABBPJbgABvfr8Bxg9JwMpN/l3Lku3u1rWqu4FdCgIIIIAAAggggAACCCCAAAIIIIAAAgVIgI+sFaCXWaCX0ryZlJgQ2RIbnUpwNzI5WiGAAAIIIIAAAggggAACCCCAAAIIxLgAAd4Yf0FM75iAVbKkdHbHiDisW26KqB2NEEAAAQQQQAABBBBAAAEEEEAAAQQQiHUBAryx/oaYX6qAPf5pyQ7zj2y5crIvvzS1D04QQAABBBBAAAEEEEAAAQQQQAABBBAoSAJhRssK0tJZS7wJ2PXrS1f3D2va9iMPySpfPqw2VEYAAQQQQAABBBBAAAEEEEAAAQQQQCBeBAjwxsubYp5ytmyRpr8fukSpkrLYvRu6FzURQAABBBBAAAEEEEAAAQQQQAABBOJOgABv3L2ywjvh4IhR0q7doQPsP6DgmMdDr09NBBBAAAEEEEAAAQQQQAABBBBAAAEE4kyAAG+cvbDCOl0nEJAzdVrYy3emTA27DQ0QQAABBBBAAAEEEEAAAQQQQAABBBCIFwECvPHypgr7PNetk3bsDF9h3Xo5O3aE344WCCCAAAIIIIAAAggggAACCCCAAAIIxIEAAd44eElM0RUIJzVDOrDA1TfIOXIk3V0uEUAAAQQQQAABBBBAAAEEEEAAAQQQiH8BAr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)
Don’t need to have the same kind of plot in each cell.
par(mfrow=c(1,2))
plot(oldData$gdpPercap, oldData$lifeExp,col="red",
pch=16,
xlab="GDP",
ylab="Life Expectancy",
xlim=c(0,1.1e5),ylim=c(30,90))
boxplot(oldData$lifeExp ~ oldData$continent)
![](data:image/png;base64,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)
There is plenty more to know about plotting that we don’t have time to cover
- adding lines of best fit with
abline
- adding grids with
grid
- control over axis appearance and labels with
axis
- for more inspiration, see the R graph gallery
(Optional)
Statistical Testing
We can’t really have a run-through of the R language without at least mentioning statistics! However, like plotting it is a vast field. The main challenges are putting your data in the correct format (which we have covered here), and deciding which test to use (which R will not advise you on!)
The t.test
function is probably the most fundamental statistical testing function in R, and can be adapted to many different situations. Full details are given in the help page ?t.test
. Lets consider we have two vectors of normally-distributed data that we can visualise using a boxplot.
x <- rnorm(20)
y <- rnorm(20, 5,1)
df <- data.frame(x,y)
boxplot(df)
![](data:image/png;base64,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)
The output from t.test
can be used to judge if there is a statistically-significant difference in means:-
t.test(x,y)
Welch Two Sample t-test
data: x and y
t = -16.217, df = 37.628, p-value < 2.2e-16
alternative hypothesis: true difference in means is not equal to 0
95 percent confidence interval:
-5.672333 -4.412951
sample estimates:
mean of x mean of y
-0.0410879 5.0015542
If our data were paired we could set the argument paired=TRUE
to use a different flavour of the test
t.test(x,y,paired = TRUE)
Paired t-test
data: x and y
t = -17.977, df = 19, p-value = 2.192e-13
alternative hypothesis: true difference in means is not equal to 0
95 percent confidence interval:
-5.629741 -4.455543
sample estimates:
mean of the differences
-5.042642
Similarly, if our data have different variances we can adjust the test accordingly:-
x <- rnorm(20)
y <- rnorm(20, 5,4)
df <- data.frame(x,y)
boxplot(df)
![](data:image/png;base64,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)
t.test(x,y,var.equal = FALSE)
Welch Two Sample t-test
data: x and y
t = -6.0106, df = 22.322, p-value = 4.476e-06
alternative hypothesis: true difference in means is not equal to 0
95 percent confidence interval:
-5.672837 -2.764186
sample estimates:
mean of x mean of y
-0.08056119 4.13795064
Were our data not normally-distributed we could use wilcox.test
, for example. Fortunately, most statistical tests can be accessed in a similar manner, so it is easy to switch between using different tests provided your data are in the correct format. To re-iterate, the skill is in choosing which test is appropriate.
wilcox.test(x,y,var.equal = FALSE)
Wilcoxon rank sum test
data: x and y
W = 35, p-value = 1.126e-06
alternative hypothesis: true location shift is not equal to 0
---
title: "R Primer"
author: "Mark Dunning"
date: '`r format(Sys.time(), "Last modified: %d %b %Y")`'
output: 
  html_notebook: 
    toc: yes
    toc_float: yes
---


# A short introduction to R

## Outline

In this session, we introduce some of the fundamentals of the R language. 

