Introduction to R - Part II
![](data:image/png;base64,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)
If you have previously-attended this course and are reviewing the
notes, please be aware of some re-organisation of the materials in this
section. Some of the later examples have been moved to Part 3.
We should have loaded the readr
library and imported an
example dataset into R
library(readr)
gapminder <- read_csv("raw_data/gapminder.csv")
Manipulating Columns
We are going to use functions from the
dplyr
package to manipulate the
data frame we have just created. It is perfectly possible to
work with data frames using the functions provided as part of “base
R”. However, many find it easy to read and write code using
dplyr
.
There are many more functions available in
dplyr
than we will cover today. An overview of all
functions is given in a cheatsheet.
Before using any of these functions, we need to load the
library:-
library(dplyr)
select
ing columns
We can access the columns of a data frame using the
select
function.
by name
Firstly, we can select column by name, by adding bare column names
(i.e. not requiring quote marks around the name) after the name of the
data frame, separated by a ,
.
select(gapminder, country, continent)
As we have to type the column names manually (no auto-complete!), we
have to make sure we type the name exactly as it appears in the data. If
select
sees a name that doesn’t exist in the data frame it
should give an informative message
Error: Can't subset columns that don't exist.
We can also omit columns from the ouput by putting a minus
(-
) in front of the column name. Note that this is not the
same as removing the column from the data permanently.
select(gapminder, -country)
range of columns
A range of columns can be selected by the :
operator.
select(gapminder, lifeExp:gdpPercap)
helper functions
There are a number of helper functions can be employed if we are
unsure about the exact name of the column.
select(gapminder, starts_with("co"))
select(gapminder, contains("life"))
# selecting the last and penultimate columns
select(gapminder, last_col(1),last_col())
It is also possible to use the column number in the selection.
select(gapminder, 4:6)
Question: Why might using the number of the column
sometimes be problematic? Consider what might happen if you wrote code
to select the last column of data from a file using the column number.
What would happen if the number of columns in the file was not
constant?
The select
function can be used with just a single
column name - in a similar manner to the $
operation we saw
last time. However, select
always returns a data
frame whereas $
gives a vector. Compare the output of
the following code chunks
select(gapminder, pop)
gapminder$pop
The consequence of this is that you cannot use functions such as
mean
in combination with select
pops <- select(gapminder, pop)
mean(pops)
In the next session we will see how to calculate summary statistics
on particular columns in our data. For now, a useful function is
pull
that will return the correct type of data required for
a function such as mean
.
pops <- pull(gapminder,pop)
mean(pops)
[1] 29601212
Restricting rows with filter
So far we have been returning all the rows in the output. We can use
what we call a logical test to filter the
rows in a data frame. This logical test will be applied to each
row and give either a TRUE
or FALSE
result.
When filtering, only rows with a TRUE
result get
returned.
For example we filter for rows where the lifeExp
variable is less than 40.
filter(gapminder, lifeExp < 40)
Internally, R creates a vector of TRUE
or
FALSE
; one for each row in the data frame. This is then
used to decide which rows to display.
Testing for equality can be done using ==
. This will
only give TRUE
for entries that are exactly the
same as the test string.
filter(gapminder, country == "Zambia")
N.B. For partial matches, the grepl
function and / or
regular expressions (if you know them) can be used.
filter(gapminder, grepl("land", country))
We can also test if rows are not equal to a value using
!=
filter(gapminder, continent != "Europe")
testing more than one condition
There are a couple of ways of testing for more than one pattern. The
first uses an or |
statement. i.e. testing if the
value of country
is Zambia
or the
value is Zimbabwe
. Remember to use double =
sign to test for string equality; ==
.
filter(gapminder, country == "Zambia" | country == "Zimbabwe")
The %in%
function is a convenient function for testing
which items in a vector correspond to a defined set of values.
filter(gapminder, country %in% c("Zambia", "Zimbabwe"))
We can require that both tests are TRUE
, e.g. which
years in Zambia had a life expectancy less than 40, by separating
conditional statements by a ,
. This performs an
AND test so only rows that meet both conditions are
returned.
filter(gapminder, country == "Zambia", lifeExp < 40)
Exercise
- Create a subset of the data where the population less than a million
in the year 2002
- Create a subset of the data where the life expectancy is greater
than 75 in the years prior to 1987
- Create a subset of the European data where the life expectancy is
between 75 and 80 in the years 2002 or 2007.
- If you are finished with these, try to explore alternative ways of
performing the same filtering
Manipulating the values in a column / creating new columns
As well as selecting existing columns in the data frame, new columns
can be created and existing ones manipulated using the
mutate
function. Typically a function or mathematical
expression is applied to data in existing columns by row, and the result
either stored in a new column or reassigned to an existing one. In other
words, the number of values returned by the function must be the same as
the number of input values. Multiple mutations can be performed in one
line of code.
Here, we create a new column of population in millions
(PopInMillions
) and round lifeExp
to the
nearest integer.
mutate(gapminder, PopInMillions = pop / 1e6,
lifeExp = round(lifeExp))
Note that we haven’t actually changed our gapminder
data
frame. If we wanted to make the new columns permanent, we would have to
create a new variable.
If we want to rename existing columns, and not create any extra
columns, we can use the rename
function.
rename(gapminder, GDP=gdpPercap)
Ordering / sorting
The whole data frame can be re-ordered according to the values in one
column using the arrange
function. So to order the table
according to population size:-
arrange(gapminder, pop)
The default is smallest --> largest
but we can change
this using the desc
function
arrange(gapminder, desc(pop))
arrange
also works on character vectors, arrange them
alpha-numerically.
arrange(gapminder, desc(country))
We can even order by more than one condition
arrange(gapminder, year, pop)
arrange(gapminder, year, continent, pop)
Saving data frames
A final point on data frames is that we can write them to disk once
we have done our data processing.
Let’s create a folder in which to store such processed, analysis
ready data
dir.create("out_data",showWarnings = FALSE)
## showWarnings will stop a message from appearing if the directory already exists
byWealth <- arrange(gapminder, desc(gdpPercap))
# check the output before writing
head(byWealth)
write_csv(byWealth, file = "out_data/by_wealth.csv")
We will now try an exercise that involves using several steps of
these operations
Exercise
- Filter the data to include just observations from the year 2002
- Re-arrange the table so that the countries from each continent are
ordered according to decreasing wealth. i.e. the wealthiest countries
first
- Select all the columns apart from year
- Write the data frame out to a file in
out_data/
folder
“Piping”
As have have just seen, we will often need to perform an analysis, or
clean a dataset, using several dplyr
functions in sequence.
e.g. filtering, mutating, then selecting columns of interest (possibly
followed by plotting - see shortly).
As a small example; if we wanted to filter our results to just Europe
the continent
column becomes redundant so we might as well
remove it.
The following is perfectly valid R code, but invites the user to make
mistakes and copy-and-paste erros when writing it. We also have to
create multiple copies of the same data frame.
tmp <- filter(gapminder, continent == "Europe")
tmp2 <- select(tmp, -continent)
tmp2
(Those familiar with Unix may recall that commands can be joined with
a pipe; |
)
In R, dplyr
commands to be linked together and form a
workflow. The symbol %>%
is pronounced
then. With a %>%
the input to a
function is assumed to be the output of the previous line. All the
dplyr
functions that we have seen so far take a data frame
as an input and return an altered data frame as an output, so are
amenable to this type of programming.
The example we gave of filtering just the European countries and
removing the continent
column becomes:-
filter(gapminder, continent=="Europe") %>%
select(-continent)
Exercise
- Re-write your solution to the previous exercise, but using the
%>%
symbol
Plotting
The R language has extensive graphical capabilities.
Graphics in R may be created by many different methods including base
graphics and more advanced plotting packages such as lattice.
The ggplot2
package was created by Hadley Wickham and
provides a intuitive plotting system to rapidly generate publication
quality graphics.
ggplot2
builds on the concept of the “Grammar of
Graphics” (Wilkinson 2005, Bertin 1983) which describes a consistent
syntax for the construction of a wide range of complex graphics by a
concise description of their components.
Why use ggplot2?
The structured syntax and high level of abstraction used by ggplot2
should allow for the user to concentrate on the visualisations instead
of creating the underlying code.
On top of this central philosophy ggplot2 has:
- Increased flexibility over many plotting systems.
- An advanced theme system for professional/publication level
graphics.
- Large developer base – Many libraries extending its
flexibility.
- Large user base – Great documentation and active mailing list.
With some practice, ggplot2
makes it easier to go from
the figure you are imagining in our head (or on paper) to a
publication-ready image in R.
Basic plot types
A plot in ggplot2
is created with the following type of
command
ggplot(data = <DATA>, mapping = aes(<MAPPINGS>)) + <GEOM_FUNCTION>()
So we need to specify
- The data to be used in graph
- Mappings of data to the graph (aesthetic mapping)
- What type of graph we want to use (The geom to use).
Lets say that we want to explore the relationship between GDP and
Life Expectancy. We might start with the hypothesis that richer
countries have higher life expectancy. A sensible choice of plot would
be a scatter plot with gdp on the x-axis and life expectancy on
the y-axis.
The first stage is to specify our dataset
library(ggplot2)
ggplot(data = gapminder)
![](data:image/png;base64,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)
For the aesthetics, as a bare minimum we will map the
gdpPercap
and lifeExp
to the x- and y-axis of
the plot. Some progress is made; we at least get axes
ggplot(data = gapminder,aes(x=gdpPercap, y=lifeExp))
![](data:image/png;base64,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)
That created the axes, but we still need to define how to display our
points on the plot. As we have continuous data for both the x- and
y-axis, geom_point
is a good choice.
ggplot(data = gapminder,aes(x=gdpPercap, y=lifeExp)) + geom_point()
![](data:image/png;base64,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)
The geom we use will depend on what kind of data we have
(continuous, categorical etc)
geom_point()
- Scatter plots
geom_line()
- Line plots
geom_smooth()
- Fitted line plots
geom_bar()
- Bar plots
geom_boxplot()
- Boxplots
geom_jitter()
- Jitter to plots
geom_histogram()
- Histogram plots
geom_density()
- Density plots
geom_text()
- Text to plots
geom_errorbar()
- Errorbars to plots
geom_violin()
- Violin plots
geom_tile()
- for “heatmap”-like plots
Boxplots are commonly used to visualise the distributions of
continuous data. We have to use a categorical variable on the x-axis
such as continent
or country
(not advisable in
this case as there are too many different values).
The order of the boxes along the x-axis is dictated by the order of
categories in the factor; with the default for names being alphabetical
order.
ggplot(gapminder, aes(x = continent, y=gdpPercap)) + geom_boxplot()
![](data:image/png;base64,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)
ggplot(gapminder, aes(x = gdpPercap)) + geom_histogram()
![](data:image/png;base64,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)
