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https://github.com/dmcglinn/quant_methods
Source Code Link
https://raw.githubusercontent.com/dmcglinn/quant_methods/gh-pages/lessons/univariate_models.Rmd
The goals of this lesson are to introduce univariate modeling using
simple and multivariate Ordinary Least Squares (OLS) regression, and to
gain exposure to the concept and methods of model comparison.
The content from this lesson is modified in part from lessons
developed by Jack Weiss and Jason Fridley. The original lessons can be
found at the following links:
Readings and Literature Cited
- Chapters 5, 9-10 in The R book (1st ed) by Crawley
- Chapters 6 in MASS (4th ed) by Venables and Ripley
- Chapter 1 in Model Selection and Multimodel Inference (2nd
ed) by Burnham and Anderson
- p150 in A primer of Ecological Statistics (2nd ed) by
Gotelli and Ellison
# Modeling Philosophy
One of the simplest and most important ideas when constructing models
can be stated succinctly:
“All models are wrong but some models are useful” G.E. Box
As scientists we have to be on guard that we are not too attached to
our models. Additionally it is often difficult to decide when a model is
useful or not because there are three general reasons for building a
model:
- Hypothesis testing
- Exploring data
- Predicting data
These different goals of model building require different approaches
and modes of model evaluation. Hypothesis testing is typically geared
towards testing a small handful of carefully crafted A
PRIORI hypotheses. In this context the model is typically
judged useful if it is statistically significant.
However, many times though the investigator does not have a clear
a priori hypothesis (see
post at Small Pond Science) and is instead examining if a large
number of possibly relevant variables are correlated with a response of
interest. The goal of this kind of exploratory analysis is to generate
hypotheses that can be more carefully tested with other
datasets and not with the dataset used to generate them.
Unfortunately very frequently and quite misleadingly the correlations
that are found to be strong in the exploratory analysis are then
presented in a hypo-deductive framework as if they were a
prori (see
post on Dynamic Ecology). When using models to make predictions we
are typically less concerned about the exact variables that are in the
model and more concerned that we can predict observations not included
in the building of the model (i.e., cross-validate the model).
There are many reasons that p-values and statistical significance are
abused in science. For example, it can be very tempting to report
statistics of significance in many analyses in which you did not have
clear a prori hypotheses because often times R will
report such statistics without prompting from the user (e.g.,
summary(my_ols_model)
). Additionally there is a stigma in
many fields of science against exploratory analyses in favor of
hypothesis testing which pushes some researchers to re-frame their
analyses as if they are confirmatory rather than exploratory. And of
course there is pressure during peer-review to only report on statistics
that are significant.
You might be wondering why this is a big deal. The reason is
Freedman’s paradox (Freedman
1983) which demonstrates that you will inevitably get good fitting
models (high R^2) and statistically significant results (p < 0.05) if
you keep adding variables to a model even if those variables by
definition are independent of the response variable. The solution to
Freedman’s paradox is to approach model comparison as carefully and
intentionally as possible with a small number of deliberately chosen
models. Burnham and Anderson (2002, p19) advocate for:
… a conservative approach to the overall issue of strategy in
the analysis of data in the biological sciences with an emphasis on
a priori considerations and models to be considered.
Careful, a priori consideration of alternative models will often
require a major change in emphasis among many people.
The Principle of Parsimony (Occam’s Razor)
Once you have decided on a small number of models to compare how do
you decide which model is the best? One approach is to use the principle
of parsimony which can be stated succinctly as:
the correct explanation is the simplest explanation that is
sufficient.
For our purposes we can think of this as:
the model with the smallest possible number of parameters for
adequate representation of the data (Box and Jenkins 1970)
Crawley (2007) suggested that all else being equal the better model
is the model with the following properties:
- a model with n−1 parameters to a model with n parameters;
- a model with k−1 explanatory variables to a model with k explanatory
variables;
- a linear model to a model which is curved;
- a model without a hump to a model with a hump;
- a model without interactions to a model containing interactions
between factors.
Thus model simplification is an important part of finding the most
useful model. A simpler model that explains similar levels of deviance
in a response should be considered a better model.
Crawley (2007) suggests the following steps for backward model
simplification:
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These steps are reasonable if one is carrying out an
exploratory data analysis; however, I do not recommend
this approach when formal hypothesis testing is the goal of the analysis
due to Freedman’s paradox as explained above. Other methods of model
selection (other than p < 0.05 as advocated above) will suffer the
same problem.
According to Burnham and Anderson (2002, p18) to resolve Freedman’s
paradox one should:
1) use biologically meaningful models
2) keep the number of candidate models small
3) have a large sample size relative to the number of parameters to be
estimated
4) base inference on more than one model (multi-model inference) if
models perform equally well
In regards to #3 above, Gotelli and Ellison (2018, p150) suggest
The Rule of 10: you should have at least 10 replicate
observations per treatment level or variable included in the
model.
Last point regarding model building is that it is also possible to
proceed from simple to more complex models as well evaluating with each
additional term if it has significantly increased explanatory power.
# The Milkweeds and Fertilizer
Example
We will begin exploring how to build and interpret linear models in R
by using a data set that a researcher collected 40 plants of common
milkweed, Asclepias syriaca, from old fields in northeastern
Maine and grew them in a greenhouse; 20 received fertilizer and the
other 20 were kept as controls. After two months, she measured the
height of each plant and then collected and weighed all of the fruit
produced by the plant.
For today’s purposes we will examine how fruit mass responses to
fertilization, and plant height, and if fertilization modulates the
effect of plant height on fruit mass.
First let’s read load the relevant R packages and the data in and
look at the structure of the data
#install.packages("ggplot2")
#install.packages("gridExtra")
#install.packages("scatterplot3d")
#install.packages("MASS")
#install.packages("marginaleffects")
library(ggplot2) # to make fancy graphs
library(gridExtra) # arrange ggplot graphs
library(scatterplot3d) # make 3d plot
library(MASS) # for stepAIC to automate model selection
library(marginaleffects) # to plot model predictions
Now that we have our libraries loaded let’s read in the data
weeds <- read.csv('http://dmcglinn.github.io/quant_methods/data/milkweeds.csv',
colClasses = c('integer', 'factor', 'numeric', 'numeric'))
weeds
## samp_id trt plant_ht_cm fruit_mass_mg
## 1 1 fertilized 30.32 19.17
## 2 2 unfertilized 23.07 15.06
## 3 3 fertilized 21.90 16.09
## 4 4 unfertilized 32.32 17.19
## 5 5 unfertilized 30.19 15.88
## 6 6 fertilized 19.63 18.91
## 7 7 unfertilized 15.32 13.43
## 8 8 fertilized 25.26 15.54
## 9 9 fertilized 25.42 22.90
## 10 10 fertilized 22.33 15.97
## 11 11 fertilized 36.81 24.80
## 12 12 unfertilized 23.76 17.18
## 13 13 fertilized 22.75 22.00
## 14 14 fertilized 32.29 19.31
## 15 15 unfertilized 29.27 16.14
## 16 16 fertilized 24.16 17.06
## 17 17 unfertilized 22.62 15.04
## 18 18 unfertilized 18.97 16.70
## 19 19 fertilized 25.32 20.15
## 20 20 unfertilized 27.58 17.97
## 21 21 unfertilized 17.92 16.09
## 22 22 unfertilized 25.08 16.71
## 23 23 fertilized 28.38 19.68
## 24 24 fertilized 30.80 21.19
## 25 25 unfertilized 27.11 18.46
## 26 26 unfertilized 16.63 13.35
## 27 27 fertilized 28.26 24.34
## 28 28 fertilized 37.67 23.41
## 29 29 unfertilized 25.11 20.72
## 30 30 unfertilized 21.72 12.61
## 31 31 fertilized 25.10 22.23
## 32 32 fertilized 31.17 16.74
## 33 33 fertilized 21.08 19.69
## 34 34 unfertilized 26.69 17.69
## 35 35 fertilized 26.04 20.89
## 36 36 unfertilized 32.68 19.59
## 37 37 unfertilized 31.71 18.29
## 38 38 unfertilized 30.93 19.17
## 39 39 unfertilized 29.05 16.92
## 40 40 fertilized 31.95 21.93
So we can see that this data set is fairly simple. There are two
treatments in the column called trt
:
fertilized
and unfertilized
. And there are two
continuous variables plant height is provided by
plant_ht_cm
and fruit mass by
fruit_mass_mg
.
Before we dive into the models it is always important to
first visually examine the patterns in the data set
graphically. This will help to build our intuition which will
guide our modeling and interpretation of the statistics.
A quick note on graphics. I will primarily use base graphics in this
course but increasingly the R community is moving towards using
ggplot
for graphics. ggplot
is a really great
set of tools for making beautiful graphics but it can be more difficult
to understand exactly how it works and how to custumize graphics.
Therefore, I want to expose you to both methods of producing graphics
the simple and clunky base graphics and the elegent and shiny
ggplot
graphics.
First let’s examine the effect that fertilizer has on fruit mass
using box-and-whisker plots.
boxplot(fruit_mass_mg ~ trt, data = weeds, xlab='Treatment',
ylab = 'Fruit mass (mg)')
![](data:image/png;base64,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)
Above we used the function boxplot
to produce a modified
box-and-whisker plot. In this case we used the formula
argument to specify the relationship we wished to display in which the
LHS is the dependent variable and the RHS is the independent variable.
The argument data
tells the function where to look for the
variables that I specified in the formula
argument. Lastly,
xlab
and ylab
allow you to specify the labels
for each axis.
In the graphic, the box represents the inner quartile range (IQR),
the line is the median, and the whiskers represents either the minimum
or maximum or 1.5 * IQR which ever is closer to the median value.
Outliers are defined as points that fall outside of the whiskers and
will be shown as points.
I prefer box-and-whisker plots because they help to represent the
data in a summarized way that does not make distributional assumptions.
It is also easy to calculate the values used in the boxplot using the
function quantile
quantile(weeds$fruit_mass_mg[weeds$trt == 'fertilized'])
## 0% 25% 50% 75% 100%
## 15.5400 18.4475 19.9200 22.0575 24.8000
Now let’s make the same graphic using ggplot
ggplot(data = weeds) +
geom_boxplot(mapping = aes(x = trt, y = fruit_mass_mg)) +
labs(x = 'Treatment', y = 'Fruit mass (mg)')
![](data:image/png;base64,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)
Technically this is the same graphic as produced by base but you can
see that the R code is a bit more cryptic.
Let’s break it down line by line: ggplot(data = weeds) +
spawns a ggplot
graphic and specifies that the data will be
provided by the object weeds
. Now we can simply refer to
column names of weeds
in the remainder of the plotting
call.
The next line:
geom_boxplot(mapping = aes(x = trt, y = fruit_mass_mg)) +
specifies the geometry of the graphic in this case a boxplot, there are
many other that can be specified in ggplot
. The geometry
function requires a few arguments including how to map data on to the
graphic using the argument mapping
. The mapping is usually
wrapped in the function aes
which provides an aesthetically
pleasing rendering of the data on the graphic, aes
requires
and x
and y
variables.
The last line:
labs(x = 'Treatment', y = 'Fruit mass (mg)')
provides the
axis labels.
Note that each line that is not the last line of the
ggplot
function ends with a plus sign +
this
tells R that you are specifying more options to the plot.
The additional overhead of the understanding this somewhat cryptic R
code comes when you want to quickly make nice graphics across multiple
factors or splits or a data set and when you want more complex
geometries which the ggplot
developers have already
created.
We are only going to touch on the capacities of ggplot
here. Here are a couple of great places to learn more about
ggplot
From our boxplot we can see that fertilizer does seem to increase the
mass of the milkweed fruits. Let’s also examine if plant height seems to
influence fruit mass.
Since fruit mass and plant height are both continuous variables we
will use a scatterplot to display their relationship.
plot(fruit_mass_mg ~ plant_ht_cm, data = weeds, xlab = 'Plant height (cm)',
ylab = 'Fruit mass (mg)')
![](data:image/png;base64,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)
Like the boxplot
function the plot
function
allows you to use a formula
argument to specify the
variables included in the plot.
From our plot we can see that taller plants do seem to produce more
fruit mass.
Let’s visually examine if fertilizer modifies how fruit mass response
to plant height
plot(fruit_mass_mg ~ plant_ht_cm, data = weeds, type = 'n',
xlab = 'Plant height (cm)', ylab = 'Fruit mass (mg)')
points(fruit_mass_mg ~ plant_ht_cm, data = weeds, subset = trt == "fertilized",
pch = 1, col = 'red')
points(fruit_mass_mg ~ plant_ht_cm, data = weeds, subset = trt == "unfertilized",
pch = 2, col = 'blue')
legend('topleft', c('Fertilized', 'Unfertilized'), col = c('red', 'blue'),
pch = c(1, 2), bty = 'n')
![](data:image/png;base64,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)
Now we have a graphic where we have different colors and symbols for
the fertilized and unfertilized points.
Let’s add a smoother so that we can better see if the different
fertilization regimes have different functional forms. There are many
options for smoothing functions to choose from in R but for simplicity
we’ll use the function lowess
which is a locally-weighted
polynomial regression.
plot(fruit_mass_mg ~ plant_ht_cm, data = weeds, type = 'n',
xlab = 'Plant height (cm)', ylab = 'Fruit mass (mg)')
points(fruit_mass_mg ~ plant_ht_cm, data = weeds, subset = trt == "fertilized",
pch = 1, col = 'red')
lines(lowess(weeds$plant_ht_cm[weeds$trt == 'fertilized'],
weeds$fruit_mass_mg[weeds$trt == 'fertilized']),
lty = 1, col = 'red')
points(fruit_mass_mg ~ plant_ht_cm, data = weeds, subset = trt == "unfertilized",
pch = 2, col = 'blue')
lines(lowess(weeds$plant_ht_cm[weeds$trt == 'unfertilized'],
weeds$fruit_mass_mg[weeds$trt == 'unfertilized']),
lty = 2, col = 'blue')
legend('topleft', c('Fertilized', 'Unfertilized'), col = c('red', 'blue'),
pch = c(1, 2), lty = c(1, 2), bty = 'n')
![](data:image/png;base64,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)
Question
Based on the graphic above does it appear that fertilization
modulates the effect of plant height on fruit mass? In statistics we
would consider such an effect and interaction
effect.
[Show answer]
There does not appear to be an interaction effect between fruit mass and
fertizlation because the two smoothers look roughly parallel to one another.
This suggests that a model in which just two main effects: treatment and plant
height but no interaction effect is likely going to provide the best
approximation to the data without over fitting.
Let’s create the same graphic but using ggplot
ggplot(data = weeds, mapping = aes(x = plant_ht_cm, y = fruit_mass_mg)) +
geom_point(mapping = aes(color = trt)) +
geom_smooth(mapping = aes(linetype = trt, color = trt), method = 'loess') +
scale_color_manual(values = c("red", "blue")) +
theme_classic()
## `geom_smooth()` using formula = 'y ~ x'
![](data:image/png;base64,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)
A few quick points about this ggplot
call.
- rather than specify the mapping of the
x
and
y
for each geom_*
we simply specify them once
when setting up the graphic in the first ggplot()
call
- Note the usage of
manual_color()
- this is generally
not needed as ggplot
’s default colors are usually pretty
attractive.
Excercise
Modify the
ggplot
call so that the
x
and
y
axes are properly labeled.
[Show answer]
ggplot(data = weeds, mapping = aes(x = plant_ht_cm, y = fruit_mass_mg)) +
geom_point(mapping = aes(color = trt)) +
geom_smooth(mapping = aes(linetype = trt, color = trt), method = 'loess') +
scale_color_manual(values = c("red", "blue")) +
labs(x = 'Plant height (cm)', y = 'Fruit mass (mg)') +
theme_classic()
## `geom_smooth()` using formula = 'y ~ x'
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)
# Model Building and Graphing
Now that we’ve visually explored the relationships in the milkweed
data set, and we have developed some intuition about how we might want
to approach this data set let’s actually develop some statistical
regression models to explain the variation in fruit mass.
Ordinary Least Squares Regression
Ordinary Least Squares (OLS) regression is one of the most commonly
used models in statistics. It attempts to approximate the response
variable y using a linear combination of explanatory variables
x. We can express OLS regression algebraically as:
\[y_i = \beta_0 1 + \beta_1 x_{i1} +
\cdots + \beta_p x_{ip} + \varepsilon_i, \qquad i = 1, \ldots, n, \qquad
\varepsilon \sim N(0, \sigma^2) \qquad \text{(equ. 1)}\]
Let’s break equ. 1 down into its parts:
- \(y_i\) is the i-th value
of the response variable
- \(\beta_0\) is the
y-intercept
- the \(\beta\) values are the
partial slopes of the p explanatory variables.
- \(\varepsilon\) represents the
normally distributed error with mean of 0 and variance equal to \(\sigma^2\)
One of the core things to take away from equ. 1 is that regression
equations always have one or more error terms. How this error is
specified (e.g., Normal error, Binomial error, Poisson error) is the key
way different regression methods differ from one another. Another
important point about the error term is that in OLS each of the
n samples are assumed to be independent and identically
distributed (iid) from one another. Other methods of regression
we examine (e.g., spatial regression) will not make this same assumption
and will specify how samples co-vary with one another.
Taken together it can be seen that OLS regression has a number of key
assumptions
- Linearity such that y is a linear combination of the
x-variables. Because the x variables may be
transformed this is a less restrictive assumption then it may seem.
- No error in the independent variables.
- Homoscedasticity of errors which means that error around the
regression line is equal across the range of x values.
- Independence of errors such that the direction and magnitude of
error is not correlated between samples.
As you read those assumptions you may be correctly thinking to
yourself that those assumptions are almost never met in most situations.
We’ll examine in a moment using simulated data how critical violations
of some of those assumptions are.
Check out this nice interactive visualization of OLS regression at Explained
Visually
Model Heirarchy
In our greenhouse data set we have several different models we could
examine:
Intercept only null model
There is the minimal intercept only model
\[\mathbf{y} = \beta_0 +
\varepsilon\] This model essentially just uses the mean of
y as a predictor of y. This may seem silly but this is
essentially what you compare all more complex models against - it is our
null model.
null_mod <- lm(fruit_mass_mg ~ 1, data = weeds)
null_mod
##
## Call:
## lm(formula = fruit_mass_mg ~ 1, data = weeds)
##
## Coefficients:
## (Intercept)
## 18.4
mean(weeds$fruit_mass_mg)
## [1] 18.40475
In the above R code, lm
specifies this is a linear
model, we used the formula
specification just as we did
when using boxplot
and plot
but in this case
the RHS of the equation is just a 1 indicating that just an intercept
only model is being specified.
It is clear from the output of the R code this model only has the
intercept and that is equal to the mean of the response variable.
Let’s examine this model graphically
plot(fruit_mass_mg ~ 1, data = weeds)
abline(null_mod, lwd = 2)
abline(h = mean(weeds$fruit_mass_mg), col = 'red', lty = 2, lwd = 2)
![](data:image/png;base64,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)
Note above that the x-axis is just an index of the 40 samples. The
function abline
is useful to specifying regression
(reg=
), horizontal (h=
), and vertical lines
(v=
).
Main effect models
A main effect model is a model that includes at least one independent
variable:
\[y = \beta_0 +
\beta_1x+\varepsilon\]
We can develop single main effect models that include either
treatment or plant height as such in R:
trt_mod <- lm(fruit_mass_mg ~ trt, data = weeds)
# alternatively we can just update null_mod
trt_mod <- update(null_mod, . ~ . + trt)
ht_mod <- update(null_mod, . ~ . + plant_ht_cm)
trt_mod
##
## Call:
## lm(formula = fruit_mass_mg ~ trt, data = weeds)
##
## Coefficients:
## (Intercept) trtunfertilized
## 20.10 -3.39
ht_mod
##
## Call:
## lm(formula = fruit_mass_mg ~ plant_ht_cm, data = weeds)
##
## Coefficients:
## (Intercept) plant_ht_cm
## 10.1205 0.3143
Let’s take a closer look at the trt_mod
which includes
the main effect due to treatment. Note that only one of the levels of
treatment is provided as a coefficient. In this case it is
unfertilized
. To better understand this you need to
consider how factor variables are included in regression models. A
categorical variable is encoded in R into a set of orthogonal contrasts
(aka dummy
variables).
levels(weeds$trt)
## [1] "fertilized" "unfertilized"
contrasts(weeds$trt)
## unfertilized
## fertilized 0
## unfertilized 1
In this case we have a factor trt
that only has two
levels so it only requires one binary variable because if a sample is
not fertilized then it must be unfertilized. That may seem a little
strange but just remember that if you have a factor with k
levels then you need k - 1 binary variables to specify that
factor as a set of orthogonal contrasts. This explains why the treatment
variable only requires a single regression coefficient.
Sometimes we have factors that are ranked such as low, medium, high.
In this case the variable is called ordinal as opposed
to our nominal treatment variable which did not contain
ranks. The contrasts of ordinal variables are not as simple to specify
and typically a Helmert polynomial contrasts are used (if you want to
know more and possibly a better solution see Gullickson’s
2020 blog post)
Let’s examine these models graphically.
par(mfrow=c(1,2))
plot(fruit_mass_mg ~ trt, data = weeds, xlab = 'Treatment',ylab = 'Fruit mass (mg)')
abline(trt_mod)
plot(fruit_mass_mg ~ plant_ht_cm, data = weeds,
xlab = 'Plant height (cm)', ylab = 'Fruit mass (mg)')
abline(ht_mod)
![](data:image/png;base64,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)
The first panel of this graphic doesn’t quite look correct because
the regression line is not intersecting the center of the boxplots which
is what we would expect. This is because by default R assigns the first
level of the treatment factor an x-value of 1 and the second level of
the factor a value of 2. Therefore when the regression line is added to
the plot it is plotting the y-intercept (which is the mean value of the
fertilized group) off the graph to the left one unit. To correct this we
have to build the graph from scratch a bit more carefully making sure
that the fertilized group is plotted an an x-axis value of 0 so that the
regression line intersects that groups properly.
par(mfrow=c(1,2))
plot(0:1, 0:1, type='n', ylim = range(weeds$fruit_mass_mg), axes = F,
xlim = c(-0.25, 1.25),
xlab = 'Treatment', ylab = 'Fruit mass (mg)', frame.plot = T)
points(rep(0, 20), weeds$fruit_mass_mg[weeds$trt == 'fertilized'])
points(rep(1, 20), weeds$fruit_mass_mg[weeds$trt == 'unfertilized'])
axis(side = 1, at = 0:1, labels = c('fertilized', 'unfertilized'))
axis(side = 2)
abline(trt_mod)
plot(fruit_mass_mg ~ plant_ht_cm, data = weeds,
xlab = 'Plant height (cm)', ylab = 'Fruit mass (mg)')
abline(ht_mod)
![](data:image/png;base64,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)
This is a good example of how ggplot
can simplify things
if you know the correct command. In this case the command is a bit
cryptic we need to specify in the mapping of the points that the
argument group = 1
. To be honest I’m not exactly sure what
this means but a search of the internet suggested it would work so
viola!
p1 <- ggplot(data = weeds,
mapping = aes(x = trt, y = fruit_mass_mg, group = 1)) +
geom_point() +
geom_smooth(method = 'lm') +
labs(x = 'Treatment', y = 'Fruit mass (mg)')
p2 <- ggplot(data = weeds,
mapping = aes(x = plant_ht_cm, y = fruit_mass_mg)) +
geom_point() +
geom_smooth(method = 'lm') +
labs(x = 'Plant height (cm)', y = 'Fruit mass (mg)')
grid.arrange(p1, p2, nrow = 1)
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
![](data:image/png;base64,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)
Note above that the function grid.arrange
is used to
make multi-panel ggplots
and it is a part of the
gridExtra
package.
All main effects model
Of course we can also specify a model that includes both main
effects
\[y = \beta_0 + \beta_1x + \beta_2z +
\varepsilon\]
In R we would use:
main_mod <- lm(fruit_mass_mg ~ trt + plant_ht_cm, data = weeds)
main_mod
##
## Call:
## lm(formula = fruit_mass_mg ~ trt + plant_ht_cm, data = weeds)
##
## Coefficients:
## (Intercept) trtunfertilized plant_ht_cm
## 12.9586 -2.8822 0.2613
This particular model specifies two parallel regression lines that
only differ in their y-intercept based on whether or not they were
fertilized.