Topics covered include:- 

- Creating variables
- Using Functions
- Vectors
- Data frame
- Subsetting data, the base R way
- Plotting 
- ***How to get help***

For a more detailed introduction, we suggest the following ***free*** resources

- [Solving Biological Problems with R](http://cambiotraining.github.io/r-intro/)
- [Introduction to Data Science with R](http://shop.oreilly.com/product/0636920034834.do)
- [Coursera course in R](http://blog.revolutionanalytics.com/2012/12/coursera-videos.html)
- [Beginners Introduction to R Statistical Software](http://bitesizebio.com/webinar/20600/beginners-introduction-to-r-statistical-software/)
- [R programming wiki](https://en.wikibooks.org/wiki/R_Programming)
- [Quick R](http://www.statmethods.net/)

# R basics

## Advantages of R

![](../images/NYTimes_R_Article.png)

The R programming language is now recognised beyond the academic community as an effect solution for data analysis and visualisation. [Notable users of R](http://www.revolutionanalytics.com/companies-using-r) include:- 

- [Facebook](http://blog.revolutionanalytics.com/2010/12/analysis-of-facebook-status-updates.html),
- [google](http://blog.revolutionanalytics.com/2009/05/google-using-r-to-analyze-effectiveness-of-tv-ads.html),
- [Microsoft](http://blog.revolutionanalytics.com/2014/05/microsoft-uses-r-for-xbox-matchmaking.html) (who recently [invested](http://blogs.microsoft.com/blog/2015/01/23/microsoft-acquire-revolution-analytics-help-customers-find-big-data-value-advanced-statistical-analysis/) in a commerical provider of R)
- The [New York Times](http://blog.revolutionanalytics.com/2011/03/how-the-new-york-times-uses-r-for-data-visualization.html).
- [Buzzfeed](http://blog.revolutionanalytics.com/2015/12/buzzfeed-uses-r-for-data-journalism.html) use R for some of their serious articles and have made the code [publically available](https://buzzfeednews.github.io/2016-04-federal-surveillance-planes/analysis.html)
- The [New Zealand Tourist Board](https://mbienz.shinyapps.io/tourism_dashboard_prod/) have R running in the background of their website
- [Airbnb](https://medium.com/airbnb-engineering/using-r-packages-and-education-to-scale-data-science-at-airbnb-906faa58e12d)
- [The BBC](https://github.com/BBC-Data-Unit/music-festivals) makes code available for some of their stories (e.g. gender bias in music festivals)

![](https://cdn-images-2.medium.com/max/1200/1*BTMbVFh_hziJJcaQ7TBRwg.png)


![duke-scandal](../images/rep-research-nyt.png)

Two Biostatiscians (later termed '*Forensic Bioinformaticians*') from M.D. Anderson used R extensively during their re-analysis and investigation of a Clinical Prognostication paper from Duke. The subsequent [scandal](https://www.youtube.com/watch?v=W5sZTNPMQRM) put Reproducible Research at the forefront of everyone's mind.

Keith Baggerly's talk on the subject is highly-recommended.

<iframe width="420" height="315" src="https://www.youtube.com/embed/7gYIs7uYbMo" frameborder="0" allowfullscreen></iframe>

## Support for R

- Online forums such as [Stack Overflow](http://stackoverflow.com/questions/tagged/r) regularly feature R
- [Blogs](http://www.r-bloggers.com/)
- Local [user groups](http://blog.revolutionanalytics.com/local-r-groups.html) 
- Documentation via `?` or `help.start()`
- Documentation for packages is found via the Packages tab in the bottom-right of RStudio.


## RStudio

- Rstudio is a free environment for R
- Convenient menus to access scripts, display plots
- Still need to use *command-line* to get things done
- Developed by some of the leading R programmers
- Used by beginners, and experienced users alike

To get started, you will need to install the [latest version of R](https://cran.r-project.org/) and [RStudio Desktop](https://www.rstudio.com/products/rstudio/download3/); both of which are ***free***. 

Once installed, you should be able to launch RStudio by clicking on its icon:-

![](http://www.rstudio.com/wp-content/uploads/2014/03/blue-125.png)

## Bioconductor


![](http://bioconductor.org/images/logo_bioconductor.gif)


Established in 2001 as a means of distributing tools for the analysis and comprehension of high-throughput genomic data in R. Initially focused on microarrays, but now has many tools for NGS data

- primary processing of NGS data nearly-always done in other languages
    + R is extensively-used for visualisation and interpretation once data are in manageable form

On the [Bioconductor website](www.bioconductor.org),. you will find

- Installation instructions
- [Course Materials](http://bioconductor.org/help/course-materials/)
- [Support forum](https://support.bioconductor.org/)
    + a means of communicating with developers and power-users
- [Example datasets](http://bioconductor.org/packages/release/BiocViews.html#___ExperimentData)
- [Annotation Resources](http://bioconductor.org/packages/release/BiocViews.html#___AnnotationData)
- Conferences
    + upcoming conference in Cambridge - December 2017


# Entering commands in R

- The traditional way to enter R commands is via the Terminal, or using the console in RStudio (bottom-left panel when RStudio opens for first time).
- However, for this course we will use a relatively new feature called *R-notebooks*.
- An R-notebook mixes plain text with R code

Markdown is a very simple way of writing a template to produce a pdf, HTML or word document. The compiled version of this document is available online and is more convenient to browse [https://bioinformatics-core-shared-training.github.io/cruk-summer-school-2017/Day1/Session2-Rnotes.nb.html](here).