Producing a barplot of counts only requires an x
variable. The counts will be generated by R.
ggplot(gapminder, aes(x=continent)) + geom_bar()
![](data:image/png;base64,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)
The height of the bars can also be mapped directly to numeric
variables in the data frame if the geom_col
function is
used instead.
In the below plot the axis labels will be messy and difficult to
read. This is something that can be customised with some of the
ggplot2
options we will explore later.
gapminder2002 <- filter(gapminder, year==2002,continent=="Americas")
ggplot(gapminder2002, aes(x=country,y=gdpPercap)) + geom_col()
![](data:image/png;base64,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)
Where appropriate, we can add multiple layers of geom
s
to the plot. For instance, a criticism of the boxplot is that it does
not show all the data. We can rectify this by overlaying the individual
points.
ggplot(gapminder, aes(x = continent, y=gdpPercap)) + geom_boxplot() + geom_point()
![](data:image/png;base64,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)
ggplot(gapminder, aes(x = continent, y=gdpPercap)) + geom_boxplot() + geom_jitter(width=0.1)
![](data:image/png;base64,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)
Exercises
- The violin plot is a popular alternative to the boxplot. Create a
violin plot with
geom_violin
to visualise the differences
in GDP between different continents.
- Create a subset of the
gapminder
data frame containing
just the rows for your country of birth
- Has there been an increase in life expectancy over time?
- visualise the trend using a scatter plot (
geom_point
),
line graph (geom_line
) or smoothed line
(geom_smooth
).
- What happens when you modify the
geom_boxplot
example
to compare the gdp distributions for different years?
- Look at the message
ggplot2
prints above the plot and
try to modify the code to give a separate boxplot for each year
As we have seen already, ggplot
offers an interface to
create many popular plot types. It is up to the user to decide what the
best way to visualise the data.
Customising the plot appearance
Our plots are a bit dreary at the moment, but one way to add colour
is to add a col
argument to the geom_point
function. The value can be any of the pre-defined colour names in R.
These are displayed in this handy
online reference. Red, Green, Blue of
Hex values can also be given.
ggplot(gapminder, aes(x = gdpPercap, y=lifeExp)) + geom_point(col="red")
![](data:image/png;base64,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)
# Use the Hex codes from Farrow and Ball: https://convertingcolors.com/list/farrow-ball.html
# (cook's blue)
ggplot(gapminder, aes(x = gdpPercap, y=lifeExp)) + geom_point(col="#6A90B4")
![](data:image/png;base64,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)
However, a powerful feature of ggplot2
is that colours
are treated as aesthetics of the plot. In other words we can use a
column in our dataset.
Let’s say that we want points on our plot to be coloured according to
continent. We add an extra argument to the definition of aesthetics to
define the mapping. ggplot2
will even decide on colours and
create a legend for us.
ggplot(gapminder, aes(x = gdpPercap, y=lifeExp,col=continent)) + geom_point()
![](data:image/png;base64,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)
It will even choose a continuous or discrete colour scale based on
the data type. We have already seen that ggplot2
is treat
our year
column as numerical data; which is probably not
very useful for visualisation.
ggplot(gapminder, aes(x = gdpPercap, y=lifeExp,col=year)) + geom_point()
![](data:image/png;base64,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)
We can force ggplot2
to treat year
as
categorical data by using as.factor
when creating the
aesthetics.
ggplot(gapminder, aes(x = gdpPercap, y=lifeExp,col=as.factor(year))) + geom_point()
![](data:image/png;base64,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)
When used in the construction of a boxplot, the col
argument will change the colour of the lines. To change the colour of
the boxes we have to use fill
.
ggplot(gapminder, aes(x = continent, y=gdpPercap,fill=continent)) + geom_boxplot()
![](data:image/png;base64,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)
Exercises before the next session
- Using the
filter
function, find all countries that
start with the letter Z
- Hint: You can find the first letter of each country using the
substr
function. The mutate
function can then
be used to add a new column to the data.
- Use
geom_tile
to create a heatmap visualising life
expectancy over time for European countries. You will need to work out
what aes
thetics to specify for a geom_tile
plot
An example plot is shown on the compiled notes.
![](data:image/png;base64,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Appendix
Adding text to a plot
Annotations can be added to a plot using the flexible
annotate
function documented here.
This presumes that you know the coordinates that you want to add the
annotations at.
p<- ggplot(gapminder, aes(x = gdpPercap, y = lifeExp,col=continent)) + geom_point()
p + annotate("text", x = 90000,y=60, label="Some text")
![](data:image/png;base64,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)
Highlighting particular points of interest using a rectangle.
p + annotate("rect", xmin=25000, xmax=120000,ymin=50,ymax=75,alpha=0.2)
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)
We can also map directly from a column in our dataset to the
label
aesthetic. However, this will label all the points
which is rather cluttered in our case
ggplot(gapminder, aes(x = gdpPercap, y = lifeExp,col=continent,label=country)) + geom_point() + geom_text()
![](data:image/png;base64,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)
Instead, we could use a different dataset when we create the text
labels with geom_text
. Here we filter the
gapminder
dataset to only countries with
gdpPercap
greater than 57000
and only these
points get labeled. We can also set the text colours to a particular
value rather than using the original colour mappings for the plot (based
on continent).
p + geom_text(data = filter(gapminder, gdpPercap > 57000),
aes(x = gdpPercap, y = lifeExp,label=country),col="black")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAArwAAAGwCAIAAADE8iHyAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nOzdZ2BUVd4G8OfW6ZPee0hCCL13FVEEFBV1ATv6WtbedS3r6rqWRd21rnVtK4oNFBVBpEkn9BICCem9Ti+3vh8mmZYEIoK08/vCzLnnnnumhPufUylVVUEQBEEQBHEk9ImuAEEQBEEQpwYSNBAEQRAE0SskaCAIgiAIoldI0EAQBEEQRK+QoIEgCIIgiF4hQQNBEARBEL3CnugKhLDb7b+zBI1GoyiKKIrHpD4nBM/zgiCc6FocPa1WK0mSJEknuiJHiaIolmVP6a+QTqcTRZF8BCeQTqcTBEGW5RNdkaNE0zRN06fiV8hkMp3oKpzmTq6gwev1/s4S9Hq9LMu/v5wThaIonudP3foDMBqNoiieui+BpmmWZU/d+gMwmUxer/fUfQkMwzAMc+rWn6Iok8nk8XhO3ZfAsuwp+h8RCRqON9I9QRAEQRBEr5CggSAIgiCIXiFBA0EQBEEQvUKCBoIgCIIgeoUEDQRBEARB9AoJGgiCIAiC6BUSNBAEQRAE0SskaCAIgiAIoldI0EAQBEEQRK+QoIEgCIIgiF4hQQNBEARBEL1CggaCIAiCIHrl5NqwijgtlXrbVzuqNDQ7zZQdy+pOdHUIgiCIo0SCBuL4+tpy4LaaZb7HL3NbPk6/cLAu/sRWiSAIgjg6pHuCOI4UVX2qYZ3/aa1of7Jh7fG7nKjKFYLVo0rH7xIEQRBnMtLSQBxHtZKjUXIGpxR7247Ttb6yFP+9cX2D6ATwWMLY++JGHqcLEQRBnLFI0EAcpXrR8VTDunXOmghGc1P04BtjBnXNk8Dow1LSOfPxqEyJt/32mp/9T59r3Figjb3AlHU8rkUQBHHGIt0TxNGQVeXaqh8WWg82Sa4Sb/sj9as/ay/qmo2nmccSxganPBw/uvdXcSvU/EbuxWp+RTvjS1GBag9V4aEVNSTnOmd12LkrHZW9vxBBEATRG6SlgTgaJd72Xe6m4JSvLMVXRRV0zXlf3MgB2rhl9nItxfwpMr/3oyDbRUzfoy11++Jabk689ESGcGOxZoudATDAoLzf19tHp/gy62gu7HQ9FZ5CEARB/E4kaCCOhksRw1NUCcB+T+tTu3/YaquNYbT3xI28OqoAwPmmzPNNmb/1Em/XcZ0RAwAsaGKrvJQvYgCw10nfWaL5aZDb9/RcY0Yqb6oR7P78l0Tk/NYrEgRBEIdHuieIo1Ggi03jTMEp5xrT7bJwbdX3K9vLbJK3XLDeW/vLT7ayXhaoNlPKFkbZyaiejpSDbiYszy5HSMpWO22XKd/jeFb/Ydr08YbUSEY7RJfwWcbFQ3QJR/G6CIIgiMMgLQ3E0dBS7NtpU++s+blcsAK4PLLvfXEj1zlrKgUbAHTcyvGt9eA0c/YRS1O3M/Lijt4EKoKlrxWoWDVLpwAhUYKGVp2dUUJnSuDxEF3Ct1mX/Y7XRBAEQRwBCRqIozRKn7Siz3XzatT9Di3nxgGX5FXksDwClMMXoqhY28ZWb+UHmpT+dgBQrZSynGOuFP6cLH7bzFR7O+KCadFyH73yRk1gpMLseImn1G6LJQiCII4HEjQQ4QRV/ry9qNjTlq2JvDqqQN9ljKGPouL6/bq11o7GgAVN3NcD08IGFpxvzDzMhbwqdcVezSYbg/4AmNsq1ScPKgDQSAGI59QVg92fNnJ1gjrMqFwWp8gq9DS+bmJk4MIY+ZH08HEVBEEQxHFFggYihKDIl1Qs3Oqq9z39pH3v0uxZhu7ihj1O2h8x+CxoMLyafN7ddatrhXYA8I7d2z64UidFsaq5uy/af+vYTbZACW9lUMtjmcsb1Dsg+TaoMKjN41seaGr6CUBRypx+fZ9/KM34UNqxeaUEQRDEb0WCBiLEEnuZP2IAUOxp/dxSdFP04K45n62SoQaGLwDY6nC8bkgzuW+D0wZVDzDv1eO9eh7AnHjp5T5ePnTc7S5n+DjcUgP+2YdqNNAvAgB277mjpXWV71Bt7QIKzID+rxyDF0kQBEEclWMfNKxdu/aTTz5xuVxDhw698847tVotgH379r399ts2m23ixIk33ngjTZNZGyepGofjkpp8jcyuja+s19kBHPJYwvJss9Pv1XOr7FWgjCEH2LoSd3axQwVMYacsaGLTNMrDoR0KKZruRyR85GSeU0CrLn/E4NPU/HO3+U8GVgnrrAxNYUKEYmLISAuCIE5Px/jmbbFYXn311Xvuueftt9+2WCyLFi0CIMvyyy+/fPPNN7/zzjslJSW//vrrsb0occw00XMXDH9708WvFk7f/uNtF9TnAMjXRgdn+a6Fnbpb900zC3DQLQ8coK3RnNwq9Fj2Kkt4hHpDYo87S7kVAOG3XgpU18Q/WNcFKgAU2uizd+rnFmuv2689e6dup4PExARBnJ6O8f9u9fX1UVFRAwYMMJlMo0ePrqqqArBr167Y2NhBgwZptdoZM2asXr362F6UOFbkn1itnfc/fWH7+cO0CXNC13n8Z1Xn+AYpGUwVTG+B3wwASsT2tkEz9+kyuZBZkX46Ovx+n6ZRto1w35wkxoUOmRhsVMwsGMYQGzMpOD0u7vyQ7pA/1leW4sEHPsgoemv4gY9+tB0KPvRAmbbW21Gxag/14CHNiaggQRDEcXeMg4aMjAyPx7Nx48ampqZ169YNHDgQQFNTU1pax+i1tLS05ubmY3tR4ogaROf89qL57UVhe04G2+Ok/xTHDjiHmT6aXhkDAIlu0w+xszRUYKyiCpQEVmlk4JwDKQtS/+ByDCwmtKkAwhrpr4gPTMhUVaWy8p0NmyZXbxs/V/7rkgFtBfqOyZl9dMrruV4AbRI1j31vBzNdBruUu+sfpt0Py/95p46TTkRbwzZXw+01P9eJDgBVom1u1Y8HPB3bdboUar8zJJTZ5aCFI0w1JQiCOCUd4zENer1+5syZzz//vEajiY2NnTx5MgC73a7T+YbDQ6fT2Ww2f/7m5uabbrrJ9/jyyy+/+uqrf2cFGIbRarU8zx8568mKpumoqKhjWOBKS/mUA5/4n64YdP3ZEZlheRq96g07pMoIFUArR109jFm6WR5sQ1x6NBW6MONAs7jH1nnfVg3wTIYa0lCwz602eyj3L3KzBn/LozdEUdFG3JHL3JEVGABRtP+f+w884XtsdxRnyE07Jn26167KKgaaKI7WArhvp7TKoV+l/ZqGrICBAthRaIeN0T2XH75Y5DFEURRFURwX8qLW2naGZdsgN46J6gMgEkjQiI3eQCyTqqMSYo7lJ3gUdDqdbzjRqcj3EZzSf8UA9Hq9//+9U47vI9BoSJsZEe4YBw27du366aef3nvvvaioqPnz57/44otPPPGE0WhsbGz0ZXC73UZj4Oah1WrPO+883+OcnBxB6LlLvHe0Wq0sy6J4Cs/g53n+978Pwe4q/TH46Z2lP24beHNYnh/rUekKSXk6j/k6UhVlATJaJffi9oM2UVzWmLnHFhuST7cY7mlQA1tg5xkp8/UM+6uqK1M/1qma4RSdBEB+/ZD8fjUkFVckIqFs3SeaBVXMgASl7E/CU6haUJH02hXJRgCqBN+LX9XSUaASui7kh1Xy37Ll49dLQVEUy7JhXyFFDm86UGTF/zHdloanSgOH7kpXj+0n+FvpdDpZliWpxyEjJ7luP4JTi06nkyRJlsOXOztV0DRN0/Sp+BU6dQO1U8UxDhr27NkzbNiwhIQEAFOmTLnvvvsAJCQk+Ac/1tXV+Y76mEymu+66y/+0paUFvw/P86IoOp09NsKf5CiKomn6GNbfo0oH3K3BKftdLe0OGx/agNDuYoGQXxUbozDVoC51uA95W66sXFwrdi7ZxE+HMAiaQtAWsGWg26FEwjPZf+Lf8lgJgjTChRFQADcAJx45pPmgoePL9uwhsFggsRyAJiZ7j+68F92Dnttj16nsOZGB/2RNtL7bEQzNAtodLs1xWwuSpmm9Xh/2EUzSpjwfmu0sTbI/z+0JSKTZH1pZCuolsfIlsdKJ/QLqdDpBENxu94msxO/gay88pf+KfR+Bx+M5cu6TEsuyPM+7XK4jZz3JkKDheDvGYxry8vIKCwurq6s9Hs+SJUv69u0LYPDgwfX19WVlZYqiLF269Kyzzjq2FyUOQ0uxiZwhOCWFM3GlvPymRnpKK7+pUQ/QACZEdNMJv8dJ/9TKPN2wLhAxANAtAWQIAwGGpQA5GUqc/+Abud4rU7vpO/hfU0h4KiGk8X8+/2I7lbSwOeTEqxK6/6E50iQfp4jhh1b2nhL+oUN8oTX80FBdwrtpU9N4M4AsPuJ/6RflagIdEBRweZz0Yb7ng3zvJbGn3o8zgiCIXjrGLQ2jRo2qq6t76qmnvF5vfn7+PffcA4BhmL/85S+vvvqq1+sdNWrUpEmTjljOqUhVZUlycFzEia4IACgq6M5f6ffFjnykfrX/0FPMRPnTjnu22kzJn/PsbUJegvJSH+/j5RpvaPBQ6aH2e0MaKgCAtkCJhXsy7z1XUgKNASkadWZ3t0yrBPGwAwOL6LMAeJSQdoU/J4scpX7eyFpl2irBIlEA+uiUf+ccueXfo1Dv17Pb7XQCr96SLGVpjzwu8YUq7uXqjk70D+rUT/ox06JD2pZnRuTNjMjzqrKGOo4jKgiCIE5mx35xp0svvfTSSy8NS8zPz3/11VeP+bVOGmpJ6QuHyv4FwGTM79//X5ERI/+wa8uy61DZy83NP1M0n5I0yxF768OHtFvsTCKv3p4i3pYs3hgzKEsT+b21xKNI8ZwxfV90WAnKAXqjlnqlhvd2ubdqaTWVM/tmDQSdYPb96wqNGP7dx9ssUksqZUqmJuoR3dmaEMFCQ6Nr4X4CpQNwblTITXqXu/Fr95rdbEOyzvhw7Mhh/GAAA43qETepklXMLtJs6Fzi+v16buMwd47ucHGDoFL+iMHn5Wp+WnQ3zfskYiAI4kxGlpE+Bmpq5/siBgB2R/Gu3beOG7OS4yJ7yu92V5VXvOFylRmM+dlZd2v4+N9z9b1F99fXf+N73GQre7rhhhrJAKBBoJ4s52NYdVa8NMmYrqPZW6uX1okOpp0bhOTgEuq9jrtLomq83QwgeLxcE687C/wCf4reNd6FkPvrdOmVoeJPKbRhc8tLs5qyARFAikb/Ub5niLHjVv2XdPHpiu43vvK5NkGaHR9opbDInhurllSLdgB1ouOx+lUfpukuisjpzRuy1c5sCN0U47167p/Z3sOc0iCEv/ZqzwlbEIIgCOKkRZau+70URWxo/CE4xe2utlq39ZTf623YsvXSquoPW1rXVFa+s3nLDEmy9ZT5iGTZ7Y8YAJQxw2ukkMl+37d03D4frl3lazBYmVgeVshD+lVV3h5/vje5s5Jb/++2g6OuLRvy0frLbj44IXCMK4Xx8w0R9s8NN96uLHy5Kdt/pNZL3VaicXc2RdyZIvTTh48k1wTdl//XyO5x0gAUFcvbmadrmquDB1IAP9gPoXe6Rj9bbHSZ53Bf9RReSeBD3oEBRrLSAkEQRDgSNPw2qqo4HAfsjiJVlQD1YMkzP/+S3NKyIjxfz43YtXVfud3V/qcuV1lj05Kjro8sh3QcKF2ajlY6q19pLhRV2T80YW9k4x2jfmjQ2QHU6xyzxm5drosAY0fP6tj460smzds+5YL6nCn+pbnYMui/AlNhoTLLlNldzyp10RN3aCs679a3p4QMdxhvlsMClZereUnFrCLtVUXaTxvDv5my2tu7+ABDeM69Tnr0Nt3bdR1NHa1tazdvmb5ydUHh1sus1h0AGArPZgWGSqRq8UzWiZwzSRAEcXIi3RO/gdtdvX3ndXb7XgBGY9+khEvLyl/rmk2ny4iK7HFMg9fbcMSU3uP5OJMx3+4o9j3toxQmUM2NamA6g8AceraxMJOPTGRNDVJHZLAwvWhhelGM19AqzYA0Gr2Ymhcpib5vyzCrmkyrdQoFfnfHManHzaorPfST5fxH+Z4FzdwaCz0hQmkXVRXU2ZHypCh5/b6Q0KrcTX3dzK6xMAAgp0I1gwq0wUw1ZaN3+uqVB9OEl6rDlwb6azl/UYwUIRQVbr3Ml9La1rxz942jR/6o1SZfEisNMSqrLbSepS9N4bnDDMEgCII4U5GWht9gX9GDvogBgMNxoLzq7a55oiJHDxvyscNxYG/R/bt231Jb+5ka+hM5MmJY2CkREcOPrj4VHvrhUvpb/kkvl+FLSTLn5htDG+fFNADL7GWT9WPCTm+lsiBlBaf00SnR3YWRY6SvikaPdvbfS/WX6WuEOl+nA9U5B5063GTuHQ76oTLNPSX8wmZ2nZXe52L+niX8PUsYbAjvrcjTK0X+zbIVPZwzoMT4nj2aMPbyyL6HuUqYR9LF1