# the traditional way to plot the fitted model predictions is to use the
# function predict
xrange <- range(weeds$plant_ht_cm)
plot(fruit_mass_mg ~ plant_ht_cm, data = weeds, type = 'n',
xlab = 'Plant height (cm)', ylab = 'Fruit mass (mg)')
points(fruit_mass_mg ~ plant_ht_cm, data = weeds, subset = trt == "fertilized",
pch = 1, col = 'red')
# add the fitted regression line using two points at either end of the range of x
lines(xrange,
predict(main_mod,
newdata = data.frame(plant_ht_cm = xrange, trt = "fertilized")),
col = 'red', lty = 1)
points(fruit_mass_mg ~ plant_ht_cm, data = weeds, subset = trt == "unfertilized",
pch = 2, col = 'blue')
lines(xrange,
predict(main_mod,
newdata = data.frame(plant_ht_cm = xrange, trt = "unfertilized")),
col = 'blue', lty = 2)
legend('topleft', c('Fertilized', 'Unfertilized'), col = c('red', 'blue'),
pch = c(1, 2), lty = c(1, 2), bty = 'n')
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utW7pwQYUKyc0t8+KzZ5WUpEceyfocu4IF1ahRFt9734oVK9azZ88MClIn0uDgYMuLVq1apVffsGHDXbt2JSUlhYSEJF/ZTlbf8hc+Q/n6+i5atEiSp6fnsmXLUh/KwgnGxsaGhIRIqlixYsuWLdN8y+DBgwnwAMxt9mx99ZVKltS336pZs5T1okXVv7/69NFLL+nTT9W7t376SeXKGdcoACAvI8DnM++8o3feyfrbz55V9epycdHPP6tAgYwqw8JUr56qVHnYLfQ5z83Nbfny5fdZ/Ouvv1peZJBvk12+fPmulYIFC5YvX/5Bust+yaPyypYtu379+tS34itLJ3j58uX4+HhJtWrVSq+yWrVq9vb2lpvkAcB8fv9db70lOzt99dU/0nsyR0ctW6bff1dgoP7zHy1ebPMWAQD5As+Bx4N45BE9+qguX9Z332VSaXkC2T03gZvd9evX7784Njb2rpXSpUtnfL99Tvvtt9969eoVFxfn6Oi4du3aSpUq3VWQhRNMPs00t9xbODo6ZnAUAHK7lSt165b69FHr1unW2Nvrww9lb6+VKxUTY8PmAAD5CFfg8YBGj9aYMZoyRS1bqlixtGtCQ7V4sQoU0MiRtm0ux7m6ulpeBAYGlstsh+S98djY9H7r1q0ePXpcunRJ0oIFC7y9ve+tycIJVq5cuUCBAgkJCefPn8+g+N6vMwDANAIDJWngwEzK3N311FPau1e7dqljRxv0BQDIbwjwWTF06FBJXbp08fHxMboXmxsxQp98osOH1bWr1q3TPUPaFBKif/1LsbH6979Vt64RLeag5MvIJUqUyMYnvdnG0KFDLTerjxgxYsSIEWnWZOEEnZycKleuHBER8csvv6RXc+3aNcsXBwBgSpbbizw8Mq/08NDevTp3Lqc7AgDkT2yhz4oVK1asWLHi0KFDRjdiBEdHrV+vypUVHKw6dTR3rk6fVkKCYmN18KDGjJGXl86fV9u2mjfP6F6zn5eXl+XFtm3b0quZP3/+mDFjpkyZkpSUZKu+Mjdnzhx/f39J3t7eCxYsSK8saydYs2ZNSZGRkckz8O6yefPmLHcOAMazPEz0fh7z7uSUUg8AQHYjwOPBVa2qAwfUtq2uXNHLL6tWLeuzcJ98UgsXKjFR48Zp0ybrX2Lyli5duri5uUl6//33IyMj7y04dOjQ5MmTFy5cGBkZaeyG+dQ2btxoeXxd5cqV165d65j+30GzdoLPPfec5cW0adPu/drizp07ueTheQCQRRUqSNLp05lXWvYiMfUDAJAz2EJvlcH1xvRERETc9a42bdpkX0e5W/ny2rpVgYH67DPt3Kk//lDBgqpaVZ066cUX9dhjRveXU4oUKTJ79uznn3/+0qVLXl5emzZt8ki1ozIsLKxbt26WBDts2LAs/5Tbt29nQ69/O378eP/+/RMTE52dndetW1e2bNkMirN2ggMGDJg7d+7Ro0d3797dvXt3Pz+/Yn/PR7h8+fIzzzwTHh6ejWcEALbWqpUOHtTXXyudh2VaXbminTtVoACPggcA5BACvFXbtm0f9C1r1qxZs2ZN6pVctWXaFjp0UIcOkpSYKPv8sptj8ODBS5Ys2b9/f2RkZOPGjTt16lS3bt2EhITDhw9v3rzZ8qS0adOmZeHbnEKFCllefPTRR4ULF46Li+vTp0/RokUfptukpKTu3btHR0dL6t69e0RERERERJqV1apV8/T0VJZO0N7e/t133+3SpUtiYuKGDRtq1KjRtGnTOnXqnDhxYvfu3deuXXN1dW3RosV3mT68AAByp0GDNG+eli7VmDGqWTPdstdf1+3b6tYtjQExAABkBwK8lZOTU1xcnNFdmFa+Se+S7O3tAwMDn3nmmcDAwNjY2PXr169fvz75qJOT07hx42bNmpWFT65bt26xYsWuX79+5MgRy6b0tm3bPmSAT0xMPP33nk9/f3/LbfBpGjZs2LJly5TVE+zYseOqVatefPHFmzdvRkVFbdiwYcOGDZZDpUqV+uKLL7Zu3UqAB2BWHh4aNEgrV6p7d23dat1Rf5dFi/TRR3Jy0pw5Nu8PAJBfEOCt9u3bN2DAgBMnTkgqUKDA4MGDS5YsmV7xe++9J+nJJ59s0aKF7VpErlGsWLGAgIDNmzevXr16z549Fy9edHV1dXd3r1+//qRJk6pVq5a1jy1evPiGDRumTp0aFhYWGxtboUIFJ4PmCGTtBPv169eyZcuFCxd+9913586du3PnTqVKlbp16zZ+/PiKFStu3brVticBANlq4UKFhiosTI0a6a239OyzKljQeuj0ab3xhlavlqTFi/X44wa2CQDI2+zy3a7v9N26dWvy5MmLFy+WVLFixeXLl7dr1y7NSsvsrldeeeWtt96yaYv3Z+LEie+///78+fMnTJhgdC8AAOQVV6/qmWcUFCRJrq6qW1cuLoqI0KlTklSokJYuzfxZ8QCAbDJo0KBVq1b5+fkNzE9/9uajnc+ZKlSo0KJFizZu3FiuXLnff/+9Q4cO48aNu3XrltF9AQCAXKBkSW3Zos8/V+PGunlTe/YoMFCnTql4cQ0bppMnSe8AgJxGgL9bly5dwsLCunbtmpSU9OGHHzZs2DCfPu8dAADcxc5O/frpwAGdP6/gYAUEKCxMly5p2TJVqWJ0cwCAvI8An4ayZctu2LBh8eLFhQsXPnnypJeX1+zZsxMSEozuCwAA5A7ly6tZM3XoIA8POToa3Q0AIL8gwKdr5MiRhw4datiw4Z07d1577bXmzZvzLGsAAAAAgFEI8Bl59NFH9+3b9/LLL9vb2+/du7devXqW52wBAAAAAGBjBPhMODo6vv3229u3b69Spcpff/314osv/utf/zK6KQAAAABAvkOAvy8tW7Y8cuTIs88+K2njxo1GtwMAAAAAyHccjG7ANIoXL/6///2vS5cuo0ePvnHjhg1+YkxMzIkTJ7LwxosXL2Z7MwAAAAAAYxHgH8zAgQO7desWHR0tydXVNUd/1gsvvLBmzZosv339+vUTJkzIxn4AAAAAAAYiwD+wokWLFi1a1AY/qHPnzuHh4YmJiQ/6xhMnTsTExDjyVBsAAAAAyEMI8GmIj48PDQ09f/582bJl3d3dS5UqlXF9eHj4zZs3JdWrVy8b2xg0aNCgQYOy8EZPT8+QkBAXF5dsbAYAAAAAYCyG2P1DUlLSwoULy5Ur9+STT/bo0aNp06ZlypTx8fEJCwvL4F3Dhg2rX79+/fr1bdYnAAAAACC/IcCnuHLlSseOHceMGXP16tXkxaSkpLVr1z755JNr1641sDcAAAAAQD5HgE8xYcKELVu2SLKzs2vcuPGLL744cODASpUqSYqNje3bt++6deuM7hEAAAAAkE8R4K2Cg4NXrVolyc3NLTAw8MCBA0uWLPHz8wsPD58zZ46dnV1iYuLw4cP/+OMPozvNdW7cUMOGeu45o/sAAAAAgDyNAG/l6+treeHn59euXbvkdScnp6lTp/73v/+VFBUVNWrUKGP6y8VmzVJoqPz8tHGj0a08iMDAQDs7Ozs7u549e2Za7O/vbykeOnRotvz0xMREX19fT09PV1fXcuXKHTx4MFs+NgsqV65s2XKSetHDw8POzq5WrVqZVuYGlm49PDyMbgQAAADIWQR4q5MnT0pq0aJFmzZt7j06ZsyYzp07S1q3bt2OHTts3FtuFh6uDz+0vh4/XrGxhnZjHm+++ebw4cNDQkJu3rx56dKlmJiYHP1xx48fHzly5MiRI/ft25ejPwgAAABAziHAW506dUpSw4YN0ytYsGBBwYIFJU2aNCkpKcl2neVuEycqNlaDBqlOHYWHa8ECoxsyg/j4+LfeektS4cKFJ0yY4Ofn9+ijj+boT/ztt98+/vjjjz/+2PL/cwAAAABmxHPgrRISEiQ5OzunV1C9evXJkyfPnj07JCTks88+Gzx4sA27y6W2bdO338rVVe+8o2PH1K6dZs7UgAFyczO6s9wtPDw8NjZW0sCBA+fPn29sM/Pnz4+JiSlVqlQ2VgIAAADICQR4Kzc3t+jo6IxvRZ46derKlSsjIyMnTZrUsWPHcuXK2ay9XCg+XuPHS9L06XJzk5ubunbVxo16/XUtW2Z0c7nb7du3LS+qV69ubCeS+vTpk+2VAAAAAHICW+itvLy8JG3fvn3z5s3p1RQpUuSDDz6QFBUVNWTIkPj4eNv1l/ssXqyjR1WjhsaOta588IEKFtSnn8q4iWzGi4mJSc7nxrYRFRVldBcAAAAAshMB3qp///6SkpKSevTosXbt2vTKevfu7ePjIykgIGDIkCG5IaoZ4upVzZwpSfPnq2BB62KNGhozRomJGj9e+WRKQPPmze3s7P71r39J+vHHH1u0aFG0aNFChQoVKVKkfv36w4cPj4iISF3/3//+187Orn79+pZfvvLKK5bh9jt37kxdtnfv3hEjRri7u7u4uJQuXfqpp56aNGnSXR+VrHHjxnZ2dv369ZMUExMzffr0atWqubi4HD58WNKECRPs7Ow6duxoKR4yZIjlJ547d86yUqtWrfucLX9vZfJw/owdO3bsro96oBO0uHDhwrRp0+rVq1esWLGiRYt6eHi89tprFy9ezLRtAAAAIM8gwFu1b9/e8jixuLg4Hx+fevXq/fvf/07z/mRfX98nnnhC0urVqz08PN577718eKlz+nRFRalNG3Xr9o/1119X+fL64Qd98YVBnRlk8+bN3t7eu3fvtgxTiImJOXLkiK+vb+3atdetW3f/nxMbGzt06NCmTZsuXbr0l19++euvv6Kiog4cODB//vyaNWvOmDEjg/fGxMR07tx51qxZ586dy7VzFrN2gv7+/rVr137rrbfCwsJu3LgRHR199OjR2bNnP/HEE7t27bLxKQAAAABG4R74FJ9++umNGze2bdsmKSwsLCwszNnZeeLEiXeVFStWbNeuXd26dQsODj59+vSUKVOMaNZIx49r6VI5OOj99+8+5OqqmTP14ouaPFldu6pIESP6s7nIyMiBAwfGxsY+9thjnTp1qlOnzrlz55YvXx4ZGRkXF/f88883adLEzc1N0oABA1q1anXq1KlnnnlG0tixY59//nlJNWvWtHxU3759v/32W0mOjo5PP/20h4dHbGxsaGhocHBwQkLCzJkzL1y4sHTp0jTbGD169M6dO2vUqNGxY8dq1ao99thjkqZMmTJkyJA9e/aMHj1a0syZM7t16yapQoUKD3/iXl5ea9asSfNQWFjYnDlzJJUoUaJs2bLJ61k4wYCAgP79+ycmJlo+rUmTJo8++uiRI0f27dt35cqVHj16ODjw5xgAAADyhySkcufOnaVLl1ousEtydnZOrzImJmbKlCklSpTIhf8wLQ/D6969ew59fvv2SVLSmDFpH01ISGrUKElKeuONHPr52SMgIMDyu9ajR49Mi5Nj6pAhQ1Kve3t7J//ujxo1KjY2NvnQzZs3GzRoYDnk5+eX+l2Wze2S3n777dTrlmQrydPT89ixY6kPBQUFVaxY0XL0u+++S32oUaNGkixfEEyePPnWrVsZnOyKFSvuOmT57qBRo0apFy3/CtSsWTPTyjRduXLlkUcekVSgQIHAwMCHOcH4+Pg6depY1jt37vznn38mH4qIiLB8SWHxxBNPZNoYAAAA8oyBAwfe+zftPI8rV//g4OAwfPjw4cOH//zzzydPnrx+/Xp6lYUKFZo7d+4bb7zh7+9/8ODBM2fOhIeH27LVrHn7bW3blvYhd3ctWpR5/aVLCguTo6P++ivdz7ezk6SZMxUUpOQH893n52fcT67VuHHjhQsX2lnOXJJUpEiRWbNmdenSRdLhw4ctf75kIC4uzrLdo2TJkt98801ymrVo06aNn59fmzZtkpKSpk+f3rlz57vefuHCBS8vr3fffTd7zuchxMfH9+nT5+zZs5Leeeed9u3bW9azdoKffPLJiRMnJDVt2nTDhg329il3/VStWjU4OLhGjRp//vmnbU4NAAAAMBYBPm3u7u7u7u6ZlhUuXHjo0KFDhw61QUvZ4n//UwRGEioAACAASURBVFhY2of27//HRLqM6+/c0ZdfavHijOoTExUcnMXPT68+13rjjTdSp3eLunXrWl5YnvqesYCAgNOnT0saO3bsXeHWonXr1s2bN9+1a1doaOiVK1dKly59V8H06dOz0np2Gz9+/Pfffy9p4MCBkyZNSl7P2gl+8sknlqNz5sxJnd4tSpQoMWrUqNmzZ+fQuQAAAAC5CgE+f9m+XYcPpz0i3t09jbR8V/2aNfrkE1WtqiVLVKdORvWXL2voUMXFad48eXjc7+dn2k+uZdnHfpdChQrd/ycE//1tR6tWrdKradiw4a5du5KSkkJCQpKvbCdLHm5vIF9f30WLFkny9PRctmxZ6kNZOMHY2NiQkBBJFStWbNmyZZpvGTx4MAEeAADAGHFxiohQdLRKl1alSipQwOiG8j4CfP5SqpTatMli/cWL6t1bkpYu1T3hMY36kyc1c6b8/PTjj7rn0mkW+8mdXFxcUs9py5pff/3V8iKDfJvs8uXLd60ULFiwfPnyD9nDQ0oelVe2bNn169c7J98+ISlLJ3j58uX4+HhJtWrVSq+yWrVq9vb2lhF3AAAAsJEDBzR3rjZvVkyMdaVMGfXqpalTVbWqoZ3lcTxGDvfrlVd044Z69Eg3vd9bX7WqQkO1YkXONma4u5Jq1mQwcOFe9+7JL1269L17+G3pt99+69WrV1xcnKOj49q1aytVqnRXQRZOMPk009xyb+Ho6JjBUQAAAGSz+HiNGaMmTbR2rW7fVq1a8vRUxYq6fFlLlqh2bS1ZYnSLeRlX4HFffvxRn30me3uNHKkzZ+73XS+9pKlT9eqr8vFR0aI52d+DS467d+7cybQ4uebe27Czi6urq+VFYGBguXLlMi6+Nx4bm95v3brVo0ePS5cuSVqwYEHq4fzJsnCClStXLlCgQEJCwvnz5zMovp8RAwAAAMgGSUnq319ffqlChTR5skaNUvIm0BMn9Pbb8vPTSy/p+nX93/8Z2mieRYDHffnPf2TZpNyhwwO/948/9PHHue5f4eQhcCdPnsy0+OjRo5YXD79VPj3Jl5FLlChRr169HPopOWTo0KGWm9VHjBgxYsSINGuycIJOTk6VK1eOiIj45Zdf0qu5du2a5YsDAAAA5Lj58/XllypRQgEBevLJfxyqU0crV6pdOw0erKlT9dRTSmeGER4GAR73pVUrnTyprN1o7Oysvx+InovUqlXLyckpLi4uPDz84sWLGV8T3rFjh+WFh2UiXw7w8vL64IMPJG3btq1x48Zp1syfP//s2bPOzs5z58419pJ7anPmzPH395fk7e29YMGC9MqydoI1a9aMiIiIjIwMDg5O88L+5s2bs+c0AAAAkLE//9SsWZL0+ed3p/dkAwfqzBnNmKHJk3XwoC27yye4Bx73ZdIk/fKLwsOz8r9jx9SundEncA9XV9cOf28nePbZZzPYSP/222/v379fkouLS9euXXOony5duri5uUl6//33IyMj7y04dOjQ5MmTFy5cGBkZmXvS+8aNGy2Pr6tcufLatWsdHR3Tq8zaCT733HOWF9OmTUu653EFd+7cySUPzwMAAMj7vv5a166pbVt17JhR2f/9n8qX148/pvu8aDwEAjzyr9mzZzs4OEjasWNH+/btt2/fflfB2bNnhw0b9uqrr1p++cYbbxTNsVv5ixQpYnkc2qVLl7y8vH766afUR8PCwrp162ZJsMOGDcvyT7l9+/ZD9pna8ePH+/fvn5iY6OzsvG7duozvL8jaCQ4YMOCJJ56QtHv37u7du6eehHf58uUOHTqEh4dn4xkBAAAgXZa/Lfftm0mZs7P+9S9J2rYtx1vKf9hCj/zLw8Pj008/HTJkSGJi4o4dO3bs2FGpUqWaNWtWrFjxypUrZ8+eDQ8PT0hIsBQPHTp04sSJOdrP4MGDlyxZsn///sjIyMaNG3fq1Klu3boJCQmHDx/evHmz5Ulp06ZNa/PgT95LfiL9Rx99VLhw4bi4uD59+jzklxFJSUndu3ePjo6W1L1794iIiIiIiDQrq1Wr5unpqSydoL29/bvvvtulS5fExMQNGzbUqFGjadOmderUOXHixO7du69du+bq6tqiRYvvvvvuYc4FAAAAmbNsoqxdO/PKRx9NqUe2IsAjXxs0aNDjjz8+derULVu2SIqMjLx3d/ejjz46e/bsXr165XQz9vb2gYGBzzzzTGBgYGxs7Pr169evX5981MnJady4cbMs9x09oLp16xYrVuz69etHjhyxbEpv27btQwb4xMTE06dPW177+/tbboNP07Bhw5YtW6asnmDHjh1XrVr14osv3rx5MyoqasOGDRs2bLAcKlWq1BdffLF161YCPAAAQI6zPI/pfsZiWWpyzV2feQlb6JHfNWzYMDAwcPv27S+88IKHh0epUqUcHByKFi1ao0aNvn37rly58ujRozZI7xbFihULCAjYtGnTgAEDqlWrVqhQobJly3p7e//73/8+depUlmfXFS9efMOGDc2aNXN1dXVycqpWrZqTk1O2N38/snaC/fr1O3Xq1NSpUy3fRBQuXNjd3X3y5MlHjhx5+umnbX8WAAAA+VHlypJ0/HjmlZaaKlVytp98ye7euVAwO09Pz5CQkO7du6e+vAkAAAAAWefnp+eek7e3du/OqOzmTVWrpqgonThh3UufMwYNGrRq1So/P7+BAwfm3E/JbbgCDwAAAADITI8eKlNGwcH68suMyt54Q1FRat48R9N7vkWABwAAAABkxtVVb74pSc8/r6CgtGs+/FDz58vRUfPm2bK1/IMADwAAAAC4DyNGaNgw3bypTp00erROnLCuJyZqzx517apx4yRpwQI1bmxgm3kYU+gBAAAAAPdn6VJVqqRZs7R4sRYvVqlSKlZMly7p5k1JKlZMy5apTx+ju8yzuAIPAAAAALg/dnaaMUNHj2r4cJUpo6gonTmjmzdVs6amTdPp06T3HMUVeAAAAADAg6hdW0uXaulSXb6s6GiVKSNXV6N7yhcI8AAAAACALClTRmXKGN1EPsIWegAAAAAATIAADwAAAACACRDgAQAAAAAwAQI8AAAAAAAmQIAHAAAAAMAEmEIPAIBJJCZq505t3qxz53T7tipUUMuW6tKFJ/cAAJBPEOABADCDoCCNH69jx/6x+PHHKllSr72mceNkz646AADyOAI8AAC53n//q0mTlJCg6tXVr5/q1pWzs06f1vr12r1bEydq1y6tWaOCBY1uFAAA5CACPAAAuZu/vyZMkJ2d3nxTL78sR8eUQxMnavNmDRqk9es1cqQ+/dS4LgEAQI5jux0AALnYtWsaNUpJSfrwQ7322j/Su0WnTtq+XS4uWr5cW7YY0SIAALARAjwAALnYRx/p6lW1a6fRo9OtqVtXM2dK0qxZNusLAADYHgEeAIBcbN06SRo/PpOyESNUqJD27NGlSzZoCgAAGIIADwBALmYZO9+yZSZlhQurcWMlJur4cRs0BQAADEGABwAgt7p9WzExcnZWkSKZF5cuLUlXr+Z0UwAAwCgEeAAAcitnZ7m46PZt3biRefHFi9LfMR4AAORFBHgAAHKxunUl6fvvMym7cUM//igHBz3+uA2aAgAAhiDAAwCQi/XuLUnvvZdJ2YIFio1Vq1YqVcoGTQEAAEMQ4AEAyMVefFHlyik4WG+9lW7Nvn3WB8i9/rrN+gIA5Gtxcdq5U6+/rmbN5OamkBCjG8ovHIxuAAAApM/FRZ98ou7dNW2arlzRzJn/GGiXlKT//U8jRuj2bY0dq+bNjWsUAJDXJSbq8GFt26Zt2xQcrL/+sq47OysuztDO8hECPAAAuVuXLvL11YgRmj9fq1fLx0f166tgQZ0+rXXr9NNPkjR4sObNM7pRAEBedOaMgoIUFKTt2xUVlbJevbratlXbtmrXTsWLG9df/kKABwAg1xsyRI8/rnHjtHevFi36x6GKFTV7tgYPNqgzAEBedOmSdu5UUJC2bFFERMq6m5u8vdW2rTp3VqVKhrWXjxHgAQAwg8aN9cMPCgnR5s2KiFBsrCpUUKtWat1aBQsa3RwAwPz++kt791ovtoeEKCnJul66tFq3VrNm8vaWp6ehLYIADwCAiTRsqIYNjW4CAJBXxMfryBFraN+1K+VW9sKF1bSpdYd8gwayZ/Z5bkGABwAAAIB8IzFRJ05ozx4FBSkwUDduWNcLFJCnpzW0N2/O9q7ciQAPAAAAAHkds+jyBAI8AAAAAORFybPoAgN17lzKevIsui5dVLGicf3hgRHgAQAAACCvuHlT+/alMYuuTBm1aqW2bdWsmR5/3NAWkXUEeAAAAAAws9Sz6Hbu1J071nVm0eU5BHgAAAAAMJvERIWGKihIwcHauVPR0dZ1Bwdm0eVhBHgAAAAAMInkWXTbtunq1ZT15Fl07durWDHj+kPOIsADAAAAQC528aJ27UpjFl316mrWTN7ezKLLPwjwAAAAAJDLZDqLrl07PfKIoS3CAAR4AAAAAMgFbt3SoUPas+fuWXRFisjLy7pDvmFD2dkZ2iWMRIAHAAAAAIMkJOjwYeuV9uBg3b5tXU89i65FCzk5GdolcgsCPAAAAADYVvIsuqAg/flnynryLLoOHVS0qHH9IZciwAMAAABAzvvjD+3eraAgBQTo119T1pND+9NPq1Qp4/qDCRDgAQAwTlKStm/X11/rp5907ZpKlFC9eurVS61aGd0ZACA7pDeLrmxZtWxpfepbtWpGdghTIcADAGCQo0c1fLj27fvH4q5dWrBALVpo6VLVrm1QZwCAh3DrlvbsUXCw9uxhFh2yFwE+DfHx8aGhoefPny9btqy7u3upzPaxhIeH37x5U1K9evVs0iAAwPyCgtSrl6KjVaGCRoxQy5YqWVJXruj777VkiXbtUpMm+vZbNW9udKMAgPvALDrYBAH+H5KSkhYtWjRjxoyrV69aVuzs7Hr16vX666/XrVs3vXcNGzZsx44dlrfbpk8AgLmdOiUfH0VHa/BgLV6swoVTDrVurSlTNHy4/P3Vs6cOHuQxvwCQe6U5i87eXo89Jm9vZtEh2xHgU1y5cmXAgAFbtmxJvZiUlLR27dqNGzeuXr26d+/eRvUGAMhTxo/X9evq10/Ll6exhdLVVZ9/rthYrV+vyZO1dq0RLQIA0pE8i27zZv32W8o6s+iQ8wjwKSZMmGBJ73Z2do0aNWrQoEFMTMyOHTsiIyNjY2P79u371Vdf9ezZ0+g2AQAmFxamgACVKKFFi9K9AdLeXh9/rG3b9PXX+uUX1apl2xYBAP8UHa39+61X2g8dSllPnkXXoYOqVjWuP+QXBHir4ODgVatWSXJzc1u5cmW7du0s63FxcfPmzXv11VcTExOHDx/u5eVVvnx5QzsFAJjct99K0jPPqESJjMrKlVOvXlq5Ut9+q0mTbNMaACBFTIx++MEa2kNDlZhoXXdxUZMmzKKDIQjwVr6+vpYXfn5+bdq0SV53cnKaOnWqi4vL2LFjo6KiRo0a9fXXXxvUIwAgT/jlF0ny8sq8smlTrVypn3/O6Y4AAFapZ9Ht3q3YWOu6g4MaNLCG9pYt5ehoaJfIvwjwVidPnpTUokWL1Ok92ZgxYwICAjZt2rRu3bodO3a04vG8AIAsu35dkooVy7zSUmOpBwDknORZdFu36to166K9vXWAfLNmatVKrq6GtghIBPhkp06dktSwYcP0ChYsWLBt27bY2NhJkyb9+OOPdmyVAQBkTdmykvT775lXWmrKlcvZfgAgf7pwQcHBCgrSpk2KjExZT55F16aNSpY0rj8gDfZGN5BbJCQkSHJ2dk6voHr16pMnT5YUEhLy2Wef2a4zAMj9fv1Ve/fqp59SnqCDDDRuLEmBgZlXBgSk1AMAHt6VK/ryS40bp0aNVKGC+vbV0qWKjFS5curTR0uWKCJC4eFaskR9+pDekQtxBd7Kzc0tOjr64MGDGdRMnTp15cqVkZGRkyZN6tixYzkuiQDI565e1Xvv6fPPde6cdcXeXk2baswY9enDUJ90deumMWO0caPCwlS3brpllnHHRYqoSxcbNgcAeQ6z6JCHcAXeysvLS9L27ds3b96cXk2RIkU++OADSVFRUUOGDImPj7ddfwCQ22zdKnd3vfWWzp1TuXLy8pKHhwoWVHCwnnlGbdsqKsroFnOrcuU0erQSE/XMM+n+U7p4Uf37KylJEydmMqweAHCvhAQdOqR33lG7dipZUu3a6Z13dOiQChZUs2Z6+WVt3aqrV7V1q15+WZ6epHeYBQHeqn///pKSkpJ69Oixdu3a9Mp69+7t4+MjKSAgYMiQIbdv37ZdiwCQe2zerM6dFRWldu20d68uXNAPPygsTJcvy9dXbm7avl0tWjB9LV0zZ6pBA508qaee0o4ddx/dulVPPqkzZ9SkiV591YD2AMCkzpzR0qXq21elS6tRI73yioKCFB8vT8+U0B4crLffVtu2TJKHGbGF3qp9+/Y9e/Zct25dXFycj49P3bp1mzdvXr169YkTJ95V6evre/LkyaNHj65evXr//v0jRoyI4ioTgHzl/Hn166f4eP3f/+ntt/9x1aJIEb3wgjp3VseOCgvTiy/K39+4RnOxIkW0aZN69ND+/WrdWg0bqkULlS+vCxf0/fcKC5Ok5s21dq0KFjS6VwCSpIsXtWSJNm7UqVOKjla5cmrcWH37ql8/FShgdHP52/nz2rNHQUH67rt/zAdNnkXXti1bmZBn2CUlJRndQ25x7do1Hx+fbdu2Ja84OzvfunXr3so///yzW7duwcHBd63nkn+Ynp6eISEh3bt3X79+vdG9AMiLRozQ0qXq0UNff53unsNff9UTTyg6Wj/8cF8PPM+fbt/WBx9o7ty7h/+VLq2pUzVmDFeHgNxi0SK98opu3kzj0GOP6fPPVa+ezXvK3y5f1o4dCgpScLCOH09ZL19ezZurbVt17KgqVYzrD7YwaNCgVatW+fn5DRw40OhebIcr8CmKFy8eEBCwfPnyDz/88OjRoxlUlihRYsuWLTNmzPD19f2TkcsA8pXYWP3vf7Kz09y5Gd0xWKWKxo7V7NlasYIAny5nZ73yiiZO1Pff69gxXbqkcuXk4aGWLYnuQC4yebLmzZOdnXr21EsvqUkTubjo/Hlt3qz33tPx42rWTJs2qUULoxvN65hFB3AFPj0///zzyZMnr1+/PmjQoAzKYmJi/P39Dx48eObMmfDw8F9++SV727h27VoWfoNat2595MgRrsADyBHBwWreXA0aKCQkk8ojR1S/vmrWVHb/2QgAtrN8uZ5/Xs7O8vOTj8/dR+PiNGKEVqxQ6dI6fFgVKxrRYp4WH68jR6yhffduxcZa1wsVUrNmatZM3t586ZlvcQUeKdzd3d3d3TMtK1y48NChQ4cOHZoTPYwbN+7DDz/M8tsvX76cjc0AgJXl9sL7+BNStWvLzk6RkUpK4noIAFO6cUMvvyxJy5alkd4lOTnpk090+bK++07Tp+vTT23cYJ515ow1tG/ZkjIPtUABeXpar7R7e8vZ2dAWAWMQ4HOv0qVLl8jSvI3o6Oj4+HgHB35zAeQAy6ymhITMKxMSlJQke3vSOwCz+uILXb6sFi2UwfU9e3stXKgtW7RqlebPV/HiNuwvbzlzRsHB2rNHGzfq/PmUdWbRAamQ8dIQHx8fGhp6/vz5smXLuru7lypVKuP68PDwmzdvSqqXrfNLpk+fPn369Cy80TLELmvhHwAyUbmypH9MDErPsWOSVLVqzvYDADln0yZJGjIkk7Jq1dSqlbZu1dat6tMn59vKQ5Jn0W3dqrNnU9aTZ9F16mT97w4ASQT4uyQlJS1atGjGjBlXr161rNjZ2fXq1ev111+vW7dueu8aNmzYjh07lGum0ANADvL0VKlSOn5coaFq0CCjytWrJal9e9v0BQDZLyJCkurXz7yyQYO7IyjS89df2rvXukM+JETJf392ddVTT1mvtHt6GtoikHsR4FNcuXJlwIABW7ZsSb2YlJS0du3ajRs3rl69unfv3kb1BgC5hYODnn9e776rCRMUFKT07tb56SctWaICBfTCC7btDwCyj2VkWsGCmVda7se+fTtn+zGv1LPodu1SXJx1vXBhNW1qDe0NGsje3tAuARMgwKeYMGGCJb3b2dk1atSoQYMGMTExO3bsiIyMjI2N7du371dffdWzZ0+j2wQAo73yilat0s6dev55+frKyenughMn1K2bYmM1cqQ8PIxoEQCyg5ubjh/X2bN67LFMKsPDJalCBRs0ZSbJs+gCA3XjhnUx9Sy65s3v6/sRAH8jwFsFBwevWrVKkpub28qVK9u1a2dZj4uLmzdv3quvvpqYmDh8+HAvL6/y5csb2ikAGK1kSa1bpzZt5Oenw4f1+uvq3FmFC0vSuXNasULvvaebN+XtrfffN7pXAHgIzZtr2zZ98426dMmo7PZtBQZa65Ec2rdvV1RUynryLLp27Rj1B2QZAd7K19fX8sLPz69NmzbJ605OTlOnTnVxcRk7dmxUVNSoUaO+/vprg3oEgFzjqae0Z498fPTTT+rTR46OKldOt2/ryhVrwXPP6eOPua4CwNyefVZvvqmVKzV5ckaPz5w/X1euqHFj1a5tw+Zyk0uXtHOn9alvlsEBFm5u8vZW27bq3FmVKhnWHpCHEOCtTp48KalFixap03uyMWPGBAQEbNq0ad26dTt27GjVqpWt+wOA3KZePR07Jl9frVql/fsVGSlJRYuqUyeNHaumTY3uDwAeWu3aev55LVumHj20fbvS3Ia5YYNmzJCdnd55x+b9GSq9WXSlS6t1azVrJm9vZtEB2Y4Ab3Xq1ClJDRs2TK9gwYIF27Zti42NnTRp0o8//mjHY40BwMlJo0Zp1CjduaOLF1WwoMqUMbonAMhW8+frwAEdOaLGjfXee/LxUYEC1kNXr+qddzRvnhIS9Prrat3a0EZtgll0gNEI8FYJCQmSnC0TRNNSvXr1yZMnz549OyQk5LPPPhs8eLANuwOA3M3Rkb2RAPImFxcFBalPH+3YoWefVenSevJJFS2q337TgQO6c0f29po9W1OnGt1ojklMVGiogoO1Zw+z6ADDEeCt3NzcoqOjDx48mEHN1KlTV65cGRkZOWnSpI4dO5YrV85m7QEAAMAYpUsrKEiffaZ339WJE9q0ybru6KiuXTVzpho0MLS/nMEsOiBXIsBbeXl5/fzzz9u3b9+8eXOnTp3SrClSpMgHH3zg4+MTFRU1ZMiQDRs2OKT3AGQAAADkGQUKaOhQDR2q06d16pSio1W+vOrXz2sJNnkWXWCgzp1LWU+eRdeliypWNK4/AAT4v/Xv33/lypVJSUk9evT4/PPPe/funWZZ7969fXx8vvrqq4CAgCFDhvj6+maw6x4AAAB5Ss2aqlnT6Cay1c2b2rcvjVl0ZcqoVSu1batmzfT444a2CCAFAd6qffv2PXv2XLduXVxcnI+PT926dZs3b169evWJEyfeVenr63vy5MmjR4+uXr16//79I0aMiEq9rQgAAADIzVLPotu5U3fuWNeZRQfkegT4FJ9++umNGze2bdsmKSwsLCwszNnZ+d4AX6xYsV27dnXr1i04OPj06dNTpkwxolkAAADgviUk6PBhBQUpOFg7dyo62rru4MAsOsBECPApihcvHhAQsHz58g8//PDo0aMZVJYoUWLLli0zZszw9fX9888/bdYhAAAA8ACSZ9Ft26arV1PWk2fRtW+vYsWM6w/AgyHA/4ODg8Pw4cOHDx/+888/nzx58vr16+lVFipUaO7cuW+88Ya/v//BgwfPnDkTHh5uy1YBAACANFy8qF270phFV726mjWTtzez6ADzIsCnzd3d3d3dPdOywoULDx06dOjQoTZoCQAAAEhbprPo2rXTI48Y2iKAbECABwAAAEzo1i0dOqQ9e+6eRVekiLy8rDvkGzaUnZ2hXQLITgR4AAAAwCSSZ9FZxtHdvm1dTz2LrkULOTkZ2iWAnEKABwAAAHK35Fl0QUFKPUE5eRZdhw4qWtS4/gDYCAEeAAAAyH3++EO7dysoSAEB+vXXlPXk0P700ypVyrj+ABiAAA8AAADkDunNoitbVi1bWp/6Vq2akR0CMBQBHgAAADDOrVvWQXTBwTpwgFl0ADJAgAcAAABsi1l0ALKEAA8AAADYRJqz6Ozt9dhj8vZmFh2ATBHgAQAAgByTPItu82b99lvKOrPoADw4AjwAAACQraKjtX+/9Ur7oUMp68mz6Dp0UNWqxvUHwKwI8AAAAMBDi4nRDz9YQ3toqBITresuLmrShFl0ALIFAR4AAAC5w5Yt+vJLHTyoy5dVvLhq1VL37urXT87ORneWjtSz6HbvVmysdd3BQQ0aWEN7y5ZydDS0SwB5BwEeAAAARjt9WkOGaM+elJXz53X8uL75RjNm6KOP1KWLcc3dI3kW3datunbNuvj/7N15XI3p/wbwq9KuSYSSNWPf01AqxSmT7Lth/DBEBknWsWUbYx3bYBCDGGPfUkgolTWRSJbshEppoVTn98c5c075pprTqafler/mj7rPfc7z6TVaPue57+tWVZUGyFtZwc4OenqClkhEZRMbeCIiIiIS1LVrcHREfDyMjDBxIrp0QY0aSEhASAj+/BOhoejZE+vX4+efhSzy9WsEBeHsWfj44MUL+bgsi04kQuXKwtVHROUCG3giIiIiEk5MDHr1Qnw8+vTBrl2oWFE6XqMGmjbFqFFYsQK//AJXVzRoAAeHYq0tNhbnzyMoCMHBObLoqldHx47MoiOi4scGnoiIiIiEM28eXr+GSIT9+1Hhf/40VVHB9On4/Blz5mD8eNy5U+T7yZlFR0QlGBt4IiIiIhLI+/fYsQPq6ti8OZfuXWbmTPz9N+7exYkT6NtX+WV8LYtOWxtmZrC2ZhYdEZUQbOCJiIiISCCnT+PzZ3Tpgvr185qmACTwugAAIABJREFUpoaffsLUqfD2VmYDL8uiO3MGiYnya0my6OztYW1dcgPwiahcYgNPRERERAJ59AgAvvsu/5nt2gHAw4eFveKrVwgOxtmzOHkSL1/Kx2VZdPb2MDAo7FWIiIoGG3giIiIiEkhyMgB5cF0eJHMk8/+rd+9w4YL0Znt0tHzcyAg2NrC3h6MjatdW5JWJiIoXG3giIiIiEkj16gDw/Hn+M589AwAjo4K+MrPoiKgsYgNPRERERAKxtAQAX19kZUFVNa+ZJ0/K539NRgZu3co9i87KCvb2sLJC+/bMoiOi0osNPBEREREJ5LvvYGqK6Gh4eWH48K9Oi47Grl1QVcXAgbk/yiw6IioflNnAp6amvnnzJiMjw9jYuGJB9jIRERERUXmmqopFizB0KCZORIsWMDPLZc779+jXD2lpGDkSjRpJB6OjERSE4GB4e+PVK/lkZtERUZlWqAb++fPn/v7+/v7+165di4mJSZS95Qno6OgYGxu3bt1aJBLZ29s3aNCg0KUSERFRkcnKQmIi9PTyOoubqCgMGYLTp7FrFzp2xIoVcHbO8Y/w3DmMG4f799G4MWbPxoEDOHsWfn54/Fg+R5ZF17UratUq/q+AiKjYKPJLOj4+fuvWrX/99VdUVNTX5qSmpj569OjRo0eHDh0CUKtWrWHDhv38888mJiaKF0tERETKlZCAP/7AoUO4fRuZmVBVRaNG6NMHrq7SdDGiYrB1K9TVsW0bfv4ZHh4QiWBigvfvERKCe/cAwMgI6upo0ABisfQpenpo3156p71tWwFrJyIqTv+tgb979+7atWu9vLw+fvwoG2zYsGHz5s0NDQ2rVKlSpUoVNTW1uLi4uLi42NjYqKioiIiIrKys58+fL1myZPny5f3793dzc2vfvr2yvxAiIiL6j44cgbMz4uIAQFUVBgZISkJkJCIjsW4dVq/G6NFCl0jlg4YGPD3RowfmzsXt2/jnH/lDKioQixETg5gY6OigQwdp096mTT6hd0REZVFBG/iUlBQPD481a9ZkZmYCaNSo0YABAzp06NC+ffvKlSvn8cTk5ORr165dunTp8OHDoaGh//zzzz///DN8+PBVq1ZVqVJFCV8BERERKWDrVowdC7EYDg6YOhWdOkFdHZmZCA7G2rU4fBjOznj9GnPnCl0olRstWmDCBBw5goAAyO4VqaqidWtp025jA01NQUskIhJYgRp4X1/fcePGPX36tEqVKj/88MOwYcPatWtXwAtUrFixU6dOnTp1mjVr1t27d728vHbv3r1z586TJ0+uXr36xx9/LETxREREZcfjx9DURI0axXKxS5cwfjwArFoFd3f5uJoaOnZEx47YvRsjR8LDA61bo0ePYqmJyiVZgPy5c9LFIBKyLDoHB1SqJFx9REQlS4EaeCcnJ319/cWLF7u5uenq6ip8saZNm/72228LFy709PRctGjRsGHDbGxs6tSpo/ALEhERlQ0vXqBVK+jpITIS33xT9Ndzd8fnz5g+PUf3nt2PPyI2FpMnw90djo48N5uU6e1bBARIT3178kQ+bmwMa2vY28PJCTVrClYeEVEJVqAGfsaMGTNmzDBQ0lEc6urq48aNGzFixLp16zS5DoqIiAiYMQNJSUhKwq+/YtmyIr5YWBguX4aRETw88po2cSK2bEFkJPz84ORUxDVRWZeSgkuXpDfbb9yQZ9EZGqJTJ1hZwdqaWXRERPkqUAO/dOlSpV9YW1t7xowZSn9ZIiKiUickBHv3QksL6elYuxbOzvj226K83unTANC3L3R08pqmpoYhQzB3Lk6fZgNPisjIwK1b0qY9MBDp6dJxZtERESmKZ70SEREJKSsLbm4QizFjBp4/x/btmDIFx44V5SWfPQOA5s3zn9miBYAci5yJ8paVhbAwBAUhOBinT+PDB+m4mhratmUWHRFRIbGBJyIiEtKOHbh2DTVrYto0pKTg0CEcP47Tp/H990V2yc+fARRoW7uGhnw+UR7yzaLr0gX6+sLVR0RURijYwG/btq2AM7W1tXV0dKpUqdKwYcPq1asrdjkiIqIyKSkJc+YAwPLl0NWFri5++QUzZ2LyZNy6VWTJcZKk+4cP8595/z4AxolR7t68QWAgzp7F6dN4+lQ+Lsui69YNJibC1UdEVAYp2MCPHj1agWfVrl170KBB06dPNzQ0VOy6REREZcnixXj9GpaWGDxYOjJ5MrZvR2Qk/vwTEycWzVXt7LBwIY4exZIl+Ww/PnRIOp9IIjkZly/nkkVXtSrs7KQ3201NBS2RiKgsK9Yl9M+ePVuxYsX27dsPHTpka2tbnJcmIiIqaR49wtq1UFXFmjVQUZEOamhg+XL07g0PD/zwA4rkHW8bG5iaIioK27bB2fmr006cwMWLqFIF3bsXQRFUemTPogsIkG+pYBYdEVGxU7CBj42Nff78edeuXWNiYgA0btxYJBLVqlXLyMjo3bt3z549u3Dhwu3btwEMHTq0S5cuiYmJDx48OHjw4OvXr+Pi4nr16nXnzh0TrqoiIqJyzN0daWn46Se0a5djvFcvfP89Tp/G/Pn4448iuHCFCvjtNwwaBFdX1KsHe/tc5oSGYvhwAJg3r1gOpqcSJjMTN2/i7FkEBSEgAElJ0vEKFZhFR0QkIAUbeD09veHDh8fExFStWvWvv/5ycnJSkd07+NepU6dGjBixd+/eDh06TJw4EcCqVau2b9/u4uKSmJi4ZMmSDRs2FLZ8IiKi0snfH8ePQ08Pixfn8ujq1WjVCn/+ibFjpUnwSjZwIIKCsH49unbFlClwd0e1atKHEhKwcSN+/RWpqejfv8jW8VOJJMui8/dHfLx8nFl0REQlg4IN/MaNG8PDwzU1NY8dO2ZpaZnrHEdHx2PHjtna2rq6urZq1crKykpdXX3s2LGRkZFr1649fPgwG3giIiqfMjIweTIAzJkDY+NcJjRpgrFj8ccfcHODv3/RFLF2LfT1sWQJli3DypVo0QLVqiE+HrduSddIu7hg3Tr8zxv0VNZ8LYvO1BRWVrC2Rvfu0uBDIiISmoK7lfbs2QPA2tr6a927RPv27W1tbTMzM5ctWyYbHDx4MICYmJin2X9JEBERlRsbN+L2bdSvj0mTvjpn4UIYGuLcORw9WjRFqKhg0SJcv47evaGujps3ceYMrl8HgO+/R2AgNm0qshx8ElpyMs6excyZMDeHsTEGDsSWLXj6FFWrYsAAbN6M6Gg8eoRduzBmDLt3IqKSQ8E78Pfv3wfQtm3bfGeam5ufOXPmypUrspHGjRtLPnj79m2dOnUUK4CIiKiUev8eCxcCwO+/57WD2MAAHh6YOBFTpsDREVpaRVNNmzY4cgQpKYiKQmwsKlVCo0ZcI102ffyI0FAEB3+ZRaerC0tL6Qp5MzOuuSAiKskUbODFYjGA169f5ztTMic5OfmL5wLQ0dFR7OpERESl19y5iItD587o2TOfmePGYcsW3L6NtWsxY0ZR1qSrCzOzorwACUSWRSeJo/v0STqePYuuY0doaAhaJRERFZSCDXzDhg1DQ0MDAgLS0tI0v377ID09PSAgQDJfNhgREQFARUXFlMeEEhFROXP3LjZvhpoa1qzJf7JkmkiEX3/F//1f7rvliXIhy6I7exbv38vHZVl033/PwwWIiEojBRv4wYMHh4aGPnv2bPjw4Xv37v3fCHoAYrF41KhR0dHRAH744QfJYHp6+qJFiwA0btxYW1tb0bKJiIhKpcmTkZGBiRMLmi3fuTN69cKxY5g9G9u3F3FxVKrFxODiRZw9i1On8OyZfFzWtHfujCpVhKuPiIiUQMEGfvz48Vu2bHnw4MG+ffvCw8Pd3d27dOlSo0aNChUqZGRkvH792t/ff9WqVZKb7Y0aNXJ1dQWwZcuWDRs2hIeHA5g1a5YSvwwiIqKS7+hRnDkDANrayJbumo/q1QFg5078/DPMzYuqNiqVkpJw5Yr0TvuNG/h3lyKqVYOtrfTUt7p1hayQiIiUSsEGXltb++TJkyKR6Pnz55GRkc7OzgBUVVUrV678/v37zMxM2cy6deueOnVKS0sLwKZNmyTdu4ODw5AhQ5RRPxERUamxY4f0g+XL//Nzs7KwcycbeAI+fpQG0QUF4coVZGRIx5lFR0RUDijYwANo0KDB7du3V61atWbNmqSkJABZWVmxsbHZ5/Tt23fr1q2VK1eWjejq6jo7O69YsUJVVcET7IiIiEopDw/8exLLf6aqip9+Umo1VIowi46IiAAUpoEHoK+vv3DhQldX171790ZFRT148CA6OlpDQ8PIyMjS0nLgwIEtW7bMPv+vv/5q2rSpBn+7EBFRudSmDdq0EboIKkVyzaJTVUXbtrCygrU1s+iIiMqbQjXwEoaGhhMnTizIzNatWxf+ckRERERlliyLztcXz5/Lx5lFR0RESmngiYiIiEhx2bPoQkPl49Wro2NH6alvdeoIVx8REZUUbOCJiIiIil1qKkJCpE17WBiysqTjFSvCwoJZdERElKtCNfBpaWmRkZFRUVGfZGEqXzd8+PDCXIuIiIiodMueRXfxItLSpOMVKqBNG2nTbmsLdXVBqyQiopJL8Qbe29vbxcXl5cuXBZzPBp6IiIjKI1kWnZ8fEhKkg2pq0gB5KyvY2UFPT9ASiYiodFCwgY+IiOjTp0+G7OhRIiIiIpJ5/RpBQTh7Fj4+ePFCPi7LohOJkO2cXSIiooJQsIGfP3++pHuvXr26i4tL48aNtbW1lVoYERERUakSG4vz5xEUhOBgZtEREVFRULCBv3XrFgAjI6Pbt28bGhoqtSQiIiKiUoJZdEREVIwUbOCfP38OYOzYsWW+e09JSYmPj09JSUlOTtbU1NTT06tSpYoeN6oRERGVW1/LotPWhpkZrK2ZRUdEREVEwQZeX1//7du3JiYmyq2mhHjz5s2hQ4d8fHzu3Lnz9OlTsVj8xQQTE5MWLVo4OTn16dOnZs2aghRJRERExUqWRXfmDBITpYOyLDp7e1hbQ0tL0BKJiKiMU7CBb9eunbe3t2QhfVmSkJAwf/78DRs25J3P9/Lly5cvX546dWrKlCk//fTT4sWLy/xKBCIiEsDnz9izB4cOISwMcXEwMECTJujTByNHQldX6OLKh1evEByMs2dx8iSyn7wjy6Kzt4eBgXD1ERFR+aJgAz9+/Hhvb28vLy93d3dTU1Pl1iSUx48f29vbR0dHy0a0tbVr165tbGyso6OjqamZnp6empoaExPz7NmzlJQUAJ8/f968ebOfn5+Pj0+jRo2Eq52IiMqc4GCMGIGHD+Ujr1/j9WucO4clS7BpE3r1Eq64Mu3dO1y4IL3Znu2vAhgZwcYG9vZwdETt2sLVR0RE5ZeCDbyjo+P48eM3bNjg6Ojo6enZsWNH5ZZV/NLT03v06CHp3o2NjceMGdOrV6+WLVuqqan972SxWBwZGenr67tly5b79+9HR0f36dMnNDSUUfxERKQcx45h0CCkpaFZM0yZApEI1aohPh4XL2LdOoSEoG9f/PEHxo0TutCygll0RERUGijYwANYv379vXv3/P39bW1tGzZs2Lx5cx0dnTzme3l5KXytYuDp6Xnnzh0A3bt33717t76+fh6TVVRUmjZt2rRp04kTJ7q7u2/YsCEyMnLr1q2urq7FVS8REZVdd+9i6FCkpWHyZKxYAdlbyTVqYNAgDBqEVaswbRpcXdGkCezshCy1VMvIwK1buWfRWVnB3h5WVmjfnll0RERUcijewLu7u/v7+0s+vn///v379/OeX8Ib+L179wIwNjbev39/wW+ka2horF+//saNG5cuXfrnn3/YwBMRkRJMnYqUFIwYgd9/z33ClClISsKCBZg4ETdvIrfFYvRVzKIjIqJSS8EGfvfu3WvWrFFuKcKKjIwE0KtXr/+6DF5FRWXw4MGXLl168OBB0ZRGRETlyYMH8PWFvj5Wrcpr2qxZ8PJCRATOnYODQ3EVV2pFRyMoCMHB8PbGq1fycWbRERFRqaJgA79p0ybJB7169Zo+fXrDhg1L+/bv1NRUAIod8F6pUiUAklg7IiKiQvHxAYBevVC5cl7TNDQwbBgWLICPDxv43Mmy6Pz88PixfFyWRde1K2rVEq4+IiKi/0zBBv7u3bsAOnTocOTIEZUyEehSu3btqKioa9euKfBcybN4IDwRESmBpNU0M8t/pmRO9ph0SknBpUvSFfI3bkAslo7r6aF9e+md9rZtBS2RiIhIcYo08Onp6QkJCQD69+9fNrp3AE5OTlFRURcuXNi/f//AgQML/sTr169v374dgEgkKrLqiIio3Pj4EQAKsq5NMic1tWjrKfmyZ9EFBiI9XTquo4MOHaRNe5s2UFUVtEoiIiIlUKSBT/w38UW9DOWyTpgw4c8///z48ePQoUOvX78+efJkY2PjvJ+SkJCwZcuWhQsXpqamqqurj+NZPkREVHhGRgDw5En+MyX36mvUKNJySi5ZFt3p0/jwQTqYPYvOxgaamoKWSEREpGSKNPBVq1Y1MTF5+fLlxYsXJ0yYoPSaBGFqarp27dqxY8dmZGSsWLFi9erV7dq1a9++vampaY0aNXR0dDQ1NT9//pyamhoTE/PkyZNr166FhIR8+vRJ8vSlS5e2bNlS2C+BiIjKAmtrADhxAr/+ms+p48ePy+eXE7Km/dw5xMXJx2VZdA4OqFRJuPqIiIiKloJ74H/55ZcJEyYcOHDA2dnZ3t5euTUJxdnZWVdX19XVNS4uLiMjIyQkJCQkJN9n6enprV+/fvjw4cVQIRERlX12djAxQUQE9u3D4MFfnRYSAh8f6Oqid+9iLE4Ib98iIEB66lv2hQnGxrC2hr09nJzAGBoiIiofFGzgx48f//DhwzVr1vTs2XPhwoXDhg2rXr26cisTxJAhQ7p27frHH3/8888/kqC+PDRu3HjAgAGTJk2qUqVK8ZRHRERln7o6Fi7EqFEYOxYNG+aeZvf4MQYNgliMKVNQtWqxl1j0vpZFZ2iITp1gZQVra2bRERFROaRgA9+jRw8A33zzzYcPH6ZNmzZt2jQDAwM1NbU8nvLu3TvFrlXMDAwM5s6dO3fu3GfPnkVERNy9ezcuLi45OTk1NVVLS6tixYpVq1Zt3LhxixYt6tSpI3SxRERUFo0ciXPnsGcPOnbE4sUYN06+lzszE7t3Y+pUxMbCzg5z5ghaqFIxi46IiCg/Cjbw3t7eX4y8f/++0MWULLVr165du7aTk5NQBaxdu3bdunUKPPHly5fIljVIRESljIoKtm+Hjg62bsXkyZg3D9bWMDbGu3cICZHu/e7RA3v2oLSnyWZlISwMQUEIDmYWHRERUb4UbOCty1VkjkBu374dXYjTfWUBe0REVPpoaGDLFvTtiwULcOUKfH3lDzVvjlmzMHhwPhF3JVm+WXRdukBfX7j6iIiISigFG/iLFy8qt44SJSMjIyws7NWrV9WqVWvYsGG+W9wfPXqUnJwMoFWrVkosY8uWLbNnzxbLNv4VWM+ePe/cuVM2UgmIiMo1R0c4OuL5c9y6hbdvYWiIxo3RsKHQZSnkzRsEBkpPfXv6VD4uy6Lr1g0mJsLVR0REVAoo2MCXVWKxeMOGDR4eHvHx8ZIRFRWVvn37zps3L49T4kaPHn3hwgXJ05VYjKqqar169RR4oiaXGhIRlSW1aqFWLaGLUEhyMi5fziWLrmpV2NlJb7abmgpaIhERFUpmJmJjwVuHxYYNvFxsbOzQoUPPnDmTfVAsFh86dMjb23vPnj39+vUTqjYiIqLSIXsWXUAAPn+WjjOLjoioDBGLsW0bfHxw4QISEuDnB5FI6JrKhwI18O/evataBKfUJCUlqaura2lpKf2VFTN58mRJ966iomJubt6mTZvU1NQLFy68ePEiLS1t4MCBBw8e7NOnj9BlEhERlTCZmbh5E2fPIigIAQFISpKOV6jALDoiojLp8mU4O0s/btgQNWsKWk15UqAG3tTU1N3dfcqUKd98841Srvrp06dNmzYtWbLk+vXrJeQwtqCgoN27dwMwNjbeuXOng4ODZDw9PX3VqlWzZ8/Oyspydna2tLQ0MjIStFIiIqKSQZZF5++Pf7eeAcyiIyIqOxIScOECTEzw3Xc5xs3NsWQJqlWDSIS6dYWprXwqUAPfunXrhQsXbtiwYdq0acOHDy9MB/v+/fu///576dKlL168aNasWaVKlRR+KeXy9PSUfODl5SXKtv5DQ0Pjl19+qVixoqura1xc3M8//3z48GGBaiSiUiUrC/7+OH4c0dFITES1arCwQP/+3PFLpZssi+7UKTx7Jh83NYWVFayt0b07atQQrj6BfPqE8HDExKBiRdSrB4UibIiye/sW+vpctkLC+PQJwcHw94e/P0JDkZmJ6tURE5Njjro6fvlFoPrKtwI18IGBgZs3b545c+bMmTNnz57dpUuXYcOG9erVS0dHp4CXSU9P9/X19fLyOnHiRHp6uqam5qJFi2bMmKFeYg6wvXfvHoCOHTuKctu9MXHixFOnTvn4+Bw5cuTChQt2dnbFXR8RlS7BwRg/Hrdu5Rg8cgSzZ2PkSKxcCSUtaCIqDvlm0Tk4lN+W9dEjLFyIw4eRnCwfbNYMbm4YMQIVGDZEiggNhaUlbG3h5yd0KVSevHyJXbvg74/gYMgOpNbQgJUVRo0StDLKpkC/V1RUVFxcXHr27Dl9+vR9+/b5+vr6+vqqq6u3bt3awsLCwsKiWbNmhoaGVapUkWxoT0tLi4+Pj4uLu3fv3uXLly9fvhwaGio5llxFRaVbt26///57wxJ2Ck5UVBQAMzOzr01Yv369v79/WlralClTrl+/rlJ6T98loqK2ezdGjUJ6OurWxYgR+O476Ovj+XP4+GDfPmzdiuBgnDnDE7OoRPv4EaGhCA7+MotOVxeWltIV8mZmpfgseqXYsQMuLkhLg4oKWrVCnTpITsatW7hzB87O2L4dhw+DO+/oPxKLMWkSPn/G2bM4eBD9+wtdEJUbEybg6FEAUFVFmzYQiSASwcYGurpCV0bZ/Ic3hmvUqLF79+6lS5du3Lhxy5YtcXFx165du3bt2vr162VzdHR0VFRUUlJS/vfpFStWHDFixMSJE0ta6y6RmZkJII9EPVNT06lTp/766683btzYtWvX8OHDi7E6Iio9LlzATz/h82dMm4bFi6GhIX9o8GDMnYv+/REejt69cfEiSkyKJxGQLYtOEkcnu/+SPYuuY8cc/6rLs61bMWYMAIwcCQ8PyDJ9MjJw5AimT8elS7C1xZUrKDEbBqlU2LsXwcFQV5f+Junenb8rSMlevMDNm+jS5csf5xMnok4dWFmhUycYGgpUHOVLrJDU1NR9+/aNHj0634PKa9So8eOPP+7YsSMhIUGxaxUPydsKIpEojznJyck1a9YEUKVKlZiYGNm4bEV90ZdZIJJ1BL169RK6EKLyJz1d3LChGBDPnv3VOfHx4gYNxIB46dJirIzo6x49Em/eLB4wQGxgIAbk/5maiseMEe/fL05MFLrEkuf2bbGGhhgQb9qU+4R378RmZmJAPGBA8VZGpVtqqrh2bTEg3rpV3KqVGBAvXix0TVQmxMWJDx0S//yzuFEj6c/4deuErqnQfvzxRwBeXl5CF1KsFNyapa2tPXDgwIEDBwKIjo6+fv3669ev37x5ExMTk5mZafSv1q1bN2nSRLFLFDNLS8v79++fO3fO19e3a9euuc7R1dVds2ZN//794+LiRowYceLEiQrc20ZE2R0+jPv30bQpFiz46hwDA2zZgk6dsGIFpkzhFlkSRkwMLl7MPYtOcqe9c2dUqSJcfSXenDlIT8fPP8PFJfcJhoY4ehRNm+LgQVy9inbtirc+Kq1++w3PnsHMDD/9hG+/RadOWLIEw4ahdm2hK6PSKSgI3t7w90dYGDIzpYPffINOneDkJGhlpCgl/OFoampqWvpDlYcMGbJz506xWNy7d++///67X79+uU7r169f//79Dx48eOrUqREjRnh6epacc+yJSHiSrWPjxkFNLa9pdnZo3hwREQgKAkMxqdgkJeHKlVyy6KpVg62t9NQ3ngVUEPHxOHkSmpp5vVUHoFYtjB+PZcvg5cUGngri+XOsWgUVFaxZA1VV2NmhXz8cOoQ5c7Brl9DFUSkUFYWOHaU/7DU1YWMj3db+3Xe8fVCK8X+dVJcuXfr06XPkyJH09PT+/fu3bNnSxsbG1NTU3d39i5menp737t2LiIjYs2fPlStXxo4dGxcXJ0jNRFTi3LsHAFZW+c+0tkZEBCIj2cBT0fr4URpEFxSEK1eQkSEdZxZdYQQHIyMDdnb5bxLt0wfLliEgoFjKolJv6lSkpmLIENjYSEd+/x2+vti9G2PGwNpa0OKoZLtzBzo6X54HUqcOxo7FN99AJIK1NQp8gBiVaGzg5bZv3/7hwwd/f38A4eHh4eHhWlpa/9vA6+vrBwYG9uzZMygo6OHDh9OmTROiWCIqkRISAMDAIP+ZlSsDwPv3RVsPlU/Moitqr18DQEGWH377LQC8elW09VCZEByMAwegrY0lS+SDtWtj8mT8+ivc3HD1KlRVhauPSp5nz6RHtfv7IyYGBgaIi8vxfqyWFjZtEq4+Khps4OUqVap06tSpv/76a926dREREXnMNDAwOHPmjIeHh6en53v+/U1EMlWr4skTxMTkvw5Z8gd9tWpFXxOVG9HR0qb97Fn5e0OqqmjbFlZWsLbG99/jm28ELbGskLz3kZ6e/8y0NPl8oq/LyoKbG8RizJwpP9BAYtYs7NqF0FDs3o3/+z+B6qMS4+NHnDwpbdofPJCPGxtjxAiupioX2MDnUKFCBWdnZ2dn5/v379+7dy8xMfFrM7W1tZcvXz5//vx9+/Zdu3YtOjr60aNHxVkqEZVEZma4dg1+frCwyGtaVhb8/aXziQpDlkXn64vnz+XjzKIrUpIGKzw8/5m0mHXVAAAgAElEQVS3bgH4clUr0f/Ytg3Xr6NWLUyd+uVDOjpYvBjDh2P6dPTuzXfhyrtJk7B1q/RjfX3Y2Um3tTdtKmhZVIzYwOeuYcOGBTmvXkdHZ+TIkSNHjiyGkoioFOjfH5s3Y8MGuLlBT++r0/bswfPnqF8fbdoUY3FUVsTFISREurM9NFQ+Xr06OnaEvT2+//7LW3ikXFZW0NdHWBjCw9GyZV4zd+4EgK+cbkMkkZSEefMAYOXK3HcpDxuGLVsQHIxly/Drr8VcHQkjIwP376NJky9vqjs54dUrdOgAkQjm5vlk5lKZxAaeiEh57O1hY4OLFzFiBPbvz/336r17mDQJABYs4Fo3KqjUVISESJfHh4UhK0s6XrEiLCyYRVfcNDQwahR+/x0TJ+LsWair5z7N3x/790NbGyNGFGt5VNosWICYGHTogAEDcp+gooK1a9GuHVauxMiR0mgFKnvEYkRESJfHBwQgKQm//47Jk3PM6d0bvXsLVB+VDGzgiYiUats2WFjg8GE4OWHz5i83wx8+jDFj8P49BgzAkCHCVEilRfYsuosXpbupAVSogDZtpE27re1Xu0cqUrNnY98+BAbixx+xYwe0tb+cEBiIgQMhFmP2bNSsKUSJVDo8fIg//oCqKtauzestuLZtMXQovLwwcyYOHizG+qjovXyJU6fg749z5/DmjXy8SRO0by9cWVRSsYEnIlKqBg3g44PevXHmDBo3xvffo317fPMNnj2Dry8kAZl9+mDHDt4spdzJsuj8/KTnGgBQU5MGyFtZwc4urw0aVDwqV8bRo7C3x/79CA3FzJno0QPVq+PzZ9y4AU9P7NiBjAwMGoRZs4SulUo0NzekpcHZGebm+cxcvhzHjuHQIfj5wcGhWIqjovfmDRo0wMeP0k9NTKR72kUimJgIWhmVVGzgiYiUrX17hIZi9mx4eeH4cRw/Ln/I2BgeHhgzht075fD6NYKCcPYsfHzw4oV8XJZFJxJJjx6kksPcHJcuYfBghIfD2RkAtLXx6RPEYgDQ0MDcuZg/n9/slIezZ3HyJPT0sHBh/pONjDB9OubMweTJuHkTFfhXfGmTkoLMzC9jCCWHtKurS5v2xo0FKo5KD37rExEVgRo18NdfWLYM3t549AiJiTAygoUFFzyTXGwszp9HUBCCg5lFV1o1aYKwMOzdi7//RnAwEhNRoQLq1kWPHhg/HvXrC10flWgZGXBzAwAPDxgZFegpU6dixw7cuQNPT7i4FGl1pBwZGbhyRbqt/fJlVKqE589znCyprY0TJ4Srj0ohNvBEREWmWjX89JPQRVBJwiy6skdVFUOHYuhQAEhNhZYWVFWFrolKkocP8fo11NRQty5q1Mj+yIYNuHMHmprQ1MSWLQV9PTMzPHyIuXMxaBAMDJRfLylFeLg8iy45WTqopobvvuPb+FRYym/gMzMzd+7cefXqVQMDA2tra0dHRzWeb0BEROXW17LotLVhZgZra2bRlR25ngBG5VNiIlasgJcXnj2TD7ZogbFjMWaM5Pt9wwYASEvDxIn/+eVjY7F/P8aOVVa5pEwLFmD+fPmnTZpIl8fb2aFSJcGqojKjUA28t7f3n3/+ee/evYcPH0pG0tPTRSJRUFCQbE7Xrl337dunx7gdIiIqV2RZdGfOIDFROijLorO3h7U1tLQELZGIikZQEPr3l+aJm5jA1BSZmYiMxO3bmDABW7bg6FHUq7dwIc6fV/AKGhro0UOJFZOCPn7M5QyK+vXRuDHat5f27TkXXhAVluIN/MKFC+fPny8WiytWrCgbXL58efbuHYCvr++gQYN8fHwUr5GIiKhUePUKwcHSWKqXL+Xjsiw6e3uueSVSQGQkxo7FjBno1k3oUvIVFAR7e6Slwc4OS5bA0lI6npEBb2/MnInwcFhZ4erVwYNrDh4saKmkkORkBAZKV8iHh2PdOkyYkGPCjz/ixx8FKo7KAQUb+MjIyAULFojFYgBVqlSRDGZlZa1btw5AzZo1d+zYoa2tPXPmzIsXL/r6+l6/ft0838MxiIiISp1373DhgvRme3S0fNzICDY2sLeHoyNq1xauPqKyYPx4XLyIR48QFYVsd45KnoQE9OuHtDSMG4f165F9G2mFCujdGyIRevfGuXMYPBgXLzLworRIT5dn0V25gs+fpeM6OqhaVdDKqPxRsIFfuXJlVlYWgK1bt44ePVoyGBIS8u7dOwDLly8XiUQATpw4UbNmzeTk5E2bNm3btk1JNRMREQnqa1l0enpo355ZdETKdfCgdKn5q1dYuhSLFwtdUB6WL8fbt7Cz+7J7l9HTw8GDaNECwcE4fBj9+hV7ifSfpaSgcWP5EZ8VKsDCQro8vkMHaGoKWhyVPwo28OHh4QBsbW1l3TsAPz8/AJqamj179pSM6Ovr9+jRY+/evVFRUYUulYiISDgZGbh1K/csOisr2NvDygoWFjyamUi5Pn3C9OkAMGoUtm/HqlUYNQr16gldVq7EYnh5AcBvv+XevUsYGGDWLIwfj5072cCXCmpqMDSEvr48i+6Ls9yJipOCf2dER0cDaNeuXfbBy5cvAzA3N9fV1ZUN1q9fXzafiIiolGEWHVHBhYfjwAHcuIE3b6Cnh8aN0aMHHB0Lc7TeypV4/BjNmuHPP5GeDi8vTJuGgweVWLTyPHiAFy9QsyYsLPKZ2b8/xo9XPMKOlO3NG5w7J10hr6aG8PAcZ0poaSEsTLjiiHJSsIHPyMgAoJ0tdTErK+vKlSsAOnTokH2mZKV9ouyPHiIiohJO0rQHBcHfH69eyceZRUf0NW/eYMIEHDoEsVg+eOEC/vwTLVti0ybk/PuwgF6+xLJlALB6NSpUwG+/4cgRHDoEPz84OCipciWS/Lj49tv8Z1arhkqVkJCAhAQeLCaUpCQEBEib9ogI+b/cb7/l/icq0RRs4OvXrx8WFvbkyRPZyLVr1yRdeseOHbPPfPDgAYBatWopXiMREVFRk2XR+fnh8WP5uCyLrmtX8HcZUa6iotClC549g64uRo5Ely6oUQMfPiAkBNu2ITwcnTtjxw7898j1mTORnIz+/aXtuokJZs7EnDmYPBk3b5a8DSuSgjIyCjRZMq3EfQ3lxa5dGD06RxadjY10hXzr1oVZMkJU5BT8qdGwYcOwsLBjx44lJibq6+sD2L59OwAtLa3OnTvLpsXGxp4+fRpAnTp1lFEtERGR8qSk4NIl6Qr5Gzfk91+yZ9G1bStoiUQlXkICevTAs2ewscG+fTA2lj/UqROmTcOsWVi1CiNGoE4d+ZlqBXD5MvbsgaYmfvtNPjh1KnbswJ078PSEi4vyvgqlkJw3ce8eMjPz2gMPIDoaycmoUqVkR+qXZZ8+QUUFHTpIm3ZLS2hoCF0TUcEo2MC7uLjs27cvMTFRJBK5uro+fPjQ09MTQOfOnXX+3TLy+PHjiRMnfvjwAYBDSVznRERE5U/2LLrAQKSnS8d1dNChg7Rpb9OG91+ICurXX/HgAczNcfo0sm2ulNLQwMqVALBqFVxcEBZWwG8usRhubhCLMXVqjjXpkn5+wADMno0BA/DvWcYlQ+3aaNIEkZE4dSqfA+t37wYAR8fiqat8evAA587h7FlcuoQFCzBqVI5Hx4zBmDECVUZUOAo28HZ2dg4ODn5+fqGhocOHD5cMqqiozJs3T/Lx6tWr3d3dJR9XrVp13Lhxha+ViIhIQbIsutOn8eGDdDB7Fp2NDc8CIvrPUlKwYQNUVeHpmUv3LrNkCY4cQXg4fHzQvXtBXnjXLly5AiMjaQR9dpIV9X5+WLwYq1cXoviiMHYs3NwwfTrs7JAt1DmH6GisWiWdTEoVEyPPonv6VD7+7p1wNREpm+Ibb44cOTJs2LAjR45IPlVVVV24cGH79u0ln6b/e0+jWrVqe/fu1f3ajzAiIqIiImvaz51DXJx8XJZF5+DA+CiiQvHzw8ePsLFBq1Z5TdPQwOjRmDULx48XpIFPTsasWQCwfHnu53WtXo3WrfHHHxg9Gs2aKVZ60XBxwZYtuHsXffviwIFcqo+ORrdu+PABgwbBxkaIEsumrCw4OODcOfmIoSE6dYJIBHt71K8vXGVEyqZ4A6+rq3vo0KGIiIiQkBAAlpaWLVu2lD2qr6/v4OBgbm7u6upqZGSkhEqJiIjy9fYtAgKkp75lS1qFsTGsrWFvDycn1KwpWHlEZUxUFIACJcxbWQHAvXsFedUlS/DqFSws8OOPuU9o1gyjRmHzZri5wc+voMUWB01NHDsGKyucOYMWLTBnDvr2lS70f/oUXl5YuRKJiWjTBp6eQtdapmRkICoKurryLLpWrbgXisqmQkVfqqiotGjRokWLFv/7kIuLi0uJixYhIqKy6GtZdJL7L1ZWsLZmFh1RkZCcE6yvn/9MyWqXApwr/PgxVq+GigrWrMnrNK8lS3DgAM6excmT+ew3L27ffourVzFwIK5ele60NjREWhqSkqQTBg6Epyfj6/6rrCyEhUmXx3/6BB+fHHsUNDTw6BFUVaGuLlyJRMWCZ1cQEVEpxCw6opKgWjUAeP06/5kvX8rn52nqVHz6hP/7P/y7LzN3lStjzhy4u8PNDfb2JSzCok4dXL6M/fuxYwcCAhAbCwAGBvj+e4wbh5wnLlPe7t+XNu3nzyM+XjpYsSJSUr4MGShZ/waIiozyG/jMzMydO3devXrVwMDA2tra0dFRLe+DNIiIiApCcv8lKAjBwTh1Sn47i1l0REKRrG05cwZicV63yyVzAJib5/1658/j8GFUrJjj6LivmTgR27bhzh1s2IB/o5NLDBUVDBqEQYMAIDYWGhq57+anr7twAcOH49kz+Ui9etLl8fb2MDQUrjIiQRWqgff29v7zzz/v3bv38OFDyUh6erpIJAoKCpLN6dq16759+/T09ApVJhERlVuyLDp/f/n9F2TLouvSpUAreIlI6Tp0gIkJoqJw+DD69fvqtDdvsG0bAAwYkMeLZWbCzQ0AfvkFNWrkf/EKFbB6Nbp0wYIFGDIEJTdzib2mQiIi8OwZqlZF587Svt3UVOiaiEoAxRv4hQsXzp8/XywWV8y2h2f58uXZu3cAvr6+gwYN8vHxUbxGIipvnj7Fvn0IDMSLF9DWRq1a6NoV/fuDbwWWH2/eIDBQeupb9rOAZFl03brBxES4+ogIAKCmhnnzMHYsXFzQsiUaNMhlzqdPGDwYSUno0wdmZnm82ObNCA9HvXr/4Xa6gwOcnODjAw8PbN783+snQX36hJAQ+PsjKAg//yxdryAzYQJ69ULNmvms7SAqbxRs4CMjIxcsWCAWiwFUkURrAllZWevWrQNQs2bNHTt2aGtrz5w58+LFi76+vtevXzfPb9EUERHS0jBzJjZulG9pBnD5Mg4cwMyZWLoUI0cKVxwVseRkXL6cSxZd1aqws5PebOf9F6KSZvRonDyJ48fRoQM2b0bfvjkejYjAqFG4ehU1a2LjxjxeJj0dHh4A8PhxXifKf822bZg6Nfc3EKhEyczEjRvSbe3Bwfj4UTretOmXDTyAWrWKuTqiUkDBBn7lypVZWVkAtm7dOnr0aMlgSEjIu3fvACxfvlwkEgE4ceJEzZo1k5OTN23atE2ydIqI6Gs+fICjIy5dgpoahg5F795o0AAfP+L2bezahaAg/PQTwsOxerXQhZLyZM+iCwjA58/ScWbREZUWqqrYswdDh+L4cfTrhyZN0KULatTAhw8ICUFAALKyUL8+jh/Pe427igpq1pTGvSmgWjVoaCj4XCo2kybBywvv30s/VVVF69bybe1EVBAKNvDh4eEAbG1tZd07AD8/PwCampo9e/aUjOjr6/fo0WPv3r1RkmNCiYi+RizGkCG4dAn16uHIEbRqJX/IwgLOzti9G2PGYM0a1K2LSZOEK5QKLTMTN29Km/bs918qVGAWHVGpVLEijhyBpycWLEBkJCIj5Q9paWHcOMydCwODvF9DXR1hYUVbJglLLMbff+P9e9SvL23aO3VC1apCl0VU2ijYwEdHRwNo165d9sHLly8DMDc31812qkP9+vVl84mIvurgQZw8iapVce4c6tbNZcKPP6JiRfTti1mzMGBAgQKOqERhFh1RGaaqijFjMGoULl5EaCjevkXFimjaFF26ML6kXHn/HhcuwN8fCQnYsgU6OvKHVFRw+zbS0lCnjnD1EZV+CjbwGRkZALSzbVHKysq6cuUKgA4dOmSfKVlpn5iYqHiNRFQeLF8OAEuX5t69S/TujUGD8M8/+OMPLFlSXJVRIciy6E6dynEWkKkprKxgbY3u3fleDFHZoaYGOzvY2QldBxWrjx8RHCzd1n7jBjIzAUBVFR4eX6YSlNyTAohKDwUb+Pr164eFhT158kQ2cu3aNUmX3rFjx+wzHzx4AKAWMyiIKA8vXyI0FHp6GDo0n5njxuGff3D8OBv4kivfLDoHB9SrJ2iJRESkBFFRmDABQUH49Ek6oqEBa2uIROjWjZmCREVCwQa+YcOGYWFhx44dS0xM1NfXB7B9+3YAWlpanTt3lk2LjY09ffo0gDpcK0NEeXjwAGIxzMzy3/ZsYQEVFTx4gKwsBpuVIB8/IjQUwcFfZtHp6sLSUrpC3syMZwEREZUlkrdqVVVhZibd1m5jk2PZPBEpnYINvIuLy759+xITE0Uikaur68OHDz09PQF07txZ59/v2sePH0+cOPHDhw8AHBwclFUxEZVBHz4AKND+Zw0N6OggJQUfPyJb3AYJIHsWXfb7L9mz6Dp2ZDA0EVGp9vw5/P0RGIgBA9C1a46Hxo5FixZo1gz/HipNREVOwQbezs7OwcHBz88vNDR0+PDhkkEVFZV58+ZJPl69erW7u7vk46pVq44bN67wtRJRmVWtGgC8epX/zPfvkZKCihXZvQtGlkV39qz8LCBky6L7/nt8841w9RERUWHFx+P8eem29vv3pYOJiV828BUqIOfeWSIqcgo28ACOHDkybNiwI0eOSD5VVVVduHBh+/btJZ+mp6dLPqhWrdrevXt1+ac2EeWheXNoaSEsDG/eoHr1vGaePg0A331XPHWRVEwMLl7MPYtO0rR37sz7L0REZcDmzfD0xI0byMqSjnzzDezsIBLhhx8ErYyIABSmgdfV1T106FBERERISAgAS0vLli1byh7V19d3cHAwNzd3dXU1YuIkEeWtYkU4OeHwYSxbht9//+q0zEwsXQoAAwcWW2nlV1ISrlzJJYuuWjXY2kpPfcvjyAAiIiqF5s9HTAw0NaUBJiIRzM1RQfGOgYiUrFDfjioqKi1atGjRosX/PuTi4uLi4lKYFyei8mX+fBw7hrVrYWODPn1ymSAWY/Jk3LoFU1OMHFns9ZUPkrOAJHvar1xBRoZ0nFl0RERlyJ078PdHTAw8PL5Mj/Xzw5s3sLRkFh1RCVXk76d9+vQpLi5OU1PT0NCwqK9FRKVYixZYsgQzZmDgQMyfjylToKUlf/TVK7i54cABaGpiz578w+qp4JhFR0RUDjx7Jt3TLmndJXr2hIVFjmnNm6N58+KvjogKqsgb+HPnznXr1q1hw4ZRUVFFfS0iKt2mT8fHj1iwAHPmYO1aODmhfn18/oywMJw9i0+foK+PvXu//FuDFJNrFp2qKtq2hZUVrK2ZRUdEVAbExsLDA35+ePBAPmhsDJEITk78jUpU+iihgY+Pj/8sO/I3p5SUFMnxck+ePCn8hYio7PPwQMeOmD4d169j5075uJoaBg3Cb7+hXj3hiiv9Xr9GUBDOnoWvL54/l48zi46IqIw6ehQbNwKAvr40i04kQtOmQpdFRIpSvIFPS0tzd3c/duzYy5cv851ctWpVhS9EROVLp064dg2RkQgIwKtXUFdHvXro0kV61Bz9V7GxuHRJurM9NFQ+Xr06OnaUnvpWp45w9RHlJSWFR0YS5S8jA1evIiAAdnawtMzx0NChUFdH48YwN4eamkD1EZHyKNjAi8Xirl27nj9/voDz3dzcFLsQEZVTTZqgSROhiyi1UlMREiJdHh8WJj8LqGJFWFgwi45Ki4MHMWgQFi3CrFlCl0JU8ojFiIiQ7mkPCEBSEgDY2eGLP8+1tTF8uCAFElGRULCBP3PmjKR7r1SpUvfu3SVHysXGxpqZmXXs2BFAQkLCmTNnXr161ahRIy8vr+94aDMRUZHKnkV38SLS0qTjFSqgTRtp025rC3V1QaskKqjUVLi7IysLixdj6FAuEyGS8/fHtm04dw5v3sgHGzeGSIQxY4Qri4iKhYIN/NatWwFUqFAhMDBQcoxc7969u3btqqWltXr1asmc2NhYe3v7W7du3bt3jw08EVGRkGXR+fkhIUE6qKYmD5C3soK2tqAlEili2TI8fw4VFXz8iBkz8M8/QhdEVGKMGYPoaAAwMZHuaReJYGIidFlEVCwUbOAfPHgAoEuXLrJD4EUikYaGxtWrV9PT0zU0NAAYGhpu2bLFwsLC1dXVycmpCoORiIiUQpZF5+ODFy/k47IsOpEIlSsLVx9RYT1/jpUroaKCPXvg7Ix9+zBuHGxthS6LqBilpCAwEM+eYdQoVMj5B/u2bbh3D3Z2aNxYoOKISDgKNvCS4LpmzZrJRtTV1Rs0aHDnzp1Hjx41+Xfnart27bp16+bt7b1hw4Z58+YVvlwionIqNhbnzyMoCMHBuWfROTqidm3h6iNSpqlTkZqKIUPwww+4fx/z58PNDdevM4KLyrjPn3HlinRb+5UrSE8HgLp18f33OabZ2cHOToj6iKgEULCBT0pKAqCbMxm2Tp06d+7ciY6ObpItesrMzMzb2/vEiRNs4ImI/htm0VG5FByMAwegrY0lSwBg+nTs2IGbN/HXXxg9WujiiIpAejo2bcKZMwgMRHKydFBNDe3bw9GRvToR5aBgA29gYPDmzZu3b99mH6xbty6A8PDwbt26yQbr168P4OHDh4rXSERUfnwti05bG2ZmsLZmFh2VbVlZcHODWIyZM6XBddraWLoUgwdj9mwMGAB9faFLJFK2I0cgO6+paVPpnnZbW1SqJGhZRFQiKdjAN2/e/M2bN2fOnBGLxSr/3vxp0KABgKtXr2afGRcXByBLduOIiIj+lyyL7swZJCZKB7Nn0VlbQ0tL0BKJioOnJ65fR61amDpVPjhoEDZuRGAgFi/GihXCFUflQ2oq7t6FubnyX/ntWwQEoHnzL49J7doVHh749luIRDA2Vv51iagsUbCBd3R09Pf3f/jwobu7+7JlyySpda1atQJw8uTJFy9e1KxZUzLzxIkTABo2bKikgomIyopXrxAcjLNncfIkXr6Uj8uy6OztYWAgXH1ExS0pCR4eALByJXR0cjy0Zg2++w7r1mH0aDRqJEh1VF4MHYqjR/H33/jhByW8WnIyAgOl29rDwyEW47vvkPNuF775BvPnK+FaRFQeKNjAOzs7L1my5P3792vWrNm2bVtISEjz5s0tLS319fUTExOdnJx+//33ypUrb9++XXJcPI+RIyICgHfvcOGC9Ga75BQgCSMj2Ngwi47KuQULEBODDh0wYMCXD7Vpg5Ej4emJqVNx4oQQxVH54OeHo0cBYPp09OyJnHFP/8HDh9i9W5pF9/mzdFBHB1ZWcHVVTqlEVD4p2MDr6+vv2bOnT58+aWlpSUlJKSkpALS0tKZMmTJv3rzbt287ODjIJuvo6MyePVs59RIRlTopKbh0KZcsOj09tG/PLDoiiYcP8ccfUFXF2rW5fzf8+isOHIC3N06dgqNjsddH5UBGBiZPBgBdXbx4gaVLsWiRgi81aBBu3ACAChVgYSHd1t6hAzQ1lVYtEZVPCjbwALp27RoREfHrr7/eunVL/d84pRkzZly/fv348eOyaQYGBjt27DAxMSlspUREpUhGBm7dkjbtgYHSs4AAaGvDygr29rCygoXFl2f7EpVjbm5IS4Oz81f3HlerhjlzMG0a3N0hEjHJkZRv40bcuYP69eHpic6dsXIlRo1C3bp