- "chunks" of R code can be added using the *insert* option from the toolbar, or the CTRL + ALT + I shortcut
- Each line of R can be executed by clicking on the line and pressing CTRL and ENTER
- Or you can press the green triangle on the right-hand side to run everything in the chunk
- Try this now!
- The code might have different options which dictate how the output is displayed in the compiled document (e.g. HTML)
    + e.g. you might see `EVAL = FALSE` or `echo = FALSE`
    + you don't have to worry about this if stepping through the markdown interactively

```{r}
print("Hello World")

```

*This will be displayed in italic*

**This will be displayed in bold**


- this 
- is 
- a 
- list
    + this is a *sub-list*

You can also add hyperlinks, images and tables. More help is available through RStudio **Help -> Markdown Quick Reference**

At a basic level, we can use R as a calculator to compute simple sums with the `+`, `-`, `*` (for multiplication) and `/` (for division) symbols. 

![](../images/128px-SHARP_ELSIMATE_EL-W221.jpg)


Try adding some of your own calculations below....

```{r}
2 + 2
2 - 2
4 * 3
10 / 2


```

The answer is displayed at the console with a `[1]` in front of it. The `1` inside the square brackets is a place-holder to signify how many values were in the answer (in this case only one). We will talk about dealing with lists of numbers shortly...

In the case of expressions involving multiple operations, R respects the [BODMAS](https://en.wikipedia.org/wiki/Order_of_operations#Mnemonics) system to decide the order in which operations should be performed.

```{r}
2 + 2 *3
2 + (2 * 3)
(2 + 2) * 3


```


R is capable of more complicated arithmetic such as trigonometry and logarithms; like you would find on a fancy scientific calculator. Of course, R also has a plethora of statistical operations as we will see.

![](../images/128px-Casio-fx115ES-5564.jpg)

```{r}
pi
sin (pi/2)
cos(pi)
tan(2)
log(1)


```

We can only go so far with performing simple calculations like this. Eventually we will need to store our results for later use. For this, we need to make use of *variables*.

## Variables

A variable is a letter or word which takes (or contains) a value. We
use the assignment 'operator', `<-` to create a variable and store some value in it. 

```{r}
x <- 10
x
myNumber <- 25
myNumber


```
We also can perform arithmetic on variables using functions:

```{r}
sqrt(myNumber)
```

We can add variables together:
```{r}
x + myNumber
```


We can change the value of an existing variable:

```{r}
x <- 21
x
```

- We can set one variable to equal the value of another variable:

```{r}
x <- myNumber
x
```

When we are feeling lazy we might give our variables short names (`x`, `y`, `i`...etc), but a better practice would be to give them meaningful names. There are some restrictions on creating variable names. They cannot start with a number or contain characters such as `.`, `_`, '-'. Naming variables the same as in-built functions in R, such as `c`, `T`, `mean` should also be avoided.


## Functions

**Functions** in R perform operations on **arguments** (the inputs(s) to the function). We have already used:

```{r}
sin(x)
```

this returns the sine of x. In this case the function has one argument: **x**. 

- Arguments are always contained in parentheses -- curved brackets, **()** -- separated by commas.


- Arguments can be named or unnamed, but if they are unnamed they must be ordered (we will see later how to find the right order). The names of the arguments are determined by the author of the function and can be found in the help page for the function. When testing code, it is easier and safer to name the arguments. 

`rnorm` is a function that will generate a series of values from a *normal distribution*. In order to use the function, we need to tell R how many values we want

```{r}
rnorm(n=10)
```

The normal distribution is defined by a *mean* (average) and *standard deviation* (spread). However, in the above example we didn't tell R what mean and standard deviation we wanted. So how does R know what to do? All arguments to a function and their default values are listed in the help page

(*N.B sometimes help pages can describe more than one function*)

```{r eval=FALSE}
?rnorm
```

The help page is often the best way to find out about a function. Otherwise, **google is your friend**.