UPcuV0GP+5x0o1N3wenuN01Tc3LfI8ztMr1idLseCnqcKMvCIIgzlykpaG3VFVpaV0ZnCKJ4dP5Rwz/MjZmUkvr6q3b/uRLqW9YZLFu61/wsj9PYuLMpuZl9Q2LfE8z0m+OiZ54FPWp8VJ37tx/hf2GRLUEQD07dNrQF2Iihq7ZGLpdtdQXoBmKHq0dNL8+GlwxAIh5YNp4aMKa4KdGe65LbneLUefs1Aenj5W+cioH96beNH7sagCj3fJmGwM5FWw5ALAloK1Qup9rmsCrnzSEfM1eq+XOjpSjOfw1Q3imMtAesMnGTAqeQCGnw37LvBzb9fE0Tf3mYYn9DcpQkxK0UwYApGhUSQ5fMkiWf8MKNoIiu1UpgiHL6xIEcSYiLQ29RVG0RpN4mAx6XWZU5CgA5RWvB6dX13wiim3B5Qwe9O64MSuGDHpvwrh1/fKfO7r6vF3H2wTnU7o1d+sPfcc9kijt3H7oQ6rLzTVSUl8tnH4F1a9AJ0PKhns63NMh5cA76sqmgWGZ32xbNfrgJ5eVbglL38NMdsHc5Kjebmm/7aBGVGFiVHjGQMoFANqlM3yfqLWmaLoZTXlpl5UbajonJtydKt6SHFjBqVGgFjSyGUFrKvTTK3Pi2KOIGHxuTQ5ZHmpSlDxAr8TGnBOWLSamV6uNCap8X+2KlKI3c/a/M+XQF8WeLstXEARBnO5IS8ORKYrH5a7SaVNSkuccKn/FfwdLT5trNPYrr3jD7a6Ojp7Qr+9zDGMA4HbXhJXgdtdwXMjqCGbzILN50FFXSVbxdZPSykwE4ETk1/zfdKrtXPt3tV56tFnebAuMFZjcjFmVBS1fYuRwJjhEfOqgcmWtuna0WqbvfEF0C/hiAG1dfovvYKf/wt0KgNqrqFRHKXEc80jSxTsctvnNHrcc50Y3P75HmuQbk6SnK0KGFwwKmphQ0WVSw8PpQrWHKfNQeTrl/5Kkrhtqd+V0lrS0rmEYbUL89OD3eZBBWTPU/V4d1yRSY0zyzckSTSE2ZlJe7uMHS5715elf8JLZFB48deulpi2ftu/zPd7hbryxesnanKsZioTdBEGcQUjQcDhOZ8n+A39raVnue5qX+1jf3L82NHyrqnJCwoXZWffQtCY97caws8zmQS5XWXCK0Zh3bCtW4qZapZA78Wb2itHyihHbOtZdZwGjhClN6jMHFACxFoy0qGujO+KDJYwwtJLZEEWlemBloZfVxoi9gnY5fHtFseFzMlupjqGOatA9slmkFjYzG6wh+1fpGbiCehgiOehp9fVc4a4SHgBU6Bl1mFFRAQrY5KrbIdZAy0Io8A9fSOExK+43zFyorftiz947fY9LD700fOh8kymwVXeBXvl3TvgKDdlZ92ak3+x21+j1GTTd260gf7aHvC0l3vZDgiVPE75SFkEQxGmMBA09am39tXDb5cEpB0ueGzH8q+ysuw9/Yt+8J63WHW53pe/pwAFv9P7OFMwpUwYm5Hf2sjbmvw1cu0ilaR1hmWWKW0Ld4H8qAbdWqPeWB37Tm4N6CTZI1DvDi79LroNqgDC4VTVAiQXVeaum7TB8pvdc6TrSXpJhaygBIREDgOVtjKRiTrxolfBEOQ8KLoV6soJvlqhkU+GjdWtAAxpAsw7OOZCyjAxGmBWb7NXTHNuLH/GqKvkjBgAeT+2Bg38bMfzrI57IMAaj8TeMrATQtT69qSFBEMTphAQNPTpY+mzXxNbWNV07xcPotGkTxv3a0rJCkuzR0RN0uvTfeulVFuYvh/gyD53Aqw+mCXMTJQA/tzHX7NcCgO6XneJ20DdDCdoziWn4ib4ruJAdoQMTt0UEIoD/mpfURxZ1PNHsgONqSElQokB3jL1gaemIEcNv8nnohlWv1zCIWBOSQ7sGjiwDI0459GmRp5VS1Sc5z/mMbNBnJCddQdPdDzwMXvHCx2Yv6jbn7zfDnLPL3QQAKkBhkC4uiz8p9hkhCIL4w5CfSj2yWrd3TWRZQ9fErhhGn5AwIyXlqqOIGKo9mLVP61vBsFGgHjqkeaKcl1V80sgBAFcMvhCQoV8EunOhJX5nqd6uhn6apVF4Lodq0EI2qbcNpBs6b7vxuqZ6OujOStmg2QQAnilQYqEaIPa72jSjl7V9NjPQlZCsUc+ODGlquDRWYikAqA9bpZEObykBUw/AhjpfxPBQ2+c5VS+Vl/977757N26aIncZZuGj1SaHpRj0mb2s+W91Z+yw++JGxrF6UJhiyvoo7UKqu527CYIgTmOkpaFHOvNIt60wLDFZdy63f4+q0coZ2SpzuL2LFMXb0+/jw1sVNipfxTt1nKRSbRIFAGxVRzrTCNP7UPWgBECCyoCpgxy4iZax1OtZ1KIc9fsB7j+rlL2aL3dT+QZVYaxLnWlgWgPrK9DtABKRMZi7UQVmJMh9tPKyFjVkRwbfMITQxw+kCbekiJOj5dUWWkNjWrRMQ32i1vxlrQxgZqw0r0/HeIJBRmW1JfB2pXAGgdU3S0FzHaUUAG5+JYAh3tKB3sCi0XZHUXXNJ5kZt3V9r2hak9PnodJDL/pT+vR56PBv71FjKPqxhLGPJYw9TuUTBEGc/EjQ0A1Zxe0lmr3CC3/FZH+iXp81mnso9tOObSaU6BjX7OtUo6nr6XX1X5WUPud21+j12f3y/xEXe35PF1KBpW3MNjsTz6uz4sRIFkCXX68UAPy3nr01WSy00VC1AHiF/b/SYWOb0yy8+8OcHTui6kHJMCyAd7RR6ecQA6PzamTq3RbuXqecVw87R20WqFYlF8gFAO1KaDYDgBILYEKE8lZfL4CXqvm7SnTBVUhT9jqomHYkAXgkbnd2VN9mkRptln0LNvfRKX2CllFaMJx7N19yu11s0Cv5R5Zw5X5ttbvjx/m8bLGZGndv7S/+DNdETjwvs2JuTQOAJKkl7D1wOA729B7m9HnYbBrU3LKcYfQpybNNpgE95SQIgiB+JxI0hLPZ9yw/8GmCzdXCnHO/vmik9C0H7/0DzukfkWd85QV/NrqtVbt2pXvaJWGnt1sKd++53ffY5Srbtv2qsyZsttp2lpW/5vU2RkYM79v3aYO+jy/DPSX8500dqw++Xcv+OMiTrMG5Md1XbFacvM9Jr3MUUPyGdzZdPLWuY8vHP1UOmHnO55tiq0F5wVSLagwQMqR/VQ273s7t9m1nHbxGoudcsFWg3PCMA6Bl1H/V8Pk65Z9VgQURzxffmi6+5qaMRrTTqmxWmyeP3MvzUoNAPVKmWdLKRHOYGSs9nSVoKLXGS622MJEu+Vwz9KGxT1+98lOfwq2tdYKmYGx8aiKvAgWDdHG/2Ct4irnYnJPGm72q3Kc58pDX0sCGvwVGQ273bwoAID5+anz8VP/TFY7Kry3FoqpMN/eZGZFLOhEIgiCOFRI0hGhr37Cl8BIDMA4YJy1Yzc79r+Y/AM5ThAHNFWGZ6Ya6riU0d65J7Fde+VZ19Ue+x03NyxzOkvFjVzKMYb+L9kcMAKq99Gs13At9xBQtFg7wXL9faw8aHpDEqwUG+av+8is1ERua7yrS6ofzin9m4q1FczYNs0AxQdV03QG6mKJg7nyihjZluKdAiYGq0TH4tLGbxZNXcDf/ys31QgdglLSIhvxlWeq8PsKtBzW+qRNtIv5bz2podZxZ7hinCTFFS32QRw8zdUQoblnZvvtme/NiBtABTuEvyH4AwEBt3EBtYJsMDcV8nHbRI/WrN0It0ebkekp96UZj39TU67rWrVvz24v8DRjfWUtKvG2PxIevn00QBEEcHRI0hCgreyX46WTxfxbPZfV0TiwVq5rCeyIUozksxeks6brjpc22K/hO7XKVtVu2xMZMKnWHj0LdbKd3OejxRkyMkFcNcV+2T1PVufbR89lehsLVRdrl7QzAre2Dz1KYxYVysgcAkjwU5Fgcnq8Sob+6Y+ik+zPE5W3yagsDygN+DygnpBRIOb6sClhv55dkCzsTAFphkamwyZbftzDftwa+S7UePF6u+WmQG8DL1fzmQ5/eKCz2Hy0pfSEu9vxu17bqq43+NusyRVUp3FFXv9Bu36vXZ6Ykz2EYfdfM3XqteWvw0w9b9zwYN4oswUQQBHFMkKABANpFvFHH73HSs2x1/p0bIt2xYyunX+ZdDiwXKnXi5deLBQO5oj3+s4SRIWPiHM6D69aP71o4x0WGtY9LkhNATtftlBzM5J3MebHqIyk0T2PNEM86K+1WqLFmOZ5T3mxsWt4e2OmxVot30umnDyoAdkT0ogWelsEegFgQnPZ4xPfXJk3+uokFZYfxf6CtAKABhEFwX9hTSess4SNAJZUKmx+x1U77Rmy8UMXdrGwOy99uKTzMgpg0RQFsSvIsYNaRX1cQFWqZYAluTWmV3e2yN5bVHfY8giAIoldI0ACvSl22T7vXSQPIV4eMwwFf+vCayUZvx0R83uZuWvz9ogtumh2XGl1bBo1WGDJcTk71FyKIrdu3XxlWskaT2L/gJa+3oaVlVXB6dNRoAP30ypXxYqCHgvKCL4Qc/0tL7i8tOl+GT/p5M7Vys+iaeuj7HbY4IGR76Eo99pixPJ36NIkCQrseuBJISVCDNq/SLQZXDLkQ3ob3e7MAACAASURBVPGQI1OUqqs9Txmrtngz12fpMnbImzoiho4XvHuyfviK1h732hhiVHY6Aj/fp0fLn7eoLinQwZGk8VDAKgsLwErFh52u1Sb0VPLvQYEapU/a4qr3p2TwZhIxEARBHCuk2RbrLPTezh2Zv+T+3kRlA2AUNtoVcqtLba19vFxzmdv6Q/rPG1IWVWFd8J7X+4oecLmrECo/76n4uAtSU65NT7vJl6LVJicmzNi+87pt269saV35aq7wST/P+VECNBth+g+0a6Hq/Xf+/S767hLujpqfCw68v8PTCKY5rHx3gjJlNPNiEl3vO8V3Ht0C7Qpo1oVkpdvAFUMFmDrov4LpPZd20zzt4lv0DbOKTNcmSP5lnfz+lNDQ0zs21qx80NczMaJjzMWseOnRTLeLXd9xWAUAVrsRgJZSAfzKhoxIMBryYmPO7alwUZUlNbwNpvf+mTwplQ90JL2U3OOFCIIgiN+KtDSgQQhETq102mO6zbcYlkzxvupiJb0UeH8aONNZ8n+v994retEINDb+6HSW5eU+BkBVpcbGH7uWbDYPBkBRdEG/5/NyH/V4G4v2P9TQ+L3vaHPLL8OHfT4t9rwVrm1QfgUAlYOcGlzCRhu7kSoBAGgg5oK2QIn0H/1VCekmSNEokYb1++TOcMHwFZxXQdUAoBiripABDe2dq1RtcMW/WiNfGWP+PHSj7wJ99D2p0qs13XxDsrVKmlZdOMDjUigWKk+jRnBCsxFMC4RcnvIIXKmTbQZGXRIrvVXHNdA5j+kKLxJfTqEqR8QPGJBzT7djFNok94N1q763lQK4LCJvXvKko9iBeoA2dnWfq351VkuqMsGQGsf2djAEQRAEcUQkaMBQU8gihl7KkJh4SRaDX0s3TA20c+P9xDHThHuDc9bUfJKb8whFMV3XVgCQnHyF01mq0cQrtHmPk1bUyL5UfVvb+uA8VdUfxsWeJ8G/nJME2gUlcJ9jaY+k6EF7WfscSelcuInygLZBDm/zd6mWWjmogYFpgGYzPGcBUKVM2O4GVwTtGlAiAEiBrofVFmZ55vD1rrIq0eZLuSqqoJ8mpi1kZ+mA7Z0dE/rOLSiTOWMiZxht/+AC5xaT4irnknYk3QBguEn5Xz/PvCq+2tt/T9R7l2cKg409tiI8UL/qB1upr5NlofUggHfSpvaU+TAiGM0Mc85RnEgQBEEcHgkaUKBXHkkX/YsTTIqUr4qoaGtt8CZGrHKl5LhbmnjjxwkjP4gf+WHo3pWC2CqKVp6PpigmKeny+vpv/IdoRltX93Vd3dfQZDzEr2lQ4gHo6MF3MBcMlgNzMkWhFUC+LhoWAAClgi2CMMKfQVZY2O/MU349SAetl6xqIYdscekTSzW2hyUxnVGPSgEGCCMBGrqfKSVK9U4MznhtUWwsfwOEfRzjiqKS7fasdVbJIqFbEWz4dtU0RT3P2ln7at/TLLE+t+kTKedmljVOjZanRru7LyiIqMo/WEuBQAC2xlEtqwqZ+EAQBHHyIEEDADyYJlwWJ+1x0CkaJVtcu27dpTmtgy6pORsoBZAmWJ5Pnfwn8Ymws/T6bJ6PBtAqUs6UlyIV1tn2MwAKlCB2DBH4SbnEFzGY0HKx50UNHG1IjkbHAg9RUWMAXBc14PP2oiJPKwDoVgJaCAMAGWBUsBSUQfLKg/RZoRenASTxan3QSs837jU+OiI0V1BfRgdhMFSTKmaHfPRseYOQ2SDoh8otF4kvRSoNZcyIW5qfnpGc0u3bdXWC3DUx2b69Keip5KmxWLfFxpzdbQkEQRDEqYgEDR2ytUq2VgGwfuPjFKiChpHBR1+r/HB93pvBKU46blT/fwN4t1Z5vMIE6IEPr0rxvpTtXLEyMC5hD3MeAB7uR93T0pR9/vQWKqPBfLU29o54EQ0CvyjzyqX24iK37eumpFaI0H8FJRme8QBi1JoC6Vd0s/ASgiOGEVZcV5H018GZElcRyOENCyJAUawq5gEA0wDVDJUCWwp+P6SsfGXt/Z6OrcDjpfIMZddy19o58VjQOb8jnldTePWGJGlOfA/9Fr8DRzEXReT8YC31zwE5x5ROmhkIgiBOKmdQ0GCXha8sxY2Sc5g+8QJTVrd5VFWx2/dpJJ1GChlAl+ymw9ZS3Kn7v0mq+tn6ax/Hwj7K1iTlQAOV+1nzqNGRVLI2yePp6BfgVC+AAnlNcMTwC3vLx5pXIAH7AwU+nz34H8lig7TyO9teqBQk2jeH0kIl5iqbLhDfXMbdcZhXtzUCPyaqBuckq64YdCtUI7wjoISvx6yq2D7c8Wrr2o/bdwZS5XQAE8TPg3MmKQe17g2vD5zwaLpYL1B5etXEhPRKtMkeM82znff1hPjpTU0/+Y/qdOmREcMPU+GuXk4+F6r6g+0QgJkReS8kkVYKgiCIk8uZEjS0SO5pZV9WCB0zBGZH9Xsj5XwArbL76fp1a101Jpq/LmrADVH9AHgZt4dzasXALtht+qawwY75bP2efXfuls7/s3rTeOkzX+JGZtYG63sPpN964OBTAIqZCV7aACBSDUxftFCJH2tC1p30ebSMN3H139n2AgClgjsI3VK4p0ngF/JPXCM8NF767Efu/s3s5T29xtvHLJDYGgCQsuE6B+h+6sG+nXNG5DzwcXAS08DSkg7WsJwFGguAZI2arAkJFzY6a++vW1nqbQdwX9zIRxPGUKBSkud4vfUVFe8IYmtU5LB++fNY1ojfIprRfph+oajKADjqcDuIEgRBECcE89RTT53oOgS4XK4jZzosnU4ny7Iohrefv9S85Wd7uf/pPk/LFFNmImecXfHdUnu5TRZaJPcKR2Wk6ols/BoUPJwz1RoYgf9YzqVTW8oy2vtqZJ1V2wpKNXj3ipJVhHaIHPh5nabuW+YesEc/d0Zq3np5zHN4s5nKBCCDmyy958tzgBm3gZ3TteaD5OXrhJVtdNDkAqYB4kCo2mJmYiU9eIzROi3Kvl4ZZ5e7C/XoNkXXuYQU3Q7aC6mbGQRJysHznY/kstom09ASb8e4ybN1g/+Tlb7dYsn2hmycMWXw3418+OLZFtkzu3KxP/za5KpL4cyDdHEAoqLGZmXdOWL4U+lpN9J0D/tuHQlD0Se2V4KiKI7jBEE4ctaTlV6vF0VRknoYyHrSo2maZdmuf8WnCoqi9Hq9IAin9EfAMMyp+BHo9WSW9fF1prQ0+G+Qfge97TGsfpMrZNOpRc5m36zKqsiDFm1LreueImbsVlPa/IPzU7yjAGS19U+x9lmX+b1KyQAylR1hxWYr2xc0X+awpBgUioJaIK8eLC+TwP/M3j5F+g+AKLUeXVwgvnGN8PBd5r+FH6DbfYMZt7MXbRcvKoXny63ctTkoC/u7oBQYvglJYSv9Dzl4RGgB0JB5uA4w482Wwo/7/XObq6FCsPbXxuZrYwB5+OirdhVtbaidD4Dmk/v3fSrRGJiyYZXwWi2/yUqrtFwtR4Kx+Q/9bC+/OiqwOjXD6IAjT5cgCIIgTjlnStDQhw+aR6ACFHI1UQ4l/NekS5WSEq+ob/iaAhXrTImwaQaou/7UuiPFG2i6T7JlRrsT2/QNDGuA5AwroZVKBbBVyHzFNWUw/Wa2Uug/9G7ENW6Ka/Hc3LV6y7nbN7KzFfknsLUhB+S44GdlS7mBNui6jsfg9oBuCUlRA5+sWW0WobVRcQqYSnrIP7TL3+VuAzBcnzhcH1itgaLoIf1f8eY86vU2Ggw5wesvySqu3q/dbPN1GZiBq2GcD6ZjBUyW7D1NEARxZjhTRqffHjssnTMDHRFDKmf6pG2vTfZm8J07VaoAMJbTCWIrKKZv89DhNeeMsdWOsleNttd0HO7k25Mip88jJmOBSGn96U1U1kZuNgAKspvSBEcMAKY5Nm1lL6xghnStngLaRsU5hEugRARSvRNCNo8AslwUgFghfJkEaDaEpwhD/Q/bqFQbFRJ87DHdE7i0KjQ0Lq6qft9q2wlAo0kwmweFrdi4z0V3Rgz+ugXKvyQyr+srIgiCIE4/Z0pLQzyrX5EzZ4Fl/xft+/d6WmpE+6ft+z5t3/dM4sQP2naXC1ZQyGGSxh28s0UVKSC7ZUBoASE/pq26ltiYSVkZt2kSb7++0DFLeDJZLT5Ij/2Ju8eBKABD5YUvxcz5a0vIcMM0uRTu6YerpRKhs/8J3H43zUJKD1tS+jGdZJQoADdWq2tigurDlYK2AGBgZGm3V5EBBJ+rdmkJUDV9AAGAKFq2FM6wO4p96dlZ9+blPt61Xs1CeAlmKsoGpHCmO2OHXUyWXyQIgjgznBEtDfu9rUttZVZZmB3Rb68npBn/B/uhu+JGXGEeBPfUgsZGjSpSAKVSYVMu7UGbILyRPGGrPjcv9wkAKy2MlYpfxd0Qp1QeokdZqEQTWqaIbzVpm0v5NCttCC7kID3uiFXlVDxnvTnenei762sYRLLqhAj5u4Gee/O9iFQBTGlWP9shn9UmgqmCdh303/nOleFYlHlZR0HaZT1cAQDOjuxYnam84nV/xACgrPwVp7Oka/6BXdZ+vik+pnnA3Tv73nBTzOAjviiCIAji9HCatzQoqnpbzTLfRgYAro3sH5Zhm7Nxs7MOAHS7C1nHFc0Uq9Bnl81klZDVlEYNvWu0rSZRsG8xpW8wZeZR+XeZkwB4FQAQoI9QG+/yXq16KQXMC7ofi/kE4MAX5sm3WBb7C/mcf+6IFTbSB/5mXGBTsgEYGdUhU8PMyjNZwgCDAoCZI+78hs9oR6IHZomGcX7wuaySNFKftDf//362V0iqPETTuNEa/bfy8GWhHssQz+kMGmy+GZ5B7I4igyE3LDGeU1/PFe4q6Vi7enyEfE/aqTosnCAIgjhqp3nQ8JWleKH1oH9dpv9Z9oVlkBBYEbmeM+7S5Fxep4lxJgXnadXry/m48tiOYQE83PnCoi2Fy7zexkxF/quYvIad20alRKu1FNSd7NRieiKUX4EDa/WDK7ikwZ5SgWYLlb+2K8OOUF32UJ2+EJQHWAH7dQ45HsBGG3Pdfs3KIW4A/3Kzn42grVJnZ4F7MnQr/GdnuKPbRCRwhmujOmKjCrcCeKFbA/YQwEAYcL5h5NQo8br92mIXlaVVb2Mzwqqg06Z3W7U58eLkKGmXg47j1EFGhQx9JAiCOAOd5kHDVncDEDIgYbx7z3rdQN9jTlVFKuT2t9g04UZ3eejaj6g3rzKrt/vHEt7mvXGE9F1b58SLPFTmyRt/4u4eJS1kIe6lJwOAdyS4/aDbqrn4ai4eYgFcPUcMdCOUaBi+BlvhS0hVh9YogU0sq730eivzdh23KWw0ojCKk80iXwuV6edpu9bz0F1F814oGB3PmnfYaQBGBtAvAdfZAaFdU6tSVxePqfZQAMo9KFLuexEfomN4KOJiz4+I6Gacpk8cp54X1c2uEwRBEMQZ4jQPGuLY8IU+BntKr7Ct3q/J0CrCVn78BmNIo0IJn/pRbPQzrSFTMR2athnii/P5eQCi1doR0nddL9RHKXxIv0f0L8Ko6uC4Adw+0HbIiRDDG/w7GD4DWxPD6C/gblvcMstBVfjy18iJYRkrvXRYxKBjMI769RLbDSwERhV/MI14LGEuUPTzgSKzPMLmOB9AutYDTXHwAti1osfqCUREDXTOgZy90+R3PJ6GyMhRqSlXd7vNN0EQBEHgtA8a5kT1e7Fps/9potw6xFOiU70TXRYAP2m7WZL59Uzd3Gq5j6vjJ3Wbvqk2onyq+Eaqsn8Df5EJZV1PARClNPgiBoNqSVAONdFZDkQHz3sMp1sJbi8oJ4BW++TPRF9A0Cc4i1bBddXqIJtao6MqI8OHrA7UyzlK9VuaD70wJGPTOpMb6Fi+zcZsBZsJKbfKq0ATEgbISvgQh2YqLS/3yR7rSRAEQRCdTvOgIZ0zr8u55rWWrZWCjVXik2t/0ale36FKNrtE382vag9NXTxanl9cGOk1WrTN5bH7FEoG4OAb1ka18arhyu5WO2ynkgBMF1+5UnjMl7KIe2whH76bdgfKA+9QKDpAhZQHObZrFlbFXeVqglcdbsXlDUpxC/XBmJAMRkZ9x341GAAow3C4ivzTKACArYGUC1UPOR5MYM/qURHiytCluidGkB4HgiAIoldO86ABQF9t9JupUywScjcbwE7bw5yfxX7YznBbdfk9nfLSPirZnViUUNhkqPWFFU5a+2HkhVfbfh7sKW1io+KlkEWpVVAH6LE58hZ/xABgpvhcKTN6N3N+NxfQrod7MrxjD1NtTsWLfShfK8Gr+5RZdeqrxco9+R3tDRMi5AYxtO1BLIC6FJS3s04d/TJRwsXxUYsOeFoBTDCk/id94Jda4cnyjnkQd6eKF0SToIEgCILoldM/aPA54OoYEFCsl4v5IQDCtroOVmCn4t1p8fa0FblftOmbAFRyibe2fzvMc9CfZzV/6Rb6Bi+MTiqSgTJR/KSfvCa8HHn1bvp8UDLM70FMgxIHiOD3A17gLCC8pwCUCM1a8EVwT3ULgRWT7ulPX9wgz6pRp9TLe4epcWeL/Q3K4K1d9mVR9R1Bg2qG2LEZxPXxEX9Jv7JKtHOgU3kTgNuSxSvjxVI3nalVY7kui0sSBEEQRA/OlKAhme9cnojpXNyph4jhtkpvhrsjc0Z7P1/QECk7kqWQVaH6SKX/1QVaEeZr/nme9G5YUS7KAK4aUipUGfzuwAGxANr1YFrgvMQXOvRzYFqTsipl1Q7zNgCQY8Oqd8iAfAciJUzYC3aaAmCMWV7YHPTx0RaoHOREKDHwjItjjbk6eUaMfEOiyFB0Fh8RXFokixGm8PWaCIIgCOLwzogVIQFoGegZ36/qLr/vgUyX8swBz73l3m+2Of9dFBizwEsd+0okSa1hp+hUW1jKNvqiVjotOGVzZDs0GwAKrumU0rnJhRwH7whwO8CWQLsOwECbOtKi8gpVba7oyENbESrGSw05i1mYRMFFqQoAPJMl5OmFQH7dD2Ca4J0I18VQYm9IkB5KE/8vSWQoAGpT87JDZf+qb1ikKH/0XrfVon2ZvbzIE/4GEgRBEKecM6WlYUU765IpAJATwFSGHa3S0ePbxXHt4b37TcYa3wMKqgrKS3FateM+XcScE5a5nU7+l+brK4SnM9X19WzUXm1WutRol/NcAOSsa4xzbVTpd23tgDras+6RbTOz7FHFZtst/bHHRO0xAwAtzIbmY1BOaDZCCiy7dH21+msM1cLjjgF0bpQ4lAGAOE4ZEvvTwfZWqByYRt/UiTRDWYSYvddJz6vmUM2NNstfFbj377muqWmpr6iIiKGjRy6maS3+EP9qLny+caPv8cXmnHfTpjLUmRKnEgRBnH7OlKDB7o8HpFTwW8KOKhRmDTM+c9A9q1E0dO4hWRG9vyKmyPf4F/2Ib80TrbQxUWq7zrqUE5M/1zzf9SpV9MB/ab8+T/nnRcK/C2wVAFrpza9q/1fOpi9sjnFKg8G0JCrbvl19hS9/id5kD/oEFDUC3hHg90HloF8EcSDEHAAeBs/ldnRXfDOYeq1Yu8lGC1S7jXODbQyuwDlm4/+qAnflzTZmfsmq1M6IAYDVuqOm9tP0tJt+y5t3lPZ4mv0RA4DFttJzLPv9q1USBEEQp5wzJWiYECGz8I4XFyQIpT/xkXZWCMvQwlMPF1C7zLGv7GuWKXlpv/+5ODuA7eyFazUTtkZ0zFNsYKPnxVwF++0he1iHutDzQUxn50WMUn2DcOOT9GanygGAHNuAC7ZFKsMtKoBKXfi5Os8gt7dzXyuqo5JfJAcGOHxhYSwdy0hHQ5gD48dg6nyHTIorjcoOf122g6mhKXZ7Mf4QW131YSlbnHUkaCAIgjh1neZBwzJ7+TpHjZnh50TkvKvM4YSdK/XD7OyFvqNGRXTQgSEOF7dVT6IWbU7PajRXtnHgVO4b7ukl3L15/NMAH1IuWwGh+90dtao9Vq0OTsmSyhhVE9zzMXsYPa9IuaxB7esMP91NGQNPVD78MGCRQkdICgOgq8sU62+1fJ8qNqLh5evZWz7VvCR3frK8LhOWkDP0+qxua37MxbGGsJQELjyFIAiCOIWczkHDkw1r32rZ4Xs8r2nzs1J9DKX5MPJCfwYHzY10788TqyUwEy3WZcZhXkYsjGt+O/LKUj4Vqg62e3OVTZnKroMYGVK0dj3EPlCN6EKgtDY6wqwERjK20mly6PvsZHDHQDrfKY+0qHPqlAXJHR0Kehmu0M0lwgwyKrsdoWMCVC0L+a62b+LljqUjzpPebaeTF3MP+56ek3WW4BppsRb6nhoMOWmp1x7uGsfOJGN6riaqxBtY0+KqqII/5tIEQRDE8XDaBg3NkssfMfg8G3OdSIe/3jou9u72rwGAxa+RF2Ra838wji/nkgBAiQKQLW8b5in+2RAaNFBW6JbDNbPrdRVwS5n7Zyl/86cs4e7ttoYfpNHzipQ4yQ509HQcPmIAEB4xAICaJjb5IwafocoXi9nLQdugKfxLI7t4xDdNdQscjmK9LiM19VqWNR3hMseIgeYWZV32SvPW3e6mdN58d9yIbD7yj7k0QRAEcTyctkFDuRA+a9HV3ZSBODnQdq+AKuHTOyIGAHQbgHYqqcBbcbPl+4Wms1sZc5rYlCnVr9UNBlsdVlSWsmOq+Fqk2niIGfk+//Yg+WeFojexf9rGzOi2hvNTqM+TGYXqcWzEQPmX2fI8rVxfTg/7in+qiequW0FOkbnwSEKinTB86Xu8w41tntbxaTf0dJXjKoE1PJ909gm5NEEQBHHMnbZBQ44mqjfZZtjX87I2p3mwIiXf5mbaouzwd7tTHmhX7XJfUEv3O8u18yzXTgmMlTE+EzsXABQdANDtYBsg9MtQdv3dPd53XoG8+hA94hndCrm7NSGCKRQApGvUKm/4UlM5yuaHPRf7HicohzKVHX/VrvdQXRsJpFo2roaLTxUDG0xs1oUMNmySXF3OIgiCIIjf7LSdNB/NaB9NONzmDgAGeg5leW2TD87q3zhqYGvq3w+6X9iRd15b0C1Ws2kU/eRednIFPfQAW9DGmkWKvdr6c5rUCGEI2DqY3oHuW9Ctk8X3gkvuo2zNlTeHXEzFVbWKXupm2ebBJmXtUNdgY8gSjROl+cFPE5XSfsraTI2SplWi1dqZ4nPXCA+NkL6juNJUTWTKgLdiY84FoNEkNCddu8IwIvjcYbrwjbYJgiAI4iicti0NAO6PGznBkLrWWf2DtXSvp6VrhjhHxl7hlqsEjz/F6DV9tk28fCi/MUaVKVmFsseo4x3tSXJsilwUo7YDSJRas4W257S3N0V+BqgAoCmMdDWEFR6phkw4jBPxWUr3IdoNiWK+Xv1ugCdzU2A7Cb0a3r0yPaJ1dj9PlaWkfWdHMHQB3oyPvW5Y3ssAEHeWL9Gryt9Vfr/GUeV7+lzS2Rm8GcQpYty4cdOnT3/iicD+qPfff/+33377zTffDB3a807rv50gCCkpKb/88svgwYPb2tp4njcauxnYSxAEEezkChpMpt87Ro+maZ7nabrj9jzZZJqMvNvFMRfu/2yPsyk458xG8fPtTisb2i9AwcpErOXvgvoBqHYAFtqwwmzQK+5Brlp/rhilcST10gY5bqBwKEuos6pF5cywofKS4JIq6cDPfZ0Mk4jmbmZQYkIUpqfqK9y4cLv7AvHNbGVbO5W8nPtzEXP2GOmr4Jz3Dz3bYDC2H3oteNBjU+0n9MDHDIZMf4oJWDbw2kJ7bYPoHGpMTD0REQPP8wxzpFGdJyuKohiG+f1fxaPj+wL7r/7QQw8tWrTohx9+GDNmzOFPDKPRaFj2cH/dkiTdd999WVlZJpPp8ssvnzJlyoMPPnj09T6mfB+B/6/4FKXVajnuCB2UJy3fR3Dq/hUTx8/JFTTY7fbfWUJUVJQgCE5nyAIIOmBF1uxSr2W/u3Wds8q1b/tZbdIYi7Q5iq3RqJc3hKwevTi6P5g60CHzERq0EkIHBuRL2zJszFj3XgDA1no68wAzvq+83nc0om7e9or0nRHy/QXMfiPcDMp6WKHg4mjBbhf/coCd1X5pQec+mWOkL5/TLhVi5vKtH/lSBg54Q1Fi7Ha7zXYwrISmpt2xsTFhifkw53NmeGH3/t639LeKiYkRBMHlOlUHUtA0rdfrHQ7HCbm6oiiCIPj+EJ599tn333//iy++6N+//+H/NGoE+0vNm4u9bRmc+d74kRNT+nq9XrfbfZhTADz22GMA7Ha7LMter/f3//UdKwzDaLXasL/iUwhFURqNxuPxeDyeI+c+KbEsy/P8qfhXrNFoTnQVTnOndizfexSoXE3UxZE5L2sGvL7P/WUSP3yC+ewxxuuHmFbGBiIngcaqiBwgfAdIGQw6uiI6mFR7Z8QAAElKxQ562tPa1a9ov7hXd+CtiDsADLHi/V3K4XefXm+lAdgsmwuCdtaOUWvmmd+8ePiLk87eO3bM8vPOLU9Jnu07ZDDkhZVgNPaVVaVFOsIdgji1vPLKK2+//fb8+fPHju3ojXK5XHFxccXFHQt6VldXx8XFNTc3n3fBlLPvv35+e9E2V8PCv7x4Vmr+hkP7ADQ3N8fFxa1ataqysvL666/v169fVlbWJZdcsm/fPgCyLMfFxe3atev8889fv379M888c8UVV5yoF0sQxKni9A8a3Ir0bOOGSaWfXVD25QetuyW98ek87ZqYjkBBonDhCOOlI4wP9tNNG2V8r2/ROHsF5OSwVaKHeg4idDNtN0KaDmSwheylpcyobcyMVjrtp3hqVSwAxDCFdzvufQJ/nsl+1231TAwAZFMVYemxciUAjSYhwjyEZQOdzTl9HtLpAntpZmfd97GzKXHfG/2K3xt28KOfbGW/5b0hTlLvvvvus88+++CDD06cOPGImVPGDbZt7Wx/2lMFhv7XkgUANmzYoNVqx40bd80111it1nfeeefTTz+lafruu+8OPn3p0qXjxo17/PHHQjD2mAAAIABJREFUv/zyy+PwUgiCOK2cXN0Tx8OdtcsXW0t8j7e7GtyJ0tpkExDYe0KlsDSORRwLYCQq+nNXjxbmb3ZdROt/VGgLgBmO9We7dgCQwLHo2Fp6M3PZAAT2rKqiBzXRIfs+fJpC91e+350/ZwgAJ/riE4p/fCH3eFj1/hQnAbggtcATuthzbOTAbl+OTpc2bszK+oZFotgWHTVuJ5fyRMW3vkPVgu26qh8K867P5Htc++HwCl31u91Nabx5sjGDbEd5oixZsqSpqWnSpEkffPDB3LlzIyKO8GmmjB+CNz+C3Q1BQrMdZ/Ur3rgdN2LDhg0TJkzgef7KK6+cPn16ZmYmgMbGxocffjj4dIZhKIqiafpUH0NAEMQf4DQPGhZaDvgjBp/32nbqDQYI4RtWAYiTLENtTg2lvR1zbhB1goOvp9P7yrsYVQHQSqd9xL9yvffeFjrjW+4vRezo4Zpvh3j3+851UNFhpS2Jp6bqXgheLGKm8Oxi7iGpcxuLdI36j2zvuAgZwDnJ/X5tv8NV+6bvkNk0MDPjtp5eFMdFpncu1vRz3Zqwo786qjOjjyZoeLhu9Ydtu32PR+iTFmXN1FKn+dfj5FRfX//VV1/l5uZOnDjx8ccff+ONNw6f/9LR57xn1GJnJWQF+ckY3ce6aB+AjRs3XnfddRRF3XTTTUuXLv3ss89KS0vXrVv3h7wIgiBOT6f5XeHe2hVhKbVC+AA3VpUlisn11j5asz9CpVr1VhowqHaDiiiltZVKW8XNtVGJW9iZTipyp35ax2kK/s2te8PbxwQLgExlR1ixBfLqSHp3WOJkY+0yR1Ycp96YJD2QJlCAw3mwqWkZRdEjsueKqRdbbTsiI7NNxolU727YbJf2AI4+mgHPha56f8QAYKur/oPW3bfHDjuKoojfae7cuSNGjADw73//e86cORdeeOG0adO6ZpMkyfdglCklf9yI4p0VADAo/eKzzvv+n9+XlJQUFxdPnjzZ6XTOmDGDYZiLL7549uzZ06ZNe/TRR/+4F0MQxOnldA4aakSbW5V6OspCTpJa+nsqLnX8qlUEBsrwtknbUsJ3c45Rq6uYwTuY6b6nNORzxA8L5DUuKmIVe6OpcwdJk9p6t+eqTzUvtlEpADSq8xbhVip0QCVNa/43KFaG0z/Ns7Hphx07O9oMDhx8asTwLzLSbzIajb0fx35RRJ+3WwPxSipvOseQdpj8PdnraQ5L2dMlhfhj+Oe5TZ48+aqrrnrggQdGjx4dHd3RlGW1dizgsXdvYBzun6dd8eY7b4k07n7kwWtHXjoy41/z5s3LyMjIyspatmzZgQMH9u3bFxkZCeC777ofW0MQBNEbp3MvponubmGETqPc+5/7f/bOOyCKa/vjZ2a2s+zCLr1KbwqIYgEbYKLRJBpNLFFjiTHFaPKiMTEao1GMiXlP8zOJIcU884wRFEtsxGBDwYYNlCJIld7ZPrsz8/tjcVmWJooK5H7+YebOmTv3six79t5zvqfyx1mNJ8xoNQE0AKTbpbRpKWDuhxvgirXKkfPJpUOp+Ajdjs/VIwrw5gLZodTBb+vGS7RKAHBh0qW0aXEKC4vBGIYbC0NkZa8xNjA5fRCGChx+cBrnxhEDQCDfervTOHv2w0j0OLFN5RycW7Ugnjzr16/ncDh6BQWBQCCVSrdu3ZqVlZWcnLx27VqDWURERG7WnXvZd18MiwCAMWPGxMXFjR07FgAkEglJkocPHy4pKTly5Mi6detUKlV1dQutMxzHi4qK6utbhtUg/qmEhYWtW7fOuOWDDz5wd3e/ft10PfURIUlSn8IDALW1tU8rzxnRJfqy0yAmeI7slhI9RtmPVKuF/RIuvxZv45PyDh4GAIDLLFhn3ZgbxpdUbHkV4aI/NiNFEYWhk2pvA4Aa2pAG8vH6zPhUp5OrVC0cC7k8m2l/aaQ9plr4XPaeW9V/6UmPmcMEDl29Xc8YofNggb3h1IljPl/SdiQm4kkiEom2bNly+PDhAwcOAMD27dsLCwtHjx49depU4yQIBwcHX19fb29vfdTkmDFjKIqKjIwEgNDQ0FWrVm3atCkiIiI+Pj4uLs7Dw2PKlCnGT5k2bdrhw4dNsioQCD2rV6/ev39/bGxs92qSAgCO44sXL7a2tgaABQsW7Nixo3v7RzwOMIbpUEbgyWLyBeghMBF3KiYbXy482KAs9NCWFrFsylnNIkjmtDK66kdLqmkjoJhl+4nNorfqD4UrWwQikBjrE+naCvAEEHvLsU/V442vFrNs19i8vgQfzKuTD7tb7qAuVprdXuX4Wgp76mfqMe7UVYOll+fHHu7LTEZ7+uwAjaZZf1ogcB898vKDbE/kkfXXlBU2LMEIMyccMy129XCoaN0vtTfTVVXOHNFCSZAdux05qs6QSqUqlao3ysLoebriTg8CSZIajaYDzUorKyuFQtGpuFOPpQ+IO0mlUrlc3kvFncLCwiZOnBgdHa1UKqOjo2NiYmJjYw16IR2gonUZ6mpzguPFtcSga/+XJk+eHBkZ+eieq5WV1SP2gOiYvhnToGWozZWX9zVkK2hSx9AaXDC18YyQVsWLxmRxXEQU+a8cs4H1+K+eE8Ngj/6WP83DASBOFGniNFQSDoxyHGABAHAPM60Hkc+x1wGRhDskhHtoBpdfSZ0qV9x5kzy1kHzDL2Crot6rtjaZzbZ0dVno6DCz9Ti9vT5Jv9X8JvHxWt3apjXfV1/7rLwpBn4g33a/20vCDjdiHhA+znrXatCj94N43HA4HA6nG15xBKJj9Apju3fvNlYYc3V1PXfunK+vLwAUFxeHhIRkZGTMmTPHIcj3xuvBxWQjfHEITqQlX0/1dnKtqqry9/ePi4tzd3dfs2bN5cuX1Wp1YGDgxo0bAwICKIqys7NLTExcvnz5jRs3kpOTk5KS9u3b91QnjeiEvuk0fFV5aWtVavM5xl5nNf8ZxRUSM9OAKIvL2W+rHVWt2nLd+uuBPq50NgBUsCQAUIubHzIbMUnRnJb2p9n4StrVVpdXhbspcfEO7rcLNO/qL5WzJPtEYwAgU8HbWaIYi511dp5HEGZsltjSciiHYwWO09ocnkyeUVCwXUNWiMyDQwftq6k9C4Db2U0SmXe+I1CslRk8BgC4rqr4pip1lW1Y139JCAQC0S7fffdddHT06tWrH0RhbHTEmG0Hd2vnuAM0KYytPPG/+AWrDQpjY8eOlUqlMTExBEF8/fXXS5cuPXmyObUtISFhypQpERERaI+s59M3nYYDDaYFGpQ475B585/+X9bsVwbhf6cWO2srgIAG3EyNNSmWx4sjiln9Q8hkLcZK4ffP4NqC7tiA+oaT+OsA2GnWggyOtzfxrRLnpXE9tBgLaEuximRljky/H/k4IOAbDqfdJTK5PDM5ZbT+uLr6dE3t2aGhR3D8QQvb3FRWmLTcUFW2aYlAIBAPx9GjR7ukMOY5IlT7738bK4zdvHQFKYz1Sfqm06BhqE5tbpkTh9yvmxH1Ooa11WJeGasppY0BuGRmfclsMgbgRRaHqLILOI2X2e/bMnfLMS8AqKBHVOC2wE4GaASdA6gippNvG+dKpN9+z95+Ko63XTelqPi/xqcNDdfq6i9KJZ378npaJ0fYsx4y+ACBQCDapKys7PDhw87Ozg+oMDZ80GBoqTBGxl0BpDDWF+mbTsMYM5c99Zmdmv1qHbSugGtdFyIQiYHX4hIG9LKa2CBNrv50B9fzNh4JrCrgJwImBzIYlBOBttZfdaXSTXpWKvOEQr82H2oc+dheSwcM5NuOMHM6r7hnaHnTqptDmhEIxD+cBQsWDBkyRKlUPqDCmBNPbDO0f+V9hTEI7qf+8nBubi5SGOt79M21oPX2IwcJ7Dq2cVLRO69YjSkMC2jkXT4ve6eghbA0A/hVvo/hdIFmiQ4jQLAPQAmyN0ATavAYAKAKdzXpnMdzau+5IpHpZ7xY3AXhRRzDdru+uMo27BnzfrMtA5K8ZgXwULQwAoHoTgzbBAaFsdraWsPVNhXGPpgwQ5peybtV5h0a9G3Iy05OTlu2bNErjJ0/fz47O3vv3r1LliwZN24cCuPt1fRNp8GC4P3u+kLrdn9usyexNkfdT9ms2DitTGNifJftaHzqSt8CRgTqUa27PcT+yPjUUhLGYrWbDufW722JZITh1NtrjZnAoz3jNuHjrPetB+92fXGLY5QfV9r5DQgEAvGwPKDC2HNRz9TmFunyyo+98MF0S7/w8PD4+HikMNb36JtOAwBICf5G+9EmjQXaGuz+lPvLWsQ92JGmehUGCQc99Zg9kP2BsTQxWyf583VysXGLq/PCDgaG49whg/cPG3I0OOiX0SNT3d2WdDYVBAKBeGo8nMJYeHg4Uhjrk/Rlcac6ndo768f2LGOvKyaVa1vcG+Wr4jSHF6yo+X2AJk9/nIWP/IJ/jGbnAUODzsf4royQkozUsSpVof5ULB44NPQIbiScgJEkO+0a1lBHW9tqA4KA6KigFIZhXao90QEyilxfkXKs8S4bx18Se39kM4yLPUwtq66CxJ2eOkjc6enS28WdAIDFYnE4nA7exZ0qjD0tkLjT46ZvBkLqITqUSvzKnWfsNPzXZohKNQnoK8Aq5DDMUEUepfMuwEVqTJiFjzzGfo8GAigbluC4Tt7sNPQT3XijPH2s9zfPKC6QygJz8/7OTnNbeAwatWDXL3htjV7Bmn07TTn9NXgiaUXLSk8ZUk+3VV0laWqDfRt7KwgEAtFVkMLYP5a+7DSUaRVSFr9G1/b3ratiInCUaEf2Fa7OcotkyR7rgQAYaIaba7zWqUZZ0wV6s7tEKIYxs8iPc/ChYDXze58XK7VVZ+vMz8orT6uSCrDiAgUkK+6VSEK/cF/e+instOt4bQ0A6DVViXtFrNw7Om/fxzPjZkiGOtBwBxgwaLkebMhBTgMCgUAgHoU+6zQ0UJpZRX+25zHouWOGjwgZaknJB8r3mzOODZgtC7TPab81eAwA4E5d4dEyRyZrNPy3RPbLZxXvv2zhu9hR8OudP4HVvInwc+3Nz+1HsDECAGTyrMrKBACwtZ1gVVdr8lC8vqYbp9kepF6pwmipRcfQDDBdFYRHIBAIBMJAn3UajjTmFpKNxi0CmlS2UaMBq6NDT7F9QCcABnTAFjEtJBcxAC40eR6OstTtVWf31We/JT9XKDSVY5LRWglBlFccuXFzvr4lJzd6iPkak3RM2sr20WZmCklTP9RcPyrLIwCbYuE933IAgeFCnDNU4HBJWWowCzNzRB4DAoFAIB6Fvpk9cVpW+H7JSZPGCZXajyoPmZrqXEA5GbR+wDRF9BRj/U1MLKHMcGxN1QPA7/xB/cl8YxsfnkRC8AAg+06L+te3dL9Rts0lp3Ue3jq3riVYdsraivPrK1KuKcuvKMtWlp79d9UVffv3zs+G3BerGCV0/sohonufi0AgEIh/Gn1zpeGjsjMEA1TL79U8ij2pVJrDP7vf3JCKiYHyeZN7WaCpwxwsmabv6EoQC5jm4pbFLBsAkBECqabBjqgpJ6QA4MwRfeMwFgBoWq1SFRn3plQVyF+dzbmTQ9TXUTZ2Og9v6KZK1noohv6p5qZxy6662ytshgKAC1v0l/u0Mq2cjRFWLH43PhSBQCAQ/0z64EqDjNKQjXUpKbL12Soh1ZxQusuRM9N/SKTi6qbKH2Y3nAAAYLjAiExuH6f9Tu8x0IADgBnTHLhw2DxcQslebjz9vDwln22/seLHT6v/+4MZN9lztl6AEsd5fL6zcW98vuspVcUyy9qV7sRNJ2n3egwAoGJ0Lc4ZKNPKKaZZtMqeLUQeA6K3ExYWtmHDBuOWDz74wN3d/fr16937IJIkra2tb968CQC1tbW9OvMWgXgc9EGnwZzgfp9JFgjwT334cqLFh3Qhj3NUGCaiFUVsWwCwUfgB1vz56kGnLlHPsmSaNiNwoAGAwWh3t/fKWNK11gs0wP6k5rdJ8vPTG09GV/0IGHiTxc/ZPsvHmxdsvL0+NX7iHbtXZxb+uaMm7bvqa2Nyd5+Wt1iHeHSEOCeQ3yxoDRiMFroQWB98WREIA6tXr96/f39sbOzAgd1ceAXH8cWLF1tbWwPAggULduzY0b39IxC9nb65PTGqng4P5bV5qYwtNaeVLKBGl3uc5Y83tLvR19eq2shINBf6YxjbXlfDZ8iXZWcM7QwAm9G5uMwXCNyM7e3tXjIz86yoOAIAUpuJc4rOGF/9qvJShNDl4SfWFtscn51fdDSPrAcAH57kaxS7gOjTREdH//bbb7GxsaGhoZ0akwxVTMocOUIe9kD/61gslrE0MgKBMKFvOg1cnjBD2LyEYCxXcJvj/o3klSm1mZc07iD5G1hZAAA6n4iGA210xHE4a/FNtYLtjx97ve6w8RV9f7bWpiERACAyHyAyHwAA+WSDyaUCsvuV1f150nNes26pqggM9+dJ2U9E9hGBeCps3br1hx9+2L179/Dhw/UtSqXS1dX13Llzvr6+AFBcXBwSEpKRkTFnzhyz/m5J8/wAAL44BCfS0tLS7O3tq6qq/P394+Li3N3d16xZc/nyZbVaHRgYuHHjxoCAAIqi7OzsEhMTly9ffuPGjeTk5KSkpH379j3FKSMQPYq+uY6tDRoY0mhUWsJoj0ILRCrPd4d0xA2rTOCkAi4HXA6cq/ES6/9IZhSymytaVYjmvM26vKUu/H/yISv5qRUwyPgRDACHayOVmiZeGuPMNtVY9X88FSk5GBEisAvi2yCPAdGH+fHHH6Ojo5cvXz5yZEfvOz3+I4cmnT/XdJJeBAT+65mjAJCSksLj8cLCwmbPnt3Q0BATE7Nr1y4cx02qHiQkJISFha1atSouLu4xTAWB6K30TaeBDA17zczLuMWMur/wgAEA5HKtK4SFxgYNBP86z2uLZFot0RQa+aV2pRyTGAz2s1cZ22MAgwfugQ6VD1gYvs3xGcOpA1u41m5EB/YIBKI9jh079tVXX0VEROzYscNQmrkDOEO9IK8CZCqokUGVDEb5JSafBYCUlJQRI0ZwOJyZM2du3bp11KhR4eHhc+bMKSxs8Q+BIAgMw3Acx5+I6DsC0Vvom9sT1bTqS1YpGJXiElCYouWX8HEV9Px7qsO27F+cuYbGGkKcyvN5VnHlN85/qvB+xvYVuLvh2EzgFTo4nsezh86YYek3kG97RlHEx1gTRB4okQGBeDjKysr27t3r5eU1cuTIVatWffvttx3bewQGgJAHNwqBosHXAYZ6lO27CQAXLlx47bXXMAxbuHBhQkLC7t27c3Nzz58//0QmgUD0evqgE52pqo7I+aOMaVFfzoxqUcxzSXFV7HXF+CqdRGta5PMke95Sfu7f7LdM2p3pW4ZjmlY/iMegx4cneVMa/JqkP/IYEIiHZt68eYMHDxaLxVu2bImNjT1+/HibZjpdUxLyeAsPGOQONwogvQgCXSC4X83dotzc3KysrKioKIVCMX78+G3btpmbm0+fPj06OvoJTgXxj6CqqkqfsqvRaDAM0+fxdnvnT54+6DQsyU8o15kW1fWVUQMbmqIcvLT3luc3LW+OqaFMLEvpZ+pwBwAIU14yNEqYkhlk8/aEmdCz24eNQCA6gLhfUz4qKurVV19dtmxZbW1zYRfDhsWtW03OvTNH9N6EaYK0UiK9xDs0KH7oPCcnpy1btri6urq5uZ0/fz47O3vv3r1LliwZN24cKtiI6HamTJkSExMDAARBLF++XJ/H2+2dP3n6mtNAMXSKrLh1e0QNVcnFAGCS7Nyaql+F2qb/EVHV2tU5RmsS6gignIABf2XFJN3KTapBM8mV88ml61VhrnSawcrTfYVJ/3LFncKiX0pK9mi1ne+2IhCIR2H9+vUcDmf58uUAIBAIpFLp1q1bs7KykpOTjRMmF4x7SXW3FMuvPPbCB6OEzuHh4fHx8WPHjgUAiURCkuThw4dLSkqOHDmybt06lUpVXV1t/BQcx4uKiurruz/jCfGPgsVibd682cHB4WkPpHvoa04DgeEOnKacBX2MoqWWeaWc3OrOLeHhAHBEGP63WWiVWXNVqtW56tQkwGWvvVwm/f321Q2FxzcUHXdl/bLf2tGRzpyg/SZS+7OIqeIQFuZCfwf7V0aNuGxhMdj4ofdKfj+fHJ6Z9XH67SUpF8coFDmPe5o0w5yWF+2uy7ilru7cGoHoW4hEoi1bthw+fPjAgQMAsH379sLCwtGjR0+dOtU4CcLBwcHX19fb21ssFgNAeHg4RVGRkZEAEBoaumrVqk2bNkVERMTHx8fFxXl4eEyZMsX4KdOmTTt8+LBJVgXin0BVVdWMGTOsra09PDw++eQTiqIAoKamZs6cOfb29g4ODrNnzza4mGw2++DBg/379xcIBJ6envHx8QAQGhp6/vz55cuXP/fcc8bbE20aA0BjY+Nbb73l6uoqFotfeOGFe/fuPWDnT/6XgzGM6ab+U8TE038ILC0towvOfFZ8FgBi0pUzSkkuDQBwR6hcNEheyRZWERZajBjbkPdVmqO7ggaAEo74Xx7PsMz+mqz94gJr2i/c70nggPgrABisyopUXuUzJAPgRTa9in6+G11d3jA8kaY1JxKdjMdgYz0uZOCuhxs/hmFCoVAmk3Vgo2Z0U/IPXFE2KVcusR60xjb84R73OJBKpSqVSqlUPu2BPCQ4jgsEgl6tH2xlZaVQKFSqjurC92QIguDxeAqF6SZjx5AkqdFozM1N85yfPBiGSaVSuVyuVqs7t+6RsFgsDofTG9/FVlaPmtZO0/SgQYNsbW3XrFmTn5+/bNmyWbNmff3110OHDsUw7MsvvwSAjz76iGGYy5cvAwCbzba1td26daufn9+GDRsOHjxYV1fH4/FGjhw5efLkZcuWaTQaHo9348aNoKCg9oyjoqJoml63bh2fz9+6dateI8TCwqLTzrvhV9ZF+mD2hDVLAAAj6nRz75GGRm+54PBFzbrAjG+txgLAEQu/hJHwTJUWMOaiGG/QuNvoZiSwlyqxpnxLacMLNeLjqXzfVL6vGaURgKqftmxaw2k7quZu3n9cnF/H7ks1K5V5JgOQyW8/1gn+WH3D4DEAwLaqq1PEPv0fjwLEY0VOkz9U37iuqrBnC9+SBntyLZ/2iBC9GA6Hg0ITEI9OQkJCTk7OqVOnLC0tw8LCdDpdUlLS2bNnr127lpeX5+LiAgD6pamkpKRRo0YBwOLFi19++WUAWLdu3Z49e0pKSjw82q1m3Nq4urr63LlzlZWVFhYWAPDbb785OjrGx8e//vrrXe38CdDXticqScU7+ce5NAQ2UP/y5//PiaO7r6RgrrFMEBjqW4IOg+M27OPWHJxooPlHy1nWBo8BAGqg/7gafHrjKQBQENwqwuIKz2+z1UwFziPJal1DEXZ/MYDHa7HMAAB8vmun41TRuk5t2iNNXWXSclNV+dC9PS10DP1KwaEvKy+ekOXvrE0fnvO/HE3d0x4UAoH4p5Oent6/f39Ly6bvMHPnzv3ll18yMzPd3Nz0HgMAuLq6urq6ZmZm6k8HDWqS/pNKpZ3239o4MzNTq9VaW1uz2Ww2m83j8SoqKkpLSx+i8ydAX1tpSFNWAACHZr7v16S+sM+OfSBVUcjH1/jwcgXs1rcEqnNfku3IwRO2cXcbt9/DBnKIy8YtlYRlOtcjQnFP8tNvAEA7OKlemMoSid36vZtf0Jw17uHe0ZLRkYbcNeXnirUyJ475p7bhU8TeXZ2jYyuhSUe2sKudPHUuKktTjdZLAGBHTdoXDqPbs0cgEIgngFarNaTqGGi9j4/juCG/l8vlwgPT2lgsFtvZ2ZWVlT2g/dOlr6002HPMAUDGahZq/Mua/W9P7rBw8732pkuXHBoAoJEws6RlEtr0BZMQalLgbNKowrjBRWH6Y7z0Hu/YIQDw8V4THPSLk+MsV5dF4cPPSCXtatxmqWvmFx8r1soA4B4pe7M44Yaqoj3j9lggCTQ+DRXYjzAzXe3o+ZRqTYMGynS9OIwAgUD0Dfz9/W/dumUILPvpp5+GDBni5+dXUFBgiE8sLi4uKCgICAjolicGBARUVFQY1i1KSkqGDRuWlpbW8V1Pi7620uDHt3LDBQsya5+t1qpw+K8zZ6cj91OvtlWV3izSbOvH9SULAcCNvuZBp97Fm9MiRqm+qaXrcctJz8kvjFSmsRndDZ7ngjv+Tg3NW+9EcQGm0zIstp3ti3a2L3Y6vER5gUnLCVlBMN+2S3N05YhSvefF1Fwv1cqD+TaLpMGsXlgLO4hnY9ISzDdtQSAQiCfMiy++aG9vP2vWrDVr1ty9e3fdunUzZswYM2ZMcHDwtGnTNm/ezDDMihUrgoODR4/uaGUUx/H8/Pz6+no+vxNZP29v75deemny5MnffPMNh8P5/PPP5XJ5xx6JoXN9GMSTpK85DTiG7btNBxQ0BS0Pq1fxaOwHF9M1hiH11N5riqtiIsaVeEZxhcUSga5xuXryAfYnOcQwMVMZTP8u51S5aSvfr40dqG5KoXxWcUVj0QA144y7YrrvA5sBBmu/mAWmkHNSL+F1NZTUynXwsI32vXsl34cn+chm2JeVF/WnQwUOb1kNfLpDQiAQCBaLdfLkSb3qF5fLnT59+oYNGzAMO378+HvvvTd16lQMw6KiorZu3YphHdUeeu211z766KOysrLdu3d3YKbnf//73/Lly9944w25XD5mzJidO3e23iJps3ND0uYTo8+lXPK4uvUtKkulmRNDRpgGAVhQqn8XncZUAQ4KYRDZKLMhrgp+12E6AKAA3yZ5+SrPR2/5ffm/zemmvCOeVkDj1HOZczlU0yaTLiBINWHSgw8vS10zMvd345aTHjMH8K22VqX+XHOzUqccKXT+znOiva5VELhKafa/n/GGJp0ZWiJVznmD6ZGx4l1Kubyjqb2hqnRgC8PNHDtwmJ4kKOXyqfNwKZc9B5TWeGyCAAAgAElEQVRy+RR59JRLRMf0tZUGptVfubRVdQkAqMf5650Grq/6GWc5Z2v5LA3bWeOTL7kNAGcFwQaPAQB0GAEA5hrLoYXjLFXWAKC1EDIUDsBovXzJUVFdGp4vT7rTZeJn5ecLyAZntvlndiMC+dY7a9M3VlzQG5yTF7+cvfe0+wxOyyLXnIx0g8cAAHhtDSs7QzsguEtP74F4cyXeXEnndggEAoHoAfQ1pwGTSHUWFiwj5dckSVtzxKCAba/GOBXCZs1pFeG8kXesFLcHRTHwTwLeAAC3OW4jVGnDCsdZqJqUw9n1cm3gQPW4Fx5uhBNEHhNEHhqG4t53C4403jU2uKOquaWqChHYtRivrNF0Bo1IrxqBQCAQT5TeF0DXCRimeumVQn7TvK6IiRV+PADwVtCf5qgdVc2rDiJKnY2PMb6VTxU76i6TtAB0PqCcBkAAwN/CUKAkBo9BD6vAVNCpq+g9BkynwyhKx9AmVykwXR2hbe1MW+wetMwmAoFAIBDdQl9baQAAM1fPOc8F1JQVqAm4LSRoDFxVdOq5Rg4DDMAGL57eTKIIKMeVQdQJ43tt6PveAGUFlO1c+S9jFakchmfyCAbvKETlQcAUct7xP1n5uQAwcYjLeSPRDnee5QC+aT00rW9/1p1M1p0s/akuIFDn7vWIY0AgEAgEokv0QacBAOz5FgkWzZ/rhXz8kB3nlTLSmmQAwJxW0hhRILrrqqiABgAAOSbRAceCKS/GBxjueqaubCyZCgAkS11uXmQnczFc0vr1f8QR8o4dYhU07Uq8d7moJNz5W5EMAPrzrH7ymsRjWr0uGKaaNI24V4TX11ISK9qh9wkzIBAIBKK30zedhstKU6WmuwIMABKtiH5KpkAg0Dcmm3kPUgX+jW9IJ8YCgB2dW4E3aXq7aOo+LT1beF844JLLieDSEXYyVyBYMDCCHN6ufNODgOm0Bo8BAHCAzddqVr3zLwWjs2DxOihYRTm5UE4ubV5CIBAIBOJx0+diGgAAQICbykX3l9HXxMQxGw5GORoadUD8R7wsXSAGTAMA5bgnAxgAuKtrfsmJszRKuyBZqssuf/8Z8POdgGpW/l3z/0TrYjfkXltxJ+fzuvorXR5f6+xeDGNhuJjoWXKhCATi0QkLC9uwYYNxywcffODu7n79+vXufRBJktbW1voSzLW1tb06bRjRY+mbTsN8yQDj06BG6rSUFTlMSGFQzGkZLsDOBV4iCHcA1pQUflKz//rN6JGNec4NXlydwNhWrJYMuGZPVJSViO8mWn6TW/1rXv62S5cn3CvpWiFshmDpPH2MW3Se3m14EggEos+xevXq/fv3x8bGDhzYzWpmOI4vXrzY2toaABYsWLBjx47u7R+BgL66PfEy17Eu//Z1nvdRW7YaY26KiAIBzqNAjYMOp5rtGGjSE8LrgXsJ1JEAkE+9Wdpf4aoaODhn+JiqhSkuh2XafL25L9WUZpluf8H4cTk5Xzg5zoKuaBOpxr/AO8lmZ94CvkDr6aOJHFeYffXv0psERU2y6S8JGAIdyoEhEIjeSHR09G+//RYbGxsaGtqxZWxd5h/1mQpaO9bcdanVYD7e+f9qFou1du3a7hnoP5j2doe7hLm5qaJgn6H7nYaKiopvv/02Ly/P3d39o48+EgqFAHD79u0ffvihsbFx5MiRCxYswPHHtcJxWVayLyn204v3llGOAAoSx+YECQ7ZsRsMJazYt4AWAoYBJmvxKY/XAECo7hCXUQBAIf86+6Wxnh4rwuFTuTxbrsgyE3hYXSoCSGWAkXFbFHHWkJUkWcfhtC9SRFF4Qz3D5jCGvyS+QP38FPXElwAAMOzErZOz4DZYAwCsgCuHkorDIqZ11+8EgUD0BLZu3frDDz/s3r17+PDh+halUunq6nru3DlfX18AKC4uDgkJycjIGD9zapGXCBY/CwA31vz49Ym0tLQ0e3v7qqoqf3//uLg4d3f3NWvWXL58Wa1WBwYGbty4MSAggKIoOzu7xMTE5cuX37hxIzk5OSkpad++fU9zzog+Rzd/eDMMs3bt2hdffHHnzp2Ojo6HDh0CAIqi/v3vf7/xxhsxMTE5OTlJSUnd+1AD1TrVvIy9Ky/d41NN4QgcmtmRrhBSLWUPcLm51gwAjNUQzHSi1ysuvydfYWgpKPwxM2ulSl0sFPrY2U6yrOFzrqcCAAaYWN2irjmP59CBx4CXlpj9ut3sl++EP2zh79+Dacnmaxim35VYSWYY37KSX4JpNF2bPAKB6MH8+OOP0dHRy5cvHzmy8zBqzWBXuF7QdJJeBAR+MvkcAKSkpPB4vLCwsNmzZzc0NMTExOzatQvH8aVLlxrfnpCQEBYWtmrVqri4uO6fCeKfTTc7DTdv3rSwsAgNDWWxWK+//vqECRP0jVZWVoGBgTwe74UXXjhz5kz3PtTAOUWxWXWNua6Fi2Cmg6AGysSSJsonVMkNKw3uSjor5cx3d+PZeKXBRqdrKCz6+fKVF9XqMgDgJh43XAoqbfG29/X5vN0x0TT/SDxeV6s/Y929w0k6aWIio8giTosxZwgJSoWCmBCIPsKxY8e++uqriIiIHTt2NDR0ruXKDPGAvAqQqaBGBlUyGOV3/kIyAKSkpIwYMYLD4cycOXPr1q2jRo0KDw+fM2dOYWGh8e0EQWAYhuP441vTRfxj6ebtibKyMpFI9NVXX+Xl5fn4+CxcuBAAKisrnZ2d9QbOzs5VVVXd+1ADWoau5rTxJmlkm0YbrM5RvV+g22OvzhKCvZp+tVQr0jFlVhUkYfr9XqW6V1K629NlqeGDHwBsZc4TMufmvdCPxmgb63FCoQ+0A15bbVwzAgBYBfkmzzAnOLY6ooLV7Nn0U9GkSGQqKYVAIHonZWVle/fu9fLyGjly5KpVq7799tuO7UcOHhov/AVuFAJFg6+DNKz/rX1XAeDChQuvvfYahmELFy5MSEjYvXt3bm7u+fPnn8gkEAiAbnca5HL5xYsXP/3003fffTcmJiYmJmb58uUymcxQUJzP5zc2NpdRqK2tXb16tf742WefnThx4qM8/Tm+3+J7J66LiIGNzR/AdwV4htA0qHB0jQ5jYGapWkZwzSmymCtKthBUR0WIG0hd1V+UrkV5QJquFkmtaHMRGBWAYPOdggaugs4x1YjGBQKxWGxiNN7SY6fsjuFUqGX+1pbOtgl8gP57HBiGcblcNts067UXQRBE69eod8Hj8Tg9sgjqA0IQBIvVu8O0+Xw+l8sFABzH33zzzaioKACIiYl58cUXp02b9sILLwCAfo7m5ub6vzd9mV9zc/OtLs+fGupfd6MAAEQDvbZNfXvWxoiKioqsrKzJkycTBDFx4kSCIKZOnTpq1KipU6e+//77YrGYoigAEAqFYrGYxWLxeLyH/jPGMAzDsF79LkY8Jrr5bSkQCHx8fAYPHgwAzz///KeffgoAQqGwoqJCb6BSqfShkXpwHBeJRPpjLpdL06ZVGLqEA0s4ycp37LCs/95URNZo+RRQGHbQlj29lCzl4WekTZP9OlMVct+rwIFxG7qwjPACACipA0HVOuyyO7RwGnarGWeNnDdypPmxo4bGxS66j5U1HjzLTsZkLgI3D8g3KkkVPKj1NMVCS1Yj2GkYFg01HLglIvLUdY/423haMAzDMEwvHTwAYBjWq8evp1dPoe+9BDiO64+fffbZuXPnvv3228OGDZNKpfrG2tpa/YFeuYFhGBuWIHrqG//e9g1O4OvXfTTZf5iLi8vGjRvd3Nzc3NyOHj2akZFRWFhoaWkJAPpQR5qm9Z3oDx7xbYjjOIZhvf0lQDwOutlpsLGxMRwTBEEQBADY2toagh9LS0ttbW0NNhYWFps2bTKc6h3tR0FLUwoCXgkxAwBrkv4iSz2zjMRKsW/cOGclLAbDdqdKp1TlGuzXOz/T5DEAAG0Jyhe3SbK2VGwxGFzneW0HuzvZB8fZux0eKpxapqUB9jqwz1uynEqvf2DdSd4UAGATp3CTElmF+QyHow0cRPr2h1YpPZ6ESIfBPV7zNooHtKsL2cORSqUkSSpb1SjvLeA4LhAIerUwDpfL1Wg0KpWqc9MeCUEQPB5PoVA87YE8JPrFNrVarVarAYCmaZIkDW/nNWvWJCYmvvXWW3odBalUunHjxs8++6ympubjjz8GALlczufzw8PCFr/zDkEQgwODZTLZ8OHDY2Nj58+fr1+4JUnyjz/+iIyMvH79+po1a5RKZX5+vt6HUCqVMpmMYZicnJzi4mILC4uHmAKLxeJwOL3xXaxf3enJUBTl6Ohoa2url+HS88knn8TFxWVnZxP3k+2Tk5NXr159+vTppzTMdunmMJng4OCSkpKsrCyGYY4cOaLPRQ4KCiorK8vLy6NpOiEhYdSoUd37UAP76rOP1eYYTqs4+MJAgXuE2C1StNWNN/eedn6x5pJIaHzLX5beLbqgxdXgUY8LV1kvirGctN5q3n8kMyjAT8jyq3XKMxLWkgD+ewH885YsAKjTqR9kVAyfrx73gnzRUsW8t8iQ0DZFnF4We4ebNZeTeMa83wSRR1emjkAgegcikWjLli2HDx8+cOAAAGzfvr2wsHD06NFTp041ToJwcHDw9fX19vbWbzGEh4dTFBUZGQkAoaGhq1at2rRpU0RERHx8fFxcnIeHx5QpU4yfMm3atMOHD5tkVSAeFZ0Ov3qJSDhMXErGSLJz+7Y4c+aMRCIpKirKzs42NP7f//1fRkaGwWMgSXLAgAHbtm3rhjF3NxjDmFZhfkRu3boVExPT0NAQEBDwzjvv6DUusrKytm/frtFohgwZMn/+fKwd9cNHXGlYVJxwoOFOe1eHVwTE3Yk96XHEt8rfqzqYTXFrzMqe812RxRpkbCY02/Jt5adL7P4lw+/LQTIAGPzpPvXFvHhjy/+5PD9e5P4oAzaGZpi/ZPl52vogsWM4ywbrilRUj0IqlapUqt74HUVPH1hpsLKyUigUaKXhaYFhmFQqlcvl+pWGB4EkSY1G03MUgXrvSoOVldUj9tDuEi9Fsf/3M3avSH/GWFnr5r/FcNsOWO/gpVy0aJGnp2dmZqaHh4c+pG/WrFl//PFHUFBQTEzM559/7uHhkZGRsWHDho8//li/0rBz584NGzaoVKqZM2du2rSJIIhNmzZt375dJpMFBQX98ccfdnZ2jzjrB6f7nYZH4RGdhnfundhbn9XuZflra2s2eLB3GredZs/fwfnOcOqiLRrCXTRJlhRjOek8vzkOcbLY6yfn57ZWXYmuaNKCfMcqZJ3diEcZbZtgGNZBwapewUM4DVnqmuvqSmuCP0bowsKecpIYchqeOv9Ap6GngZyG1uCZt1jxfxi3UM9MoIaGt2ncntOg0+kcHByuXbuWnp7+8ccfG3Yo+Hy+SqW6evXqyJEjt2zZsnDhwtTUVL3TcOvWrQkTJiQnJ3O53DFjxvzf//2fi4vL4MGD09PT7e3tX3vttaCgoJUrVz7CjLtG745PNuEFkWcLp4EBwIDDwN+XZEV84k9xRi3mYLLoH0n+l2LYKdh7asYysj7nvar9t92SAOC1+gScoa/x/Vgs4bPmHtH2owDgfevQ2Zb975J1LmyRPVsIiO5gS9WVjfddsUC+9cF+U82JXhz2j0Ag+iSYUdZ9U0ttTVc7SUxMHDBggJOTk62tbXFxcXZ2to9Pi4x9iUTy5ptvGrfs27dv7ty5etmCXbt28Xg8Nze3goICiURSWVmJYZhxQuIToE9Jfzwnco/uF9l8jgEAcClmfqCZt5z6LTNxU2YDX9viw961zndLujbt6vc5V7+Iyd3nRDYtdfAZzRv1h39riP+hfMvLd5dVF2xjGBoArFj8oQIH5DF0FwVkg8FjAIA0VdX/VV99iuNBIBAPR58v5slY25i00K1aOiU2NvbixYv29vYuLi5yuXzv3r0mBo6OjiYtJSUlBqGjkJAQf39/APj888+dnZ0nTZpUXFzc1TE8In3KaQCAm4oKkxYHDf1OoebVYAEGgDPE4HuRfLLpI99SZRNYFi4ghRiDAwBgUCrKN75Xobyr1dZpNOW5d7/KL/jOpGdMLmPl5RJVpk9EPDi31KYbUjdV6PeJQPR6+l4xT9rThzaqTkzbO9LBgzqwbw1JkocOHcrJySkrKysrK9u3b19rp6G1iKeNjU15ebn++OzZs4mJiXv27ElNTU1PT79w4cKkSZO6PpVHok9tTxxvzIurum1FMtWc5ijC6aXahcWaj3z5n3rznNX085X9xt2ZVSuoYOs4lqoW8Yb5ktsZtpfa67y84qC72xLDKfv6Fd59YWmdu5dq8jRUl/IhcGCZmbQ4sXtKLBgCgXg4HryYJwCclhelKErEBGeahZ8NS9Cp/VMr5olhuulz8DuZWEU5SKWUb/+u/s//66+/3N3dHRwc9Kdjx46dPn166x0KEyZNmjRjxoxFixax2ewlS5asWbOmurra2tpaJBJVV1fv3Llz/PjxDz+prtOnVhpSleUAEFlDziohrUjGRUWvzlWvuKs+Zs2mMNjswVsaIHCPEF8R8W1lzhKVrbHHcDhgR6rzKep+4WwWbvrRxdDNCTZ4fR3PqBQFKy+HfTWloHD7pcvPX74yqaj4V8ZUBxLRNsF829FCF+OWRdLgpzUYBALx6OiLef7+++/GxTytra2zspoCzoqLi62trauqqsaPHz/2gwXTCg5urbqy7r0VAfauKYVZAFBVVWVtbX369OnCwsK5c+f6+fm5ublNmjTp9u3bAEBRlH574plnnklOTl6/fv3LL7/8hOaGYbSPPzUqkgoIeohvibGxscaqxwKBICIiovVigwlDhgz58MMPw8LC+vfvHxUVNXXq1Llz53I4HB8fnxkzZixdunT37t1Xrz65Xd0+tdKgZrQAcFPEupnUIvz1Qz9+y1NBckoLg0yBrYq2wKA5WttVEVRuVaFQNKs+WFs/YzgmykpMHp1Z9V1ufVMlqtq6FJKs9vT40HA1SV58vDGPgxMvib2C+baAuA+OYb+7vvBzzc1UVbkty2yhJNCT25nIJgKB6Knoi3muXr36QYp5ho4e8cOhPbAgGKCpmOeGv/ccW7jWUMxz7NixUqk0JiaGIIivv/566dKlJ082F/xLSEiYMmVKREREb5Gj2LVrl0nLsWPH9Af6XKdBgwZduNAU4zV06FCDstPbb7/99ttvG+6SSCSxsbGG00WLFj2+MbemTzkN+s+bcZU648YaNl7Ca7GgclVMvOoze4CybFH5RalWAQB+ygq/zClnPA5UCe/pbXSq6v5+mzOyV8tktwDA0WGap8dHhh5oQYtFdQaYYvZl45bie78ZnIYfa26sKmsSxPy++tp/XSZOfCrCTRSFaUmGx+/c8snCxYjFViFPexQIBOJROXbsWGVlpb6Y57x58zqtfOE2IgS2fAMyFZA6fTHPvCs3YWGLYp4TJkzo168fAFRUVKxYscL4dlTM86nQp5yG4QJHiZb5KqtFerqUpK1Jusqo+qW7ktJi+DrnZ1+tvCY1Wl0YWDLqhM9u/XGhJKswdbKv9zqHQXsJQkAQLXbaaCcXysaOqGwKTqFwnQZaLF1oNOUMo8MwFs0wW6uuGF/aVHnxSTsNFMU7eZx98xoAULb2mgmTKKsuB/0iEAhEx3S1mOf40BEfCXmGYp4w1EO79xqgYp49mz7loPnypF/w+5u2YjCtVGvckCcgcqyPiehaV02dcbtYLWXRLbyorDufqdWlJh4DADAEoZo2hxw0lHZ01nr7aWa+JTIfYGwgkYRjGAsAail1VcuamVnqGgaeqKAW5+J5vccAAERFGe/gXkB1aBAIRHczb968wYMHi8XiLVu2xMbGHj9+vE0zna5pMdiBJ/IKGwQ3CiC9CAJdbAf7y/JKcnNzs7KyoqKiFArF+PHjt23bZm5uPn369Ojo6Cc4FUS79CmnAQAW+EW1bgyrp0xasoRUPzpppeuEGLvhjawmHdAKLs5R+ZpY1tVfbPNBDJ+viRyneHW+etIrtIOjf8A3bF5TQJ+ZmWeA/7/1x3LaVJ/ckuCpadPxPFZYeTnGp3hdDVH7qIXBEAgEwgRD6YSoqKhXX3112bJltbXNgkgNDQ36g1u3bhkaFz/3iuvtOpvMmtmjnzsT/o6Tk9OWLVtcXV3d3NzOnz+fnZ29d+/eJUuWjBs3rleXeu9L9DWnAbOwhFZi4IPrdc7qlt+tlRPTWJO3OI5+z33ysMClVWwhAKzw5f1ha1oRjs3uPC6vkGycXJk+x3LWeqt5/3P4l/PgI2aCpg2IItJUq0tNad1vf++X9dP26m7WPGkPrNWGH/O0pZoRCETfZv369RwOZ/ny5QAgEAikUunWrVuzsrKSk5ONEyYjIiKK7tytzSlaGzXDisUPDw+Pj48fO3YsAEgkEpIkDx8+XFJScuTIkXXr1qlUKpNSAziOFxUV1dfXP9nJ/aPpcx8eSiWQGpM2VxUdk64EgKZtAcoOtM27CXk86Wy/yFHDzWMdOCmCAQYrAODzXa2txnb6zPdKEm+rq7UY6w7H+QQI3y89a7jky5OaGM8sVsoT6pMTKxbtOqL7dRsrp/1iGd2E1tvP+JSytqUlpqNCIBCIbgQV8+yr9KmCVQAgvpNBH9rX5iWLcWI1jgEA6NyB5gGhBJ0DaIYBw2UTuVphU7LsWEXq3IbjAGAhHhwYuF3A79fxE0mGcrxtKhZZErCYgzWt1H1XfW1teVMIj7uSPnlRbq9pseyhnLWAcnACAEwm4505wSoqoDlc7cDB5KChbdbR7jIMw0k5y7lxFVMqdO6emrETaLHpgko3gqpcPnVQwaqnCypY1R5PoJjnY6xy2RV6TsHSbqdPZU8AADQ2tHfl1tnGdwaYnZISOlZeUxNRAEQhKGYvLi5lc9Wb3XkAYM40vU+0uoZOPQYAYGO4lODXUM3/oK1YfJbREs5iq5AIoeulgqt2qVefr9DxaVMvjZV1m3JwAobhH9hDVJQBAK5UcE+fYFgsbfDgB5t2h2AYGT6GDB/TDV0hEAjEw8LhcFBoQm+nc6ehsbFx586dGRkZOp3O399//vz5FhaP8XvqI4I5Ord3yUnN/HlFPjPE7IAtu7mVVWJHZ71fkmSnVV+0YFUJS56XpeivkOQDLXtggE2x8P6p5qahZYrYB2+5QuDPkwayXPllbcdUYjotAOC1NXqPwQA7I717nAYEAoFAILqDTmIaMjIy3N3dN2zYUF5eXldXt3nzZg8PD72WZ88kzgp2OXJ0GKzz4se4ckt4eA0Hl7OaP8KVrWa8vnifnVYGAKuLr81oSFTiXH27yLxV9mY7rLUbscJmqC9P6suTrrAZ+pldGxXWKScXWtS21InOzRPuuw4tL+jasEYgEIjupnWNynfffbcv1ahEdBedrDS8++67w4YN27t3L5/PBwC1Wj19+vQlS5acOnXqiQyva1xTls/K2w+BgtU+/HIuBgDv+fEBg9AG6tx93egh9dRf1mzju0bXNu0sHBcFbbUeAgCRiqtvKi76+m58wOdyMOJDm6Ef2gztwIbh8dUvTecmHidKimmBGUZTmFoNAGT4GJ2XLwDQVja02AJvaA4D1rl7PuAAEAgEohv55JNP9u7dGxcX97hrVEZGRqIwxt5FJ07DlStXjh8/rvcYAIDH43388cdPuKbWg3NM1hSsoCTg9WLSRkMnS1hJEtYVMRHrwHFR0YMbdB/kq89I2eckTVGK/8lUuqiawhIP2DU5E6fMBgWyuZFCU82GR4SysVO+Or/phKZxWSMjFDJE00vAEIT6ham8Ywfx2hoA0PoP0A4f1b0DQCAQiE6Jjo7+73//e/DgwZCQB9J3r6FUYpzLerBE7qdWoxLRTXTiNAiFwoqKCuOWiooKNze3xzmkh4dkKABwUDOnLsn6KZtcgV+dOCv8+XODBADgK6cPXpX/dVl2xYJVwcEGNlBOah0ArsOZb9z4hfzmP/o0zKy6+qRaUyYyDxSJAo2fwsq/y7l4DpPLKTt7clTUQ2Yi4HjrGyl7R+Xri4WUTq7VMTxTtQkEAoF43OhrVMbGxo4YMUKfPaFUKl1dXc+dO+fr6wsAxcXFISEhGRkZc+bMcQjyvf16SB5ZD18cghNpaWlp9vb2VVVV/v7+cXFx7u7ua9asuXz5slqtDgwM3LhxY0BAAEVRdnZ2iYmJy5cvv3HjRnJyclJS0r59bae8IXognfiGn3/++dKlS+Pj42tqampqauLj45cuXfrFF19Q93kyo3xAxgr7AcDHd1UGjwEA5t8jbdVNCQtZQvxf/nycgaF1uhcrtM5qGgMcAFg0tuyuOrK6KYaAw2gnNySmXptx6/a/Ui5GZd9Za+iNKL3H3/c7ca8Ir69lZ93m7/0d0zZpPtZS6iJtI/2IKawYBhaWyGNAIBBPHn2NyuXLl48a1fky57AxIxOSTuWR9QBNNSr/czIeAAw1KmfPnt3Q0BATE7Nr1y4cx022IRISEsLCwlatWhUXF/d4ZtND0btNQUFB3dVhcnJyREREd/XWKZ2sNHzyySe1tbUm1conTJigP+jXr19+fv7jGlrXGSV0XmUV4idPMmn3U1C5Zk3u0WVxu1P+tOiWO6v4Cs/PRVdhSZYb2vMLvrO3n6qvLoHdulhuXsymWZZKW5zB8boaoriwsV+/d+6dONp4FwC8uZLtTuMC+dbdPz0EAoF4bBjXqFy4cKE+7KADrIb31/5nq3GNyjPJ52D2u324RiXD6O6V7GtsvG1m5u7sNIMgHqZo8JkzZyQSSVFRUXZ2to+PzyMOiSTJAQMGbNu27RH7eXA6ebWOHDmSkpJysR30Ul89inV+L2gJ00nlCAjDsVTb7kqAlK4frbyxvPaPGVSpyaXGxjQAqK1NPgWrzrkfPOW5L9H7DxVHDgCgVm+suHC08a5eSPKOpnZh8TGKQRWhEAhEb6KsrGzPnj0//fQTwzAff/xxp/Y+wYGgryXA60MAACAASURBVFGZXqyvUVl7PRsALly4EBUVpa9RmZaWtnHjxgULFjxIhz0chqFSLk6+dn1R7t1vbqa9l3Q+kqIeRn8sNjZ23rx5kydP3ru3SVHw5s2bQ4YMGTVqlI2Nzfjx4w8cODBo0CAPDw/DGszff/89YMCAfv36vf766xqNBgCuXr36/PPPv/feexMnTszMzFyyZInecufOnV5eXk5OTh9++KF+K2DTpk2urq4SiSQiIqK8vBwAtFrt/PnzbWxs7Ozsvvnmm66OvxOn4dChQ8HBwUON8Pb2/umnn/THwcHBXX3eEyBM0WJSly2ILGFzy1tF7Wq0lYjv6g8wTbHJJR7PCYBJv7VECU31Vxp4tdcdkgCAdnI5oygCALif15lPNtwlkRY6AoHoTRjXqNyzZ8+RI0faNDPUqBwqdBAM9jbUqITgfrK80j5co7K84nh1dfMydmPj7cKi37raiU6nO3jw4Kuvvjpt2jSD0wAAV65ciY6OLigoyM/P/+KLLy5cuPD111/rf2mVlZXTp0/fvXv33bt3aZr+4IMP9LecOnXK398/ISHB0MmtW7c+/fTTU6dOXbt27ejRo6dPn75z587GjRuTkpLKy8ttbW1//fVXANi7d++dO3cKCgpOnz69cuXKrkqvduI0HD16dNCgQVeuXNGfxsfH+/v7p6WldekZTxietulbPoMBAAQ3UBuzVSNrdZHVul9uKt8ubC47SRLqBl4NACg4jZdd/q42a1pgoHQtfokWFkOkknCV6p5K3cKZqBGUqSZMpkViPtYihxMABK1aEAgEoidjXKNy9uzZS5Ys6bhGpYjgLp4wTXCzFNKLrUJ8Ng+c3LdrVMrlOa1a7nS1k8TExAEDBjg5OY0dO7a4uDg7O1vf7uHhMXLkSIFAMHTo0FmzZnE4nKioqKKiIgD4888/IyIiBgwYQBDEu+++a1h+kEgkb775puFVA4B9+/bNnTvX2dnZxsZm165dDg4Obm5uBQUFrq6u9fX1GIY1NjYCgLW1dXV1dVpamq+vr1KpNDMz69IUOnEarl69OmvWrIiIiBUrVkyZMmX+/PmffPLJxYttKxv2FEQi/U+MgV+cOWoc+yBP8/cl+fv56lmlJGa0O8FgzAmf3fsCvzvmt7PQsrlwlFDoN3rUtX6ub9nZvujttSZ00D4MY3E4EpPncCxcc71coysucFrmGg03c3Ti9FnhcQQC0eeJjo5+kBqVs599QZVXysqvvjj5k3mSAX27RqVQ6NWqpcsRCbGxsRcvXrS3t3dxcZHL5YbFBkvLpnLKBEHoy2cYvIGSkpKUlJSBAwcOHDhw4cKFzs5NqseOjo4mnZeUlBiuhoSE+Pv7A8Dnn3/u7Ow8adKk4uKmL72RkZHTp0+fNm2anZ3dmjVrujqFTpwGFou1cuXKDz74YPPmzQcOHPjxxx+XLFnSk+NWmKoKqGn6u5SxsNeLSRHFMAD5fOKd/manrLifuYwbELI8cODy9c7PFIvLvKsGDr4X4VMVwqKb1gZ4PIcAv6/4PGdfn/XBQb+4uy3RR7sQhJmj46vGz2I5zAy9s3Nr1ZXLyjIAMMfZtiyz6ZZ+O5wnPNlJIxAIRHciEom+//57VKPSGDvb56ytxxhOxeIBri6vdakHkiQPHTqUk5NTVlZWVla2b98+4x2K9rCxsXnllVeuX79+/fr15OTkn3/+Wd/e+oPYxsZGH7UAAGfPnk1MTNyzZ09qamp6evqFCxcmTZqkv1RWVrZkyZKioqK//vpr165dhp2EB6ST7Im8vLw333wzLS0tLi6uoqLijTfeOHPmzJdffqn/E+mBMDevGY7NdU2rChiAm4pam6N6zXtyNQzSN0Y7j62uYH1z97j+1LXW75RXnIO2v+eY3zmctsOGA/w3mwk8qqtP4jjXyfHV1VouQPOClYzWnvWc5cwRPZaJIRAIxGMjJSXFpCUqKqqqqkp/HBERkZKSYqhROXfuXINZUlLzNv+MGTNmzJhhOH3//ffff//91paGbk3sezgYRgwfeqC0dH9D420zM3cnx2kE0bXc+L/++svd3d3BwUF/Onbs2OnTpxt2KNpjwoQJn3/++RtvvOHj47Ns2TKSJH/55Zc2LSdNmjRjxoxFixax2ewlS5asWbOmurra2tpaJBJVV1fv3LlTL8z422+/Xb58eceOHa6urgRBdFXJu5M1g/79+9vb22dmZr7yyivvvvvujRs3MjMz9YsePZT7MR26VjWlAxtpNd1C5HG/ZDBzv7KUWC1xqfNxkw9uz2MAABzjuLstHRJ6aPCgODu7yQWkaUXN1i29iyqdMkVRUqzthsqwCASij8HhcPpwxecHAcMIR8dX/P3Wurq81lWPAQBiY2MnTpxoOBUIBBEREZ0uNri6un777bcvv/yyk5NTaWnp5s2b27McMmTIhx9+GBYW1r9//6ioqKlTp86dO5fD4fj4+MyYMWPp0qW7d+++evXqO++8Q5Kkp6dnQEDAtGnTuqrxgDEdihElJCSYiEYzDLNt27bHtKBksuP1EIgvnaeT2q6LcdCOP8N9rUmj7MInbKZJoqrcvMgy4FVyZGTHj8DUaozU0OaiJSWJe+ozjS9l+C60ZgmMW6p1qs/Kz52SFwow9hxJwFKrwSYFME07xzChUNgtBd27yvbq62vKz+mPZ1sG/McxEoOOhtoeUqlUpVLpteR6IziOCwSCXl1Hx8rKSqFQqFSqzk17JARB8Hi8rgZ19xwwDJNKpXK5XK1uN1erh8NisTgcTm98F+sDAh6Fbvn324e9q062J1qXmcAwrCdvQWlqKk3yFmo5EO3JP2rNLudhPMVdNe1huDS2/o7BYwAAwsJWG9ahDhpF8f86zLqdBgC0pWTtM88ms+8Zvpevsh1u4jEAwOvFx1IUJQAAoIquuMDC8HetBj307B4ft9XVBo8BAHbV3R4mcJhu6fcUh4RAIBCInkbb2xPPPfdcVlZTNkFZWdm6desMl65evcpm99x8QoXK1Elc5mf2nQu3QICrcUxtdkIMTWIMIYqS7+/uN5jRGH3W4icK66gaNffSeb3HAAB4Xa1LwvGkftP/z+mZdXYjEj1mvG8damJfppXf9xia2FffyfbV0+KSwlTP6qLStAWBQCAQ/3DadhoSEhIMWbmlpaUmRckM4h49EMzDx2S75YSV0WoKXs8S/rxZFbhFEXz+5jYXTZ3hioalZHCm47xbVm6Lq3hjg6imdqaF3ztWIUF8m9b2Ksb0F6Vu1dJDkLBM9VBbtyAQCATiH07PTZ58OIQjo/Y7cPXH9/j41EFmNZwWW/NajLCjc63gDslqsWNaZHEHAPh8pw46x+trTVowdkeKJf3YYk9uU/atXmQ6Uuj6QNN44kQKXdw4LTJipom7uTI4AoFAIHo7ncQ09C7kNBmZtic9iP8vP56Nhs4xI0gMIqt1tiSdJGGX8DAACFDfs5U5e1cN5OkESrYcZzAapwstsjNtUwdiC8wup9GWEp1PABjJbOnBdDrQaEwaKUtTxSdjcAz72fm5t+79laWuAQyeF3mstg3r3il3FyKCu8/tpc2Vl24qK/txxe9bDfbhdTQ1BAKBQPwD6VNOw081N9MVlQBQycEqOQSbhqOpcnclPXaIUO8xAIBI4T4y31avCynQCmsF5Xelt7WWZuPL3hdUqQGSAIC+nqqcMZdp6TcwOM7wBZiqOZyYEZi19i1MCOBZnfOcdY+UCQm2RddTdB4FIv8uO/06piUZkQVeV4MpFJSDk2bEGMZM2Ka9C1u0zfGZJzlCBAKBQPQu+pTTkKmuaTpiADB4o0gTWa37lz//Hr95F+Yva3aqiAhtaEqakCjtJEo7KGUD1ZwchZfcY2WkaQcMbNE7jut8/Nk3Ug0NWk8f/Snl4U2LOlK7evKq0uw7mbxDpum/eHUlXnZPNecNpjNfB4FAIBCI1rTrNKxcuVIqlQKAvmbJK6+8om83LmHS0+jHEQMAh4GhdbqpZdq3ijQAkCcwjdvIM2t2GpqgW8YnYnDr3u1XOTdlDDlM4BBtP9qZbQ4Amshnab6AnZMJGEbZ2HPS7qtPJh5Xvfyqzs3zMc3rIWCntl0fhKiqxEvvUc49NLQCgUAgED2ZtgMhJ0+eLBaLdTqdTqcTiUSTJ0/W3Ud/+oRH+YC8IQ0K03CvnJP9fUmu9xgAoL+cMjEb0GjaAq0Urn6F8iJtY51Ofbwxb1bBn1qGAgCGYJEjxijmv62Y9xZR1iKXkpuYYNKDin6aiRKYvF19EqzXav4gEAgE4unS9kqDvkhJr8OaJUjI4XIULXyCZXc1R2zY2WZNC/KujZ75bIU/ZLbVQRN3LXi7HZrTIv6/vTuPj6K+/wf+npm9d7O5NvdJAoQrJNwEJRIQ5D4qp1YBD6otVK3Sn7VSW9ta69FvRShV8MCqgAgKiqIilwgBucKVhEAI5L6vvXdn5vfHxhybBAI5d3g9//Ax89nPzLxnx5B3PvM50m3lGbaKeFWj6aV5nq1oulxbVQXjdIgyORFtq8r8a/HhfEdtpFz/YsjYafpY6nJ8SBhb3fLacXyo+9poAAAAbXHjIZdVVVXvvPPO3/72NyI6c+YMzzf7M70nUVZWupX4OcSjP9YOLR1K1hQy3n9VnHdv/yXbDIMF1v1GzowuSR9SUT0h6fFxvSxNX/rLSktUX27Xfvye6ttdTG0NcZzYtBOD6KV3ZQynLcWP5X2T76glomuOmiXXdjX0tOhCtnETBT9/orqhnvUs0+aIOsnObwoAAJ3qBh0hc3NzJ0+eXF5eXlxc/Pzzzy9btsxoNO7atSsqqoe+FBd1OmrWMq/i6cVLeQ/0Ta6UqYlEYpzrgpP6yN8aXJhUX+diwOlMyw9EdMm4b3zgCwcbDa68064ZuXmba5vNz+WuXTE/8Kj1jnHqr3fU17HdcZdr49vaHLerf2/M6a/y76gbbCPRS29e8hibm8PY7Xx4JGO3MUajEBAoKrt0BAcAAEjJDZKGxx9/fMiQIRs3blSpVES0bdu2+++//6mnntq+ffv1D+wubNJY4bNPmpffXXXxlZwvHh0USIpTxFh/1AauVfZ6QPVFVGU/GS/P98nO8b3gqmm1FiSVf3G/4f6PKi8QUW+l7/oyX6KGOZXZygpZdpZjUEKlj7c2M4NIdMYN4MPrsqjmSzy55paSX0yXpZ8lh9PZJ84RP4SaLYXe4USO46Pr3oyIGi35YN4FAABolxv86jp48OATTzzB/TxCLywsbNWqVfv27ev8wG4ROyKJ/Fte5Wxi9XlSHiHGSkQiV7IxsN9h375WmUkhKK/4nReZhnZ8kzH9l0XrN5Wu/qTygy0qPtzungnkVxdNvLwlpGpnbFje6wmB9RkDEU3y6uV+Xa9oedpJ1Y6tsosZsiuXVN/uUu7/rmPuFgAAPArP88HBwQkJCdep8+OPP97sitVd5gZJg7e3t9vqrna7vScv+ileOEvlLa+vbbDbIqxC45Jie0SfskSdzcetps1aVFa+1+motlmuXkhfWa4rcavwe+byaUsxEZU6zX8p+rHxMlQJ6sD1EVNcQzSjFd4fRE7vq/RTnGgyAFJx4ijTs7uGAACAG0EUP6/M/Efh4c0VF+zCLf4bvn//fj8/v2vXrmVmtrp+YXx8/JtvvnmrYXauGyQNU6dOfeGFF6qq6vrhp6enP/HEEzNnzuz8wG6RcOxwax/JRPGJK03mgZ5VoCUipVPdv2R443In32RZiizNfueAwfW7mSMSdmmbnGdXzaXGu7O9+5yMW5o38Dc/9V08RR9DRGzzZektnrdQPQDAbUsQxXmXtj2YvfMfBT8uu7Lr7syPLILjFs6zZcuWJUuWzJ49e+vWuvn3HA7H0qVLAwMDg4OD33jjDSJKT09fsWKF69OXX345KirKz88vJSWlqKioo27nlt0gaXjllVeIKDAw0Ol0hoSEDBw4MD4+3lXYQ9UaW/9M7GVuaGkItgujqupeSQwqTErOntWvZFg//8cTBv/X7TCnYLNMm21a+rjlFwuNy357YVizZiWGIaLVpccHZbwTcG71vTmfZdkqlUzDAAw+OKRxdcHbB0MYAAA8yDc12d/VXKnfPW0u/l/5uZs9idPp/Pzzz++777758+fXJw1bt269ePFiTk7Ovn37/vCHP5hMDX+1Xrx48aWXXjp48GBRUVFQUNB7773X/htppxt0hPT29t67d+/Ro0fT09O9vb0HDRrUp0+frons1lT561XFpBRa/JAxcuRvF8sVjEa0bj1ZqRQaVn8Oqo0MoEHmQY/bWYtaHWGx5NZ/FGC4m4gEQ4BgCCCiEbw6Qu6V62gYozHFK+bDyvN/La5r5DhozH3w2pf7e99XnzdYJ0xWb/2obuIETibqvGSXMp294zr23gEAoJNkWNxffKc3K7mhPXv2xMfHh4eHBwUF5ebmZmZmxsXFBQQElJWVnTlzZtSoUeamzdK9evXKycnx8/MrKSlhGKampqZd99ARWm5pGDduXGlpKRElJSUR0ahRo5YsWTJnzpwenjEQUYZSeKa/psWPLmnZieXO/D3VX1z85K3CV2Pt1W4VrDPniUqlXO4TP/BNtbqub2NkxCOREQ81rubNKd+OmDxA5U9EfpzquaCk+T79dlZnNbmWrfKMpaEnhODrb37ocWd0DBER7+Tyc9WfbZFdONPeuwUAgC4Rq/R1K+lz80sBb9myJTU1NSQkJDIy0mg0uhobxo8fv2DBgvnz5wcHB//pT39yO+TFF1+MiIiYNWtWbm5uS6fsai23NJhMpmXLliUmJqampv7lL39pXuGFF17o5MBuUVR2/jKn+wLWLhVyNldFCSJPXDkRXfI7O9IUXLe2FZGj38D6qRL9/O64a+xPVmuhXO7LcermpxquCTnQ+36z4FCzMteISie5T0TNu5U4eVlOduMCxYljjbtKAABAjzXVp/doXViqsW4BgTiV/4OG+Js6g91u37FjR1ZWVmhoKBHt3Llz1apVzz//fGFh4YoVK1588cXTp0//4he/mDFjRv0hmzdvPn78+NmzZ318fF599dWesPZTy0nDW2+9tWbNmtTUVCJy/ddTeNcag53uv79dJo3SWVkiot9UhIy2ll31yxBYvlfFAJkgrw4UAqc817Q6o1KFXv9aGlbecHKv6B+MDWlgpFyfoApscjpzk86VRMSartP9ok3YinLFj/vZ8lLB198x5i4+IPDGxwAAwM2TMeyXfRZ8VH7ugqUsRuXzoGGwttGvgLb45ptvYmJiXBkDEd19990LFizIzMzctm3bsWPH3n333aioKI7jjEajRlPXXl5WVhYQEKDX68vKyjZu3Dh58uQOvqub13LSMHTo0HfffZeIUlJSvv76664NqV3kLScMREQZ+6ufj1N/GKZY6zd7cFGuRqjK9cnK9ckiogH9XxVlTb4Kxm5nK8sFnZeo1bXlusv8EgscxnVlp4iov9L/jfC71WyTEwo+vqKXnqlteCPlDA2/mTtzx5hNmk8/YqqriIgrLZEVFZgWLha93YePAgBAh1Cw3NKA682vcH1btmyZNm1a/a5Go0lJSdm6devy5csPHTrUu3dvlUq1dOnSlJSUo0ePuuosXrw4NTU1Li4uKirqt7/97Z///OdFixYNGzasvXfSDozYbIFHIkpLSwsICAgNDU1LS2vxsOtPTHHLyspuul+JG+E/r3ibrNepMOoOrzQ990zFpsHWS/VzNvXp/YfYmN/V15GfS1P9PEW0I3G49e4prvERN+QQeSPv8JW1PFWz7Mpl1TdfuPIGwd9gnvdL0UvvVodhGJ1OV1vbZCbsVHPB34sOX7ZX9Vb6rgoaM0ITQkTy08dV333VuJoteYJ91B1tibNT+fv7WywWc/NRph6CZVmNRmM0trcdqBsZDAaTyWTx2OVMOY5TqVSN+5B7FoZh/P39jUaj2yQ3HkQmkykUCk/8KTYYWp7cr+3c/vm9NT15NqN2armlITEx8Zlnnnn11VcTExNbrNBiqtETGA2+3qbC+t2zXlx8bZMpOCaUOdP0nDdvapwFZF36R6/oFSwrJyK2qlLVaFEJ+enjfHCoI77l78GNnOF8ZVxrnzp7xRoXL5MV5osyOR8WQVyrNRvLtlfNyP7UtV3qNE/N3nq875IohZ5t9u8RY/XUXxIAAOARWk4arFara+roLs6Uvb29b1zpupRF5S/3Vk0oc8gEZleQTCaIbkmDlWX62HNHl2sGlMxVOtXlmqKzIUcscqNSadZoIolIzM5yS4hUhXmaO+9qZ2B1vL2p6ZwNzXEc1/h7+D7vvFuF7+15TwUkiXH9xB/2Ni5X9u2navcX2H4MwyiVSrn85t729Shuj8ATqVQqhUJx43o9EsMwLMvKZDcYEN7DqdVqpVLZ3VHcItcj8OifYugkLf9Ynj59+vqHjRo1qhOCoepq92GQN4U1GjNU/Owi58ODtSe8OSJ69pL7SAqbNuOf186NvTLVtauz+ahtoSuHV14suDjXhwuV62Q8r2q67pSD5aw/Bya/mC7LyhQ51tFvEO8aQikI8nOnuYI8QatzJI4Q29cq1fz1RLnZva2swmysrq4mX4NizF3KwwdchfYRSbaQcGrfF9gh/P39bTabJzZsukjj9YTVasXrie7iej1hsVjweqLrtf/1BFxfy0nD6NGjr39Yz3w9cbzw/IPDtFf31vx4uLZCzqgFUd2olaFazjgZcVnBteiKJhlPoFlfaAvdUnzkr8VHvg27M85fpvTxZaoq6ys4BtYNjFSmHlL8/Me9/Oxp65RZjoGD1Z9/Irt80VWouHDWvHCx0KG9Ee/SRbxeesytxLVhv+MuR8JQtrJc8PYV9Z79lzEAAPR8LScNTqezi+PoEJv4wmIl+99I5WPXbH6OurTGztCCYdqvA+ra2V5NT0mwNp0wXCRvp6gRrE9UbC0u+GsxUUD0gJE1v1SVW0S9t23UnXxIGBGRKMpPHG18nOLID4K/oT5jICKmplrx0xHr3VM68KaStGEvBo/9U9EPrt2/hyS7OkLWxa7z4jEjNQAAdImWkwaubX30eppKFUdG+n/91QsL7T4/Jw3/iVbWZwxEtLK/9h5e0Se3pOEFBENHfWQLa74dYM9xFZSKF/YGvpX8i2MM02jGTKvFba4FtqqCbdQgUXeyZiXt97hhyGK/Qbn22kiF3m0kJwAAQJe5wYJVnmWMV5RMpEOHa+ozBiJK9XX/LXuCr6rfrlA6/jiwulTB1GcMLhbLVbO5yQSOpNa4vXcQwiKaz6ckBAbXbzMOu/KHvZoP1ms2fyC7cPYW7qiehpXHqfyQMQAAQDeS1C+hxX6DmEvn42urGhcG2NxXrwq0izl+FzICj8sFZa2yMpF1PF3R28K4dzWXyfWXbVUXbGVhMt1QTTAR2SZNU2/9yPWpqPe2TpgsGALtI5IUPx1xFQr+BvvIpPozqHZ9LsvKcG2rc3OsAu8Y1KahmwAAAD2QpJIGjmGfOFfu1kXz4Vz7+siGgU9xJn5EbXWR3mpUNgw0SLBeqvGfQuUNc18aDBP+XZX9WkldD8RJXr3ej5xK0bHGx5/icrIZjnNGx4pqNRHZxk109u3PFeSJWp2zbz+Rq/tKGbOpPmNwkZ8+gaQBAAA8l7SShtyrYrP1PBJr+H9dsPxugJpElkh2RU0Zai+Fwn1A3TDfwbKA5Pz8j53O2oCAu+3hj76W82X9p9/WXtlYce4R/wRR5+Uc5D4bJh8azjebE7r5YhOMxfPGLwEAANSTVJ8GrjC/xfJ9/nIS1cQIxNjtrH3asF5am/sARY0mJirykTFJe+9K2JNYMC501/ersqyN+0actBTfVDCCn8FtGCQfHnVTZwAAAOhRJJU0kMx9/rICJUtEoRbFY7nVyRV140hrFWXp7Di9tclS6IGBk4mIMdZqN29UnDgac63wj5es3x81anlxXqF9/Vnzb07ktZaUtIxlLVNm1ecNfEiYbdzEW70xAACA7iep1xOCXOFkSPZz68BVNZsyWnf2YM0b6XXvLLaFKH6ZoBEZ+t4n5LWseVf8zxuVVQXe2dqgERyrISLF2dOudSNdBtby76eZZxS75nXIo4vvWH6x0Bnbt43x8JHRpoceZ0uKSa7gAwLbuOoVAABAzySppIHhHZ8FK87o2UG1Qo6aXRelHFfu0DaaFPLeQvuWEPnOIHmY1SkXFNEV/Y9HfC/3jR048P/qzlDrPg3zzxlDHcWRH9qeNBCRKFfwYRG3eD8AACAhXl5edrudZeva+JVKZVVV1fUP6WmklTSIYomCeTWmYWXqhBrerU5CDb9fPzBBPGpLHl/e39CLW6LV9K6fxIkPCpXRyes0CLDVHvaAAQCgQ4hEe8qZdBPTSy1ONYjcLbUdX7hwITY2tu317XZ7j1p8TlJ9GkS1dkxlkywhV+U+taXSHnUsNevg4CG99Okj8g/9uTrfLDYc4ohP5Hs1PE5HwjC3w/mgYAIAgNuMSPTAWe7eNO75S+z9Z7kpJ7lmcwDdogMHDkycWNfjbdu2bQ888AARnThxYvr06U888cS0adOI6OOPP+7Tp09YWNjSpUtda7lt3Lhx/vz58fHxfn5+kydPLioqcp3hu+++i4+Pj46Ofvjhh2029yUb209SSYOg0Q6pcc4qanihoGy2sNYz1zJPG0pfF3IqeGs5b9lYcfa5wgMiiR9UnLsn+5Pky5uevSOyfMF91ikzzQ88Yp00zTrj3vpjRb23bdykLroZAADoMb4rZ3aWNrQtpFYz/yvo3G5qe/fuHTBgwO7du7Oysp566qkvv/wyJyfHZDL9/e9/d1XYtm3b66+/XlJSEhcXt3z5ciIqKSlZsGDBxx9/fPnyZUEQfve733V4VJJ6PSHKOBtHH6aZDubKh1Y7tbyocM8ExfNBJxfGTyCxYfXrb2qubFCdea6wbo3pdFt5tr5m46Bprl1Hv4F8SBiXky3K5XxMH1GlIgAAuM2cN7qnCBfMLJH7G/AbQhh8ZgAAIABJREFUGjBgQH2fhqFDh/7444+t1fTz8/vVr35FRDt37pw/f35cXBwR/eEPf7j//vtfeuklIho7duykSZOI6K9//WtgYKAgCDt37kxJSYmPjyei5cuXT548ee3atTcb4fVJK2kICi7Te4VV1k4oa9x7sSFBEIkZWDzs0OHaTWGKtyKVzp//H/i48nzj83xVc7mCt/pxdfmB4O0jJAy92WDkF9NlZ04xToezV6xj+Oj6mSIBAMDjRKvd2617qdxL2uL6fRrERq3jYWFhro3CwsKIiLoO9ZGRkYWFhfXbrg29Xq9Wq0tLS/Pz8w8fPjxkyBBXef1RHUhSv8lEljMbfFNFy+iqxkt7M023xOHV/PBqS4xJeHqAmoiStKFp1lK3U1U1ShpugexcmurrHa5tLvcqV1ZmmTb7ls8GAADda5pBHOIlnqqt+4USqxYfDO2gTg1EglB3qszMzPrC+gaJ4ODga9euubbz8/ODg+u61uXm5ro2srKyamtr/f39AwMD582bt3r1aiIym80ZGU2WMugQkurToDh2uKYk/0a3VPfIf3PVphBpYqXtRX3gI8YDD1bvHmSrW9YyWuEdLXefMvLmIjn1U+Nd2YUzjNXSnhMCAEA3UrC0eyj/z77CAyHCn2OF/SN47w76o9vLy+vEiRNlZWUmk2nLli3NK0yfPv2TTz65fPmy0+l8+eWXZ86c6So/ePDgvn37BEFYu3bt1KlTZTLZ1KlTt27devbsWbvd/vTTT3f4uwmSWEuD4vTxaKtwqNla2K25trfMoso7ZHklhiiGaKLpp836u8/63vOf8Els+yZiYpsvPGE2iyp1e84JAADdSM3R4+HtbV0YPHhwfRMCEbneJixZsmTo0KFGo3HWrFlOp9PtkH79+r366quTJ0+2WCwTJkxYtWqVq3zy5MkvvfTSwoULBw8e/P777xNRVFTUmjVr5s6dW1lZmZSU9N5777Uz2uYYsdn4gm5UVlZ26weLotdrfyWiNC8uobaFzikOhuTN7nVP382V6ibvJsbdnadile71bpLqi23yjLp+Et8Z5N+HajRDkub79g+Te13/QIZhdDpdbW1tOwPoRv7+/haLxWz21NW5WJbVaDRGo/uSZh7EYDCYTCaLxVMbtziOU6lUrnFlnohhGH9/f6PRaLVauzuWWySTyRQKhSf+FBsMhnaeoUP++fXyusE/9e23cePGQ4cOrV+/vrMv5EZCrycYhg8JI6IWMwYiylZz6Tr3+3XLGIhItLmX3AJbyiQhIJCIXuirmjFC++8w5qWS1MTM985Z25EVAQAAdCsJJQ1E1knTr/NpnJlfNFRXPHq0KK9b10rQ6fy8hjeuo1QGqVSh7Y9E1HmZHlyWt/D+f8Y26U35z5LU9p8cAABucxMmTFixYkXXX1dSfRpIoSCiMgWrdwhWlvTNWhxyVexsSj/icDhY+8XAk+WaYpnJt3GFfn3/Uj+ldHux7CV/LTVdy+KyrbJjTg4AALex8PDw8PDwrr+upJIG7solItprkL0Uq/J2CF8cN+mdDb0YtoQqTBxZSKjQlKRGfWVS1BIRCdeI6AvdHYLce2To3MkhMzownhiFj1tJnMq/A88PAADQlST1eoKxWs96cRvD5Rk69qivbHCy16fBijwVe0XN/StG+ZtBaiJKqOaJEeoyhp/1s9RuVw37+Oql01k/MQ5HK6e/ab4y1R+DxtTvhsp1zwaM7qiTAwAAdDFJtTQUKJlfDNdyPzcuFCnZXw7RuNVZUOiwyNx7ZQ8wWQ8eqR1ezRN9LXofsUyeyUdGd0hITwYMT9KGHjTmenGKe73jAmTu8QAAAHgKSSUNX147Zo7k4kxCTtMJEcaXO0/ruSCb8Mxl29QSh1kR6HbgkMJhUT8vos1UV6m/3mF8dAWxHdMMM0oTOkrTAZ0rAQAAupd0kgbGZKwi5/BqcUme47Bvwx/09+Xb3z3TZLSxxu6VWJB8OvSga9ffFKK1BhA19H5gaqrZinLBENDqtSxm5aH9XG6OqFI7ho1yxA3o6LsBAADocaSTNJAgjC135qnYOUX2L34S34tQ1MiYSWWOx3JaWFC8T2mClynGoShWOzT7/Ptc0VgN9iZjLURN6+8RBEHz2RY2v27Sby4/V5w1z9m3f4feDAAAQI8jnaRB9NKPZf0CrpYT0cQyx8RGC11e1LLHfGTBNiGl3MmJ9H644r1wRZq3d6wpNNgm7vrJKKjVRA3T5zn69hc12tYuxJaX1WcMLvKzp5A0AACA5EknaSCi0pS7B37yMTVdNaJIyR73kb0cq7qkZYfW8LuPGo/4yo76yojovBf390wjEbEWizMqhhEFstmcMb0do+68zlUYm/vsvKythcYMAAAAiZFU0qA1GqnZOlPBNuG+fPudFc47x3id1HOvxahGOg7lmH11Dm75NaNcdylLjAwyRuqqfc0PLhOVN151QggIFvXeTE3DtE2OiKiOvREAAIAeSFLzNOQYS8RWFqeMtAhziuxElOrH+yhSH6n6cqFpR7nfvn4lw/qUJuqtfmxVpeZ/G9qygLWoVFonThP1dWtnO2P6OJKSO+4mAAAAeihJJQ0/epGz9RWtA+wiEdmUxQJT1+cxpDbKYAqrb5xgK8vlaSfaciFnTG/TQ782//Jh07LfWu5dJMok1WADAACd5O233x41apS3t3diYuLf/va35gtht9+PP/6YkpLS4ad1kVTSoAoKs7GtZg2H/GREdNm5zM7UjYzQ2bzd6rCVFW28liiX8yFhgrf7RNEAACBV/BVyHmH4i0yjQfo34emnn163bt3q1atLS0s/+uijAwcOzJs3r6NjpPj4+DfffLPDT+siqaRheqWodbb8JF+NDtivG07GR8vE4bvUC46EP8Fo+9Wo3FMEweA+7xMAAAAR2baQ9W3GtpOs75H1XYaarYl4fRkZGRs2bPjqq69GjRqlUCgGDhz4xRdfHD9+/LvvviOijRs39unTJzw8fOXKlTzPE9F3330XHx8fHR398MMP22w2Inr55ZejoqL8/PxSUlKKioqIKC0tLSUlZc6cOeHh4SkpKadPnyai9PT0+gUwmx/STpJKGjTFpW7tDGUKZsYIbZ8U/ar+DiI58QYi2q5L+Y+gf06TnO1nyffOrq/MBwY7Eod1bcgAAOAB+CzGebrhNwx/iRxtepvd4ODBgxMmTAgJCakvUalUCxYs2Lt377lz51atWrV3796TJ0/u2rVr3759JSUlCxYs+Pjjjy9fviwIwu9+97uLFy++9NJLBw8eLCoqCgoKeu+991wn2b9//7x583JzcwcPHvzaa681vmJrh7SHpF7G2yMjNEealFzWct8Z5HU7ip/IFk9CELH5RHRNHrTC8PBHvaPk5Zy3yVvwNTjjBhLH3fAqvCh8XJW+pzZHwbALfQdM0GHoBACAxAmFIjUdnicWMnQzbymuXr0aERHhVhgZGXn48OFPP/108eLFrk8//PBDlUq1c+fOlJSU+Ph4Ilq+fPnkyZP//e9/5+Tk+Pn5lZSUMAxTU1PjOoNOp5s3bx7DMNOmTXN7K9GrV68WD2kPSSUNsqAIO8sohIan+EZ0kyGUXnSlVnuA2LpZpe2MPFPTe1xEop2Iu3ZFu+UDprJCMATYkifwIWGtXeWFokNvlZ92bX9enbU2fNJ8n36dcDcAANBTMM06sDG+N9evITIy8ttvv3UrzMvL6927d35+/ogRI1wlQ4cOJaKtW7cePnx4yJAhrkJXPvHiiy9u27YtPDyc47jo6GjXR3FxcXK5nIi4lv7obfGQ9pDU6wnZ+TMZWvZ3/TVfB8g/DZZPH6HbHixvXGFzxi4Fd7lxSZRcT0RsWYlmy//Y/FzGbOKu5ah3ftp4GobGbCJfnzG4rC27ySYqAADwNFx/YhteLBDjR7LhN3eG5OTk77//vri4uL7EarV+8sknd911V2BgYH2HgwMHDuzZsycwMHDevHmnTp06derUjz/+uGHDhs2bNx8/fvzs2bNHjhyZNWtWQyRMq93/WzukPSSVNMjPpZUrmP9EK+YM1/5yiFbHiz8cqc3cX7MxzRxpEZIrnOPK7SOqGsa3DFXq7/aKJiL5xYzG52FqqmWXL7Z4iRKH+7LaRc1KAABAYhg5qX8lKiaJXIKoGE/qX4tM6ysUtah///5Lly6dNm3ayZMneZ7PzMycPXv2mDFjJk6cOGvWrPfff7+oqKi8vHzFihVVVVVTp07dunXr2bNn7Xb7008/vXbt2rKysoCAAL1eX1ZWtnHjRofDccMr3sIhNySp1xOMxZxoqevPOrHMsflk3a/zKIt9YplD6yROpI1ni1cNvpavUEc7isaZT13lqmJjniSH3f1UrXy54QqvMLlXvqO2vmSIOqgTbgUAAHoYJclTSE50U10ZGvu///u/devWLVu2LCsrKygoaOHChc8++ywRjRw5cuXKlWPGjLFYLAsXLrz33nsZhlmzZs3cuXMrKyuTkpJcfRhTU1Pj4uKioqJ++9vf/vnPf160aJHsurMELV68uPkhw4a1q78/I4q3ePOdoaysrD2Ha9/5D1tR9nmQ/OkB6tcuWOcUu6cCRHQ08ttrvpmNS8aPS1cXVGu2ftS40Lx4GR8Y3OJV9hqvLsjZ4dqOlOs/iZ4dq+yw2RoYhtHpdLW1tTeu2lP5+/tbLBaz2Xzjqj0Sy7IajcZoNHZ3ILfOYDCYTCaL5cbTm/ZMHMepVCqTyVPb8BiG8ff3NxqNVqu1u2O5RTKZTKFQeOJPscFgaOcZOuSfXy8vr/afpGeSVkuD3f5yrDLEJp76oVbDE1Gjzq4/bzafm8FozFRE32FLHq88uNdVYp00rbWMgYjG66Iy+j962JSvYmR3asPVrKS+QwAAgNZI6hfep972P/dVqwRxRLVzQK3QZHgMQwLLO1mHzqavUpc2Pkqj6UVE9lF3OoaOZGpqRG+fG04L7c+pZ+h7d8IdAAAA9FyS6gj5VZCCiIZX8wXKxiNP6t6/sAKncKr6l4xofEiMebRKFVpXT64Q/A1YSAIAAKBFkvoFyfj4Ti0p237C7VVok+EoPpaAqekPXvG7YJWbg2qjAgcva6HjAwAAADQjqaRhYp8x4Vu33rCa1u49qChJVCodQ0bYRozpgsAAAAAkQFJJgy+njrK0bTCITGabNtsRG9fJEQEAAEiHpJIGs+BM03ORljYsPeZ0qrZvEefe7+wV2/lxAQCAZ5DwaMkOIamOkMM0wf+NkLf8WUsNEPLTxzs1HgAAACmRVEuDH6f6lz2CKOO0nsvWsANrhTgTXzdDQ6PekCW6PI3dS2f3Zi03nrqELchX/HSYM9Y6g0PtSWNFjbYTbwAAAKAHk1TSwBUVhJ3PeCBRszVEQUSDavnf5tgezHMfHnEh6FipLn9QYVJs8OgbnLCkSPPRO65tRUEel5tjeeARkZPUlwYAANBGnfV6wmq17tq1q373/PnzK1asWLx48YYNGwRB6KSLOi5nvh6r2hqiYER694z5+KHa5hlDldJUqSkhonMhR6p632C9EfmZU413udIS9trVjo0ZAADAU3RW0rB+/fqdO3e6tnmef/311x999NG33norKyvr4MGDnXTRU86KdC0XbBO/OWa8L98tXRCJ6LSemzo8+E3/6a4eDhVs7g3OaDIaOeasF1chr3u9wZg9dT58AACAduqUpCE1NfXy5cv1u2lpaQaDYfDgwSqVasaMGfv37++MixKRocYYY+Y/O25KrnC6fXRRK+t/l370HV4n9dxh9aBz8gS5oFCJ3tc/4QeRasMk7xF3eoXe7f1sPzURCaHhnRQ8AABAD9fxr+crKys3bdq0bNmy1atXu0pKSkoiIiJc2xEREaWlDUs/1NTUrFmzxrU9evToMWPaNdVStF32VJ4twN7CSIl3whX/yLCsGKQuVbBEJKueNDsrmQpyxF8rSSan0hLmeCqZzWJ0DA0ZTixLRJmW8t/Is+vP8O9eyiG9EudHRLYnwraQyWQ6na6zr9KpFAoFy3rqwByGYSTwCJRKJcdxN67XIzEMw3GcBB7B9Zct7snYn3V3INDjdPD/06IovvHGG0uXLm081LW2tlatVru21Wp1TU1N/UcOhyM9Pd21HRsb286fMa/IXrrsy83LL2u49yMVU0od36ca7xijr5VRhFUgIiovY/d/zw5O5Nf+y1WTOXOSuZrNzv8lER0x5budZ3+Q8r7O/1eAZVnP/beGiBiGkcAteHT85OH/FzEMI4FHwHEcwzA3rtcjSeMRQGfo4P8nvvrqq7CwsMTExGvXrtUX6nS64uJi17bFYmn8B4S/v////ve/+t2ysrL2XN2SkBh4YI/blAwnvWXzhmqqZQwR9TUJM4vtx3y5ewsdrk/50yfsJUWN53YQ007WjBgj+PqxNvd3HEonU1VV1Z4Ib4hhGJ1O1yELuncXf39/q9VqNt94OGvPxLKsRqMxGo3dHcitMxgMFovFYrF0dyC3iOM4lUplMnlq/yGGYfz9/c1ms9Vq7e5YbpFMJlMoFJ74U2wwGLo7BInr4NanrKysvXv3Llq0aOXKlUVFRYsWLaqurg4KCsrPr/urvaCgICgoqGMvWu/DmsxrKvc7GlrtnFXkjDYLw6t5IrqvwL7/iFHvrMssGLuVq612O4SpriKicdqISLm+cflcH0w7DQAAt68OThqefPLJTZs2bdq06dVXXw0ODt60aZO3t3dCQkJhYWF2drYgCLt3705OTu7Yi9a7bCrZ7y9PSfJy69Twr3Tz5ydMOl4kogllTv/GnR5Uaj4g2O08ygN7uNISP5l6U/TMKfqYMLnXaE3o1ujZCerAToocAACg5+uKV1Ycxz377LNvvPGGzWYbOXJkSkpKJ10oqtxoY8UjPly+mg23NJkNop+RJyLBEMhYrYyxoVOFfeBgR+Jw7toVtrKiIeCSItXnn5gferyv0u+DyOmdFC0AAIBnYUSxbctCdol29mlwfPbh/f6ltRwtu2p70H2eBiIix+Bhjn4DVLt3sjXVROSIG2CbNkfkOMbp1HzwNlve5OrmXz7Mh4S1J55bII0+DRaLxRPfhrpIo0+DyWRCn4bu4urTYDQa0aeh66FPQ2eTVOdYvUL3yYlshhgN33ImxBbl8/dMMz2ynK0sF1VqUVc3xEOUyUSNjpomDeSxPZ8BAAA6g6SG4drjE7ycpHOKbCutJ6xrPkeOEwyB9RmDi7Nv/8a7gp+BD+isDpsAAACeSFItDaJMcf0KgqLVCvYhw8lsUpw+zljMfESUdeI08ti5cQAAADqDpJIGWWnx9SvwUTGtfsYw9jvH2e8cxxXkyX86ot69kw8OtY2+U9R69rR0AAAAHUVSSQNbmOfa4BmGa9bBU5Qr7OMmXv8MXFmJ5qN3685WkMddyzE/8LAok1//KAAAgNuBpPo0MCajg6WZw3Xzh2rdPqpQin8cYv+h4tD1zyBruhY2W1bCXcvp2CABAAA8lKRaGgQfv43hyr0G2acnGwZrZejYf/dSbw2Rmzj6V8mZ7aJzHA0ku10IDhHl7l0cmq98zXjsuC8AAICOJamWBvuIpO+DFM9esk4uqVtaokjJ+Nvp75nmNefMrokg387+WvPBes3mjdp313E52W5n4EPDxWYlXRE6AABAjyeppEH00vvahXmFDiIqVLI/+MkcDBNgF/zt4qIC+4YzZiIq4eoaV5iaavU3X5AgkCBwOZdlF86wlRWOxOF83371J7SlTBL8MVUIAAAAkcReT3B51/540cKK9I/eqr/0UbkKl+fYXku3ENGUUoeXk4bUmojqejwwNdVccaHyu6+44kJXiW3cRMus+VxZCVNTzQcEi15eLV4IAADgNiSplga2sjzcImRo2PqMgYjWRCs/D6ob/jDIWvLSOd/Gh8gyztVnDESk3P8dW1PNGwKdMX2QMQAAADQmqaRB8PYlopM+7pMyHfKTERHPsl9q7/W2N4yfdPTtz5W7r3bBFhUSAAAANCOp1xNsTZWToVKleyZksAtExBEJ8UOscoX8zEnGYXdE93aMGqP87muWqPEiE6Je34UhAwAAeAxJJQ215cUzxnid1ru3NCwocBARCQJZzI5+Ax39BtZ/5Bg2Sn7udP0uH9mLDwrpkmABAAA8jKSShlc0Zac13OI8+6O5tjVRynNeXB8T/+xlWy+LQESiSk0qtdshfGCQeclj8hNHGZORD4twDB9FDMMW5HGlJYK3Dx/VC2tdAgAAuEgqaTgpt0woc7x11kxE71e5rwRvG5vSYgbABwTyk2fU76q++VJ+5mTdR1G9zPfeh5WrAAAASGIdIUONjtnFzhY/so0a40gcfsMzcNdy6jMGIuJyrsjPnrpOfQAAgNuHpJKG5blOWbN1qoiI9/NzjE5uyxm4kqIm+ww1HpAJAABwO5NU0jBc0EZYhOblrNEoy7zQljOIXu5DJ0S9TwdEBgAA4PkklTQ44ofcXeYsULEXvLhn+qvnDdX+o7eqVkaM3a7avVOWnXXDMzh79+UDg+p3Bb23ffCQzgwZAADAY0iqI6QjYajq4B4nY585TJunZonoiyD5F0HyfUdqlAIjz7jgjOlz/TOInMyycIni5DGmpEj08bMPGylqdV0SOwAAQE8nqaSBsVjIan2nr8qVMbic1HPfGxRTSxwi72SsVvmFs2SqFULDnbF9WzyJqFTaksZ2VcgAAAAeQ1JJg6hSMWp1rsp9XGWuiiUiwRCg+eBttrrKVegYlGidMrOrQwQAAPBYkurTQAxDoeFDa3i34mHVTiLiSorqMwYikp87zZUUd2l4AAAAnkxSSQNjs4nXch69Zhtb0TBbwxM5tuHVPBGR2eJWn61wX60KAAAAWiOp1xPyc6fJ4VASfXvMuN9PlqvmBtc4E2t4InIkDhc5jvKuNq4v+Bm6KVIAAADPI6mkgaksd20UKdgf/WQlCpYTxPhanhPJ2bsvHxAky8pga6pddZwDE1yjK2XZWfLTJxiblY/qZR8xRpTLW70AAADAbUxSSQM5eCK6omb7j6ubo+ntSMWuIPnHp0zKPV+bHl1hXrxMfv4MYzTyoWHO3nFEJMvKUH/+iasyl3eNLS6yzFnQXeEDAAD0ZJJKGlgSiehfMcqGIpG2B8tP67nEqkrGZhNVavuwUY0PUZz6qfGu7FImU10lemMWSAAAAHeS6ggpqFRElK1pdFMMEdFlLSdqdaJS2fwQxmxyK2GblQAAAABJLGkQDcFENLDWffmJQTV8a/M18aHhbiVCQGBnxAYAAODppJU08E4i+n22tY+5YaqGByvlEVMWOoaMaPEQ69jxfFAIkUhEopfeMnu+KENHSAAAgBZIqk8DKZVEZLCLR38wbg+RFyvY0TX8KN8YezTX6iFqjfmBR9jCfNZmcwaHkFrTddECAAB4FEklDc6wuncNGkH8Zb69rrQ8U3Yp07xwMR8R1fJhDCOEhrewojYAAAA0Iq3XE3pvds58IhIZOqWXHfCXVcnr1qGQnzjaraEBAAB4PEm1NBDPU1lplV47ayB71IcjojCrsPq8ZVqJgysu6u7gAAAAPJukWhoURw4KP+z7c4ToyhiIKF/FrhioMXEkyqWVHgEAAHQ5SSUN8ovpRHTEp0m3xwIVc8GLc/bu1/Ixosg4HF0QGwAAgKeT1t/fPE9E/nbRrdhP5eMYkdS8uvLwAfnJY4zFwgcEWifNEELDuiJIAAAAzySplgZnbF8iWnbN1rgw3CKWzJojqtVuleVnTyt+PMBYLETElRarv/iUsVm7LFQAAACPI6mkwZ48nohmFzs+OWm6u8w5opr//WXbxHL7N7a85pVllzIb7TFsTTVXmN9VkQIAAHgeSb2eEGVyksnI6ZxZ7JhZ3NBTYa/8Ck0Y6V6bYdwP7+z4AAAAPJmkWhqIiI3p3bxw/MlMxm53K3T07dc4TxC8fYTQiM4NDgAAwJNJLWmosltaKhbZqkq3IueAwba7JooaLREJoWHWWfNEhaLzAwQAAPBUkno9wZiMXjlXW/xE8PVtXmofOcY+cgzxPHGtL04BAAAARCSxlgbGZmux3HbXBFHeeisCMgYAAIA2kFRLg+DrV6CVh5oaukCe0nOx0+5nwqO7LygAAACJkFRLAzFM4Zw52Zq6m0rTc8fuHIaMAQAAoENIK2kgGjUgyfj4E+/39iaihBr+V18dy/t0AwlY+BoAAKC9pJY0ENHly2lLLlXX7/a/UlBx4ofm1ZiaannaSfmZU4zJ2IXRAQAAeCpJ9WkgIvFy1qSv3FMEe14OjbircYnsymX1px/V75oXLebDo7oiPgAAAI8ltZYG4bMtWnuzVSs1GrcC5Z6vmu7u7tSoAAAAJKBntTR4eXm163hjrVhR3rw4cuwkZeMzW63UdK4nrrTYS6sltkekUHK5vL3fQ3dTKBScxw5kZRiG4zhPfwRKpVIm61k/3W3negRsz/h5vGUqlUoul3d3FLfI9Qg896cYOk/P+mfFaGxf9wJe0DUtsMpl5Qvu89b6OBqfWRS1Gi1jNjUU+PiazOZ2XbqDMAyj0+na+z10Kz8/P7vdbrG0ODWnB2BZVqPRePQjUCqVNpvNavXUVVs5jlOpVCaT6cZVeySGYZRKpdVqtbUyc0zPJ5PJFAqFuWf8q3hTlEpld4cgcT0raRDF9i0axbJs8njh4N6GkvFT9CHRzU9rT0pWfv91/a41Kbm9l+44oij2nGBumefegviz7g6kvTz3FvAIup1kHgF0uJ6VNLQfe8903sePv3BWZFnnwMHO3nEtVrMPHSH4+cky04lhHP0H8hHRXRsmAACA55Fa0kAMIw4dUdu331FzgVFwDHNaDDJ1ixWd0bHO6Ngujg4AAMBzSS5pICp1mKdc3nTBWtcj8t3IqTP0LayXDQAAADfFs/snt+iFvP31GQMRPXTtK7PQbBAmAAAA3CQJJg3HavPdStKtLYzDBAAAgJsiwaQhWNFohL1IRBQs13ZXMAAAAJIhwaRhefD7Q3gpAAAL4ElEQVSIhh2Gputjw+SePVEPAABATyDBjpCTfWK3Rc95v+JstWC7SxvxK8OQ7o4IAABACiSYNBBRsi4iWRfR3VEAAABIigRfTwAAAEBnQNIAAAAAbYKkAQAAANoESQMAAAC0CZIGAAAAaBMkDQAAANAmSBoAAACgTZA0AAAAQJsgaQAAAIA2QdIAAAAAbYKkAQAAANoESQMAAAC0CZIGAAAAaBMkDQAAANAmSBoAAACgTZA0AAAAQJsgaQAAAIA2QdIAAAAAbYKkAQAAANoESQMAAAC0CZIGAAAAaBMkDQAAANAmSBoAAACgTWTdHUAn4Hll6iEu8wKRyPcdYBs5hjiuu2MCAADweBJMGpjvdysOH3RtcyXFZDHbxt/TvSEBAABIgOReT4gik3aycYH8wlkSxe4KBwAAQDIklzQIApmMjQsYi5nh+e4KBwAAQDIklzRwHEXHNi7gwyNFmQTfwgAAAHQxySUNRMLMe3lDYN22IdA6eUb3xgMAACANUvwT3M/fvHgZV1FGIvH+BmIlmBgBAAB0PSkmDUTEsvWNDQAAANAh8Fc4AAAAtAmSBgAAAGgTJA0AAADQJkgaAAAAoE2QNAAAAECbIGkAAACANkHSAAAAAG2CpAEAAADaBEkDAAAAtAmSBgAAAGgTJA0AAADQJkgaAAAAoE0YURS7O4aO9MEHH8TExNx5553dHcjta/369QkJCSNHjuzuQG5f//nPf8aMGZOYmNjdgdymnE7nunXrJkyYMGDAgO6OBaCDSa2lYdu2bT/99FN3R3Fb27x58+nTp7s7itvaBx98cOHChe6O4vbF8/zGjRuzsrK6OxCAjie1pAEAAAA6CZIGAAAAaBOp9WkoLi5WqVTe3t7dHcjtq7CwUKvV6vX67g7k9lVQUKDX63U6XXcHcpsSRbGgoMDX11ej0XR3LAAdTGpJAwAAAHQSvJ4AAACANpF1dwAd5vz58//9739ramrGjh370EMPsSzyoY6xc+fOzz//3G63JyQkrFixQqVSUSvfdjsLoTXFxcVr1qzJzs6OiYn5f//v/7neO+ARdKX9+/dv2rTJ4XAkJSU9/PDDHfJt4xGARxIlwel0Ll26NC0tzWKx/P73v9+3b193RyQR2dnZS5cuLS0tra2tfe655zZt2iS28m23sxBaIwjCY489duzYMYfDsW7dug8//FDEI+ha2dnZixYtKiwstNlszz///JdffiniEcDtSiK5bVpamsFgGDx4sEqlmjFjxv79+7s7IokoKioaN26cwWDQ6XQjR44sLi6mVr7tdhZCa9LS0nx8fEaMGCGTyR5++OGpU6cSHkHXOnHixLBhw4KDgxUKxZQpUw4dOkR4BHC7ksjriZKSkoiICNd2REREaWlp98YjGUlJSUlJSdXV1Tk5OQcOHFi0aBG18m23sxBaU1hYqNfrX3nllezs7Li4uEceeYTwCLqW0+kUf+4wzrJsh3zbeATgoSTS0lBbW6tWq13barW6pqame+ORmMzMzLfffttqtbr+mWvx225nIbTGaDSmpqaOHz/+X//6FxG99dZbhEfQtYYOHXry5MmcnJzq6uqdO3cajUbCI4DblUSSBp1OZ7VaXdsWiwUj1DvWyJEj165dO2nSpP/+97/UyrfdzkJojUajiYuLGz58uEajmT59+vHjxwmPoGv17dv3oYceev3111etWpWQkNAh3zYeAXgoiSQNQUFB+fn5ru2CgoKgoKDujUcyPvvss++//9613a9fv4KCAmrl225nIbQmMDCwfpvjOI7jCI+ga9nt9jFjxrz55purV6/u1atXSEgI4RHA7UoiSUNCQkJhYWF2drYgCLt3705OTu7uiCTCYDB8+eWXhYWFJpPpq6++cq3a1+K33c5CaE1iYmJ+fn5GRoYoil9++eWIESMIj6Br1dTULF++vKyszGKxbNu2bdKkSYRHALcr6cwImZGRsW7dOpvNNnLkyKVLlzIM090RScSWLVu+++47m80WHx//+OOPe3l5USvfdjsLoTXnzp176623qqurBw4c+Otf/xqPoOvt2rVr8+bNWq128uTJs2fPdhXiEcBtSDpJAwAAAHQqibyeAAAAgM6GpAEAAADaBEkDAAAAtAmSBgAAAGgTJA0AAADQJkgaAAAAoE2QNAB0KS8vr/pJNls0b9485mcsy0ZGRq5YsaK2trbLIgQAaI1EVrkEkJLk5ORXXnmFiCwWy+7du9euXWuxWDZs2NDdcQHA7Q5JA0CP4+fnN2rUKNf2uHHj5HL5mjVr2pI0mM1mjUbTydEBwO0LrycAOkZZWdm9997r5+c3fPjw7du3MwxjMpmI6NKlS5MnT/bx8RkyZMjOnTtdlY8ePRoQELBhw4bQ0FC9Xj9hwoT09PTWzuzj42M2m3mer6mpeeyxx6Kiory9vWfMmJGXl+eqwDDM0aNH77nnnkWLFhFRaWnpwoULAwICYmNjn3vuOZ7nXWHMnj07KChIr9ePGzcuLS3tZsMAAEDSANAxpk+fbrFYvv7665UrVy5btsxVaDab77rrLp7nd+7cuWrVquXLl5vNZtdHFRUVf/rTn1avXr1r1y61Wp2cnFxTU+N2TqvVumPHjjfffPPOO+/kOG7OnDmZmZn/+9//9uzZo9fr77nnnqqqKlfNp5566sEHH1y7dq0gCJMmTaqqqtqxY8eLL7747rvv/v73vyeimTNn1tTUbNq0aceOHaIoPvroo20PAwCgjggA7Xbw4EGlUllWVuba/ec//0lERqNx/fr1vr6+1dXVrvLPP/+ciPbs2ZOamkpEn376qavcbDYHBgauXr1aFMW5c+e6/ZDGx8dfvnw5NTVVLpdXVla6DnE6nUFBQRs2bBBFkYheeuklV/muXbu0Wm1FRYVr9/3333/ooYcEQXjttdeys7NdhR988IHBYBBF8TphAAA0hz4NAB3gzJkzsbGx/v7+rt36Hgnnz58fOXKkXq937d59992Njxo3bpxrQ61Wjxkz5sKFC67d+o6QROTv7x8TE8Oy7MGDBx0OR0BAQP3hTqezoKDAtT106FDXxtmzZwcNGuTr6+vaXbx48eLFi4noN7/5zc6dO995552MjIy9e/dyHHfDMAAA3CBpAOgADoej8dLGLFv34q/x72YiUiqVbiX1OI5zOp2u7cYdIet5e3sHBwcXFha2eLhOp6uPpPkljEbj2LFjZTLZ/PnzlyxZMmPGjGeeeeaGYQAAuEGfBoAOMGDAgEuXLlVUVLh2jx075tro37//sWPH6mdZOHz4sKtbosuBAwdcG1ar9fDhwwMGDLjOJQYOHFhcXFzfUTE/P3/06NFnzpxpHsm5c+fqr7h+/fqRI0fu27fvwoUL33777cqVK6dPny6TNflr4abCAIDbGZIGgA4wceLE+Pj4JUuWnDx5cvv27evWrSMihmEWLVqkUqnmzp17+PDhr7766tFHH208JPLJJ5/csWNHamrqwoULbTbb0qVLr3OJvn37zpkzZ/bs2bt37967d+/9999vNBoHDhzoVm3mzJkhISH333//8ePHt2zZ8pe//CU5Odnf399ut2/fvj03N3f79u1//OMfzWZzWVnZLYQBALe17u5UASARhYWFM2bM8Pb2Hj9+/JYtW1iWFQRBFMWsrKxJkyZ5e3vHx8dv37590KBB9R0hd+3aNXjwYC8vr3Hjxp07d851nrlz586ePbvFS5hMpscffzw8PNzHx2f27Nk5OTmuciI6dOhQfbW8vLw5c+b4+fmFhIQ8+eSTFotFFMW///3vwcHBfn5+c+fOzcjI6N+//4gRI64TBgBAc4woit2ctgB4vrKysm3btj3wwAOuhoSNGzf+7W9/y8rKaq3+0aNHR48e7XQ6W+vi0DV6SBgA4CnQERKgA2i12ueeey4rK2vlypUlJSX//Oc/0cgPANKDPg0AHUCtVn/xxReHDh2KiYmZPXv2zJkzn3766evUVyqV0dHRXRVdTw8DADwFXk8AAABAm6ClAQAAANoESQMAAAC0CZIGAAAAaBMkDQAAANAmSBoAAACgTZA0AAAAQJsgaQAAAIA2+f+L2UxoCTel0gAAAABJRU5ErkJggg==)
p + geom_text(data = filter(gapminder, gdpPercap > 25000, lifeExp < 75),
aes(x = gdpPercap, y = lifeExp,label=country),col="black",size=3) + annotate("rect", xmin=25000, xmax=120000,ymin=50,ymax=75,alpha=0.2)
![](data:image/png;base64,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)
---
title: "R Crash Course"
author: "Mark Dunning"
date: '`r format(Sys.time(), "Last modified: %d %b %Y")`'
output: 
  html_notebook: 
    toc: yes
    toc_float: yes
    css: stylesheets/styles.css
editor_options: 
  chunk_output_type: inline
---

