What is Tidyverse?
library(tidyverse)
## ── Attaching packages ────────────────────────────────────────────────────────────────────────────────────────── tidyverse 1.3.0 ──
## ✓ ggplot2 3.3.2 ✓ purrr 0.3.4
## ✓ tibble 3.0.4 ✓ dplyr 1.0.2
## ✓ tidyr 1.1.2 ✓ stringr 1.4.0
## ✓ readr 1.4.0 ✓ forcats 0.5.0
## ── Conflicts ───────────────────────────────────────────────────────────────────────────────────────────── tidyverse_conflicts() ──
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()
Tidyverse is a package, or a set of add-on tools, that you can optionally use in R to easily and clearly process and visualise your data. In the tidyverse, there are a number of included packages. You do not need to use them all, nor do you need to load them all, but for simplicity’s sake, it’s easier to load the whole thing and then not worry about it.
The most important (and exciting!) difference between the way base R functions work and the way tidyverse functions work is the pipe: %>%
In short, the pipe (%>%
) takes whatever has already been done in the preceding line(s) and funnels it into the next line. This means complex operations can be performed, including changing or manipulating the data.frame, but it is temporary within the piped lines and will not permanently alter the data. Each line that you pipe to will have a function, and the functions defined inside the tidyverse package are typically referred to as verbs
. I will not use this terminology strictly, but it is good to know.
We’ll get into more complex examples later on.
Main packages
The most useful packages for general data manipulation and visualisation are discussed in this section. To start, let’s read in a data.frame so we can practice setting it up. You can download this dataset to put in your “data” folder (as we discussed in best practices last time).
Once you’ve got your dataset in your data folder, you can read the data into this R session with the following code:
data <- read.csv("data/binomial-data.csv", header=TRUE, as.is=TRUE)
We can view the data a few different ways. The function View()
(note the capidal “V”) will open the data as a data.frame
in a new tab and it will look like a spreadsheet. Try that now:
View(data)
Note that you can’t edit the data.frame
but you can sort the data by column. This doesn’t change anything about the structure of the data.frame
, which you can see because the row numbers stay with their original rows when you sort the data.
We can also view our data in the console. The function head()
and tail()
show us the first or last six rows of a data.frame, respectively. We can view more if you add a number as a second argument:
head(data, 10)
## experiment subject item condition selection selectCode
## 1 first 1 1 Baseline Option 2 0
## 2 first 1 2 Baseline Option 1 1
## 3 first 1 3 Baseline Option 2 0
## 4 first 1 4 Baseline Option 2 0
## 5 first 1 5 Baseline Option 1 1
## 6 first 1 6 Baseline Option 1 1
## 7 first 1 7 Baseline Option 2 0
## 8 first 1 8 Baseline Option 1 1
## 9 first 1 9 Baseline Option 2 0
## 10 first 1 10 Baseline Option 2 0
tibble
When you import a data.frame, there are two arguments I’ve added in: header=TRUE
and as.is=TRUE
. The first one says that the first row is the header row that names the columns. This is optional, but good to specify explicitly. The second argument tells R to not change the class of the column. The most common data classes are:
int
: integers
dbl
: double (a continuous numerical value)
chr
: character (letters and numbers stored as a string)
fctr
: factor (a categorical value)
If you don’t specify as.is=TRUE
(that is, if as.is=FALSE
), then all non-numerical values will imported as factors. This often doesn’t matter, but it can potentially cause issues later on, so I typically assign the value TRUE
.
A tibble is a massively simplified data.frame. You can read in detail here about the way tibbles differ from data.frames. Importantly, using the tidyverse to interact with your data will typically convert your data.frame to a tibble. This won’t make much of a difference 99.9% of the time, but you might notice some differences in the way it displays.
as.tibble(data)
## Warning: `as.tibble()` is deprecated as of tibble 2.0.0.
## Please use `as_tibble()` instead.
## The signature and semantics have changed, see `?as_tibble`.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_warnings()` to see where this warning was generated.
## # A tibble: 1,440 x 6
## experiment subject item condition selection selectCode
## <chr> <int> <int> <chr> <chr> <int>
## 1 first 1 1 Baseline Option 2 0
## 2 first 1 2 Baseline Option 1 1
## 3 first 1 3 Baseline Option 2 0
## 4 first 1 4 Baseline Option 2 0
## 5 first 1 5 Baseline Option 1 1
## 6 first 1 6 Baseline Option 1 1
## 7 first 1 7 Baseline Option 2 0
## 8 first 1 8 Baseline Option 1 1
## 9 first 1 9 Baseline Option 2 0
## 10 first 1 10 Baseline Option 2 0
## # … with 1,430 more rows
tidyr
The tidyr
package is designed to help you tidy your data without having to go through it by hand. This cuts down on typos and the amount of time and effort needed to put your data into an analysable form. In particular, gather()
and spread()
will be useful for turning wide data into long data and vice versa. It also provides a number of tools for tidying your data.
dplyr
Like tidyr
, the package dplyr
provide tools for organising and manipulating your data without having to go in and alter anything by hand. Some of the most useful components are mutate()
and filter()
, which add columns and reduce rows, respectively. This package also provides a number of ways to summarise your data for ease of display.
ggplot2
Finally, ggplot2
is probably the best known package in the tidyverse. It provides a clean, highly flexible, highly customisable way of visualising data. It does so by layering attributes one at a time and synthesising them as a whole so that the appearance and content can be tweaked and adjusted with high granularity.
Basic data manipulation
When you initially read data into your R session, it may not yet be in the most useful or appropriate form. Therefore, we must pre-process the data before we can analyse or visualise it. This is where basic data manipulation can come in handy.
Piping
“Piping” data from one line to the next does not actually alter the data permanently unless you overwrite your original dataset.
As a quick demonstration, the following two chunks of code do the exact same thing, but one has many embedded functions, whereas the tidyverse version is much more legible. Each chunk of code finds within the iris
dataset the rows that contain irises of species “versicolor” with sepal lengths of less than 5 and petal widths of greater than .3 (of which there is one).
Base R:
head(iris[iris$Sepal.Length<5 & iris$Species=="versicolor" & iris$Petal.Width > 0.3,])
## Sepal.Length Sepal.Width Petal.Length Petal.Width Species
## 58 4.9 2.4 3.3 1 versicolor
Tidyverse:
iris %>%
filter(Sepal.Length < 5,
Species == "versicolor",
Petal.Width > 0.3) %>%
head()
## Sepal.Length Sepal.Width Petal.Length Petal.Width Species
## 1 4.9 2.4 3.3 1 versicolor
In the first chunk (base R), the functions and logical operators are embedded within each other. This can cause problems if the brackets mismatch in type or number. It also can get confusing as the row specification is very long and complex so it can be easy to lose your place when reading (or for that matter, when writing it).
In the second chunk (tidyverse), the functions are ordered and laid out neatly. Because there is very little embedding, it is easier to keep track of brackets. It is also much easier to read because the verbs (i.e., functions) are explicitly named rather than having to remember what the square brackets []
do in contrast with the round parentheses ()
.
Let’s say we’re working with our imported data which has three experiments in it…
data %>%
head() # show the first 6 lines of the data.frame
## experiment subject item condition selection selectCode
## 1 first 1 1 Baseline Option 2 0
## 2 first 1 2 Baseline Option 1 1
## 3 first 1 3 Baseline Option 2 0
## 4 first 1 4 Baseline Option 2 0
## 5 first 1 5 Baseline Option 1 1
## 6 first 1 6 Baseline Option 1 1
- NB: I’ll be using the hash symbol
######
to set off the new code we’re adding in as we build up our data manipulation workflow.
Filter
What if we only want to work with a subset of our data.frame? This is where filter() comes in. As the name implies, this function filters your dataset based on the specified set of criteria, but we only want to work with the second experiment. In that case, we can do the following:
data %>%
######
filter(experiment == "second") %>% # only include the rows in which "experiment" contains the string "second"
######
head() # show the first 6 lines of the data.frame
## experiment subject item condition selection selectCode
## 1 second 1 1 Baseline Option 1 1
## 2 second 1 2 Baseline Option 1 1
## 3 second 1 3 Baseline Option 2 0
## 4 second 1 4 Baseline Option 2 0
## 5 second 1 5 Baseline Option 1 1
## 6 second 1 6 Baseline Option 1 1
Now, we can “pipe” this data to our next operations for visualisation or analysis and only the second experiment will available to the next operation.
Mutate
The verb mutate() allows us to add and change columns. The current dataset we’re working with doesn’t have a lot going on, but we can add a column renaming the conditions contingent on the experiment they’re in.
data %>%
######
mutate(condition = case_when(experiment == "first" & condition == "Baseline" ~ "Gap", # exp1 has two conditions: Gap and RP
experiment == "first" & condition == "Treatment" ~ "RP",
experiment == "second" & condition == "Baseline" ~ "Old form", # exp 2 has two conditions: Old and New
experiment == "second" & condition == "Treatment" ~ "New form",
TRUE ~ as.character(condition) # exp3 conditions stay the same
)
) %>%
######
head() # show the first 6 lines of the data.frame
## experiment subject item condition selection selectCode
## 1 first 1 1 Gap Option 2 0
## 2 first 1 2 Gap Option 1 1
## 3 first 1 3 Gap Option 2 0
## 4 first 1 4 Gap Option 2 0
## 5 first 1 5 Gap Option 1 1
## 6 first 1 6 Gap Option 1 1
The other common way to use mutate() is when you have a numerical operation (such as calculating residualised value by, say, word length). In this case, we can quickly add some fake columns to demonstrate how this would work (while adding back in our filter() operation from before):
set.seed(12345)
data %>%
filter(experiment == "second") %>% # only include the rows in which "experiment" contains the string "second"
######
mutate(fakeValue = rnorm(n=selectCode, mean = 10, sd = 3), # create fake continuous data
fakeLength = round(rnorm(n=selectCode, mean = 6, sd = .5), 0), # create fake discrete data
fakeResid = fakeValue / fakeLength) %>% # calculate fake value residualised by fake length
######
mutate(condition = case_when(experiment == "first" & condition == "Baseline" ~ "Gap", # exp1 has two conditions: Gap and RP
experiment == "first" & condition == "Treatment" ~ "Resumptive Pronoun",
experiment == "second" & condition == "Baseline" ~ "Old form", # exp 2 has two conditions: Old and New
experiment == "second" & condition == "Treatment" ~ "New form",
TRUE ~ as.character(condition) # exp3 conditions stay the same
)
) %>%
head() # show the first 6 lines of the data.frame
## experiment subject item condition selection selectCode fakeValue fakeLength
## 1 second 1 1 Old form Option 1 1 11.756586 6
## 2 second 1 2 Old form Option 1 1 12.128398 6
## 3 second 1 3 Old form Option 2 0 9.672090 6
## 4 second 1 4 Old form Option 2 0 8.639508 6
## 5 second 1 5 Old form Option 1 1 11.817662 5
## 6 second 1 6 Old form Option 1 1 4.546132 6
## fakeResid
## 1 1.9594311
## 2 2.0213997
## 3 1.6120150
## 4 1.4399181
## 5 2.3635325
## 6 0.7576887
Transmute
Not every column in this dataset is useful to us right now. Let’s say we only care about “subject”, “condition” and “fakeResid” now that we’ve applied our filter. In this case, we can use transmute() to reorganise and manipulate only the columns we want to keep. (We could also reorder the columns if we wanted by changing the order in which we call them as arguments.)
set.seed(12345)
data %>%
filter(experiment == "second") %>% # only include the rows in which "experiment" contains the string "second"
mutate(fakeValue = rnorm(n=selectCode, mean = 10, sd = 3), # create fake continuous data
fakeLength = round(rnorm(n=selectCode, mean = 6, sd = .5), 0), # create fake discrete data
fakeResid = fakeValue / fakeLength) %>% # calculate fake value residualised by fake length
mutate(condition = case_when(experiment == "first" & condition == "Baseline" ~ "Gap", # exp1 has two conditions: Gap and RP
experiment == "first" & condition == "Treatment" ~ "Resumptive Pronoun",
experiment == "second" & condition == "Baseline" ~ "Old form", # exp 2 has two conditions: Old and New
experiment == "second" & condition == "Treatment" ~ "New form",
TRUE ~ as.character(condition) # exp3 conditions stay the same
)
) %>%
######
transmute(subject = subject, # subject stays the same
condition = as.factor(condition), # convert condition to a factor
residualValue = fakeResid) %>% # rename 'fakeResid'
######
head() # show the first 6 lines of the data.frame
## subject condition residualValue
## 1 1 Old form 1.9594311
## 2 1 Old form 2.0213997
## 3 1 Old form 1.6120150
## 4 1 Old form 1.4399181
## 5 1 Old form 2.3635325
## 6 1 Old form 0.7576887
Excellent! Now we’ve pre-processed our data and can pipe it to our analysis or visualisation. (But we won’t, not quite yet.) One thing to note here is that head() is used only as a convention for display on this page. When we use head() during our actual pre-processing stage, we are cutting out every row beyond the 6th. When you do this on your own, you should leave out the head() function.
Gather
A different kind of pre-processing operation changes the shape of the data.frame. Often, what can happen is that you receive un-processed data that has something like the following structure (one subject per row, many columns).
wide <- read.csv("ExampleProject/data/wide-data.csv")
wide %>%
head()
## name age nationality gender L1 L2 favColour
## 1 James 21 English male English <NA> blue
## 2 Jenny 20 American female English Spanish green
## 3 Jordan 22 Canadian female French English purple
This can sometimes be useful, but for data analysis and visuatisation in R, it’s best to have one observation per row with very few columns. In this case, we can use gather()
. The first argument is typically the data.frame we are working with, but since we can start with the name of our data frame (in this case, wide
), we can pipe it directly into the gather()
verb and leave the argument defining the data.frame implicit. The next two arguments are the names of the columns we’re creating. By default, these are “key” and “value”, but we can call them anything we’d like. The last argument picks out which columns to gather. In this case, I want names to stay separate, and I want to gather all other columns into one long column.
wide %>%
######
gather("demographic","answer",age:favColour) %>%
######
head()
## name demographic answer
## 1 James age 21
## 2 Jenny age 20
## 3 Jordan age 22
## 4 James nationality English
## 5 Jenny nationality American
## 6 Jordan nationality Canadian
Spread
This can also go the other direction. If we have long data but we want it to be wide (though this is less common), we can use the spread
verb.
long <- read.csv("ExampleProject/data/long-data.csv",as.is = TRUE)
long %>%
head()
## subject measure value
## 1 1 Nationality English
## 2 1 Age 21
## 3 1 Savings 85 GBP
## 4 2 Nationality Scottish
## 5 2 Age 22
## 6 2 Savings 200 GBP
Now, I want the column called “measure” to be spread across several columns.
long %>%
######
spread(key=measure,value=value) %>%
######
head()
## subject Age Nationality Savings
## 1 1 21 English 85 GBP
## 2 2 22 Scottish 200 GBP
## 3 3 18 N.Irish 125 GBP
## 4 4 24 Welsh 300 GBP
## 5 5 20 American 105 USD
Although it’s less common, this verb is useful for displaying small tables and sometimes it can help generate graphs. In any case, it’s good to be aware of.
Separate
The last bit of tidyr
we’ll discuss for now is separate, which takes a column and splits it into two based on some character (which should be present in most if not all rows of that column). Below, we can take our long
dataset, once it’s been spread, and split the column called “Savings” into the numeric amount and the currency.
long %>%
spread(key=measure,value=value) %>%
######
separate(Savings,into=c("amount","currency"),sep=" ") %>%
######
head()
## subject Age Nationality amount currency
## 1 1 21 English 85 GBP
## 2 2 22 Scottish 200 GBP
## 3 3 18 N.Irish 125 GBP
## 4 4 24 Welsh 300 GBP
## 5 5 20 American 105 USD
Note quickly that “Age” and “amount” contain numbers but are still of class character
. We can easily change this with mutate(), as we did before:
long %>%
spread(key=measure,value=value) %>%
separate(Savings,into=c("amount","currency"),sep=" ") %>%
######
mutate(Age = as.integer(Age),
amount = as.numeric(amount)) %>%
######
head()
## subject Age Nationality amount currency
## 1 1 21 English 85 GBP
## 2 2 22 Scottish 200 GBP
## 3 3 18 N.Irish 125 GBP
## 4 4 24 Welsh 300 GBP
## 5 5 20 American 105 USD
Combining datasets
If you have multiple datasets that you wish to combine, dplyr and tidyverse provide a number of elegant ways of doing so. As this is a more advanced procedure, I’ll leave you with this link: https://dplyr.tidyverse.org/reference/bind.html
Summarising a data table
Sometimes, we don’t actually care about our raw data but rather we want to visualise or analyse a summary of the raw data. This is particularly useful in visualisation, as bar charts and error bars can be difficult for the visualisation tools to calculate on the fly.
Group by
The function group_by() doesn’t appear to do anything on its own. What it does is flag columns for summary when passed to the next verb (i.e., summarise(), described below). This means we can use the group_by() verb to select which categories are relevant to our analysis. Let’s take our fake data from earlier:
set.seed(12345)
data %>%
mutate(fakeValue = rnorm(n=selectCode, mean = 10, sd = 3), # create fake continuous data
fakeLength = round(rnorm(n=selectCode, mean = 6, sd = .5), 0), # create fake discrete data
fakeResid = fakeValue / fakeLength) %>% # calculate fake value residualised by fake length
head() # show the first 6 lines of the data.frame
## experiment subject item condition selection selectCode fakeValue fakeLength
## 1 first 1 1 Baseline Option 2 0 11.756586 6
## 2 first 1 2 Baseline Option 1 1 12.128398 6
## 3 first 1 3 Baseline Option 2 0 9.672090 6
## 4 first 1 4 Baseline Option 2 0 8.639508 6
## 5 first 1 5 Baseline Option 1 1 11.817662 6
## 6 first 1 6 Baseline Option 1 1 4.546132 6
## fakeResid
## 1 1.9594311
## 2 2.0213997
## 3 1.6120150
## 4 1.4399181
## 5 1.9696104
## 6 0.7576887
Now, let’s group by experiment and condition.
set.seed(12345)
data %>%
mutate(fakeValue = rnorm(n=selectCode, mean = 10, sd = 3), # create fake continuous data
fakeLength = round(rnorm(n=selectCode, mean = 6, sd = .5), 0), # create fake discrete data
fakeResid = fakeValue / fakeLength) %>% # calculate fake value residualised by fake length
group_by(experiment,condition) %>% # flag 'experiment' and 'condition' as categories of interest
head() # show the first 6 lines of the data.frame
## # A tibble: 6 x 9
## # Groups: experiment, condition [1]
## experiment subject item condition selection selectCode fakeValue fakeLength
## <chr> <int> <int> <chr> <chr> <int> <dbl> <dbl>
## 1 first 1 1 Baseline Option 2 0 11.8 6
## 2 first 1 2 Baseline Option 1 1 12.1 6
## 3 first 1 3 Baseline Option 2 0 9.67 6
## 4 first 1 4 Baseline Option 2 0 8.64 6
## 5 first 1 5 Baseline Option 1 1 11.8 6
## 6 first 1 6 Baseline Option 1 1 4.55 6
## # … with 1 more variable: fakeResid <dbl>
Nothing has changed (yet). However…
Summarise
When we summarise our data, we can see how group_by() has flagged the categories we’re interested in.
set.seed(12345)
data %>%
mutate(fakeValue = rnorm(n=selectCode, mean = 10, sd = 3), # create fake continuous data
fakeLength = round(rnorm(n=selectCode, mean = 6, sd = .5), 0), # create fake discrete data
fakeResid = fakeValue / fakeLength) %>% # calculate fake value residualised by fake length
group_by(experiment,condition) %>% # flag 'experiment' and 'condition' as categories of interest
summarise(mean = mean(fakeResid), # summarise by calculating the mean, standard deviation, and standard error for the categories of interest
sd = sd(fakeResid),
se = sd / sqrt(length(unique(item)))) %>%
head() # show the first 6 lines of the data.frame
## `summarise()` regrouping output by 'experiment' (override with `.groups` argument)
## # A tibble: 6 x 5
## # Groups: experiment [3]
## experiment condition mean sd se
## <chr> <chr> <dbl> <dbl> <dbl>
## 1 first Baseline 1.73 0.550 0.159
## 2 first Treatment 1.71 0.504 0.145
## 3 second Baseline 1.70 0.553 0.160
## 4 second Treatment 1.68 0.537 0.155
## 5 third Baseline 1.66 0.529 0.153
## 6 third Treatment 1.65 0.546 0.157
We can visualise this summary table very easily, now!
## `summarise()` regrouping output by 'experiment' (override with `.groups` argument)
![](data:image/png;base64,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)
Ingredients of a ggplot
Since ggplot2 combines different layers into a complex plot, we need to go through what each layer and its respective components do. Many are optional and you will have to experiment to see what components are most important to you.
Crucially, ggplot allows inherited features. This means we can specify something important in the base plot, and each following layer will be aware of it. This is a common refrain in the tidyverse (see: piping). Not only does this cut down on typing, but it also cuts down on places for potential errors and conflicts in your code.
Base plot
Required
The base plot is a required layer of any ggplot. Not every base plot will contain the same information, but there are a few elements that must be specified. Some of these can be overwritten in later layers, but since that is a relatively advanced operation, we can ignore it for now.
The base plot does not generate a graph. All it does is instantiate the plotting function, specify what data.frame is being used, and list the required aesthetics aes()
.
ggplot(data, aes(x=condition))
![](data:image/png;base64,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)
Tidyverse and ggplot
Since we are learning the whole tidyverse at once, the following examples will all use the pipe operator instead of calling the data.frame as an argument of ggplot. That means instead of the code in the previous chunk (which is sort of a default syntax), we can use this:
data %>%
ggplot(aes(x=condition))
![](data:image/png;base64,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)
It is functionally identical, but it keeps the same tidyverse format as the stuff we were doing previously. This will make it easier to combine data manipulation and visualisation into one sleek operation later on.
Aesthetics
Optional in base plot, required somewhere
Aesthetics are things like your x-axis, y-axis that are directly inferred from your data.frame. That is, if we are plotting a scatterplot from the built-in data iris
, we should specify what the axes are so ggplot can figure out what the appropriate range and scale of the plot should be.
ggplot(iris, aes(x=Sepal.Length, y=Sepal.Width))
![](data:image/png;base64,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)
X-axis
Optional in base plot, required somewhere
The x-axis is required somewhere in the aesthetics of the plot. It does not necessarily need to be in the base plot, but if it’s not in the base plot, it might not be inherited to other components (thus would need to be re-specified each time).
Y-axis
Optional, depending on plot type
The y-axis is option because some types of plots like histograms and barcharts do not necessarily need it to be specified. However, for most plots, a y-axis will need to be specified either in the base plot or later in a different component’s aesthetics.
Colour
Optional
Colour refers to the line or point colour in a plot. For plots that do not need coloured lines to properly visualise the data, the colour aesthetic can remain unspecified. It can also be specified outside of the aesthetics to change the overall appearance of the plot without attributing colour to a factor in the dataset.
Fill
Optional
Fill refers to the colour of a region in a plot, such as the interior of a point, a bar or boxplot. For plots that do not need coloured areas to properly visualise the data, the fill aesthetic can remain unspecified. It can also be specified outside of the aesthetics to change the overall appearance of the plot without attributing fill to a factor in the dataset.
Size
Optional
Size is the point or line size. It can be discrete or continuous, but is larger than 0 and frequently an integer. It can also be specified outside of the aesthetics to change the overall appearance of the plot without attributing size to a factor in the dataset.
Alpha
Optional
Alpha is the transparency of a colour or fill, specified as a real number between 0 and 1. It is particularly useful when visualising a large number of points that overlap. Although it can be specified in aesthetics as a factor in the dataset, it is most often used as a ‘hard coded’ value outside of the aesthetics.
Geom
The geometric object (‘geom’) of a plot is effectively what kind of plot you want to make. There is a comprehensive list of geoms on the official website. We’ll explore a few of the most common here.
In order to create a geometric object and layer it on your base plot, you will have to add the new layer to what you already have.
Point
Scatter plots can be generated with geom_point()
layers.
iris %>%
ggplot(aes(x = Sepal.Length, y = Sepal.Width)) +
geom_point()
![](data:image/png;base64,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)
We can now combine this type of plot with colours for each of the species (a factor in the dataframe).
iris %>%
ggplot(aes(x = Sepal.Length, y = Sepal.Width)) +
geom_point(aes(colour = Species))
![](data:image/png;base64,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)
However, we can’t tell if there are multiple points overlapping or not, so we can change the alpha so that when multiple points are overlapping, they appear darker (their opacity is compounded). Since this isn’t an explicit property of the data.frame (but rather a quirk of the visualisation), we can keep alpha outside of the aesthetics.
iris %>%
ggplot(aes(x = Sepal.Length, y = Sepal.Width)) +
geom_point(aes(colour = Species), alpha=.5)
![](data:image/png;base64,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lQ15CHAAIIIIAAAggggAACCCCAAAKRLeDqEaAvv/yyvPbaayb4+cgjj8ipp54aVm/Yo0EKCwuDlrff5Qn1rvHAgQODTo/XUUf2uqRBn4SMahXQYLj2w8GDB6v1ebh5zQskFyZKYmmi7MnZK/HJcaZC9si/0tJSsX+es/L2St2EOpJwNJ6fz5rvtmqtgb4ppqP8Dx8+zGZ21SodmTfXNzHtkd+HDh0S/T1Aii4BncmjSyTZb3pHV+uju7X62t1+ra/9z2CG6Pt+0NeA+n+A7udAii4BnfmlS9FpKioqMkvaVYWA3jdUXKAqnoN7IIDArxdwZQBUf5k9+eSTsmjRIvOf2+jRo6Vfv35ha9WvX9+U1T+MgyVd/1OT/QIqULkTTjhB9CNY2r17d7Aszh8HAXsNKDv4dRyekqeoIYET40+QBvF1ZU3uD1I7NkOSY/833U3X7NE/gg+X5MgRa/p7h+Q20iimgTcoWkNV5mmrWUCnPWnS/y9CvdlVzdXg9jUkoGu/2kn7v6SkxH7I1ygR0N/92u+8BoiSDvdppu+an/r/P98DPjhRcmi/AUbfR0mH+zTT9+ffdxCET5FKHdp/V1bqYi5CAIHjJuC6AKgGJh9++GFZuXKl6Lv7Ggjt3LlzhUDtAKgd5Ax0sR0ctd9BClSGcwggEBkCteNrSdeM08z6nj8d3STNkppImifN7AZf4imRrMJ9sqdor7RJaSW965wlCbGu+9UYGR1BLRBAAAEEEEAAAQQQQAABBBCoAQFX/ZWvQcm7775bNm7caEZe/vWvfzWbDVXUtWHDX3Z/1h3edXRQ2QXydbqETl/Xd5Datm1b0dtTHgEEakCge8bpUlhaKMtyEmRXwR7Zc3CvtdZnnBSXlkhqabKcnNpW+mX2NEHQGqgeT4kAAggggAACCCCAAAIIIIAAAtUk4JoAqE5lGjVqlAl+tm/fXp5++mmpXbt2pdiaNm0qHTp0kPXr18uSJUukd+/efvf59NNPzbSpjh07iu80Or9CPEAAgYgS0LV5+tTpIa1TTpRVuevlSGKe5JXkSXpsmtQpriWnpXey1v/8ZU2giKo4lUEAAQQQQAABBBBAAAEEEEAAgV8l4JoA6Lx582TVqlWi09cnTpwYdvDzq6++Mgvgt2nTRlq1auXFvPbaa2XMmDEybdo06dKli3dH+KysLHnzzTdNuSFDhnjLc4AAAs4Q0Onv+tGkSRNTYR3lvW/fPmdUnloigAACCCCAAAIIIIAAAggggECFBVwRANUFrCdPnmwar4GMyy+/PCiEBjqnTJnizZ80aZLoZkTDhw/3C4Dqpkknn3yyrFu3Tm6++WY599xzzUYpH330kezfv1969eol/fv3996HAwQQQAABBBBAAAEEEEAAAQQQQAABBBCIPAFXBEA3b94svhsWhdrNVXd7DCfpDsHPP/+8PPPMM2Y3+ZkzZ5rL9PxVV10lt956q1kDNJx7UQYBBBBAAAEEEEAAAQQQQAABBBBAAAEEakbAFQFQXa/ziy++qJTgrFmzgl6XlJRk1hUdOXKkWVtU1xlt3ry5pKWlBb2GDAQQQAABBBBAAAEEEEAAAQQQQAABBBCIHAFXBECrmzM+Pl50YyUSAggggAACCCCAAAIIIIAAAggggAACCDhLINZZ1aW2CCCAAAIIIIAAAggggAACCCCAAAIIIIBA+AIEQMO3oiQCCCCAAAIIIIAAAggggAACCCCAAAIIOEyAAKjDOozqIoAAAggggAACCCCAAAIIIIAAAggggED4AgRAw7eiJAIIIIAAAggggAACCCCAAAIIIIAAAgg4TIAAqMM6jOoigAACCCCAAAIIIIAAAggggAACCCCAQPgCBEDDt6IkAggggAACCCCAAAIIIIAAAggggAACCDhMgACowzqM6iKAAAIIIIAAAggggAACCCCAAAIIIIBA+AIEQMO3oiQCCCCAAAIIIIAAAggggAACCCCAAAIIOEyAAKjDOozqIoAAAggggAACCCCAAAIIIIAAAggggED4AgRAw7eiJAIIIIAAAggggAACCCCAAAIIIIAAAgg4TIAAqMM6jOoigAACCCCAAAIIIIAAAggggAACCCCAQPgCBEDDt6IkAggggAACCCCAAAIIIIAAAggggAACCDhMgACowzqM6iKAAAIIIIAAAggggAACCCCAAAIIIIBA+AIEQMO3oiQCCCCAAAIIIIAAAggggAACCCCAAAIIOEyAAKjDOozqIoAAAggggAACCCCAAAIIIIAAAggggED4AgRAw7eiJAIIIIAAAggggAACCCCAAAIIIIAAAgg4TIAAqMM6jOoigAACCCCAAAIIIIAAAggggAACCCCAQPgCBEDDt6IkAggggAACCCCAAAIIIIAAAggggAACCDhMgACowzqM6iKAAAIIIIAAAggggAACCCCAAAIIIIBA+AIEQMO3oiQCCCCAAAIIIIAAAggggAACCCCAAAIIOEyAAKjDOozqIoAAAggggAACCCCAAAIIIIAAAggggED4AgRAw7eiJAIIIIAAAggggAACCCCAAAIIIIAAAgg4TIAAqMM6jOoigAACCCCAAAIIIIAAAggggAACCCCAQPgCBEDDt6IkAggggAACCCCAAAIIIIAAAggggAACCDhMgACowzqM6iKAAAIIIIAAAggggAACCCCAAAIIIIBA+AIEQMO3oiQCCCCAAAIIIIAAAggggAACCCCAAAIIOEyAAKjDOozqIoAAAggggAACCCCAAAIIIIAAAggggED4AgRAw7eiJAIIIIAAAggggAACCCCAAAIIIIAAAgg4TCDGYyWH1ZnqIoAAAr9KQH/tde7c2dzjpJNOkrlz5/6q+3ExAgg4S+DOO++UxYsXm0rPnz9fWrRo4awGUFsEEKi0wOzZs2Xs2LHm+pEjR8oNN9xQ6XtxIQIIOEvgwIED0rdvX1Pprl27yquvvuqsBlBbBBD4VQLxv+pqLkYAAQQcKKAB0KKiIlNz+6sDm0GVEUCgkgLFxcXe3wG8D1xJRC5DwKECpaWl3p9/PSYhgED0CPA3QPT0NS1FIJAAU+ADqXAOAQQQQAABBBBAAAEEEEAAAQQQQAABBFwhQADUFd1IIxBAAAEEEEAAAQQQQAABBBBAAAEEEEAgkAAB0EAqnEMAAQQQQAABBBBAAAEEEEAAAQQQQAABVwgQAHVFN9IIBBBAAAEEEEAAAQQQQAABBBBAAAEEEAgkQAA0kArnEEAAAQQQQAABBBBAAAEEEEAAAQQQQMAVAjHWTmgeV7SERiCAAAIVEFi4cKEpnZ6eLr17967AlRRFAAGnC6xYsUKysrJMM/r27SupqalObxL1RwCBMAW2b98ua9asMaU7dOggLVu2DPNKiiGAgNMFCgsL5ZNPPjHNqFu3rnTv3t3pTaL+CCBQAQECoBXAoigCCCCAAAIIIIAAAggggAACCCCAAAIIOEuAKfDO6i9qiwACCCCAAAIIIIAAAggggAACCCCAAAIVECAAWgEsiiKAAAIIIIAAAggggAACCCCAAAIIIICAswQIgDqrv6gtAggggAACCCCAAAIIIIAAAggggAACCFRAgABoBbAoigACCCCAAAIIIIAAAggggAACCCCAAALOEoh3VnWpLQIIIFB5gU8//VS+//77oDeoX7++DB06NGg+GQgg4HyBr776SpYsWSI//PCDxMTESOvWreWaa66RFi1aOL9xtAABBMoJrF69WhYtWlTufKATPXv2lB49egTK4hwCCDhc4JtvvpGFCxfKli1bJC4uTlq2bCmXXXaZnHzyyQ5vGdVHAIFwBQiAhitFOQQQcLzA3LlzZfny5UHboYEQAqBBechAwNECRUVF8vzzz8u//vUv047atWtLfn6+rFmzRubPny+PPPKIDBgwwNFtpPIIIFBeQIMd9s99+Vz/M/Xq1SMA6k/CIwRcIfDss8/KO++8Y9qSlJQkHo9H1q5dKwsWLJCbbrpJ/vCHP7iinTQCAQRCCxAADe1DLgIIuEjgp59+Mq25++67RV/8lE0ZGRllT/EYAQRcIjB16lQTBGnQoIGMGTNGOnfubP4Aev3112XKlCkyYcIEc65Ro0YuaTHNQAABFTj11FPl/vvvD4qhM0M++OADSU1NlXPOOSdoOTIQQMCZAjoDTIOfiYmJcs8998h5550npaWlJvj5wgsvmNcAnTp1kq5duzqzgdQaAQTCFiAAGjYVBRFAwMkCWVlZcvjwYdHRHUOGDHFyU6g7AghUUCA3N9cEP2NjY2Xs2LEmIGLfQkd9LF68WPQNEv3629/+1s7iKwIIuEBAl7cItsTF/v375ZVXXjGtfPTRR+XEE090QYtpAgII+Ap8+OGH5qHO8rjkkku8Wfr/vU6L//rrr83UeAKgXhoOEHCtAAFQ13YtDUMAAV8Be/Rn+/btfU9zjAACUSAwZ84c0SCo/rGjo8HKpvvuu082bNggbdu2LZvFYwQQcLHAX/7yFzlw4IBcfvnl0rt3bxe3lKYhEL0Cu3fvNo3v3r17OYQ+ffqYAOjOnTvL5XECAQTcJ8Au8O7rU1qEAAIBBMoGQIuLi80fPQGKcgoBBFwmoCM8NAULcJxyyilmIwSdAkdCAIHoENBRYboueN26deWWW26JjkbTSgSiUOC0004zrf7ss8/Ktf7LL7805wK9OVquMCcQQMDxAowAdXwX0gAEEAhHwA6AauBzxIgRsnLlSikpKRFd97Nbt26i64Lq9HgSAgi4T2Dfvn2mUW3atJGtW7eadb++++470Y2RdFT41VdfHXSKrPs0aBECCBw9elT+/ve/G4g77rhD0tPTQUEAAZcKDBo0SN5//3354osvZObMmXL++eebNcB1AySd/q7r/w4cONClradZCCDgKxBj7YDm8T3BMQIIIOBGAQ1w7Nq1yzQtLi5OOnToIBoM3bRpkwmC1KpVSyZNmiQaICEhgIC7BPSPHd3xXXeBHzVqlOTk5EhCQoL52deWJicnm/O6MQIJAQTcL/Dee+/JxIkTzRufs2fPlvh4xoS4v9dpYTQL6N8AugHi+vXrRdcD16QbIenfA+PGjZOmTZtGMw9tRyBqBJgCHzVdTUMRiF4BXfvPDn5qIETf8Z08ebLZ9VF3gO7YsaPZIGn8+PEmKBq9UrQcAfcJ5OXliX7ExMSIrvXZrl07ee211+Tjjz82GyMNHjzYBEeffPJJ2bNnj/sAaBECCJQT0ACopksvvZTgZzkdTiDgPoFvv/1W7HU+GzduLPXr1zeN1PVBdQ1wEgIIRIcAI0Cjo59pJQJRLaDv8OqLHp0Gq+sAaSDEN2nQY+jQoVJQUCATJkyQnj17+mZzjAACDhbIzs6Wiy66yLRAd4J+9dVXzehP3ybpshi6TujFF18s//d//+ebxTECCLhMQJfEGTZsmOhskHfeeYflb1zWvzQHgbICDz30kJn+rgMeHn30UTnhhBNMEQ186kZoOhvsiiuuMEtklb2Wxwgg4C4BRoC6qz9pDQIIBBDQqS7NmzeX008/vVzwU4s3atRIOnfubK7UF0EkBBBwj0Dt2rUlMTHRNOiyyy4rF/zUDP3DR9OPP/5ovvIJAQTcKzBv3jzTuH79+hH8dG830zIEjICu+a9rf6alpcnjjz/uDX5qpi57pbM/dBmcd999l5GgfM8gEAUCBECjoJNpIgIIHFugYcOGptD+/fuPXZgSCCDgKAF7qluwNb6aNWtm2qNT4UgIIOBeAV0LeNGiRaaB9hsf7m0tLUMAgXXr1hkEHQRhvxbwVWnSpInYO8Dr5ogkBBBwtwABUHf3L61DAAFL4IcffpDp06fL22+/HdQjKyvL5NnTYoIWJAMBBBwnYL/BsWXLloB1P3TokDnfunXrgPmcRAABdwgsXbpUdF1wDXp06dLFHY2iFQggEFRANzzVpBsfBku6EaqmwsLCYEU4jwACLhEgAOqSjqQZCCAQXODgwYNmwyPdAXrr1q3lCh44cEDWrFljznfq1KlcPicQQMDZAvbu7suWLQvYEJ0ip8leCiNgIU4igIDjBVavXm3a0LZtW8e3hQYggMCxBeyf9e+//97s+l72Ct0nQHeG16RT4kkIIOBuAQKg7u5fWocAApaAbnxUp04d8Xg8ZgMU+91gxdHpcLrx0dGjR6VXr17SoUMHzBBAwGUCutN7vXr1ZPny5TJjxgy/1m3cuFHeeustsyGK/g4gIYCAewXWrl1rGteqVSv3NpKWIYCAV0BHeuta/7rE1cSJE83fAt5M62Dq1KmyY8cO0SVyeBPUV4ZjBNwpwC7w7uxXWoUAAmUEdIfn++67z7zwyczMlEGDBpmAx+eff25e+OgfQ/rCSF8kkRBAwH0C+rM+btw4M8VN1/vq1q2b7Nu3TxYuXCgFBQUyatQoufDCC93XcFqEAAJegcsvv9z83Ovvgv79+3vPc4AAAu4V0FkeI0aMkJKSEjPKU///142P9G+DVatWSXx8vEyaNMm7Fqh7JWgZAggQAOV7AAEEokZAp7nrCxx7QXRteEpKivTt29cER1NTU6PGgoYiEI0CGzZsMDu+6m7vOiJck055093hL7300mgkoc0IRI2ATnXVoKcGQXQkOKNAo6braSgCsnnzZvnb3/4m3377rZ/GGWecIX/605+kRYsWfud5gAAC7hQgAOrOfqVVCCAQQiA7O1u2b98uGRkZ0rx5c4mNZTWQEFxkIeA6gby8PNm0aZPo7u86IpyEAAIIIIAAAu4X0P//t23bJjExMSboqQMhSAggED0CBECjp69pKQIIIIAAAggggAACCCCAAAIIIIAAAlEnwLCnqOtyGowAAggggAACCCCAAAIIIIAAAggggED0CBAAjZ6+pqUIIIAAAggggAACCCCAAAIIIIAAAghEnQAB0KjrchqMAAIIIIAAAggggAACCCCAAAIIIIBA9AgQAI2evqalCCCAAAIIIIAAAggggAACCCCAAAIIRJ0AAdCo63IajAACCCCAAAIIIIAAAggggAACCCCAQPQIEACNnr6mpQgggAACCCCAAAIIIIAAAggggAACCESdAAHQqOtyGowAAggggAACCCCAAAIIIIAAAggggED0CBAAjZ6+pqUIIIAAAggggAACCCCAAAIIIIAAAghEnQAB0KjrchqMAAIIIIAAAggggAACCCCAAAIIIIBA9AgQAI2evqalCCCAAAIIIIAAAggggAACCCCAAAIIRJ1AfNS1mAYjgAACCCCAQIUE9u/fL999952UlpZKly5dpEGDBhW6nsIIIIAAAggggAACCCCAQE0KMAK0JvV5bgQQQAABBCJU4JNPPpFLLrlEmjdvLvXr15fzzjtPBg4cKA0bNpSmTZvKBRdcINOmTROPxxOhLfj11dq6davExMSYj6eeeqrCN2zfvr25Vv2iPf3nP/8pR3Do0CGv7+jRo8vlcwIBBBBAAAEEEEAAgaoSIABaVZLcBwEEEEAAAZcI3HXXXSbgOW/ePNmxY0e5Vu3evVsWLlwow4YNkz59+sjhw4fLleHE/wTcHCT+XysDH+3Zs0d+97vfme+nwCU4iwACCCCAAAIIIIBA9QsQAK1+Y54BAQQQQAABxwg8/fTT8sILL5j61q5dWx544AH58MMPZd26dbJhwwbRkaGPPfaYGRWqhb766iu54oorHNM+Knp8BcaOHSuvv/66q0cKH19Rng0BBBBAAAEEEECgMgKsAVoZNa5BAAEEEEDAhQJ5eXnyxBNPmJbpVPclS5ZIy5Yt/Vp60kknybnnnit33nmndO/eXX766Sf5+OOPZf78+TJ48GC/sjxAAAEEEEAAAQQQQAABBCJBgBGgkdAL1AEBBBBAAIEIEPjmm29ENzzSdO+995YLfvpWsU6dOmYNUPvcjBkz7EO+IoAAAggggAACCCCAAAIRJcAI0IjqDiqDAAIIIIBAzQns27fP++S6+dGxUs+ePc1UeL1u8+bNIYtnZ2ebneR1N3k9PvXUU+W0006TFi1aBL1u27Zt8vPPP0t6erp07NjRTKPWqfg67V7XJm3VqpXZmKlZs2ZB7+GbsXPnTlm/fr350Pvq6Na2bduae0f6RkW/xq9WrVrSoUMHQ5GVlSVff/21fPvtt3LiiSfKGWecIaeccorExh77PXEdEbx8+XLTJ506dZKzzz7b9J+ucbps2TJz/zZt2kjdunVl165dpo/0+TRpmaVLl5rjxo0bB+33o0ePysqVK839ioqKRL/HzjzzTElKSjLX8gkBBBBAAAEEEEAAgUoJWC9ISQgggAACCCCAgMcKVnmsXc91W3fPZZddFpbIgQMHPAUFBUHLlpaWeqwd1D1WAMvcV+/t+3Hdddd5Dh48GPD6e+65x5Q966yzPNbIVE+PHj38rtX7JCYmeu64446QdbB2c/dYu9iXu9auR3Jyssea+u+xAm5+9diyZYv3mokTJ/rlhfOgXbt25norIBhO8YBlqsKvX79+nsLCQs/111/vbY/ddv3au3dvjxVQDvj8etIKOnusYGfAa2+77TbPkSNHvHlvvPGGuY+1Tqz3nO9z6bE1utiU0X638x599FHP559/7mnSpIn3nJ2nffzKK6+Ya/iEAAIIIIAAAggggEBlBBgBar26JiGAAAIIIICASIMGDcxoO50KP2fOHLn44otl9OjR0q1bt6A8mZmZQfN0NN9FF11kNk7SQo0aNRIrmCm6uZKOJFy7dq1YATP58ssvZdGiRdK+ffuA97KCrNK3b19Zs2aNWEFFGTRokBQXF5trNm3aJC+++KLZoOn999+X+Hj/lza6gdOVV14pOTk5ZpRjr169zMjRkpIS+fHHH81Iw/z8fHnwwQdNmccffzxgHWriZFX55ebmyqWXXioLFiyQjIwMM+JTR1euWLFCrACr8dc+VksrGOzX1FWrVkn//v3FHh2s/l27djUjPHVE6OTJk2X16tV+1+gDK5BpylnBZ9m7d69YgXXzvaV5gUYXv/vuu2b9We1XXV5Bv090FKk+vxW8leHDh5tRoEOHDtVbkBBAAAEEEEAAAQQQqJhAZaKmXIMAAggggAAC7hSwpil7rA2Q/EbhWVPMPTfeeKNHR/dZQamwGz5u3DjvfW6//XYzUtD34jfffNOTlpZmygwcONA3yxzbI0CtVzamzE033WRGMtoFrU2bPFdffbX3OZ577jk7y/vVCuyZ/Hr16nm+//5773n7wJpO77GmiJsyVjDXYwUL7SxPTY8ArWq/u+66y3P48GFv+6ygpseaAu/1mzp1qjdPD3T0qe2XkJDgef755/3yrWUP/K7Xfpo5c6ZfGR0hqud1BHDZ5DsCVMvo94K1mZbHCoJ6i+pjfW7N15G0VuDam8cBAggggAACCCCAAALhChx7wSfrFScJAQQQQAABBKJDQEcC/ve///UbjalrZ06bNk2s6erStGlTs57kiBEjvGs6BpLZvn27TJgwwWRdcMEFZpSmFeDyK3rNNdeYEYR6Ukdqzp071y/f94GOCJwyZYpYwTDv6ZSUFHnttdfMWpZ6cvz48d48PdC1Lu21KTWvc+fOfvn6QNeY1B3tNVkBOTMq1Dyo4U9V7XfOOeeIFSA2I0DtpllBYXnnnXfsh/Lee+95j/VAR4zafiNHjpQ//vGPfvm6huoHH3zgd0+/AhV4oGuQzpo1S/R7JS4uznulPr755pvNYx0JrKOASQgggAACCCCAAAIIVFSAAGhFxSiPAAIIIICAywV0cyHdJOf111+X3/zmN6KBRt/0ww8/yLPPPmumKet09J9++sk32xxPnz5drBGa5vjPf/5zuXz7hE5p1qnxmvSaYGns2LEBszQgev/995s83dhIN0eyk07X/uijj+Sll16Sa6+91j5d7qvv1HtrPcty+TVxoqr9bKOybdEgpm6SpEmnqvsmneKuSQPXwa7XzaOskbq+l1XqWDejGjx4cMBrNUhtJ3tTJfsxXxFAAAEEEEAAAQQQCEfAf6GscK6gDAIIIIAAAgi4XkDXgtTgpH7oGpm6Tucnn3win376qRkVqGtoatKRmzo6c/HixX4jLO2gqN5HdxvX0ZXBku5CvmfPnoCBVL1GRwdamxgFu9w8v52pO4ifcMIJ5qGOcNTrAl2r9bemuJtRotZUfPtys7ao90ENHlSlnzajdevWQVujQVBreQDRdUF9k64Rqkl3kA+11quuz/prk28Quuy9dD1RO1lT+O1DviKAAAIIIIAAAgggELYAAdCwqSiIAAIIIIBAdApoEHPAgAHmQwV0KrKODn3kkUfMxkEa3BwyZIjZ1EiDlZp0gyFNGjy11hQ1x8f6tHHjRrHW8DEb5viW1Wn3vlPfffP0uEWLFt5TOnJVN28qmzRw+9lnn5kp1Nau5mbTJN1cJ1JTVfppG32NyrbZHuGrGyL5JjsAqgHSUElHDP/apKN1gyX7e0rz9fuDhAACCCCAAAIIIIBARQWYAl9RMcojgAACCCAQ5QLWZjRy9913m2Civa6mTovX0aB28p2Kbp871lfd9dzebdy3rD1F3vec77E9hVvPbdu2zTfLjGy0NvoxO5nrVHxd81J3n9fgp07t1jUmdS3SSEtV6adtK7u7+7Haq7ux79692xSzA6TBrklPTw+WFfb5Yz1H2DeiIAIIIIAAAggggAACAQQIgAZA4RQCCCCAAALRJqBT0DVQqNPHy252E8yiefPmYu3u7s1etWqV99iehn7yySeLTlsO90PXlCybtG6hkm7SZKcGDRrYh2aKu65hqtPiNfXq1UtGjx4ts2fPNiNUtU7WLuNmnVPvRRFyUJV+lWlSfHy8aP9q0g2ZQqVj5Ye6ljwEEEAAAQQQQAABBI6HAFPgj4cyz4EAAggggECEC2jgUUdGFhQUyD//+U+ZNGmS327cwaqv63fayV4XVB/rpja6m7yuZanT1ys6AtG+p37VkYg6IlGDcoGS76hP3+nazzzzjHcU49NPPy333XdfoMvNlH47w7cN9rma+FqVfpWtv9ZBbTdv3hzyFps2bQqZTyYCCCCAAAIIIIAAAjUtwAjQmu4Bnh8BBBBAAIEIEIiLi5PevXubmug0dB0lGU6aN2+et5iO9rSTbpyjSQOXOsoyWNJ1J88991zp169f0N3ENSi5cOHCYLeQWbNmefN0SruddM1PTboZ0r333muOA33SQK2dtL6RkKrSr7Lt0X7RpEHQBQsWBL3NSy+9FDQvJibG5LF2Z1AiMhBAAAEEEEAAAQSOgwAB0OOAzFMggAACCCDgBIH777/fW03d/X3ChAkhN53RjZAmT55srmnWrJnfVPKbbrpJ7LU5deRlbm6u996+B1OnTjWbE33++eeSmJjom+V3PG7cOAk0OlNHJ+o9NOlu5Pa0bX1sb3KUk5NjdpnXc2WTtuHtt9/2ni67E7o34zgfVLVfZaqv67xq8FjTgw8+KPv37y93m5kzZ4puMBUs2SN/tS+OHDkSrBjnEUAAAQQQQAABBBCoVoHAc8mq9Sm5OQIIIIAAAghEosD5558vN998s0yZMsUEG0eNGiXvvvuu9OnTx6wP2qlTJ/n555/N5kc6utIe/amj/J599lm/AKZuXKRByxEjRsjWrVule/fuMm3aNPNV267TpnWUqe4kr6lOnTpy1113meNAn7755hsTYJ0xY4Y0adLEFFm8eLFce+21JtCp0+Ofe+45v0vPOussWb9+vcl/6KGH5IknnpDGjRubMjrKVQOf+py+oxN1R/twU48ePUQ3f9KkO8vb9y57vW7uNH78+LKnAz6+7rrrRKfxV7VfwCc7xsmMjAx59NFHzejZ7777znwPqGPXrl0lKytL5syZIy+//LLfXewRn/bJzMxM+9B8P1xyySUmqNqxY0fveQ4QQAABBBBAAAEEEKhuAQKg1S3M/RFAAAEEEHCQgI7o1CCWBkE1MLh06VLzEawJOsJPg59XXXVVuSK6mZKuK/qPf/zDfNWApAbEdL1RXRvUTqmpqfL+++9LixYt7FPlvp555pny0UcfSdOmTaVNmzaigUp7RKKuMar17dKli991jz32mAnSHjhwQF599VWZPn26Cd7l5eWZ+mj7NND4+OOPy2233Wam669evdrvHqEe6MjSQ4cOmSK+QdSy12gA9OGHHy57OuBjDRRrAFRTVfqZG1bi0z333GPWXtUlBHQqvDr5Jt2safjw4TJmzBhz2h7xaZfRpQ30+0l9nnrqKfOhQdC5c+faRfiKAAIIIIAAAggggEC1CzAFvtqJeQIEEEAAAQScI6Brgeqovi+++EKuvPJK7zT2si3QEZu///3vRXd+v/XWW8tmm8c6KlPv9cEHH4iOHo2NjTWBSzv4qc91/fXXm13ae/bsGfAe9kkd7Tls2DCzmdKGDRu8wU9dp1JHo2pdyiYNzul1AwYMMFkahFu2bJkZwaqjGzWYpyNEdbq5jubU9NZbb/mNCDUna+hTVfr9mibceeedZpr77bffLt26dRO100CtBkeXL19uRoba969du7Z9aL7qsgQvvPCCCVzbGTpaloQAAggggAACCCCAwPEUiLH+GPAczyfkuRBAAAEEEEDAOQK6JqZO8967d68JOqalpZkp6BrQ1JGXFUk68lKDX7t27TKjPVu3bm2CacHuoaMOdTd6Tbr+pwZQdS1JDbrpepK6UZDvmp/B7qPndSf5jRs3yuHDh00wVkeblp2uHer6SMirqN/xqrOuA6qBbE1lA6K+ddA+0DZoYDopKck3i2MEEEAAAQQQQAABBKpVgABotfJycwQQQAABBBCorECgAGhl78V1FRfQNVp1g6N27dqJjv4MtknVLbfcYpY50IC4LjeQnp5e8SfjCgQQQAABBBBAAAEEqlGANUCrEZdbI4AAAggggAACThXQEbcvvviiqb4GN++4445yTdGlEnT9VU1nn302wc9yQpxAAAEEEEAAAQQQiAQBAqCR0AvUAQEEEEAAAQQQiDABDWjqmp7Z2dlmkyNdBmHQoEFmHVDd/Ek3pXrggQfMmqm6nMDo0aMjrAVUBwEEEEAAAQQQQACBXwSYAs93AgIIIIAAAghEpABT4Gu+W+bPny8XX3yxlJaWeiujI0N9H+vo0GeeeUZ0syQSAggggAACCCCAAAKRKMAu8JHYK9QJAQQQQAABBKRx48ZmwyLdcIlUMwKDBw+WtWvXyg033CB169Y1lbCDn7Vq1TLnlyxZQvCzZrqHZ0UAAQQQQAABBBAIU4ARoGFCUQwBBBBAAAEEEIh2gZycHPn555+lfv36kpmZGe0ctB8BBBBAAAEEEEDAIQIEQB3SUVQTAQQQQAABBBBAAAEEEEAAAQQQQAABBCouwBT4iptxBQIIIIAAAggggAACCCCAAAIIIIAAAgg4RIAAqEM6imoigAACCCCAAAIIIIAAAggggAACCCCAQMUFCIBW3IwrEEAAAQQQQAABBBBAAAEEEEAAAQQQQMAhAgRAHdJRVBMBBBBAAAEEEEAAAQQQQAABBBBAAAEEKi5AALTiZlyBAAIIIIAAAggggAACCCCAAAIIIIAAAg4RIADqkI6imggggAACCCCAAAIIIIAAAggggAACCCBQcQECoBU34woEEEAAAQQQQAABBBBAAAEEEEAAAQQQcIgAAVCHdBTVRAABBBBAAAEEEEAAAQQQQAABBBBAAIGKCxAArbgZVyCAAAIIIIAAAggggAACCCCAAAIIIICAQwQIgDqko6gmAggggAACCCCAAAIIIIAAAggggAACCFRcgABoxc24AgEEEEAAAQQQQAABBBBAAAEEEEAAAQQcIkAA1CEdRTURQAABBBBAAAEEEEAAAQQQQAABBBBAoOIC/w8dluzOrf0evQAAAABJRU5ErkJggg==)
NB: The colours are automatically chosen from the ggplot palette. You can also change what colours are used, which is discussed in Danielle Turton’s lesson from Adventures in R.