In this case, we see that the defaults for mean and standard deviation are 0 and 1. We can change the function to generate values from a distribution with a different mean and standard deviation using the `mean` and `sd` *arguments*. It is important that we get the spelling of these arguments exactly right, otherwise R will an error message, or (worse?) do something unexpected.

```{r}
rnorm(n=10, mean=2,sd=3)
rnorm(10, 2, 3)


```

In the example, `rnorm` is outputting a series of numbers, which is called a *vector* in R and is the most-fundamental data-type.


## Packages in R

So far we have used functions that are available with the *base* distribution of R; the functions you get with a clean install of R. The open-source nature of R encourages others to write their own functions for their particular data-type or analyses.

Packages are distributed through *repositories*. The most-common ones are CRAN and Bioconductor. CRAN alone has many thousands of packages.

The **Packages** tab in the bottom-right panel of RStudio lists all packages that you currently have installed. Clicking on a package name will show a list of functions that available once that package has been loaded. The `library` function is used to load a package and make it's functions / data available in your current R session. *You need to do this every time you load a new RStudio session*. 


```{r eval=FALSE}
library(RColorBrewer)
```

There are functions for installing packages within R. If your package is part of the main **CRAN** repository, you can use `install.packages`.

- Here, `tidyr` is a useful package for cleaning and reshaping data:-

```{r eval=FALSE}
install.packages("tidyr")
```

*Bioconductor* packages have their own install script, which you can download from the Bioconductor website

```{r eval=FALSE}
source("http://www.bioconductor.org/biocLite.R")
biocLite("affy")
```

A package may have several *dependancies*; other R packages from which it uses functions or data types (re-using code from other packages is strongly-encouraged). If this is the case, the other R packages will be located and installed too.

**So long as you stick with the same version of R, you won't need to repeat this install process.**

# Dealing with data

We are going to explore some of the basic features of R using data from the [gapminder](https://www.gapminder.org/data/) project, which have been bundled into an [R package](https://github.com/jennybc/gapminder). These data give various indicator variables for different countries around the world (life expectancy, population and Gross Domestic Product). We have saved these data as a `.csv` file to demonstrate how to import data into R.

You can download these data [here](https://raw.githubusercontent.com/bioinformatics-core-shared-training/r-intermediate/master/gapminder.csv). Right-click the link and save to somewhere on your computer that you wish to work from.

## The working directory

Like other software (Word, Excel, Photoshop....), R has a default location where it will save files to and import data from. This is known as the *working directory* in R. You can query what R currently considers its working directory by doing:-

```{r eval=FALSE}
getwd()
```

*N.B. Here, a set of open and closed brackets `()` is used to call the `getwd` function with no arguments.*

We can also list the files in this directory with:-

```{r}
list.files()
```

Any `.csv` file in the working directory can be imported into R by supplying the name of the file to the `read.csv` function and creating a new variable to store the result. A useful sanity check is the `file.exists` function which will print `TRUE` is the file can be found in the working directory.

```{r}
file.exists("gapminder.csv")
```

If the file we want to read is not in the current working directory, we will have to write the path to the file; either *relative* to the current working directory (e.g. the directory "up" from the current working directory, or in a sub-folder), or the full path. In an interactive session, you can do use `file.choose` to open a dialogue box. The path to the the file will then be displayed in R.

```{r eval=FALSE}
myfile <- file.choose()
myfile
```


```{r eval=FALSE}
myfile <- "/home/participant/Course_Materials/Day1/gapminder.csv"
```


Assuming the file can be found, we can use `read.csv` to import. Other functions can be used to read tab-delimited files (`read.delim`) or a generic `read.table` function. A data frame object is created.

- `read.delim` has lots of options to control how to import the data, including skipping lines in the files. See `?read.table`

- If you get an error saying *Error in file(file, "rt") : cannot open the connection*, you might need to change your working directory or make sure the file name is typed correctly (R is *case-sensitive*)

```{r}
gapminder <- read.csv("gapminder.csv")
gapminder
```

- N.B. The latest version of RStudio (> 1.0.44) provides the option to import data from the File menu. Try ***File*** -> ***Import Dataset*** -> ***From Csv***.
    + not really recommended for best practice, but it should help get you started

The data frame object in R allows us to work with "tabular" data, like we might be used to dealing with in Excel, where our data can be thought of having rows and columns. The values in each column have to all be of the same type (i.e. all numbers or all text).

**Disclaimer** If you are trying to read your own data, and encounter an error at this stage, you may need to consider if your data are in the *correct form for analysis*. Like most programming languages, R will struggle if your spreadsheet has been heavily formatted to include colours, formulas and special formatting. 