# Introduction to R - Part II

<img src="images/logo-sm.png" style="position:absolute;top:40px;right:10px;" width="200" />

<div class="warning">
If you have previously-attended this course and are reviewing the notes, please be aware of some re-organisation of the materials in this section. Some of the later examples have been moved to Part 3.
</div>


We should have loaded the `readr` library and imported an example dataset into R

```{r message=FALSE}
library(readr)
gapminder <- read_csv("raw_data/gapminder.csv")
```


## Manipulating Columns

We are going to use functions from the **`dplyr`** package to **manipulate the data frame** we have just created. It is perfectly possible to work with data frames using the functions provided as part of "*base R*". However, many find it easy to read and write code using `dplyr`.

There are **many more functions available in `dplyr`** than we will cover today. An overview of all functions is given in a cheatsheet.

<div class="information">

- [dplyr cheatsheet](https://www.rstudio.com/wp-content/uploads/2015/02/data-wrangling-cheatsheet.pdf). The cheatsheet is also available through the RStudio Help menu.

</div>

Before using any of these functions, we need to load the library:- 

```{r message=FALSE}
library(dplyr)
```


### `select`ing columns


We can **access the columns** of a data frame using the `select` function. 

#### by name

Firstly, we can select column by name, by adding bare column names (i.e. not requiring quote marks around the name) after the name of the data frame, separated by a `,` . 

```{r}
select(gapminder, country, continent)
```

<div class="warning">
As we have to type the column names manually (no auto-complete!), we have to make sure we type the name exactly as it appears in the data. If `select` sees a name that doesn't exist in the data frame it should give an informative message
`Error: Can't subset columns that don't exist.`
</div>

We can also omit columns from the ouput by putting a minus (`-`) in front of the column name. Note that this is not the same as removing the column from the data permanently.

```{r}
select(gapminder, -country)
```

#### range of columns

A range of columns can be selected by the `:` operator.

```{r}
select(gapminder, lifeExp:gdpPercap)
```

#### helper functions 

There are a number of helper functions can be employed if we are unsure about the exact name of the column.

```{r}
select(gapminder, starts_with("co"))
select(gapminder, contains("life"))
# selecting the last and penultimate columns
select(gapminder, last_col(1),last_col())
```

It is also possible to use the column number in the selection.

```{r}
select(gapminder, 4:6)
```

<div class="exercise">
**Question**: Why might using the number of the column sometimes be problematic? Consider what might happen if you wrote code to select the last column of data from a file using the column number. What would happen if the number of columns in the file was not constant?
</div>

The `select` function can be used with just a single column name - in a similar manner to the `$` operation we saw last time. However, `select` always returns a *data frame* whereas `$` gives a vector. Compare the output of the following code chunks

```{r}
select(gapminder, pop)
```

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

The consequence of this is that you cannot use functions such as `mean` in combination with `select`

```{r eval=FALSE}
pops <- select(gapminder, pop)
mean(pops)
```

In the next session we will see how to calculate summary statistics on particular columns in our data. For now, a useful function is `pull` that will return the correct type of data required for a function such as `mean`.

```{r}
pops <- pull(gapminder,pop)
mean(pops)
```



## Restricting rows with filter

So far we have been returning all the rows in the output. We can use what we call a **logical test** to **filter the rows** in a data frame. This logical test will be applied to each row and give either a `TRUE` or `FALSE` result. When filtering, **only rows with a `TRUE` result get returned**.

For example we filter for rows where the `lifeExp` variable is less than 40. 

```{r}
filter(gapminder, lifeExp < 40)
```

Internally, R creates a *vector* of `TRUE` or `FALSE`; one for each row in the data frame. This is then used to decide which rows to display.

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

```{r}
filter(gapminder, country == "Zambia")
```

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

```{r}
filter(gapminder, grepl("land", country))
```

We can also test if rows are *not* equal to a value using  `!=` 

```{r}
filter(gapminder, continent != "Europe")
```

### testing more than one condition

There are a couple of ways of testing for more than one pattern. The first uses an *or* `|` statement. i.e. testing if the value of `country` is `Zambia` *or* the value is `Zimbabwe`. Remember to use double `=` sign to test for string equality; `==`.


```{r}
filter(gapminder, country == "Zambia" | country == "Zimbabwe")
```


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

```{r}
filter(gapminder, country %in% c("Zambia", "Zimbabwe"))
```


We can require that both tests are `TRUE`,  e.g. which years in Zambia had a life expectancy less than 40, by separating conditional statements by a `,`. This performs an *AND* test so only rows that meet both conditions are returned.

```{r}
filter(gapminder, country == "Zambia", lifeExp < 40)
```

<div class="information">
You may have noticed that `filter` will always output the same number of columns as the input data frame. `filter` never changes the columns that are displayed. There are ways of using `filter` in conjunction with `select` as we will see later.
</div>

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

## Exercise
<div class="exercise">
- Create a subset of the data where the population less than a million in the year 2002
- Create a subset of the data where the life expectancy is greater than 75 in the years prior to 1987
- Create a subset of the European data where the life expectancy is between 75 and 80 in the years 2002 or 2007.
- If you are finished with these, try to explore alternative ways of performing the same filtering
</div>
******
******
******


## Manipulating the values in a column / creating new columns

As well as selecting existing columns in the data frame, new columns can be created and existing ones manipulated using the `mutate` function. Typically a function or mathematical expression is applied to data in existing columns by row, and the result either stored in a new column or reassigned to an existing one. In other words, the number of values returned by the function must be the same as the number of input values. Multiple mutations can be performed in one line of code.

Here, we create a new column of population in millions (`PopInMillions`) and round `lifeExp` to the nearest integer.

```{r}
mutate(gapminder, PopInMillions = pop / 1e6,
       lifeExp = round(lifeExp))
```
Note that we haven't actually changed our `gapminder` data frame. If we wanted to make the new columns permanent, we would have to create a new variable.

If we want to rename existing columns, and not create any extra columns, we can use the `rename` function.

```{r}
rename(gapminder, GDP=gdpPercap)
```


## Ordering / sorting

The whole data frame can be re-ordered according to the values in one column using the `arrange` function. So to order the table according to population size:-

```{r}
arrange(gapminder, pop)
```


The default is `smallest --> largest` but we can change this using the `desc` function

```{r}
arrange(gapminder, desc(pop))
```

`arrange` also works on character vectors, arrange them alpha-numerically.

```{r}
arrange(gapminder, desc(country))
```

We can even order by more than one condition

```{r}
arrange(gapminder, year, pop)
```


```{r}
arrange(gapminder, year, continent, pop)
```

## Saving data frames

A final point on data frames is that we can write them to disk once we have done our data processing. 

Let's create a folder in which to store such processed, analysis ready data

```{r, warning=FALSE, message=FALSE}
dir.create("out_data",showWarnings = FALSE)
## showWarnings will stop a message from appearing if the directory already exists
```


```{r}
byWealth <- arrange(gapminder, desc(gdpPercap))
# check the output before writing
head(byWealth)
write_csv(byWealth, file = "out_data/by_wealth.csv")
```

We will now try an exercise that involves using several steps of these operations

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

## Exercise
<div class="exercise">
- Filter the data to include just observations from the year 2002
- Re-arrange the table so that the countries from each continent are ordered according to decreasing wealth. i.e. the wealthiest countries first
- Select all the columns apart from year 
- Write the data frame out to a file in `out_data/` folder
</div>
```{r echo=FALSE}



```


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


## "Piping"

As have have just seen, we will often need to perform an analysis, or clean a dataset, using several `dplyr` functions in sequence. e.g. filtering, mutating, then selecting columns of interest (possibly followed by plotting - see shortly).

As a small example; if we wanted to filter our results to just Europe the `continent` column becomes redundant so we might as well remove it.

The following is perfectly valid R code, but invites the user to make mistakes and copy-and-paste erros when writing it. We also have to create multiple copies of the same data frame.

```{r}
tmp <- filter(gapminder, continent == "Europe")
tmp2 <- select(tmp, -continent)
tmp2
```

(Those familiar with Unix may recall that commands can be joined with a pipe; `|`)

In R, `dplyr` commands to be linked together and form a workflow. The symbol `%>%` is pronounced **then**. With a `%>% ` the input to a function is assumed to be the output of the previous line. All the `dplyr` functions that we have seen so far take a data frame as an input and return an altered data frame as an output, so are amenable to this type of programming.

The example we gave of filtering just the European countries and removing the `continent` column becomes:-


```{r}
filter(gapminder, continent=="Europe") %>% 
  select(-continent)
```


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

#### Exercise

<div class="exercise">
- Re-write your solution to the previous exercise, but using the ` %>% ` symbol

</div>

```{r}


```


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

# Plotting

The R language has extensive graphical capabilities.

Graphics in R may be created by many different methods including base graphics and more advanced plotting packages such as lattice.

The `ggplot2` package was created by Hadley Wickham and provides a intuitive plotting system to rapidly generate publication quality graphics.

`ggplot2` builds on the concept of the “Grammar of Graphics” (Wilkinson 2005, Bertin 1983) which describes a consistent syntax for the construction of a wide range of complex graphics by a concise description of their components.

## Why use ggplot2?

The structured syntax and high level of abstraction used by ggplot2 should allow for the user to concentrate on the visualisations instead of creating the underlying code.

On top of this central philosophy ggplot2 has:

- Increased flexibility over many plotting systems.
- An advanced theme system for professional/publication level graphics.
- Large developer base – Many libraries extending its flexibility.
- Large user base – Great documentation and active mailing list.

<div class="information">

It is always useful to think about the message you want to convey and the appropriate plot before writing any R code. Resources like [data-to-viz.com](https://www.data-to-viz.com/) should help.
</div>

With some practice, `ggplot2` makes it easier to go from the figure you are imagining in our head (or on paper) to a publication-ready image in R.

<div class="information">
As with `dplyr`, we won't have time to cover all details of `ggplot2`. This is however a useful [cheatsheet](https://raw.githubusercontent.com/rstudio/cheatsheets/main/data-visualization.pdf) that can be printed as a reference. The cheatsheet is also available through the RStudio Help menu.
</div>

## Basic plot types

A plot in `ggplot2` is created with the following type of command

```
ggplot(data = <DATA>, mapping = aes(<MAPPINGS>)) +  <GEOM_FUNCTION>()
```

So we need to specify

- The data to be used in graph
- Mappings of data to the graph (*aesthetic* mapping)
- What type of graph we want to use (The *geom* to use).

Lets say that we want to explore the relationship between GDP and Life Expectancy. We might start with the hypothesis that richer countries have higher life expectancy. A sensible choice of plot would be a *scatter plot* with gdp on the x-axis and life expectancy on the y-axis.

The first stage is to specify our dataset

```{r}
library(ggplot2)
ggplot(data = gapminder)
```

For the aesthetics, as a bare minimum we will map the `gdpPercap` and `lifeExp` to the x- and y-axis of the plot. Some progress is made; we at least get axes

```{r}
ggplot(data = gapminder,aes(x=gdpPercap, y=lifeExp))
```

That created the axes, but we still need to define how to display our points on the plot. As we have continuous data for both the x- and y-axis, `geom_point` is a good choice.

```{r}
ggplot(data = gapminder,aes(x=gdpPercap, y=lifeExp)) + geom_point()
```




The *geom* we use will depend on what kind of data we have (continuous, categorical etc)

- `geom_point()` - Scatter plots
- `geom_line()` - Line plots
- `geom_smooth()` - Fitted line plots
- `geom_bar()` - Bar plots
- `geom_boxplot()` - Boxplots
- `geom_jitter()` - Jitter to plots
- `geom_histogram()` - Histogram plots
- `geom_density()` - Density plots
- `geom_text()` - Text to plots
- `geom_errorbar()` - Errorbars to plots
- `geom_violin()` - Violin plots
- `geom_tile()` - for "heatmap"-like plots


Boxplots are commonly used to visualise the distributions of continuous data. We have to use a categorical variable on the x-axis such as `continent` or `country` (not advisable in this case as there are too many different values). 

The order of the boxes along the x-axis is dictated by the order of categories in the factor; with the default for names being alphabetical order.

```{r}
ggplot(gapminder, aes(x = continent, y=gdpPercap)) + geom_boxplot()
```


```{r}
ggplot(gapminder, aes(x = gdpPercap)) + geom_histogram()
```

Producing a barplot of counts only requires an `x` variable. The counts will be generated by R. 

```{r}
ggplot(gapminder, aes(x=continent)) + geom_bar()
```

The height of the bars can also be mapped directly to numeric variables in the data frame if the `geom_col` function is used instead. 

In the below plot the axis labels will be messy and difficult to read. This is something that can be customised with some of the `ggplot2` options we will explore later.

```{r}
gapminder2002 <- filter(gapminder, year==2002,continent=="Americas")
ggplot(gapminder2002, aes(x=country,y=gdpPercap)) + geom_col()
```

Where appropriate, we can add multiple layers of `geom`s to the plot. For instance, a criticism of the boxplot is that it does not show all the data. We can rectify this by overlaying the individual points.

```{r}
ggplot(gapminder, aes(x = continent, y=gdpPercap)) + geom_boxplot() + geom_point()
```

```{r}
ggplot(gapminder, aes(x = continent, y=gdpPercap)) + geom_boxplot() + geom_jitter(width=0.1)
```


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

### Exercises

<div class="exercise">
- The violin plot is a popular alternative to the boxplot. Create a violin plot with `geom_violin` to visualise the differences in GDP between different continents.
- Create a subset of the `gapminder` data frame containing just the rows for your country of birth
- Has there been an increase in life expectancy over time?
    + visualise the trend using a scatter plot (`geom_point`), line graph (`geom_line`) or smoothed line (`geom_smooth`).
- What happens when you modify the `geom_boxplot` example to compare the gdp distributions for different years?
    + Look at the message `ggplot2` prints above the plot and try to modify the code to give a separate boxplot for each year
</div>

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


```{r}

```





As we have seen already, `ggplot` offers an interface to create many popular plot types. It is up to the user to decide what the best way to visualise the data.




## Customising the plot appearance

Our plots are a bit dreary at the moment, but one way to add colour is to add a `col` argument to the `geom_point` function. The value can be any of the pre-defined colour names in R. These are displayed in this [handy online reference](http://www.stat.columbia.edu/~tzheng/files/Rcolor.pdf). *R*ed, *G*reen, *B*lue of *Hex* values can also be given.

```{r}
ggplot(gapminder, aes(x = gdpPercap, y=lifeExp)) + geom_point(col="red")
```

```{r}
# Use the Hex codes from Farrow and Ball: https://convertingcolors.com/list/farrow-ball.html
# (cook's blue)

ggplot(gapminder, aes(x = gdpPercap, y=lifeExp)) + geom_point(col="#6A90B4")
```


However, a powerful feature of `ggplot2` is that colours are treated as aesthetics of the plot. In other words we can use a column in our dataset.

Let's say that we want points on our plot to be coloured according to continent. We add an extra argument to the definition of aesthetics to define the mapping. `ggplot2` will even decide on colours and create a legend for us.

```{r}
ggplot(gapminder, aes(x = gdpPercap, y=lifeExp,col=continent)) + geom_point()
```

It will even choose a continuous or discrete colour scale based on the data type. We have already seen that `ggplot2` is treat our `year` column as numerical data; which is probably not very useful for visualisation.

```{r}
ggplot(gapminder, aes(x = gdpPercap, y=lifeExp,col=year)) + geom_point()
```

We can force `ggplot2` to treat `year` as categorical data by using `as.factor` when creating the aesthetics.

```{r}
ggplot(gapminder, aes(x = gdpPercap, y=lifeExp,col=as.factor(year))) + geom_point()
```

When used in the construction of a boxplot, the `col` argument will change the colour of the lines. To change the colour of the boxes we have to use `fill`.

```{r}
ggplot(gapminder, aes(x = continent, y=gdpPercap,fill=continent)) + geom_boxplot()
```


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

### Exercises before the next session
<div class="exercise">
- Using the `filter` function, find all countries that start with the letter Z
  + Hint: You can find the first letter of each country using the `substr` function. The `mutate` function can then be used to add a new column to the data.
- Use `geom_tile` to create a heatmap visualising life expectancy over time for European countries. You will need to work out what `aes`thetics to specify for a `geom_tile` plot
</div>

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

An example plot is shown on the compiled notes.

![](images/tile_example.png)


## Appendix

### Adding text to a plot

Annotations can be added to a plot using the flexible `annotate` function documented [here](https://ggplot2.tidyverse.org/reference/annotate.html). This presumes that you know the coordinates that you want to add the annotations at.

```{r}
p<- ggplot(gapminder, aes(x = gdpPercap, y = lifeExp,col=continent)) + geom_point()
p + annotate("text", x = 90000,y=60, label="Some text")
```

Highlighting particular points of interest using a rectangle.

```{r}
p + annotate("rect", xmin=25000, xmax=120000,ymin=50,ymax=75,alpha=0.2)
```


We can also map directly from a column in our dataset to the `label` aesthetic. However, this will label all the points which is rather cluttered in our case

```{r}
ggplot(gapminder, aes(x = gdpPercap, y = lifeExp,col=continent,label=country)) + geom_point() + geom_text()
```

Instead, we could use a different dataset when we create the text labels with `geom_text`. Here we filter the `gapminder` dataset to only countries with `gdpPercap` greater than `57000` and only these points get labeled. We can also set the text colours to a particular value rather than using the original colour mappings for the plot (based on continent).

```{r}
p + geom_text(data = filter(gapminder, gdpPercap > 57000), 
              aes(x = gdpPercap, y = lifeExp,label=country),col="black")
```

```{r}
p + geom_text(data = filter(gapminder, gdpPercap > 25000, lifeExp < 75), 
              aes(x = gdpPercap, y = lifeExp,label=country),col="black",size=3) + annotate("rect", xmin=25000, xmax=120000,ymin=50,ymax=75,alpha=0.2)
```


### Comment about the axis scale

The plot of `gdpPercap` vs `lifeExp` on the original scale seems to be influenced by the outlier observations (which we now know are observations from `Kuwait`). In such situations it may be possible to transform the scale of one axis for visualisation purposes. One such transformation is `log10`, which we can apply with the `scale_x_log10` function. Others include `scale_x_log2`, `scale_x_sqrt` and equivalents for the y axis.

```{r}
p + scale_x_log10()
```

By splitting the plot by continents we see more clearly which continents have a more linear relationship. At the moment this is useful for visualisation purposes, if we wanted to obtain summaries from the data we would need the techniques in the next section.

```{r}
p + scale_x_log10() + geom_smooth(method="lm",col="black") + facet_wrap(~continent)
```


Comment about the axis scale
The plot of
gdpPercap
vslifeExp
on the original scale seems to be influenced by the outlier observations (which we now know are observations fromKuwait
). In such situations it may be possible to transform the scale of one axis for visualisation purposes. One such transformation islog10
, which we can apply with thescale_x_log10
function. Others includescale_x_log2
,scale_x_sqrt
and equivalents for the y axis.By splitting the plot by continents we see more clearly which continents have a more linear relationship. At the moment this is useful for visualisation purposes, if we wanted to obtain summaries from the data we would need the techniques in the next section.