Boxplot
Boxplots, unlike scatterplots, have a factor on the x-axis and continuous numerical data on the y-axis.
iris %>%
ggplot(aes(x = Species, y = Sepal.Length)) +
geom_boxplot()
![](data:image/png;base64,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)
This is a simple plot, but it doesn’t have to be. We can add in visual cues to highlight that these three groups differ.
iris %>%
ggplot(aes(x = Species, y = Sepal.Length, fill=Species)) +
geom_boxplot()
![](data:image/png;base64,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)
Much nicer! But now we have redundant information in the legend and the x-axis. We can easily get rid of the legend by adding a theme
layer that says the position of the legend is null
:
iris %>%
ggplot(aes(x = Species, y = Sepal.Length, fill=Species)) +
geom_boxplot() +
theme(legend.position = "null")
![](data:image/png;base64,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)
Histogram
For our histogram, a simple version is not very visually pleasing.
iris %>%
ggplot(aes(x = Sepal.Length)) +
geom_histogram()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
![](data:image/png;base64,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)
We also get a warning that we shoud choose a better “binwidth”:
iris %>%
ggplot(aes(x = Sepal.Length)) +
geom_histogram(binwidth = .5)
![](data:image/png;base64,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)
But what about demonstrating how the different species are distributed in this data?
iris %>%
ggplot(aes(x = Sepal.Length)) +
geom_histogram(aes(fill=Species), binwidth = .5)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAYAAAD0ZtPZAAAEGWlDQ1BrQ0dDb2xvclNwYWNlR2VuZXJpY1JHQgAAOI2NVV1oHFUUPrtzZyMkzlNsNIV0qD8NJQ2TVjShtLp/3d02bpZJNtoi6GT27s6Yyc44M7v9oU9FUHwx6psUxL+3gCAo9Q/bPrQvlQol2tQgKD60+INQ6Ium65k7M5lpurHeZe58853vnnvuuWfvBei5qliWkRQBFpquLRcy4nOHj4g9K5CEh6AXBqFXUR0rXalMAjZPC3e1W99Dwntf2dXd/p+tt0YdFSBxH2Kz5qgLiI8B8KdVy3YBevqRHz/qWh72Yui3MUDEL3q44WPXw3M+fo1pZuQs4tOIBVVTaoiXEI/MxfhGDPsxsNZfoE1q66ro5aJim3XdoLFw72H+n23BaIXzbcOnz5mfPoTvYVz7KzUl5+FRxEuqkp9G/Ajia219thzg25abkRE/BpDc3pqvphHvRFys2weqvp+krbWKIX7nhDbzLOItiM8358pTwdirqpPFnMF2xLc1WvLyOwTAibpbmvHHcvttU57y5+XqNZrLe3lE/Pq8eUj2fXKfOe3pfOjzhJYtB/yll5SDFcSDiH+hRkH25+L+sdxKEAMZahrlSX8ukqMOWy/jXW2m6M9LDBc31B9LFuv6gVKg/0Szi3KAr1kGq1GMjU/aLbnq6/lRxc4XfJ98hTargX++DbMJBSiYMIe9Ck1YAxFkKEAG3xbYaKmDDgYyFK0UGYpfoWYXG+fAPPI6tJnNwb7ClP7IyF+D+bjOtCpkhz6CFrIa/I6sFtNl8auFXGMTP34sNwI/JhkgEtmDz14ySfaRcTIBInmKPE32kxyyE2Tv+thKbEVePDfW/byMM1Kmm0XdObS7oGD/MypMXFPXrCwOtoYjyyn7BV29/MZfsVzpLDdRtuIZnbpXzvlf+ev8MvYr/Gqk4H/kV/G3csdazLuyTMPsbFhzd1UabQbjFvDRmcWJxR3zcfHkVw9GfpbJmeev9F08WW8uDkaslwX6avlWGU6NRKz0g/SHtCy9J30o/ca9zX3Kfc19zn3BXQKRO8ud477hLnAfc1/G9mrzGlrfexZ5GLdn6ZZrrEohI2wVHhZywjbhUWEy8icMCGNCUdiBlq3r+xafL549HQ5jH+an+1y+LlYBifuxAvRN/lVVVOlwlCkdVm9NOL5BE4wkQ2SMlDZU97hX86EilU/lUmkQUztTE6mx1EEPh7OmdqBtAvv8HdWpbrJS6tJj3n0CWdM6busNzRV3S9KTYhqvNiqWmuroiKgYhshMjmhTh9ptWhsF7970j/SbMrsPE1suR5z7DMC+P/Hs+y7ijrQAlhyAgccjbhjPygfeBTjzhNqy28EdkUh8C+DU9+z2v/oyeH791OncxHOs5y2AtTc7nb/f73TWPkD/qwBnjX8BoJ98VQNcC+8AAEAASURBVHgB7N0HnF1F3T/gSYdASCAkhiK9N4kiIL5SjCKgoIiKohRFROFFECMWeAWkCiJFFF8BERWUV0Up0gUEFGkGkCpNpQshCYEkQEj+/EbO/e9udpOQezd77jnPfD6bvfeeNvPM3c3ud+fM9Jv9WkkKAQIECBAgQIAAAQIECBAgQIAAAQIEKijQv4Jt0iQCBAgQIECAAAECBAgQIECAAAECBAhkAQGoNwIBAgQIECBAgAABAgQIECBAgAABApUVEIBWtms1jAABAgQIECBAgAABAgQIECBAgAABAaj3AAECBAgQIECAAAECBAgQIECAAAEClRUQgFa2azWMAAECBAgQIECAAAECBAgQIECAAAEBqPcAAQIECBAgQIAAAQIECBAgQIAAAQKVFRCAVrZrNYwAAQIECBAgQIAAAQIECBAgQIAAAQGo9wABAgQIECBAgAABAgQIECBAgAABApUVEIBWtms1jAABAgQIECBAgAABAgQIECBAgAABAaj3AAECBAgQIECAAAECBAgQIECAAAEClRUQgFa2azWMAAECBAgQIECAAAECBAgQIECAAAEBqPcAAQIECBAgQIAAAQIECBAgQIAAAQKVFRCAVrZrNYwAAQIECBAgQIAAAQIECBAgQIAAAQGo9wABAgQIECBAgAABAgQIECBAgAABApUVGFjZlpWkYZMmTUozZswoSW1Uo6vA6NGj0/Tp09PUqVO7bvK8zQSGDRuWFl988Vzr5557Lr300ktt1gLV7Sqw1FJLpdmzZ6f4Pqq0t8Ciiy6aRowYkRvx/PPPpxdffLG9G6T2aYkllkhDhgxJzzzzDI02Fxg0aFBaeumlcyumTZuWpkyZ0uYtUv2hQ4em4cOHpyeffBJGmwv069cvjRkzJrfi5ZdfThMnTmzzFlWz+gMHDkyjRo2qZuO0ikCFBIwArVBnagoBAgQIECBAgAABAgQIECBAgAABAp0FBKCdPTwjQIAAAQIECBAgQIAAAQIECBAgQKBCAgLQCnWmphAgQIAAAQIECBAgQIAAAQIECBAg0FlAANrZwzMCBAgQIECAAAECBAgQIECAAAECBCokIACtUGdqCgECBAgQIECAAAECBAgQIECAAAECnQUEoJ09PCNAgAABAgQIECBAgAABAgQIECBAoEICAtAKdaamECBAgAABAgQIECBAgAABAgQIECDQWUAA2tnDMwIECBAgQIAAAQIECBAgQIAAAQIEKiQgAK1QZ2oKAQIECBAgQIAAAQIECBAgQIAAAQKdBQSgnT08I0CAAAECBAgQIECAAAECBAgQIECgQgIC0Ap1pqYQIECAAAECBAgQIECAAAECBAgQINBZQADa2cMzAgQIECBAgAABAgQIECBAgAABAgQqJCAArVBnagoBAgQIECBAgAABAgQIECBAgAABAp0FBKCdPTwjQIAAAQIECBAgQIAAAQIECBAgQKBCAv1mv1Yq1J7SNWXatGlp0UUXLV29VIhAFQX69euXm+XbWhV7V5vaXcDXZ7v3oPpXWcDXZ/V6N/rUz0PV6Fdfn+Xvx5dffjkNGTKk/BVVQwI1FxhY8/b3evNnzpyZpk6d2uvXcYEFE1h88cXTK6+8kl566aUFO4GjSiMQP3QUP3hMnz49xdee0t4CQ4cOzb+8RX8q7S0waNCgxh8D4/tt/KKgtLfAIosskgYMGJBefPHF9m6I2qf+/fun+HkoSvxMNGPGDCptLlB8z/U7SJt35OvVX2KJJfKjWbNm+Z5b0i6NPzYUv4eUtIqqRYDAawIC0F5+G7z66qt+kOxl42ZOv9hii+Uf9v0C14xiOY6NX+CKHzzilzehdjn6pZlaRH/GD5S+PptRLMexcSdEcTdEhJ/6tBz90kwtIvyM77v6shnFchwbYVkRgMYfD/VpOfqlmVrEHxDje66+bEaxHMfG6M8iAI3fK/VpOfqlay0GDhSrdDXxnEAZBcwBWsZeUScCBAgQIECAAAECBAgQIECAAAECBFoiIABtCaOTECBAgAABAgQIECBAgAABAgQIECBQRgEBaBl7RZ0IECBAgAABAgQIECBAgAABAgQIEGiJgAC0JYxOQoAAAQIECBAgQIAAAQIECBAgQIBAGQUEoGXsFXUiQIAAAQIECBAgQIAAAQIECBAgQKAlAgLQljA6CQECBAgQIECAAAECBAgQIECAAAECZRQQgJaxV9SJAAECBAgQIECAAAECBAgQIECAAIGWCAhAW8LoJAQIECBAgAABAgQIECBAgAABAgQIlFFAAFrGXlEnAgQIECBAgAABAgQIECBAgAABAgRaIiAAbQmjkxAgQIAAAQIECBAgQIAAAQIECBAgUEYBAWgZe0WdCBAgQIAAAQIECBAgQIAAAQIECBBoiYAAtCWMTkKAAAECBAgQIECAAAECBAgQIECAQBkFBKBl7BV1IkCAAAECBAgQIECAAAECBAgQIECgJQIC0JYwOgkBAgQIECBAgAABAgQIECBAgAABAmUUEICWsVfUiQABAgQIECBAgAABAgQIECBAgACBlggIQFvC6CQECBAgQIAAAQIECBAgQIAAAQIECJRRQABaxl5RJwIECBAgQIAAAQIECBAgQIAAAQIEWiIgAG0Jo5MQIECAAAECBAgQIECAAAECBAgQIFBGAQFoGXtFnQgQIECAAAECBAgQIECAAAECBAgQaImAALQljE5CgAABAgQIECBAgAABAgQIECBAgEAZBQSgZewVdSJAgAABAgQIECBAgAABAgQIECBAoCUCA1tyFichQKD0AsO+Nr70dWy2gi+8foLBr32OjyqXqcd+p8rN0zYCBAgQIECAAAECBAgQINAyASNAW0bpRAQIECBAgAABAgQIECBAgAABAgQIlE1AAFq2HlEfAgQIECBAgAABAgQIECBAgAABAgRaJiAAbRmlExEgQIAAAQIECBAgQIAAAQIECBAgUDYBAWjZekR9CBAgQIAAAQIECBAgQIAAAQIECBBomYAAtGWUTkSAAAECBAgQIECAAAECBAgQIECAQNkEBKBl6xH1IUCAAAECBAgQIECAAAECBAgQIECgZQIC0JZROhEBAgQIECBAgAABAgQIECBAgAABAmUTEICWrUfUhwABAgQIECBAgAABAgQIECBAgACBlgkIQFtG6UQECBAgQIAAAQIECBAgQIAAAQIECJRNQABath5RHwIECBAgQIAAAQIECBAgQIAAAQIEWiYgAG0ZpRMRIECAAAECBAgQIECAAAECBAgQIFA2AQFo2XpEfQgQIECAAAECBAgQIECAAAECBAgQaJmAALRllE5EgAABAgQIECBAgAABAgQIECBAgEDZBASgZesR9SFAgAABAgQIECBAgAABAgQIECBAoGUCAtCWUToRAQIECBAgQIAAAQIECBAgQIAAAQJlExCAlq1H1IcAAQIECBAgQIAAAQIECBAgQIAAgZYJCEBbRulEBAgQIECAAAECBAgQIECAAAECBAiUTUAAWrYeUR8CBAgQIECAAAECBAgQIECAAAECBFomIABtGaUTESBAgAABAgQIECBAgAABAgQIECBQNgEBaNl6RH0IECBAgAABAgQIECBAgAABAgQIEGiZgAC0ZZRORIAAAQIECBAgQIAAAQIECBAgQIBA2QQEoGXrEfUhQIAAAQIECBAgQIAAAQIECBAgQKBlAgLQllE6EQECBAgQIECAAAECBAgQIECAAAECZRMQgJatR9SHAAECBAgQIECAAAECBAgQIECAAIGWCQhAW0bpRAQIECBAgAABAgQIECBAgAABAgQIlE1AAFq2HlEfAgQIECBAgAABAgQIECBAgAABAgRaJiAAbRmlExEgQIAAAQIECBAgQIAAAQIECBAgUDYBAWjZekR9CBAgQIAAAQIECBAgQIAAAQIECBBomYAAtGWUTkSAAAECBAgQIECAAAECBAgQIECAQNkEBKBl6xH1IUCAAAECBAgQIECAAAECBAgQIECgZQIC0JZROhEBAgQIECBAgAABAgQIECBAgAABAmUTEICWrUfUhwABAgQIECBAgAABAgQIECBAgACBlgkIQFtG6UQECBAgQIAAAQIECBAgQIAAAQIECJRNQABath5RHwIECBAgQIAAAQIECBAgQIAAAQIEWiYgAG0ZpRMRIECAAAECBAgQIECAAAECBAgQIFA2AQFo2XpEfQgQIECAAAECBAgQIECAAAECBAgQaJmAALRllE5EgAABAgQIECBAgAABAgQIECBAgEDZBASgZesR9SFAgAABAgQIECBAgAABAgQIECBAoGUCAtCWUToRAQIECBAgQIAAAQIECBAgQIAAAQJlExCAlq1H1IcAAQIECBAgQIAAAQIECBAgQIAAgZYJCEBbRulEBAgQIECAAAECBAgQIECAAAECBAiUTUAAWrYeUR8CBAgQIECAAAECBAgQIECAAAECBFomIABtGaUTESBAgAABAgQIECBAgAABAgQIECBQNgEBaNl6RH0IECBAgAABAgQIECBAgAABAgQIEGiZgAC0ZZRORIAAAQIECBAgQIAAAQIECBAgQIBA2QQEoGXrEfUhQIAAAQIECBAgQIAAAQIECBAgQKBlAgLQllE6EQECBAgQIECAAAECBAgQIECAAAECZRMQgJatR9SHAAECBAgQIECAAAECBAgQIECAAIGWCQhAW0bpRAQIECBAgAABAgQIECBAgAABAgQIlE1AAFq2HlEfAgQIECBAgAABAgQIECBAgAABAgRaJiAAbRmlExEgQIAAAQIECBAgQIAAAQIECBAgUDYBAWjZekR9CBAgQIAAAQIECBAgQIAAAQIECBBomYAAtGWUTkSAAAECBAgQIECAAAECBAgQIECAQNkEBKBl6xH1IUCAAAECBAgQIECAAAECBAgQIECgZQIC0JZROhEBAgQIECBAgAABAgQIECBAgAABAmUTEICWrUfUhwABAgQIECBAgAABAgQIECBAgACBlgkIQFtG6UQECBAgQIAAAQIECBAgQIAAAQIECJRNQABath5RHwIECBAgQIAAAQIECBAgQIAAAQIEWiYgAG0ZpRMRIECAAAECBAgQIECAAAECBAgQIFA2AQFo2XpEfQgQIECAAAECBAgQIECAAAECBAgQaJmAALRllE5EgAABAgQIECBAgAABAgQIECBAgEDZBASgZesR9SFAgAABAgQIECBAgAABAgQIECBAoGUCAtCWUToRAQIECBAgQIAAAQIECBAgQIAAAQJlExCAlq1H1IcAAQIECBAgQIAAAQIECBAgQIAAgZYJCEBbRulEBAgQIECAAAECBAgQIECAAAECBAiUTUAAWrYeUR8CBAgQIECAAAECBAgQIECAAAECBFomIABtGaUTESBAgAABAgQIECBAgAABAgQIECBQNgEBaNl6RH0IECBAgAABAgQIECBAgAABAgQIEGiZwMCWncmJCBAgQIAAAQIE0thb3kuhQgIT3n5lhVqjKQQIECBAgACBegoYAVrPftdqAgQIECBAgAABAgQIECBAgAABArUQEIDWops1kgABAgQIECBAgAABAgQIECBAgEA9BQSg9ex3rSZAgAABAgQIECBAgAABAgQIECBQCwEBaC26WSMJECBAgAABAgQIECBAgAABAgQI1FNAAFrPftdqAgQIECBAgAABAgQIECBAgAABArUQEIDWops1kgABAgQIECBAgAABAgQIECBAgEA9BQSg9ex3rSZAgAABAgQIECBAgAABAgQIECBQCwEBaC26WSMJECBAgAABAgQIECBAgAABAgQI1FNAAFrPftdqAgQIECBAgAABAgQIECBAgAABArUQEIDWops1kgABAgQIECBAgAABAgQIECBAgEA9BQSg9ex3rSZAgAABAgQIECBAgAABAgQIECBQCwEBaC26WSMJECBAgAABAgQIECBAgAABAgQI1FNAAFrPftdqAgQIECBAgAABAgQIECBAgAABArUQEIDWops1kgABAgQIECBAgAABAgQIECBAgEA9BQZWrdnPPvtsOvfcc9MDDzyQpk+fntZdd900duzYtOWWW/bY1Jdeein9+te/TrfeemuaNGlSWn311dOGG26YttlmmzRgwIAej7OBAAECBAgQIECAAAECBAgQIECAAIFyC1QqAL3pppvSIYcckmbMmJHVhw0blu6///50/vnnp+222y4ddNBBcwSakydPTvvss0969NFH8zFLLbVUuuyyy/LHn//853TooYemwYMHl7sX1Y4AAQIECBAgQIAAAQIECBAgQIAAgW4FKnML/L///e90+OGH5/DzIx/5SDrvvPPSRRddlI4//vi00korpUsuuSSddtppcyAcccQROfzcZJNN0sUXX5wuuOCC9Mtf/jKtuuqq6brrrkunnHLKHMd4gQABAgQIECBAgAABAgQIECBAgACB9hCoTAAaozanTp2alltuubTffvulZZddNo/23HTTTdNuu+2We+Paa6/t1Cv33HNPuvnmm9Oiiy6ajjzyyDR8+PC8Pc7x3e9+Nx9/6aWX5vN2OtATAgQIECBAgAABAgQIECBAgAABAgTaQqAyAWjc7r7xxhvnsLN//87Nete73pU74+mnn85zfBY9UwSiW2yxRVpkkUWKl/PnuBU+zvfyyy+nCEEVAgQIECBAgAABAgQIECBAgAABAgTaT6BzUth+9W/UeMcdd0wnnHBCnuuz8eLrDx5++OH8KEaFLrnkko3Nd999d34ct793VyIAjXLnnXd2t9lrBAgQIECAAAECBAgQIECAAAECBAiUXKBSiyB1tY7V3SdMmJBOOumkvClC0o7l8ccfz09HjBjR8eXG4+L1YoGkxoYuD2Ke0FdeeaXLq/95utVWW6U11lij221e7HuBfv365UWuYgSxQqCdBOrwnh0wYEDukjq0tZ3eewtS14ED//+PG0OGDEld79RYkHM6hsDCEqj696COX4+DBg1KVW/vwnrf9OV1iu+5+rIve6H1146fi/Rp611bccZZs2a14jTOQYBALwv8/99IevlCC/v03/nOd/Kt63ELe/xncfDBB6dtttmmUzVefPHF/LwIOjttfO3JEksskV8q9uu6vXh+xhlnpAhbuyurrLJKeutb39rdJq+VRGDw4ME5BC1JdXqtGi/02pmduC8EFl988b64bJ9cs05t7RPghXzRCEDjQyHQLgJ1+h4UAWh8KNUQqNN7txo9NvdWxO+0+nTuRn21tacsoK/q47oECHQvUJlb4Ls2769//WtaeumlU/wF9NVXX00x3+dTTz3V2C3+SjNjxoz8vKe/pBX/wfiG1mDzgAABAgQIECBAgAABAgQIECBAgEBbCVR2BOg555yT4vbmuDX9pz/9afrJT36Sbr311nTiiSem9ddfP99+F6u/T58+vcfRm0XwGSME51binD0Ne19ppZXSc889N7fDbetDgeHDh+eFruJ9UPUy93dx1VtfvfbV4ftK/HFq9uzZ6YUXjF9u93dw/D9a/FFx2rRpjT9Atnu71L8eAlX/fhujyuLnoSjxs++87nyqR6+3dytjlP1iiy3md5D27sZG7WNx3igzZ85Mzz//fON1D8ojELmDu1vK0x9qQqAngcoGoPFNKErcxrPnnnumJ554Il1xxRXp7LPPTnF7fJQYIRrze06dOjU/7/pP8Xr8ADG3Mm7cuB43T5o0yS96PeqUY0OMEC7C7nLUqHdqIQDtHde+Omsd3rPxvTcC0Dq0ta/eRwvruh3nGIxf4PTpwpJ3nVYIVP392vGW97r8TNSK90WZzxGhdpSqv3fL3AetqlvxO22cLwbc6NNWybb2PMW8u609q7MRINBqgcreAt8VKhYjinL//fc3NkUAGqUIOhsbXn9Q/IWt48rxXffxnAABAgQIECBAgAABAgQIECBAgACB8gpUJgCNkZ1HHnlkevrpp7vVLv663fGvM6NHj877Pvzww90eU7y+9tprd7vdiwQIECBAgAABAgQIECBAgAABAgQIlFugMgHozTffnC6//PL0xz/+sVvxCRMm5NfXWGONxvbi1vWrrrqq8VrxIG4xuPrqq/PTDTfcsHjZZwIECBAgQIAAAQIECBAgQIAAAQIE2kigMgFoEWbGSNDHH3+8UxdE+Hneeefl13bcccfGtk033TTFIkUPPPBAuvTSSxuvx4NYRGnixIlpxRVXTJtsskmnbZ4QIECAAAECBAgQIECAAAECBAgQINAeApVZBCmCzb/85S/pxhtvTLvsskvaaKON0tixY9ODDz6YR3LGQho777xzitCzKDGp9F577ZW++c1vpqOPPjofu/rqq6e//e1v+XHcNn/QQQfl1eSLY3wmQIAAAQIECBAgQIAAAQIECBAgQKB9BCoTgEaYGXOA/uIXv0g/+9nPUtwSHx9RYq7P/fbbL2255Zb5ecd/Nt9883TiiSfmAPSaa65J8RElRoZ+6UtfShtssEHH3T0mQIAAAQIECBAgQIAAAQIECBAgQKCNBCoTgIb54MGD0+67754++clPpsceeyxNmjQprbDCCmnkyJFz7ZIYKfqrX/0q3/L+6KOP5sB0zJgxqX//yswQMNf220iAAAECBAgQIECAAAECBAgQIECgqgKVCkCLToqV3mMEZ3y8kRJB6bzC0jdyPvsSIECAAAECBAgQIECAAAECBAgQINC3AoY49q2/qxMgQIAAAQIECBAgQIAAAQIECBAg0IsCAtBexHVqAgQIECBAgAABAgQIECBAgAABAgT6VkAA2rf+rk6AAAECBAgQIECAAAECBAgQIECAQC8KCEB7EdepCRAgQIAAAQIECBAgQIAAAQIECBDoWwEBaN/6uzoBAgQIECBAgAABAgQIECBAgAABAr0oIADtRVynJkCAAAECBAgQIECAAAECBAgQIECgbwUEoH3r7+oECBAgQIAAAQIECBAgQIAAAQIECPSigAC0F3GdmgABAgQIECBAgAABAgQIECBAgACBvhUQgPatv6sTIECAAAECBAgQIECAAAECBAgQINCLAgLQXsR1agIECBAgQIAAAQIECBAgQIAAAQIE+lZAANq3/q5OgAABAgQIECBAgAABAgQIECBAgEAvCghAexHXqQkQIECAAAECBAgQIECAAAECBAgQ6FsBAWjf+rs6AQIECBAgQIAAAQIECBAgQIAAAQK9KCAA7UVcpyZAgAABAgQIECBAgAABAgQIECBAoG8FBKB96+/qBAgQIECAAAECBAgQIECAAAECBAj0ooAAtBdxnZoAAQIECBAgQIAAAQIECBAgQIAAgb4VEID2rb+rEyBAgAABAgQIECBAgAABAgQIECDQiwIC0F7EdWoCBAgQIECAAAECBAgQIECAAAECBPpWQADat/6uToAAAQIECBAgQIAAAQIECBAgQIBALwoIQHsR16kJECBAgAABAgQIECBAgAABAgQIEOhbAQFo3/q7OgECBAgQIECAAAECBAgQIECAAAECvSggAO1FXKcmQIAAAQIECBAgQIAAAQIECBAgQKBvBQSgfevv6gQIECBAgAABAgQIECBAgAABAgQI9KKAALQXcZ2aAAECBAgQIECAAAECBAgQIECAAIG+FRCA9q2/qxMgQIAAAQIECBAgQIAAAQIECBAg0IsCAtBexHVqAgQIECBAgAABAgQIECBAgAABAgT6VkAA2rf+rk6AAAECBAgQIECAAAECBAgQIECAQC8KCEB7EdepCRAgQIAAAQIECBAgQIAAAQIECBDoWwEBaN/6uzoBAgQIECBAgAABAgQIECBAgAABAr0oIADtRVynJkCAAAECBAgQIECAAAECBAgQIECgbwUEoH3r7+oECBAgQIAAAQIECBAgQIAAAQIECPSigAC0F3GdmgABAgQIECBAgAABAgQIECBAgACBvhUQgPatv6sTIECAAAECBAgQIECAAAECBAgQINCLAgLQXsR1agIECBAgQIAAAQIECBAgQIAAAQIE+lZAANq3/q5OgAABAgQIECBAgAABAgQIECBAgEAvCgzsxXM7NQECBAj0ksCwr43vpTOX57SvvF6VYeWpUq/VZOqx3+m1czsxAQIECBAgQIAAAQIE6i5gBGjd3wHaT4AAAQIECBAgQIAAAQIECBAgQKDCAgLQCneuphEgQIAAAQIECBAgQIAAAQIECBCou4AAtO7vAO0nQIAAAQIECBAgQIAAAQIECBAgUGEBAWiFO1fTCBAgQIAAAQIECBAgQIAAAQIECNRdQABa93eA9hMgQIAAAQIECBAgQIAAAQIECBCosIAAtMKdq2kECBAgQIAAAQIECBAgQIAAAQIE6i4gAK37O0D7CRAgQIAAAQIECBAgQIAAAQIECFRYQABa4c7VNAIECBAgQIAAAQIECBAgQIAAAQJ1FxCA1v0doP0ECBAgQIAAAQIECBAgQIAAAQIEKiwgAK1w52oaAQIECBAgQIAAAQIECBAgQIAAgboLCEDr/g7QfgIECBAgQIAAAQIECBAgQIAAAQIVFhCAVrhzNY0AAQIECBAgQIAAAQIECBAgQIBA3QUEoHV/B2g/AQIECBAgQIAAAQIECBAgQIAAgQoLCEAr3LmaRoAAAQIECBAgQIAAAQIECBAgQKDuAgLQur8DtJ8AAQIECBAgQIAAAQIECBAgQIBAhQUEoBXuXE0jQIAAAQIECBAgQIAAAQIECBAgUHcBAWjd3wHaT4AAAQIECBAgQIAAAQIECBAgQKDCAgLQCneuphEgQIAAAQIECBAgQIAAAQIECBCou4AAtO7vAO0nQIAAAQIECBAgQIAAAQIECBAgUGEBAWiFO1fTCBAgQIAAAQIECBAgQIAAAQIECNRdQABa93eA9hMgQIAAAQIECBAgQIAAAQIECBCosIAAtMKdq2kECBAgQIAAAQIECBAgQIAAAQIE6i4gAK37O0D7CRAgQIAAAQIECBAgQIAAAQIECFRYQABa4c7VNAIECBAgQIAAAQIECBAgQIAAAQJ1FxCA1v0doP0ECBAgQIAAAQIECBAgQIAAAQIEKiwgAK1w52oaAQIECBAgQIAAAQIECBAgQIAAgboLCEDr/g7QfgIECBAgQIAAAQIECBAgQIAAAQIVFhCAVrhzNY0AAQIECBAgQIAAAQIECBAgQIBA3QUEoHV/B2g/AQIECBAgQIAAAQIECBAgQIAAgQoLCEAr3LmaRoAAAQIECBAgQIAAAQIECBAgQKDuAgLQur8DtJ8AAQIECBAgQIAAAQIECBAgQIBAhQUEoBXuXE0jQIAAAQIECBAgQIAAAQIECBAgUHcBAWjd3wHaT4AAAQIECBAgQIAAAQIECBAgQKDCAgLQCneuphEgQIAAAQIECBAgQIAAAQIECBCou4AAtO7vAO0nQIAAAQIECBAgQIAAAQIECBAgUGEBAWiFO1fTCBAgQIAAAQIECBAgQIAAAQIECNRdQABa93eA9hMgQIAAAQIECBAgQIAAAQIECBCosIAAtMKdq2kECBAgQIAAAQIECBAgQIAAAQIE6i4gAK37O0D7CRAgQIAAAQIECBAgQIAAAQIECFRYQABa4c7VNAIECBAgQIAAAQIECBAgQIAAAQJ1FxCA1v0doP0ECBAgQIAAAQIECBAgQIAAAQIEKiwgAK1w52oaAQIECBAgQIAAAQIECBAgQIAAgboLCEDr/g7QfgIECBAgQIAAAQIECBAgQIAAAQIVFhCAVrhzNY0AAQIECBAgQIAAAQIECBAgQIBA3QUEoHV/B2g/AQIECBAgQIAAAQIECBAgQIAAgQoLDKxw2zSNAAECBAi0hcCwr41vi3o2U8kXXj84/vI6rJkTtcOxO7VDJdWRAAECBAgQIECAQH0EjACtT19rKQECBAgQIECAAAECBAgQIECAAIHaCQhAa9flGkyAAAECBAgQIECAAAECBAgQIECgPgIC0Pr0tZYSIECAAAECBAgQIECAAAECBAgQqJ2AALR2Xa7BBAgQIECAAAECBAgQIECAAAECBOojIACtT19rKQECBAgQIECAAAECBAgQIECAAIHaCQhAa9flGkyAAAECBAgQIECAAAECBAgQIECgPgIC0Pr0tZYSIECAAAECBAgQIECAAAECBAgQqJ2AALR2Xa7BBAgQIECAAAECBAgQIECAAAECBOojIACtT19rKQECBAgQIECAAAECBAgQIECAAIHaCQhAa9flGkyAAAECBAgQIECAAAECBAgQIECgPgIC0Pr0tZYSIECAAAECBAgQIECAAAECBAgQqJ2AALR2Xa7BBAgQIECAAAECBAgQIECAAAECBOojIACtT19rKQECBAgQIECAAAECBAgQIECAAIHaCQhAa9flGkyAAAECBAgQIECAAAECBAgQIECgPgIC0Pr0tZYSIECAAAECBAgQIECAAAECBAgQqJ2AALR2Xa7BBAgQIECAAAECBAgQIECAAAECBOojIACtT19rKQECBAgQIECAAAECBAgQIECAAIHaCQhAa9flGkyAAAECBAgQIECAAAECBAgQIECgPgIC0Pr0tZYSIECAAAECBAgQIECAAAECBAgQqJ2AALR2Xa7BBAgQIECAAAECBAgQIECAAAECBOojIACtT19rKQECBAgQIECAAAECBAgQIECAAIHaCQysXYsXcoMHDhyYRowYsZCv6nLzK9C/f/80ZMiQNGDAgPk9pG33e7Vta67iBAgQIECg7wSq/nNcv379GriDBw/2c2tDo30fFD/XVv292749tGA193vlgrktjKNefdVvWgvD2TUINCsgAG1WcB7Hxw+VxQ8h89jV5j4SiBC0Dn3kv+U+eoO5LIH5EFhtpzvmYy+7ECDQFwJV/xmhYwDq59a+eIe1/prxs22Uqr93Wy9X/jPq03L20ezZs8tZMbUiQKCTgAC0E0frn7zyyitp6tSprT+xM7ZEYPTo0Wn69Om16KNhLRFzEgIECBAgUC+BiRMnVrrBgwYNSksvvXRu40svvZSmTJlS6fbWoXFDhw5Nw4cPT1V/79ahL+OPEmPGjMlNnTlzpj4taafH6Nz4ulMIECi3gDlAy90/akeAAAECBAgQIECAAAECBAgQIECAQBMCAtAm8BxKgAABAgQIECBAgAABAgQIECBAgEC5BQSg5e4ftSNAgAABAgQIECBAgAABAgQIECBAoAkBAWgTeA4lQIAAAQIECBAgQIAAAQIECBAgQKDcAgLQcveP2hEgQIAAAQIECBAgQIAAAQIECBAg0ISAALQJPIcSIECAAAECBAgQIECAAAECBAgQIFBuAQFouftH7QgQIECAAAECBAgQIECAAAECBAgQaEJAANoEnkMJECBAgAABAgQIECBAgAABAgQIECi3gAC03P2jdgQIECBAgAABAgQIECBAgAABAgQINCEgAG0Cz6EECBAgQIAAAQIECBAgQIAAAQIECJRbQABa7v5ROwIECBAgQIAAAQIECBAgQIAAAQIEmhAQgDaB51ACBAgQIECAAAECBAgQIECAAAECBMotIAAtd/+oHQECBAgQIECAAAECBAgQIECAAAECTQgIQJvAcygBAgQIECBAgAABAgQIECBAgAABAuUWEICWu3/UjgABAgQIECBAgAABAgQIECBAgACBJgQEoE3gOZQAAQIECBAgQIAAAQIECBAgQIAAgXILCEDL3T9qR4AAAQIECBAgQIAAAQIECBAgQIBAEwIC0CbwHEqAAAECBAgQIECAAAECBAgQIECAQLkFBKDl7h+1I0CAAAECBAgQIECAAAECBAgQIECgCQEBaBN4DiVAgAABAgQIECBAgAABAgQIECBAoNwCAtBy94/aESBAgAABAgQIECBAgAABAgQIECDQhIAAtAk8hxIgQIAAAQIECBAgQIAAAQIECBAgUG4BAWi5+0ftCBAgQIAAAQIECBAgQIAAAQIECBBoQkAA2gSeQwkQIECAAAECBAgQIECAAAECBAgQKLeAALTc/aN2BAgQIECAAAECBAgQIECAAAECBAg0ISAAbQLPoQQIECBAgAABAgQIECBAgAABAgQIlFtAAFru/lE7AgQIECBAgAABAgQIECBAgAABAgSaEBCANoHnUAIECBAgQIAAAQIECBAgQIAAAQIEyi0gAC13/6gdAQIECBAgQIAAAQIECBAgQIAAAQJNCAhAm8BzKAECBAgQIECAAAECBAgQIECAAAEC5RYQgJa7f9SOAAECBAgQIECAAAECBAgQIECAAIEmBASgTeA5lAABAgQIECBAgAABAgQIECBAgACBcgsIQMvdP2pHgAABAgQIECBAgAABAgQIECBAgEATAgLQJvAcSoAAAQIECBAgQIAAAQIECBAgQIBAuQUEoOXuH7UjQIAAAQIECBAgQIAAAQIECBAgQKAJAQFoE3gOJUCAAAECBAgQIECAAAECBAgQIECg3AIC0HL3j9oRIECAAAECBAgQIECAAAECBAgQINCEgAC0CTyHEiBAgAABAgQIECBAgAABAgQIECBQbgEBaLn7R+0IECBAgAABAgQIECBAgAABAgQIEGhCQADaBJ5DCRAgQIAAAQIECBAgQIAAAQIECBAot4AAtNz9o3YECBAgQIAAAQIECBAgQIAAAQIECDQhIABtAs+hBAgQIECAAAECBAgQIECAAAECBAiUW0AAWu7+UTsCBAgQIECAAAECBAgQIECAAAECBJoQEIA2gedQAgQIECBAgAABAgQIECBAgAABAgTKLSAALXf/qB0BAgQIECBAgAABAgQIECBAgAABAk0ICECbwHMoAQIECBAgQIAAAQIECBAgQIAAAQLlFhCAlrt/1I4AAQIECBAgQIAAAQIECBAgQIAAgSYEBKBN4DmUAAECBAgQIECAAAECBAgQIECAAIFyCwhAy90/akeAAAECBAgQIECAAAECBAgQIECAQBMCAtAm8BxKgAABAgQIECBAgAABAgQIECBAgEC5BQSg5e4ftSNAgAABAgQIECBAgAABAgQIECBAoAkBAWgTeA4lQIAAAQIECBAgQIAAAQIECBAgQKDcAgLQcveP2hEgQIAAAQIECBAgQIAAAQIECBAg0ISAALQJPIcSIECAAAECBAgQIECAAAECBAgQIFBuAQFouftH7QgQIECAAAECBAgQIECAAAECBAgQaEJAANoEnkMJECBAgAABAgQIECBAgAABAgQIECi3gAC03P2jdgQIECBAgAABAgQIECBAgAABAgQINCEgAG0Cz6EECBAgQIAAAQIECBAgQIAAAQIECJRbQABa7v5ROwIECBAgQIAAAQIECBAgQIAAAQIEmhAQgDaB51ACBAgQIECAAAECBAgQIECAAAECBMotIAAtd/+oHQECBAgQIECAAAECBAgQIECAAAECTQgIQJvAcygBAgQIECBAgAABAgQIECBAgAABAuUWEICWu3/UjgABAgQIECBAgAABAgQIECBAgACBJgQEoE3gOZQAAQIECBAgQIAAAQIECBAgQIAAgXILCEDL3T9qR4AAAQIECBAgQIAAAQIECBAgQIBAEwIC0CbwHEqAAAECBAgQIECAAAECBAgQIECAQLkFBKDl7h+1I0CAAAECBAgQIECAAAECBAgQIECgCQEBaBN4DiVAgAABAgQIECBAgAABAgQIECBAoNwCAtBy94/aESBAgAABAgQIECBAgAABAgQIECDQhIAAtAk8hxIgQIAAAQIECBAgQIAAAQIECBAgUG4BAWi5+0ftCBAgQIAAAQIECBAgQIAAAQIECBBoQkAA2gSeQwkQIECAAAECBAgQIECAAAECBAgQKLeAALTc/aN2BAgQIECAAAECBAgQIECAAAECBAg0ISAAbQLPoQQIECBAgAABAgQIECBAgAABAgQIlFtAAFru/lE7AgQIECBAgAABAgQIECBAgAABAgSaEBCANoHnUAIECBAgQIAAAQIECBAgQIAAAQIEyi0gAC13/6gdAQIECBAgQIAAAQIECBAgQIAAAQJNCAhAm8BzKAECBAgQIECAAAECBAgQIECAAAEC5RYQgJa7f9SOAAECBAgQIECAAAECBAgQIECAAIEmBASgTeA5lAABAgQIECBAgAABAgQIECBAgACBcgsIQMvdP2pHgAABAgQIECBAgAABAgQIECBAgEATAgLQJvAcSoAAAQIECBAgQIAAAQIECBAgQIBAuQUEoOXuH7UjQIAAAQIECBAgQIAAAQIECBAgQKAJAQFoE3gOJUCAAAECBAgQIECAAAECBAgQIECg3AIC0HL3j9oRIECAAAECBAgQIECAAAECBAgQINCEgAC0CTyHEiBAgAABAgQIECBAgAABAgQIECBQbgEBaLn7R+0IECBAgAABAgQIECBAgAABAgQIEGhCQADaBJ5DCRAgQIAAAQIECBAgQIAAAQIECBAot4AAtNz9o3YECBAgQIAAAQIECBAgQIAAAQIECDQhIABtAs+hBAgQIECAAAECBAgQIECAAAECBAiUW0AAWu7+UTsCBAgQIECAAAECBAgQIECAAAECBJoQEIA2gedQAgQIECBAgAABAgQIECBAgAABAgTKLSAALXf/qB0BAgQIECBAgAABAgQIECBAgAABAk0ICECbwHMoAQIECBAgQIAAAQIECBAgQIAAAQLlFhCAlrt/1I4AAQIECBAgQIAAAQIECBAgQIAAgSYEBjZxrEMJECBAgAABAgQIECBAgAABAgQqIjBx4sR0xx13pFmzZqW3vOUtadSoURVpmWbUXcAI0Lq/A7SfAAECBAgQIECAAAECBAgQqK3A1VdfnXbYYYf05je/OS299NJp3Lhx6b3vfW8aPXp0WnbZZdO2226bzjrrrDR79uxKGo0fPz7169cvf7z88suVbKNGpWQEqHcBAQIECBAgQIAAAQIECBAgQKCGAvvtt1869dRTe2z5k08+meLjsssuS2eeeWa65JJL0hJLLNHj/u24oarBbjv2RW/W2QjQ3tR1bgIECBAgQIAAAQIECBAgQIBACQVOOOGERvg5fPjw9NWvfjVdeeWV6d57700PPvhgipGhRx55ZB4VGtX/05/+lD784Q+XsCXNVWnQoEFpkUUWyR/NncnRZRbo91rSXc0xzCVRnzRpUpoxY0ZJaqMaXQViSP/06dPT1KlTu26q3PNhXxtfuTZpEIGqCKy20x1VaYp2EKicwIS3X1m5NnVsUPzSF7c7Rpk2bVqaMmVKx80et6HA0KFDUwQZMWJLaW+BuCV3zJgxuRFxW27MzaiUT2DgwIFtOU9mfM9fYYUV8vsqfi++6aab0korrdQt8OTJk9PGG2+cHnjggbz997//fdpuu+263deLBMoqYARoWXtGvQgQIECAAAECBAgQIECAAAECvSBw6623NkL1Aw44oMfwMy49YsSIPAdoUY2f/vSnxUOfCbSNgDlA26arVJQAAQIECBAgQIAAAQIECBAg0LzAs88+2zhJLH40r7LZZpvlOwbiuEceeaTT7q+++mq67bbb8mtrrrlmHoUedxTceOON6eabb07Dhg1L6623XnrPe96TFxrqdHA3T+JG5RhtGqvR33333Xkhpg033DCtv/76adFFF+3miDlfuuGGG9Ltt9+eR8PHSOrVV189L+4Udz50LY8++mhj1Pzb3/72HusYbYo6xUc83mCDDVLUK0bSzqtEe8LioYceyrfar7POOik+Vl555R6vN69z2v7GBASgb8zL3gQIECBAgAABAgQIECBAgACBthZ417velYO3CBt/85vfpE996lNzbU9MyfD3v/89LbbYYmnw4MGd9o0p5TbZZJP82qWXXpr+/e9/pz333DPNnDmz035rrbVW+tGPfpTi2j2VmHs06hK35Hctcat+LMT0gQ98oOumxvNYrGn//ffPdW28+PqDCBu//e1vp49+9KOdNp100knpu9/9bn7tpZdemqN9YRTbDz744BTbu5Zddtklff/7388jZbtui6krPvOZz6SLLroodTcD5bhx49JPfvKTtPzyy3c91PMWC7gFvsWgTkeAAAECBAgQIECAAAECBAgQKLPAqFGj0tve9rZcxd/97ndp++23T7fccstcq7zkkkvOEQ52PeCHP/xh2mOPPdKAAQNyUPn1r389zxcac6Xed999aeutt05XXHFF18Py8/PPPz+PqIzwMwLXmHf005/+dB45GivPR7Aa9YzFmrorP/jBD9L73//+HH7G9aN9u+++ex79GfvHyNWdd945xXXmt8SaITFydfz48Tn8fNOb3pR22GGHtOuuu+YRnHGec889N73lLW9J999/f6fTxnowUd8LL7wwh58REkd9YiGpmKs5yh/+8Ic8kvQf//hHfu6f3hMQgPaerTMTIECAAAECBAgQIECAAAECBEopEIFhjKqMcvHFF+fAMUYixojFX/ziF43bwt9I5S+44IK8KNS1116bRz0effTRKRZNuvzyy1MEqBEKxujQWISpY4kFpD/3uc+lF198McUt+ddcc00eBfrjH/84r0z/8MMPp/e+9735kOOOOy6vSN/x+AhXDzzwwDRr1qy03HLL5eNjntMYXRkjV//yl7/kW/FjFOZuu+2Wnn/++Y6H9/j4+OOPT1dffXXe/oUvfCHfwh5tjHlQ4/b8cIpRsf/617/Sfvvt1+k8sV9MAxAlrKMOUZ8YcRtTCcRo1CjR9rPOOis/9k/vCVQuAI3hxaeddlpO5yOR//KXv5xOPfXU9Mwzz/SoGEOYzznnnPSlL30p/6XiqKOOyl+gMY+FQoAAAQIECBAgQIAAAQIECBComkDMdxmhXMzbWZTHH388h3FxW/eyyy6b4rb1yEpi/sr5LRHybbrppp12f/e7352OPfbY/Npjjz2WA8SOO3zzm9/MizL1798//fKXv0xbbLFFx81p5MiR6ZJLLmnU9Ytf/GIOO4udjjzyyMbt6RFKdr3NPkZfHnTQQXn3CFkjhJxXiblBi5By2223zSFmhJ0dy8c//vEUo16jXHnllSlCz6Jcf/31+eFSSy2Vw93i9fgcI2IjsA37CKEjpFV6V6BSAWj8heETn/hEHn4cSX/8RSEm4j3vvPPSJz/5yTy0uCvn5MmT85DqeMPGMZG8x5wR8YUZX4Avv/xy10M8J0CAAAECBAgQIECAAAECBAi0vUDMixmLBf385z9P22yzzRyLDMVt3TFHZgSIcft6LOYztxL7RVjYXYlb4yNUjRL5S1Fi8Nnpp5+en8axseBSdyVCwwg+o/z1r39Nd911V34cc43GKNMoW2211RzhZ97w2j8ROMbx0Z6xY8cWL/f4+eyzz26MVP3Wt77V436RN8Wt8VHimKIss8wy+eFzzz2Xfv3rXxcvNz5He2IU6dNPP51HkjY2eNArApUJQOOvFDG0OuZniDkiYnh1JPrxOYY3x+sRakaC37EcccQR+bX4Io0h35HWx18bVl111XTdddelU045pePuHhMgQIAAAQIECBAgQIAAAQIEKiOwyCKL5EFjsYBRhHUxkjHm7oxRnDGXZlHi9chO/va3vxUvzfE5QtKeSiyeVASPEyZMaOwWt48XiwvFXJoxMK2njzXWWKNxXBHG3nvvvSkGt0V55zvf2dje9cHQoUPTySefnBdJitXb51WK84fPiiuu2GOd4tqxyn2U4ph43DEIjpGiUbdjjjkmh7fFgkgdfeMYpfcEKhOAxopaxeS0MV/FkCFDslp83muvvdKWW26Z55qI/Ypyzz335GHciy66aIrh0sUktDFfRKzwFW/E+AYQK5opBAgQIECAAAECBAgQIECAAIEqC0TYF4v+xACzmL8yFh6K0HDYsGG52RFMxirqMddmdyWCwrmVFVZYIW+OkY/FKvEdb/+O68Yt4z19FPOAxkmKsPGpp55qXLI4f+OFJh4U9Yp5S+M29Z7qFK/HYkZRHnroocZq729961vzyNYY6Rnlz3/+c/rGN76RF2eKkbAxeC/uQC4c8k7+6TWBygSgxV8Pus7zUMjFXymiPPjgg8VLKW6ZjxJzS8QXeccSb+BYcSxugY8QVCFAgAABAgQIECBAgAABAgQI1EkgspG4bTwCy/XXXz83PW6Lj9Gg3ZXiVvDutsVrsZp7lBjxGbd+R4k5QRekFHf4dhy0FvVtVVmQesXAvFjgqCif/exnc/YUoXHH3ClC25grNUaJRo71xBNPFIf43EsClQlA41b1mOuz60S7hVsM444yYsSI4qX8BRxPinC0seH1BxGARrnzzjtff8UnAgQIECBAgAABAgQIECBAgED7CkTwGKMTY8X3//7v/56vhsTK7LEKelF6ug2+CDWL/bp+jukLizJq1Kj8MOpRlFhdPVZon5+PuHM3SsdRnx1HgxbnXNDPRb3WXnvt+apPUeell1660yXj1vf/+7//y9MLxIjPWFQqzlmUWIgqFqR65ZVXipd87gWB/4zD7YUTL+xTxq3uxWS6Xa8dw4mLUZzrrrtuY3PxhdcxFG1sfO1B8XrxV4WO2zo+jlvpexr+HX/diHkmlPIKxCpzgwYNKm8F1YwAAQIECBDoM4Gq/4xQ3JYXwH4m6rO3WUsvXMwnV/X3bkvRSnqyfv36NWoWj/Vpg6NUDzr2U6kqNpfKREAXOUaMwoyBZHGLe/G9Yy6HNea5jH1i4aLuyrzyk5jvM0osEBRzgkZZffXV8+f4J0aXFrfbN16cx4PVVlutsce8Rm3++Mc/zgsbrbPOOilWpp9biXpFOBm32sfXX8cRnHM7rqdtMf3i+973vvwR4W30QYwMjc8xAjRukY87lJXeEahMADo3nv/93//NQ6pjbs/3v//9jV1ffPHF/LgIOhsbXn9QDM0u9uu6vXgek9kWE/YWrxWfY+GlHXfcsXjqcwkFIqCuQ0j9QgntVYkAAQIECJRdoOsojrLXt5n6xS92zf5y18z1HdtagTq9d1srV86zRfiiT8vZNz1lAeWs7X9qFWHnf/3Xf+V5K+N27VihfOedd55nlTuuqdJxBGPHA2M19sMOO6zjS43HEY5GoBhlu+22a7y+0kor5f9/Yq7NOD5WXI8/ynVXfvWrX+U1XOKYr3zlK7kdkenEaNJnnnkmD36LeUS7C6Zj4NpBBx2UJk6cmNs7rwB0rbXWylWIQXWXXHJJ+vCHP9xdlfKAuHHjxuXPsbhSBMoREMft7zF1QJwnRrZ2LRHCfvvb307bb7993nTTTTcJQLsitfB55QPQWNE9PuKLJyabLX6oizd+fHFF6emvC4svvnje3o7f0HLF/UOAAAECBAgsdIF33H3XQr+mC/aiwA69eG6nJkCAAAECfSQQ4WGxcM8nP/nJ9I9//COHg90Fh1HFn//85+mHP/xhrm0MLttmm226rfmtt96aLrjggvTBD35wju0RbMY6K1HimkWJvGb//ffPYeDtt9+eTjvttLTvvvsWmxufX3jhhfTNb34z3XfffSkWKDrzzDMb2/bbb7+87Y477ki/+93vuh2I9rOf/SyHn3HQ/AxU23PPPXOd4tb2Aw88MI/cXGyxxRrXLB7EqNJijZliKsUImcP0lltuSWESx3e38nyxGnyca7PNNitO6XMvCFQ6AP3Rj36U4g0eX0yHHHJI2mCDDRqE8VoMP44JansKOIvXi2HZjYO7PIhRpT3N1TBmzJh8jS6HeFoSgZg6If4yY9W1knSIahAgQIAAgZIJxM+KVS7xi24xQCB+HurpZ9oqG1StbfFLd/z+UvX3btX6raf2xO+sUWIAT/H7aU/7er1vBOL3yfi9st1K3IodIxTPOOOM/Dvx1772tXT++efnBXliftCYPjDm04wRjBHuFaM/4/+Nk046qXH7enft3mWXXVLkMXG3bHxPikWKxo8fn68V+3/kIx9JW221VadDI7OJkDWmKowwNG4Jj0FsETjGe//qq69OxxxzTA4/48B99tmn06jo4vxxi32Eq9///vfTrrvumoqpXs4555zslhvtAABAAElEQVQUIWmUaF93AW3e2OGfWNDp8MMPz3N2/vOf/8wLZZ911ln5c+z28MMP59GzUfcoMRK1uEY832OPPbJdhJyf//znUxzbceTsDTfc0Ah6YwSrADTUeq/0e60jZvfe6fvmzPGDW9x6fsUVV+QvyvgLQXfzKMQXZQzBjr9idJwbtKj1ddddlw4++OC08sordztcudhvbp8nTZrUGGk6t/1s6xuB0aNH5x8OO64a1zc16f2rDvva+N6/iCsQILBAAqvtdMcCHeegcgoYAVrOflnQWv1gjycX9NC2OK7jbbXTpk1LU6ZMaYt6q2TPAjG10/Dhw9OTT1b7vduzQHW2RNAUA2qixKi5uG1XKZ9ABGzFYj7lq93caxThbSxsFCHo/ERD8QezCD/33nvvTieePHlyWnLJJfNrb3nLW3JoGn9Ui7tqY/GkmNezWDclQr4LL7wwjRw5stM54kkEgkVOE89j4FrMwxmhaIz+LErcih6LCkW42rHE8XErf7GietQ3jo/cJ+oYJfrq5ptvTiu9dgt9Ub785S+nYkGlCFs7DoKLdkTYevrppxe757bGlBQxN2hR4nvvlVdeOUeI+elPfzr95LXV3qPE13SsXRM5RNSxWDAq5kP97W9/2+MC3flg/zQt0P2kCk2ftu9OEEFWvHkj/Iw5POOLs7vwM2pYzKHSU/gVw5yjFF/I+Yl/CBAgQIAAAQIECBAgQIAAAQJtLhABYozUvP7669NOO+2UM5TumhQjG3fbbbcUK793DT+77r/DDjvkIHDVVVfNoeW9996bw8+llloq35kbt913F37GeWJe0rvuuivttddeuS4RmkZ4WoSfMTgtgshYuKlr+FkcH3WMEDUCyZj2MJ5H+Bn7f+5zn8vhbMfws2v9uz6PgDuMLr/88jxwLkLZGOhWhJ9x3k996lNpwoQJc4Sfca44Nm7pj2tGyBxhbuwb4We4xvyfcYv8Jpts0vXSnrdYoFK3wEdg+cUvfjE99NBDafnll0/HHXdc/mtDT2aRukeJYcubbrrpHLvF61E6DlGeYycvECBAgAABAgQIECBAgAABAgTaVOCd73xnio+4mzYCx1hMKEYcx+3nMTox7piNOwbmt2y55ZbpwQcfzGFfzOkZI5ljwZ9iSoe5nScGskVoGB8xcjNuwY+RnKusskrOeSKAnFuJoDVud4/wNOoQc4XGnKVrrrlmj4sfn3DCCSk+5la23nrrHM7G3RIR6sYIzhVWWCHXq6d1ZeJ84Ra3v0f4GivUxy36EciGaQS6ysITqEwAGkl6zFkR4We8sePNG7d+zK3EKl2R4l911VX5LwQd940vlphjIkp3E9V23NdjAgQIECBAgAABAgQIECBAgEA7C0RYt95667WsCRE8xseClrh9Pj4WpERQusYaa+SPBTm+p2NiZOnb3va2/NHTPt29HvWJwDQ+lL4RmHt03jd1WqCrxoS8MbQ5bms//vjj5xl+xkVi1GcMQ46hy5deemmn68ZfDOIvHiuuuKKhyJ1kPCFAgAABAgQIECBAgAABAgQIECDQPgKVGAEak9TGQkZRnn322bTjjjv22AOrrbZaY+WxmIA25paIRZKOPvrodOONN+YJciNIjcfx14+DDjooT1Tb4wltIECAAAECBAgQIECAAAECBAgQIECgtAKVCEAfeeSR1HEho1jJrKcSK3h1LJtvvnk68cQTcwB6zTXXpPiIEiNDv/SlL6UNNtig4+4eEyBAgAABAgQIECBAgAABAgQIECDQRgKVCEDXWmutvGrZgrqPHTs2/epXv8q3vMcku7E4UkzSO6/JdRf0eo4jQIAAAQIECBAgQIAAAQIECFRBILKTWNQnSrHYdBXapQ3VEqhEANqqLhk5cmSKD4UAAQIECBAgQIAAAQIECBAgQGDeArFy+1133TXvHe1BoA8FKrMIUh8aujQBAgQIECBAgAABAgQIECBAgAABAiUVEICWtGNUiwABAgQIECBAgAABAgQIECBAgACB5gUEoM0bOgMBAgQIECBAgAABAgQIECBAgAABAiUVEICWtGNUiwABAgQIECBAgAABAgQIECBAgACB5gUEoM0bOgMBAgQIECBAgAABAgQIECBAgAABAiUVEICWtGNUiwABAgQIECBAgAABAgQIECBAgACB5gUEoM0bOgMBAgQIECBAgAABAgQIECBAgAABAiUVEICWtGNUiwABAgQIECBAgAABAgQIECBAgACB5gUEoM0bOgMBAgQIECBAgAABAgQIECBAgAABAiUVEICWtGNUiwABAgQIECBAgAABAgQIECBAgACB5gUGNn8KZyBAgAABAgQIECBAgAABAgQIEGgHgcmTJ7dDNeeo44gRI+Z4zQsE5lfACND5lbIfAQIECBAgQIAAAQIECBAgQIAAAQJtJ2AEaNt1mQoTIECAAAECBAgQIECAAAECBJoTGLj/vs2dYCEdPfPk7y+kK7lMlQWMAK1y72obAQIECBAgQIAAAQIECBAgQIAAgZoLCEBr/gbQfAIECBAgQIAAAQIECBAgQIAAAQJVFhCAVrl3tY0AAQIECBAgQIAAAQIECBAgQIBAzQUEoDV/A2g+AQIECBAgQIAAAQIECBAgQIAAgSoLCECr3LvaRoAAAQIECBAgQIAAAQIECBAgQKDmAgLQmr8BNJ8AAQIECBAgQIAAAQIECBAgQIBAlQUEoFXuXW0jQIAAAQIECBAgQIAAAQIECBAgUHMBAWjN3wCaT4AAAQIECBAgQIAAAQIECBAgQKDKAgLQKveuthEgQIAAAQIECBAgQIAAAQIECBCouYAAtOZvAM0nQIAAAQIECBAgQIAAAQIECBAgUGWBlgegP/rRj9IBBxyQ7rnnnvl2O+KII9Jmm22WjjnmmPk+xo4ECBAgQIAAAQIECBAgQIAAAQIECBCYl0DLA9ALLrggnXzyyemRRx6Z17Ub26+99tp04403vqHQtHGwBwQIECBAgAABAgQIECBAgAABAgQIEOhBoOUBaA/X6fblV199Nd13333pjjvuyNuHDh3a7X5eJECAAAECBAgQIECAAAECBAgQIFB2gQceeKDsVaxl/QY20+r3v//96Q9/+EOnU7zyyiv5+Y477pj69597vhr7zpo1q3H8Rhtt1HjsAQECBAgQIECAAAECBAgQIECAAIF2EIhBfoccckg69dRT09SpU9uhyrWqY1MB6AknnJA22GCDVISeHeW6e63j9q6P11tvvfShD32o68ueEyBAgAABAgQIECBAgAABAgQIECi1wOTJk9Oxxx6bBg8eXOp61rVyTQWga621VjrttNPSLbfc0vC79NJL07/+9a+07bbbphVWWKHxencPBg0alBZbbLG08sorp4997GNpySWX7G43rxEgQIAAAQIECBAgQIAAAQIECBAgQGCBBJoKQOOKe+65Z/4orh63xUcAuu+++6Z4rBAgQIAAAQIECBAgQIAAAQIECBDoa4Gnn346D+J7/PHH86C9ddZZJ6244opzrVaM7Lz99ttTzO25yiqrpA033DCNHDmy0zFPPvlkevjhh/Nrs2fPTnfffXd+vPbaa3eaHjLulr7zzjvzIuADBw7Md1WvueaaKR53V+JcN910U/r73/+eN0d945wxmLCn8sQTT+T1dh588MFcz9VXXz3FAMa6j0ztXrgnxfl4fdddd02bbbZZig5UCBAgQIAAAQIECBAgQIAAAQIECPS1wPjx49P3vve99PLLL3eqyvve97501llnpWWWWabT6zGn59FHH52+9a1vpZkzZza2DRgwIB188MHpf/7nfxrB5RFHHJHvkI6dIuSMaR6jxFygiy++eH4cd0wfcMABjTAzv/jaPxFOnn322WnjjTcuXsqfY8Hwj3/84znM7Lhh2LBh6ZRTTkl77LFHx5fTY489lj772c+myy+/vNPr8WTVVVdNP/7xj9Pmm28+x7a6vNDyADQ6RyFAgAABAgQIECBAgAABAgQIECBQBoFYwyY+Igj8yle+kkd/TpgwIZ133nk5MNxuu+1SPO9YYqrG888/P40ePTp9+ctfziMvYxRohI8RisYoz1//+tf5kI9+9KNp+eWXz8FoBKRxrShDhgzJn6+99tp8l3SM6Nx5553TBz7wgbwo+O9+97v029/+Ng8kvOyyy9J73vOevH8Ep1GnGM259957pwhpX3rppVzXc889N33605/O00h+8IMfzPvHKNVYo2fSpElpyy23TFtvvXVu6zXXXJMuvvji9NBDD6Wddtop37G96KKL5mPq9k+/1/Bn91aj//3vf6f7778/TZs2rVNa3tP11lhjjRRDc6tU4s03Y8aMKjWpUm2Jb2TTp0+vxQptw742vlJ9pzEEqiSw2k53VKk5tW/LO+6+q/YGVQL4wR5PVqk5c7Ql5uRfeuml8+vxM/uUKVPm2McL7SUwdOjQNHz48BS3YyrtLdCvX780ZsyY3IgYsTZx4sT2blBFax+3Lo8aNaqtWhdhWZSB++/bFvWeefL3cz1HjBixwPV9+9vfnm699dYUgWAEhEV56qmn0mqrrZZefPHFHIDG7e1RIoyMtW3iazBuf3/Tm95UHJK/FjfaaKP0j3/8IweSETZGia/R+D81bjWPsLIoEWZGOBn7RzB64IEHFpvy58MPPzwddthhOQ/729/+lkPT3//+9zkk3WKLLVKEpx1LhLHf/e53U4SfEaBGifPGCNf1118/tyNC2KLEbf/LLrtsDlwjbK3rAuQtHwEawBF6HnLIIbkjOg4TLvB7+nzooYfmTu9pu9cJECBAgAABAgQIECBAgAABAgQIvBGBIpu67777OgWgEXDGyM/4w1EMkCrKMccckx9GMNkx/IwXY/7PXXbZJd8eH0FkEYAWx3b9HGFqhJ9xq/v+++/fdXP6xje+kW+Bj9GlF110UfrIRz7SGET4zDPP5GC145yjUae99torLyhenCyC26OOOiqNGzcudQw/Y3vUP6aqvOGGG9Jzzz1XHFK7zy0PQCPZ3mGHHeaY06B2shpMgAABAgQIECBAgAABAgQIECDQ5wI77rhjHsn5hS98Ic/3GbeXxwjPGMnZ3Z3I99xzT65zhIldR2DGhmK+0AhU51XuvffevEvc3t41nIwNcTfGVlttlR555JFU7BvPI5SNekT9YpHxbbbZJt8KH6NMI0ztWCL4jI+ixPylcb4YoPiXv/wl3wIf24oguNivTp9bHoDGPAjF6lTRSZ/4xCfSSiutlIcNxxD+uZUYdqwQIECAwLwF3DI9byN7ECBAgAABAgQIECBAIARiwaIYsBcjNm+++eb8ESMpY/qCmBsztsdt4lFiioBnn302P46RlnMrjz76aL7dvZjrs7t9i1AzsrGeysorr5w3xSjQKEsssUQesRm3ucfq8j//+c/zR//+/dM73vGOtM8+++RRqHnn1//55z//mU466aT0hz/8IQefHRd76mmV+Y7HV/1xywPQGFIbZezYsemqq65KSy21VNUNtY8AAQIECBAgQIAAAQIECBAgQKCkAjEg7/jjj8+rsMfCRrFSeswHGreY//CHP8xTOF555ZV59faOS+Uce+yxeU7PZpoVIzyjxOrwPZVYmyRKsW88jpXkY4BhBJoxJ2jUOUZ0/ulPf8ofN954Y17VPva97bbb8q39L7zwQq7v2972tjy6NeYejdGkMe/ohRdeGLvWtrQ0AI0htnfc8Z+FHD7zmc8IP2v7ttJwAgQIECBAgAABAgQIECBAgEC5BJZbbrm033775Y9YqChCz89//vPp8ccfT6effno6+eST8+rqcZt5jAKN+T1jgF8zpbjFPuYB7anE6M0oHechjedxy3zUoZhnNG5rP+6443Jo+4Mf/CDFWjpR11gVPsLPmJv0jDPOSF1Xeo/josyaNSt/ruM//VvZ6OiYxRZbLJ+y2TdIK+vlXAQIECBAgAABAgQIECBAgAABAvUTiNvUYzX1NdZYI02ZMqUBELetf+ADH8irp8eLxYC+eByjL6P85je/yZ+7/hMh49prr5123333xqa4PT1K15CxOFeMwCxGejYOeu1B1OnSSy/NL22++eb5c4w8XXfddVOxGFOxf9wq/73vfS+HnnGdu+66Ky9sFKvHR4kV5buGn7HCfTFVZZ3nAG1pABrYMRdBlLkl23kH/xAgQIAAAQIECBAgQIAAAQIECBDoRYHll18+LwIU82uecMIJc1ypCB/f/e53N7bFyMoo3/nOd9J1113XeD0exGjNuKU8FkDqOK/n0KFD834RMsaI0qLEPJ4xSPDJJ5/MYWvcPV2UuC3+gAMOyCFmBJ6xUFKUmE4yFkCK0Z5dV26/5ZZb8ujUuN4mm2yS4nMxx2fc1t+xzJgxIy9UHqNdo8TzupaWB6DFGybScIUAAQIECBAgQIAAAQIECBAgQIBAXwkU83/G9Y844og8cvMrX/lK2nffffMK61dccUVaccUV02677dao4pZbbplvjY/gMObQ3HnnndNRRx2VF0yKEZ2xoFKEjwcddFDjmBhRWiykFIFnrDAfoWeMDI3b1YcNG5Y/b7zxxunggw9OX//61/M+P/nJT/Kq7jHXZzEH6Kc+9akcmsaCTG9+85tThKix6HisBF+s9h5tiNGeiyyySK5fVGT8+PEpjo15TWOhpPXXXz/PFxp1idIxmM0v1Oiffq9N7jq7le2NJPtjH/tYikllY16FeINEJ9e1TJo0qdYJe9n7PebXiCHo8c2r6mXY18ZXvYm1ap9V4GvV3RrbZgLvuPuuNqux6s5N4Ad7PDm3zW2/LX7RirnDokybNq3TrYFt37iaNiBGAg0fPjz/0l1Tgso0O0KbMWPG5PbEas4TJ06sTNuq1JAYeRcribdTiVAtysD9922Las88+fu5niNGjGiqvr/4xS/ynJnFSutxsvieGaMuzzzzzMb/hx0vcu6556avfvWr6bHHHmu8HKHj5z73uXyuJZdcsvF6PIgQM4LUJ554Ir8ec4wWozpj5Ojee++d9yluRY/RqRGwfvvb307LLLNMp3NFePqNb3wjr/5e7B87xKjTCEN33XXXxv7PP/98Hkl69tlnN27Bj/dmhKVxy/zTTz+d3vWud+VjY1X5+P5St9LyAPTOO+/MHb3XXnvlN0h8I4jVpyJNn9c3hRg9Gh1fpSIALXdvCkDL3T9q17OAALRnG1sI9LWAALSve6C11xeAttbT2XpfQADa+8YL6woC0IUl3dx1BKDN+c3P0a0KQONaMQYwwsl//etfKQLVNddcM4/QnFc94g8QsQJ7BJ4xD2eMupxbeeqpp/JozpEjR86xW4wqvffee9Piiy+eVltttTm2d30h5vCM8DTypXXWWSfXoes+xfMItx988MF8S3zMURqjUpX/CLR0Ffg4ZQzhveSSSxq+zzzzTLrssssaz+f2IL5xVC0AnVt7bSNAgAABAgQIECBAgAABAgQIEFg4AvGHhVgJPj7eSIkgc7PNNpvvQ4rR290dEKHkhhtu2N2mbl+LxcYj+JyfEqFucbv7/Oxfp31aPgdonfC0lQABAgQIECBAgAABAgQIECBAgACBcgu0fAToeeedlzrOTfBGmj+vIcRv5Fz2JUCAAAECBAgQIECAAAECBAgQIECAQMsD0JjDQCFAgAABAgQIECBAgAABAgQIECBAgEAZBNwCX4ZeUAcCBAgQIECAAAECBAgQIECAAAECBHpFQADaK6xOSoAAAQIECBAgQIAAAQIECBAgQIBAGQRafgv8Aw88kCZPnrxAbYtVuJZddtkFOtZBBAgQIECAAAECBAgQIECAAAECBAgQ6CrQ8gD0gAMOSJdccknX68zX88MOOywdeuih87WvnQgQIECAAAECBAgQIECAAAECBAgQIDAvAbfAz0vIdgIECBAgQIAAAQIECBAgQIAAAQIE2lag5SNADzzwwLTzzjv3CPLqq6+m559/Pj3yyCPpwgsvzJ+32267dPrpp6cllliix+NsIECAAAECBAgQIECAAAECBAgQIECAwBsVaHkAOm7cuPmuw7e+9a304Q9/ON8yf/zxx6cTTzxxvo+1IwECBAgQIECAAAECBAgQIECAAAECBOYl0PIAdF4X7Lg9RnzGfKErr7xyOumkk9L222+f3v3ud3fcxWMCBAgQIECAAAECBAgQIECAAIEWC8w8+fstPqPTESivQJ/PATp48OC09dZbZ6E//vGP5ZVSMwIECBAgQIAAAQIECBAgQIAAAQIE2k6gzwPQEFtvvfUy3PXXX992gCpMgAABAgQIECBAgAABAgQIECBAgEB5BUoRgF577bVZaNCgQeWVUjMCBAgQIECAAAECBAgQIECAAAECBNpOoE/nAA2tmAP0qquuynAbbbRR2wGqMAECBAgQIECAAAECBAgQIECg3QTWuu6/2qLK921+Q1vUUyXLLdDyAPT8889PDz/88FxbPXPmzDRt2rQ0YcKEdPHFF+d9+/Xrl7bddtu5HmcjAQIECBAgQIAAAQIECBAgQIAAAQIE3ohAywPQM888M4/qfCOViH0POuig9F//1R5/fXijbbM/AQIECBAgQIAAAQIECBAgQIAAAQJ9I9DyAPSNNmPs2LFpn332SXvssccbPdT+BAgQIECAAAECBAgQIECAAAECBAgQmKtAywPQs846K02fPn2uF42NseDRiBEj0tChQ+e5rx0IECBAgAABAgQIECBAgAABAgQIECCwIAItD0BHjx69IPVwDAECBAgQIECAAAECBAgQIECAAAECBFou0PIAtKcavvDCC+mhhx5KQ4YMSRGSLrnkkikWPlIIECBAgAABAgQIECBAgAABAgQIECDQWwL9e+vEcd677747fehDH0pvfvOb07Bhw9KGG26Y1l577TRy5Mg0atSotNdee6XbbrutN6vg3AQIECBAgAABAgQIECBAgAABAgQI1FigVwLQmTNnpq9+9aspFji64IIL0mOPPTYH8cSJE9MZZ5yRNt1003TcccfNsd0LBAgQIECAAAECBAgQIECAAAECBAgQaFagV26BP+qooxqhZtzmvuWWW6Y111wzrbjiimnatGnpn//8Z7r99tvTnXfemYqwdMyYMWm33XZrtj2OJ0CAAAECBAgQIECAAAECBAgQIECAQEOg5QHohAkTUgSgUTbbbLN06qmn5pGgjSt2eHDRRRel/fffPz3yyCNp3333TTvssENeGb7DLh4SIECAAAECBAgQIECAAAECBAgQIEBggQVafgv8Kaeckl555ZW08sorp9///vc9hp9R4+233z5FCDp06NAUiySdc845C9wQBxIgQIAAAQIECBAgQIAAAQIECBAgQKCrQMsD0LitPcqhhx46X6M511133bTnnnvmY6655pr82T8ECBAgQIAAAQIECBAgQIAAAQIECBBohUBLA9BXX3013XPPPbleG2+88XzXr9g35gZVCBAgQIAAAQIECBAgQIAAAQIECNRZINbT2WijjdJTTz21UBnimvERd2pXqbR0DtD+/fungQP/c8oXX3xxvp1iYaQow4cPn+9j7EiAAAECBAgQIECAAAECBAgQIECgigKxxs7zzz+fXn755YXavNtuuy1fLxYtr1Jp6QjQWPF9rbXWyj433HDDfDtdf/31ed/1119/vo+xIwECBAgQIECAAAECBAgQIECAAIEqCuy9995pv/32S8OGDati8xZ6m1oagEbtN9lkk9yIww47LD388MPzbNDll1/eWPxo7Nix89zfDgQIECBAgAABAgQIECBAgAABAgSqLHDcccelWGh8ySWXrHIzF1rbWnoLfNT64IMPTmeffXaaMmVK2mKLLdLhhx+edt999zRgwIBOjZo6dWo68cQT0/HHH59mz56dYvTnxz/+8U77eEKAAAECBAgQIECAAAECBAgQIEBgQQUee+yxnFGNHj06jRo1qtvTPProo/l282WWWSYttdRSnfaZPHlyuv3229MDDzyQVllllbThhhumkSNHdtonnjz77LPp6aefTsstt1waOnRouvrqq9OsWbPSuHHj0pAhQ/L+kX/ddNNN6e9//3t+vs4666S11147LbbYYvn5/2PvTuCtquq+gS8GGRRFFBU1R0TDFCEH0DJTNC2LyizTMsvSJ+0ph0wtU3PIJnMoSytLH0sfM3PIMTM1UyzUUgHn0JxwQkREQKa3/37fc997L/viBc6wzz7f9flc7z1777P2Wt91kcvvrr1W+/88/PDDKfba2XTTTdMKK6zQ/lT29bRp09Jtt92WYgnKuCYmJMaT2Xll3rx5KTYtj317YunKESNGpM0226xtGcu89+QdW5p6KveKtj355JMpnv5+17velRnm1V3rY1UPQOOb5Tvf+U42TTe+yWKH96OOOirr4IYbbpitXRAd/9e//pUqa3/GQEZo2qdPn1r3V/0ECBAgQIAAAQIECBAgQIAAAQItInDZZZelr371q2mPPfZIN9xww2K9jpByzJgx6bnnnkt33313WwAa4eNpp52WTj755NR+PcyY4BeT/44//vgOAeIvfvGL9I1vfCOde+65Wcb1t7/9LbtXhK4RsEagGRP/4nP7Eo+4x0zPz372s+0PZ4FmrAEaG4avv/76befuv//+bKJhBJoRqFbKO9/5zvSrX/0qbbXVVpVD2efo8+GHH94WulZOxhKWkcVVNiavHO/q89LWE095DxkyJJ111lnp4x//eBbmRt0//OEP05FHHtnVbWp2vOoBaLT0v//7v7Mk+cADD0wRgk6fPj3FIqqVhVTb9yaS83POOSd5/L29iq8JECBAgAABAgQIECBAgAABAgSWV+DTn/50OvbYY9PNN9+cXnzxxRQzQduXP//5z1n4ucUWW2S7n1fOfeITn0hXXHFFdn0EqDFTM2aBRlgZoejkyZPT5ZdfXrm87fMZZ5yRXRf1zZ49O2299dbZZMAPfOAD2X1ibc/dd989zZ07N8WykJdcckn63Oc+lz3q/uEPf7itnrwvIgx9//vfn6ZOnZqFiuPGjUvxhPVFF12UInCNe0T2FsFjlJghuueee2ZB6T777JM++MEPZrNSr7rqqnTllVemHXbYId14441p1113zbtd27FlrSfadtBBB6V+/fplM2ejbdH+RpSaBKDRkd122y1NmjQpS77j80MPPZSl3DHbc9iwYdnHLrvskg1y58fjGwHhngQIECBAgAABAgQIECBAgAABAuUSiMAzQsAI/S699NL0la98pUMHf/3rX2evI4SslAgFI/yMIDEef19rrbUqp7LZl9tss036/e9/n2666ab0vve9r+1cfBEh6dlnn912nzlz5qRKyBpLRZ533nlt18eM0HjkPkLTCy64IL1VABoBZ4SfJ554Yoq9dyrl4IMPzpaWjOztZz/7WXY+wsfoU8wS7Tzr8jOf+Uy2ZGXUceihh6aJEye2PaZfqbPyeXnqiQmR8TR4PAU+cODAFBYRhjaiVH0TpPadiM5Fyv6b3/wmS6Bff/31FGsnxJTiSLi/8IUvLLY2aPv3+5oAAQIECBAgQIAAAQIECBAgQIDA8ghUws3Ip9qXWD8zgs5YFzNmilZKLO0YJQLC9uFnHIv1P/fbb7/4Mgsusy/a/SeWhozd2yslAr/KI/QvvfRSirU725e4RwSXv/3tb9sfXuzrp556KlvDM9pzzDHHdDgfEwsjdI1lKDfZZJPsXIS4sQRlPOp+2GGHdbg+XsTj+htttFEW2F5zzTWLna8cWN56IheMfDBKo8LPuHfv+E8tS/t0t/1irLHoa2x8FAvDKgQIECBAgAABAgQIECBAgAABAgRqIRAzJyM4jAl5sQFRbMwTJR4DjxA0Zl62fzQ+NvCJEsFiPP7duUTIGaXzep5xLDYXap9/xbGdd945CwGj3ngqOmakxpqk8Sj84MGDs5AyrltSiZmoUbbddtvUv3//xS6NJ7Hjo1IiVI0Sj7fnPXkdT2hHu5544oksgK28r/Pn5a0nAtgilJrNAI3dnT70oQ+lWIQ1r0SyHoP8qU99Kr3yyit5lzhGgAABAgQIECBAgAABAgQIECBAYLkEYobn/vvvn9Vx8cUXt9WV9/h7PLkcO7pHifUrIyTs/FGZ4RmbG8Vanu1L7BTfuayyyirpjjvuyDYIj8fCYyZq5GIRyr773e/OnpLu/J7OrysBaPsNkTpf0/51JbiMR9C7KjEDNEo8tt9VWd568jy6ulctj9dkBmjsOvXFL34xzZs3L0uZ33zzzQ47vMcOW7Fwa5yPR+HHjx+frr322vSOd7yjln1VNwECBAgQIECAAAECBAgQIECAQAsKxGPwp59+eooA9KSTTso2JIqNkWLmZ8wQrZT2O6t/97vf7ZBnVa5Z0ue+ffvmno5NkWL2aawHet1112UbID3yyCPpzjvvzD7uuuuu9OMf/zj3vXEwdqWPEllad0rM8IyypOtjk6YolWuzF53+Uzm3rPV05dHpNjV/WfUANFLj2NGqsr5BTOftHIBGr2Ka8R/+8Id0/vnnZ2sSHHDAAWnChAmpZ8+aTUqtOaYbECBAgAABAgQIECBAgAABAgQIFE9g8803T6NHj06xJGM8Ch8zMmOCXjyZXAn5otWDBg3KnliOWaCxwdGoUaOq1pl4FD3qrGycFI+ff//73882RvrpT3+abV4UT0vnlcrans8880ze6WyDoZhZOnTo0GzGajxqHyXWAe2qxOTEKO0f/+98bbXq6VxvvV9XPW089dRTs/AzpvFWUu0BAwZ06FeEnLHeQexMFWl7TEW+9957sxS+w4VeECBAgAABAgQIECBAgAABAgQIEKiCQGUzpJiUd9lll2U1Vo61rz5ma0aJnd7zSkzmGz58eLYjfN75zsdiJmk89VzZXKlyPh5Bj1mfEXpGGDtp0qTKqcU+R4AbJZ6ijsf0O5fbb789e2T/6KOPzk5V+hCTDyszPdu/Z8aMGemGG27IDr3nPe9pf6rD19Wqp0OlDXhR9QA0BiJKfAPtsssub9mlWEchdoOP8pe//OUtr3cBAQIECBAgQIAAAQIECBAgQIAAgaUV+OQnP5ltIHThhRdmM0G33nrrbIPuzvWceOKJ2aF4ZD6CxfYlZk0eeeSR2QZIS1pfs/17VltttWwH95jt2XkfnJiNGrNNY5PwmKHaVYm2xlPWEVzGzuoRmFZKbOT0zW9+M3u5zz77ZJ9jY6eYvTp16tR01FFHtT1CHyfjcfbDDz88a0sEs7FRUlelWvV0VX+9jlf1EfhYj6AytTa+qbpbdtxxx2y6b2Vh1e6+z3UECBAgQIAAAQIECBAgQIAAAQIEuiMwcODAtNdee7U9gZw3+zPqee9735vtbXPeeedlj5PvvffeacSIEekf//hHuummm9Lrr7+ehZWV2ZZvde/Y8Cjq+uc//5nWW2+9LHCMQDMmEVYC1q997Wu5u7u3r/vMM89M73rXu7InqqOuCEQjkL3iiiuyNkW+FsFmlHj6Oh6rj8ft4/Pf/va3bOf5CE6vv/769MADD2S7z8fT2+2XAGh/v2rW07neer+uagDao0ePtjU8K2uAdqdDc+bMyS7r169fdy53DQECBAgQIECAAAECBAgQIECAAIGlFojQMzZCis159t133y7ff+6556YIFI855pjscfnKI/P9+/dPhx12WLZe50orrdTl+9ufiNmdsfHRN77xjWwH+HgsPT6ixCzSk08+uW2X+vbv6/x1PHYfj8kffPDB2SZKsZdOlFhaMtoUmzvF15UyZsyYNHHixGyvngg6I8CN8ra3vS273/e+971sJ/rK9V19rlY9XdVfj+P/X6UKd4t0ef3110+PP/54lmBHmt2dEjteRYk0XSFAgAABAgQIECBAgAABAgQIECBQC4GxY8em9ju9L+ke++23X4qPadOmpdixPTZIinU78ybwff3rX0/x0VVZe+210wUXXJDOOeecbNbm9OnTU6zrGXXmlXjUPa+ss8466dprr01z587NHquPLG6zzTbLbVO8f4MNNkg33nhjdn08eR379FQ2VMqrvyubpa0n2lekUtUANDoWawP88Ic/zJLw2Oho0003XWJ/YxOkWHshSncD0+xi/yFAgAABAgQIECBAgAABAgQIECBQY4HVV1897bDDDlW5S8warWxotDwVxgzWpdmhPq4fOXLk8twye2+16lnuhixlBVXfBOmLX/xiljrPnDkzxRTZ2BX+xRdf7NCsSJOffPLJbF2CcePGZQu3brPNNmlp1g3tUKEXBAgQIECAAAECBAgQIECAAAECBAgQyBGoegAa02hjcdUoMZ33+OOPz9YTiCm2sVbB0KFDs0VdY8rw2WefnWbPnp29/vWvf91hnYKctjpEgAABAgQIECBAgAABAgQIECBAgACBpRKoegAad48FZa+66qq07rrrtjVm1qxZ6eGHH05TpkzJ1h2onPjgBz+Y7rvvvmznqcoxnwkQIECAAAECBAgQIECAAAECBAgQIFANgaqvAVppVKwFuvvuu6dY4zN2uorg84UXXkix81XMEo2P2E1r5513rrzFZwIECBAgQIAAAQIECBAgQIAAAQIECFRVoGYBaLQydsWKGZ7xoRAgQIAAAQIECBAgQIAAAQIECBAgQKDeAjV5BL7enXA/AgQIECBAgAABAgQIECBAgAABAgQI5AkIQPNUHCNAgAABAgQIECBAgAABAgQIECBAoBQCAtBSDKNOECBAgAABAgQIECBAgAABAgQIECCQJyAAzVNxjAABAgQIECBAgAABAgQIECBAgACBUggIQEsxjDpBgAABAgQIECBAgAABAgQIECBAgECeQE13gc+7oWMECBAgQIAAAQIECBAgQIAAAQKNFXj4PXc0tgHuTqCOAmaA1hHbrQgQIECAAAECBAgQIECAAAECBAgQqK+AALS+3u5GgAABAgQIECBAgAABAgQIECBAgEAdBTwCX2Psnj17pn79+tX4LqpfVoEePXqkXr16GaNlBfQ+AgQIECBQcoGy/xwXPwdVip+JKhLN/XmFFVbIOlD2793mHqWlb71/Vy69mXcQIECgvYAAtL1GDb6OH0BWXHHFGtSsymoJ9O/fP8VH2cvrZe+g/hEgQIAAgRoIDBo0qAa1FrPKvn37pvhQyiHQSt+75RixJfeid+/eyZgu2ahRZ+fOnduoWy/3fT937qrLXUc9KrjgkFfrcRv3KLmAALTGAxz/M5w5c2aN76L6ZRUYPHhwmjNnTnr99fLHgystK5L3ESBAgACBFhZ44YUXSt37CFVWX331rI+zZ89Or732Wqn72wqdi1/sr7LKKqns37utMJbxtNqaa66ZdXXevHnplVdeaYVuN10fY/a8Xx413bBpcAsKCEDrMOgLFy6sw13cYlkFFi1alIzRsup5HwECBAgQKLdA2X9GiJ+DKsXPRBWJ5v5cGdOyf+829yh1r/URgFaKP58VieJ9juUJFAIEii/gT2rxx0gLCRAgQIAAAQIECBAgQIAAAQIECBBYRgEB6DLCeRsBAgQIECBAgAABAgQIECBAgAABAsUXEIAWf4y0kAABAgQIECBAgAABAgQIECBAgACBZRQQgC4jnLcRIECAAAECBAgQIECAAAECBAgQIFB8AQFo8cdICwkQIECAAAECBAgQIECAAAECBAgQWEYBAegywnkbAQIECBAgQIAAAQIECBAgQIAAAQLFFxCAFn+MtJAAAQIECBAgQIAAAQIECBAgQIAAgWUUEIAuI5y3ESBAgAABAgQIECBAgAABAgQIECBQfAEBaPHHSAsJECBAgAABAgQIECBAgAABAgQIEFhGAQHoMsJ5GwECBAgQIECAAAECBAgQIECAAAECxRcQgBZ/jLSQAAECBAgQIECAAAECBAgQIECgTgKXXHJJ2mabbdLJJ59c0ztW6z7VqqemnW1w5QLQBg+A2xMgQIAAAQIECBAgQIAAAQIECBRH4IUXXkj33ntvevLJJ2vaqGrdp1r11LSzDa68d4Pv7/YECBAgQIAAAQIECBAgQIAAAQIECiMwatSo9OUvfzmNHj26pm2q1n2qVU9NO9vgygWgDR4AtydAgAABAgQIECBAgAABAgQIECiOwHvf+94UH7Uu1bpPteqpdX8bWb8AtJH67k2AAAECBAgQIECAAAECBAgQIFAzgWeeeSbNmDEjrbnmmmmNNdbIvc/TTz+dXnvttbT22mun1VZbLU2bNi09//zzadCgQWmdddbJ3vPyyy+neNR83XXXTSuuuGK65ZZb0sKFC9PYsWNT3759O9T7j3/8I02cODH1798/jRkzJq2//vrplVdeSVOnTk1rrbVWGjx4cHZ93n0qx+K+cf9o14QJE9JTTz2VRowYkX306dOnw/0q72nf3g4X/OdFXHPbbbelWbNmpU033TSb3dqjR4/Ol2Wvn3vuufTwww+nxx9/PK2++upp2LBh6e1vf3vqfN/cNxf0oDVACzowmkWAAAECBAgQIECAAAECBAgQILB8ApdddlnaYost0mc+85nciiLEjJAyrpkyZUp2zUUXXZS9/uY3v9n2nl/84hfZsUsvvTTttNNO6f3vf3/ac88903rrrZfmzp2bXRdhZZzbeuut02c/+9m0zz77pA022CAdcsghqVLnz372s7Y6K8fa3+fCCy/M7hPtPvPMM7MQdLfddkuf//zn07bbbpsFoA888EBbHfFFXj2VC+6///40cuTILPzde++90wEHHJC23377bJOnONe+RFi8xx57ZCFvBLv/9V//leI9W221Vdp8883T7bff3v7ypvraDNCmGi6NJUCAAAECBAgQIECAAAECBAgQ6K7Apz/96XTsscemm2++Ob344ovZTND27/3zn/+cYsZjBKCx8/tblTPOOCM99thj2fWzZ8/Ows6YAbpo0aIU94qQcMstt8xCz5hNev3116fzzjsvrbzyym9VdYfz55xzTpo8eXIWokao+uyzz6Zf//rX6ZFHHkkf+tCHsrC2V69eHd7T+cW///3vLKiNmacf//jH07hx49LMmTOzwPRvf/tb+sAHPpBt9jRkyJD06quvZuHq9OnTs8f/3/e+96WhQ4emW2+9NV177bXpX//6V/rYxz6WzUSNma3NVgSgzTZi2kuAAAECBAgQIECAAAECBAgQINAtgXj0PWZqXnXVVSlmb37lK1/p8L4IFaN87nOf63C8qxcRfp599tlt9cyZMye79Pvf/3665pprslma8ah5PCYfJWaBxiZFRxxxRPa6u/+ZNGlSilmnX/jCF9reEm2M2ZzxOHwEurvvvnvbubwvIuCM8PPEE09M3/rWt9ouOfjgg7OQ9qGHHkoxIzXO//KXv0wRfkZ4G3VXwtVPfOIT2XvjkfxYBuCPf/xj+shHPtJWV7N84RH4Zhkp7SRAgAABAgQIECBAgAABAgQIEFhqgUq4+Zvf/KbDe2M9zCuuuCL17t07m73Z4WQXL2Kd0NghvlL69euXfXnllVdmn0877bS28LNyTVwf624uTdl4442zx97bvyeOxTqgUZ544on2pxb7OkLSBx98MFtz9JhjjulwPsLNCHHjsfpNNtkkOxfB6re//e0sdK2En5U3xbqlO+ywQ/Yy1jJtxtK7GRutzQQIECBAgAABAgQIECBAgAABAgS6IxAzISPEu/vuu9Ojjz7aFkZGaBkh6Ic//OHFHo3vqt7NNtssdd48aMGCBSnW5YzjO+6442JvjUAxHmOPe3e35N0n3hsbKt15553pzTffXGJV9913X3Y+1g3Ne2Q91hWNj0qJNT/jo1KiTxGyxiP38bh8PAIfZf78+ZVLmuqzGaBNNVwaS4AAAQIECBAgQIAAAQIECBAgsDQCMcNz//33z95y8cUXt711aR9/jzfGLMzOJXZMj/VAY5f5zjvCV66NzZCWpsRM07xS2Yk91hxdUqkEoBGYdrfEmqHxqH7MMo1H+GP39w9+8IPp1FNPTS+99FJ3qynkdQLQQg6LRhEgQIAAAQIECBAgQIAAAQIECFRLoPIYfCUAjY2PYq3LWCM0Zoh2t+QFnJVQMnaB76q8/vrrXZ3KPd6z5/JFdjGDM8q8efNy6+988N577802djrrrLOyWZ+xk308uh/rkD7++ONLZdS57iK89gh8EUZBGwgQIECAAAECBAgQIECAAAECBGomsPnmm6fRo0env//979mj8HfccUdauHBh+tSnPpVWWGGF5brvRhttlK0jGhsivfDCC9nj9p0rfKs1Oztfv7yvK2t7PvPMM7lVRVtjTdTY6X3nnXfONoGKkHa//fZL559//mKPzVfaH2bNWJYvTm7GHmszAQIECBAgQIAAAQIECBAgQIBAywlUZoHG2p+XXXZZ1v/KseXBiEfsY43PKLGbeucSoWjsEF/PEoFvlPHjx6dXX311sVvffvvt6aCDDkpHH310io2NJk6cmF1z0kknLRZ+xjqplfVLrQG6GKUDBAgQIECAAAECBAgQIECAAAECBIoh8MlPfjIL9y688MJsJmg85r3llltWpXEnn3xyVs93v/vddN1117XV+fLLL2ezTN944422Y/X4Ivq2++67pxkzZqRjjz02m+1auW8Emt/85jezl/vss0+23meEuFFuvfXW7HPlPzFTdNy4cWnu3LnZoXjdjMUM0GYcNW0mQIAAAQIECBAgQIAAAQIECBBYKoGBAwemvfbaK02dOjXFJkLVmP1ZacAOO+yQbRYUj5HHxkGxgVAci02IJkyYkCozMitBY+V9tfx85plnpkGDBqWf/exnafvtt08nnHBCOuCAA9KQIUOyZQBix/rDDz889evXL0UQGuWoo45Kn/70p9N5552XDj300Cwgjl3nt9lmm+z8s88+m31utv8IQJttxLSXAAECBAgQIECAAAECBAgQIEBgmQQqoWdsZrTvvvsuUx1dvem4445LV199dTZjMmZ8xq7qscFSBKAxIzPKKqus0tXbq358+PDhadKkSWnPPfdM//jHP9Ipp5ySLrroohSzOA877LDssfxKIPvTn/60bR3Q2CjqkEMOyTZAijVC4/H4CFOjXHXVVVl4XPXG1rjCHv9JvBfV+B4tXf306dOzb6yWRihw52O3t9mzZ6eZM2cWuJXVadrKxx5VnYrUUgiBTT52fyHaoREECCwusP3kSYsfdKRpBX762alN2/buNDw2fRg8eHB2afxDLR6TU5pbYMUVV0wxwylmNynNLdCjR49sllb04s0330zTpk1r7g6VtPURHq2xxhpN1bvKepCfO3fVpmj3BYf83/UrV121OdrbFWo8Rh7rgF5yySVVD167umf74/EI+4MPPphid/nNNtssm/XZ/nzl6/j+iF3f43s7AtS8Xe8r1zbTZ7vAN9NoaSsBAgQIECBAgAABAgQIECBAgEDhBD760Y+m2HH99NNPb9sQqdLIp59+Ov3lL3/JXm633XaVw3X9HEHmqFGj3vKeETRXHnd/y4ub6AKPwDfRYGkqAQIECBAgQIAAAQIECBAgQIBA8QTiUfF77rknHXnkkWny5MltDYxZlwceeGB67bXX0q677priOqX+AmaA1t/cHQkQIECAAAECBAgQIECAAAECBEokcPzxx6drr702W2tziy22SOuss0628/rzzz+f9TI2HIr1M5XGCAhAG+PurgQIECBAgAABAgQIECBAgAABAiURiPWXYwZo7Lgea30++eST2YZHsfZn7MC+9957p5VWWqkkvW2+bghAm2/MtJgAAQIECBAgQIAAAQIECBAgQKBgAgMGDEhf/epXs4+CNa3lm2MN0Jb/FgBAgAABAgQIECBAgAABAgQIECBAoLwCAtDyjq2eESBAgAABAgQIECBAgAABAgQIEGh5AQFoy38LACBAgAABAgQIECBAgAABAgQIECBQXgEBaHnHVs8IECBAgAABAgQIECBAgAABAgQItLyAALTlvwUAECBAgAABAgQIECBAgAABAgQIECivgAC0vGOrZwQIECBAgAABAgQIECBAgAABAgRaXqB3ywsAIECAAAECBAgQIECAAAECBAi0mMAFh7zaYj3W3VYWMAO0lUdf3wkQIECAAAECBAgQIECAAAECBAiUXMAM0JIPsO4RIECAAAECBAgQIECAAAECBCoCq666auVLnwm0jIAZoC0z1DpKgAABAgQIECBAgAABAgQIECBAoPUEBKCtN+Z6TIAAAQIECBAgQIAAAQIECBAgQKBlBASgLTPUOkqAAAECBAgQIECAAAECBAgQIECg9QQEoK035npMgAABAgQIECBAgAABAgQIECBAoGUEBKAtM9Q6SoAAAQIECBAgQIAAAQIECBAgQKD1BASgrTfmekyAAAECBAgQIECAAAECBAgQIECgZQQEoC0z1DpKgAABAgQIECBAgAABAgQIECBAoPUEBKCtN+Z6TIAAAQIECBAgQIAAAQIECBAgQKBlBASgLTPUOkqAAAECBAgQIECAAAECBAgQIECg9QQEoK035npMgAABAgQIECBAgAABAgQIECBAoGUEBKAtM9Q6SoAAAQIECBAgQIAAAQIECBAgQKD1BASgrTfmekyAAAECBAgQIECAAAECBAgQIECgZQQEoC0z1DpKgAABAgQIECBAgAABAgQIECBAoPUEBKCtN+Z6TIAAAQIECBAgQIAAAQIECBAgQKBlBASgLTPUOkqAAAECBAgQIECAAAECBAgQIECg9QQEoK035npMgAABAgQIECBAgAABAgQIECBAoGUEBKAtM9Q6SoAAAQIECBAgQIAAAQIECBAgQKD1BASgrTfmekyAAAECBAgQIECAAAECBAgQIECgZQQEoC0z1DpKgAABAgQIECBAgAABAgQIECBAoPUEBKCtN+Z6TIAAAQIECBAgQIAAAQIECBAgQKBlBASgLTPUOkqAAAECBAgQIECAAAECBAgQIECg9QQEoK035npMgAABAgQIECBAgAABAgQIECBAoGUEBKAtM9Q6SoAAAQIECBAgQIAAAQIECBAgQKD1BASgrTfmekyAAAECBAgQIECAAAECBAgQIECgZQR6t0xPdZQAAQIECBAgQIDAUgqMunu3pXyHy4ss8M9t/1Tk5mkbAQIECBAgUCMBM0BrBKtaAgQIECBAgAABAgQIECBAgAABAgQaLyAAbfwYaAEBAgQIECBAgAABAgQIECBAgAABAjUSEIDWCFa1BAgQIECAAAECBAgQIECAAAECBAg0XkAA2vgx0AICBAgQIECAAAECBAgQIECAAAECBGokIACtEaxqCRAgQIAAAQIECBAgQIAAAQIECBBovIAAtPFjoAUECBAgQIAAAQIECBAgQIAAAQIECNRIQABaI1jVEiBAgAABAgQIECBAgAABAgQIECDQeAEBaOPHQAsIECBAgAABAgQIECBAgAABAgQIEKiRgAC0RrCqJUCAAAECBAgQIECAAAECBAgQIECg8QIC0MaPgRYQIECAAAECBAgQIECAAAECBAgQIFAjAQFojWBVS4AAAQIECBAgQIAAAQIECBAgQIBA4wUEoI0fAy0gQIAAAQIECBAgQIAAAQIECBAgQKBGAgLQGsGqlgABAgQIECBAgAABAgQIECBAgACBxgsIQBs/BlpAgAABAgQIECBAgAABAgQIECBAgECNBASgNYJVLQECBAgQIECAAAECBAgQIECAAAECjRcQgDZ+DLSAAAECBAgQIECAAAECBAgQIECAAIEaCQhAawSrWgIECBAgQIAAAQIECBAgQIAAAQIEGi8gAG38GGgBAQIECBAgQIAAAQIECBAgQIAAAQI1EhCA1ghWtQQIECBAgAABAgQIECBAgAABAgQINF5AANr4MdACAgQIECBAgAABAgQIECBAgAABAgRqJCAArRGsagkQIECAAAECBAgQIECAAAECBAgQaLyAALTxY6AFBAgQIECAAAECBAgQIECAAAECBAjUSEAAWiNY1RIgQIAAeLlDfAAAQABJREFUAQIECBAgQIAAAQIECBAg0HiB3o1vghYUVWDlY48qatOq1q7Z/6+mlatWo4oIECBAgAABAgQIECBAgAABAgSKJGAGaJFGQ1sIECBAgAABAgQIECBAgAABAgQIEKiqgAC0qpwqI0CAAAECBAgQIECAAAECBAgQIECgSAIC0CKNhrYQIECAAAECBAgQIECAAAECBAgQIFBVAQFoVTlVRoAAAQIECBAgQIAAAQIECBAgQIBAkQQEoEUaDW0hQIAAAQIECBAgQIAAAQIECBAgQKCqAgLQqnKqjAABAgQIECBAgAABAgQIECBAgACBIgkIQIs0GtpCgAABAgQIECBAgAABAgQIECBAgEBVBQSgVeVUGQECBAgQIECAAAECBAgQIECAAAECRRIQgBZpNLSFAAECBAgQIECAAAECBAgQIECAAIGqCghAq8qpMgIECBAgQIAAAQIECBAgQIAAAQIEiiQgAC3SaGgLAQIECBAgQIAAAQIECBAgQIAAAQJVFRCAVpVTZQQIECBAgAABAgQIECBAgAABAgQIFElAAFqk0dAWAgQIECBAgAABAgQIECBAgAABAgSqKtC7qrUVrLI33ngjHXXUUWnIkCHphBNO6LJ1c+fOTZdffnm655570vTp09OwYcPSyJEj0x577JF69erV5fucIECAAAECBAgQIECAAAECBAgQIECg2AKlDUAXLVqUTj755DRx4sTUu3fX3Xz11VfToYcemp5++ulspFZbbbV04403Zh/jx49PJ554YurTp0+xR1HrCBAgQIAAAQIECBAgQIAAAQIECBDIFSjlI/CzZ89O3/ve99Kdd96Z2+n2B0855ZQs/Bw9enS69tpr09VXX50uvfTSNHTo0HT77benH/3oR+0v9zUBAgQIECBAgAABAgQIECBAgAABAk0kULoANB5j/8xnPpOuu+661LPnkrv34IMPpgkTJqT+/funU089NQ0cODAbunXXXTedccYZ2ePvN9xwQ5o5c2YTDammEiBAgAABAgQIECBAgAABAgQIECBQEVhyQli5qkk+/+lPf0pHHHFEev7551PM6DzyyCOX2PLbbrstO7/TTjulfv36dbg2HoXfbrvt0ptvvpkiBFUIECBAgAABAgQIECBAgAABAgQIEGg+gVIFoK+88kpaZ5110rHHHpt+8IMfpEGDBi1xRCZPnpydj7A0r0QAGuWBBx7IO+0YAQIECBAgQIAAAQIECBAgQIAAAQIFF+h6d6CCNzyveWPHjk0f+9jHlrjpUfv3Pfvss9nLVVddtf3htq8rxysbJLWd8AUBAgQIECBAgAABAgQIECBAgAABAk0hUKoAdPDgwUuFPmvWrOz6StDZ+c2rrLJKdqhyXefzldd77LFHmjt3buVlh89HH3102m233Toca5YXc5qlodpJgAABAgQIECBAoBsCa6yxRjeuau5LKvsgtEJfm3uklq71K6ywQjKmS2dWr6vnzZtXr1u5DwECyyFQqgB0aRwWLlyY5sz5vxHfyiuvnPvWAQMGZMe7Cjcrb3ruuee6DEDjHr17tyxzhchnAgQIECBAgAABAg0XaKWfy1uprw3/xqpDA3r06OHflXVwXpZbLFiwYFne5j0ECNRZoGWTufjNaOz+Pnv27C7Dy0rw2adPnyUOS9++fdOiRYtyr4n7dHUu9w0OEiBAgEDLCWw/eVLL9VmHCRAg0AiBVvm5PMKyVulrI76P6nnPGMsoxrOe6u5FgEAZBVo2AI3BjEfmY33PmTNn5o5t5fhKK62Ue75y8O677658udjn6dOnZ7vSL3aiCQ7kz4ttgoZrIgECBAgQIECAAIEcgeeffz7naLkOrbjiimngwIFN+2+Qco3G8vUmws8hQ4ZklcRj1tOmTVu+Cr27JgIx29ryBDWhVSmBqgqUahf4pZWprBlaCTo7v/+1117LDr3VbvKd3+c1AQIECBAgQIAAAQIECBAgQIAAAQLFEGjpAHTNNdfMRmHKlCm5o1E5Pnz48NzzDhIgQIAAAQIECBAgQIAAAQIECBAgUGyBlg5Ax44dm43OzTffvNgoxSZJt9xyS3Z85MiRi513gAABAgQIECBAgAABAgQIECBAgACB4gu0dAA6ZsyYtOGGG6bHHnss3XDDDR1G6+KLL87WWNlggw3S6NGjO5zzggABAgQIECBAgAABAgQIECBAgACB5hBo6U2QYlHpgw46KJ1wwgnptNNOS3fddVcaNmxYmjhxYvb1CiuskI4++uhU2XmvOYZUKwkQIECAAAECBAgQIECAAAECBAgQqAi09AzQQHjPe96TzjzzzGx3vVtvvTX9/Oc/z8LPmBl6+umnpxEjRlSsfCZAgAABAgQIECBAgAABAgQIECBAoMkESj0DNMLNv/71r285JKNGjUq/+93vskfen3766RSbIw0ZMiT17Nny+fBb2rmAAAECBAgQIECAAAECBAgQIECAQJEFSh2ALi386quvnuJDIUCAAAECBAgQIECAAAECBAgQIECgHAKmOJZjHPWCAAECBAgQIECAAAECBAgQIECAAIEcAQFoDopDBAgQIECAAAECBAgQIECAAAECBAiUQ0AAWo5x1AsCBAgQIECAAAECBAgQIECAAAECBHIEBKA5KA4RIECAAAECBAgQIECAAAECBAgQIFAOAQFoOcZRLwgQIECAAAECBAgQIECAAAECBAgQyBEQgOagOESAAAECBAgQIECAAAECBAgQIECAQDkEBKDlGEe9IECAAAECBAgQIECAAAECBAgQIEAgR0AAmoPiEAECBAgQIECAAAECBAgQIECAAAEC5RAQgJZjHPWCAAECBAgQIECAAAECBAgQIECAAIEcAQFoDopDBAgQIECAAAECBAgQIECAAAECBAiUQ0AAWo5x1AsCBAgQIECAAAECBAgQIECAAAECBHIEBKA5KA4RIECAAAECBAgQIECAAAECBAgQIFAOAQFoOcZRLwgQIECAAAECBAgQIECAAAECBAgQyBHonXPMIQIECBAgQIAAAQIE/iOw/eRJHMoksO3UMvVGXwgQIECAAIFuCpgB2k0olxEgQIAAAQIECBAgQIAAAQIECBAg0HwCAtDmGzMtJkCAAAECBAgQIECAAAECBAgQIECgmwIC0G5CuYwAAQIECBAgQIAAAQIECBAgQIAAgeYTEIA235hpMQECBAgQIECAAAECBAgQIECAAAEC3RQQgHYTymUECBAgQIAAAQIECBAgQIAAAQIECDSfgAC0+cZMiwkQIECAAAECBAgQIECAAAECBAgQ6KaAALSbUC4jQIAAAQIECBAgQIAAAQIECBAgQKD5BASgzTdmWkyAAAECBAgQIECAAAECBAgQIECAQDcFBKDdhHIZAQIECBAgQIAAAQIECBAgQIAAAQLNJyAAbb4x02ICBAgQIECAAAECBAgQIECAAAECBLopIADtJpTLCBAgQIAAAQIECBAgQIAAAQIECBBoPgEBaPONmRYTIECAAAECBAgQIECAAAECBAgQINBNAQFoN6FcRoAAAQIECBAgQIAAAQIECBAgQIBA8wkIQJtvzLSYAAECBAgQIECAAAECBAgQIECAAIFuCghAuwnlMgIECBAgQIAAAQIECBAgQIAAAQIEmk9AANp8Y6bFBAgQIECAAAECBAgQIECAAAECBAh0U0AA2k0olxEgQIAAAQIECBAgQIAAAQIECBAg0HwCAtDmGzMtJkCAAAECBAgQIECAAAECBAgQIECgmwIC0G5CuYwAAQIECBAgQIAAAQIECBAgQIAAgeYTEIA235hpMQECBAgQIECAAAECBAgQIECAAAEC3RQQgHYTymUECBAgQIAAAQIECBAgQIAAAQIECDSfgAC0+cZMiwkQIECAAAECBAgQIECAAAECBAgQ6KaAALSbUC4jQIAAAQIECBAgQIAAAQIECBAgQKD5BASgzTdmWkyAAAECBAgQIECAAAECBAgQIECAQDcFBKDdhHIZAQIECBAgQIAAAQIECBAgQIAAAQLNJyAAbb4x02ICBAgQIECAAAECBAgQIECAAAECBLopIADtJpTLCBAgQIAAAQIECBAgQIAAAQIECBBoPgEBaPONmRYTIECAAAECBAgQIECAAAECBAgQINBNAQFoN6FcRoAAAQIECBAgQIAAAQIECBAgQIBA8wkIQJtvzLSYAAECBAgQIECAAAECBAgQIECAAIFuCghAuwnlMgIECBAgQIAAAQIECBAgQIAAAQIEmk9AANp8Y6bFBAgQIECAAAECBAgQIECAAAECBAh0U0AA2k0olxEgQIAAAQIECBAgQIAAAQIECBAg0HwCAtDmGzMtJkCAAAECBAgQIECAAAECBAgQIECgmwIC0G5CuYwAAQIECBAgQIAAAQIECBAgQIAAgeYTEIA235hpMQECBAgQIECAAAECBAgQIECAAAEC3RQQgHYTymUECBAgQIAAAQIECBAgQIAAAQIECDSfgAC0+cZMiwkQIECAAAECBAgQIECAAAECBAgQ6KaAALSbUC4jQIAAAQIECBAgQIAAAQIECBAgQKD5BASgzTdmWkyAAAECBAgQIECAAAECBAgQIECAQDcFBKDdhHIZAQIECBAgQIAAAQIECBAgQIAAAQLNJyAAbb4x02ICBAgQIECAAAECBAgQIECAAAECBLopIADtJpTLCBAgQIAAAQIECBAgQIAAAQIECBBoPgEBaPONmRYTIECAAAECBAgQIECAAAECBAgQINBNAQFoN6FcRoAAAQIECBAgQIAAAQIECBAgQIBA8wn0br4mazEBAgQIECBAgAABAgSWXuDQC9de+jc17TvK39effnZq046OhhMgQIBAfQXMAK2vt7sRIECAAAECBAgQIECAAAECBAgQIFBHAQFoHbHdigABAgQIECBAgAABAgQIECBAgACB+goIQOvr7W4ECBAgQIAAAQIECBAgQIAAAQIECNRRQABaR2y3IkCAAAECBAgQIECAAAECBAgQIECgvgIC0Pp6uxsBAgQIECBAgAABAgQIECBAgAABAnUUEIDWEdutCBAgQIAAAQIECBAgQIAAAQIECBCor4AAtL7e7kaAAAECBAgQIECAAAECBAgQIECAQB0FBKB1xHYrAgQIECBAgAABAgQIECBAgAABAgTqKyAAra+3uxEgQIAAAQIECBAgQIAAAQIECBAgUEcBAWgdsd2KAAECBAgQIECAAAECBAgQIECAAIH6CghA6+vtbgQIECBAgAABAgQIECBAgAABAgQI1FFAAFpHbLciQIAAAQIECBAgQIAAAQIECBAgQKC+AgLQ+nq7GwECBAgQIECAAAECBAgQIECAAAECdRQQgNYR260IECBAgAABAgQIECBAgAABAgQIEKivgAC0vt7uRoAAAQIECBAgQIAAAQIECBAgQIBAHQUEoHXEdisCBAgQIECAAAECBAgQIECAAAECBOorIACtr7e7ESBAgAABAgQIECBAgAABAgQIECBQRwEBaB2x3YoAAQIECBAgQIAAAQIECBAgQIAAgfoKCEDr6+1uBAgQIECAAAECBAgQIECAAAECBAjUUUAAWkdstyJAgAABAgQIECBAgAABAgQIECBAoL4CAtD6ersbAQIECBAgQIAAAQIECBAgQIAAAQJ1FBCA1hHbrQgQIECAAAECBAgQIECAAAECBAgQqK9A7/rezt0IEGiUwCYfu79Rt3ZfAgQIECBAgAABAgQIECBAgEDDBMwAbRi9GxMgQIAAAQIECBAgQIAAAQIECBAgUGsBAWithdVPgAABAgQIECBAgAABAgQIECBAgEDDBASgDaN3YwIECBAgQIAAAQIECBAgQIAAAQIEai0gAK21sPoJECBAgAABAgQIECBAgAABAgQIEGiYgAC0YfRuTIAAAQIECBAgQIAAAQIECBAgQIBArQUEoLUWVj8BAgQIECBAgAABAgQIECBAgAABAg0TEIA2jN6NCRAgQIAAAQIECBAgQIAAAQIECBCotYAAtNbC6idAgAABAgQIECBAgAABAgQIECBAoGECAtCG0bsxAQIECBAgQIAAAQIECBAgQIAAAQK1FhCA1lpY/QQIECBAgAABAgQIECBAgAABAgQINExAANowejcmQIAAAQIECBAgQIAAAQIECBAgQKDWAgLQWgurnwABAgQIECBAgAABAgQIECBAgACBhgkIQBtG78YECBAgQIAAAQIECBAgQIAAAQIECNRaQABaa2H1EyBAgAABAgQIECBAgAABAgQIECDQMAEBaMPo3ZgAAQIECBAgQIAAAQIECBAgQIAAgVoLCEBrLax+AgQIECBAgAABAgQIECBAgAABAgQaJiAAbRi9GxMgQIAAAQIECBAgQIAAAQIECBAgUGsBAWithdVPgAABAgQIECBAgAABAgQIECBAgEDDBASgDaN3YwIECBAgQIAAAQIECBAgQIAAAQIEai0gAK21sPoJECBAgAABAgQIECBAgAABAgQIEGiYgAC0YfRuTIAAAQIECBAgQIAAAQIECBAgQIBArQV61/oGrV5/375906BBg5qS4fWmbLVGEyBAgAABAgQIECDQCgJrr712K3Qz62OfPn1SK/W3mQZ27ty5zdRcbSXQsgIC0BoP/fz589OMGTNqfJfaVN+rNtWqlQABAgQIECBAgAABAsst0Kz/zlqajg8cODC7PP5dOWvWrKV5q2vrKBATnxQCBIotIACt8fgsWLAgzZkzp8Z3qU31K9emWrUSIECAAAECBAgQIEBguQXeeOON5a6jyBX06NEjVQLQhQsXprL3t8hjsaS29e4tVlmSj3MEiiJgDdCijIR2ECBAgAABAgQIECBAgAABAgQIECBQdQEBaNVJVUiAAAECBAgQIECAAAECBAgQIECAQFEEBKBFGQntIECAAAECBAgQIECAAAECBAgQIECg6gIC0KqTqpAAAQIECBAgQIAAAQIECBAgQIAAgaIICECLMhLaQYAAAQIECBAgQIAAAQIECBAgQIBA1QUEoFUnVSEBAgQIECBAgAABAgQIECBAgAABAkUREIAWZSS0gwABAgQIECBAgAABAgQIECBAgACBqgsIQKtOqkICBAgQIECAAAECBAgQIECAAAECBIoiIAAtykhoBwECBAgQIECAAAECBAgQIECAAAECVRcQgFadVIUECBAgQIAAAQIECBAgQIAAAQIECBRFQABalJHQDgIECBAgQIAAAQIECBAgQIAAAQIEqi4gAK06qQoJECBAgAABAgQIECBAgAABAgQIECiKgAC0KCOhHQQIECBAgAABAgQIECBAgAABAgQIVF1AAFp1UhUSIECAAAECBAgQIECAAAECBAgQIFAUAQFoUUZCOwgQIECAAAECBAgQIECAAAECBAgQqLqAALTqpCokQIAAAQIECBAgQIAAAQIECBAgQKAoAgLQooyEdhAgQIAAAQIECBAgQIAAAQIECBAgUHUBAWjVSVVIgAABAgQIECBAgAABAgQIECBAgEBRBASgRRkJ7SBAgAABAgQIECBAgAABAgQIECBAoOoCAtCqk6qQAAECBAgQIECAAAECBAgQIECAAIGiCAhAizIS2kGAAAECBAgQIECAAAECBAgQIECAQNUFBKBVJ1UhAQIECBAgQIAAAQIECBAgQIAAAQJFERCAFmUktIMAAQIECBAgQIAAAQIECBAgQIAAgaoLCECrTqpCAgQIECBAgAABAgQIECBAgAABAgSKIiAALcpIaAcBAgQIECBAgAABAgQIECBAgAABAlUXEIBWnVSFBAgQIECAAAECBAgQIECAAAECBAgURUAAWpSR0A4CBAgQIECAAAECBAgQIECAAAECBKouIACtOqkKCRAgQIAAAQIECBAgQIAAAQIECBAoioAAtCgjoR0ECBAgQIAAAQIECBAgQIAAAQIECFRdQABadVIVEiBAgAABAgQIECBAgAABAgQIECBQFAEBaFFGQjsIECBAgAABAgQIECBAgAABAgQIEKi6gAC06qQqJECAAAECBAgQIECAAAECBAgQIECgKAIC0KKMhHYQIECAAAECBAgQIECAAAECBAgQIFB1AQFo1UlVSIAAAQIECBAgQIAAAQIECBAgQIBAUQQEoEUZCe0gQIAAAQIECBAgQIAAAQIECBAgQKDqAgLQqpOqkAABAgQIECBAgAABAgQIECBAgACBoggIQIsyEtpBgAABAgQIECBAgAABAgQIECBAgEDVBQSgVSdVIQECBAgQIECAAAECBAgQIECAAAECRREQgBZlJLSDAAECBAgQIECAAAECBAgQIECAAIGqCwhAq06qQgIECBAgQIAAAQIECBAgQIAAAQIEiiIgAC3KSGgHAQIECBAgQIAAAQIECBAgQIAAAQJVFxCAVp1UhQQIECBAgAABAgQIECBAgAABAgQIFEVAAFqUkdAOAgQIECBAgAABAgQIECBAgAABAgSqLiAArTqpCgkQIECAAAECBAgQIECAAAECBAgQKIqAALQoI6EdBAgQIECAAAECBAgQIECAAAECBAhUXUAAWnVSFRIgQIAAAQIECBAgQIAAAQIECBAgUBQBAWhRRkI7CBAgQIAAAQIECBAgQIAAAQIECBCouoAAtOqkKiRAgAABAgQIECBAgAABAgQIECBAoCgCAtCijIR2ECBAgAABAgQIECBAgAABAgQIECBQdQEBaNVJVUiAAAECBAgQIECAAAECBAgQIECAQFEEBKBFGQntIECAAAECBAgQIECAAAECBAgQIECg6gIC0KqTqpAAAQIECBAgQIAAAQIECBAgQIAAgaIICECLMhLaQYAAAQIECBAgQIAAAQIECBAgQIBA1QUEoFUnVSEBAgQIECBAgAABAgQIECBAgAABAkUREIAWZSS0gwABAgQIECBAgAABAgQIECBAgACBqgsIQKtOqkICBAgQIECAAAECBAgQIECAAAECBIoiIAAtykhoBwECBAgQIECAAAECBAgQIECAAAECVRcQgFadVIUECBAgQIAAAQIECBAgQIAAAQIECBRFQABalJHQDgIECBAgQIAAAQIECBAgQIAAAQIEqi4gAK06qQoJECBAgAABAgQIECBAgAABAgQIECiKgAC0KCOhHQQIECBAgAABAgQIECBAgAABAgQIVF1AAFp1UhUSIECAAAECBAgQIECAAAECBAgQIFAUAQFoUUZCOwgQIECAAAECBAgQIECAAAECBAgQqLqAALTqpCokQIAAAQIECBAgQIAAAQIECBAgQKAoAgLQooyEdhAgQIAAAQIECBAgQIAAAQIECBAgUHUBAWjVSVVIgAABAgQIECBAgAABAgQIECBAgEBRBASgRRkJ7SBAgAABAgQIECBAgAABAgQIECBAoOoCvateowoJECBAoOYC20+eVPN7uAEBAgQIECBAgAABAgQIECiDgBmgZRhFfSBAgAABAgQIECBAgAABAgQIECBAIFdAAJrL4iABAgQIECBAgAABAgQIECBAgAABAmUQEICWYRT1gQABAgQIECBAgAABAgQIECBAgACBXAEBaC6LgwQIECBAgAABAgQIECBAgAABAgQIlEFAAFqGUdQHAgQIECBAgAABAgQIECBAgAABAgRyBQSguSwOEiBAgAABAgQIECBAgAABAgQIECBQBgEBaBlGUR8IECBAgAABAgQIECBAgAABAgQIEMgVEIDmsjhIgAABAgQIECBAgAABAgQIECBAgEAZBASgZRhFfSBAgAABAgQIECBAgAABAgQIECBAIFdAAJrL4iABAgQIECBAgAABAgQIECBAgAABAmUQEICWYRT1gQABAgQIECBAgAABAgQIECBAgACBXAEBaC6LgwQIECBAgAABAgQIECBAgAABAgQIlEFAAFqGUdQHAgQIECBAgAABAgQIECBAgAABAgRyBQSguSwOEiBAgAABAgQIECBAgAABAgQIECBQBgEBaBlGUR8IECBAgAABAgQIECBAgAABAgQIEMgVEIDmsjhIgAABAgQIECBAgAABAgQIECBAgEAZBASgZRhFfSBAgAABAgQIECBAgAABAgQIECBAIFdAAJrL4iABAgQIECBAgAABAgQIECBAgAABAmUQEICWYRT1gQABAgQIECBAgAABAgQIECBAgACBXAEBaC6LgwQIECBAgAABAgQIECBAgAABAgQIlEFAAFqGUdQHAgQIECBAgAABAgQIECBAgAABAgRyBQSguSwOEiBAgAABAgQIECBAgAABAgQIECBQBoHeZeiEPhAg8NYC20+e9NYXuYIAAQIECBAgQIBAkwgceuHaTdLSajSzz38qKXd/f/rZqdWAUgcBAgRyBcwAzWVxkAABAgQIECBAgAABAgQIECBAgACBMggIQMswivpAgAABAgQIECBAgAABAgQIECBAgECugAA0l8VBAgQIECBAgAABAgQIECBAgAABAgTKICAALcMo6gMBAgQIECBAgAABAgQIECBAgAABArkCAtBcFgcJECBAgAABAgQIECBAgAABAgQIECiDgAC0DKOoDwQIECBAgAABAgQIECBAgAABAgQI5AoIQHNZHCRAgAABAgQIECBAgAABAgQIECBAoAwCAtAyjKI+ECBAgAABAgQIECBAgAABAgQIECCQKyAAzWVxkAABAgQIECBAgAABAgQIECBAgACBMggIQMswivpAgAABAgQIECBAgAABAgQIECBAgECugAA0l8VBAgQIECBAgAABAgQIECBAgAABAgTKICAALcMo6gMBAgQIECBAgAABAgQIECBAgAABArkCAtBcFgcJECBAgAABAgQIECBAgAABAgQIECiDgAC0DKOoDwQIECBAgAABAgQIECBAgAABAgQI5Ar0zj3aYgfnzp2bLr/88nTPPfek6dOnp2HDhqWRI0emPfbYI/Xq1avFNHSXAAECBAgQIECAAAECBAgQIECAQHkEWj4AffXVV9Ohhx6ann766WxUV1tttXTjjTdmH+PHj08nnnhi6tOnT3lGXE8IECBAgAABAgQIECBAgAABAgQItJBAyz8Cf8opp2Th5+jRo9O1116brr766nTppZemoUOHpttvvz396Ec/aqFvB10lQIAAAQIECBAgQIAAAQIECBAgUC6Blg5AH3zwwTRhwoTUv3//dOqpp6aBAwdmo7vuuuumM844I3v8/YYbbkgzZ84s16jrDQECBAgQIECAAAECBAgQIECAAIEWEWjpAPS2227LhnmnnXZK/fr16zDk8Sj8dtttl958880UIahCgAABAgQIECBAgAABAgQIECBAgEDzCbR0ADp58uRsxOLx97wSAWiUBx54IO+0YwQIECBAgAABAgQIECBAgAABAgQIFFygpTdBevbZZ7PhWXXVVXOHqXK8skFS7kX/OXj66aen+fPn557edddd09vf/vbccw4SIECAAAECBAgQIECAAAECKa288spNybBo0aKmbLdGE2g1gZYOQGfNmpWNdyXo7Dz4q6yySnaocl3n85XXF110UZo7d27lZYfPm222Wdpmm206HGuWF683S0O1kwABAgQIECBAgAABAgSaWmDAgAFN2f6usoCm7IxGEyixQMsGoAsXLkxz5szJhrar3zRV/gfcqv9DG/A/F5f4W7/1unZl63VZjwkQIECAAAECBAgQIECAAAECqWUD0J49e2a7v8+ePbvL2ZuV4LNPnz5L/Fb5yU9+kiJQzStve9vb0iuvvJJ3yrECCAwcODDb6Cq+D5TmFujfv3/2Zzp6MXPmzDRv3rzm7pDWZ49BxSNFr79uPnqzfzvE36OVXyq+8cYbbb+AbPZ+tXL7V1xxxbTCCiukGTNmtDJDKfreq1evFD8PRYmffd/qyadSdLrknejbt29aaaWV/BukJOMcm/NGiSXXXnvttZL0qlzd6NGjR4o/dwoBAsUWaNkANIZl8ODBKdb3jLAkr1SOxw8QSyo77rhjl6enT5/uH3pd6hTjxIIFC7oMwYvRQq3ojkD7X1RE+Fn5BUZ33uuaYgrE/3sjADWWxRyfpWlV/NKxUuIfcMa0otG8n+Mfer179zaWzTuEbS2PILtS/ExUkWjuzxFqR/H/2uYex2h9BGuVEhNujGlFo1if4+9DhQCB4gv8/3+RFL+tVW9hBKBRKkFn5xtUfsM2aNCgzqe8JkCAAAECBAgQIECAAAECBAgQIECgCQRaOgBdc801syGaMmVK7lBVjg8fPjz3vIMECBAgQIAAAQIECBAgQIAAAQIECBRboKUD0LFjx2ajc/PNNy82SvGIwS233JIdHzly5GLnHSBAgAABAgQIECBAgAABAgQIECBAoPgCLR2AjhkzJm244YbpscceSzfccEOH0br44ovTtGnT0gYbbJBGjx7d4ZwXBAgQIECAAAECBAgQIECAAAECBAg0h0BLr9Ybi0ofdNBB6YQTTkinnXZauuuuu9KwYcPSxIkTs69jUfijjz66w+LTzTGsWkmAAAECBAgQIECAAAECBAgQIECAQAi09AzQAHjPe96TzjzzzDRkyJB06623pp///OdZ+BkzQ08//fQ0YsSIuEwhQIAAAQIECBAgQIAAAQIECBAgQKAJBVp6BmhlvEaNGpV+97vfZY+8P/300yk2R4pAtGfPls+HK0Q+EyBAgAABAgQIECBAgAABAgQIEGhKAQFou2FbffXVU3woBAgQIECAAAECBAgQIECAAAECBAiUQ8AUx3KMo14QIECAAAECBAgQIECAAAECBAgQIJAjIADNQXGIAAECBAgQIECAAAECBAgQIECAAIFyCAhAyzGOekGAAAECBAgQIECAAAECBAgQIECAQI6AADQHxSECBAgQIECAAAECBAgQIECAAAECBMohIAAtxzjqBQECBAgQIECAAAECBAgQIECAAAECOQIC0BwUhwgQIECAAAECBAgQIECAAAECBAgQKIeAALQc46gXBAgQIECAAAECBAgQIECAAAECBAjkCAhAc1AcIkCAAAECBAgQIECAAAECBAgQIECgHAIC0HKMo14QIECAAAECBAgQIECAAAECBAgQIJAjIADNQXGIAAECBAgQIECAAAECBAgQIECAAIFyCAhAyzGOekGAAAECBAgQIECAAAECBAgQIECAQI6AADQHxSECBAgQIECAAAECBAgQIECAAAECBMohIAAtxzjqBQECBAgQIECAAAECBAgQIECAAAECOQIC0BwUhwgQIECAAAECBAgQIECAAAECBAgQKIeAALQc46gXBAgQIECAAAECBAgQIECAAAECBAjkCAhAc1AcIkCAAAECBAgQIECAAAECBAgQIECgHAIC0HKMo14QIECAAAECBAgQIECAAAECBAgQIJAjIADNQXGIAAECBAgQIECAAAECBAgQIECAAIFyCAhAyzGOekGAAAECBAgQIECAAAECBAgQIECAQI6AADQHxSECBAgQIECAAAECBAgQIECAAAECBMohIAAtxzjqBQECBAgQIECAAAECBAgQIECAAAECOQIC0BwUhwgQIECAAAECBAgQIECAAAECBAgQKIeAALQc46gXBAgQIECAAAECBAgQIECAAAECBAjkCAhAc1AcIkCAAAECBAgQIECAAAECBAgQIECgHAIC0HKMo14QIECAAAECBAgQIECAAAECBAgQIJAjIADNQXGIAAECBAgQIECAAAECBAgQIECAAIFyCAhAyzGOekGAAAECBAgQIECAAAECBAgQIECAQI6AADQHxSECBAgQIECAAAECBAgQIECAAAECBMoh0GPRf0o5uqIXBAi0ssBZZ52Vzj///Izg7LPPTmPHjm1lDn0nUCiBq6++Oh133HFZmw477LB00EEHFap9GkOglQUmTpyY9t1334xg3Lhx6bTTTmtlDn0nUCiBWbNmpdGjR2dt2mKLLdKll15aqPZpDAECBJpJoHczNVZbCRAg0JXAggUL0rx587LTCxcu7OoyxwkQaIBA/Jn057MB8G5JoBsCMRei8udz/vz53XiHSwgQqJeAP5/1knYfAgRaQcAj8K0wyvpIgAABAgQIECBAgAABAgQIECBAoEUFBKAtOvC6TYAAAQIECBAgQIAAAQIECBAgQKAVBASgrTDK+kiAAAECBAgQIECAAAECBAgQIECgRQUEoC068LpNgAABAgQIECBAgAABAgQIECBAoBUEBKCtMMr6SIAAAQIECBAgQIAAAQIECBAgQKBFBXr8Z2e5RS3ad90mQKBEAo8++miaMmVK1qNRo0altdZaq0S90xUCzS3w7LPPpokTJ2ad2HTTTdPGG2/c3B3SegIlEpgxY0a66667sh6ts846acSIESXqna4QaG6B+fPnp5tvvjnrxMCBA9P222/f3B3SegIECDRQQADaQHy3JkCAAAECBAgQIECAAAECBAgQIECgtgIega+tr9oJECBAgAABAgQIECBAgAABAgQIEGiggAC0gfhuTYAAAQIECBAgQIAAAQIECBAgQIBAbQUEoLX1VTsBAgQIECBAgAABAgQIECBAgAABAg0UEIA2EN+tCRAgQIAAAQIECBAgQIAAAQIECBCorUDv2lavdgIECNRO4I033ki/+MUvlniDPffcM22yySZLvMZJAgRqJzB9+vT0hz/8IT3yyCMpdoMfMmRIGjNmTPrQhz6Uevf2Y0jt5NVMIF9g0qRJ6aabbso/2enoDjvskP157XTYSwIE6iBwzz33pBtvvDE9+eSTqVevXmnDDTdMH/nIR9Lw4cPrcHe3IECAQPkE/MujfGOqRwRaRuDxxx9Pl19++RL7O3LkSAHoEoWcJFA7gcmTJ6fjjz8+vfTSS6lHjx5p9dVXT1OmTEnjx49PN9xwQ/rxj3+c+vbtW7sGqJkAgcUEIky58sorFzuedyD+zMYvLBQCBOorcNZZZ6Xf//732U3j78lFixalBx98MPu78/Of/3w64IAD6tsgdyNAgEAJBASgJRhEXSDQqgKPPfZY1vWtt9467bLLLrkMw4YNyz3uIAECtRV47bXX0hFHHJFmz56d9tlnn/SpT30qDRo0KP373/9Oxx13XHrooYfSueeemw4//PDaNkTtBAh0EBgxYkT62te+1uFY+xcPPPBA+uMf/5hWXHHF9N73vrf9KV8TIFAHgVtvvTULP/v06ZMOO+ywNHbs2LRw4cIs/DznnHPS+eefn97xjnekbbbZpg6tcQsCBAiUR0AAWp6x1BMCLSdQCUAj/Bw3blzL9V+HCRRZIGauRPg5evTo9KUvfSmbARrt3WCDDdIXv/jF9PWvfz17DPfLX/5y9mhfkfuibQTKJLD++uun+Mgr06ZNS7/85S+zUzF7O/68KgQI1FfgT3/6U3bDXXfdtcPPt5/4xCdSPBZ/1113ZY/GC0DrOy7uRoBA8wsIQJt/DPWAQMsKxCPwUTbbbLOWNdBxAkUUmDNnTrY8xQorrJDN9ozH39uXWFcwZrUMGDAgzZs3TwDaHsfXBBoocMopp6RXXnklffSjH03vfve7G9gStybQugJTp07NOr/ddtsthrDjjjtmAWisqa0QIECAwNIJ2AV+6bxcTYBAQQTmz5+frSUYm6hsvPHGWavikdu5c+cWpIWaQaB1BWJ2dvx5jEf04rH3zqVnz55p7733TnvssUfq169f59NeEyDQAIGYdXbvvfem1VZbLR188MENaIFbEiAQArF+fZTbbrst+9z+P3fccUf2MpayUAgQIEBg6QTMAF06L1cTIFAQgVhHMGaOxWN8l1xySbahQzy6F8FKHNt///3T+973voK0VjMItJbAyy+/nHV4k002yTZuuP7667PH9h599NH0tre9LXssPnayjT+vCgECjReI5Sp+8pOfZA059NBDs9nZjW+VFhBoTYH4+fW6665Lf/3rX9PFF1+cdt999+zv0tg8MB5/j/V5d9ttt9bE0WsCBAgsh0CP/+wot2g53u+tBAgQaIjAjTfemL797W+33Xvw4MHZWmWxu20EoVH23HPPdOyxx7Zd4wsCBOoj8Nvf/jbFRg2xS+1zzz2XYmZZPAYfgeeCBQuyRowaNSp997vfzf4hV59WuQsBAl0J/OEPf0g/+MEPUuz6fvnll6d4ukIhQKBxAvF354knnpgefvjhtl8WxkZIb3/729NJJ52U1llnncY1zp0JECDQpAJ+umnSgdNsAq0uUFn/c+WVV06nnXZa2+NC8TudK6+8Mp111lnZb8/HjBmT3msX21b/dtH/Ogu89NJL2R1/97vfZbNWYsfp2Mwh1gS9++670/e///30z3/+M/385z+3C3ydx8btCOQJRAAa5cMf/rDwMw/IMQJ1FrjvvvtSZZ3PIUOGpFj66cUXX0yxPmj8DCwArfOAuB0BAqUQMAO0FMOoEwRaT2DmzJnpmWeeSQMHDsz9IfCMM87IgtDYIOn8889vPSA9JtBAgTPPPDNdccUVWQuOO+64bK3P9s154IEH2naGj5B0rbXWan/a1wQI1FEg1uw98MADs83Ifv/732ezQOt4e7ciQKCTwDe+8Y3s8ffNN988HX/88dnSMXFJBJ+xUdmUKVPSXnvtlY444ohO7/SSAAECBJYkYPGtJek4R4BAYQVi5ufw4cNzw89odMw2i/LEE0+keGRIIUCgfgJrrLFGdrP4cxobHXUusXlDZX3Qymzuztd4TYBAfQSuueaa7EY77bST8LM+5O5CoEuBeDoi1v5caaWVsqWeYt3sSom/N2PpmNg8MH7J6O/PiozPBAgQ6J6AALR7Tq4iQKDJBCozyt588800a9asJmu95hJoboFKALr22mt32ZF11103O/f88893eY0TBAjUVmDOnDnppptuym4SM8oUAgQaK/DQQw9lDYh1smN9+84l/l6t7AB///33dz7tNQECBAgsQcAaoEvAcYoAgeIKxGOzsdlRzC7bcMMNF2voCy+8kB1bZZVVUsxCUwgQqJ/Ammuumd3s6aefzjY96tWr12I3f/XVV7NjG2+88WLnHCBAoD4CEyZMyH5JGKHKVlttVZ+bugsBAl0KxFqfUWLN7K5K/GwbJX7JrxAgQIBA9wXMAO2+lSsJECiQwM0335wuvvji9D//8z+5rbrjjjuy4+94xztyzztIgEDtBLbYYosUIejs2bPT5MmTF7tRrOEbj+5FMBpLWSgECDRGYNKkSdmNhw0b1pgGuCsBAh0EKn8WY63svCWc4ljsDB8lHolXCBAgQKD7AgLQ7lu5kgCBAgnsvPPOWWtuueWW9K9//atDy+69994UM0SjfP7zn+9wzgsCBGovEDNX9ttvv+xGJ510UjZbu3LXBQsWpHPOOSebdTZ69OhsLbPKOZ8JEKivwIMPPpjdcKONNqrvjd2NAIFcgZiJHcs4xVNOP/jBD9KiRYs6XPerX/0q2wQ0doHfcsstO5zzggABAgSWLGAX+CX7OEuAQEEFIkSJ3S9jsfgoW2+9dfYRs8puvfXW7NghhxyS9t133+xr/yFAoL4Cc+fOTUcddVS677770qqrrpre9a53pXjMdvz48SlCl6FDh2ZB6IABA+rbMHcjQKBN4KMf/Wh6+eWXU/yiYpdddmk77gsCBBonED/bxs+48bNuzPLcdttts18W3nPPPWnixImpd+/e6eyzz25bC7RxLXVnAgQINJeAALS5xktrCRBoJxCbN8Rj8JdcckmHdZDWW2+99JWvfCWNGTOm3dW+JECg3gLxj7df/vKX6corr0yvv/56dvtYk/ed73xnOvzww3M3eKh3G92PQKsKxKO0EXrGn9OLLroomQXaqt8J+l1EgSeeeCKdccYZ2S8R27cv/v786le/mtZff/32h31NgAABAt0QEIB2A8klBAgUWyAWjH/uuedSbKoSG6qYUVbs8dK61hOIR/ieffbZ7LH3WN+sZ08r8LTed4EeEyBAgMDSCrzxxhvpqaeeSj169MhCz/79+y9tFa4nQIAAgf8nIAD1rUCAAAECBAgQIECAAAECBAgQIECAQGkFTMEo7dDqGAECBAgQIECAAAECBAgQIECAAAECAlDfAwQIECBAgAABAgQIECBAgAABAgQIlFZAAFraodUxAgQIECBAgAABAgQIECBAgAABAgQEoL4HCBAgQIAAAQIECBAgQIAAAQIECBAorYAAtLRDq2MECBAgQIAAAQIECBAgQIAAAQIECAhAfQ8QIECAAAECBAgQIECAAAECBAgQIFBaAQFoaYdWxwgQIECAAAECBAgQIECAAAECBAgQEID6HiBAgAABAgQIECBAgAABAgQIECBAoLQCAtDSDq2OESBAgAABAgQIECBAgAABAgQIECAgAPU9QIAAAQIECBAgQIAAAQIECBAgQIBAaQV6l7ZnOkaAAAECBAgss8C0adPS/fffnxYuXJi22mqrtMYaayxzXd5IgAABAgQIECBAgACBRgqYAdpIffcmQIAAAQIFErjlllvSuHHj0nrrrZcGDx6cxo4dm3bbbbe05pprpnXWWSe9//3vTxdccEFatGhRgVpd3ab8+9//Tj169Mg+Tj/99KWq/H//93/b3vvjH/94qd5bxovHjx+/WLdeffXVNqMTTjhhsfMOECBAgAABAgQIEKiFgAC0FqrqJECAAAECTSbw5S9/OQs8r7nmmvTMM88s1vqpU6emG2+8MR144IFpxx13TK+99tpi1zhAIAReeOGFtP/++2ffT0QIECBAgAABAgQIFEFAAFqEUdAGAgQIECDQQIEf/vCH6ZxzzslaMHDgwHTMMcekP/3pT+mhhx5Kjz/+eIqZoaeeemo2KzQuuvPOO9Nee+3VwBa7dZEFvvWtb6Xf/OY3pZ4pXGR/bSNAgAABAgQIEFhcwBqgi5s4QoAAAQIEWkbgjTfeSN/5zney/saj7n//+9/Thhtu2KH/Q4cOTTvvvHP60pe+lLbbbrv02GOPpT//+c/p+uuvTx/4wAc6XOsFAQIECBAgQIAAAQIEiiZgBmjRRkR7CBAgQIBAHQXuueeeFBseRTn88MMXCz/bN2XVVVfN1gCtHLvooosqX/pMgAABAgQIECBAgACBwgqYAVrYodEwAgQIECBQe4GXX3657Sax+dFblR122CF7FD7e98QTTyzx8hkzZmQ7ycdu8vH1iBEj0siRI9P666/f5fueeuqp9Pzzz6cBAwakzTffPHuMOh7Fj8fuY23SjTbaKNuYad111+2yjsqJ2bNnp0cffTQ9/PDD6ZFHHkn9+vVLw4YNyz6i7p49i/174KX1W7BgQbr33nuz7g8fPjytvPLKaf78+emBBx5Id911V7Zu6zvf+c609dZbty1nULHK+xz3j1m+U6ZMyey23377FO8PxxiL5557LvXv3z9tueWW2dvjdRx/8cUXs9exWdaECROyr4cMGdLluMc4/fOf/0x33313mjdvXorvsWhj375985rlGAECBAgQIECAAIGlFhCALjWZNxAgQIAAgfIIxIZG/6e9ew+2cvrjOP79kWNG4y4qjUvTEJkSjnKrTOIcJAaTS66dRCNdlBHGiFGaUJqOLroMGpdGKUkUKjXGGMKYwrimSZrGtZhOf7R/z+f7m/X8nrMv2me3O2fbvdfMbj/7Weu5vfb+4/j6rvVV1XMFq+bNm2f9+vX7x4fTWAUVmzdvbhUVFVnH6lxPPvmk3X///VZXV5cx5rrrrrPa2lpTRml603FPPfWUdenSxYNvl1xyiX3wwQf1hum6NTU1NmHChJz3MG3aNBsxYoRt27at3rHhg84/Y8YMO+WUU8Kuknkv1G/r1q3upgdZvny57bffftanT584wzc8oAKYMr7tttvCroz3Rx991MaNG2c6Z7K1bt3aXn31VVuwYIEvnXDCCSd4cFljZs+ebQ888EA8fMeOHfH9KLtY31d6W7VqlfXt29dUZCvZ9B1PmTLFi24l97ONAAIIIIAAAggggEAhAgRAC1HjGAQQQAABBMpEoEWLFp5tp6nwCmr17t3bHnzwQausrMz5hIceemjOPmXzXXrppV44SYOOOuooD4KpuJKyE9etW2cvvPCCrV692pYuXWonnnhi1nP9+uuv1q1bN1u7dq0pyHbhhRd6NqOOUUbi008/7QWaFi9ebM2a/f/PGQUPFTRdsmSJn1cBu65du9phhx3mGYvKSFT2qtY6VUajMk7/6Xmy3twe3FksP7koyKzztWvXzpc2+PTTT/3Zt2/fbgMHDvS+IUOGZDyN+qZPn+77FeiWX1gfVvbdu3e3Dh06ZBzXqlUrO+OMM2z9+vW2ZcsWD6wrk1MtW3bx/PnzPYiqLFUFwxWUVhbp559/bgqeDhgwwLNAr7/++oxrsQMBBBBAAAEEEEAAgQYJRP+hQEMAAQQQQACBvVggCgqmogBXKvoDIn5FU8xTt9xySyoKVqaioFTeOqNHj47Pcccdd6SiDMx6x7744oupKKjmY3r16lWvTx+igFx8vO6nf//+qSgYFo+LijaloozBeMykSZPiPm1Egb+4LyraVO9Y9UcZjambb745HjNmzBjtjtsPP/wQ940fPz7en8+GrIJh+n3lc7zG7I7fb7/9Fl9f93HcccelokzQ+NI7d+5MRVma8ZhoOYFUNG0+7tfGokWL4v6o4FUqChDX63/iiSdSUcA5HhMtKVCvXx9uv/1274+msGf0pd+jfgvRNPtUFASNx+pzlL3q54gC1xn3GA9kAwEEEEAAAQQQQACBPAVKe/Gr6K93GgIIIIAAAgjsWQFle2qaeTIbc+PGjT6lWdPVlUXZvn17GzZsWLymY7Y72rBhg0+bVl91dbVnaSqDMNmuueYamzp1qu9atmyZLVy4MNldbztMU9dU7tC05uTzzz9vxx57rO+KApihy981tVutTZs2Ps07eaz2a23RyZMnx1mjygQtlVZsP01J79GjR/x4Wr4gCv7aTTfd5Pu0hquyLZPt4Ycf9o9aP1RZpOmZm8OHD/elBZLHFLqtNVjnzp3rv5V99903Po1+O1riQE2ZwMoCpiGAAAIIIIAAAgggsDsCBEB3R49jEUAAAQQQKBMBFRfSFOk5c+ZYVVWVF7dJPpqKCE2cONGnKWs6+tdff53s9u1nn33WogxN3w6BtIxB0Q5NadbUeDUdk6s99NBDWbsU1Bw5cqT3qWCSCu+E9thjj3lQbdasWZYMqoV+vSsoqwCpWq41Qr2zkf8ppp+C2sngZ/JROnXqFH/UVPXQNO1cvwG1wYMH5yyUdM8993iBpXBcoe8qSHXxxRdnPVyFkEILRZXCZ94RQAABBBBAAAEEEGiowP8XzWrokYxHAAEEEEAAgbISUHEcBSf10jqRWqfz3Xff9YI6qtCtKuNqytxUdubKlSvjCuDaH4KiOo8yNKPpztqdtan40ObNm+Nj0gcpO7Bnz57pu+PPun5oqiAeApqdO3c2vbI1VTVXRfQVK1bEhYG0/mSptGL6tW3bNudjRVPj4z5VXQ9N2aDhs9ZHzdW0Zqoqv7///vu5huS1P5lxnH6A1hMN7c8//wybvCOAAAIIIIAAAgggUJAAAdCC2DgIAQQQQACB8hZQEPOCCy7wl55UU5GVHaoq36oMruDm1Vdf7UWNFKxUU3V4NQVPVTQnn/btt996BXpNz042TbtPn76e7D/mmGPij8paVPGmZPvll188E1RBPU2hVgarAq6l3Irpl/RJf2YtIxBatC5o2LQ1a9bE28kgabwzsaGM4d0NgKq4Va4WflPqj5Z1yjWM/QgggAACCCCAAAII5CXAFPi8mBiEAAIIIIDA3i2gKup33XWXBxOV/aemoKKyQUNLTkUP+3b1rirlqsqe3sIU+fT94fNBBx0UNr2Se/wh2rjvvvtMAcBBgwbZlClT7L333ouDn5p2PXTo0LwDtMnz7untYvopgN3QpjVIQ0sGScO+5LvWUt3dtqtr7O75OR4BBBBAAAEEEEAAgSBAADRI8I4AAggggMBeJk56LPEAAAkiSURBVKCMyNNOO82nj9955515Pb2K4kTV3eOxySI6YRr6SSedZJq2nO/riCOOiM8XNnaVrakiTaG1aNEibNqoUaNs7NixvhapgrZRJXurra21VatW2e+//+5ZqhMmTLADDjggPqZUNorpV8gzKasztGQwNOxLvu+qPzmWbQQQQAABBBBAAAEEmlqAKfBN/Q1wfQQQQAABBJpIQIHHdevWWV1dnb388steNT1X4aDkLWr9ztDCuqD6rOxKVZPXWpaavl5IFmI476ZNm0zrczZrlv1PlR9//DEMtTBdW9Pex40b5/sVhFV26tFHHx2PS25oSr9a8v6T/U2xXUy/Qu5f1w/tu+++y1lESWPUT0MAAQQQQAABBBBA4N8iQAbov+Wb4j4RQAABBBAosoCCneeee66fVdPQX3nllbyusGjRonicAo2htW/f3jcVuHzjjTfC7ox3rTt5/vnnW/fu3W3IkCEZ/dqhwOSbb76ZtU87586dG/dVV1f7tqa6h/UiBw4cmDP4+cUXX3h2qg4qpSJIxfSLcRqwceqpp5oKHKlNmzYt55Fy/vLLL3P2h/Vcw3eRcyAdCCCAAAIIIIAAAgg0kgAB0EaC5jIIIIAAAgiUosDIkSPj21L1d2VQ/lPgSoWQpk6d6scou7Kqqio+vn///hbW5hw+fLj99ddfcV9yY9asWV6JXYG0ioqKZFe97dGjR2fN0Pz+++9N51Dr1q2baVq+2o4dO/xd/6i4Uramafk33nhj3BWqnsc7mnCj2H4NfRSt6zlixAg/7MMPP7QZM2ZknELLCNx9990Z+5M7Quavvo9t27Ylu9hGAAEEEEAAAQQQQKBJBLLPK2uSW+GiCCCAAAIIINDYAhdddJHV1NR4sEtZl/fee6/Nnz/fzjvvPF8ftEOHDvbzzz978aMVK1ZYyP5Ult/EiRPrBTBVuEhBy2HDhtn69evtzDPPtNmzZ/u7nkvTppVlqkryaocccogNHjzYt7P989FHH3mA9bnnnrNWrVr5kJUrV9q1117rwU5Nj580aVJ8aGVlpem+FMBVgPTKK6/0DFdluirrVNXiVchJ5w1N1ewb0rp27erFn3SMMklbtmyZ9fClS5fa1q1bs/Yldyp4e8MNN/iuYvslr5PvtjJyVThKBZkGDBjgSxpcccUV7v/xxx/7+qoKQIcWsj3DZ72HLFJt6/dw2WWX2eGHH24nn3yydtEQQAABBBBAAAEEEGh0AQKgjU7OBRFAAAEEECgtAWV0KpCljD8FD5X9p1eupgw/BT+vuuqqjCEqpqR1RZ955hl/79KliwfEtN6o1gYNTUWIFi9e7NXaw77099NPP93efvtta926tbVr184UrNQ6n2paY1T326lTp/iwtm3begbj+PHjPfu0R48eHnjr2LGjrVmzxv744w8f27dvXy+CpOCsAn3KalQwNp+moKbGq/1Tpuzrr79ueu2qnXPOOXEAVGOL6bera2frb968uQc9L7/8cg8Uz5w50/RKtkGDBvkYmYZsz2S/ljYIgejHH3/c9FIQdOHChclhbCOAAAIIIIAAAggg0GgCTIFvNGouhAACCCCAQGkKKENy+vTpXildWZNhGnv63SpIqOnjqvyuNTazNWVl6lxvvfWWKXt0n3328cBlCH7qWv369bNPPvnEzj777GyniPcp2/PWW2/1INs333wTBz+1fqiyUZNT2cNBY8aM8YBbCGgqYLp8+XJf81PFm5YsWWIvvfSSabq/mqZpz5s3Lxze5O/F9Cv0YbS0gZYnGDt2rPXp08fXUlUQWpmgKpZVW1vrAU6d/+CDD864jJYlmDx5sgeuQ6eyZWkIIIAAAggggAACCDSVwH+i7IVUU12c6yKAAAIIIIBA6QloXcyvvvrKtmzZ4kFHZQVqCroCmsq8bEj7+++/far4Tz/95NmeytI88MADc55i6NChXo1eAzQlXwFUBSk1/VrrSapQUFjzM+dJoo7t27f7OqCarn3kkUf6ves5/m2toX6N9XyqGK+gdO/eve21117LedlNmzaZnqFNmza2//775xxHBwIIIIAAAggggAACe1KAAOie1OXcCCCAAAIIINAggWwB0AadgMEFC+j/iSur9vjjj7fq6mo766yzsp5L67sqAKpA+ahRo0xZtzQEEEAAAQQQQAABBEpZgCnwpfztcG8IIIAAAggggEAjCWjdzs8++8weeeQR0zqpdXV1Wa+s4kgKfqr16tUr6xh2IoAAAggggAACCCBQSgIEQEvp2+BeEEAAAQQQQACBJhSoqqryq2/YsMGLXM2ZM8c2b97syxCsXbvWampqbNmyZT5GRaZU8IiGAAIIIIAAAggggECpCzAFvtS/Ie4PAQQQQACBvUiAKfBN+2Urs7Nnz55eECvciTJD1ZLLxldWVtqCBQvqFToK43lHAAEEEEAAAQQQQKDUBMgALbVvhPtBAAEEEEBgLxZo2bKlFyxSwSVa4wuoyNU777xjM2fOtI4dO3rRKwU+9VIgtHPnzl6kavXq1QQ/G//r4YoIIIAAAggggAACBQqQAVogHIchgAACCCCAAALlLrBz507buHGjB0AVnK6oqCj3R+b5EEAAAQQQQAABBMpQgABoGX6pPBICCCCAAAIIIIAAAggggAACCCCAAAII/E+AKfD8EhBAAAEEEEAAAQQQQAABBBBAAAEEEECgbAUIgJbtV8uDIYAAAggggAACCCCAAAIIIIAAAggggAABUH4DCCCAAAIIIIAAAggggAACCCCAAAIIIFC2AgRAy/ar5cEQQAABBBBAAAEEEEAAAQQQQAABBBBAgAAovwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQKFsBAqBl+9XyYAgggAACCCCAAAIIIIAAAggggAACCCBAAJTfAAIIIIAAAggggAACCCCAAAIIIIAAAgiUrQAB0LL9ankwBBBAAAEEEEAAAQQQQAABBBBAAAEEECAAym8AAQQQQAABBBBAAAEEEEAAAQQQQAABBMpWgABo2X61PBgCCCCAAAIIIIAAAggggAACCCCAAAIIEADlN4AAAggggAACCCCAAAIIIIAAAggggAACZStAALRsv1oeDAEEEEAAAQQQQAABBBBAAAEEEEAAAQT+CzIB8/xyxhIBAAAAAElFTkSuQmCC)
This isn’t very helpful because the numbers are stacked. We can see that they seem to have different distributions because the data are quite simple, but we really can’t draw any inferences based on this visualisation by itself. Let’s first only look at ‘setosa’ and ‘virginica’ to simplify the data, then graph them so they are overlapping histograms.
iris %>%
filter(Species != "versicolor") %>% # only plot 'setosa' and 'virginica', could also be written as the following line:
# filter(Species == "setosa" | Species == "virginica") %>%
ggplot(aes(x = Sepal.Length)) +
geom_histogram(aes(fill=Species), binwidth = .5,
alpha = .75, position = "identity")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAYAAAD0ZtPZAAAEGWlDQ1BrQ0dDb2xvclNwYWNlR2VuZXJpY1JHQgAAOI2NVV1oHFUUPrtzZyMkzlNsNIV0qD8NJQ2TVjShtLp/3d02bpZJNtoi6GT27s6Yyc44M7v9oU9FUHwx6psUxL+3gCAo9Q/bPrQvlQol2tQgKD60+INQ6Ium65k7M5lpurHeZe58853vnnvuuWfvBei5qliWkRQBFpquLRcy4nOHj4g9K5CEh6AXBqFXUR0rXalMAjZPC3e1W99Dwntf2dXd/p+tt0YdFSBxH2Kz5qgLiI8B8KdVy3YBevqRHz/qWh72Yui3MUDEL3q44WPXw3M+fo1pZuQs4tOIBVVTaoiXEI/MxfhGDPsxsNZfoE1q66ro5aJim3XdoLFw72H+n23BaIXzbcOnz5mfPoTvYVz7KzUl5+FRxEuqkp9G/Ajia219thzg25abkRE/BpDc3pqvphHvRFys2weqvp+krbWKIX7nhDbzLOItiM8358pTwdirqpPFnMF2xLc1WvLyOwTAibpbmvHHcvttU57y5+XqNZrLe3lE/Pq8eUj2fXKfOe3pfOjzhJYtB/yll5SDFcSDiH+hRkH25+L+sdxKEAMZahrlSX8ukqMOWy/jXW2m6M9LDBc31B9LFuv6gVKg/0Szi3KAr1kGq1GMjU/aLbnq6/lRxc4XfJ98hTargX++DbMJBSiYMIe9Ck1YAxFkKEAG3xbYaKmDDgYyFK0UGYpfoWYXG+fAPPI6tJnNwb7ClP7IyF+D+bjOtCpkhz6CFrIa/I6sFtNl8auFXGMTP34sNwI/JhkgEtmDz14ySfaRcTIBInmKPE32kxyyE2Tv+thKbEVePDfW/byMM1Kmm0XdObS7oGD/MypMXFPXrCwOtoYjyyn7BV29/MZfsVzpLDdRtuIZnbpXzvlf+ev8MvYr/Gqk4H/kV/G3csdazLuyTMPsbFhzd1UabQbjFvDRmcWJxR3zcfHkVw9GfpbJmeev9F08WW8uDkaslwX6avlWGU6NRKz0g/SHtCy9J30o/ca9zX3Kfc19zn3BXQKRO8ud477hLnAfc1/G9mrzGlrfexZ5GLdn6ZZrrEohI2wVHhZywjbhUWEy8icMCGNCUdiBlq3r+xafL549HQ5jH+an+1y+LlYBifuxAvRN/lVVVOlwlCkdVm9NOL5BE4wkQ2SMlDZU97hX86EilU/lUmkQUztTE6mx1EEPh7OmdqBtAvv8HdWpbrJS6tJj3n0CWdM6busNzRV3S9KTYhqvNiqWmuroiKgYhshMjmhTh9ptWhsF7970j/SbMrsPE1suR5z7DMC+P/Hs+y7ijrQAlhyAgccjbhjPygfeBTjzhNqy28EdkUh8C+DU9+z2v/oyeH791OncxHOs5y2AtTc7nb/f73TWPkD/qwBnjX8BoJ98VQNcC+8AAEAASURBVHgB7N0H3FxFvT/gSYUUSKjSIRRDjXBRglyk6hVFFBQFBVGaiBQRQbnCHxAQEKSjeAFBr8IFUVFAmoBIUKRJDRh6FVBiEiIJqfz5HT2vb042ySZskj2zz3w+b949Zc/OPLNvyfedM9PjzbdKUggQIECAAAECBAgQIECAAAECBAgQIJChQM8M26RJBAgQIECAAAECBAgQIECAAAECBAgQKAQEoN4IBAgQIECAAAECBAgQIECAAAECBAhkKyAAzbZrNYwAAQIECBAgQIAAAQIECBAgQIAAAQGo9wABAgQIECBAgAABAgQIECBAgAABAtkKCECz7VoNI0CAAAECBAgQIECAAAECBAgQIEBAAOo9QIAAAQIECBAgQIAAAQIECBAgQIBAtgIC0Gy7VsMIECBAgAABAgQIECBAgAABAgQIEBCAeg8QIECAAAECBAgQIECAAAECBAgQIJCtgAA0267VMAIECBAgQIAAAQIECBAgQIAAAQIEBKDeAwQIECBAgAABAgQIECBAgAABAgQIZCsgAM22azWMAAECBAgQIECAAAECBAgQIECAAAEBqPcAAQIECBAgQIAAAQIECBAgQIAAAQLZCghAs+1aDSNAgAABAgQIECBAgAABAgQIECBAQADqPUCAAAECBAgQIECAAAECBAgQIECAQLYCvbNtWZs0bMyYMemNN95ok9qoRiOB/v37p8UXXzy9/PLLjQ7bV0OB6NNBgwYVNR83blyaMGFCDVuhyo0Ell9++aRPG8nUd1/0aZQpU6akV199tb4NUfMZBOJ7cJ8+ffTpDCr13og+jZ+vUUaPHp0mT55c7wapfSHQu3fvtMwyyxRfq/F9WKm/QNmn0ZKJEyemsWPH1r9RGbeg/D0o4yZqGoG2ETACtG26QkUIECBAgAABAgQIECBAgAABAgQIEGi1gAC01aKuR4AAAQIECBAgQIAAAQIECBAgQIBA2wgIQNumK1SEAAECBAgQIECAAAECBAgQIECAAIFWCwhAWy3qegQIECBAgAABAgQIECBAgAABAgQItI2AALRtukJFCBAgQIAAAQIECBAgQIAAAQIECBBotYAAtNWirkeAAAECBAgQIECAAAECBAgQIECAQNsICEDbpitUhAABAgQIECBAgAABAgQIECBAgACBVgsIQFst6noECBAgQIAAAQIECBAgQIAAAQIECLSNgAC0bbpCRQgQIECAAAECBAgQIECAAAECBAgQaLWAALTVoq5HgAABAgQIECBAgAABAgQIECBAgEDbCAhA26YrVIQAAQIECBAgQIAAAQIECBAgQIAAgVYLCEBbLep6BAgQIECAAAECBAgQIECAAAECBAi0jYAAtG26QkUIECBAgAABAgQIECBAgAABAgQIEGi1gAC01aKuR4AAAQIECBAgQIAAAQIECBAgQIBA2wgIQNumK1SEAAECBAgQIECAAAECBAgQIECAAIFWCwhAWy3qegQIECBAgAABAgQIECBAgAABAgQItI2AALRtukJFCBAgQIAAAQIECBAgQIAAAQIECBBotYAAtNWirkeAAAECBAgQIECAAAECBAgQIECAQNsICEDbpitUhAABAgQIECBAgAABAgQIECBAgACBVgsIQFst6noECBAgQIAAAQIECBAgQIAAAQIECLSNgAC0bbpCRQgQIECAAAECBAgQIECAAAECBAgQaLWAALTVoq5HgAABAgQIECBAgAABAgQIECBAgEDbCAhA26YrVIQAAQIECBAgQIAAAQIECBAgQIAAgVYLCEBbLep6BAgQIECAAAECBAgQIECAAAECBAi0jYAAtG26QkUIECBAgAABAgQIECBAgAABAgQIEGi1gAC01aKuR4AAAQIECBAgQIAAAQIECBAgQIBA2wgIQNumK1SEAAECBAgQIECAAAECBAgQIECAAIFWCwhAWy3qegQIECBAgAABAgQIECBAgAABAgQItI2AALRtukJFCBAgQIAAAQIECBAgQIAAAQIECBBotYAAtNWirkeAAAECBAgQIECAAAECBAgQIECAQNsICEDbpitUhAABAgQIECBAgAABAgQIECBAgACBVgsIQFst6noECBAgQIAAAQIECBAgQIAAAQIECLSNgAC0bbpCRQgQIECAAAECBAgQIECAAAECBAgQaLWAALTVoq5HgAABAgQIECBAgAABAgQIECBAgEDbCAhA26YrVIQAAQIECBAgQIAAAQIECBAgQIAAgVYLCEBbLep6BAgQIECAAAECBAgQIECAAAECBAi0jYAAtG26QkUIECBAgAABAgQIECBAgAABAgQIEGi1gAC01aKuR4AAAQIECBAgQIAAAQIECBAgQIBA2wj0bpuaqAgBAgtEoN/55y2Q11mYL9KzV680sfc/v731nDo19Zs2bWFWZ4G89sQv7L9AXseLECBAgAABAgQIECBAgACBugkYAVq3HlNfAgQIECBAgAABAgQIECBAgAABAgSaFhCANk3lRAIECBAgQIAAAQIECBAgQIAAAQIE6iYgAK1bj6kvAQIECBAgQIAAAQIECBAgQIAAAQJNCwhAm6ZyIgECBAgQIECAAAECBAgQIECAAAECdRMQgNatx9SXAAECBAgQIECAAAECBAgQIECAAIGmBQSgTVM5kQABAgQIECBAgAABAgQIECBAgACBugkIQOvWY+pLgAABAgQIECBAgAABAgQIECBAgEDTAgLQpqmcSIAAAQIECBAgQIAAAQIECBAgQIBA3QQEoHXrMfUlQIAAAQIECBAgQIAAAQIECBAgQKBpAQFo01ROJECAAAECBAgQIECAAAECBAgQIECgbgIC0Lr1mPoSIECAAAECBAgQIECAAAECBAgQINC0gAC0aSonEiBAgAABAgQIECBAgAABAgQIECBQNwEBaN16TH0JECBAgAABAgQIECBAgAABAgQIEGhaQADaNJUTCRAgQIAAAQIECBAgQIAAAQIECBCom4AAtG49pr4ECBAgQIAAAQIECBAgQIAAAQIECDQtIABtmsqJBAgQIECAAAECBAgQIECAAAECBAjUTUAAWrceU18CBAgQIECAAAECBAgQIECAAAECBJoWEIA2TeVEAgQIECBAgAABAgQIECBAgAABAgTqJiAArVuPqS8BAgQIECBAgAABAgQIECBAgAABAk0LCECbpnIiAQIECBAgQIAAAQIECBAgQIAAAQJ1ExCA1q3H1JcAAQIECBAgQIAAAQIECBAgQIAAgaYFBKBNUzmRAAECBAgQIECAAAECBAgQIECAAIG6CQhA69Zj6kuAAAECBAgQIECAAAECBAgQIECAQNMCAtCmqZxIgAABAgQIECBAgAABAgQIECBAgEDdBASgdesx9SVAgAABAgQIECBAgAABAgQIECBAoGkBAWjTVE4kQIAAAQIECBAgQIAAAQIECBAgQKBuAgLQuvWY+hIgQIAAAQIECBAgQIAAAQIECBAg0LSAALRpKicSIECAAAECBAgQIECAAAECBAgQIFA3AQFo3XpMfQkQIECAAAECBAgQIECAAAECBAgQaFpAANo0lRMJECBAgAABAgQIECBAgAABAgQIEKibgAC0bj2mvgQIECBAgAABAgQIECBAgAABAgQINC0gAG2ayokECBAgQIAAAQIECBAgQIAAAQIECNRNQABatx5TXwIECBAgQIAAAQIECBAgQIAAAQIEmhYQgDZN5UQCBAgQIECAAAECBAgQIECAAAECBOomIACtW4+pLwECBAgQIECAAAECBAgQIECAAAECTQsIQJumciIBAgQIECBAgAABAgQIECBAgAABAnUTEIDWrcfUlwABAgQIECBAgAABAgQIECBAgACBpgUEoE1TOZEAAQIECBAgQIAAAQIECBAgQIAAgboJCEDr1mPqS4AAAQIECBAgQIAAAQIECBAgQIBA0wIC0KapnEiAAAECBAgQIECAAAECBAgQIECAQN0EBKB16zH1JUCAAAECBAgQIECAAAECBAgQIECgaQEBaNNUTiRAgAABAgQIECBAgAABAgQIECBAoG4CAtC69Zj6EiBAgAABAgQIECBAgAABAgQIECDQtIAAtGkqJxIgQIAAAQIECBAgQIAAAQIECBAgUDcBAWjdekx9CRAgQIAAAQIECBAgQIAAAQIECBBoWkAA2jSVEwkQIECAAAECBAgQIECAAAECBAgQqJuAALRuPaa+BAgQIECAAAECBAgQIECAAAECBAg0LSAAbZrKiQQIECBAgAABAgQIECBAgAABAgQI1E1AAFq3HlNfAgQIECBAgAABAgQIECBAgAABAgSaFhCANk3lRAIECBAgQIAAAQIECBAgQIAAAQIE6iYgAK1bj6kvAQIECBAgQIAAAQIECBAgQIAAAQJNCwhAm6ZyIgECBAgQIECAAAECBAgQIECAAAECdRMQgNatx9SXAAECBAgQIECAAAECBAgQIECAAIGmBQSgTVM5kQABAgQIECBAgAABAgQIECBAgACBugkIQOvWY+pLgAABAgQIECBAgAABAgQIECBAgEDTAgLQpqmcSIAAAQIECBAgQIAAAQIECBAgQIBA3QQEoHXrMfUlQIAAAQIECBAgQIAAAQIECBAgQKBpAQFo01ROJECAAAECBAgQIECAAAECBAgQIECgbgIC0Lr1mPoSIECAAAECBAgQIECAAAECBAgQINC0gAC0aSonEiBAgAABAgQIECBAgAABAgQIECBQNwEBaN16TH0JECBAgAABAgQIECBAgAABAgQIEGhaQADaNJUTCRAgQIAAAQIECBAgQIAAAQIECBCom4AAtG49pr4ECBAgQIAAAQIECBAgQIAAAQIECDQtIABtmsqJBAgQIECAAAECBAgQIECAAAECBAjUTUAAWrceU18CBAgQIECAAAECBAgQIECAAAECBJoWEIA2TeVEAgQIECBAgAABAgQIECBAgAABAgTqJiAArVuPqS8BAgQIECBAgAABAgQIECBAgAABAk0LCECbpnIiAQIECBAgQIAAAQIECBAgQIAAAQJ1ExCA1q3H1JcAAQIECBAgQIAAAQIECBAgQIAAgaYFBKBNUzmRAAECBAgQIECAAAECBAgQIECAAIG6CQhA69Zj6kuAAAECBAgQIECAAAECBAgQIECAQNMCAtCmqZxIgAABAgQIECBAgAABAgQIECBAgEDdBASgdesx9SVAgAABAgQIECBAgAABAgQIECBAoGkBAWjTVE4kQIAAAQIECBAgQIAAAQIECBAgQKBuAgLQuvWY+hIgQIAAAQIECBAgQIAAAQIECBAg0LSAALRpKicSIECAAAECBAgQIECAAAECBAgQIFA3AQFo3XpMfQkQIECAAAECBAgQIECAAAECBAgQaFpAANo0lRMJECBAgAABAgQIECBAgAABAgQIEKibgAC0bj2mvgQIECBAgAABAgQIECBAgAABAgQINC0gAG2ayokECBAgQIAAAQIECBAgQIAAAQIECNRNQABatx5TXwIECBAgQIAAAQIECBAgQIAAAQIEmhYQgDZN5UQCBAgQIECAAAECBAgQIECAAAECBOom0OPNt0rdKl2n+k6YMCH179+/TlVW18wFJp78rcxb2JnN63fEkZ3ZcK0mQIAAAQIECBAgQIAAAQJzEOg9h+MOv02BKVOmpLFjx77Nq3j6/BTo27dv6tevXxo3btz8fJm2uXbPt96TuZeePXumXr16Fc2cNm1amj59eu5NTpM65PvM4MGDU/xhafLkydn3aac0MPo0Snytjh8/vlOanX074+dq79699WlGPR19usgiixQtiq/V+JpV6i8QvzMtvvjixdeqPq1/f0YLyj6Nx/H7UvzepLSvQPl7UPvWUM0I5CMgAJ3PfRnByxtvvDGfX8Xl345Ajx49igB04sSJb+cytXluvw4IA6NPyxKD3DshAO2U92/8khh/WOqU9pbv45w/l7/4x9epfs2np+OPi/GfcH2aV5+WrYlQxR+iSo16f44/VESZNGlS8fO13q1R+xAo+zQeR6jt+3BItG8pfw9q3xqqGYF8BMwBmk9fagkBAgQIECBAgAABAgQIECBAgAABAhUBAWgFxCYBAgQIECBAgAABAgQIECBAgAABAvkICEDz6UstIUCAAAECBAgQIECAAAECBAgQIECgIiAArYDYJECAAAECBAgQIECAAAECBAgQIEAgHwEBaD59qSUECBAgQIAAAQIECBAgQIAAAQIECFQEBKAVEJsECBAgQIAAAQIECBAgQIAAAQIECOQjIADNpy+1hAABAgQIECBAgAABAgQIECBAgACBioAAtAJikwABAgQIECBAgAABAgQIECBAgACBfAQEoPn0pZYQIECAAAECBAgQIECAAAECBAgQIFAREIBWQGwSIECAAAECBAgQIECAAAECBAgQIJCPgAA0n77UEgIECBAgQIAAAQIECBAgQIAAAQIEKgIC0AqITQIECBAgQIAAAQIECBAgQIAAAQIE8hEQgObTl1pCgAABAgQIECBAgAABAgQIECBAgEBFQABaAbFJgAABAgQIECBAgAABAgQIECBAgEA+AgLQfPpSSwgQIECAAAECBAgQIECAAAECBAgQqAgIQCsgNgkQIECAAAECBAgQIECAAAECBAgQyEdAAJpPX2oJAQIECBAgQIAAAQIECBAgQIAAAQIVAQFoBcQmAQIECBAgQIAAAQIECBAgQIAAAQL5CAhA8+lLLSFAgAABAgQIECBAgAABAgQIECBAoCIgAK2A2CRAgAABAgQIECBAgAABAgQIECBAIB8BAWg+faklBAgQIECAAAECBAgQIECAAAECBAhUBASgFRCbBAgQIECAAAECBAgQIECAAAECBAjkIyAAzacvtYQAAQIECBAgQIAAAQIECBAgQIAAgYqAALQCYpMAAQIECBAgQIAAAQIECBAgQIAAgXwEBKD59KWWECBAgAABAgQIECBAgAABAgQIECBQERCAVkBsEiBAgAABAgQIECBAgAABAgQIECCQj4AANJ++1BICBAgQIECAAAECBAgQIECAAAECBCoCAtAKiE0CBAgQIECAAAECBAgQIECAAAECBPIREIDm05daQoAAAQIECBAgQIAAAQIECBAgQIBARUAAWgGxSYAAAQIECBAgQIAAAQIECBAgQIBAPgIC0Hz6UksIECBAgAABAgQIECBAgAABAgQIEKgICEArIDYJECBAgAABAgQIECBAgAABAgQIEMhHQACaT19qCQECBAgQIECAAAECBAgQIECAAAECFQEBaAXEJgECBAgQIECAAAECBAgQIECAAAEC+QgIQPPpSy0hQIAAAQIECBAgQIAAAQIECBAgQKAiIACtgNgkQIAAAQIECBAgQIAAAQIECBAgQCAfAQFoPn2pJQQIECBAgAABAgQIECBAgAABAgQIVAQEoBUQmwQIECBAgAABAgQIECBAgAABAgQI5CMgAM2nL7WEAAECBAgQIECAAAECBAgQIECAAIGKgAC0AmKTAAECBAgQIECAAAECBAgQIECAAIF8BASg+fSllhAgQIAAAQIECBAgQIAAAQIECBAgUBEQgFZAbBIgQIAAAQIECBAgQIAAAQIECBAgkI+AADSfvtQSAgQIECBAgAABAgQIECBAgAABAgQqAgLQCohNAgQIECBAgAABAgQIECBAgAABAgTyERCA5tOXWkKAAAECBAgQIECAAAECBAgQIECAQEVAAFoBsUmAAAECBAgQIECAAAECBAgQIECAQD4CAtB8+lJLCBAgQIAAAQIECBAgQIAAAQIECBCoCAhAKyA2CRAgQIAAAQIECBAgQIAAAQIECBDIR0AAmk9fagkBAgQIECBAgAABAgQIECBAgAABAhUBAWgFxCYBAgQIECBAgAABAgQIECBAgAABAvkICEDz6UstIUCAAAECBAgQIECAAAECBAgQIECgIiAArYDYJECAAAECBAgQIECAAAECBAgQIEAgHwEBaD59qSUECBAgQIAAAQIECBAgQIAAAQIECFQEBKAVEJsECBAgQIAAAQIECBAgQIAAAQIECOQjIADNpy+1hAABAgQIECBAgAABAgQIECBAgACBioAAtAJikwABAgQIECBAgAABAgQIECBAgACBfAQEoPn0pZYQIECAAAECBAgQIECAAAECBAgQIFAREIBWQGwSIECAAAECBAgQIECAAAECBAgQIJCPgAA0n77UEgIECBAgQIAAAQIECBAgQIAAAQIEKgIC0AqITQIECBAgQIAAAQIECBAgQIAAAQIE8hEQgObTl1pCgAABAgQIECBAgAABAgQIECBAgEBFQABaAbFJgAABAgQIECBAgAABAgQIECBAgEA+AgLQfPpSSwgQIECAAAECBAgQIECAAAECBAgQqAgIQCsgNgkQIECAAAECBAgQIECAAAECBAgQyEdAAJpPX2oJAQIECBAgQIAAAQIECBAgQIAAAQIVAQFoBcQmAQIECBAgQIAAAQIECBAgQIAAAQL5CAhA8+lLLSFAgAABAgQIECBAgAABAgQIECBAoCIgAK2A2CRAgAABAgQIECBAgAABAgQIECBAIB8BAWg+faklBAgQIECAAAECBAgQIECAAAECBAhUBASgFRCbBAgQIECAAAECBAgQIECAAAECBAjkIyAAzacvtYQAAQIECBAgQIAAAQIECBAgQIAAgYqAALQCYpMAAQIECBAgQIAAAQIECBAgQIAAgXwEBKD59KWWECBAgAABAgQIECBAgAABAgQIECBQERCAVkBsEiBAgAABAgQIECBAgAABAgQIECCQj4AANJ++1BICBAgQIECAAAECBAgQIECAAAECBCoCAtAKiE0CBAgQIECAAAECBAgQIECAAAECBPIREIDm05daQoAAAQIECBAgQIAAAQIECBAgQIBARUAAWgGxSYAAAQIECBAgQIAAAQIECBAgQIBAPgIC0Hz6UksIECBAgAABAgQIECBAgAABAgQIEKgICEArIDYJECBAgAABAgQIECBAgAABAgQIEMhHQACaT19qCQECBAgQIECAAAECBAgQIECAAAECFQEBaAXEJgECBAgQIECAAAECBAgQIECAAAEC+QgIQPPpSy0hQIAAAQIECBAgQIAAAQIECBAgQKAiIACtgNgkQIAAAQIECBAgQIAAAQIECBAgQCAfAQFoPn2pJQQIECBAgAABAgQIECBAgAABAgQIVAQEoBUQmwQIECBAgAABAgQIECBAgAABAgQI5CMgAM2nL7WEAAECBAgQIECAAAECBAgQIECAAIGKgAC0AmKTAAECBAgQIECAAAECBAgQIECAAIF8BASg+fSllhAgQIAAAQIECBAgQIAAAQIECBAgUBEQgFZAbBIgQIAAAQIECBAgQIAAAQIECBAgkI+AADSfvtQSAgQIECBAgAABAgQIECBAgAABAgQqAgLQCohNAgQIECBAgAABAgQIECBAgAABAgTyERCA5tOXWkKAAAECBAgQIECAAAECBAgQIECAQEVAAFoBsUmAAAECBAgQIECAAAECBAgQIECAQD4CAtB8+lJLCBAgQIAAAQIECBAgQIAAAQIECBCoCAhAKyA2CRAgQIAAAQIECBAgQIAAAQIECBDIR0AAmk9fagkBAgQIECBAgAABAgQIECBAgAABAhUBAWgFxCYBAgQIECBAgAABAgQIECBAgAABAvkICEDz6UstIUCAAAECBAgQIECAAAECBAgQIECgIiAArYDYJECAAAECBAgQIECAAAECBAgQIEAgHwEBaD59qSUECBAgQIAAAQIECBAgQIAAAQIECFQEBKAVEJsECBAgQIAAAQIECBAgQIAAAQIECOQjIADNpy+1hAABAgQIECBAgAABAgQIECBAgACBioAAtAJikwABAgQIECBAgAABAgQIECBAgACBfAQEoPn0pZYQIECAAAECBAgQIECAAAECBAgQIFAREIBWQGwSIECAAAECBAgQIECAAAECBAgQIJCPgAA0n77UEgIECBAgQIAAAQIECBAgQIAAAQIEKgIC0AqITQIECBAgQIAAAQIECBAgQIAAAQIE8hEQgObTl1pCgAABAgQIECBAgAABAgQIECBAgEBFQABaAbFJgAABAgQIECBAgAABAgQIECBAgEA+AgLQfPpSSwgQIECAAAECBAgQIECAAAECBAgQqAgIQCsgNgkQIECAAAECBAgQIECAAAECBAgQyEdAAJpPX2oJAQIECBAgQIAAAQIECBAgQIAAAQIVAQFoBcQmAQIECBAgQIAAAQIECBAgQIAAAQL5CAhA8+lLLSFAgAABAgQIECBAgAABAgQIECBAoCIgAK2A2CRAgAABAgQIECBAgAABAgQIECBAIB8BAWg+faklBAgQIECAAAECBAgQIECAAAECBAhUBASgFRCbBAgQIECAAAECBAgQIECAAAECBAjkIyAAzacvtYQAAQIECBAgQIAAAQIECBAgQIAAgYqAALQCYpMAAQIECBAgQIAAAQIECBAgQIAAgXwEBKD59KWWECBAgAABAgQIECBAgAABAgQIECBQERCAVkBsEiBAgAABAgQIECBAgAABAgQIECCQj4AANJ++1BICBAgQIECAAAECBAgQIECAAAECBCoCAtAKiE0CBAgQIECAAAECBAgQIECAAAECBPIREIDm05daQoAAAQIECBAgQIAAAQIECBAgQIBARUAAWgGxSYAAAQIECBAgQIAAAQIECBAgQIBAPgIC0Hz6UksIECBAgAABAgQIECBAgAABAgQIEKgICEArIDYJECBAgAABAgQIECBAgAABAgQIEMhHQACaT19qCQECBAgQIECAAAECBAgQIECAAAECFYHele3ab44ePTr99Kc/TU8++WR65ZVX0rLLLpuGDBmSdtlll7TMMss0bN+kSZPSz372s3TPPfekMWPGpLXWWittuOGGabvttku9evVq+Bw7CRAgQIAAAQIECBAgQIAAAQIECBBof4GsAtBbb701nXjiiWnixIlFcLnUUkule++9N911113pqquuSl//+tfTtttuO0OvjB07Nn3pS19Kzz//fLF/ySWXTNdff33x8Yc//CEdc8wxqW/fvjM8xwYBAgQIECBAgAABAgQIECBAgAABAvUQyOYW+BdffLEr/Nxzzz3TDTfckH7+858Xn/fYY48iFD355JO7gs6ye44//vhi3/Dhw9M111yTfvWrX6XLLrssrbHGGum2225LZ599dnmqzwQIECBAgAABAgQIECBAgAABAgQI1EwgmwD06quvLkLO97///WmvvfZKiyyySNEV8XnfffdNW221VXrjjTdSnFeWRx55pBgd2q9fv3TCCSekQYMGFYdWXHHFdPrppxejSK+77ro0fvz48ik+EyBAgAABAgQIECBAgAABAgQIECBQI4FsAtD77ruvYH/f+97XkD9GeEZ54oknuo7HLfNRttxyy7TooosWj8t/4lb4TTbZJE2ePDlFCKoQIECAAAECBAgQIECAAAECBAgQIFA/gWwC0LhV/fLLL0+bbrppw174+9//XuwfPHhw1/GRI0cWj8twtOvAvx5EABrlwQcf/NcenwgQIECAAAECBAgQIECAAAECBAgQqJNANosgxa3uK6ywQkP7qVOndo3iXG+99brOiXlDo3QPRbsOdttfLpDU/ZjHBAgQIECAAAECBAgQIECAAAECBAi0v0A2AejsqP/nf/4nvfDCCynm9tx+++27Tn399deLx7MKQBdffPHieHle1xMrD7beeutiftHK7mLzqKOOStttt12jQ/a1iUCPHj2Kmiy77LJtUqP5W41JffvO3xdos6v36tWrmM+3zarV8uos1iHv34BbbLHF0sCBA1tu6IILV6B3796pU74PL1zpBfPqPXv+8yYjfbpgvBfEq5S/L8Vrzep35wVRD6/RWoGyX2P6rzfffLO1F3e1hS4Qg4R8H17o3aACBAi0iUD2AWis6B4f8Yv4N77xja65PqdPn94VWsZ/phuV8j/YkyZNanS4a9/o0aPTrM6JOUQjgFHaX6BT+qn8Rbf9e6Q1NeyU9nbK+zfeFWWw0pp3iKu0i0B8rXbS+7hd3Od3PfTp/BZeONfXrwvHfX6+qp+t81N34V1bvy48e69MgED7CWQdgJ5//vnpxz/+cfGf5RiJOWzYsK4eiB8Gsfr7xIkTZxlelqFm3zmMmIvV42OF+UYlRrRE2Kq0r0AZkHXKX707pZ2d1q+d8n0mvnfHe7hT3sft+52zdTUr/3PWKf36iT/e3To8V2obgZ9v+p62qcv8qkj8XC1/tnbKz5z5Zdlu143vw/q03Xrl7dWn0362vj2thfvssq8Wbi28OoHOEMgyAJ0yZUo6+eST04033pgivDz66KOLld6rXbr00kunmN9z/Pjx1UPFdrl/wIABDY+XO0eMGFE+nOnzmDFj0iuvvDLTfjvaR6B///4ppjvolH7q99ao5NxLjEyJPz5EmTZtWvGRe5vHdcj3meWXXz699tpracKECbl3ace0L/o0SszX/eqrr2bf7rgzpBNKfA+OsCx+J+uE0gm/Q8Qf/ON3pijx+22nvJdzf//G1+oyyyyTYsHYTvl67ZQ+jXbGIJ2xY8fm3uRat6/8PajWjVB5AjURyGYV+NI7QsuvfvWrRfgZodaZZ57ZMPyM8yMAjVIGncVGt3/iP9lRllhiiW57PSRAgAABAgQIECBAgAABAgQIECBAoC4CWQWgEVgedNBB6b777ksrrbRS+v73v5822GCDWfZFOSH0U0891fCccv8666zT8LidBAgQIECAAAECBAgQIECAAAECBAi0t0A2AWjMHXbEEUekJ598Mg0dOrQIP1deeeXZ6m+77bbF8Ztuummm82IenFtuuaXYv+GGG8503A4CBAgQIECAAAECBAgQIECAAAECBNpfIJsA9Oqrr04PPfRQcVv7qaeemmKeojmVTTfdNK222mrp8ccfT9ddd90Mp19yySUpVndfddVV0/Dhw2c4ZoMAAQIECBAgQIAAAQIECBAgQIAAgXoIZLEIUqzWHre7R4kFFHbaaadZ6q+55prpwgsvLI7H5Pz77rtvsUjSiSeemO6444601lprFUFqPO7Tp0/62te+1rXi5Swv6gABAgQIECBAgAABAgQIECBAgAABAm0pkEUA+vTTT8+wkFGs+jyrEqvMdi9bbLFFOuOMM1IEoL/97W+LjzgeI0O/8pWvpGHDhnU/3WMCBAgQIECAAAECBAgQIECAAAECBGokkEUAuvbaa6cRI0bMM/tGG22UrrjiiuKW9+effz7F4kjLLbdc6tkzmxkC5tnGEwkQIECAAAECBAgQIECAAAECBAjUWSCLALRVHbDUUkul+FAIECBAgAABAgQIECBAgAABAgQIEMhDwBDHPPpRKwgQIECAAAECBAgQIECAAAECBAgQaCAgAG2AYhcBAgQIECBAgAABAgQIECBAgAABAnkICEDz6EetIECAAAECBAgQIECAAAECBAgQIECggYAAtAGKXQQIECBAgAABAgQIECBAgAABAgQI5CEgAM2jH7WCAAECBAgQIECAAAECBAgQIECAAIEGAgLQBih2ESBAgAABAgQIECBAgAABAgQIECCQh4AANI9+1AoCBAgQIECAAAECBAgQIECAAAECBBoICEAboNhFgAABAgQIECBAgAABAgQIECBAgEAeAgLQPPpRKwgQIECAAAECBAgQIECAAAECBAgQaCAgAG2AYhcBAgQIECBAgAABAgQIECBAgAABAnkICEDz6EetIECAAAECBAgQIECAAAECBAgQIECggYAAtAGKXQQIECBAgAABAgQIECBAgAABAgQI5CEgAM2jH7WCAAECBAgQIECAAAECBAgQIECAAIEGAgLQBih2ESBAgAABAgQIECBAgAABAgQIECCQh4AANI9+1AoCBAgQIECAAAECBAgQIECAAAECBBoICEAboNhFgAABAgQIECBAgAABAgQIECBAgEAeAgLQPPpRKwgQIECAAAECBAgQIECAAAECBAgQaCAgAG2AYhcBAgQIECBAgAABAgQIECBAgAABAnkICEDz6EetIECAAAECBAgQIECAAAECBAgQIECggYAAtAGKXQQIECBAgAABAgQIECBAgAABAgQI5CEgAM2jH7WCAAECBAgQIECAAAECBAgQIECAAIEGAgLQBih2ESBAgAABAgQIECBAgAABAgQIECCQh4AANI9+1AoCBAgQIECAAAECBAgQIECAAAECBBoICEAboNhFgAABAgQIECBAgAABAgQIECBAgEAeAgLQPPpRKwgQIECAAAECBAgQIECAAAECBAgQaCAgAG2AYhcBAgQIECBAgAABAgQIECBAgAABAnkICEDz6EetIECAAAECBAgQIECAAAECBAgQIECggYAAtAGKXQQIECBAgAABAgQIECBAgAABAgQI5CEgAM2jH7WCAAECBAgQIECAAAECBAgQIECAAIEGAgLQBih2ESBAgAABAgQIECBAgAABAgQIECCQh4AANI9+1AoCBAgQIECAAAECBAgQIECAAAECBBoICEAboNhFgAABAgQIECBAgAABAgQIECBAgEAeAgLQPPpRKwgQIECAAAECBAgQIECAAAECBAgQaCAgAG2AYhcBAgQIECBAgAABAgQIECBAgAABAnkICEDz6EetIECAAAECBAgQIECAAAECBAgQIECggYAAtAGKXQQIECBAgAABAgQIECBAgAABAgQI5CEgAM2jH7WCAAECBAgQIECAAAECBAgQIECAAIEGAgLQBih2ESBAgAABAgQIECBAgAABAgQIECCQh4AANI9+1AoCBAgQIECAAAECBAgQIECAAAECBBoICEAboNhFgAABAgQIECBAgAABAgQIECBAgEAeAgLQPPpRKwgQIECAAAECBAgQIECAAAECBAgQaCAgAG2AYhcBAgQIECBAgAABAgQIECBAgAABAnkICEDz6EetIECAAAECBAgQIECAAAECBAgQIECggYAAtAGKXQQIECBAgAABAgQIECBAgAABAgQI5CEgAM2jH7WCAAECBAgQIECAAAECBAgQIECAAIEGAgLQBih2ESBAgAABAgQIECBAgAABAgQIECCQh4AANI9+1AoCBAgQIECAAAECBAgQIECAAAECBBoICEAboNhFgAABAgQIECBAgAABAgQIECBAgEAeAgLQPPpRKwgQIECAAAECBAgQIECAAAECBAgQaCAgAG2AYhcBAgQIECBAgAABAgQIECBAgAABAnkICEDz6EetIECAAAECBAgQIECAAAECBAgQIECggYAAtAGKXQQIECBAgAABAgQIECBAgAABAgQI5CEgAM2jH7WCAAECBAgQIECAAAECBAgQIECAAIEGAgLQBih2ESBAgAABAgQIECBAgAABAgQIECCQh4AANI9+1AoCBAgQIECAAAECBAgQIECAAAECBBoICEAboNhFgAABAgQIECBAgAABAgQIECBAgEAeAgLQPPpRKwgQIECAAAECBAgQIECAAAECBAgQaCAgAG2AYhcBAgQIECBAgAABAgQIECBAgAABAnkICEDz6EetIECAAAECBAgQIECAAAECBAgQIECggYAAtAGKXQQIECBAgAABAgQIECBAgAABAgQI5CEgAM2jH7WCAAECBAgQIECAAAECBAgQIECAAIEGAgLQBih2ESBAgAABAgQIECBAgAABAgQIECCQh4AANI9+1AoCBAgQIECAAAECBAgQIECAAAECBBoICEAboNhFgAABAgQIECBAgAABAgQIECBAgEAeAgLQPPpRKwgQIECAAAECBAgQIECAAAECBAgQaCAgAG2AYhcBAgQIECBAgAABAgQIECBAgAABAnkICEDz6EetIECAAAECBAgQIECAAAECBAgQIECggYAAtAGKXQQIECBAgAABAgQIECBAgAABAgQI5CEgAM2jH7WCAAECBAgQIECAAAECBAgQIECAAIEGAgLQBih2ESBAgAABAgQIECBAgAABAgQIECCQh4AANI9+1AoCBAgQIECAAAECBAgQIECAAAECBBoICEAboNhFgAABAgQIECBAgAABAgQIECBAgEAeAgLQPPpRKwgQIECAAAECBAgQIECAAAECBAgQaCAgAG2AYhcBAgQIECBAgAABAgQIECBAgAABAnkICEDz6EetIECAAAECBAgQIECAAAECBAgQIECggYAAtAGKXQQIECBAgAABAgQIECBAgAABAgQI5CEgAM2jH7WCAAECBAgQIECAAAECBAgQIECAAIEGAgLQBih2ESBAgAABAgQIECBAgAABAgQIECCQh4AANI9+1AoCBAgQIECAAAECBAgQIECAAAECBBoICEAboNhFgAABAgQIECBAgAABAgQIECBAgEAeAgLQPPpRKwgQIECAAAECBAgQIECAAAECBAgQaCAgAG2AYhcBAgQIECBAgAABAgQIECBAgAABAnkICEDz6EetIECAAAECBAgQIECAAAECBAgQIECggYAAtAGKXQQIECBAgAABAgQIECBAgAABAgQI5CEgAM2jH7WCAAECBAgQIECAAAECBAgQIECAAIEGAgLQBih2ESBAgAABAgQIECBAgAABAgQIECCQh4AANI9+1AoCBAgQIECAAAECBAgQIECAAAECBBoICEAboNhFgAABAgQIECBAgAABAgQIECBAgEAeAgLQPPpRKwgQIECAAAECBAgQIECAAAECBAgQaCAgAG2AYhcBAgQIECBAgAABAgQIECBAgAABAnkICEDz6EetIECAAAECBAgQIECAAAECBAgQIECggYAAtAGKXQQIECBAgAABAgQIECBAgAABAgQI5CEgAM2jH7WCAAECBAgQIECAAAECBAgQIECAAIEGAr0b7LOLAAECBAgQIECAAAECBAgQIECAQFMC06ZNS6NGjUqPP/54WmONNdLQoUNTnz59mnqukwgsCAEjQBeEstcgQIAAAQIECBAgQIAAAQIECGQk8Nprr6VvfOMb6T3veU8aOHBgWm+99dKOO+6YNthgg2J7o402Svvtt1965plnMmr1v5ty2GGHpR49ehQfkydP/vcBj9pSwAjQtuwWlSJAgAABAgQIECBAgAABAgQItKfAyJEj07bbbpteeeWVhhWMQPD+++8vPn784x+nCy64IO22224Nz63rzjfffLOuVe/IehsB2pHdrtEECBAgQIAAAQIECBAgQIAAgbkXiJGfH/zgB7vCz8033zxdcskl6c477yxGe957773piiuuKM6Jq0+cODF9/vOfT7/97W/n/sXa+Blxi/+iiy5afLRxNVXtXwICUG8FAgQIECBAgAABAgQIECBAgACBpgTOO++89OKLLxbnHn744WnEiBHpM5/5TNpkk03Sqquumv7jP/4j7bzzzun6669P5557bnHe1KlT09e//vWmrl+Xk04++eQi3I2At2/fvnWpdsfWUwDasV2v4QQIECBAgAABAgQIECBAgACBuRO44YYbiicMGDAgfetb35rtkw844ID0/ve/vzjn7rvvTn/+859ne76DBOaXgDlA55es6xIgQIAAAQIECBAgQIAAAQIEMhN49dVXixYtt9xyTa30/tGPfjTddNNNqXfv3umxxx5La6+9dpfIc889l15++eVi0aR11103xbyajz76aPr973+fXnjhhTRkyJD0gQ98IK244opdz5nVg3hurEL/wAMPpJijdIUVVkgbbrhhsShTv379ZvW0GfaPHj26GLkaCzfFyvaxov3w4cPTmmuuOcN5sfH888+nl156qdgfC0HFgkiNyrhx44o6Rb3i8bBhw4p6rbLKKo1On2FfzKUaUwdEu2K+1dVXXz2FU3wstthiM5xrY/YCAtDZ+zhKgAABAgQIECBAgAABAgQIECDwL4EtttgiPfTQQ+mpp55K9913X4rV3mdXvvCFL6Q99tgjDRo0aKbTTj/99HTWWWcVIeO1116btt9++/THP/5xhvPi9vJ99tknnXHGGbO81fyJJ55Iu+++ezEP6QxPfmtj2WWXTT/4wQ/SRz7ykeqhru1//OMf6ZBDDkk/+clP0qRJk7r2x4OePXsW1/7Od76Tlllmma5jZ555Zor6R4nnVG+Dj0A2jh955JEzXTOeE9MGfPe7302DBw+OzZlKLB51xBFHpL/85S8zHRs4cGDhES5KcwJugW/OyVkECBAgQIAAAQIECBAgQIAAgY4X+NCHPlQYRMAXiyFFEDh+/PhZuiyyyCINw8/uT/j73/+eIliN8POd73xnOvDAA9MXv/jFYsRjjIL83ve+l3bYYYcUc4lWyy9+8YtiRGUswhSjMGMu0j333LO49X7xxRdPf/3rX4vnzmoO0hj1uemmmxYhaQSZEZhGWLrjjjumqPv06dPT//7v/6YYyfrGG29UX77hdswLGrf+H3bYYUX4+Y53vKN4/mc/+9li9GY86dJLL03vete70qhRo2a6xpVXXlksHBXh5xJLLJE+8YlPpH333bc4P06OwDa2v/KVr8z0XDsaCwhAG7vYS4AAAQIECBAgQIAAAQIECBAgUBHYbrvtivAtdv/tb38rQrillloqbbnllsWcoBFiNgoqK5eZYTNu8Y7b1vfee+/08MMPp3POOSfFYkvxeJdddinOvfHGG4t93Z84ZsyYFCNMX3/99bTyyisXt4tHEHrRRRel3/zmN8Uo1biFPsopp5xS3Frf/fnx+NBDDy1eOx7vt99+6dlnn01XX311ihAybjsvR1lGu+Y052lcI8qpp56abrnlluLx/vvvn5588sn0q1/9qghSo53/93//l2IO1ZgC4KCDDirO6/7PN77xjSJ4jVve41b7n/3sZ+n8889P999/f7EAVSw2FeWCCy4owtDuz/W4sYAAtLGLvQQIECBAgAABAgQIECBAgAABAhWBXr16FWFchIHlvJdTpkxJt912WzrqqKPSe9/73mLU4oc//OFiVOXYsWMrV2i8GXNtXnjhhTPMKxpzd8at4GXgd+KJJ87w5KOPPjrFCM64Tf2yyy4rQtjuJ0QwG7fWDx06tNh98MEHF8FieU4ErzG6M8o222yTvv/976dFF120PFyMXI1b3+M6UaIuMfJ1diUCy29/+9vFKTFaNkavRtjZvey6667Fa8W+CGojHC1LzLFaLhYV4Wj1uTG36QknnFCMTl1ppZXSvffeWz7V59kICEBng+MQAQIECBAgQIAAAQIECBAgQIDAzAIxSjFGM8YIyuoiQXGL9nXXXVeMnlxttdWKEZ1xK/nsyrHHHtvwcJ8+fdLhhx9eHIsFk2JxpCixSFGMgIwSQeNmm21WPK7+E4svRfAZ5U9/+lMxqrQ8p3vweMwxx5S7Z/gcc5fGaNQIdyP0jVvyZ1d+9KMfpQkTJhSnHHfccbM8dbfddktxa3yUeE5Z4rb9MvSMkZ8xPUC1xHPjNSIojZG3ypwFLII0ZyNnECBAgAABAgQIECBAgAABAgQIVATWWWeddNpppxUfTz/9dLHae6xaHh8RVkaJlc8jgHzwwQe7AsvKZYoRnNtuu211d9d2jA4tSyy8FCMf4/bxcsGimEszboefVYl5RcsSoz5jJfYod9xxR/E5RpDGyNVZlU9+8pMpPpopcf0oMZI0Rq7Orl7rr79+cZt9+Zx4XiymFKNR4zb83//+98WcqDH/aEw9ELfzx5ygMfK2HH0bz1HmLGAE6JyNnEGAAAECBAgQIECAAAECBAgQIDAbgSFDhhRzg8biPrF4T8yZGQsBlSVub49jjUrc1h0jPWdVVlllla5DMQ9mlMcee6xrX9wav+SSS87yo5wHNJ7QPWwsQ9rllltutq/f9UJNPCjrFQsmxYJKs6vXzTffXFwx5gjtfmt9WMViTlHiFv+LL764mAs1VqHffPPNi/lM41Z7pXkBAWjzVs4kQIAAAQIECBAgQIAAAQIECBCYg0CMToxRmzG/ZawSX5ZY3KhRKW8Fb3Qs9sVt4WWJkZ9Rylvhy/3Nfu4eHJar10dI2aoyL/WKVeNj7s+yRHAao2jjlvty/tI4Frf9x6jQWNE+ph2IOUuV5gQEoM05OYsAAQIECBAgQIAAAQIECBAg0NECsfhOBHIRGL744otNWcRCPjHCMkqs6t6oxGrrsyvdXytGQUaJ2+DLEgsZvfbaa019nH766eXTUjmytBwJ2nXgbTwo6xXTAzRbpzhv6aWXnuFV+/fvn2Ke1Zjn84knnkjnnntu2mGHHbrmB425SGOF+VhkSZmzgAB0zkbOIECAAAECBAgQIECAAAECBAgQeEsgbvGOeS1//vOfN+UR82uuu+66xbkxgrH7rd7lBV566aU0derUcnOmz+WozzgQiypFWWuttYrP8c+oUaPSYost1tTHIoss0vW8cvGmGH0Zt6zPqjz77LPp+OOPT5dccknX3KazOresV9xqH7f1N1uv2c3pucYaa6QDDjggXXXVVcVI0ZNOOqnr5a+44oquxx7MWkAAOmsbRwgQIECAAAECBAgQIECAAAECBP4l0H3F8Vi5PG7dnlMZO3ZsGjFiRHHa2muv3XDxnghGr7/++lle6qc//WnXsVjxPUoEobHQUJRf//rXaXarzEdIGAslfexjH0u333578Zz4p/viSLFq/axKrBZ/9NFHp9133z1Fe2ZXoo1RItC99tprZ3lq1HfrrbcuVnH/8pe/3HVeLH704Q9/OK2++urFwlFdB/71INp8xBFHpHe/+93FnrvuuqthqFx9XqdvC0A7/R2g/QQIECBAgAABAgQIECBAgACBJgTe9773pU033bQ4809/+lOxcnrcnj2rEre2f/rTn05TpkwpTtlnn31mdWr65je/WcxxWT0hVpe/6KKLit1bbLFFWnnllYvHMbK0DA5jYaTzzjuv+tRi+x//+EcRXsYq9DfeeGMqA8o4GHVbaqmlivNihGcEsdUSIW8512Y8t/vzq+fG9t577901Z+mhhx6aXn/99UanFW269dZb02233Vas/F6eFPOdRhgb7T7mmGPK3TN9LkfSxur1sxs9OtMTO3SHALRDO16zCRAgQIAAAQIECBAgQIAAAQJzKxArlA8ePLh42gMPPFCMRNxtt93Saaedlm655ZYUwehPfvKTYpTisGHDukZ2xqrme+211yxf7p577knbbbdditvhy/K73/0u/ed//meK+S579+6dzj777PJQ8fmoo45KK664YvE4wtAjjzyyK3CcNGlSESTGaMqYRzPKl770pRnm2lxiiSXScccdVxy77777UqwW3/12+1jN/pOf/GR69NFHi3MipJ1TiQWdyvPi1vlod4zSLMtTTz1VrOIedYkSljFPalkiZI5b3qP88pe/LOb+LAPk2BfzhR5yyCHp3nvvjc204447Fp/9M3uB3rM/7CgBAgQIECBAgAABAgQIECBAgACBfwqst9566ZprrilGT8aK6uPGjUuXXnpp8TErowgB4znlLeuNztt4443TTTfdlFZYYYVihfOYZ3T06NHFqTGXZgSvcRt79zJw4MB02WWXpc985jMp6nLiiSemk08+uZgfNBZOitGfZfn4xz9eBI/ldvl5v/32SxG+XnzxxcXK66uuumoxyjTq+uSTT3bdWn/44YenT33qU+XTZvv5wAMPTI888ki64IILis/Dhw9PEbbGQkcxN2hZYqGjuH2/XIwp9sfI1gg+N9tssxSr1Ec4Gre8xy3/cVt9hKrlfKVR9/hQ5ixgBOicjZxBgAABAgQIECBAgAABAgQIECDwL4EYlRmjImP0ZIzynFWJUDNuH7/jjjtSuXr7rM6N0Z4xQjSCx7itvgw/Y57MuFV8jz32aPjUzTffvFhdft999y1uPY+5NWNRpDL8HDJkSBFEXn755alXr14zXSP2xS32V155ZTHvZpwQYWoElXGtGI2WzYrHAABAAElEQVQZgeQpp5wy03NntSNGq55//vnphhtuSBEYR6gZgW4ZfsZrxnyiMeo0gs5qWX/99dMf//jHImSO58Zt9CNHjizaFaNhY4X5cI2PCIeVOQv0eGvOgDfnfJoz5lUg3uBlMj+v1/C8+SsQf3GJOTZefvnl+ftCbXL1fuc3nhelTarXkmrED5P4gRMl/kLWaB6XlrxQG11k4hf2b6PazL+qLL/88sVfmCdMmDD/XsSVF6hA9GmUuK0nVt/MvewzatZzZOXU9vgeHHNRdb9dK6f2Vdty4dA1q7uy2x40aFCK35mixH9I4z9fSv0F4ms1Aon4/tspX6/177XZt6Ds0zgr5i2c02Its7+ao/NboPw9aH6/zoK4fvx/OkYmxveTeO/FbeARHMZoztmVuJX7rLPOKk6J/7dF2Bc/Y+L27ggwY77Ncs7P2V2n+7EILyMsjCA1FhJaaaWViut2P2d2j+Pr5qGHHiqynAga4/lvt8T/XyIwjlvqY7Rn1CtWh2+mxC3vYRu35sco0hgFO2DAgGae6pxuAm6B74bhIQECBAgQIECAAAECBAgQIECAwNwJLLfccik+WlH69u1bLK40r9eKwHRuQ9PurxVzcsY8nK0s8UfEGA0bH3NbYsDWBhtsUHzM7XOd/28Bt8D/28IjAgQIECBAgAABAgQIECBAgAABAgQyExCAZtahmkOAAAECBAgQIECAAAECBAgQIECAwL8FBKD/tvCIAAECBAgQIECAAAECBAgQIECAAIHMBMwBmlmHag4BAgQIECBAgAABAgQIECBAoA4CMW9orJKuEJjfAkaAzm9h1ydAgAABAgQIECBAgAABAgQIEJhJ4IgjjkgPP/xw8RErwCsE5pdAy99d559/fjrkkEPSI4880nSdjz/++LTZZpulk046qennOJEAAQIECBAgQIAAAQIECBAgQIAAAQJzEmh5APqrX/0qnXXWWenpp5+e02t3Hb/11lvTHXfcMVehadeTPSBAgAABAgQIECBAgAABAgQIECBAgMAsBBbqHKDTpk1Ljz/+eHrggQeK6vXv338W1bSbAAECBAgQIECAAAECBAgQIECAAAECcy/wtgLQ7bffPt18880zvOqUKVOK7Z122inNaf6GOHf69Oldz3/3u9/d9dgDAgQIECBAgAABAgQIECBAgAABAgQIvF2BtxWAnnbaaWnYsGGpDD27V6bRvu7Hq4/XX3/9tOOOO1Z32yZAgAABAgQIECBAgAABAgQIECBAgMA8C7ytAHTttddO5513Xrr77ru7KnDdddel5557Ln3oQx9Kq6yyStf+Rg/69OmTBgwYkIYMGZI+9alPpSWWWKLRafYRIECAAAECBAgQIECAAAECBAgQIEBgngTeVgAar7j33nsXH+Wrx23xEYAecMABKR53eolpAPr169fpDG3d/gjio3RKP81paoq27qwmK9ejR4+uM+NxJ7S5U96/0bHxNdtJ7e16M2f+oFN+XnbC96N4q8b33k75/hvt7YTvSb169YqmFqVv376p+3a53+f6CZTfkxZZZJHUu/fb/q9h/QAyrHHZp9G0+DrthO9PGXajJhEgMB8EWv5T7rOf/WzabLPN0tChQ+dDdet3yfiPusWd6tFvgwcPrkdF32YtJ/4r8H2bl6nN0+MXv074T1q/Dnn/xhsvvqf6vlqbL8GmKxpfp53wfbj8o1vTMDU/sVPa2wnv3e5vxcUWW6z7pscZCOjTDDqxQRPijxXxoRAgQIBASi0PQHfddVeu3QQmTZqUXnvttW57PGw3gQhS4pe+V155pd2qNl/qs+hb78ncSwQp5SiGqVOnpmnTpuXe5DTu5Zezb2M0cLnllkvjxo1LEydO7Ij2dkIjo0+jxNzho0ePzr7J8XtBJ5T4HhwjQOd2Tvi62rzcAd+DF1988a4/PsXXaqf0bV3fk83WO75Wl1566eL7rz5tVq29zyv7NGoZvy/F701K+wqUvwe1bw3VjEA+Ai0PQLvT/PWvf02jRo1KEyZMSBFCzKm8853vTGuttdacTqvd8TfffLN2de6kCpf9U37upLZraz4Cnfb+7bT25vNOnX1L9OvsfRxtX4FOfO92Ypvb9x047zUr+zE+l4/n/Wqe2Q4C1X6sbrdDHdWBAAECC0NgvgSgEXoeddRR6Ze//GVTwWfZ8GOOOSYde+yx5abPBAgQIECAAAECBAgQIECAAAECbSAwduzYNqjF3Feh06aqmXuhznhGywPQ8ePHp49+9KPpscce6wxBrSRAgAABAgQIECBAgAABAgQIECBAoG0FWh6AHnfccV3hZ9zO/ulPfzqtttpqxbxtMRfU7Mqaa645u8OOESBAgAABAgQIECBAgAABAgQILESBnuecuRBfvfmXnn7QIc2f7MzsBVoegN5+++0F2kYbbZRuuummtOSSS2aPqIEECBAgQIAAAQIECBAgQIAAAQIECLSnQM9WVitWWn7ggQeKS+61117Cz1biuhYBAgQIECBAgAABAgQIECBAgAABAnMt0NIAtFevXmnAgAFFJWIEqEKAAAECBAgQIECAAAECBAgQIECAAIGFKdDSADQa8t73vrdozzPPPFN89g8BAgQIECBAgAABAgQIECBAgAABAgQWlkDLA9BtttmmaMuFF164sNrkdQkQIECAAAECBAgQIECAAAECBAgQIFAItDwAPeigg9LHP/7xdOutt6aDDz44jR8/HjUBAgQIECBAgAABAgQIECBAgAABAgQWikDLV4EfOXJk2nfffdNdd92VzjnnnHTZZZeljTfeOK266qppmWWWmW0jY/To1ltvPdtzHCRAgAABAgQIECBAgAABAgQIECBAgECzAi0PQP/7v/87XXvttV2v/7e//S1df/31Xduze9C7d28B6OyAHCNAgAABAgQIECBAgAABAgQIECBAYK4EWn4L/Fy9upMJECBAgAABAgQIECBAgAABAgQIECAwHwVaPgL08ssvT1OnTp2nKi+66KLz9DxPIkCAAAECBAgQIECAAAECBAgQIECAQCOBlgegAwcObPQ69hEgQIAAAQIECBAgQIAAAQIECBAgQGCBC7gFfoGTe0ECBAgQIECAAAECBAgQIECAAAECBBaUgAB0QUl7HQIECBAgQIAAAQIECBAgQIAAAQINBB5//PEGe+1qlUDLb4GPDhs7duw81W/FFVdMK6ywwjw915MIECBAgAABAgQIECBAgAABAgQI1Elg2rRp6aijjkrnnntuGj9+fJ2qXqu6tjwAPeSQQ9K11147TwjHHntsOuaYY+bpuZ5EgAABAgQIECBAgAABAgQIECBAoE4CMYjw5JNPTn379q1TtWtXV7fA167LVJgAAQIECBAgQIAAAQIECBAgQIAAgWYFWj4C9NBDD0277LLLLF8/hva+9tpr6emnn05XXXVV8fnDH/5wuuCCC9Liiy8+y+c5QIAAAQIECBAgQIAAAQIECBAgQGBBC7z55pvpzjvvTI899ljx0uuuu25aZ5110oABA2ZZlRjZef/996eYKnL11VdPG264YVpqqaVmOP+ll15KTz31VLEvXmPkyJHF47h2z54zjln8y1/+kh588MH03HPPpTXXXDMNGzYsLb300jNcr/vGK6+8ku6+++704osvplVWWSVFnVddddXup8zw+I033ijaN2rUqDRu3Li0xhprpLXXXjstv/zyM5xX142WB6Dbbrtt0xbHHXdc+vjHP17cMn/qqaemM844o+nnOpEAAQIECBAgQIAAAQIECBAgQIDA/BR44IEH0q677pr+/Oc/z/Ayiy22WDr77LPT5z//+Rn2x8C/E088MUXmNXXq1K5jvXr1SkceeWT6f//v/6Xevf8Zxx1//PHpvPPOK86ZMmVKWn/99YvHMRfowIEDi8djxowpnvP9738/xbXLEtf76le/WrzOIossUu4uPh922GHpnHPOSZMnT55h/wc/+MF08cUXzxRq/uAHP0gxoDEGLHYvEcJ+6UtfSqecckrq169f90O1e9zyAHRuBGLEZ8wXOmTIkHTmmWemHXbYIW2zzTZzcwnnEiBAgAABAgQIECBAgAABAgQIEGi5QASRcddyjL7cb7/9UgSIkyZNSjfccEO69NJL05577pmWWGKJ9LGPfazrtT/1qU+lX/ziF2nZZZctAsoYzRmjQCMsjVA0Rnn+7Gc/K87/5Cc/mVZaaaUiGI1A87TTTiv2l4FmjArdeeed0y233FIsGn7wwQenoUOHpkceeaTI0SKYvOuuu4rjPXr0KJ4b14iPGMF5+OGHF6M/77vvvnT55ZcX9Y72xHZZok6xHk+MJo02br755ulvf/tbuuaaa9Jtt91WLM4UI0cjVK1z6fEW5psLuwHxhvnhD3+Yjj766PTNb35zYVenpa8fSX0MI1baV6B///7F9Asvv/xy+1ayhTXrd/4//7rUwku23aXiB0f5F7X4i1v3v5K1XWVbVKGJX9i/RVdq78vE7RdxO8aECRPau6Jq17RAeUtN/MX71Vdfbfp5dT1xn1FP1LXqc1Xv+B4cv4RHv3ZCuXDomtk3c9CgQSl+Z4oyevTomUaUZA+QaQPja3WZZZYpvv92ytdrpl3Z1ayyT2PHxIkTU9yCq7SvQPl7UPvWcMaale+nnuecOeOBNt2aftAhRc0GDx48zzX89a9/nT7ykY+kLbfcMt16660zXCdGX55++ulF+PnLX/6yOHb99denD33oQ2m55ZYrbn9/xzve0fWc+Pn57ne/Oz3zzDNFEPlf//VfxbHYH+FjLIIU4Wr3EqM4I/SMMPMPf/hDEaqWx+PW9uHDhxe3uF900UVFGBvH3vOe96R77rkn/fa3v01bbbVVeXqKzCNunX/99deLADRuyY+8Km6Pj8Dzpz/9aYpAtns58MAD03e/+930rne9q2hP92N1ezzjhAILqfblEN8RI0YspBp4WQIECBAgQIAAAQIECBAgQIAAAQL/FihvYY+AMILK7uXYY49Njz76aDGystx/0kknFQ/jWPfwM3bG/J+f+cxniuMRnDZT4rb3KDFKM0aUdi8rrrhiiteJUo4cjcdlnau37EcoGyM/Y27QCD+jRBgaAxHjlv1q+BnHd9ppp/iU/v73vxef6/xP73aofJmi9+nTpx2qow4ECBAgQIAAAQIECBAgQIAAAQIdLrD11lunuAsibjlfa6210vbbb5+222674lb4GLUZiwR1L3FelLgrscy6uh8vR/1Ww8nu55SPI8iMW+ejxK33jUq5P86LOx/jdSO0jMWX9t9//2K+z7jlPUalxujTaEP3EqFsnNe9xJ3MsdjTQw89VNwGH8fKULX7eXV7vNAD0JgD9KabbircojMUAgQIECBAgAABAgQIECBAgAABAgtbINauuf3224vb3GO19p/85CfFRywO9N73vrdYIKgc1RlTBJRTOu27776zrfrzzz9f3O5ezvXZ6OQnn3yymE4oFkOqrh5fnh+jQGMwYSx29OyzzxarzcciSzF3aYwyjflB4yNGisaUJ5/4xCeKBZVWWGGF8hJFcPrzn/88xUJIscp89+kBy6nluk6u8YOWB6Ax0Wu8KWZXIjmO+dti6G1Mqhol5omKRFohQIAAAQIECBAgQIAAAQIECBAg0A4CMW1jjIi8+eabU8wJGgsgjRo1Kv3+978vPu64445ixfXuS+ycfPLJxZyeb6f+5V3SkaHFtctFjrpfM46VozPL8+O8U089NR1yyCHFYkxR35gPNG7jj1vqY77S3/zmN8WK83HdPfbYo1jQKa4bCzLFrfAx52cMUowAeLPNNuv+krV93PIANBLjGNU5t+VrX/tasdLU3D7P+QQIECBAgAABAgQIECBAgAABAgTml0DcWh6LFpULFz399NMpVmCPQPF73/te1yrqcVt8jAKN8zbaaKO3VZ1YeT1CzVioKObtjDk8q+W5554rwtHYHyM8u5cYHXrQQQcVH7G4UoSeX/ziF4tFky644IJ01llnpSuvvLIIP+M2/6uuuiptscUW3S9RBKixY/r06TPsr+PGQl8EKd4QAX/CCSfU0U+dCRAgQIAAAQIECBAgQIAAAQIEMhSIkZzrrbdeKhc3Kps4ZMiQYtRnBJ4RDj788MPFoXKR77ilvFG58MIL0zrrrJM+97nPdR2O2+mjVEPGCF3j3CiXXXZZ8bn6T7l/k002SYsuumiKW+tjxfp3vvOdady4cV2nx632sZr9YYcdVux74IEHis+/+93vis9xrBp+xoG4cztKOcq02KjpPy0PQC+++OL0zDPPzPHjxRdfLFab+tOf/pT22WeflNO8AjV9L6g2AQIECBAgQIAAAQIECBAgQIDAvwSWXHLJYgGkGO1ZXQn97rvvLkZ79u/fPw0fPrx4xjHHHFN8/s53vpNuu+22GRxjjs5DDz00xQJIq622WtexeH6UCBkjK+teylXeY5X2mJ+ze7nnnntSvE6Ugw8+uPgct7DH3KGxKFL3leGLg2/9c9111xUPt9lmm+Jz3OIeZcSIETOFnHF397e//e3ieIxCrXtp+S3wyy67bN1N1J8AAQIECBAgQIAAAQIECBAgQKDDBXbffffiNvcYCbnyyiun97///WnjjTdOf/jDH7oCzsMPPzz169evkNpqq62K28zj1vhYQX7nnXdOw4YNSzH478Ybb0z/+Mc/irA0poEsS4zOjEWJ/vKXvxS3za+yyirp6quvTrFifKzoHnNyXnHFFWnTTTdNu+yySzG689FHH02XX355sfjRmWeemXbbbbficuX8n7Ew0/HHH188L0Z3xjo88fpPPPFEilvrY97PKHG9mC80bqWPEHfHHXdMUZ8YGRpznm644YZF8Pr6668XI0rjVvm6ll5vpcnHLojKRydHB8WqWDG8N4bmNprAdUHUZUG+RqTkOQwVXpBmC/q1Yk6N+AKP92gnlD733pN9M+N7TPfbCLpPRp1r46du/J5cmzZDuxZbbLFitcQpU6bMsN9GfQWiT6PELT/xi1nu5arRf8+9iUX74ntw/J5XvZUr18Z/dOklc21aV7vid/dycYWJEycWK8Z2HfSgtgLxtTpgwIDi+2+nfL3WtrOarHjZp3F6/D80h1FbTTa9lqeVvwfVpfLl+6nHXX+sRZXfHL5pUc/4GTavJX72ffSjH02jR48ubgePXOvWW28tRlnGaMuzzz47ffnLX57h8hE4xi3od955Z4oFkm655ZYiD4tb2g844IBiGshy5GX5xAgab7rppmKuz5deeiltt912xYrucTwC0Jj/MxZdiuA1gskYRRq3vceI0/3337+8TPF5gw02SEOHDi2Cy1i8KZ4To1Wj/2Lx8VjIqVwFPgYxxtSUUc9oWyyWFPWI2+djqsrzzz+/CENjztO4ZtSzrqXHW8HAm/Or8iNHjkxHHnlkuvfee9MLL7www8sstdRSRZIdE7BGep5rGTNmjB86bd65Mdw8vvm8/PLLbV7T1lSv3/nnteZCbXyV+MFSTqsRv/hNmzatjWvbmqpN/MKMP/Rac9X2u0r8FTR+GHdCUNZ++vOnRtGnUSLUjgnjcy/7jHoi9yYW7YvvwRGAdsofKy4cumb2/RojPspb9OI/gZMnT86+zZ3QwPhajUUz4vtvp3y95t6vZZ9GO+OPFTEASWlfgfL3oPat4Yw1K99PPc85c8YDbbo1/aBDipoNHjy4JTWMUZBxG3vkPOuuu25aYokl5njd+JkZK8bHuTFv6JzC2MglInSNzKxRiXA06hCjSsufy43Oi30R98Wo0hjdGQYRYJYDharPif8zx3Xj/DXWWKMYfVo9p+7bLb8FPkAicIjg84wzzpjlD9J4E8Tkrz/84Q/Tt771rdR9+G/dUdWfAAECBAgQIECAAAECBAgQIEAgH4EYMR/B59yUCDI322yzpp/SaKX37k+O0LzZ4Dz+GB0rwcfHnEoMIlp99dW7Rp3O6fw6Hp8vAWgEmjFBbJQA3+qtORAiaY55BmLUTqTK999/fzEcN8LSr3/968Vw3nIOgjpCqjMBAgQIECBAgAABAgQIECBAgAABAu0n0PIANCaGjQA0SqTc5557bjGfQKOmx6SuMVdCzCUQ8yDEvAqtGprc6PXsI0CAAAECBAgQIECAAAECBAgQIECgswR6trq5MQFszB8TcxvExKoxmeqsyg477FCsbBXzFsQCNJdccsmsTrWfAAECBAgQIECAAAECBAgQIECAAAECcy3Q8gD0wQcfLCoRK1E1M5pzvfXWS3vvvXfxnFhtSiFAgAABAgQIECBAgAABAgQIECBAgECrBFoagMaqUY888khRt0022aTpOpbnxtygCgECBAgQIECAAAECBAgQIECAAAECBFol0NIAtGfPnql3739OK/r66683XcdYGCnKoEGDmn6OEwkQIECAAAECBAgQIECAAAECBAgQIDAngZYGoLHi+9prr1285u233z6n1+46PmLEiOLxBhts0LXPAwIECBAgQIAAAQIECBAgQIAAAQIECLxdgZYGoFGZ4cOHF3U69thj01NPPTXH+t1www1dix/NbsGkOV7ICQQIECBAgAABAgQIECBAgAABAgQIEKgItDwAPfLII9PAgQPTuHHj0pZbbpkuuuiiFHODVsv48ePTcccdl3beeef05ptvphj9ueuuu1ZPs02AAAECBAgQIECAAAECBAgQIECAAIF5FvjnhJ3z/PSZn7j88sunk046KR100EHphRdeKFZ4P+yww9Lqq6+eVltttTR58uT0zDPPpCeffDKVc3/26dMn/ehHP0p9+/ad+YL2ECBAgAABAgQIECBAgAABAgQIECBAYB4FWh6ARj0OPPDANHTo0LTXXnsVIeiYMWPSvffeW3xU67nhhhumc889N7n9vSpjmwABAgQIECBAgAABAgQIECDQXgLTDzqkvSqkNgSaEJgvAWi87gc+8IH08MMPp/POO6/4/Oijj6Y///nPKUZ7rrXWWsXHNttsk/bcc8/Uq1evJqrqFAIECBAgQIAAAQIECBAgQIAAAQIECMydwHwLQKMagwYNSkcccURXjWKuz1gpXiFAgAABAgQIECBAgAABAgQIECBAgMCCEGj5IkjVSr/xxhtdu7qHn3feeWfXHKBdJ3hAgAABAgQIECBAgAABAgQIECBAgACBFgrMtxGgI0aMSKecckqx2NEjjzwyU5V333339OKLL6addtopnXPOOWnJJZec6Rw7CBAgQIAAAQIECBAgQIAAAQIE2kfgsw+ObJ/KzKYmPx623myOOtRpAvNlBOhFF12Utt1223TNNdekxx57rFj5vTvs9OnT07PPPpsmTpyYLr300rTxxhunkSPr8QXUvR0eEyBAgAABAgQIECBAgAABAgQIECDQ3gItD0Aff/zxtN9++6UpU6YULf/gBz84UwAaB6688sr0hS98IfXs2TM988wz6XOf+1yKYFQhQIAAAQIECBAgQIAAAQIECBAgQIBAqwRaHoCecMIJaerUqekd73hHuvnm/8/enYDJVZUJAz6dDQKBEBIgYZckQgQhCCZR9k0BBQX3BR0EHlEHWUTUXwmLiOwIMo4wiIiAC6ggW0aRJUBQBEEYCJtsMSwiBAiQPf3Xd8fb051Up7o7le5bdd+Tp1NVdz3n/arSna/P8od03XXXpSFDhnSobyQ93/e+96Xzzz8/3XjjjWnAgAHpnnvuSZdddlmH47wgQIAAAQIECBAgQIAAAQIECBAgQIDA8gjUPQE6bdq0rD4HHnhg2nXXXWvWbZdddkkHH3xwdtytt95a83gHECBAgAABAgQIECBAgAABAgQIECBAoKsCdU2ALlq0KBvOHjf/+Mc/3tU6pB122CE7dvr06V0+x4EECBAgQIAAAQIECBAgQIAAAQIECBCoJVDXBGhLS0s2p2fcNIbBd7XMnTs3O3TllVfu6imOI0CAAAECBAgQIECAAAECBAgQIECAQE2BuiZAY27PDTfcMLvp1KlTa948P+COO+7Inm655Zb5Jo8ECBAgQIAAAQIECBAgQIAAAQIECBBYboG6JkCjNh/4wAeySh133HHp0UcfrVnBWATp4osvzo7bZpttah7vAAIECBAgQIAAAQIECBAgQIAAAQIECHRVoO4J0EMPPTTFUPbZs2enSZMmpVgV/h//+EeH+rS2tmZzhR5xxBFp3333TYsXL07bbrttt+YN7XBBLwgQIECAAAECBAgQIECAAAECBAgQIFBFoO4J0DFjxqQf/OAH2a1mzZqVjj322LTOOuukIUOGpHHjxqXRo0enwYMHp7e85S3pnHPOSXPmzMle//SnP00DBgyoUkWbCBAgQIAAAQIECBAgQIAAAQIECBAg0DOBuidAoxoHHnhguuqqq9J6663XVqs33ngjPfzww+mJJ55I8+bNa9v+/ve/P913331ps802a9vmCQECBAgQIECAAAECBAgQIECAAAECBOohsMK6XMZcoO9973tTzPF53XXXZYnPF154Ia2yyiopeonG1w477JB22WWXerTDNQgQIECAAAECBAgQIECAAAECBAgQILCUwApLgMadYi7Q6OEZXwoBAgQIECBAgAABAgQIECBAgACBZhW4/PLL01lnnZWtdzN58uQV2sydd945vf766+naa69NI0eO7PG96nWdHlegl05coQnQXmqD2xAgQIAAAQIECBAgQIAAAQIECBDoU4EY+XzPPfekLbfccoXX4957702vvfZamj9//nLdq17XWa5K9MLJEqC9gOwWBAgQIECAAAECBAgQIECAAAECzS2w9dZbp8MOOyxNnDhxhTf085//fJo7d25abbXVlute9brOclWiF06WAO0FZLcgQIAAAQIECBAgQIAAAQIECBBoboEYTh5fvVFOO+20utymXtepS2VW4EUkQFcgrksTIECAAAECBAgQIECAAAECBAg0nsC8efPS448/nlpaWtLb3va2qg2IHph/+9vf0oABA9Kmm26aXnrppfT888+nYcOGpXXXXbftnIceeig75q1vfWt66qmn0m233Za22267tMkmm7QdE0/+8pe/pAceeCANHjw4TZo0KW244Ybp5ZdfTs8991xaZ5110ogRI9qOf/jhh9OiRYtSXHPgwIHZ9unTp6d+/fpldWltbU2PPPJI+tOf/pTWXHPNtM0223SoU36hatfJ98VjtOmWW25Jb7zxRnav6N0aJtVKeDz66KPZfV999dU0evTotNlmm6VRo0ZVO7xXt/Xr1bu5GQECBAgQIECAAAECBAgQIECAAIGCC0SSb6eddkqbb755lkSsVt2f/OQnaYsttkhf+cpXst2XXHJJ9vpb3/pWh8NjaPwee+yRfvOb36QxY8akz3zmM1lyMBZMihJzeca9Ikn5b//2b+ljH/tY2mijjdIXvvCFlF/z/PPP73DNSETGvSM5mpcJEyZkPVBnzpyZzUM6bty47Hr77rtvWn/99dM3v/nNLGmaHx+P1a4T2//617+m8ePHp7XWWit9+MMfTp/97GfTu971rrTttttm++KY9uVHP/pRlqTdaqut0kc/+tF0yCGHpF133TW7b0wLMGfOnPaH9/pzPUB7ndwNCRAgQIAAAQIECBAgQIAAAQIEiiwwaNCg9KlPfSqde+656bLLLqs6r2ckJ6MceOCBNZsye/bsLCm48sorZ4nFWCxpr732StFT89Of/nSaOnVqevvb354lPaPH5vXXX59++MMfdnuOz1gZPnqXxnVPPPHELIF50003pSuuuCKdfPLJ6S1veUs6+OCDl1nfp59+OqtbJFc/8pGPZKvaR/2jvX/84x/T3nvvnS32lK8+H/c57rjjsh6qMafo9ttvn1588cVshfpo13nnnZcldI8++uhl3ndF7tQDdEXqujYBAgQIECBAgAABAgQIECBAgEBDCnzuc5/L6v3zn/88LVy4sEMbYuj7tGnT0vDhw9M+++zTYV+1F7NmzcqSmdE78/bbb0/xOnpoxhyc11xzTXrnO9+ZJRej12f0AI3epWeffXaKxGN3SiRAV1pppRTD4Y899th06KGHpl/+8pfpS1/6UnaZ6KlZq0SCM5KfkdSMcyNBG/WKekedn3322ZT3SI1h75HgjPKDH/wgS9rG8UceeWT6wx/+kCIhGuXSSy/NHvvqLwnQvpJ3XwIECBAgQIAAAQIECBAgQIAAgcIKxHDuGL4evRl/97vfdahnntCLXqLRW7Qr5etf/3oaOnRodmj0BI0Sw+KjRO/MVVZZJXue/xVDx2OOz+6WGOq+5LU++MEPZpd58sknl3m5Z555JsWcpTHn6Ne+9rUOx/bv3z+dc8456aCDDsqG8sfOmBv0hBNOyOofvUWXLPvtt1+2KeYy7ctiCHxf6rs3AQIECBAgQIAAAQIECBAgQIBAYQViePu9996b9WCMnpF5yROgXRn+np8TCwK1L7GI0f33358tKrTDDju035U9j4RjzA0aCwt1pyx5nzg3FlSKMn/+/Oyxs7/uu+++bFf0SI3FmJYsMZdpfOUlesBG79D2JXq3Rp1jQadrr70227VkD9r2x/fGcwnQ3lB2DwIECBAgQIAAAQIECBAgQIAAgYYTiB6eMXfl1VdfnWJ4+ZAhQ9Kdd96ZrRAfiwTFV1fLkqu+xwrssTjQ2muvnQ1br3adWAypu6Xaqut5L9WYG3RZJU+A5gnTZR2b74tE7q9+9asUw+sjofv888/nu9KAAcVIPRoC3xYSTwgQIECAAAECBAgQIECAAAECBAj8n0AsSPSBD3wgvfnmm23D1X/6059mB8SK7d0pMTdn+5InJWMV+M5KJF27W/r163m6L5KZURYsWNCl20ZCNVa1j3lLY5qASHjGUPiTTjopTZkyJVvcqUsXWsEH9VxkBVfM5QkQIECAAAECBAgQIECAAAECBAj0tcCSiyH94he/yOb9jN6hy1NiRfZIGMZCQi+88ELVS9Was7PqScuxccyYMdnZf//736teJep64YUXpptvvjnbH3OYXn755dncprfeemuaMWNGtnBSzEP63ve+N1tMKQ5cvHhx1ev11kYJ0N6Sdh8CBAgQIECAAAECBAgQIECAAIGGE4g5L9dbb71sVfNI+MWCPu9///vTiBEjlqstkfyMOT6jVFudPZKisUJ8b5a3ve1t2e1ihftXXnllqVtPnTo1HXLIIemYY47J9kXSM0p47Ljjjtnz9n/F/KlR+noOUAnQ9lHxnAABAgQIECBAgAABAgQIECBAgEA7gViMKIZ5z5s3Lx155JHZnu4sftTuUks9PfHEE7Ntp5xySrruuuva9v/zn/9M0cM0ht73Ztlmm22ynpuvvvpqilXr2/fcjBXfv/Wtb2XViSHvUVZfffXs8bbbblsqyXn99denU089NdsfPUf7skiA9qW+exMgQIAAAQIECBAgQIAAAQIECBReIE94zpw5M40cOTLtueeedanzu9/97my+zJjrM3pRjh07NsW2WITorrvuSnmPzN5cTOjss89Ow4YNS+eff35617velSZPnpw++9nPZu3+85//nGLF+iOOOCJrfyRCY27TZ555Jk2cODF9+9vfTqeddlp63/vel/bff/9skajYH8nTSKr2VZEA7St59yVAgAABAgQIECBAgAABAgQIEGgIgUhMbr/99lldDzjggLqubh7zZcYq8/vuu2/W4/Ppp59Oe++9d5YAjR6ZUfKeltmLFfzXuHHj0v/8z/9kScy//OUvWVLzkksuyeYqPfzww7Nh+XlCdosttshWgI/5TOPYSJZ+7WtfS3fffXc6/fTT0x//+Mc2t5g+oK9KMdai76vWuy8BAgQIECBAgAABAgQIECBAgACBLgjEMO9llRgenw+Rb39cDJ2vVfbZZ58UX0uWfB7ONdZYo8Ouar0pZ8+e3eGY9i823njjFCu2L1mqXSeOWXfdddO1116bDft/6KGHUqwsv+mmm6aVV155yUtkidLoERuJ22effTaNHj06jRo1qu24G2+8se15Xz2RAO0refclQIAAAQIECBAgQIAAAQIECBAotcB+++2XYsX1M844o21BpBwkVlTPFxmaMGFCvrlXH2P4+tZbb13znjFP6iabbJJ91Ty4Dw4wBL4P0N2SAAECBAgQIECAAAECBAgQIECAQPSWjOHiRx11VHrwwQfbQKLX5ec+97n02muvpd133z3rVdm205NuC+gB2m0yJxAgQIAAAQIECBAgQIAAAQIECBBYfoFjjz02G2oe82fGfJox9DxWXn/++eezi8eCQ1ddddXy36jkV5AALfkbQPMJECBAgAABAgQIECBAgAABAgT6RmDo0KFZD9BYcf2aa65JTz31VLbgUSyIFCuwf/jDH06rrrpq31Suie4qAdpEwdQUAgQIECBAgAABAgQIECBAgACBxhIYMmRI+spXvpJ9NVbNG6e25gBtnFipKQECBAgQIECAAAECBAgQIECAAAEC3RSQAO0mmMMJECBAgAABAgQIECBAgAABAgQIEGgcAQnQxomVmhIgQIAAAQIECBAgQIAAAQIECBAg0E0BCdBugjmcAAECBAgQIECAAAECBAgQIECAAIHGEZAAbZxYqSkBAgQIECBAgAABAgQIECBAgAABAt0UkADtJpjDCRAgQIAAAQIECBAgQIAAAQIECBBoHIEBjVNVNSVAgAABAgQIECBAgAABAgQIEOhLgZ9uuXlf3t69CfRIQA/QHrE5iQABAgQIECBAgAABAgQIECBAgACBRhDQA7QRoqSOBAgQIECAAAECBAgQIECAAIE+FFhjjTX68O5uTWD5BPQAXT4/ZxMgQIAAAQIECBAgQIAAAQIECBAgUGABCdACB0fVCBAgQIAAAQIECBAgQIAAAQIECBBYPgEJ0OXzczYBAgQIECBAgAABAgQIECBAgAABAgUWkAAtcHBUjQABAgQIECBAgAABAgQIECBAgACB5ROQAF0+P2cTIECAAAECBAgQIECAAAECBAgQIFBgAQnQAgdH1QgQIECAAAECBAgQIECAAAECBAgQWD4BCdDl83M2AQIECBAgQIAAAQIECBAgQIAAAQIFFpAALXBwVI0AAQIECBAgQIAAAQIECBAgQIAAgeUTkABdPj9nEyBAgAABAgQIECBAgAABAgQIECBQYAEJ0AIHR9UIECBAgAABAgQIECBAgAABAgQIEFg+AQnQ5fNzNgECBAgQIECAAAECBAgQIECAAAECBRaQAC1wcFSNAAECBAgQIECAAAECBAgQIECAAIHlE5AAXT4/ZxMgQIAAAQIECBAgQIAAAQIECBAgUGABCdACB0fVCBAgQIAAAQIECBAgQIAAAQIECBBYPgEJ0OXzczYBAgQIECBAgAABAgQIECBAgAABAgUWkAAtcHBUjQABAgQIECBAgAABAgQIECBAgACB5RMYsHynO7uZBQZf8J/N3Ly2tvXr3z/NqXwNnj+/bZsnBAgQIECAAAECBAgQIECAAAECzSGgB2hzxFErCBAgQIAAAQIECBAgQIAAAQIECBCoIiABWgXFJgIECBAgQIAAAQIECBAgQIAAAQIEmkNAArQ54qgVBAgQIECAAAECBAgQIECAAAECBAhUEZAArYJiEwECBAgQIECAAAECBAgQIECAAAECzSEgAdoccdQKAgQIECBAgAABAgQIECBAgAABAgSqCEiAVkGxiQABAgQIECBAgAABAgQIECBAgACB5hCQAG2OOGoFAQIECBAgQIAAAQIECBAgQIAAAQJVBCRAq6DYRIAAAQIECBAgQIAAAQIECBAgQIBAcwhIgDZHHLWCAAECBAgQIECAAAECBAgQIECAAIEqAhKgVVBsIkCAAAECBAgQIECAAAECBAgQIECgOQQkQJsjjlpBgAABAgQIECBAgAABAgQIECBAgEAVAQnQKig2ESBAgAABAgQIECBAgAABAgQIECDQHAISoM0RR60gQIAAAQIECBAgQIAAAQIECBAgQKCKgARoFRSbCBAgQIAAAQIECBAgQIAAAQIECBBoDgEJ0OaIo1YQIECAAAECBAgQIECAAAECBAgQIFBFQAK0CopNBAgQIECAAAECBAgQIECAAAECBAg0h4AEaHPEUSsIECBAgAABAgQIECBAgAABAgQIEKgiIAFaBcUmAgQIECBAgAABAgQIECBAgAABAgSaQ0ACtDniqBUECBAgQIAAAQIECBAgQIAAAQIECFQRGFBlW9NsevPNN9PRRx+dRo4cmSZPntxpu+bNm5euvPLKdPfdd6dZs2alsWPHpvHjx6c999wz9e/fv9Pz7CBAgAABAgQIECBAgAABAgQIECBAoNgCTZsAbW1tTSeeeGJ64IEH0oABnTfzlVdeSV/84hfTjBkzskitueaaacqUKdnXtGnT0nHHHZcGDRpU7CiqHQECBAgQIECAAAECBAgQIECAAAECVQWacgj8nDlz0qmnnpruuOOOqo1uv/Hb3/52lvycOHFiuvbaa9PVV1+dfv7zn6fRo0enqVOnpnPPPbf94Z4TIECAAAECBAgQIECAAAECBAgQINBAAk2XAI1h7J/5zGfSddddl/r1W3bzHnrooXTXXXelwYMHp5NOOikNHTo0C916662XzjrrrGz4+w033JBmz57dQCFVVQIECBAgQIAAAQIECBAgQIAAAQIEcoFlZwjzoxrk8fe//3068sgj0/PPP5+iR+dRRx21zJrfcsst2f6ddtoprbzyyh2OjaHwEyZMSPPnz0+RBFUIECBAgAABAgQIECBAgAABAgQIEGg8gaZKgL788stp3XXXTV//+tfT6aefnoYNG7bMiDz44IPZ/kiWViuRAI1y//33V9ttGwECBAgQIECAAAECBAgQIECAAAECBRfofHWggle8WvV222239KEPfWiZix61P2/mzJnZyzXWWKP95rbn+fZ8gaS2HUs8ue+++9KiRYuW2Pq/L4cPH56GDBlSdV/RN7a0tBS9inWtX9naW1e8gl+sDLEdOHBgwaNQv+r1798/lam99ZMr9pXic1qGuJbh36P277SytLcM7932U0v5d7j9u7yxn0csoyxr0djGbmH5ap/HNFoen9sy/PtUvihrMQECPRFoqgToiBEjumXwxhtvZMfnic4lT1599dWzTflxS+7PX8eco/Pmzctfdng85ZRT0n777ddhW6O8mDNoUKNUtS71HFSy9tYFrQEuUpYf6Id289+/Bghdp1WMXyo16i+WOm2UHdl/vrv7fbwR2cr2vaYs7S3De7f9562zn53bH+N5YwmIaWPFq6u1XWmllVJ8KQQIECBQ+WVfWREWL16c5s6dmzV/tdVWq8qQ/we7s+Rm1ZNsJECAQB8IzDnlO31wV7dc0QKf2mmPFX0L1ydAgAABAgQIECBAgEDTC5Q2ARrDAWL19zlz5nTaezNPfNbqvbD//vunBQsWVH2zjBo1Kr355ptV9xV94+JOhvUXvd7drV8Mz4uvSIorzSEQ8cyH6kVcW1tbm6NhWpFiWFeZYtrZ9CrN9FbIh+rF59S/w80T2bJ9b23Un/W6846Ln4fzURXRicDntTt6xT02PqvxfyIxLW6MuluzPKZx3sKFC7NFfbt7Dcf3nsAqq6zSezdzJwIlFyhtAjTiHsOVYn7P2bNnV30b5NtXXXXVqvvzjccff3z+dKnHWbNmpVdffXWp7Y2wYXDlG2YZSvznO77iBwSlOQQinu0ToGVIIjVH5Gq3ImIb/+kuS0zL8O9SxDRKJEDL0N7a7/LmOCJPlJUlpo36s1533m1Dhw5tS4DG9FDz58/vzumOLahAfFYjAfr666932qGjoFVXrU4E8pjG7uikU4Z/nzqhaIjNEqANESaVbBKBploFvrsxyedryhOdS57/2muvZZtqrSa/5HleEyBAgAABAgQIECBAgAABAgQIECBQDIFSJ0DXXnvtLApPPPFE1Wjk28eNG1d1v40ECBAgQIAAAQIECBAgQIAAAQIECBRboNQJ0N122y2Lzo033rhUlGKI5U033ZRtHz9+/FL7bSBAgAABAgQIECBAgAABAgQIECBAoPgCpU6ATpo0KW288cbpscceSzfccEOHaF122WXppZdeShtttFGaOHFih31eECBAgAABAgQIECBAgAABAgQIECDQGAKlXgQpVsg75JBD0uTJk9PJJ5+c7rzzzjR27Nj0wAMPZM8HDhyYjjnmmGyF8MYIp1oSIECAAAECBAgQIECAAAECBAgQINBeoNQ9QANixx13TGeffXYaOXJkuvnmm9MFF1yQJT+jZ+gZZ5yRttxyy/ZenhMgQIAAAQIECBAgQIAAAQIECBAg0EACTd0DNJKbt912W81wbL311umKK67IhrzPmDEjxeJIkRDt16/0+eGadg4gQIAAAQIECBAgQIAAAQIECBAgUGSBpk6Adhd++PDhKb4UAgQIECBAgAABAgQIECBAgAABAgSaQ0AXx+aIo1YQIECAAAECBAgQIECAAAECBAgQIFBFQAK0CopNBAgQIECAAAECBAgQIECAAAECBAg0h4AEaHPEUSsIECBAgAABAgQIECBAgAABAgQIEKgiIAFaBcUmAgQIECBAgAABAgQIECBAgAABAgSaQ0ACtDniqBUECBAgQIAAAQIECBAgQIAAAQIECFQRkACtgmITAQIECBAgQIAAAQIECBAgQIAAAQLNISAB2hxx1AoCBAgQIECAAAECBAgQIECAAAECBKoISIBWQbGJAAECBAgQIECAAAECBAgQIECAAIHmEJAAbY44agUBAgQIECBAgAABAgQIECBAgAABAlUEJECroNhEgAABAgQIECBAgAABAgQIECBAgEBzCEiANkcctYIAAQIECBAgQIAAAQIECBAgQIAAgSoCEqBVUGwiQIAAAQIECBAgQIAAAQIECBAgQKA5BCRAmyOOWkGAAAECBAgQIECAAAECBAgQIECAQBUBCdAqKDYRIECAAAECBAgQIECAAAECBAgQINAcAhKgzRFHrSBAgAABAgQIECBAgAABAgQIECBAoIqABGgVFJsIECBAgAABAgQIECBAgAABAgQIEGgOAQnQ5oijVhAgQIAAAQIECBAgQIAAAQIECBAgUEVgQJVtNhEgQIAAAQIECBAg0EWBgx95vItHNu5hAwYMSP37988asGDBgrR48eLGbUwXa37hpmO6eKTDCBAgQIAAgaIL6AFa9AipHwECBAgQIECAAAECBAgQIECAAAECPRaQAO0xnRMJECBAgAABAgQIECBAgAABAgQIECi6gARo0SOkfgQIECBAgAABAgQIECBAgAABAgQI9FhAArTHdE4kQIAAAQIECBAgQIAAAQIECBAgQKDoAhKgRY+Q+hEgQIAAAQIECBAgQIAAAQIECBAg0GMBCdAe0zmRAAECBAgQIECAAAECBAgQIECAAIGiC0iAFj1C6keAAAECBAgQIECAAAECBAgQIECAQI8FJEB7TOdEAgQIECBAgAABAgQIECBAgAABAgSKLiABWvQIqR8BAgQIECBAgAABAgQIECBAgAABAj0WkADtMZ0TCRAgQIAAAQIECBAgQIAAAQIECBAouoAEaNEjpH4ECBAgQIAAAQIECBAgQIAAAQIECPRYQAK0x3ROJECAAAECBAgQIECAAAECBAgQIECg6AISoEWPkPoRIECAAAECBAgQIECAAAECBAgQINBjAQnQHtM5kQABAgQIECBAgAABAgQIECBAgACBogtIgBY9QupHgAABAgQIECBAgAABAgQIECBAgECPBSRAe0znRAIECBAgQIAAAQIECBAgQIAAAQIEii4gAVr0CKkfAQIECBAgQIAAAQIECBAgQIAAAQI9FpAA7TGdEwkQIECAAAECBAgQIECAAAECBAgQKLqABGjRI6R+BAgQIECAAAECBAgQIECAAAECBAj0WEACtMd0TiRAgAABAgQIECBAgAABAgQIECBAoOgCEqBFj5D6ESBAgAABAgQIECBAgAABAgQIECDQYwEJ0B7TOZEAAQIECBAgQIAAAQIECBAgQIAAgaILSIAWPULqR4AAAQIECBAgQIAAAQIECBAgQIBAjwUkQHtM50QCBAgQIECAAAECBAgQIECAAAECBIouIAFa9AipHwECBAgQIECAAAECBAgQIECAAAECPRaQAO0xnRMJECBAgAABAgQIECBAgAABAgQIECi6gARo0SOkfgQIECBAgAABAgQIECBAgAABAgQI9FhAArTHdE4kQIAAAQIECBAgQIAAAQIECBAgQKDoAhKgRY+Q+hEgQIAAAQIECBAgQIAAAQIECBAg0GMBCdAe0zmRAAECBAgQIECAAAECBAgQIECAAIGiC0iAFj1C6keAAAECBAgQIECAAAECBAgQIECAQI8FJEB7TOdEAgQIECBAgAABAgQIECBAgAABAgSKLiABWvQIqR8BAgQIECBAgAABAgQIECBAgAABAj0WkADtMZ0TCRAgQIAAAQIECBAgQIAAAQIECBAouoAEaNEjpH4ECBAgQIAAAQIECBAgQIAAAQIECPRYQAK0x3ROJECAAAECBAgQIECAAAECBAgQIECg6AISoEWPkPoRIECAAAECBAgQIECAAAECBAgQINBjAQnQHtM5kQABAgQIECBAgAABAgQIECBAgACBogtIgBY9QupHgAABAgQIECBAgAABAgQIECBAgECPBSRAe0znRAIECBAgQIAAAQIECBAgQIAAAQIEii4gAVr0CKkfAQIECBAgQIAAAQIECBAgQIAAAQI9FpAA7TGdEwkQIECAAAECBAgQIECAAAECBAgQKLqABGjRI6R+BAgQIECAAAECBAgQIECAAAECBAj0WEACtMd0TiRAgAABAgQIECBAgAABAgQIECBAoOgCEqBFj5D6ESBAgAABAgQIECBAgAABAgQIECDQYwEJ0B7TOZEAAQIECBAgQIAAAQIECBAgQIAAgaILSIAWPULqR4AAAQIECBAgQIAAAQIECBAgQIBAjwUkQHtM50QCBAgQIECAAAECBAgQIECAAAECBIouIAFa9AipHwECBAgQIECAAAECBAgQIECAAAECPRaQAO0xnRMJECBAgAABAgQIECBAgAABAgQIECi6gARo0SOkfgQIECBAgAABAgQIECBAgAABAgQI9FhAArTHdE4kQIAAAQIECBAgQIAAAQIECBAgQKDoAhKgRY+Q+hEgQIAAAQIECBAgQIAAAQIECBAg0GMBCdAe0zmRAAECBAgQIECAAAECBAgQIECAAIGiC0iAFj1C6keAAAECBAgQIECAAAECBAgQIECAQI8FBvT4TCcSIECAAAECBAgQIECgSQUOfuTxJm3Z/zWrpaUlDRr0ZJo/f35qbW39vx1N+uzCTcc0acs0iwABAgRqCegBWkvIfgIECBAgQIAAAQIECBAgQIAAAQIEGlZAArRhQ6fiBAgQIECAAAECBAgQIECAAAECBAjUEpAArSVkPwECBAgQIECAAAECBAgQIECAAAECDSsgAdqwoVNxAgQIECBAgAABAgQIECBAgAABAgRqCUiA1hKynwABAgQIECBAgAABAgQIECBAgACBhhWQAG3Y0Kk4AQIECBAgQIAAAQIECBAgQIAAAQK1BCRAawnZT4AAAQIECBAgQIAAAQIECBAgQIBAwwpIgDZs6FScAAECBAgQIECAAAECBAgQIECAAIFaAhKgtYTsJ0CAAAECBAgQIECAAAECBAgQIECgYQUkQBs2dCpOgAABAgQIECBAgAABAgQIECBAgEAtAQnQWkL2EyBAgAABAgQIECBAgAABAgQIECDQsAISoA0bOhUnQIAAAQIECBAgQIAAAQIECBAgQKCWgARoLSH7CRAgQIAAAQIECBAgQIAAAQIECBBoWAEJ0IYNnYoTIECAAAECBAgQIECAAAECBAgQIFBLQAK0lpD9BAgQIECAAAECBAgQIECAAAECBAg0rIAELDm65QAAPwFJREFUaMOGTsUJECBAgAABAgQIECBAgAABAgQIEKglIAFaS8h+AgQIECBAgAABAgQIECBAgAABAgQaVkACtGFDp+IECBAgQIAAAQIECBAgQIAAAQIECNQSkACtJWQ/AQIECBAgQIAAAQIECBAgQIAAAQINKyAB2rChU3ECBAgQIECAAAECBAgQIECAAAECBGoJSIDWErKfAAECBAgQIECAAAECBAgQIECAAIGGFZAAbdjQqTgBAgQIECBAgAABAgQIECBAgAABArUEJEBrCdlPgAABAgQIECBAgAABAgQIECBAgEDDCkiANmzoVJwAAQIECBAgQIAAAQIECBAgQIAAgVoCEqC1hOwnQIAAAQIECBAgQIAAAQIECBAgQKBhBSRAGzZ0Kk6AAAECBAgQIECAAAECBAgQIECAQC0BCdBaQvYTIECAAAECBAgQIECAAAECBAgQINCwAhKgDRs6FSdAgAABAgQIECBAgAABAgQIECBAoJaABGgtIfsJECBAgAABAgQIECBAgAABAgQIEGhYAQnQhg2dihMgQIAAAQIECBAgQIAAAQIECBAgUEtAArSWkP0ECBAgQIAAAQIECBAgQIAAAQIECDSsgARow4ZOxQkQIECAAAECBAgQIECAAAECBAgQqCUgAVpLyH4CBAgQIECAAAECBAgQIECAAAECBBpWQAK0YUOn4gQIECBAgAABAgQIECBAgAABAgQI1BKQAK0lZD8BAgQIECBAgAABAgQIECBAgAABAg0rIAHasKFTcQIECBAgQIAAAQIECBAgQIAAAQIEaglIgNYSsp8AAQIECBAgQIAAAQIECBAgQIAAgYYVkABt2NCpOAECBAgQIECAAAECBAgQIECAAAECtQQkQGsJ2U+AAAECBAgQIECAAAECBAgQIECAQMMKSIA2bOhUnAABAgQIECBAgAABAgQIECBAgACBWgISoLWE7CdAgAABAgQIECBAgAABAgQIECBAoGEFJEAbNnQqToAAAQIECBAgQIAAAQIECBAgQIBALQEJ0FpC9hMgQIAAAQIECBAgQIAAAQIECBAg0LACEqANGzoVJ0CAAAECBAgQIECAAAECBAgQIECgloAEaC0h+wkQIECAAAECBAgQIECAAAECBAgQaFgBCdCGDZ2KEyBAgAABAgQIECBAgAABAgQIECBQS0ACtJaQ/QQIECBAgAABAgQIECBAgAABAgQINKyABGjDhk7FCRAgQIAAAQIECBAgQIAAAQIECBCoJSABWkvIfgIECBAgQIAAAQIECBAgQIAAAQIEGlZAArRhQ6fiBAgQIECAAAECBAgQIECAAAECBAjUEpAArSVkPwECBAgQIECAAAECBAgQIECAAAECDSsgAdqwoVNxAgQIECBAgAABAgQIECBAgAABAgRqCUiA1hKynwABAgQIECBAgAABAgQIECBAgACBhhWQAG3Y0Kk4AQIECBAgQIAAAQIECBAgQIAAAQK1BAbUOsD+5RMYOHBgGjx48PJdpI/OXjigHG+PlpaWTHhASdrbR2+nXr1tHtO4ab9+/VL7171aETdbIQJlimmZ/l2Kz2mZ2rtCPhwFumjEU0wLFJA6VKX999L+/ftn31/rcFmX6GOBPK7x729ra2sf12bF337YsGEr/iZ9fIc8plGNQYMGpTK0uY/J3Z4AgQYRKEeGq4+D0f6bUB9XpVu3b9R6d6uR7Q4uW3vbNb3pn4pt84W4LDEtSzvzd2jZ2pu3uxkf81jmj83YxrK1aclYLvm6bB7N2N4yxLSMbSxDm5vx86hNBAjUX0ACtP6mHa64YMGCNHv27A7bGuXF4Erdy1CiF0N8RayU5hBo3zNl8eLFadGiRc3RMK1IK620UipTTMvw71LENEr0PCpDe8vyMY7eZPGfbjFtnohHTOP7a5T4vhr/FiuNLxCf0+gluHDhwlL0AH355ZcbP2g1WhCf1bXWWis7av78+emVV16pcYbdfSkwatSovry9exMolYA5QEsVbo0lQIAAAQIECBAgQIAAAQIECBAgUC4BCdByxVtrCRAgQIAAAQIECBAgQIAAAQIECJRKQAK0VOHWWAIECBAgQIAAAQIECBAgQIAAAQLlEpAALVe8tZYAAQIECBAgQIAAAQIECBAgQIBAqQQkQEsVbo0lQIAAAQIECBAgQIAAAQIECBAgUC4BCdByxVtrCRAgQIAAAQIECBAgQIAAAQIECJRKQAK0VOHWWAIECBAgQIAAAQIECBAgQIAAAQLlEpAALVe8tZYAAQIECBAgQIAAAQIECBAgQIBAqQQkQEsVbo0lQIAAAQIECBAgQIAAAQIECBAgUC4BCdByxVtrCRAgQIAAAQIECBAgQIAAAQIECJRKQAK0VOHWWAIECBAgQIAAAQIECBAgQIAAAQLlEpAALVe8tZYAAQIECBAgQIAAAQIECBAgQIBAqQQkQEsVbo0lQIAAAQIECBAgQIAAAQIECBAgUC4BCdByxVtrCRAgQIAAAQIECBAgQIAAAQIECJRKQAK0VOHWWAIECBAgQIAAAQIECBAgQIAAAQLlEpAALVe8tZYAAQIECBAgQIAAAQIECBAgQIBAqQQkQEsVbo0lQIAAAQIECBAgQIAAAQIECBAgUC4BCdByxVtrCRAgQIAAAQIECBAgQIAAAQIECJRKQAK0VOHWWAIECBAgQIAAAQIECBAgQIAAAQLlEpAALVe8tZYAAQIECBAgQIAAAQIECBAgQIBAqQQkQEsVbo0lQIAAAQIECBAgQIAAAQIECBAgUC4BCdByxVtrCRAgQIAAAQIECBAgQIAAAQIECJRKQAK0VOHWWAIECBAgQIAAAQIECBAgQIAAAQLlEpAALVe8tZYAAQIECBAgQIAAAQIECBAgQIBAqQQkQEsVbo0lQIAAAQIECBAgQIAAAQIECBAgUC4BCdByxVtrCRAgQIAAAQIECBAgQIAAAQIECJRKQAK0VOHWWAIECBAgQIAAAQIECBAgQIAAAQLlEpAALVe8tZYAAQIECBAgQIAAAQIECBAgQIBAqQQkQEsVbo0lQIAAAQIECBAgQIAAAQIECBAgUC4BCdByxVtrCRAgQIAAAQIECBAgQIAAAQIECJRKQAK0VOHWWAIECBAgQIAAAQIECBAgQIAAAQLlEpAALVe8tZYAAQIECBAgQIAAAQIECBAgQIBAqQQkQEsVbo0lQIAAAQIECBAgQIAAAQIECBAgUC4BCdByxVtrCRAgQIAAAQIECBAgQIAAAQIECJRKQAK0VOHWWAIECBAgQIAAAQIECBAgQIAAAQLlEpAALVe8tZYAAQIECBAgQIAAAQIECBAgQIBAqQQkQEsVbo0lQIAAAQIECBAgQIAAAQIECBAgUC4BCdByxVtrCRAgQIAAAQIECBAgQIAAAQIECJRKQAK0VOHWWAIECBAgQIAAAQIECBAgQIAAAQLlEpAALVe8tZYAAQIECBAgQIAAAQIECBAgQIBAqQQkQEsVbo0lQIAAAQIECBAgQIAAAQIECBAgUC4BCdByxVtrCRAgQIAAAQIECBAgQIAAAQIECJRKQAK0VOHWWAIECBAgQIAAAQIECBAgQIAAAQLlEpAALVe8tZYAAQIECBAgQIAAAQIECBAgQIBAqQQkQEsVbo0lQIAAAQIECBAgQIAAAQIECBAgUC4BCdByxVtrCRAgQIAAAQIECBAgQIAAAQIECJRKQAK0VOHWWAIECBAgQIAAAQIECBAgQIAAAQLlEpAALVe8tZYAAQIECBAgQIAAAQIECBAgQIBAqQQkQEsVbo0lQIAAAQIECBAgQIAAAQIECBAgUC4BCdByxVtrCRAgQIAAAQIECBAgQIAAAQIECJRKQAK0VOHWWAIECBAgQIAAAQIECBAgQIAAAQLlEpAALVe8tZYAAQIECBAgQIAAAQIECBAgQIBAqQQkQEsVbo0lQIAAAQIECBAgQIAAAQIECBAgUC4BCdByxVtrCRAgQIAAAQIECBAgQIAAAQIECJRKQAK0VOHWWAIECBAgQIAAAQIECBAgQIAAAQLlEpAALVe8tZYAAQIECBAgQIAAAQIECBAgQIBAqQQkQEsVbo0lQIAAAQIECBAgQIAAAQIECBAgUC4BCdByxVtrCRAgQIAAAQIECBAgQIAAAQIECJRKQAK0VOHWWAIECBAgQIAAAQIECBAgQIAAAQLlEpAALVe8tZYAAQIECBAgQIAAAQIECBAgQIBAqQQkQEsVbo0lQIAAAQIECBAgQIAAAQIECBAgUC4BCdByxVtrCRAgQIAAAQIECBAgQIAAAQIECJRKQAK0VOHWWAIECBAgQIAAAQIECBAgQIAAAQLlEpAALVe8tZYAAQIECBAgQIAAAQIECBAgQIBAqQQkQEsVbo0lQIAAAQIECBAgQIAAAQIECBAgUC4BCdByxVtrCRAgQIAAAQIECBAgQIAAAQIECJRKQAK0VOHWWAIECBAgQIAAAQIECBAgQIAAAQLlEpAALVe8tZYAAQIECBAgQIAAAQIECBAgQIBAqQQkQEsVbo0lQIAAAQIECBAgQIAAAQIECBAgUC4BCdByxVtrCRAgQIAAAQIECBAgQIAAAQIECJRKQAK0VOHWWAIECBAgQIAAAQIECBAgQIAAAQLlEpAALVe8tZYAAQIECBAgQIAAAQIECBAgQIBAqQQkQEsVbo0lQIAAAQIECBAgQIAAAQIECBAgUC4BCdByxVtrCRAgQIAAAQIECBAgQIAAAQIECJRKQAK0VOHWWAIECBAgQIAAAQIECBAgQIAAAQLlEpAALVe8tZYAAQIECBAgQIAAAQIECBAgQIBAqQQkQEsVbo0lQIAAAQIECBAgQIAAAQIECBAgUC4BCdByxVtrCRAgQIAAAQIECBAgQIAAAQIECJRKQAK0VOHWWAIECBAgQIAAAQIECBAgQIAAAQLlEpAALVe8tZYAAQIECBAgQIAAAQIECBAgQIBAqQQkQEsVbo0lQIAAAQIECBAgQIAAAQIECBAgUC4BCdByxVtrCRAgQIAAAQIECBAgQIAAAQIECJRKYECpWquxBAgQaFKBA966eZO2rGOz+rX0S62trSn+KAQIECBAgAABAgQIECBAoCsCeoB2RckxBAgQIECAAAECBAgQIECAAAECBAg0pIAEaEOGTaUJECBAgAABAgQIECBAgAABAgQIEOiKgARoV5QcQ4AAAQIECBAgQIAAAQIECBAgQIBAQwpIgDZk2FSaAAECBAgQIECAAAECBAgQIECAAIGuCEiAdkXJMQQIECBAgAABAgQIECBAgAABAgQINKSABGhDhk2lCRAgQIAAAQIECBAgQIAAAQIECBDoioAEaFeUHEOAAAECBAgQIECAAAECBAgQIECAQEMKSIA2ZNhUmgABAgQIECBAgAABAgQIECBAgACBrghIgHZFyTEECBAgQIAAAQIECBAgQIAAAQIECDSkgARoQ4ZNpQkQIECAAAECBAgQIECAAAECBAgQ6IqABGhXlBxDgAABAgQIECBAgAABAgQIECBAgEBDCkiANmTYVJoAAQIECBAgQIAAAQIECBAgQIAAga4ISIB2RckxBAgQIECAAAECBAgQIECAAAECBAg0pIAEaEOGTaUJECBAgAABAgQIECBAgAABAgQIEOiKgARoV5QcQ4AAAQIECBAgQIAAAQIECBAgQIBAQwpIgDZk2FSaAAECBAgQIECAAAECBAgQIECAAIGuCEiAdkXJMQQIECBAgAABAgQIECBAgAABAgQINKSABGhDhk2lCRAgQIAAAQIECBAgQIAAAQIECBDoioAEaFeUHEOAAAECBAgQIECAAAECBAgQIECAQEMKSIA2ZNhUmgABAgQIECBAgAABAgQIECBAgACBrghIgHZFyTEECBAgQIAAAQIECBAgQIAAAQIECDSkgARoQ4ZNpQkQIECAAAECBAgQIECAAAECBAgQ6IqABGhXlBxDgAABAgQIECBAgAABAgQIECBAgEBDCkiANmTYVJoAAQIECBAgQIAAAQIECBAgQIAAga4ISIB2RckxBAgQIECAAAECBAgQIECAAAECBAg0pIAEaEOGTaUJECBAgAABAgQIECBAgAABAgQIEOiKgARoV5QcQ4AAAQIECBAgQIAAAQIECBAgQIBAQwoMaMhaqzQBAj0WOOCtm/f43EY5sSVV/rS0ZNVtbW1N8Uch0IgC/Z57thGr3a06L2rJfxfbmvpVPq/NXhaPWrfZm6h9BAgQKKzAwY88Xti61ati8TPwoEFPZpdbtGhRWrhwYb0uXdjrXLjpmMLWTcUIECiOQP6/juLUSE0IECBAgAABAgQIECBAgAABAgQIECBQJwEJ0DpBugwBAgQIECBAgAABAgQIECBAgAABAsUTkAAtXkzUiAABAgQIECBAgAABAgQIECBAgACBOglIgNYJ0mUIECBAgAABAgQIECBAgAABAgQIECiegARo8WKiRgQIECBAgAABAgQIECBAgAABAgQI1ElAArROkC5DgAABAgQIECBAgAABAgQIECBAgEDxBCRAixcTNSJAgAABAgQIECBAgAABAgQIECBAoE4CEqB1gnQZAgQIECBAgAABAgQIECBAgAABAgSKJyABWryYqBEBAgQIECBAgAABAgQIECBAgAABAnUSkACtE6TLECBAgAABAgQIECBAgAABAgQIECBQPAEJ0OLFRI0IECBAgAABAgQIECBAgAABAgQIEKiTgARonSBdhgABAgQIECBAgAABAgQIECBAgACB4glIgBYvJmpEgAABAgQIECBAgAABAgQIECBAgECdBCRA6wTpMgQIECBAgAABAgQIECBAgAABAgQIFE9AArR4MVEjAgQIECBAgAABAgQIECBAgAABAgTqJCABWidIlyFAgAABAgQIECBAgAABAgQIECBAoHgCEqDFi4kaESBAgAABAgQIECBAgAABAgQIECBQJwEJ0DpBugwBAgQIECBAgAABAgQIECBAgAABAsUTkAAtXkzUiAABAgQIECBAgAABAgQIECBAgACBOgkMqNN1Gvoy8+bNS1deeWW6++6706xZs9LYsWPT+PHj05577pn69+/f0G1TeQIECBAgQIAAAQIECBAgQIAAAQJlFih9AvSVV15JX/ziF9OMGTOy98Gaa66ZpkyZkn1NmzYtHXfccWnQoEFlfo9oOwECBAgQIECAAAECBAgQIECAAIGGFSj9EPhvf/vbWfJz4sSJ6dprr01XX311+vnPf55Gjx6dpk6dms4999yGDa6KEyBAgAABAgQIECBAgAABAgQIECi7QKkToA899FC666670uDBg9NJJ52Uhg4dmr0f1ltvvXTWWWdlw99vuOGGNHv27LK/T7SfAAECBAgQIECAAAECBAgQIECAQEMKlDoBesstt2RB22mnndLKK6/cIYAxFH7ChAlp/vz5KZKgCgECBAgQIECAAAECBAgQIECAAAECjSdQ6gTogw8+mEUshr9XK5EAjXL//fdX220bAQIECBAgQIAAAQIECBAgQIAAAQIFFyj1IkgzZ87MwrPGGmtUDVO+PV8gqepBlY1nnHFGWrhwYdXdu+++e9pss82q7iv6xtb+/YtexbrUr1+///09QP+StLcltdTFrcgXaWnfxMrzltb2G4pcc3XrikAWXzHtClXDHVOGf59K872m8kFtqXyVpb0N92HrQYUjnnmJn53av863e2w8gTyO8VltbW1tvAao8VICeUxjRzwvw7/Dq6222lIONhAgQGBJgVInQN94443MI090Lomz+uqrZ5vy45bcn7++5JJL0rx58/KXHR433XTTtO2223bY1igv5gwo19tjQEna2/6HokZ5Ly5PPbOEyv/9n215LuXcwghEYqUwlVGRugmUI679S/K9Jn9blOV7a97esjyWIaFSlljm7RTTXKK5HuOXFXlnj+ZqWcfWDBkypOMGrwgQIFBFoFwZrnYAixcvTnPnzs22dPYbo/wf0s6Sm+0u15RPB3/9m03ZrrI36uqyA2g/AQIECBAgQIAAAQIECBAgUCqB0iZA4zdhsfr7nDlzOu29mSc+Bw0atMw3xX/8x3+kSKhWK+uvv356+eWXq+2yrSACK620UlpllVXSrFmzClIj1VhegYjpqquuml0menDnn+Xlva7z+14gFqgT076PQz1rEDGNElPJvPbaa/W8tGv1oUB8X43en2Lah0Go860jpvmioRHXzqZ/qvNtXW4FC0TPz6FDh6ZXX301LVq0aAXfzeV7QyCPadwrfgauNZqxN+rkHp0L5D8HdX6EPQQI1EugtAnQABwxYkSK+T1nz55d1TPfnidSqh5U2bjDDjt0titLquU9TTs9yI4+FciH/EiS9WkY6nrzPKZx0fgPmtjWlbfPLyamfR6CFVKBmHvOZ3WF0PbJRSNRJqZ9Qr/CbponP+MGCxYsSPPnz19h93Lh3hPIp6mImMaX0vgCeUyjJdFJx/fWxo+pFhAgUB+BUq8CHwnQKHmic0nSvNfCsGHDltzlNQECBAgQIECAAAECBAgQIECAAAECDSBQ6gTo2muvnYXoiSeeqBqqfPu4ceOq7reRAAECBAgQIECAAAECBAgQIECAAIFiC5Q6Abrbbrtl0bnxxhuXilIMF7jpppuy7ePHj19qvw0ECBAgQIAAAQIECBAgQIAAAQIECBRfoNQJ0EmTJqWNN944PfbYY+mGG27oEK3LLrssvfTSS2mjjTZKEydO7LDPCwIECBAgQIAAAQIECBAgQIAAAQIEGkOg1IsgtbS0pEMOOSRNnjw5nXzyyenOO+9MY8eOTQ888ED2fODAgemYY45JcZxCgAABAgQIECBAgAABAgQIECBAgEDjCZS6B2iEa8cdd0xnn312GjlyZLr55pvTBRdckCU/o2foGWeckbbccsvGi6oaEyBAgAABAgQIECBAgAABAgQIECCQCZS6B2j+Hth6663TFVdckQ15nzFjRorFkSIh2q9f6fPDOZFHAgQIECBAgAABAgQIECBAgAABAg0pIAHaLmzDhw9P8aUQIECAAAECBAgQIECAAAECBAgQINAcAro4NkcctYIAAQIECBAgQIAAAQIECBAgQIAAgSoCEqBVUGwiQIAAAQIECBAgQIAAAQIECBAgQKA5BCRAmyOOWkGAAAECBAgQIECAAAECBAgQIECAQBUBCdAqKDYRIECAAAECBAgQIECAAAECBAgQINAcAhKgzRFHrSBAgAABAgQIECBAgAABAgQIECBAoIqABGgVFJsIECBAgAABAgQIECBAgAABAgQIEGgOAQnQ5oijVhAgQIAAAQIECBAgQIAAAQIECBAgUEVAArQKik0ECBAgQIAAAQIECBAgQIAAAQIECDSHgARoc8RRKwgQIECAAAECBAgQIECAAAECBAgQqCIgAVoFxSYCBAgQIECAAAECBAgQIECAAAECBJpDQAK0OeKoFQQIECBAgAABAgQIECBAgAABAgQIVBGQAK2CYhMBAgQIECBAgAABAgQIECBAgAABAs0hIAHaHHHUCgIECBAgQIAAAQIECBAgQIAAAQIEqghIgFZBsYkAAQIECBAgQIAAAQIECBAgQIAAgeYQkABtjjhqBQECBAgQIECAAAECBAgQIECAAAECVQQkQKug2ESAAAECBAgQIECAAAECBAgQIECAQHMISIA2Rxy1ggABAgQIECBAgAABAgQIECBAgACBKgISoFVQbCJAgAABAgQIECBAgAABAgQIECBAoDkEJECbI45aQYAAAQIECBAgQIAAAQIECBAgQIBAFQEJ0CooNhEgQIAAAQIECBAgQIAAAQIECBAg0BwCEqDNEUetIECAAAECBAgQIECAAAECBAgQIECgioAEaBUUmwgQIECAAAECBAgQIECAAAECBAgQaA4BCdDmiKNWECBAgAABAgQIECBAgAABAgQIECBQRUACtAqKTQQIECBAgAABAgQIECBAgAABAgQINIeABGhzxFErCBAgQIAAAQIECBAgQIAAAQIECBCoIiABWgXFJgIECBAgQIAAAQIECBAgQIAAAQIEmkNAArQ54qgVBAgQIECAAAECBAgQIECAAAECBAhUEZAArYJiEwECBAgQIECAAAECBAgQIECAAAECzSHQ0lopzdEUrSBAgMD/Clx66aXplFNOyV5Mnjw5ffSjH0VDgEABBRYtWpS22mqrrGZjxoxJV111VQFrqUoECITA8ccfn6688soM4+KLL07bbrstGAIECijwyCOPpA996ENZzfbcc890xhlnFLCWqkSAAIHeFxjQ+7d0RwIECKxYgUiqLFiwILtJPFcIECimQPwONv+sLly4sJiVVCsCBDKB+Izmn1f9J7wpCBRXoP33Vj8HFzdOakaAQO8LGALf++buSIAAAQIECBAgQIAAAQIECBAgQIBALwlIgPYStNsQIECAAAECBAgQIECAAAECBAgQIND7AhKgvW/ujgQIECBAgAABAgQIECBAgAABAgQI9JKABGgvQbsNAQIECBAgQIAAAQIECBAgQIAAAQK9LyAB2vvm7kiAAAECBAgQIECAAAECBAgQIECAQC8JtFRWiWvtpXu5DQECBHpF4Omnn07Tp0/P7rX55punDTbYoFfu6yYECHRPIH4E+e///u/spNVWWy1tt9123buAowkQ6DWBBx98MM2YMSO734QJE9Kaa67Za/d2IwIEui4we/bsdMcdd2QnjBo1Km211VZdP9mRBAgQaGIBCdAmDq6mESBAgAABAgQIECBAgAABAgQIECi7gCHwZX8HaD8BAgQIECBAgAABAgQIECBAgACBJhaQAG3i4GoaAQIECBAgQIAAAQIECBAgQIAAgbILSICW/R2g/QQIECBAgAABAgQIECBAgAABAgSaWEACtImDq2kECBAgQIAAAQIECBAgQIAAAQIEyi4woOwA2k+AQHMIvPnmm+m//uu/ltmY973vfWnMmDHLPMZOAgR6R2DWrFnpt7/9bXrkkUfSzJkz08iRI9OkSZPSPvvskwYM8ONJ70TBXQh0LhDfU2M16VqlX79+6Ygjjqh1mP0ECPSCwN13352mTJmSnnrqqdS/f/+08cYbpw9+8INp3LhxvXB3tyBAgECxBawCX+z4qB0BAl0UuP/++9OXvvSlZR590kknpZ122mmZx9hJgMCKF3jwwQfTsccem1588cXU0tKShg8fnv75z39mN47/pH3/+99PK6200oqviDsQINCpwP777599Rjs94F87IgF666231jrMfgIEVrDA9773vfSrX/0qu0t8D21tbU3z58/Pvs8edNBB6bOf/ewKroHLEyBAoNgCulgUOz5qR4BAFwUee+yx7Mhtttkm7brrrlXPGjt2bNXtNhIg0HsCr732WjryyCPTnDlz0sc+9rH0qU99Kg0bNiw9/fTT6Zvf/GaaPn16+s///E89ynovJO5EoKrAoYcemubOnVt136JFi9KFF16Y4vMcoysUAgT6VuDmm2/Okp+DBg1Khx9+eNptt93S4sWL0w033JDOO++87PO6+eabp2233bZvK+ruBAgQ6EMBCdA+xHdrAgTqJ5AnQCP5ue+++9bvwq5EgEBdBaJ3SiQ/J06cmPXajh6gUTbaaKMUCZdvfOMb6Xe/+1067LDDsuF7db25ixEg0GWB97znPZ0ee9FFF2XJz0ioxC80FAIE+lbg97//fVaB3XffvcPPwR/96EdTDIu/8847s6HxEqB9Gyd3J0CgbwUkQPvW390JEKiTwOOPP55dadNNN63TFV2GAIF6C0RvsiuvvDINHDgw6+2ZJz/z+7z73e/Oeq4MGTIkLViwQAI0h/FIoEAC9913X7r44ouzaSqOO+647PNcoOqpCoFSCjz33HNZuydMmLBU+3fYYYcsARrzbSsECBAos4BV4MscfW0n0CQCCxcuTE888US2cMomm2yStSqG5c2bN69JWqgZBJpDIHpqx2czeo3FsPclS8wl+OEPfzjtueeeaeWVV15yt9cECPSxQHy/PfPMM7O5BQ888MA0atSoPq6R2xMgEALjx4/PIG655Zbssf1ft99+e/Zyyy23bL/ZcwIECJROQA/Q0oVcgwk0n0DMHRi9xTbccMN0+eWXp9/85jfppZdeSpFMiW0HHHBAWtZQvuYT0SICxRTIFzoaM2ZMlkC5/vrrs6F5jz76aFp//fWzYfGxWm18dhUCBIonEFNYxOrSG2ywQTaHb/FqqEYEyikQP+ded9116bbbbkuXXXZZeu9735t9n405QGP4+yqrrJL22GOPcuJoNQECBP4lYBV4bwUCBBpeYMqUKek73/lOWztGjBiRzScY/0mLRGiUWKTh61//etsxnhAg0PsCv/jFL7LFGGIl2meffTbFnGUxDD4SnrGoSpStt946nXLKKdl/1nq/hu5IgEBnAvEZ/chHPpKtDH/UUUel/fbbr7NDbSdAoA8E4vtqTEvx8MMPt/0iMRZC2myzzdIJJ5yQ1l133T6olVsSIECgOAJ6gBYnFmpCgEAPBfL5P1dbbbV08skntw0Dam1tzXqDfu9738t+Kz5p0qS088479/AuTiNAYHkFXnzxxewSV1xxRdYz5atf/WqKBRtiTtA///nP6bTTTkv33ntvuuCCC6wCv7zYzidQZ4E//elPWfIzepJF7zKFAIFiCcT8vPk8nyNHjkwxZcU//vGPFPODxs/KEqDFipfaECDQ+wLGmPW+uTsSIFBngehNFgmTCy+8sC35GbeInmX7779/iiG1US699NLs0V8ECPSNQExVEeXNN99M0YNs3333zXp6RgI0FkA68cQTs/2//vWv0wsvvJA99xcBAsUQuOaaa7KKxBy9kQRVCBAojsD/+3//L333u9/Npqf42c9+lmLERUxZ8eMf/zgNHz48W3jw7LPPLk6F1YQAAQJ9ICAB2gfobkmAQH0FoufnuHHjOv3NdvQwi/Lkk0+mGAqkECDQNwJrrbVWduP4zEYSZckSCzTk84PmPbuXPMZrAgR6XyDm7415BKMY+t77/u5IYFkCMXIi5v5cddVVsymhYk7tvMT31JhWJhYWjF8u+t6ay3gkQKCMAhKgZYy6NhMomcA666yTtXj+/PnpjTfeKFnrNZdAcQTyBOiyVo5eb731sgo///zzxam4mhAouUAsWBZzgL7jHe9IG2+8cck1NJ9AsQSmT5+eVSjm0I558Jcs8T03XwH+r3/965K7vSZAgEBpBMwBWppQayiB5hWI+QRjsaPoUVbtP2b5UNrVV189Rc8zhQCBvhFYe+21sxvPmDEjS6b0799/qYq88sor2bZNNtlkqX02ECDQNwI33XRTduO99tqrbyrgrgQIdCoQc31GielkOivxM3CU6AygECBAoKwCeoCWNfLaTaCJBG688cZ02WWXpZ/85CdVW3X77bdn2zfffPOq+20kQKB3BLbYYosUSdA5c+akBx98cKmbzp49OxueF4nRmNZCIUCg7wVizt4nnngiq8jYsWP7vkJqQIBAB4H8c3n//fdXneoppn+KleGjxJB4hQABAmUVkAAta+S1m0ATCeyyyy5Za6KHyt/+9rcOLbvnnntS9BCNctBBB3XY5wUBAr0rEL1TPvnJT2Y3PeGEE7Ke23kNYnjteeedl01TMXHixGy+snyfRwIE+k4gEietra0pfjGx4YYb9l1F3JkAgaoCW221VYrpnmI01Omnn559XtsfeNFFF6W///3v2Vz5b3/729vv8pwAAQKlEmip/EDTWqoWaywBAk0nEImTI488MsUk8FG22Wab7Csmer/55puzbV/4whfSJz7xiey5vwgQ6DuBefPmpaOPPjrdd999aY011kjbbbddivnJpk2blh566KE0evToLBE6ZMiQvqukOxMg0CYQq7+fdtppaaONNkqXXnpp23ZPCBAojkD8DBw/C8fPxNHL853vfGf2i8S77747PfDAA2nAgAHpnHPOaZsLtDg1VxMCBAj0noAEaO9ZuxMBAitQYO7cudkw+Msvv7zD/EYbbLBB+vKXv5wmTZq0Au/u0gQIdEcg/oP2ox/9KP3mN79Jr7/+enZqzM8bC6wcccQRVRdx6M71HUuAQP0ELr744uzzGqMtTjzxxPpd2JUIEKirwJNPPpnOOuus7BeM7S8c31u/8pWv6MHdHsVzAgRKKSABWsqwazSB5hWIieCfffbZFAupxCIqepE1b6y1rPEFYhDKzJkzs2HvMYdZv35m5mn8qGoBAQIECPSlQMzb+8wzz6SWlpYs6Tl48OC+rI57EyBAoDACEqCFCYWKECBAgAABAgQIECBAgAABAgQIECBQbwFdLeot6noECBAgQIAAAQIECBAgQIAAAQIECBRGQAK0MKFQEQIECBAgQIAAAQIECBAgQIAAAQIE6i0gAVpvUdcjQIAAAQIECBAgQIAAAQIECBAgQKAwAhKghQmFihAgQIAAAQIECBAgQIAAAQIECBAgUG8BCdB6i7oeAQIECBAgQIAAAQIECBAgQIAAAQKFEZAALUwoVIQAAQIECBAgQIAAAQIECBAgQIAAgXoLSIDWW9T1CBAgQIAAAQIECBAgQIAAAQIECBAojIAEaGFCoSIECBAgQIAAAQIECBAgQIAAAQIECNRbQAK03qKuR4AAAQIECBAgQIAAAQIECBAgQIBAYQQkQAsTChUhQIAAAQIECBAgQIAAAQIECBAgQKDeAgPqfUHXI0CAAAECBJpb4KWXXkp//etf0+LFi9NWW22V1lprreZusNYRIECAAAECBAgQINDQAnqANnT4VJ4AAQIECPSOwE033ZT23XfftMEGG6QRI0ak3XbbLe2xxx5p7bXXTuuuu27aa6+90o9//OPU2traOxXqg7s8/fTTqaWlJfs644wzulWDn/3sZ23nfv/73+/Wuc148LRp05Zq1iuvvNJmNHny5KX220CAAAECBAgQIECgpwISoD2Vcx4BAgQIECiJwGGHHZYlPK+55pr097//falWP/fcc2nKlCnpc5/7XNphhx3Sa6+9ttQxNhAIgRdeeCEdcMAB2fuJCAECBAgQIECAAIHeEpAA7S1p9yFAgAABAg0ocOaZZ6bzzjsvq/nQoUPT1772tfT73/8+TZ8+PT3++OMpeoaedNJJWa/QOOiOO+5I+++/fwO2VJV7Q+D4449Pl156aVP3FO4NR/cgQIAAAQIECBDonoA5QLvn5WgCBAgQIFAagTfffDN997vfzdobQ93/9Kc/pY033rhD+0ePHp122WWX9KUvfSlNmDAhPfbYY+kPf/hDuv7669Pee+/d4VgvCBAgQIAAAQIECBAg0BcCeoD2hbp7EiBAgACBBhC4++67Uyx4FOWII45YKvnZvglrrLFGNgdovu2SSy7Jn3okQIAAAQIECBAgQIBAnwroAdqn/G5OgAABAgSKK/DPf/6zrXKx+FGt8u53vzsbCh/nPfnkk8s8/NVXX81Wko/V5OP5lltumcaPH5823HDDTs975pln0vPPP5+GDBmS3va2t2XDqGMofgy7j7lJ3/KWt2QLM6233nqdXqP9jpkzZ6aHH344+4rrRu/WsWPHZteOhZ6KXJbHb/XVV0+bbbZZ1rx//OMf6c4770z33Xdf2mijjdI73vGOtMUWW6R+/Zb9O/K4f/TyfeKJJ9LKK6+c3vWud2XnxvOIxbPPPpsGDx6c3v72t2f3idexPe4XJRbLuuuuu7LnI0eO7DTuc+bMSffee2/685//nBYsWJDiPbbNNtuklVZaKTvXXwQIECBAgAABAgS6JFD5AVQhQIAAAQIECCwlUElWtVZWPY9l3Vs/+MEPLrW/2oaXX365dd68edV2ZdsWL17cWllBvbWSwMquG9du//XJT36yddasWVXPP/zww7NjJ06c2Frpmdo6adKkDufGdQYNGtT6xS9+cZl1qKzm3lpZxX6pc/N6VJJ4rZWh/62VhFuHejz11FNt55x++ukd9tV6cfnll7ede+6559Y6vNP99fDbaaedWufPn9/66U9/uq1Oedvjcfvtt2+tJCs7rUNlztfW1VZbbalz11133dbKNAmt3/jGN7J9b33rW9uuEee0v0f755XexdlxEfd8+7HHHts6derU1lGjRrVty/dFjH/0ox+1XdsTAgQIECBAgAABArUE9ACt/DStECBAgAABAksLrLXWWllvuxgKf9VVV6V99tknTZ48Ob3zne9c+uB/bRk2bFin+6I33/vf//5s4aQ4aJ111kmVZGaKxZXuueee9NBDD6VKojDdfvvt6Xe/+13adNNNq16rkmRNO+64Y3rwwQdTJcmW3vOe96SFCxdm50SPxB/84AfZAk3XXXddGjCg4486sYDThz70oTR79uysl+N2222X9RxdtGhRevTRR7OehnPnzk2VJF52zHe+852qdeiLjfXye+ONN9IHPvCBdMMNN6RKIjPr8Rm9K//yl7+kSoI1848Y570727f185//fLrggguyTauuumqqJKFTPj9sHF9JrqbNN9+8/SnZ80oiM2277bapknxOL774Yqok1rP3Vuys1rv417/+dTb/bMQ1pleI90n0In3ggQdSJXmbDjnkkKwX6Kc+9aml7mUDAQIECBAgQIAAgaUEamVI7SdAgAABAgTKK1AZptxaSXB16IVXGWLeeuCBB7ZGr8ZKUqrLOCeccELbdb7whS+0vv766x3O/dnPftZaSaplx+yxxx4d9sWLvAdo5YeZ7JiDDjoo68mYH1hZtKn1Yx/7WNs9qvW0rCT2sv3Dhw9vvf/++/NT2x4rw+lbK0PEs2MqydzWSrKwbV9f9wCtt99hhx3W+tprr7W1rzJ1QWtlCHyb30UXXdS2L55cc801bfsqC161VqYk6LD/zDPPbK0knNuOqUwn0GF/vDj00EOz/dEDeMnSvgdoxDjeC5Vh9q2VJGjbofF64MCB2TXWXHPN1krium2fJwQIECBAgAABAgQ6E1j2BE9LpUttIECAAAECBMokED0B//jHP3bojRlzZ/74xz9OleHqqTLsOZtP8sgjj2yb07Gaz4wZM9Kpp56a7dprr72yXprRg7B9+fjHP55++MMfZpuip+bVV1/dfneH59Ej8MILL0yVZFjb9phz8qc//Wk2l2VsPPnkk9v2xZOY6zLmkowS+/L5KbMN//or5piMFe2jVBJyWa/Qf+3q04d6++28886pkiDOeoDmDaskhdOvfvWr/GX67W9/2/Y8npx44onZ6+g1Gr1rl+y5edRRR6Wjjz66wzk9fRFzkP7yl79M8V7p379/22Xi9cEHH5y9jp7A0QtYIUCAAAECBAgQIFBLQAK0lpD9BAgQIECg5AKxuFAsknPppZemPffcM1vcpj3JI488kr73ve9lw5RjOPpjjz3Wfnf2/Cc/+Umq9NDMnueJtKUOqmyIIc0xND5KnNNZOf7446vuioToV7/61WxfLGwUC+/kJYbL33jjjen8889Pn/jEJ/LNSz22H3pf6aW61P6+2FBvv9xoybbEQlCxSFKUGKqelxh2Hu+BKJWeo9liV/m+9o/HHHNMh6Rq+33deR6LUe29995VT4kkdV7yRZXy1x4JECBAgAABAgQIVBPoODFWtSNsI0CAAAECBEovEKt7R3IyvmKOzJin86abbko333xz1qsy5tCMEj03o3fmrbfe2qGHZZ4UjevEauPRu7KzEquQv/DCC1UTqXFO9A6sLGLU2enZ/fOdsYL4+uuvn72MHo5xXrVzo/6VIe5ZL9HKUPz89Gxu0bYXffiknn7RjE022aTT1kQStDI9QLbqen5QzL0Z84RGiRXfOysxB2z0rJ02bVpnh3Rpe/sk9JInxHyieakM4c+feiRAgAABAgQIECDQqYAEaKc0dhAgQIAAAQLVBCKJufvuu2dfsT+GIkfv0G9961vZwkGR3PzIRz6SLWoUycooscBQlEiexqI5XSl/+9vfUmUOn2zBnPbHx7D79kPf2++L5xtuuGHbpui1GIs3LVkicXvLLbdkQ6inT5+eLZoUvRyLWurpF21sb7Rkm2MqgSixIFJeYoGkvESCdFklegwvbwI0eut2VvL3VOyP94dCgAABAgQIECBAoJaAIfC1hOwnQIAAAQIElilQWYwmffnLX86Sifm8mjEsPnqD5qX9UPR8W63HWPW8sjDPUoflQ+SX2vGvDfkQ7nhZWainw2HRs7Gy0E/addddszktY87LWH0+kp8xJ2nMMRlzkRat1NMv2hZJ7O6UmIM0L3mCNH+95OOQIUOW3NTt17Xu0e0LOoEAAQIECBAgQKDUAhKgpQ6/xhMgQIAAgeoCMQQ9EoUxfPzf//3fqx+0xNZYFKeyunvb1hg2nZd8GPq4ceNSDFvu6teIESPyS7Q9Rt2WVWKRprystdZa+dNsiHvMYRrD4qNst912afLkyenKK6/MeqhGnSqrjGfznLadVJAn9fTrSZOiV2de2idD823tH2vtb3+s5wQIECBAgAABAgR6Q8AQ+N5Qdg8CBAgQINBgApF4jJ6R8+bNS7/4xS/SOeec02E17s6aE/N35iWfFzRex6I2sZp8zGUZw9e72wMxv2Y8Pvfcc9ncnAMGVP8xpn2vz/bDtc8+++zs3LjGmWeemWLV8molhvTnpX0b8m198VhPv57UP+6flyeeeCLtvPPO+culHmO/QoAAAQIECBAgQKBIAnqAFika6kKAAAECBAoi0L9//7T99ttntYlh6NFLsivlmmuuaTssenvmZbPNNsueLly4MOtlmW9f8jHmndxll13STjvtlA4//PAld2evIyk5ZcqUqvti4y9/+cu2fTGkPS8x52eUWAzpiCOOyJ5X+ysStXmJ+hah1NOvJ+0ZP358igWOopx//vmdXmLq1Knp4Ycf7nR/S0tLts/cnZ0S2UGAAAECBAgQILACBCRAVwCqSxIgQIAAgWYQ+OpXv9rWjFj9/dRTT13mojOxENIPf/jD7Jz11luvw1Dygw46KOVzc0bPyzfeeKPt2u2fXHTRRdniRJFIGzRoUPtdHZ6fcMIJqVrvzCeffDLFNaLsuOOOKYbl5+X/t3c3ITp1cQDAz2ujSGM5LBRZIZJvpRTCwleUFBYakbIQC9ka2VhIpqlh8pGFUkIsfC3EylcpdiwkIikhZeN93/+pOz0z88w8hjszF79TzzzP3Hvuuef53Vno73/Ovyhy9Pnz51xlvjhe+x7f4cKFC12HisrnXQeG6UPZfgP9GrGv5759+/Jl9+/fTydPnuw1xMePH9PevXt7Ha89UGT+xrP48uVL7SmfCRAgQIAAAQIECAyaQP21Y4N2OwMTIECAAAECv4vA8uXLU0tLSw52RbBx//796eLFi2nRokV5f9CpU6emt2/f5uJHkV1ZZH9Glt/Ro0e7BTCjcFEELffs2ZNevnyZ5s6dm06dOpXfwyOWTUeWaVSSjzZ27Ni0e/fu/Lnej4cPH+YA69mzZ9O4ceNylzt37qRNmzblgkaxPP7YsWPdLp03b17OTozg24EDB9Lhw4dTc3Nz7hNZrhH4jHvWZidGRfsfbfPnz09R/ClaVJYvxu55/Y0bN1IEYRu1CN5u2bIldyvbr9G9652PjNz29vYUBZm2b9+etzRYt25d9n/06FH2jAB00Ypsz+L3eC+ySONz/D2sXr06Z+ROmTIlDmkECBAgQIAAAQIEBkVAAHRQWA1KgAABAgT+DIHI6IxAVmT8RWAwsv/i1VeLDL8Ifm7YsKFXlyimFPuKnjhxIr9HQDICYrHfaOwNWrRRo0ala9eupQkTJhSHer3PmjUr3bp1K40fPz5Nnjw5RaDyw4cPuV/sMRrznTFjRrfrWltbc5A29vg8ffp0OnPmTJo9e3b6+vVrnk98vwg0Hjp0KO3cuTPvM/r06dNuY/T3SwQ1IwsyWm0Qtec1V69eTfFq1KJIUxEAjb5l+jW6d73zo0ePzkHPtWvXpghAd3Z25ldt3127duU+jx8/rrvPa2xtEH9P4XPkyJH8iiDo5cuXa4fxmQABAgQIECBAgECpApbAl8ppMAIECBAg8GcJxF6gHR0d6e7du2n9+vVdy9h7fsvI2Ny6dWuKyu87duzoeTr/HlmZMdb169dTZI+OGDEiBy6L4Gfca/PmzblK+8KFC+uOURyMbM9t27blINvz58+7gp+xf2hko8ZceraopB7XLV26NJ+KINyDBw9yBuuYMWNy0DP2r4zl5pHNGe38+fP9BjNzpyH6Uabfz045tjaI7Qkie3bNmjUpfo8gdGSCRrGstra2HOCM8ZuamnrdJrYlOH78eL6mOBnZshoBAgQIECBAgACBwRT45/9//P87mDcwNgECBAgQIPDnCMSemLHM+/379znoGFmBsQQ9ApqReTmQFpmXEfx68+ZNzvacNGlSikBkXy0KF0U1+mixJD8CqLGcPZZfx36SUSiods/PvsaJ41FJ/sWLF+nTp0957pFtWm/Jdn9jDPe5gfoN1XyjYnwEpVetWpWuXLnS523jGcR3iMD0yJEj++znBAECBAgQIECAAIFfFbAE/lcFXU+AAAECBP4igQhyTps2rZRvHEvdYyl7vH62RaGkBQsWDPjyCNoWe4cO+OKKXFCG349+lfj/8siqnThxYlq5cmWf5rG/a7yiNfo7+d39f9ROPwIECBAgQIAAgeEXsAR++J+BGRAgQIAAAQIEKi0Q2bFPnjxJBw8eTBs3bkzfvn2rO98ojhRZwtGWLVtWt4+DBAgQIECAAAECBIZaQAB0qMXdjwABAgQIECDwGwqsWLEiz/rVq1e5yNW5c+fSu3fv8jYEz549Sy0tLenmzZu5z+LFi1MUPNIIECBAgAABAgQIVEHAHqBVeArmQIAAAQIECDQUqLcHaMOLdChNIDI7lyxZkgtiFYMW+6bWbik/Z86cdOnSpW6Fjor+3gkQIECAAAECBAgMh4AM0OFQd08CBAgQIEBgwALNzc25YFEUXNKGXiD2f719+3bq7OxM06dPz0WvIvAZrwiEzpw5MxepunfvnuDn0D8edyRAgAABAgQIEOhHQAZoPzhOESBAgAABAgQI1Bf4/v17ev36dQ6ARnA6ClJpBAgQIECAAAECBKooIABaxadiTgQIECBAgAABAgQIECBAgAABAgQIlCJgCXwpjAYhQIAAAQIECBAgQIAAAQIECBAgQKCKAgKgVXwq5kSAAAECBAgQIECAAAECBAgQIECAQCkCAqClMBqEAAECBAgQIECAAAECBAgQIECAAIEqCgiAVvGpmBMBAgQIECBAgAABAgQIECBAgAABAqUICICWwmgQAgQIECBAgAABAgQIECBAgAABAgSqKCAAWsWnYk4ECBAgQIAAAQIECBAgQIAAAQIECJQiIABaCqNBCBAgQIAAAQIECBAgQIAAAQIECBCoooAAaBWfijkRIECAAAECBAgQIECAAAECBAgQIFCKgABoKYwGIUCAAAECBAgQIECAAAECBAgQIECgigICoFV8KuZEgAABAgQIECBAgAABAgQIECBAgEApAgKgpTAahAABAgQIECBAgAABAgQIECBAgACBKgoIgFbxqZgTAQIECBAgQIAAAQIECBAgQIAAAQKlCPwHT9OruJ++3d0AAAAASUVORK5CYII=)
Now it’s clear that these two only overlap a little bit.
Exercise: On your own, add back in the third group and see if you can choose a binwidth
and alpha
that make the visualisation clear without being too confusing (this is very hard!). One potential answer is in the .Rmd.
Density
Maybe in this case, a density plot would be best because it simplifies and outlines the data (but this is your call in the end):
iris %>%
ggplot(aes(x = Sepal.Length)) +
geom_density(aes(fill=Species), alpha = .5, position = "identity")
![](data:image/png;base64,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)
Smooth
If we want to plot a regression or trend line, we can use geom_smooth(). Here, I’ll overlay the smooth later on a point layer, but this is optional.
iris %>%
ggplot(aes(x = Sepal.Length, y = Sepal.Width, colour=Species)) +
geom_point() +
geom_smooth(method = "lm") # using a linear model for the regression line
## `geom_smooth()` using formula 'y ~ x'
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)
Other options for method
are described here.
Bar
Bar charts are slightly unusual in the ggplot world since they don’t necessarily need a y-axis specified, but often you will want to specify one anyway.
Let’s go back to the data.frame we’ve called data
.
data %>%
ggplot(aes(x=condition, fill=selection)) +
geom_bar()
![](data:image/png;base64,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)
This just counts observations per factor, so we can see a very general overview of the data. However, we aren’t looking at the three experiments separately, so we’re losing some important information. One way to add another dimension to a plot like this is with facet_wrap
.
data %>%
ggplot(aes(x=condition, fill=selection)) +
geom_bar() +
facet_wrap(~experiment)
![](data:image/png;base64,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)
The problem here is that the y-axis is raw counts and we can’t tell what proportion of the data is in which category. We can now combine our summarising skills with our plotting skills to get a clearer picture!
data %>%
group_by(experiment,condition,selection) %>%
summarise(count = n(),
length = 240) %>%
mutate(proportion = count/length)
## `summarise()` regrouping output by 'experiment', 'condition' (override with `.groups` argument)
## # A tibble: 12 x 6
## # Groups: experiment, condition [6]
## experiment condition selection count length proportion
## <chr> <chr> <chr> <int> <dbl> <dbl>
## 1 first Baseline Option 1 130 240 0.542
## 2 first Baseline Option 2 110 240 0.458
## 3 first Treatment Option 1 181 240 0.754
## 4 first Treatment Option 2 59 240 0.246
## 5 second Baseline Option 1 106 240 0.442
## 6 second Baseline Option 2 134 240 0.558
## 7 second Treatment Option 1 217 240 0.904
## 8 second Treatment Option 2 23 240 0.0958
## 9 third Baseline Option 1 84 240 0.35
## 10 third Baseline Option 2 156 240 0.65
## 11 third Treatment Option 1 54 240 0.225
## 12 third Treatment Option 2 186 240 0.775
data %>%
group_by(experiment,condition,selection) %>%
summarise(count = n(),
length = 240) %>%
mutate(proportion = count/length) %>%
ggplot(aes(x=condition, fill=selection)) +
geom_bar(aes(y=proportion), stat="identity") + # now it won't count observations but will create a bar of the height of 'n'
facet_wrap(~experiment)
## `summarise()` regrouping output by 'experiment', 'condition' (override with `.groups` argument)
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)
But we can make our y-axis even nicer! Let’s change the theme so it is a little prettier and add a nice title.
data %>%
group_by(experiment,condition,selection) %>%
summarise(count = n(),
length = 240) %>%
mutate(proportion = count/length) %>%
ggplot(aes(x=condition, fill=selection)) +
geom_bar(aes(y=proportion), stat="identity", colour="grey40") +
theme_bw() +
ggtitle("Example graph") +
facet_wrap(~experiment)
## `summarise()` regrouping output by 'experiment', 'condition' (override with `.groups` argument)
![](data:image/png;base64,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)