These references will guide you through some of the pitfalls and common mistakes to avoid when formatting data

- [Formatting data tables in Spreadsheets](http://www.datacarpentry.org/spreadsheet-ecology-lesson/01-format-data.html)
- [Data Organisation tutorial by Karl Broman](http://kbroman.org/dataorg/)
- [The Quartz guide to bad data](https://github.com/Quartz/bad-data-guide/blob/master/README.md)

In RStudio , you can view the contents of the data frame we have just created. This is useful for interactive exploration of the data, but not so useful for automation and scripting and analyses.

```{r eval=FALSE}
View(gapminder)
```

We should always check the data frame that we have created. Sometimes R will happily read data using an inappropriate function and create an object without raising an error. However, the data might be unsuable. Consider:-

```{r}
test <- read.delim("gapminder.csv")
dim(test)
```


We can access the columns of a data frame by knowing the column name. 
***TIP*** Use auto-complete with the ***TAB*** key to get the name of the column correct

```{r eval=FALSE}
gapminder$country
```


A vector (1-dimensional) is returned, the length of which is the same as the number of rows in the data frame. The vector could be stored as a variable and itself be subset or used in further calculations

```{r}
countries <- gapminder$country

```


The `summary` function is a useful way of summarising the data containing in each column. It will give information about the *type* of data (remember, data frames can have a mixture of numeric and character columns) and also an appropriate summary. For numeric columns, it will report some stats about the distribution of the data. For categorical data, it will report the different *levels*.

```{r}
summary(gapminder)
```


******
******
******

### Exercise

- Create new variables for the life expectancy and population columns
    + round the life expectancy to the nearest whole number
    + modify the population variable so that the population size is given in millions of people
    + what is the maximum life expectancy observed?
    + what is the smallest population observed?  
    + HINT:- `min`, `max`, `round`.....
    
******
******
******

```{r}

### Your answer here ###

```


## Subsetting rows and columns

A data frame can be subset using square brackes`[]` placed after the name of the data frame. As a data frame is a two-dimensional object, you need both a *row* and *column* index.

```{r eval=FALSE}
gapminder[1,2]
gapminder[2,1]
gapminder[c(1,2,3),1]
gapminder[c(1,2,3),c(1,2,3)]


```

***Note that the data frame is not altered*** we are just seeing what a subset of the data looks like and not changing the underlying data. If we wanted to do this, we would need to create a new variale.

```{r eval=FALSE}
gapminder
```

Should we wish to see all rows, or all columns, we can neglect either the row or column index

```{r eval=FALSE}
gapminder[1,]
gapminder[,1]


```

The indices can be more complicated R expressions containing multiple values

```{r eval=FALSE}
gapminder[1:3,1:2]
gapminder[seq(1,1704,length.out = 10),1:4]


```


A common shortcut is `head` which prints the first six rows of a data frame.
   
```{r}
head(gapminder)
```

When subsetting entire rows ***you need to remember the , after the row indices***. If you fail to do so, R may still return a result. However, it probably won't be what you expected. Look what happens if you wanted to the first three rows but typed the following command

```{r eval=FALSE}
gapminder[1:3]
```


We can also create new columns, or alter existing ones

- Using an assignment operator `<-` we can assign the value of a particular column to be vector
    + if the column doesn't exist, it will be created
    + the vector should be the same length as the number of rows in the data frame

```{r}
gapminder$popInMillions <- gapminder$pop / 1000000
gapminder$lifeExp <- round(gapminder$lifeExp,1)
gapminder

```

## Filtering rows

Rather than selecting rows based on their *numeric* index (as in the previous example) we can use what we call a *logical test*. This is a test that gives either a `TRUE` or `FALSE` result. When applied to subsetting, only rows with a `TRUE` result get returned.

```{r}
myvec <- c("A","B","C","D")
x <- c(TRUE, TRUE,FALSE,TRUE)
myvec[x]
x <- c(FALSE, FALSE,FALSE,TRUE)

```


For example we could compare the `lifeExp` variable to 40. The result is a *vector* of `TRUE` or `FALSE`; one for each row in the data frame

```{r eval=FALSE}
gapminder$lifeExp < 40

```

This R code can be put inside the square brackets to select rows of interest (those observations where the life expectancy variable is less than 40). 

```{r}
gapminder[gapminder$lifeExp < 40, ]
```


The `,` is important as this tells R to display all columns. If we wanted a subset of the columns we would put their indices after the `,`

```{r}
gapminder[gapminder$lifeExp < 40, 1:4]
```


Using the column names is also valid

```{r }
gapminder[gapminder$lifeExp < 40, c("country", "continent","year")]
```


Testing for equality can be done using `==`. This will only give `TRUE` for entries that are *exactly* the same as the test string. 

```{r}
gapminder[gapminder$country == "Zambia",]

```

N.B. For partial matches, the `grep` function and / or *regular expressions* (if you know them) can be used.

```{r} 
gapminder[grep("land", gapminder$country),]

```




There are a couple of ways of testing for more than one text value. The first uses an *or* `|` statement. i.e. testing if the value of `country` is `Zambia` *or* the value is `Zimbabwe`.

The `%in%` function is a convenient function for testing which items in a vector correspond to a defined set of values.

```{r}
gapminder[gapminder$country == "Zambia" | gapminder$country == "Zimbabwe",]
gapminder[gapminder$country %in% c("Zambia","Zimbabwe"),]
```




Similar to *or*, we can require that both tests are `TRUE` by using an *and* `&` operation. e.g. which years in Zambia had a life expectancy less than 40

```{r}
gapminder[gapminder$country == "Zambia" & gapminder$lifeExp < 40,]
```

******
******
******

### Exercise

- Print the contents of the row in the data frame that contains the entry with the highest population?
- Print the contents of the row in the data frame that contains the entry with the lowest life expectancy?
- A data frame of countries with a population less than a million in the year 2002, that are not in Africa?
    + you may need to do some googling to find out how to do "not equal" in R
(Optional)
- What country has the longest name? Print all the rows containing data for this country
   + HINT: investigate the `nchar` function

******
******
******

```{r}

### Your answer here ###

```



## Ordering and sorting

A vector can be returned in sorted form using the `sort` function.

```{r eval=FALSE}
sort(countries)
sort(countries,decreasing = TRUE)
```

However, if we want to sort an entire data frame a different approach is needed. The trick is to use `order`. Rather than giving a sorted set of *values*, it will give sorted *indices*. These indices can then be used for a subset operation.

```{r}
leastPop <- gapminder[order(gapminder$pop),]
head(leastPop)
```

We can even order by more than one condition

```{r eval=FALSE}
gapminder[order(gapminder$year, gapminder$country),]
```


A final point on data frames is that we can export them out of R once we have done our data processing. 

```{r}
byWealth <- gapminder[order(gapminder$gdpPercap,decreasing = TRUE),]
head(byWealth)
write.csv(byWealth, file="dataOrderedByWealth.csv")
```




# Plotting and stats (in brief!)

All your favourite types of plot can be created in R

![](../images/examplePlots.png)



- Simple plots are supported in the *base* distribution of R (what you get automatically when you download R). 
    + `boxplot`, `hist`, `barplot`,... all of which are extensions of the basic `plot` function
- Many different customisations are possible
    + colour, overlay points / text, legends, multi-panel figures
- ***You need to think about how best to visualise your data*** 
    + http://www.bioinformatics.babraham.ac.uk/training.html#figuredesign
- R cannot prevent you from creating a plotting disaster: 
    + http://www.businessinsider.com/the-27-worst-charts-of-all-time-2013-6?op=1&IR=T
- References..
    + [Introductory R course](http://cambiotraining.github.io/r-intro/)
    + [Quick-R](http://www.statmethods.net/graphs/index.html)
    + [More advanced plotting; ggplot2](http://bioinformatics-core-shared-training.github.io/r-intermediate/)
    
Plots can be constructed from vectors of numeric data, such as the data we get from a particular column in a data frame.

## Basic Plot types

- A histogram is a common choice if we want to visualise the distribution of a numeric variables

```{r}
hist(gapminder$lifeExp)
```

Scatter plots of two variables require two arguments; one for the `x` and one for the `y` axis.

```{r}
plot(gapminder$pop,gapminder$lifeExp)
```


Barplots are commonly-used for counts of categorical data

- Let's say we want to know how many countries there are 
- `table` will give us the total number of times each country is observed
    + but the set of countries is repeated for each year
    
```{r}
table(gapminder$continent)
table(gapminder$continent[gapminder$year==2002])
barplot(table(gapminder$continent[gapminder$year==2002]))
```

Boxplots are good for visualising and comparing distributions. Here the `~` symbol sets up a formula, the effect of which is to put the categorical variable on the `x` axis and continuous variable on the `y` axis.

```{r}
boxplot(gapminder$gdpPercap ~ gapminder$continent)
```

*Lots* of customisations are possible to enhance the appaerance of our plots. Not for the faint-hearted, the help pages `?plot` and `?par` give the full details. In short,

- Axis labels, and titles can be specified as character strings. 

- R recognises many preset names as colours. To get a full list use `colours()`, or check this [online reference](http://www.stat.columbia.edu/~tzheng/files/Rcolor.pdf).
    + can also use `*R*ed, *G*reen, *B*lue values; which you might get from a paint program
- Plotting characters can be specified using a pre-defined number:-

![](../images/plot-char.png)



Putting it all together.

```{r}
plot(gapminder$pop,gapminder$lifeExp,pch=16,
     col="red",ylab="Life Expectancy",
     xlab="Population",main="Life Expectancy trend with population")
```


The same customisations can be used for various plots:-

```{r}
boxplot(gapminder$gdpPercap ~ gapminder$continent,col=c("red","orange","green","blue","purple"),
        main="GDP per-continent",
        xlab="Continent",
        ylab="GDP")
```

******
******
******

## Exercise

- First, create a subset of observations from the year **1952**
- Do countries with a higher GDP tend to have a higher life expectancy?
    + use a scatter plot to find out
- Was there an overall difference in life expectancy between continents in this year?
    + use a boxplot to find out

******
******
******

```{r}
## Your answer here##


```


Plots can be exported by the ***Plots*** tab in RStudio, which is useful in an interactive setting. However, one can also save plots to a file calling the `pdf` or `png` functions before executing the code to create the plot. 
 

 
```{r}
pdf("myLittlePlot.pdf")
boxplot(gapminder$gdpPercap ~ gapminder$continent,col=c("red","orange","green","blue","purple"),
        main="GDP per-continent",
        xlab="Continent",
        ylab="GDP")
dev.off()
```

Any plots created in-between the `pdf(..)` and `dev.off()` lines will get saved to the named file. The `dev.off()` line is very important; without it you will not be able to view the plot you have created. `pdf` files are useful because you can create documents with multiple pages. Moreover, they can be imported into tools such as Adobe Illustrator to be incorporated with other graphics. 

- Often it is quicker to save a plot as a pdf and tinker in Illustrator rather than getting R to do exactly what you want

```{r}
pdf("gapminder-plots.pdf")
plot(gapminder$pop,gapminder$lifeExp,pch=16,
     col="red",ylab="Life Expectancy",
     xlab="Population",main="Life Expectancy trend with population")
boxplot(gapminder$gdpPercap ~ gapminder$continent,col=c("red","orange","green","blue","purple"),
        main="GDP per-continent",
        xlab="Continent",
        ylab="GDP")
dev.off()
```


## The canvas model

It is important to realise that base graphics in R uses a *"canvas model"* to create graphics. We can only overlay extra information on-top of an exising plot and cannot "undo" what is already drawn.

Let's suppose we want to compare the relationship between GDP and Life Expectancy in 1952 and 2002

- A variety of functions can be used to add extra data / annotations to a plot. e.g.
    - `points`
    - `lines`
    - `text`
    - `legend`

```{r}
oldData <- gapminder[gapminder$year == 1952,]
oldData
```

```{r}
newData <- gapminder[gapminder$year == 2002,]
newData
newData
```

We can start by plotting the life expectancy of the 1952 observations as red dots.

```{r}
plot(oldData$gdpPercap, oldData$lifeExp,col="red",
     pch=16,
     xlab="GDP",
     ylab="Life Expectancy")
```

The `points` function can be used to addt extra points corresponding to 2002 countries on the existing plot. 

- Something doesn't look right though...

```{r}
plot(oldData$gdpPercap, oldData$lifeExp,col="red",
     pch=16,
     xlab="GDP",
     ylab="Life Expectancy")

points(newData$gdpPercap, newData$lifeExp,col="blue",
     pch=16,
     xlab="GDP",
     ylab="Life Expectancy")
```


The problem here is that the initial limits of the y axis were defined using the life expectancy range of the 1952 data. We can only add points to the existing plotting window, so anycountries with life expectancy outside this range in 2002 will not get displayed.

```{r}
range(oldData$lifeExp)
range(oldData$gdpPercap)
range(newData$lifeExp)
range(newData$gdpPercap)

```

We can define the axes when we create the plot using `xlim` and `ylim`.

```{r}
plot(oldData$gdpPercap, oldData$lifeExp,col="red",
     pch=16,
     xlab="GDP",
     ylab="Life Expectancy",
     xlim=c(0,1.1e5),ylim=c(30,90))
points(newData$gdpPercap, newData$lifeExp,col="blue",pch=16)
```

A legend can also be added using the `legend` function

- You can specify a set of coordinates where you want to display the legend, but there are also shortcuts

```{r}
plot(oldData$gdpPercap, oldData$lifeExp,col="red",
     pch=16,
     xlab="GDP",
     ylab="Life Expectancy",
     xlim=c(0,1.1e5),ylim=c(30,90))
points(newData$gdpPercap, newData$lifeExp,col="blue",pch=16)
legend("topright", legend=c(1952,2002),col=c("red","blue"),pch=16)
```

The `text` function works in a similar way to `points`

- You give it the set of x and y coordinates you want to plot
    + plus also a set of labels

```{r}
plot(oldData$gdpPercap, oldData$lifeExp,col="red",
     pch=16,
     xlab="GDP",
     ylab="Life Expectancy",
     xlim=c(0,1.1e5),ylim=c(30,90))
points(newData$gdpPercap, newData$lifeExp,col="blue",pch=16)
text(c(2e04,4e04),c(40,40),labels = c("Hello","World"))

legend("topright", legend=c(1952,2002),col=c("red","blue"),pch=16)

```


******
******
******

## Exercise

- What is that outlier on the x axis (GDP)?
    + use a logical test to find out
- Use the text function to annotate the plot with the corresponding country name

```{r}
plot(oldData$gdpPercap, oldData$lifeExp,col="red",
     pch=16,
     xlab="GDP",
     ylab="Life Expectancy",
     xlim=c(0,1.1e5),ylim=c(30,90))
points(newData$gdpPercap, newData$lifeExp,col="blue",pch=16)

## Some code here to find the outlier here...

```

******
******
******


    



### Specifying a vector of colours

- So far we have used a vector of length 1 to specify the colours
    + e.g. `col="red"
- We needn't have to do this. The `col` argument can have multiple values
    + the values will get "re-cycled" in order to complete the plot
- In the code below we use either `red` or `blue` to colour the points
    + only one `plot` command is used
    + since 1952 and 2002 alernate in the data frame, the years will be plotted `red` or `blue` accordingly
 
```{r}
subset <- gapminder[gapminder$year %in% c(1952, 2002),]
subset
plot(subset$gdpPercap, subset$lifeExp,
     xlab="GDP",
     ylab="Life Expectancy",
     xlim=c(0,1.1e5),ylim=c(30,90),
     col=c("red","blue"),
     pch=c(16,17))

```


A useful trick to make plots look nice is to take advantage of pre-existing colour palettes in R. The `RColorBrewer` package is a useful package for such palettes; many of which are friendly to those with visual impairments.

```{r}
library(RColorBrewer)
display.brewer.all(colorblindFriendly = TRUE)

```

The `brewer.pal` function can return the names of `n` colours from one of the pre-defined palettes to be used as a `col` argument to a plotting function.

```{r}
boxplot(gapminder$gdpPercap ~ gapminder$continent,col=brewer.pal(5,"Set1"),
        main="GDP per-continent",
        xlab="Continent",
        ylab="GDP")
```

## Plot Layouts

A further solution to the problem of comparing different years might be to have two plots arranged side-by-side

- One option that can be set with `par` is *m*ultiple *f*igures by *row*
    + argument is a vector containing number of columns and rows in the figure

```{r}
par(mfrow=c(1,2))
plot(oldData$gdpPercap, oldData$lifeExp,col="red",
     pch=16,
     xlab="GDP",
     ylab="Life Expectancy",
     xlim=c(0,1.1e5),ylim=c(30,90))

plot(newData$gdpPercap, newData$lifeExp,col="blue",
     pch=16,
     xlab="GDP",
     ylab="Life Expectancy",
     xlim=c(0,1.1e5),ylim=c(30,90))

```

Don't need to have the same kind of plot in each cell.


```{r}
par(mfrow=c(1,2))
plot(oldData$gdpPercap, oldData$lifeExp,col="red",
     pch=16,
     xlab="GDP",
     ylab="Life Expectancy",
     xlim=c(0,1.1e5),ylim=c(30,90))

boxplot(oldData$lifeExp ~ oldData$continent)

```

There is plenty more to know about plotting that we don't have time to cover

- adding lines of best fit with `abline`
- adding grids with `grid`
- control over axis appearance and labels with `axis`
- for more inspiration, see the [R graph gallery](http://www.r-graph-gallery.com/)

## (***Optional***)

## Statistical Testing

We can't really have a run-through of the R language without at least *mentioning* statistics! However, like plotting it is a vast field. The main challenges are putting your data in the correct format (which we have covered here), and deciding which test to use (**which R will not advise you on!**) 

![](../images/clippy.jpg)

- If you have some background in statistics you can see this course from the [Babraham Institute Bioinformatics Core](http://www.bioinformatics.babraham.ac.uk/training/R_Statistics/Introduction%20to%20Statistics%20with%20R.pdf) about how to perform statistical testing in R.
- If you need a more basic grounding in which statistical test to use, you can see this course from [CRUK Cambridge Institute](http://bioinformatics-core-shared-training.github.io/IntroductionToStats/)
  
The `t.test` function is probably the most fundamental statistical testing function in R, and can be adapted to many different situations. Full details are given in the help page `?t.test`. Lets consider we have two vectors of normally-distributed data that we can visualise using a boxplot.

```{r}
x <- rnorm(20)
y <- rnorm(20, 5,1)
df <- data.frame(x,y)
boxplot(df)
```

The output from `t.test` can be used to judge if there is a statistically-significant difference in means:-

```{r}
t.test(x,y)
```

If our data were paired we could set the argument `paired=TRUE` to use a different flavour of the test

```{r}
t.test(x,y,paired = TRUE)
```

Similarly, if our data have different variances we can adjust the test accordingly:-

```{r}
x <- rnorm(20)
y <- rnorm(20, 5,4)
df <- data.frame(x,y)
boxplot(df)
t.test(x,y,var.equal = FALSE)
```

Were our data not normally-distributed we could use `wilcox.test`, for example.  Fortunately, most statistical tests can be accessed in a similar manner, so it is easy to switch between using different tests provided your data are in the correct format. To re-iterate, the skill is in choosing which test is appropriate.

```{r}
wilcox.test(x,y,var.equal = FALSE)
```