5PeXRIzx4gC5doKqaY3zmTFy+DFtb2NoyeZGIlKlQfzt+++23f/31V/YRDQ2No0ePnjx58ty5cykpKa1bt+7Zsye7dyIqL5hFR6QQSRaEnh4WLsxrmqsrtm5FZCQ2bsSkScVVHJUP799L//n9/jvs7DBkCPbswfTp2L//y5lv3uDcOem29idPAODoUfTqlWPOgAG57AQhIio85d/8UVFR6d69e/fu3ZX+ykREJZGkaQ8Kgr8/Xr2SjzOLjqhgMjKkZ2h5eMDIKK+ZGhpYuRI9e2LBAgwdCkPD4imQyoW5cxEXh86d0bMnACxbhqNHceAAAgJgawsAp0/j1Cn4+yMiAmKx9FlVqsDBAR06CFY2EZU3XL1JRPTfybLo/Pzw+LF83NhYelR7166oVUu4+ohKk/XrcecOvv0WEybkP7lHDzg64tQpzJuHjRuLvjgqH+7exebNUFPDmjXSERMTzJiBefPg5obr13H+vDx5QUcHNjbSbe2tW3+5eJ6IqEixgSciKpjsWXQ3bsjvvxgawsJC2re3bStoiUSlT3w8Fi8GgDVrCprv9fvv8PfHli1wcUHLlkVaHZUXkycjIwMTJ6JZM9y8ierVYWyMqVOxfTtu3sS2bejXD8OHo3ZtiESwtISGhtAVE1F5VagGPi0tLTIyMioq6tOnT/lOHj58eGGuVXI8efIkPDw8MTGxdu3alpaWGvwRTlSGfS2LTkcHHTpIl8e3acP7L0QKmz0b8fGoUwepqThwoKDPMjfHpUuYPBn+/kVZHJUPR4/izBno6ODpU1Srhrg4tGqFmzehrY1lyzBoEObMwcCB2LFD6EKJiArTwHt7e7u4uLx8+bKA80tLA5+QkHD58uXr16/HxcU1bNhwyJAh+v+Gh8bGxo4fP/7AgQPif++86evrL1++fMyYMcLVS0RFQJZFd/o0PnyQDmbPorOx4VlARIX34QO2bgWAp08xcOB/fvq5c2pGfC8AACAASURBVLhxA2ZmSq+LyoUPH3DiBPz8sGcPAKSmQnKMUt26GDFCOmfgQGzciIAALFqEVauEqpSISE7BBj4iIqJPnz4ZGRnKrUZwJ0+eHDly5Lt372Qjc+fO9fHxadeuXWxsbOfOnW/fvp19fmJi4tixY0+fPr17925tbe1ir5eIlEfWtJ87h7g4+bgsi87BAZUqCVcfURmkp4cpU3LkSPwnBgZo1EipBVF5MnAgTp+Wfqymhj594OAAkQj16+eYtmYNzM2xfj3GjOG/NyISnoIN/Pz58yXde/Xq1V1cXBo3blwG2tdt27aNHj36i8G4uLiuXbvevn172rRpku7d1NTU1ta2WrVqt27d8vf3//z58+HDh5csWbJo0SIhqiaiQnj7FgEB0lPfJGcBSciy6JycULOmYOURlXUqKli2TOgiqKxLS8OTJ7n03n37QkUFFy7g0yd4e8sz6r7QujVGjcKWLXB3x8mTRV0sEVE+FGzgb926BcDIyOj27duGZeIUl/j4+OnTp0s+7tevn5OTk66ubmBg4ObNm+Pj4x0cHO7evQtg0qRJy5cvl+17Dw0NHTBgwOPHj1esWDFixIj6X7xnS0QlUB5ZdJ06wcoK1tbMoiMiKtWysnDjhvSo9qAgfPyIgwfRr1+OOWPG4NIlfPqE3r2/2r1LLF6M/fvh4wNfX3TtWqSFExHlQ8EG/vnz5wDGjh1bNrp3AKtWrYqPjwewZs2aSZMmSQYHDRrUrVu3bt26Sbp3GxubNbLTRQAAbdu2/euvv+zs7NLS0tasWbN+/frir5yI8scsOiKiciA6WnpU+4ULiI+XDqqowMwMzZp9OfnGDezaBQ0NLF+ez8tWrYo5czB1KlxdcecOI+iJSEgKNvD6+vpv3741MTFRbjUCun79OoBmzZq5urpmH3dycurevbu3tzeAX3755X+faGtra2Fhcfny5YCAgOIplYgKJCsLYWEICkJwME6dQlKSdJxZdETlxvnzePUKQ4cKXQcVi1u3YGaGrCzpp6am0qPaO3dG1apfThaL4eaGrCxMnowGDfJ/cVdXbN2KqChs2IDJk5VcORFRwSnYwLdr187b21uykL5siIyMBGBpaamiovLFQ1ZWVpIGvkWLFrk+t0WLFpcvX5asSiAigcmy6Pz95fdfkC2LrksX/Hu0BBGVYS9fomdPJCfD0BDffy90NaRUiYnQ0MAX+UvGxrC1RfXq0r69Xr28XuHvv3HxIqpXR253Z3Khro5Vq9C9O+bPxw8/wMhI8eKJiApDwQZ+/Pjx3t7eXl5e7u7upqamyq1JEAkJ/8/efcdVWf5/HH8BgorbnFiuTNwzza14xJ2ZmfbVLEtLc4K5N+6Jmpozyxxpmlq5SnBiuMVyrxzhyr0H4/sHdyKIgkcONxzez8f38XvgdV/3ud/9KvNz7uv6XNeB9OnTP33p8TFyGZ7xh/5MmTIB9+7ds1k6EXmuixfZvNk49e306cjxx73oGjTAjlYMiUhc9O7N7dsA3t7s24ezs9mB5OXcv88ffxjb2nftolgxgoKiTMiWjfXr4/RRd+8adXvRokyf/gIZsmTh8mUGD36xu0RE4pGVBXzdunU7duw4derUunXrzp49u1q1avEbK+EVKlRo586dR44cefrS4cOHI344duxYmZhOm42YkPXp5VkiYju3b7NtWwy96LJmpUYN42W7XXy9KCJW2LaNBQtIlYocOTh0iK+/5r/+NpKUhIWxe7dRtG/dyuN3Jc7OlC9v/cf6+xOxbnL9+rjW/E/6/numTeOpJZsiIgnBygIemDx58uHDh/39/atXr16wYMFixYq5uro+Z/68efOsflYCKFKkyM6dO3///ffDhw8XKlTo8fjVq1fnz58f8fOKFSueLuCvXLmyZcsW4M0330ywtCLJ1JO96DZt4tEjY1y96ETkCeHhdO1KeDjdu1O+PI0a4eNDy5bYS+PdZOTzz/nmG+NnR0dKlTKWx1erRpo01n9srVoMH87Nm1beXrasqncRMY31BXy3bt38/f0jfj569OjRo0efPz+RF/Bt2rSZO3fuo0ePGjZsOGfOnCpVqjg6Ou7fv79NmzZX/9tGO27cuGbNmhUrVuzxXaGhod7e3teuXQOaNWtmTnQR+xYaSlCQUbQ/+f4lRQr1ohORGH3/PTt2kCsXvXqRNi1167J2LQMH8vXXZieTZ7t3L/qedqBgQYoWpXJlLBY8PGLoRWed1Knp2zd+PkpEJIFZWcDPnz8/2oFqSV3VqlWbN2++ePHiEydOVK9ePU2aNM7OzhEb44HZs2cPGTLkzJkz5cuXHzhwoMViyZYt2759+8aOHRsQEABUrlz5gw8+MPWvQMS+qBediFjl9m2jNhs1irRpAXx98fdn5kzataNkSXPTSRTXrrFxo7FC/uhRfvqJxo2jTOjZk549TQonIpIoWVnAT5s2LeKHd955p2fPngULFkz99LemSc3XX399586diIbzd+7ceTzu7e3dpk0bNze3hg0b3rt37+nD5FxdXadMmfJ0+3oReTGPe9GtXcuZM5HjEUV75crUqoWbm3n5RCQJGDGCc+eoUCHy9LjChenQgUmT8Pa2ZsOzxK9799i61Sja9+whNNQYz5CBjBlNTSYikhRYWcAfPHgQqFSp0vLly+2mcM2cOfOvv/46bdq0WbNmHThwIDw8vGDBgl27dv3ss8+AevXqzZ8/v3Xr1g8fPnzyrtKlS//www/u7u4mpRZJ4mLtRefpGctZQCIi/zl5kgkTcHBg4sQou5QHDWLBAjZsYNkymjQxL1+y988/lCjBtWvGL11cqFLF2NZevjwprN/ZKSKSXFjzO+XDhw8j1pY3bdrUbqr3x7744osvvvgCCA8Pj/ZX97///a9y5cqTJ08OCgq6cePGa6+9Vrdu3Y8//tjFxcWksCJJ07177N7N1q3Re9GlSUPFisYK+TJl1CNIRF5U9+7cv8/HH/PWW1HGM2XCx4eOHenenfr1SZXKpHzJXooUZM5MvnxG0V61Ks/tgCwiItFZU8DfuHEj4gdnuz5TNcbvJnLnzj127NiECbB8+fLp06eHhYW96I3Hjh0D7t69a4NQItZ6shddQAD37xvjT/aiq1YNfR0mItbasIHly0mblhEjYrjarh0zZvDnn/j6qoGZDZ09y/r1+Pvj50eePAQGRrmaIwfHj5uUTETELlhTwGfNmjVXrlzBwcFbtmzp1KlTvGeSCAsWLPj999+tvv3qk32/RMzyuBedn1/kokme6EVXpw7p05uXT0TsRGgoXl4AffvG3CvDyYmJE6lZk5Ejad1a/TTi09WrbNgQ2Yvusdy5zcskImKnrNxs1KdPn06dOi1ZsuSzzz6rVatW/GaSCLNmzWrfvr0VN3bo0OHYsWOvvvpqvEcSiZMLF9iyBT8/1qzh7NnI8cdFe82avPKKeflExA5FvF3Plw9v72fO8fCgSROWLaNPH+bOTcBwdm3UKPr14/F6wfTpqV4di4VatSha1NRkIiL2yMoCvmPHjsePH584cWKjRo2GDBnSqlWr7Nmzx28yyZQpk3VfjqRLly7ew4jE4tYttm+PoRddtmxUr26c+pY3r5kJRcQku3axaBGDBmG7/zpdu8agQQDjxsWyv33cOFavZt48OnSIvk9erHPnDs7OVKpkbGt/8031ohMRsSErf4t9++23gfTp09+8ebNHjx49evTIlCmTk5PTc275999/rXuWiCRSEWcBRexp376dkBBjXL3oROQ/Dx7wwQecOEFoKBMm2Oopgwdz+bLxgv358uWjWzdGjKBjR3bswNHRVpHsyYED+PkZp77NnEn9+lGuDh3K0KEmJRMRSX6sLOAjDkt/0rUnd7eKiL1SLzoReRG+vpw4ATBlCm3b2mRN9aFDTJtmbHGPiz59+O47du9mwQJatYr/PPbh9GljT/v69Vy4YAw6OKAGOyIi5rKygK9SpUr85hCRRC3GXnSOjpQtS+XKVKlC3bo2XB0rIknT+fOMHAlQoQLbttG9O2vWxP9TunXj0SO++IISJeI0P6JNfevW9OzJO++ojWZ0N29SvTpBQZEjOXNSq5axQl4NdkREzGVlAb9ly5b4zWGusLCweFnhr0YAYlfOnycg4Hm96CwWMmc2L5+IJHZ9+3LrFo0b8803vPEGa9eyahUNGsTnI1avZu1agF278PSM613h4Tg4cOECY8dq+Xd09+5x8iQZM1KjhlG0Fy5sdiYREfmP2owAnD17Nm98tNcKf9y4SySJunyZwEBjZ/vu3ZHj2bNTrZpx6luePOblE5EkY88evv8eFxfGjCFzZvr3p1s3vLyoVYuUKePtKY9/o9q586VuT1ZCQtixw1ghnzEjy5dH6VWSPTsXLuDiwnNbG4mIiDlUwAO4uLhkzJjx+vXrZgcRMcPdu/zxh7E8fu/eyLOA0qalQgX1ohMRK4SH07UrYWF068YbbwB07sw333DgAFOn0q1bvD2oVy+qVCE01Mrby5SJtySJXHg4+/cbRfumTdy6ZYznyEFoaPS+8alTJ3xAERGJExXwADlz5rx06dLatWt79ep16NChiMF8+fK5u7ubG0zEVp7sRbdlCw8eGOMpUlC6tFG0V6+Os7OpKUUkqVqwgIAAsmenTx9jJEUKJk7E0xMfH1q0IEeO+HmQiwseHvHzUXZsyRI6d+bixciRQoWM5fE1a+rUNxGRpES/ZxucnZ3ffvvtmjVr1q1bNyAgAGjevPnIiN47InbjcS+6det4vOTEySmygXzlynrzIiIv6e5d+vUDGDUqSou4WrWoX5/Vqxk0iBkzzEqXHO3YwcWL5MplFO0WC7lymZ1JRESsogI+ijRp0vj4+FgsFrODiMSfx73oVq/mn38ix9WLTkRsY+RIzpyhTBk++ij6pUmT8Pdn9mw++4w33zQjnJ26c4fNm/H3Z8cOfHyir0oYPZouXXjtNZPCiYhI/FEBH13NmjVz5Mhx4fGZpyJJ0eXLbNhAQABbt8bci65uXXLnNi+fiNits2fx9cXBgUmTcHSMfrVAATp2xNcXLy+2bFFvjZfy6BHbtxvb2rdt49EjY3zbtugFvKOjqncRETuhAj4GZcqUWb16tdkpRF6QetGJSCLw5ZfcvUvLllSpEvOEQYNYuJCtW1m6lPffT9hw9iIkhNat+flnbt82RpyceOstLBajgYmIiNgrFfAxqFOnzt27d/Pnz292EJHYPKsXXerUlClDlSrqRSciCSmiLE+dmhEjnjknfXp8fGjXji+/pEEDXF0TMJ+9uHGDpUt58IAiRYw97TVqkCGD2bFERMT2VMDHoEuXLl26dDE7hcizPe5F9/vv3LhhDD7Zi65KFVKlMjWiiCQ7YWF07Up4OH36xLJHp21bZs5k927Gj2fAgITKl9RcusT69fj74+zMlClR9iO88gpHjuDiQs6c5uUTEREzqIAXSSLOnWPrVvz8WLWK4ODI8ce96GrVIlMm8/KJSHI3eza7d/Paa3z5ZSwzHR2ZNImqVRk5ko8/VkeOSLdvs2mTsa39r78IDwdIlSp6P38gTx5TAoqIiMmsLOBPnz4NuLm5Oce2NPfmzZvXrl1zcXHJqW+JRV7Uv/+ycaPxsv3kycjxHDmoWpVatahXT42JRCQxuHmTQYMAxo+P06r4ypVp2pQlS+jbl/nzbZ0uCdi2jR492L49shedqytVqmCx8Pbb0at3ERFJtqws4PPmzQsEBQWVLFny+TN//PHHzz77LF++fCefLD9E5Fnu3CEwMIZedOnS8dZb6kUnIomTjw8XLhhleRyNH8+qVSxcSPv2z+x4l3wsX05AAClSULGisa29YkVSpjQ7loiIJDI2X0Lv4uICnDt3ztYPEknCQkLYt88o2jdv5uFDYzx1aipXplYtKlemQgVSaM+LiCRGJ08yZQrA2bOUK/cCNzo5ER5Ojx4EBtooWuJy/Dj+/gQG8sUXvPVWlEuDBlG/PqVL62W7iIg8T1zrgW3bth05ciTa4C+//BIUFPScu+7fvz9t2jQgpb5DFnmaetGJiF0IDjYWfp85w5kzL3z76dOEh9vtuqKLF4097f7+nD5tDGbKFL2Ad3XV8W8iIhK7uBbwc+fOnT59erTBgQMHxvH2EiVKvEAoETsWUbQHBODvz5MrU9SLTkSSrKpVOX6ca9esvD1/fvus3ocPZ9EiDhwwetEBWbLg4YHFQosWpiYTEZEkKyFW5GbIkGHkyJEJ8CCRROpxL7p16/j778jxnDmNo9rVi05Ekrj8+c1OkMjcucPgwYSEkCYNVasa29pLloxyGpyIiMiLimsB37lz58aNGz/+Zd26dYGpU6e+/vrrz78xderUJUqUyJgxo9URRZKkJ3vR7dkT5f1LhQpG3V62rKkRRUTkpYSFERTE+vU8fEifPlHWEaRJQ0AADx5QoQIuLuZFFBER+xLXAr5IkSJFihSJNli5cuVYu9CLJCPP6kXn6kqlSsby+NKl9f5FRCRJO3bM2NO+YQNXrgA4OPDxx+TKFWVatF3uIiIiL8/KJfReXl5A1qxZ4zWMSNL0uBfdb79x86Yx+GQvuqpVdRaQSIIJCSE0VP/OSfw7dYqhQ/Hzi9KoL29eLBYaN45evYs8aedOfv+d7t31W5OIvCwrC/gJEybEbw6RJOZx0b5+vfH+JcLjXnSenmjniEiCCwnhrbf45x/++ots2cxOI/ZlzhzmzAHImtXoRWexENtWQhHu3qVpU+N7n379zE4jIkmcjpUWibNLl9i0yTj17dSpyPHHvejq1+fVV02LJyIwfTp79gD078/MmWankSTowQP++IOtW3nvPQoXjnLJy4t8+ShdmhIltBdKXsCYMUb1PmIErVqRO7fZgUQkKYtTAV+uXLmIHwYNGtSwYcMnR+Ju586dL3qLiPme04vOw4PKlalSRb3oRBKJq1cZNAjA0ZE5c+jQgVKlzM4kSUFoKHv3GtvaAwK4dw/g2DHmzo0yLXNmPvnElICShJ09y9ixODhQsiRBQfTvz/ffm51JRJKyOBXwu3btivjhyn9LhR+PiNgh9aITSZoGDuTqVWrWpGRJJkygUye2bLHPA8YlvixbxoIFbNzI1avGSEShZbHQqZOpycRe9OzJ3bt88AGjR1O4MPPn8/nnVKlidiwRSbLiVMC/+t+qYFdX14gfChQoYKtEIqYIC2PvXgIC2LqVtWu5dcsYVy86kSTi4EFmzsTJiYkTyZOHH35g61aWLKFZM7OTSWIVFsYHH/DoEUD+/Maedg8PdU+QeBMYyOLFpE7NqFHkzo23N8OH4+XFjh16CyAiVopTAX/27NloI8eOHbNBGJEE97gXnb9/5PsXnuhFV7s2GTKYl09E4qpbNx49olMnihcH8PGhXTu6d6dhQ/778lmSqevX2bSJGzf46KMo446OLFnClSt4eJAvn0nhxH6FhdG1K+Hh9OxJnjwAffvy/ffs3s38+dH/aRQRiSM1sZPk5+JFNm82Tn07fTpy/HEvugYNdByQSNKyYgW//UamTMYeeKBtW2bOZPduxo9nwABTw4kZ7t9n61b8/Vm/nl27CA0FKFcuel+6d94xJZ0kC99+y86dvPoqPXoYI66uDBvGxx/TsyeNG5M+van5RCRpUgEvycPt22zbFkMvuqxZqVHDeNmeP7+pEUXESg8f0rMnwJAhZMliDDo6MmkSVasyciQff6y2z8nFzZtMm8a6dWzdyv37xqCLC5Uq0agRhQqZGk6Sk1u3jK8Ox4whTZrI8VatmDmTrVsZPZrhw81KJyJJmAp4sV9P9qLbtMnY5gikSUPFiupFJ2I3Jkzg2DGKFKFduyjjlSvTtClLltC3L/PnmxROEtaMGfTuDeDoSOnS1KyJxUK1alEqKJEEMHQo589TsSIffBBl3MGBSZMoX55x4/jkE9RUSkRelJUF/NSpU1/0lo4dO1r3LJEXEBpKUJBRtAcERL5/SZEishddtWq4uJiaUkTizcWLjBwJ4OuLs3P0q+PHs2oVCxfSrh1Vqz7jI27cYO1aDh3i+nVeeYWyZalZk1SpbBpbXlJwMJs3U7Uq/7XZNbRsya1bFC+Oh0fkcgyRBHbiBF99ZawDevogjLJladmSefPo3ZulS83IJyJJmZUFfKcXP1xFBbzYkHrRiSRXffpw4wbvvEOdOjFcfe01vvySoUPx8mLnzqcW3Fy/zpAhfP01Dx5EGc+Uid698fLSl32JyrVrbNxonNZ++DDAe+9Fr3/c3BgyxJR0IpG6dePBAz79lHLlYp4wZgw//8xPP7FuHZ6eCRtORJI4my+hd3BwcHJysvVTJDl63Itu7VrOnIkcjyjaK1emVi3c3MzLJyI2t2cPc+fi4sKYMc+c06cPc+eyZw/ff0/r1k9cOHqUhg05dgwnJywWqlQhUyYuXmTdOnbtolcvVq1i2TJeecXmfxnyXEFBLFqEvz979xq96IB06aheHW9vU5MlrEuXdL5d0uDvzy+/kC4dw4Y9c06OHPTsSf/+eHsTFEQKbWkVkTiz8jeMgICAZ10KDQ39+++/9+7dO3v27Dt37qROnXr+/PnvvvuutQlFnhBrLzpPT50FJJJMhIfj5UVYGN7eFCz4zGmpUzN8OK1a0bs3TZr81/b533+pU4dTp3jzTb79lmLFIm8YMYL162ndms2badKEdev0Ht5cnp5cvgyQMiVVqhintZcvn7xqnjFj6NWLb77h00/NjiLPFRpqfK/Uvz85cz5vZvfufPcdBw4wezbt2ydMOhGxBw7hj0ug+Hbu3LnmzZsHBAQ4Ojr++uuv9evXt9GDJJqyZcvu2bPnnXfeWbFihdlZ4sO9e2zdSkAAW7c+sxddmTIxbDITEbu2cCEtW5ItG0ePxrJFJjycatUICKB3b2PDPC1bsnAhlSrh50fq1DHcc+4cFSty5gyjRtGrly3ySzQHD3LxIh4e0cdnzODUKWrUoGpVXF3NSGa24GDc3blzhyxZOHaMjBnNDiTPNnkyXbqQPz8HD5IyZSyTf/qJpk3JnJmjR7XWR8QarVq1mj9//rx58z788EOzsyQcGxbwwLlz50qWLHn58mU3N7ezZ886qt13grCHAv45vehKllQvOhG5d4/ChTl9Oq7vJPfsoVw5UqRg/37eCDtCkSKkTMnRo9F7oD1p40Y8PMiYkXPnYi7y5aWdPWvsaff35/x5gD17KF3a7FiJTKtWzJ+PkxOhoXh5MWGC2YHkGa5d4403uHKFFSt455043VK7NuvW6W+riJWSZwFv24razc3tvffeA86dO3fw4EGbPkvswcmTzJxJs2Zkzcqbb9K7N35+3L9P/vx8/jk//siVK+zaxahR1Kql6l0kORs1itOnKV066rb2ZytTho8++u/E+J9+IiyMFi2eV70DNWpQoQLXr7NuXXxEFkNoKCtW0KED7u7kzs0nnzB/PufPkyMHbdroqPbotm1jwQJSpeLnn0mRgilTOHDA7EzyDAMGcOUKNWvGtXoHJkww/rbu32/LZCJiR2y+gaxMmTIRP6iVncTswgW2bMHPjzVrOHs2cvxxA/maNbWwTESedOYM48YBeHjw009xvat0ab77jhUr8L/yyAJxav3s6cm2bezeTaNGVqeVaObOpU0b4+f06alRw9jWXrSoqbESpfBwunYlPJzu3WnQgDZtmDEDLy99p5QYHT7MjBkAJ07w5psvcKOzM/fu0bs3K1faKJqI2BWbF/B3794FnJycXn/9dVs/S5KMW7fYvj2GXnTZslG9unHqW968ZiYUkURs+nTu3gXw9bXmdt8DdSwMjqXBVISIkywuXbLmMcleSAh79lCwYPQ929Wr07IlhQtjsfDmm8mrF92LmjuXHTvIlcvowzBiBEuW4OfHqlU0aGB2OInq6FFCQgBOn+b06Re+/dCheE8kIvbJ5v/ZXLt2LZA3b14XLXhO5iJ60UXsad++3fivHOpFJyIv7L33OHmSsDArb29xegM74Pr12KdevQqQKZOVT0qW9u839rRv2sTNm7z9Nr/8EmXC668zf75J4ZKU27fp1w9g1CjSpgXInJn+/enWDS8vatWKvUeaJKRGjThwgHv3rLw9T554TSMi9suGBXxYWNjo0aN/++03wN3d3XYPksTrOb3oypZVLzoRsU7Zsixa9BL397rODggIiH1hfMSZqYULv8TDkoV//2XlSvz8WL+eCxcix93dad7cvFhJ3PDhnDtHhQq0bBk52Lkz33zDgQNMnUq3buaFk5gUKWJ2AhFJBqws4D1j2zr44MGDQ4cOXY44uRU6duxo3YMkSTp50ija162LfMfl6EjZslSuTJUq1K1LunSmRhSRZOyddxgzhrlzGTDgeb8XHTnCunU4O6NjUGNTowaPO9W6uRl72i2WWLoEynOcPMnEiTg4MGlSlKVpKVIwcSKenvj40KIFOXKYF1FERMxgZQHv5+cX98ktWrTQIfDJxerVtG1rnAUUwd3d+HNcjRpkzmxeMhGR/1SqRLVqbN5M5858913Mcx484NNPCQmhQ4cE6KN59y7ff89775E1q60f9VLu3OHCBZ7uafPBB+zbR/XqWCx6CRk/unfn/n0+/pjy5aNfqlWL+vVZvZpBg4yuaSIiknxYWcBnyZIl1jkuLi7Fixd/991327VrZ91TJOn56y/On9f7l2QlMJB69fDxoWtXs6OIxN3UqVSqxNy5ODgwebKxw/ix8+dp0YI//iBfPoYMSYA4/foxcSKrVvHrrwnwtBcTEsL27ca29m3bePSI7dspVy7KnAEDTApnp9avZ/ly0qZlxIiYJ0yahL8/s2fz2Wcv1vBcRESSOisL+H///Td+c4id6NWLDz8kVy6zc0gCCQujUydu3KBvX5o04bXXzA4kEkfFivHjj7z/Pt99x9q1fPIJVaqQJQvnzrFuHXPncucOr77Kr78mwOv3w4eZOhVg5Up++406dWz9wDg5eJDffzd60d26ZQw6mHYGCgAAIABJREFUOVGpErlzm5rM3oWG4u0N0LevcQzC0woUoGNHfH3x8mLLFrV/FRFJRnR4i8Q3Ve/JyZw57NkDcPcuvXuzYIHZgUTirm5dAgP54gsCAhg5MsolBwfef5+vvkqYHcbduvHoEblzc+YM3t7s24ezcwI89nnWrImy8T/iyLeIvVDRzoSTeDdjBn/+Sf78Rhn/LIMGsXAhW7eydCnvv59Q4RKn7dtZupQ9e7hyhfTpKVKExo2pXRtHR7OTiYjEP2sK+MuXL+/btw8oUqRIzricoysi9ujWLWPd7LhxDBzIDz/Qvj1Vq5odSyTuihVjyxY2b2bFCo4c4fJlsmendGmaNqV48YSJsHIla9aQMSOBgXh4cOgQX3+doBtSrl4lXbroXxnky0elShQogMVCrVrPfA8s8e7aNQYNAhg3jlSpnjczfXp8fGjXji+/pEEDXF0TJmAic+YM7dqxdm2UwS1bmDGD0qWZMSP6Zg8RkaTPmgI+derUnp6e4eHh48aN+/LLL+M9k4gkCT4+XLhApUp068bNmwwZQteu7Nqldx6S1FSrRrVqpjz54UO6dwcYNAg3N8aNo1EjfHxo2ZI4tJqx3u3bbN5sbGv/808aNox+VHuhQmzdasMA8iyDB3P5Mh4evPtu7JPbtmXmTHbvZvz4ZNmGYO9e6tXj4kUyZaJtW2rVInt2rl8nIIBZs9i7l2rV+OEHGjc2O6iISHyy5g/aadKkee2114DTp0/Hdx4RSRpOnGDKFBwdjSOOevcmTx727mXuXLOTiSQdX33FkSMUKkTEWatvv03dupHvYONXSAgBAfj4ULUqmTPToAG+vuzbR6pUlCkT/48TKxw6xLRpODkxcWKc5j/+HXjkSM6csXG4xObiRd5+m4sXqVeP48cZM4batSlZkurV6dePI0fo1In792nRgr17zc4qIhKfrNwD36pVq+HDh69Zs+b+/fupnr/GS0TskZcXDx7Qtq3RADl1akaMoGVL+vShSRMyZDA7n0iid+kSw4YB+PpGrmD39cXfnxkzaNeOEiXi83ENGvD778bPTk5UqGBsa69YMZal2pJgvL159Ihy5ThyhCNH4nqXuzuHD9O3L/Pn2zJcYtOvH8HB1KjBzz/H0DQiZUomTyYkhOnT6dCBP/5Qoz8RsRtWFvB9+/YNCAjYtGnTwIEDx4wZE7+ZRCSR8/Nj5UrSpYtywNb//sf06WzZwsiRjBplXjiRJKJ/f27coEED6tWLHCxcmC++4Kuv8PJi/XorP/nhQ1xcog8WLsyFC8ZR7TVq6Fu2ROfQIX77DWDnTpo1e+HbFy7E15ds2eI9V6J06RLffYeLC99887yWj+PH88svbNvG5s1Ur56A+UREbMjKAt7V1XXVqlWdOnUaO3ZsQEDAgAEDSpUqlSNHDgd9wSli70JCjN7IAwfyZBdLBwcmTqRcOSZM4NNPKVjQrIAiSUBQEHPm4OzM+PHRLw0ezMKFbNjAsmU0aRLXD7x0ifXrjW3twcEEBETv3hXHVdlilvz56dyZCxesvD1fPtv2TUhcVq8mNJT69cmf/3nTXF1p3ZoRI/jlFxXwImI3rCzg//e//0X8kDNnzsDAwPr16wMpU6bMkiXLs2r4s2fPWvcsEUlUpk5l/35ef53OnaNfKlOGjz/m22/p2ZMVK8wIJ5JEeHkRGoqXF+7u0S9lyoSPDx070r079es/b3377dts2mQU7X/9RXi4MZ4tG2nS2Cq52EjKlHz1ldkhkoqjRwEqVox9ZqVKwAtsSBARSfSsLOAXLVr09OCDBw+Cg4NfLo+IJGpXrzJ0KMCECaRMGcOEkSNZtoyff+a336hTJ4HTiSQNixezaRPZstG/f8wT2rUzDgOfMIE+fWKes2cPVapw757xS1dXqlQxtrWXLq3DIMSu3bgBxGkfSMSciPkiInbBygL+zYi+VSKSzPTvz5UrWCy8/XbME7Jnp08fevfG25t9+563OVEkebp3j969AYYNI2PGmOc4OTFhAhYLI0bw8ccxH8Pu4kKmTJQqFdmLLsbv1ETsUMRe/3PnYp8Z8WIpe3bb5hERSUBWFvA7d+6M3xwikvgdPMisWaRIEctmWm9vvvmGQ4eYMYNOnRIqnEgSMXYsp05RqhSffvq8aTVrUrs2v/9O5crcvUvNmvzwQ5QJxYqhRW+STEW8RvrtN+Mgh+dYuzZyvoiIXYjTGrsBAwYMGDBg2bJltk4jIomZtzchIXToQLFiz5vm4kLE2RQDB3L5csJEE0kagoONfzsmTsTJKYYJFy6wcCFt2pA3r3Hq26lTXLpEaGiC5hRJ1GrV4pVX2LXLaNz/LCdP8sMPODnRtGlCJRMRsbk4FfDDhg0bNmzYr7/+aus0IpJoLVvG77+TOTMDB8Y+uXFj6tTh2jV8fGyfTCTp6NmTO3do1izmltidO+PmRsuWzJnD6dNkyUKhQgClSrF4cQInFUnEUqakb1+ATz7h9OmY59y6RfPmPHjARx9RoEBCphMRsal46HLj7Ozs7Ozcpk2bl/8oEUmcHj40du0OHcorr8TpFl9fnJ2ZNo2//rJpNJEkIzCQH34gdWpGj455wo0buLpSty5jx7JnDxcvsnMnbm4EBbFgQcJmFUnkunTB05Pz56lQgaffMO3cSeXK7NrFG2/EcFSjiEhSZuUe+CeFhIQAYWFhL/9RIpI4+fpy7Bg5clC2LLt3x/UuT09Wr6ZbN9ats2U4kaQgPJyuXQkPJ0UKKlbk1i0qViRTpujT6tcH2LGDHTuMkYgD4Xr3pkkTXF0TMLFIYpYiBUuW0Lw5v/1Go0YUKUKtWri5cfUqW7awbRvh4RQrxi+/xPCvmYhIUhYPBbyI2LeQEEaOBLhwgQoVXvh2Pz8CA+N0Xq+IXTp6FH9/1q4lov3rrVvcugXg5/cCHxIczNGjlCplk4QiSVKGDKxaxfTpDB3KwYMcPBh5KW1avLzo1Yu0ac3LJyJiEyrgRSQWKVLQpIn1K+EzZCBfvngNJJJEnD2LhwcnTkSOZMtGsWIUL06xYnE6xPqxLFlUvYs8xcmJjh1p357NmwkK4uJFMmUy3sanTm12OBERm1ABLyKx+/ZbsxOIJEHXr3P2LFmzUrOmcVp7/vxmZxKxP05OeHjg4WF2DhGRhKACXkRExEoPHvDHH/j7s2EDJUvy9ddRrhYvztWruLri4GBSPhEREbEvKuBFREReQFgYe/bg74+/PwEB3LtnjD/+4UkRLehERERE4oUKeBERkbiaMoVBg7h61filgwMlSxrL42vUMDOYiIiIJAcq4EVEROJqyxauXiV/fqNo9/AgWzazM4mIiEiyoQJeREQk0vXrbNyIvz/79/PVVxQvHuXqvHlMnEjOnCaFExERkeRNBbyIiCR39++zdauxrX33bkJDjfF9+6IX8C4uqt4lMfrnH3LlUrtEERH79wIF/PLly7dt22bdVeDQoUMvkEtERMT2bt6kZUv8/SNb0Lm4ULkyFguenlSsaGo4kbiZMoXOnRk0iMGDzY4iIiI29gIF/I0bN27cuGHdVbvxzz//7N69++rVq5kzZy5WrNjrr79udiIREbHe2bOsWoWDA6VKUasWFgtVq6p1vCQlly8zcCDAmDG0bk3evCbnERERm9IS+uj+/PPPJUuWHDt2bNGiRU+Onzx5sn379uvWrXtysHTp0tOnTy9fvnzCZpRkbcsWOnRg/Hhq1zY7ikgSERyMnx/r15M3Lz4+US4VLcqRI2TKRJYsJoUTeTkDBnDtGs7O3LtHjx4sWWJ2IBERsaU4FfCnTp2ycYxEISwsbOjQoUOGDAkLCytWrNiTl+bOnduhQ4e7d+9Gu2Xv3r2VKlXy9vYeM2aMg3aeie2FhNC+PQcPGv83VSqzA4kkVteuGb3o/Pw4csQYzJEjegEPvPFGAkcTiTcHDjB7NilS8OuvvPceS5eycaNONBQRsWdxKuDz5Mlj6xyJwRdffDFz5syIn1OkiPz/zKFDh9q1a/fgwQMgR44c1apVe+ONNy5durRz586goKDQ0NBx48a9/vrr7du3Nye3JCdTp3LwIMDff+PrS9++ZgcSSXxWrcLHhz17InvRpUtHjRpYLDRubGoykfjm7U1ICF5e1KlDr14MHEinTgQFkUIrLEVE7JSj2QESi8DAwFmzZgFp06adPn36li1bHl9q3bp1RPXu5eV1/PjxxYsXDxs2bObMmXv37l28eHHmzJmBHj16nD592qzwkkxcuWK8POzWDWDkSM6dMzeRSGI0fz47d+LkRPXqDBnC1q1cvcovv9C1K8nj62hJLpYuZd06Mmemf3+AHj3Im5cDB/jmG7OTiYiIzaiAN0yaNCk8PNzBweG3335r165d2rRpI8b37du3Y8cOoEGDBhMmTEgTtbVRs2bNZs+eDdy+fdvX1zfhY0uyErHR0WJh/HiaNOH2bfr0MTuTJCpHjjB4MB4eFCpE8eK8/TZTp3L1qtmxbOLAAb76ik8+4ejR6Je+/prNm40l9AMGUKmS3kaKHXrwwPhPwPDhvPIKQKpUjBkD0Levvf57LyIiKuD/s3//fqBOnTqVKlV6cnznzp0RP/To0SPGG999991y5coBfn5+Ns4oydqBA8yaRYoUTJwIMG4cqVIxbx7bt5udTBKDu3dp146iRfHxYeNGjhxh/35WrqRTJwoUYMoUs/PFj7Nn+e47WrXCzY1ixejale++Y+XK6NMyZaJqVVxdzYgoklDGjeP4cYoWpW3byMH336dGDa5eZdgw85KJiIgtqYA3nDx5EojWuw64+t+X2MWLF3/WvREF/NmzZ22WTsTY6NixIxH/kObLR7duhIfTsSNhYWaHE3Ndu0bVqsyciZMTn33G2rUcPsxff7FgAbVrc+0anTvz+eeEh5sd1EohIfTogbs7uXPzySfMn8/58+TMyYcf8t13dOxodj6RBHfhgvGyfcKE6AtMJk7EyYnJkzlwwJRoIiJiWyrgDVmzZgVu3rwZbTxiiztw//79Z90bnmT/WCxJxbJlxkbHAQMiB/v0wc2N3btZsMC8ZGK6sDCaNWPPHtzd2bePmTOpUwd3d4oVo0ULfvuNZctIm5ZZsxg92uysVvr7b8aN4+hRMmSgUSMmTWL/fs6dY948Pv6YlCnNzieS4Hr25OZN3nsPT8/ol0qWpG1bo7OdiIjYHxXwhpIlSwKrVq169OjRk+OlSpWK+CEoKOhZ927fvh149dVXbRlQkq+HD+ndG2DoUGOjY4S0aRkxAv77k5wkU4sW4edHzpz4+1OoUAwT3n2XJUtwdMTHh0TcazMkhD/+YNgwpk2LfumNN1i/nsBArlzh55/p0oWiRc2IKJI4bNvG/PmkTMmoUTFPGDqUjBnx82P16oRNJiIitqcC3tC6dWsgODi4a9euT75Rf/PNN4sUKQIMGzYsLKaVyj/++OOePXsAz6e/BheJD+PGcewYRYrw+efRL330EW+9FbmWUpKj8eMBRo0iV65nzqlblw8/5P79WDbDX77Mpk0sWYKfH8HB8ZwzJuHh7N/PpEk0akTmzFSuzIABeHtHHv/2mIcHFSrg5JQAoUQStfBwvLwID6d7dwoUiHlO1qzGcq2uXXnwICFSnThB1NcfIiJiKyrgDY0bN65WrRowbdq0OnXqRNTkEWbMmOHs7BwYGPjFF1/cuXPnybt+/PHHdu3aAc7Ozp8/XV2JvLSLF42Fz09vdAQcHJg4EQcHo5uRJDv//MPevWTIwAcfxDKzXTuAX3+N+eqWLXh6kiMHNWrQrBmenrz2Gm+9xYoV8Rz4P3/9RcuWuLlRvDheXvz6K7du4e5Ohw78/rsKdZFniuhdmj07PXs+b1rEQpXjx5k61eaR1qzhjTdo2dLmDxIREUBH6xgcHR3nz5/v4eFx4sSJdevWrVu3rnDhwtWqVXv11Vdz5Mjx2Wefff311zNnzlyzZk3t2rULFSoUHBwcGBi4/b8O4MOGDSuqNZ1iAxHL45s0oXbtmCdUqMCHHzJvHr17s3RpwoYT0x0/Tng4pUvj4hLLzHLlcHTkxAnCwnB84qvb0FB69GDCBIBUqahUiRw5uHqVHTvYsYN336VpU+bOjfeW7uPHs3AhgJsbFovxP+1DEnm+x6eHjhlD+vTPm5kiBRMmULs2Pj60aEGOHLaK9PChsSJgyRI2bMDDw1YPEhGRCCrgI7322mvbtm1r3br1qlWrgEOHDh06dCjanLNnz37zzTdPjqROndrX17d9+/YJF1SSjd27mT8fF5dnbnSMMHIky5fz00+sWxdDQyOxZ7duAaRLF/tMZ2dSp+bOHe7eJW3ayPEvvmDWLFKmZMAAunSJ/KgHD/j2W/r2ZelSbtxg9WorzlK/c4ctW9i7l1atohfnw4ZRvToVKlC48It+qkjyNXIk585Rtiwffhj7ZE9P6tdn9WoGDWLGDFtFmjyZo0dxcTEq+T17tIJGRMS2tIQ+iixZsqxcuXL9+vXvvvuua2xvnDJmzNimTZvDhw+rehdbiNjoGBbGl1/yxhvPm5krF716wX9HzUkykj07wD//xD7z6lXu3CFt2ijV+8KFzJpFmjT4+9OvX5QvAlKmpH17tm0jZ07WrYvlO6QnhISwdStDhlC9OpkzU68effvGUDy8+iqffKLqXeQF/P03vr7GzinHuP3xbdIkUqZk9mx27bJJpEuXGDoU4McfKVCAP/9k5kybPEhERB7TG/gYeHh4eHh43Lt3b+/evYcPH/77779v37599+7d0NBQV1fXtGnT5suXr0iRIuXLl3d2djY7rNit+fMJCCB7dqMF/fN1786cORw4wOzZ6AulZKRYMVxd2bePc+dwc3vezDVrAN56K3IkJIR+/QCmTKFy5ZjvKliQRYuoUYPRo2nfnixZnvOEOXNYtoxNm7h92xhxcqJ8eSwWOneO+1+SiMSsRw/u36dgQQ4e5ODBuN5VtCh79tC9Oxs3xn+kfv24cYOGDXnnHUJCaNqU/v1p1izKgSkiIhK/VMA/U+rUqStVqlSpUiWzAuzevXvJkiVW3BgcHAw8UkPYpOzuXfr3Bxg9OpaNjhFSpWLMGN5/n379eP99/eEp2XB1pVEjFi1i+PDn9ap69IiRIwGaN48cDAjg1Cnc3fnoo+c9olo16tZlzRpWrKBt22fNCg6mTRvj58KFjT3tNWqQMeOL/OWIyDNcvMhPPwEcPWq0pHwhmzZx4EA8n78YFMS33+LiwrhxgHEo/bp1DB3KxInx+SAREXmSCvjEa/DgwStXrrT69vPnz8djGElgI0dy5gzFi9OwIdeuxekWi4W33mL7doYNM1qSSbIwcCBLlzJtGlWq8L//xTAhPJyOHTlwgDfeoHXryPEtWwAaNYp9MW7jxqxZw+bNtG37779s2oSLC40aRZmSKxdz5+LggMUSy1IAEbFCtmwMH87p09bfXrBgvAYCLy9CQ/Hywt3dGJkwgVKlmDqVtm0pViyeHyciIhFUwCde48aNq1KlihU3Tp48OTg4ONdzDoWWxO3qVeNs77/+ev6a5ZhNnUqPHiqiko3ChRk/nq5d+fBD9u+nT58ou9xPnaJzZ1auJHVqfviBJ3f9RHzHly9frE+47VZwM/X9NzXyL8WffxIejoMDN29GeQ7E8iJfRF6GgwN9+5od4gmLF7NpE9myGYvFIhQtStu2TJ+Otzfr1pkXTkTErqmAT7zc3d17RbQme0E//vhjcHCwk/rAJlkpU1KsmPXnuufOHe9nfkni1qULDx7Qpw8jRjB1Kp6evPEG9+/z559s3syjR7zyCj/+SNmyUe5KmRLgwYNnferFi0yfjp8f27dVf0QNzsAZUqemcmWaN49evYtI8nHvntGcZdiw6Ntkhg9nyRL8/Fi5koYNTUknImLnVMCLJDpp0rBjh9khJGnp0YOqVendm02bWLo0ctzFhU8+YehQnl6SkzcvwL59z/rI4cOZPBnAyZEKbLO8ecMypk7FiqRKFe/pRSQpGTuWU6coVYpPP41+KXNm+vfH2xsvLzw9je8JRUQkHqmAFxGxCxUqsHEjp0+zeTP//EOqVOTJg8VChgwxz69XDy8vVqw42XXSziPpPT3JnDnK9Q4dyJCBcmVCq/eqkOHYLnxW4ZEAfxkikqgFBzNmDMDEiTEf+d6pE998w/79TJ5M9+4JnE5ExP6pgBcRsSN58tCqVayzLl5k/e6C/rnWrA92/7t0esDbG1/fKHMKFWLoUBg9jmO7KFgQT08bRRaRJKRnT+7coVkzqlePeUKKFEyYgKcnQ4bQsiU5cyZsPhERe6cCHiAsLOzff/99+c/Jnj37y3+IiIiNBATw00/4+7N/P+HhQF3gFa7UcD//aesi8FQ7+hkz6NcPR0cmTYrSAE9EkqXAQH74gdSpGT36edNq1aJhQ1auZOBAZs1KqHAiIsmDCniAs2fP5o3YDvpywsPDX/5DRERs4eZNatQgNBTA1ZWqValZE0u4X+kBDR2PPODTsvTogcVClizcvMnmzXz1FevW4eDAmDHUrWt2fBExWVgYXl6Eh9OjB7H+oWniRNatY84c2rXjzTcTIp6ISDKhAh7AxcUlY8aM169fNzuIiMjLCgvjr794+JBy5aKMp0/P0KHcu4fFQoUKj5tL1aL8Glq3ZvduPvgAwMnJqPKBV15hyhRjXESSt7lz2bGDXLno2TP2ya+/TqdOxhmXAQE4ONg+n4hI8qACHiBnzpyXLl1au3Ztr169Dh06FDGYL18+d3d3c4OJiMTR8eP4++Pvz4YNXL6MkxPnzpEtW5Q5ffrEdKeHB0eOMGcOS5cSFMS1a6RNS7FiNG5Mu3bRD4kSkWTp1i369QMYPZo0aeJ0y6BBLFjAH3/w4480b27TdCIiyYgKeIOzs/Pbb79ds2bNunXrBgQEAM2bNx85cqTZuUREnunBA5Ytw88Pf39On44cz5OHJk3IkiXOH5QqFR060KEDQGhozK2lRSQZGzGC8+fJlInbt5k5M653lS3LqlX07EmjRqRObct8IiLJhgr4KNKkSePj42OxWMwOIiISu1GjGDzY+DlLFjw8sFiwWChQ4CU+VNW7iDxl+nSAa9do3/6F7z1zhtWree+9eA8lIpIcqYCPrmbNmjly5Lhw4YLZQUREDA8e8OefFCsW/RVWgwYcOUKZMlgslCyJ41Nd5EVE4oWvL9u2WXlvunTozYiISHxRAR+DMmXKrF692uwUIpKshYWxd6+xrT0ggLt36diRKVOizHnzTRYuNCmfJID9+9myhQsXSJWKfPmoXZvMmc3OJMnUJ5/wySdmhxARERXwMapTp87du3fz589vdhARSXb++YeVK41edFeuGIMODpQowdtvm5pMEtKaNfTpw759UQZTpKBlS4YN49VXTYolIiIiJlMBH4MuXbp06dLF7BQikuyEhFC8OI9PtMybF4uFWrWoWTN6P3mxW2Fh9O7N2LEAOXJQrx5583L/Pnv2sGEDc+eyciU//UT16mYHFREREROogBcRMcHNm9y6Ra5cUQYj3rBeuWK0o3v9dZPCiYkGDWLsWFxcGDmSTp1wcYm8dPo0nTqxciUNG7J1KyVKmJdSREREzKECXkQkgdy/T2Ag/v74+bFrF05OnDgRfTV0tF3ukrwEBjJ8OM7O/PortWtHv5onDz//TJs2fPcdLVsSFKQjA0RERJIbFfAiIra1e7dxVHtAAPfuGYPOzlgsakkmUQ0aRHg4ffrEUL1HcHRk+nQCAti/n8WLadEiYfOJiIiIyVTAi4jY0IwZkccmOzhQsqRxVHu1aqRNa2oySWwuX2b9elKm5MsvnzctZUp69KBdO378UQW8iIhIcqMCXkQkfly5QqZM0Q9jL1KEChUoXhyLhZo1yZrVpHCS+O3dS2go1aqRPn0sM+vUAdi5MwFCiYiISKKiAl5ExHrXr7Nxo3Fa+6FDMRzVXrUqgYEmhZOk5dIlADe32GfmyoWDA5cuER6Og4Otc4mIiEjioQJeROTF3L/P1q1G0b57N6Ghxni6dBQvbmoySdIiXrzfuBH7zJs3CQ8nfXpV7yIiIsmNCngRkRdTpgyHDhk/u7hQubKxrf2tt0ih31PFagULAuzYQVhY9J0Y0fzxB4C7e0KkEhERkcREf9gUEXmmGCupokVxdTWOaq9alTRpzEgm9sfdHXd3jhzhp594//3nzfz6a4BGjRIml4iIiCQeKuBFRKIIDjaOavf35/Zt/vqL3LmjTFiyxKRkYvd69KBtW7p1o2pVcuSIec68eaxZQ8aMfPZZwoYTERER86mAFxHh6tXIXnRHjkSO581LypTmxZLkpnVr5s1j0yY8PFi+nEKFolwND2fWLDp3Bhg/nldeMSWjiIiImEgFvIgkd6tX07gxjx4Zv0yXjurVqVULi4WiRdUmTBKQkxNLl+LpSVAQJUrw4Ye88w6vv86dO+zdy3ffsX07QP/+fPqp2VlFRETEBCrgRSS5c3EhUyaKFDGOai9fXr3oxDxZshAQQPfuzJ7Nt9/y7bdRrrq54etL8+YmhRMRERGT6U+pImL/Dhwwlsf/8Qeffsro0VGu1qrFxYsmJRN5Wpo0TJvGl1+yaBFbthAcTJo05MtH/fo0bYqrq9n5RERExDQq4EXEPp05g78/69fj78/585HjISHmZRKJuwIF6N/f7BAiIiKSuKiAFxE79O67rFgR+cucOY3l8RZL9JbykvBu3eLnn2nSRO+SRURERF6MCngRsUPXrpEhA9WrY7EYvegkfi1cSL58VKxozb2dOvH99wQGMnVqfMcSERERsWsq4EUk6QkJYccOY3n8pUusWRP9vfrGjeYESyZWraJlSzJl4uhRsmR5sXu3b2fePICZM2nfnuLFbRFQRERExD6pgBeRpCE83OhF5+fHpk3cumWMp0rFnTumJktmHj7kyy8Brl1j4EC+/voF7g0Px8uL8HBy5uT8eby88Pe3UUwRERERO+RodgARkdjt3cvkveXWAAAgAElEQVSrr1K8OF5erFzJrVu4u9OhAz/9xLlzFC5sdr7kZMoUjhwhTx6cnZk5kz//fIF7581j2zayZycwkCxZWL+e5cttFlRERETE7qiAF5Ek4OJFLlzAzY1WrZg7l3/+4fBhpk6lSRMyZTI7XHJy6RJDhgBMm0aHDoSG4uUV13tv36ZPH4AxY8iTh8GDAbp35/59m0QVERERsT8q4EUkUbhzh7Vr6dGDihUZMSL61bp1uXGD4GC+/56PPiJXLjMiCvTvz40bNGhAvXoMGkSWLGzYwE8/xenekSM5d46yZfnwQ4D27SlRgpMnmTDBppFFRERE7IcKeBExzaNHBATg40O1amTOTL16jBvHtm3s3BnD5LRpEzyfRBUUxJw5ODszfjxApkzG2/gePWJ/i/733/j64uDAxIk4OgI4ORml+4gRnDtn0+AiIiIidkIFvIiYo39/MmemalUGD2bLFkJDKV+ePn3w82PxYrPDSUy8vAgNpUsX3N2Nkc8/p0QJozh/vogi/8MPqVIlcrBmTd59l9u36dvXVplFRERE7IkKeBExh78/t29TuDCdOrF8OZcvs307I0ZgseDiYnY4ecrixWzaRLZs9O8fOejkxMSJ8N/y+GeJWGbv6sqwYdEvjRtHqlR8/z07dtggtIiIiIh9UQEvIrby778sXsznn1OvHsHB0a9GHOF+8CCTJ9O4MRkzmhFR4ubePXr3Bhg2LPrfKQ8PmjSJbFD3tNBQvL0B+vYld+7oV/PnNw6W69qV8PB4Dy4iIiJiV1TAi0h8un2b1av58ktKlSJ7dj74gFmzWLuWEyeiz3R1JWtWMyLKixs7llOnKFWKTz+N4WrEW/R58wgIiOHqrFns20fu3EYZ/7R+/XBzY9s2FiyIz8wiIiIi9kcFvIjEj3/+oWZNMmemQQN8fdm3j1Sp8PRk1Cj27qVaNbPzibWCgxkzBmDiRJycYpiQLx/duhEejpcXYWFRLl2/zsCBAL6+uLrG/Plp0zJ8OEDv3ty+HZ/JRUREROyMCngRiR/797NhA2FhVKhAv36sX8/Vq/z+O716UaqU2eHkJfTsyZ07NGtG9erPnNOnD25u7N4d/S26jw///kuVKjRp8rxHfPwx5csTHMzo0fGTWURERMQuqYAXkRdw4gQzZ9KqFdOmRb9Uty7793PlCoGBDBuGhwepUpkRUeJVYCA//EDq1LGU1mnTMmIEQM+e3LxpDB4+zNSpODoycSIODs+73cGBSZNwcGDcOE6dip/kIiIiIvZHBbyIxOLSJRYtom1b8uWjQAHatWP+fL77LoaZRYuSIUNCxxPbCQszOsx1707evLFM/ugj3nqLCxeM9fZAt248esTnn1O2bOzPqlCBFi24f5+ePV8ytYiIiIjdUgEvIs/0/feULEmOHPzvf3zzDadO8corNG3KtGn88ovZ4cT25s5lxw5y5aJXr9gnOzgYb9rHjeP4cVatYs0a0qdn8OC4Pm70aNKkYckSNm60PrOIiIiIHUthdgARSbxmzODPP3F1pUoVLBYsFkqXxlHf+yUPt27Rrx/8V1fHRYUKfPgh8+bRsycHDwLkzGk0sYujHDk4cQJvb3bv1j9pIiIiItGpgBdJ1sLCCArC35+TJxk8mOzZo1xdupS//6ZsWVKmNCmfmGfUKM6fx8mJFSv4+ee43vXvvwDLlxu/PHKEI0de+NH79nH+PLlyvfCNIiIiIvZNBbxIcnT8OP7++Puzfj1XrhiDFgtNm0aZljMnOXMmfDpJFP74AyA0lKVLrbn9k0+oUMHKR+fPr+pdREREJAYq4EWSkdu36d6dtWs5fTpyME8eLBbq1OHdd81LJonPokVs3UpoqDX3urri6YmLS3xnEhEREUneVMCLJCPbtzNjBkCWLHh4GNvaCxQwO5YkStmzx3J4u4iIiIgkMBXwIvbmwQMCA9m8GXd3mjePcqlmTVauxM2NkiXVIUxEREREJIlRAS9iD8LC2LvX2NYeEMDduwD580cv4B0caNDAlIAiIiIiIvKyVMCLJG1btjBpEhs2cPWqMeLgQIkSWCy0amVqMhERERERiVcq4EWStkGD2LABIF8+Y097zZpky2Z2LBERERERiW8q4EWSgBs32LSJY8do04aMGaNcmjqVXbuoXJn8+U0KJyIiIiIiCUIFvEgidf8+f/xhbGvftcs4zStdOj7/PMq0woUpXNiUgCIiIiIikqBUwIskLmFhfPUVq1axdSv37hmDzs5UrEjt2rRoYWo4ERERERExjwp4kcRl+3a8vQEcHChVytjWXrUqadOanUxEREREREylAl7EHOfOsWkT/2/vzuOiqvc/jn+GVXZZVNxRA3dcrqLmkvuu3Vz7XdeyMitNMTNzSb2aluaSW6mpXe1m/dIkNfWqmDe3DHAp3CUXVERUSECWgfn9cfhNCMM2DnM48Hr+0eNwzvec+cz47QvvOed8T7Vq0r79E+uDgmT1avH2lk6dpEIFlYoDAAAAUPIQ4AHriY+Xn37Kuq39/HkREW9viYt7oo2trYwbp0p1AAAAAEo0AjxQ7KKiZN06CQ2V8PCsuehExM1NOnSQl15StTIAAAAA2kGAB4pdcLCEhIiIODhI27ZZt7W3aiV2/P8HAAAAoNAIEIDFnD8v585Jr17i7PzE+vfekyZNpE0bad9eXFxUKg4AAACAxhHggacSHZ11T/vBg3L7tojI0qUyceITbVq3ltatVakOAAAAQOlBgAfMsXev7NwpBw/KxYt/rfT1la5dZcAA9coCAAAAUHoR4IEiu3BBevXKWnZ3l+eey7qtvVEjVcsCAAAAUKoR4IE86fVy6pS4uUm9ek+sr1NH3ntPXFykSxdp2ZK56AAAAABYA8kDyCkyMuue9sOHJSFB3NwkIUF0ur8a2NvLggXq1QcAAACgTCLAAyIijx7Jd99l5faYmL/WBwTIyJFPpHcAAAAAUAUBHhARmThRNmzIWq5cOeue9i5dpHp1VcsCAAAAgP9HgEfZkpwsFy9K48Y5b1wfOlRSU6VVK+nSRRo0UKk4AAAAAMgbAR6ln14vJ09mXR5//LikpclHH8m77z7Rpnt36d5dpfoAAAAAoBAI8Ci1rlyR3bvlwAE5fFgePcpaaWsrQUHSubOqlQEAAABA0RHgzfHSSy+JSJ8+fQYNGqR2LTAtJkYaNpS0tKwf69XLuqe9Y0fx9FS1MgAAAAAwCwHeHJs2bRIRX19fAnxJ8OCBGAzi7f3ESk9PGTxYbGyka1fp0kWqVlWpOAAAAACwEAI8NCkpSX7+WQ4ckIMH5exZcXOTu3fF0fGvBo6OsmWLevUBAAAAgKUR4LMcPHiwqLtcu3Ytx15dunSxXEXIyWCQY8ey5qI7ceKvy+OdnKR3b3FwULU4AAAAAChmBPgsXbt2LeouW7du3bp1a/Y1BoPBchUhp5kzZf78rGVlLjrltva2baVcOVUrAwAAAIDiR4DP4uDgkGY8pQu1xcdL+fI5VzZrJq1aScuWWXPR5W4AAAAAAKUYAT7LiRMnhg0bdv78eRGxtbUdNWqUl5dXXo0XL14sIkFBQR06dLBeiaVdbKyEhkpoqBw4IH/8YeJR7QMHysCBKhUHAAAAAGojwGdp1qxZeHj4O++8s3r16oyMjH379m3cuLFbt24mGysBvnPnzgsWLLBumaVNUpIcPpx1W/vZs2K8BcHLS+rWVbUyAAAAAChhCPB/cXJyWrVqVe/evceMGXPr1q0ePXqMHz9+4cKFTk5OapdWOiUmSp06Ehub9aOTk7Rrl3Vbe/PmYmOjanEAAAAAUMIQknLq06fP2bNn+/btazAYPv300+bNm4eHh6tdVGmQmZlzjYOD1K8vbdrI9OkSGioPH8p//iNTp0qLFqR3AAAAAMiJnGRCxYoVd+7cuXr1amdn5wsXLrRp02b+/PkZGRlq16U9V6/K2rUydKhUqCDVqkli4hNbHRzkp5/k2DGZN086dXriKe4AAAAAgBwI8HkaN25ceHh48+bN09PTZ8yY0b59+6tXr6pdlAbcvStffy2vvCK1askzz8jYsfLttxIXJxUrih13bAAAAACAuQjw+alXr96JEyemTp1qY2Nz/PjxJk2arFu3Tu2iSrT166VKFfnHP+SLL+TaNfH2lkGDZM0auXRJTp/mae0AAAAAYD5OiRbA3t5+4cKFvXr1Gjly5I0bN1577bUffvhB7aJKLkdH8faW5s2z5qJr2pS72QEAAADAMgjwhfLcc8+dOXNm3LhxW7du3bVrl9rllFwjRsiIEWoXAQAAAAClEQG+sMqXL//111/36dPnzTff/PPPP63wirdu3dq7d68Zk+fFxcWJSGbuad8BAAAAAJpFgC+a4cOH9+/f/9GjRyLi5uZWrK/15ptvhoSEmL377du3LVgMAAAAAEBdBPgic3d3d3d3t8ILjR8/vlKlSmbsePjw4YsXL3bq1MniJQEAAAAA1EKAL7m6dOnSpUsXM3YMDg6+ePFilSpVLF4SAAAAAEAtTBEOAAAAAIAGEOABAAAAANAAAjwAAAAAABpAgAcAAAAAQAOYxE5EJDMz8969e09/HPMmjQcAAAAAoEAEeBGRmzdv+vn5Pf1xDAbD0x8EAAAAAIDcuIReRMTBwaF8+fJqVwEAAAAAQJ44Ay8iUrly5djY2L17906dOvX8+fPKylq1atWtW1fdwgAAAAAAUBDgs9jb2/fr169z5849e/Y8cuSIiAwdOnTBggVq1wUAAAAAgAiX0Ofg4uIyZ84ctasAAAAAACAnAnxOnTt39vX1VbsKAAAAAACeQIA3oXnz5mqXoFUpKXLsmDAZPwAAAABYHAHehB49enTs2LF27dpqF6I9r70mbdvKihVq1wEAAAAApQ4B3oQJEyYcOnTo1VdfVbsQjTl+XLZsERGZPVvi4tSuBgAAAABKFwI8LCMzUyZOFINB3Nzk4UOZOVPtggAAAACgdCHAwzL+9S85eVKqVpXQULG3l3Xr5MwZtWsqnIsXZfJkuXdP7ToAAAAAIF8EeFhAYqJMny4isnChtGghb7whGRkyaZLaZRVCZqYMHy5LlsjkyWqXAgAAAAD5IsDDAubPl9u3pXVrGTZMROSDD8THRw4dkm3b1K6sIJs2SViYiMiWLXLkiNrVAAAAAEDeCPB4WlFRsmyZ6HSyfLnodCIinp4yd66ISHCwJCerW11+Hj3KunAgKEgMBpk8mQfgAQAAACi5CPB4WpMnS0qKjBolQUF/rXztNWnSRG7ckKVL1ausIPPmSUyMtGkjoaFSo4acPCn/+pfaNQEAAABAHgjweCqhobJjh7i6yvz5T6y3tc2K7h9+KDduqFJaAaKiZPlysbGRZcvExUXmzRMRmTpV/vxT7coAAAAAwBQCPMxnnKnu/felSpWcWzt1koEDJTlZZsywfmkFCw6W1NS/LhwYPlzatpW7d+Wjj9SuDAAAAABMIcDDfJ99JmfPSu3aeU44v2iRlCtXEueHCw2VkBBxc/vrwgHlHn4bG1m8WC5fVrU4AAAAADCFAA8zPXwos2eLiCxeLOXKmW5Tq5YEB4vBIBMnSmamFYvLV0aGTJwoIjJ9ulSu/Nf6v/1Nhg+XtDR57z21SgMAAACAPBHgYaYPPpC4OOncWV54Ib9m06dL9eoSHi5btlirsoKsWSO//Sa1a2fF+Ow+/ljc3WX7dvnPf9SoDAAAAADyRoCHOc6fl88++2umunw4O2fND/fuuyVifriHD2XOHBGRJUvE0THn1kqVZOpUEZFJk0Svt3ZtAAAAAJAPAjzMERws6ekydqwEBhbceMSIEjQ/3KxZWRcOPP+86QbvvCP+/nLunKxda93KAAAAACBfBHgU2Q8/yN694umZdSq7QCVnfrhz5+Tzz8XWVpYty7ONg4MsXCgiMnOm3L9vtdIAAAAAoAB2ahcAjUlLk3feERHx85PFi4uwY6VKcueOvPeebNtWTKUVTLlw4K23pHHj/JoNGCDdusn+/fLPf+YX9QEAAADAmgjwKJqTJ7POop86JadOFXn377+X5GRxdrZ4XQULCZF9+8TTUz74oODGS5dK06ayapW88oo0alT8xQEAAABAQQjwKJo2bWT1avOno6tTR530npYm774rIjJ3rvj4FNy+YUN59VVZs0YmTpQDB4q7OgAAAAAoGAEeRWNrK+PGqV1E0S1dKpcuSf36MnZsYXeZN0++/VYOHpSdO6Vfv+IsDgAAAAAKgQCP0i8uTj78UEQkPl7atCnCjpmZIiKTJ0ufPmLDhI8AAAAAVEWAR+kXGytJSSIid+7InTtF3j0mRpKTxdXV4nUBAAAAQBEQ4FH6NWggV69KXJyZu1erRnoHAAAAoD4CPMqEmjWlZk21iwAAAACAp8B9vQAAAAAAaAABHgAAAAAADSDAAwAAAACgAQR4AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAAjwAAAAAABpAgAcAAAAAQAMI8AAAAAAAaAABHgAAAAAADSDAAwAAAACgAQR4AAAAAAA0gAAPAAAAAIAGEOABQJMeP5ZPP5Xr19WuAwAAANZCgAcATZozR95+W158UQwGtUsBAACAVRDgAUB7rl6VZctERE6ckC1b1K4GAAAAVkGABwDtmTxZUlMlIEBEZNo0SUxUuyAAAAAUPwI8AGhMaKiEhIibmxw6JK1aya1bsnCh2jUBAACg+BHgAUBLMjJk4kQRkenTpUoVWbZMdDpZvFiuXFG7MgAAABQzAjwAaMnq1fLbb1K7dlaMb91ahg2T1FSZNk3tygAAAFDMCPAAoBkPH8qcOSIiS5aIo2PWyoULxdVVvvtO9u9XsTQAAAAUOwI8AGjGzJly/7507izPP//XyqpVZepUEZFJk0SvV6s0AAAAFDsCPABow7lzsnat2NpmPUAuu3fekVq1JDJS1q9XozIAAABYBQEeALQhOFjS02XcOGncOOemcuXk449FRKZPlwcPrF8aAAAArIEADwAasGOH7Nsnnp7ywQemGwwaJB07yoMHMm+edSsDAACAtRDgAaCkS0uTd98VEZk7V3x88my2cqXY2cmKFRIZabXSAAAAYD0EeAAo6ZYulcuXpX59GTs2v2YNG8qYMaLXZz1hDgAAAKUMAR4ASrS7d2XBAhGRpUvF3r6Axh9+KF5ecuCA7N5thdIAAABgVQR4ACjRpk2ThAR5/nnp0aPgxl5eMmOGiMjEiZKaWtylAQAAwKoI8ABQcp06JV9+KQ4OWZPMF8b48dKwoVy5IqtWFWdlAAAAsDo7tQsAAORpwgTJzBQXF3nzzSLs9fixiMjcuTJyZH6T3gEAAEBbCPAAUEKlp0tEhIjIw4dy4ECRd09IkAsXpF07i9cFAAAAdRDgAaCEsreXU6fkxg0zd3dzk1atLFoQAAAAVEWAB4CSKyBAAgLULgIAAAAlA5PYAQAAAACgAQR4AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAAjwAAAAAABpAgAcAAAAAQAMI8AAAAAAAaAABHgAAAAAADSDAAwAAAACgAQR4AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAAjwAAAAAABpgp3YBKC7z589fuXLl0x8nPT391q1bOp3Oxoave1DSGQyGjIwMGxsbuis0Qa/X63Q6W1tbtQsBCpaRkSEidFdogvLHQI0aNdQuBMUrNjZW7RJUQIAvhfz8/ETk/v379+/ft+Bhld/cQMmXkZFBd4VWGAyGzMxMtasACovuCq3IzMyMiopSuwoUO51Op2SfskNnMBjUrgGWd/36dUsFmGPHjo0YMaJ58+ZLliyxyAGB4nP16tUxY8bUqVPniy++ULsWoABxcXGDBg3y9vbetm2b2rUABcjIyOjSpYutre3BgwfVrgUoWP/+/f/888/w8PDy5curXQuKl5OTU+XKldWuwqo4A1861axZ01KH+uOPP0TE09Pzueees9QxgWLi6ekpIi4uLnRXlHx37twREQcHB7orSj7jWQG6KzTBzs5ORPz8/Ly8vNSuBbAwbhMFAAAAAEADCPAAAAAAAGgAAR4AAAAAAA0gwAMAAAAAoAEEeAAAAAAANIAADwAAAACABhDgAQAAAADQAAI8AAAAAAAaQIAHAAAAAEADCPAAAAAAAGgAAR4AAAAAAA0gwAMAAAAAoAEEeAAAAAAANIAADwAAAACABhDgAQAAAADQAAI8AAAAAAAaYKd2ASjpPDw8jP8FSjh3d3edTkd3hSa4uLjY2dnRXaEJNjY2bm5u9vb2ahcCFIqHh0diYqKTk5PahQCWR4BHAVq0aLF///7GjRurXQhQMD8/v8OHD9esWVPtQoCCubu7Hz161NPTU+1CgILpdLojR47Y2HDlJrRhz549BHiUVjqDwaB2DQAAAAAAoAB8kwoAAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHj85c6dO9evX8/MzFS7EAAAAABATgR4ZNHr9Q0aNPDz87t3714+zYKDg3UF+eWXX6xWNsqUAwcOvPzyy/Xq1fPw8PDy8mrTps3o0aOPHDmS/15RUVGTJ0+uX7++i4tLhQoVOnTosHr16rS0NOvUjDKrqN2V0RVqSU9PX758+ZAhQxo3buzi4vLMM8/06dNn1qxZ8fHx+e/I6ArrM6O7MrqitDEABoPBYNi5c6fSJWJiYvJp1q9fvwI71YkTJ6xWNsqIhw8fDhgwIK8uN2LEiLi4OJM7rl271snJKfcuDRs2jIqKsvK7QBlhXndldIUqfvnll0aNGpnsb97e3hs2bMhrR0ZXWJ953ZXRFaWMXYEdGmVBUlLS1KlTC9PyypUrIuLq6lqvXr282ri4uFisMkBEr9cPHjz4wIEDIqLT6Tp16tSyZcuUlJSIiIiff/5ZRDZv3hwbG7tnzx6dTpd9x3//+99jx441GAwi0qFDh6CgoEePHoWEhMTExERGRnbt2jU8PLx8+fKqvCmUVmZ3V0ZXWF9cXFzPnj0fPnwoIpUqVerbt2+1atVu3bp1+PDhy5cv379/f8yYMX5+fp06dcqxI6MrrM/s7sroitJG7W8QoL5Dhw61b9/e2CXyOQOfkZHh6OgoIgMHDrRmhSjj1q5dq3ROBweH3bt3Z9+0f/9+X19fZeuKFSuyb3rw4IGPj4+I2Nrabt261bg+OTm5T58+yi5vv/22ld4DygzzuiujK1QxZswYpUOOHj368ePHxvXp6enGr/Vr1KiRkpKSfS9GV6jCvO7K6IrShwBfdn366ad9+/atUqVKju908gnw169fV9q899571iwVZZzxernvvvsu99Z9+/YpZzK9vLz0er1x/dy5c5W93nnnnRy7xMfHKznKzs4u/3tGgKIyr7syusL6EhISlN5Yv3799PT0HFszMjJatmypdMvw8PDsmxhdYX1md1dGV5Q+TGJXdm3fvn3Xrl23b98u/C7KNUgi4u/vXzxFATldunTp999/F5HAwMCBAwfmbtC9e/cWLVqIyIMHDyIiIozrv/nmGxGxs7MLDg7OsYuHh8fYsWNFRK/Xb9++vfiKR1ljdndldIX1nT9/3mAwiMjQoUPt7HLeU2ljY9OzZ09l+cyZM9k3MbrC+szuroyuKH0I8GXXP/7xj/eyqVWrVoG7GAfBgICAYq4OyHLhwgVlIfuNHjk0a9ZMWTB+IXXjxo3IyEgRCQoKqly5cu5dnn/+eWVh9+7dFqwWZZx53VUYXaGGc+fOKQt5/QHg5eWlLNy9e9e4ktEVqjCvuwqjK0ojJrEru1599dXsP54+ffqPP/7If5fs32ImJSWFhYVdunQpMTGxSpUqHTp0MPmLHHhKCQkJ5cqVE5HatWvn1ebx48fKQsWKFZUF5SyoiLRq1crkLoGBgU5OTo8fP1b+EgUswrzuKoyuUEO3bt2U5xrmNbOX8cFaderUMa5kdIUqzOuuwuiK0ogAjyJQBkEnJ6dvvvlm/vz5sbGxxk06nW7YsGHLly83fgMKWMSIESNGjBiRT4P09PRDhw6JiE6nM36/bvyqPq8cZWtrW6NGjYsXL16/fj05OdnZ2dmiVaOMMq+7CqMr1FCtWrVq1arltfXgwYPKKXQfHx/j1HTC6AqVmNddhdEVpRGX0KMIlEHw8ePHb7/9dvYRUEQMBsOWLVsaNGhw+PBhlapDGbV48eLo6GgRGTBggLe3t7Ly/v37ykI+X64rmwwGw4MHD4q/TEAkj+4qjK4oGY4ePbpnz57169e/9NJLPXv2fPTokaOj41dffZU9hDO6ooQoTHcVRleURgR4FJbBYLh69aqy7O3tvWLFihs3bijXyG3YsKFq1aoicvfu3WHDhj169EjVSlGGrFq1avr06SLi6Og4a9Ys4/rExERlIZ8nuxp/xxsbA8Uqr+7K6IoSom/fvr1793711Vc3bdqk1+tbtmwZERHRvXv37G0YXVFCFKa7MrqiVCLAo7Bu376dnJwsIrVr1z516tRbb71VvXr1cuXKNWjQ4KWXXvr9999bt24tIrdu3Zo2bZraxaL0i4qK6tOnz1tvvWUwGGxsbLZs2RIYGGjcqvRVEVGe/mqScRN/YqK45d9dGV1RMoWHh8+YMSPH/DiMriiZTHZXRleUSgR4FJavr29cXFxcXFxkZGT16tVzbC1fvvyaNWtsbGxEZN26dUlJSWrUiDIhKSlp5syZDRo0+PHHH0XEy8vrf//3fwcNGpS9jTKRmIikp6fndZy0tDRlIZ8/Q4GnVJjuyuiKEiImJiYpKfD9xL4AABoNSURBVOnSpUs//PBDp06dMjMzv//++7Zt216+fNnYhtEVJURhuiujK0olAjwKy9bW1tvb29vb2/jLO4emTZu2bdtWRNLS0oxzgQKW9f3339evX3/evHmpqaki8ve//z0yMnLAgAE5mrm6uioLxpNFuRk3ubm5FU+xKOsK2V0ZXVFCODo6Ojs7+/v79+vXLzQ0dNy4cSJy586dmTNnGtswuqKEKEx3ZXRFqUSAhyUZn+2R/fnGgEX8+eefQ4cOHTBgwM2bN0WkefPmoaGh33//va+vb+7GFSpUUBZiYmLyOqBxE9PPwuKK1F0Lg9EV1vfJJ58osee7777T6/XKSkZXlEwmu2thMLpCc3iMHCypUqVKyoJOp1O3EpQy8fHxHTp0+O2330TEy8tryZIlI0eOzKeb1a1bV1m4du2ayQYGg+HGjRsiUqVKFXd3d8tXjDKsqN21MBhdYXEnT540GAzlypVr0qSJyQZOTk4NGjSIiIjIyMi4detWzZo1hdEVKjGvuxYGoys0hwCPwgoPD09JSdHpdM8++2xebYxTfZp9lgnILSUlpX///koc6tGjx6ZNmwrsYI0bN1YWfv31V5MNzp8/r9ztZmwJWIQZ3ZXRFaoYMmTI9evXXVxc/vzzT+U24NwcHByUBeMd74yuUIV53ZXRFaUSl9CjsGbMmNGuXbu2bduePHnSZIPMzMywsDARsbe3DwoKsm51KM1mzZr1888/i8g//vGPXbt2FeZXrJ+fn3JR3LFjx+Lj43M32Lt3r7LQu3dvixaLss6M7sroClUo59KTkpKyT/qVncFgiIyMFBFbW9sqVaooKxldoQrzuiujK0olAjwKq2fPnsrChx9+aLLB559/royqgwcPZt4aWEpycvL69etFpE6dOuvXr7ezK+x1Q4MHDxaRlJSUdevW5diUnp7++eefi4idnd0LL7xg0XpRppnXXRldoYquXbsqC5988onJBuvWrVMejt2uXTvjo92F0RVqMK+7MrqidDIABoPBYDCOcTExMSYbJCQkVKxYUWkzadKkx48fGzdlZmauXbtWmZnW09MzryMAZtiwYYPS6xYtWlSkHePi4pRfxq6urmFhYcb1mZmZ48ePV4752muvWbpelGnmdVdGV6giNjZWyTk6nW758uV6vT771m+//VYZQm1tbY8fP559E6MrrM+87sroilJJZzAYiu3LAWhJr169lMveYmJijPN55LBjx47Bgwcrc3tWrVq1a9euVatWvXHjRlhY2IULF5Q2GzduHD16tLWqRun3xhtvrFmzRkQaN27s7e2df+P169fXqVPH+OPGjRtffvllEXF2dh4zZkyLFi0SEhK2bt167NgxEalVq9bJkyd9fHyKs3yULWZ3V0ZXqGLDhg1jxoxRlgMCAoKCgmrUqBETExMREXH69Gll/ezZsz/44IMcOzK6wvrM666MriiF1P4GASVFgWfgFSEhIXnd0unu7v6vf/3LagWjjOjRo0fhB7TTp0/n2H3RokUmL2OuV6/e+fPnVXlHKMWeprsyukIVy5cvd3R0NNnxypcvn/tUpxGjK6zPvO7K6IpShjPwyFKYM/CKR48effnllyEhIefPn793756bm5u/v3+fPn3GjRtX4BknoKgCAgLymrEmt9OnT+d+wMyZM2dWr1598ODBW7duubi4PPPMMy+++OJrr72W/ZZOwCKesrsyukIVV69e3bx58+7du6Ojo+Pj45Vp6gIDA8ePH5//WXRGV1ifed2V0RWlCQEeAAAAAAANYBZ6AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAAjwAAAAAABpAgAcAAAAAQAMI8AAAAAAAaAABHgAAAAAADSDAAwAAAACgAQR4AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAAjwAAAAAABpAgAcAAAAAQAMI8AAAAAAAaAABHgAAAAAADSDAAwAAAACgAQR4AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAAjwAAAAAABpAgAcAAAAAQAMI8AAAAAAAaAABHgAAAAAADSDAAwAAAACgAQR4AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAAjwAAAAAABpAgAcAAAAAQAMI8AAAAAAAaAABHgAAAAAADSDAAwAAAACgAQR4AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAAjwAAAAAABpAgAcAAAAAQAMI8AAAAAAAaAABHgAAAAAADSDAAwAAAACgAQR4AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAAjwAAAAAABpAgAcAAAAAQAMI8AAAAAAAaAABHgAAAAAADSDAAwAAAACgAQR4AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAAjwAAAAAABpAgAcAAAAAQAMI8ACAUu7u3bu6vNnb2wcEBPTt2/f999+/d+9e7t0bN26s0+n8/f2tX/nTaN++vU6nq169uhVeq3r16jqdrmXLlk9/KGuWnZ3BYGjXrp2bm5vJPqCKqVOn6nS6PXv2qF0IAKAEIcADAMo0vV5/+fLl3bt3L1iwwN/ff+nSpWpXlNO5c+fGjRs3bty4EydOqF1LCfX0H9HatWuPHj0aHBxcoUIFy9ZmtqlTp3p4eLzxxhtJSUlq1wIAKCns1C4AAAArcXV1HTRoUI6VCQkJV65ciYyMzMzMTEhICA4Orlix4rBhw1Sp0KSbN29+9tlnItK6devWrVurXU5J9JQf0Z07d6ZOnert7T158uRiqM5MXl5eU6ZMmTFjxgcffLB48WK1ywEAlAgEeABAWeHj47Nx40aTmyIjI19//fUjR46IyIQJE7p27VqpUiXrVqdhS5YsSU5O9vb2VrsQM7377rsJCQkLFixwd3dXu5YnTJw4cenSpcuWLRszZkz9+vXVLgcAoD4uoQcAQBo2bBgSElK1alURefDgwX/+8x+1K9KSwYMHjxo1qm/fvmoXYo5bt25t3brV1tZ29OjRateSk4uLy4svvpiRkbFs2TK1awEAlAgEeAAARES8vLyMF9j//vvv1nnR5OTklJQU67wWTFq1apVer+/WrZuvr6/FDx4XF5eWlvY0Rxg5cqSIbNmy5cGDBxYqCgCgYQR4AACyPPPMM8rChQsXCtM+ISHhk08+6d69e5UqVRwdHStUqNCsWbMhQ4bs37/fZHtlivV+/fqJSFhYWIcOHdzd3Z2cnFxcXJo2bfrqq69eu3Yte/tJkybpdLqePXsqP44ePVqZOf/69etFel/p6enLly9v06aNj4+Pq6trkyZNxowZExUVlc8ux48fHzt2bEBAgKurq4+PT6tWrSZPnpyjPCN/f/+8ZqFPSUlZsmRJUFCQh4dH+fLlW7VqtXz58rS0tPv37yvv5Ysvvniasp/yI0pJSVm7dq38f07Oq4x169Z169ZN+VeuXr163759t2zZkpmZmaNl9n/fNWvWVK9evUKFCo6Ojt7e3u3bt//qq6+MLffu3du/f39fX99y5crVrVt3yJAhkZGRJl89KCgoICAgOTl5/fr1hXlHAIBSzgAAQKkWExOj/Mrz8/PLv+Xbb7+ttBw6dKhxZaNGjUTkmWeeydF4z549np6eef167dy5c2pqao5d2rVrJyJ9+/b98ccfHR0dc+/l4OCwfft2Y/uJEyeaPPi1a9cKfNfKa1WrVi0mJqZ58+YFvpZRSkpKXheT29razpo1K/cuyhcfLVq0yLH+8uXLAQEBuY/TpEmTU6dOKcvr169/mrKf5iMyGAzffPONiNjb2yclJZlscOHChXr16pl8iRYtWkRHR+cuvm/fvnlVNWnSpMzMzLfeeiv3Jjs7u507d5qsYfr06SJSt27dwrwjAEDpxiR2AACIiDx8+HD79u3KcuPGjfNvfOXKlb///e+pqakiUrt27e7du/v6+j569OjcuXP79+/X6/WhoaHBwcErV67MvW90dPTw4cNTU1MbNGjQq1ev+vXrX79+fePGjdHR0WlpaS+//HLr1q0rV64sIlOmTBk9evTRo0fffPNNEZk7d27//v1FpEqVKoV8UykpKb17946IiGjUqFHPnj3r1at37dq1TZs2GV/r2WefzTFd35AhQ3744QcRsbe379y5c+PGjVNTU0+dOnXkyJGMjIy5c+feuXNHOWudv4SEhM6dO9+8eVNEqlev/txzz1WpUiUsLOzIkSNnzpzp3bu3Rcp+yo9IuVaiadOmzs7OubfGxMR06NAhNjZWRCpXrtyuXbu6detev379hx9+SEhICAsL69Kly6lTp5ycnLLv9fPPP+/atUun0w0cOLBDhw5paWnbtm07fvy4iCxduvTs2bMHDx50c3MbMWJE06ZNo6Oj165dGxMTo9frX3/99atXr+b+Zqdt27YicvHixZs3b1avXr0w7wsAUGqp/Q0CAADFqzBn4C9cuPDcc88pzRwcHK5evWrcZPIMvPEc9cSJEzMyMrJvOnPmjIeHh4hUrVo1x6soZ2gVb7zxRvZT9ImJic2aNVM2bd68Oftee/fuVdZv2rSp8O86x2ulpaUZNyUlJTVp0kTZ9M0332TfS4nuIvK3v/0tMjIy+6YDBw4ok/yJyO7du7NvMnkGfubMmUrjIUOGPH782Lj+6NGj2Z+1bvIMfFHLNu8jMhgMtWrVEpHx48eb3Dp27FjlsC+88EJiYqJxfVxcXPv27ZVNH330Ue7inZyc9u/fb1yfkZGhfK2g8Pf3v3LlinHrvXv3KlasqGw6ffp07jLu37+vbN24cWOR3h0AoPThHngAQFkRFxf3ai5Dhgxp0aJFw4YNDx8+rDSbPXt27dq18z/UmTNnRMTV1fWjjz6ysXnil2lgYKByF/StW7fymnisZcuWK1eudHBwMK5xcXGZN2+esnz69Glz36IJLVq0WLVqlb29vXGNs7PzP//5T2X57NmzxvVpaWnBwcEi4uXlFRIS0qBBg+zH6dKly+bNm3U6nYgYw3le7t+/r0ycXr9+/a1bt5YrV8646dlnn83rYX7mlW22qKioP/74Q0RMPjr+woULym3nTZs23bZtm4uLi3GTt7f3N998o9T27bff5t53zpw5Xbt2Nf5oY2MzdepU44/r16+vU6eO8UcfH59x48YZXzT30by8vJQ7EQ4ePFi0dwgAKHW4hB4AUFYkJibmPxOYk5PTnDlzpkyZUuCh1q9fn56e7uLikj2EGxnDXnp6usndZ8+erSTh7AIDA5UF5cp8S5k1a1bulcZwnv219u7de+XKFRGZMGGC8WR7dp06dWrfvv1///vfU6dOxcXF+fj45PWiX3/99aNHj0QkODg49zvt3bt33bp1L168aJGyzRYWFqYsNGzYMPfWVatWZWRkiMi0adNyv4XKlSsPHTo0LCwsPT09MzMzx5c4uafEM84FEBAQ0KFDhxxbjbfZ5/VIgkaNGl26dOnXX38t8E0BAEo3AjwAoKxzc3OrX79+06ZNp02b5ufnV5hdTM6vJiJ6vf7AgQPbtm3Lf/cWLVrkXpnjVmpLMXl6OfspcaMjR44oCx07dszraM2bN//vf/9rMBgiIiK6d++eVzPjmWSTbXQ6XdeuXfMP8IUv22zGeytMfhNx9OhREdHpdNmvfs9u8+bNJtd7enrmmFZAsv3jKndk5LU1L0qFxoIBAGUWAR4AUFb4+fkpl0xbSmpq6rFjx3777bfLly//8ccf169fv3TpUoHP/XZ1dTXe81zc3Nzcst9wnr8bN24oC/kEeKN79+7ls/Xy5csiYmNjk9dkcvlPxlakss1mzMPe3t65tyrPzKtUqVJRvzWwtbXNZ6vJ2fIKpFSYkJCQnJxs3hEAAKUDAR4AgCJLS0tbtGjRokWLEhISsq+3tbVt06ZNampqREREXvta9jRy/pTp9Aopx3vJX/4XsStPa/fy8rKzM/2Xhq+vbz67F6lssykB3tnZ2eS/SHx8vIiYvJXA+oxfMdy9e1eZeA8AUDYR4AEAKBqDwTB48GDjs9Z69erVqlWrwMDA2rVr16lTx9HRcdKkSfkE+BLLzc1NWdi3b1/ui8BzqFatWj5blakBHj58mJGRYfKMdFxcnLllWoxyi3vu+9sVzs7OSUlJxhng1WX8DPV6vbqVAADURYAHAKBodu/eraT3xo0b//jjj/lHWQ0xnm329PQ0PrDNPJUqVTp37lxGRsbt27dNXi1//fr1pzm+RShXASQlJaWmpuZ++rqvr+/Vq1dv3ryp1+tNXkcQGxt7584dEfH39y/uy9qN3yNUrly5WF8IAFDC8Rg5AACKJjQ0VFn45JNPTKZ35eprzWnTpo2ykM/jypYsWTJ+/PgpU6YYDIZ8DvXss8/mf6iffvrJzCotx3gZv8mn/SlvISMjw/jPncPEiRObNm3arFmzpKSk4itSoQR4Z2dnV1fX4n4tAEBJRoAHAKBojIHN5ORncXFx+/fvt25FltGnTx/lBO/SpUujo6NzNwgPD3/nnXdWrlwZHR2d15XniiFDhigLn3zySe6ov3fv3t9++81CVZvPGOBNXif/0ksvKQtz5szJvfXevXs//vijiDRs2NAK8+0pFXL6HQBAgAcAoGiaNm2qLGzcuDHHppMnT3br1u3WrVvKj5Y9N5vXQ8ItxcXFZf78+SISGxvbpk2bHBn77Nmz/fv3V9L4K6+8kv+hAgMDBwwYICK///77qFGjss/Mf/LkSWM2trgifUTG2wSMD73LrlOnTs8//7yIHDt2bOTIkY8fPzZuSkhIGD58uDLnn/GrimKlVGjseACAMot74AEAKJp+/fpNnz794cOHK1euPHfuXP/+/b28vKKiosLDw3ft2mUwGOrWras85HzKlCmvvPJKp06dnmbmeeNDwtesWePs7JyWljZ48GB3d3fLvJknjRo16vPPP//ll1+io6NbtmzZq1evwMDAjIyM06dP79mzJzMzU0Tef//9Ll26FHiotWvXRkREXLt2bfPmzUePHu3YsaOvr29ERMShQ4fS0tKGDRv21VdfSSEegV4Y5n1EDRo0qFy58p07d06cODFo0KDcDRYtWnTgwIGkpKTNmzf/9NNP7du3r1u3bnR0dEhISGxsrIgEBQVNmzbt6evPX2Ji4u+//y4ihfnYAQClGwEeAICiqVat2saNG//nf/7n8ePHoaGh2e+RLl++/PLly+vXrx8UFCQi27dv3759e3R09NM8jSwwMNDDwyMhIeHMmTMjR44Uka5duxZTgLexsdm3b9/QoUP37duXmpq6Y8eOHTt2GLc6ODi8/fbb8+bNK8yhvL29Dx061KNHj0uXLkVFRSkPlhMRW1vbFStWuLm5KQHeItO/mf0RdenSZcuWLSdOnDC51d/f/+DBg4MGDYqOjr558+a///3v7Fs7duy4adOmvJ6TZ0G//vqr8tVJ165di/u1AAAlHJfQAwBQZM8///ylS5def/315s2bu7m5eXh4NG/efPbs2VeuXBk5cmTLli0//vjjypUr29vb+/v7557hvEjKly+/c+fOtm3burm5OTg4+Pn5KQ9pKyYeHh579+798ccfhw0b5ufn5+TkVLFixXbt2r311lsXL178+OOP87/7PTs/P78zZ84sXLgwMDDQycmpQoUKffv2PXz48Jtvvml85rzJeQSKyuyPSInE4eHh2S/yz65Vq1YXL15csmRJhw4dKlSoUK5cuUaNGg0aNGjr1q2HDh2qWbPm0xdfoOPHj4tI9erV/f39rfByAICSTJf/LLIAAAAWN2HChBUrVohITExMgc+cLz4JCQnVqlVLTEzcsWOHcsd7CdSyZcuwsLD3339fmaEAAFCWcQYeAABY2OnTp5s1a9asWbO1a9fm3qrX67dt2yYiNWrUUDG9i4iHh8eoUaNEZPPmzSqWkY/z58+HhYXZ2dm98cYbatcCAFAfAR4AAFhYgwYNLl++fPr06dWrV+e+On3Dhg23b98WkaFDh6pR3RMmTJig0+l27dr18OFDtWsxQflmYdCgQU8zjQIAoNQgwAMAAAtzcHBQHjV35syZfv36HTlyJD4+Pj4+/pdffgkODn799ddFxNvbe8qUKWpXKgEBAb17905NTc0xR11JoNfrlQA/ceJEtWsBAJQI3AMPAAAsT6/X9+rV68CBAya3uru7h4SEdOzY0bpFmXbx4sUmTZpUqFDhypUrTznjoGV99tln48aNGzly5Jdffql2LQCAEsF29uzZatcAAABKGxsbm2HDhtWpU+fChQv37983rq9UqdKoUaO+/vrrwMBAFcvLzsfHR0RCQkK8vb1bt26tdjlZHj9+PHDgwHLlyu3cudMiD9sDAJQCnIEHAADFKzk5OSoqKjk5uWLFijVr1iz8g+isJj09vVmzZrGxsVFRUa6urmqXIyLy0Ucfvffee5s3bx4+fLjatQAASgoCPAAAgCQkJMTHx1eqVKlcuXJq1yIiEhMTk5qaap1HzQMAtIIADwAAAACABjALPQAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGvB/aPoY2STwEIYAAAAASUVORK5CYII=)
Above in the R code we used a new function predict()
.
This function is useful for taking a fitted model and using it to
predict values. In this case we use this feature to predict where two
points fall along the x-axis so that we can connect them with lines and
thus form the fitted regression lines. One of the more difficult
arguments to predict()
to understand is the
newdata
argument. This is essentially a
data.frame
that must have the variables in the model
included as column names. So in this case must have the variables
plant_ht_cm
and trt
in
newdata
.
More recently the marginaleffects
package has make it
easier to generate plots of fitted models, for example:
plot_predictions(main_mod, condition = c('plant_ht_cm', 'trt'), points = 1) +
xlab("Plant height (cm)") +
ylab("Fruit mass (mg)")
![](data:image/png;base64,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As you can see the two approaches produce similar output but the
newer approach is more efficient.
Another way to think about the main effect model is that it is
specifying a 3d plane that can fit through the data.
s3d <- scatterplot3d(weeds[ , c('trt', 'plant_ht_cm', 'fruit_mass_mg')],
type = 'h', color = 'blue', angle = 65, pch = 16,
lab = c(3, 5), xlim = c(0, 3),
x.ticklabs = c('', 'fertilized', 'unfertilized', ''),
box = F)
# Add regression plane
s3d$plane3d(main_mod)
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Again above it is a little fussy to make this graph because of the
factor.
Interaction effect model
Lastly the most complex typical model that we would specify based on
our graphical exploration would also be a model that includes an
interaction effect. An interaction effect is an effect
in which one variable influences the effect of another variable on the
response.
\[y = \beta_0 + \beta_1x + \beta_2z +
\beta_3xz + \varepsilon\]
int_mod <- lm(fruit_mass_mg ~ trt + plant_ht_cm + trt:plant_ht_cm,
data = weeds)
# alternatively we can use * as short hand
int_mod <- lm(fruit_mass_mg ~ trt * plant_ht_cm, data = weeds)
int_mod
##
## Call:
## lm(formula = fruit_mass_mg ~ trt * plant_ht_cm, data = weeds)
##
## Coefficients:
## (Intercept) trtunfertilized
## 12.842466 -2.669054
## plant_ht_cm trtunfertilized:plant_ht_cm
## 0.265532 -0.008069
Graphically the easiest way to consider this model is that it
specifies separate regression lines for each level of fertilization that
differ in both their y-intercept and slope.
plot(fruit_mass_mg ~ plant_ht_cm, data = weeds, type = 'n',
xlab = 'Plant height (cm)', ylab = 'Fruit mass (mg)')
points(fruit_mass_mg ~ plant_ht_cm, data = weeds, subset = trt == "fertilized",
pch = 1, col = 'red')
xrange <- range(weeds$plant_ht_cm[weeds$trt == "fertilized"])
lines(xrange,
predict(int_mod,
newdata = data.frame(plant_ht_cm = xrange, trt = "fertilized")),
col = 'red', lty = 1)
points(fruit_mass_mg ~ plant_ht_cm, data = weeds, subset = trt == "unfertilized",
pch = 2, col = 'blue')
xrange <- range(weeds$plant_ht_cm[weeds$trt == "unfertilized"])
lines(xrange,
predict(int_mod,
newdata = data.frame(plant_ht_cm = xrange, trt = "unfertilized")),
col = 'blue', lty = 2)
legend('topleft', c('Fertilized', 'Unfertilized'), col = c('red', 'blue'),
pch = c(1, 2), lty = c(1, 2), bty = 'n')
![](data:image/png;base64,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)
Or more efficiently we can simply use:
plot_predictions(int_mod, condition = c('plant_ht_cm', 'trt'), points = 1) +
xlab('Plant height (cm)') +
ylab('Fruit mass (mg)')
![](data:image/png;base64,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)
Exercise
Try to come up with the ggplot
code to graphically
depict the interaction effect model (clue: we made essentially this
graphic above but with a smoother so if you need a reminder of how to
structure the code look above).
[Show answer]
ggplot(weeds, mapping = aes(x = plant_ht_cm, y = fruit_mass_mg)) +
geom_point(aes(color = trt)) +
geom_smooth(aes(color = trt, linetype = trt), method = 'lm', se = F) +
labs(x = 'Plant height (cm)' , y = "Fruit mass (cm)")
## `geom_smooth()` using formula = 'y ~ x'
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Question
In the above graphic do you see good evidence that the additional
complexity of the interaction effect model is warranted?
[Show answer]
The interaction effect model allows for the slopes of the lines to differ
based on fertilization but it can be seen that the best fit lines appear to have
very similar slopes which suggests that the added complexity is likely not
warrented
# Tabular model interpretation
Now that we’ve build our two models let’s examine the model fits and
the statistical significance of the explanatory variables.
summary(trt_mod)
##
## Call:
## lm(formula = fruit_mass_mg ~ trt, data = weeds)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.5600 -1.3049 0.0252 1.7704 4.7000
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 20.1000 0.5557 36.171 < 2e-16 ***
## trtunfertilized -3.3905 0.7859 -4.314 0.00011 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 2.485 on 38 degrees of freedom
## Multiple R-squared: 0.3288, Adjusted R-squared: 0.3111
## F-statistic: 18.61 on 1 and 38 DF, p-value: 0.0001099
# because trt is a factor lets also examine the anova output
anova(trt_mod)
## Analysis of Variance Table
##
## Response: fruit_mass_mg
## Df Sum Sq Mean Sq F value Pr(>F)
## trt 1 114.95 114.955 18.614 0.0001099 ***
## Residuals 38 234.68 6.176
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
The function summary
provides several useful pieces of
information for linear models. The coefficients table:
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 20.1000 0.5557 36.171 < 2e-16 ***
trtunfertilized -3.3905 0.7859 -4.314 0.00011 ***
which provides the estimate, standard error, t-statistic, and p-value
for:
- \(\hat{\beta_0}\) the y-intercept -
1st row of the table
- \(\hat{\beta_1}\) the slope of the
regression line - 2nd row of the table
The p-values can be used to assess statistical significance, and the
t-statistics provide a measure of effect size.
Note: most of the time we are not interested in the test of
the intercept
In addition to the coefficient table several statistics for the
entire model are also provided:
Residual standard error: 2.485 on 38 degrees of freedom
Multiple R-squared: 0.3288, Adjusted R-squared: 0.3111
F-statistic: 18.61 on 1 and 38 DF, p-value: 0.0001099
The multiple R-squared and adjusted R-squared provide estimates of
variance explained. The later statistic adjusts for the number of
variables included in the model. The F-statistic is a ratio of the mean
sum of squares for the model to the sum of squares of the residuals
(i.e., the ratio of explained variance to unexplained variance). The
p-value associated with the F-statistic provides a means of examining
the statistics significance of the entire model.
Note: in this specific model because only a single
explanatory variable is included the overall model p-value is
identical to the p-value reported for trt
in the
coefficients table.
The function anova
reports the analysis of variance
table
Response: fruit_mass_mg
Df Sum Sq Mean Sq F value Pr(>F)
trt 1 114.95 114.955 18.614 0.0001099 ***
Residuals 38 234.68 6.176
The first column lists the degrees of freedom which indicate that our
for two leveled factor trt
that only one degree of freedom
is lost. An additional degree of freedom is lost to estimate the
variance of the error term, thus the residuals Df = 38 when n =
40. The second column provides the sums of square differences for the
trt and residuals these are also know as the explain and unexplained
variances. The F-value is the ratio of unexplained to explained variance
after taking degrees of freedom into consideration.
# F is explained SS / (unexplained SS / df)
114.95 / (234.68 / 38)
## [1] 18.613
Note that the p-value derived from the F-test is
identical to the t reported for in the coefficient table
returned by summary
.
So the tabular output of the treatment main effect model indicates
that including just treatment explains 31% of the variance which is a
statistically significant amount of variance.
Now let’s examine the plant height main effect model
Question
Extract and interpret the model statistics for the plant height only
model.
[Show answer]
summary(ht_mod)
##
## Call:
## lm(formula = fruit_mass_mg ~ plant_ht_cm, data = weeds)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.3367 -1.8466 -0.6624 1.8441 5.3379
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 10.12052 2.09707 4.826 2.28e-05 ***
## plant_ht_cm 0.31428 0.07808 4.025 0.000262 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 2.54 on 38 degrees of freedom
## Multiple R-squared: 0.2989, Adjusted R-squared: 0.2804
## F-statistic: 16.2 on 1 and 38 DF, p-value: 0.0002623
# variance explained is 30% and overall model is statistically significant
# this suggests that the treatment effect is stronger than the plant height effect
# Model comparisons
Our graphical exploration suggested that the model that included both
treatment and plant height would have the most support let’s undertake
some formal model comparison.
Adjusted \(R^2\)
A simple but somewhat cumbersome approach is just to compare the
model output from summary
summary(main_mod)
##
## Call:
## lm(formula = fruit_mass_mg ~ trt + plant_ht_cm, data = weeds)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.3628 -1.3944 0.3798 1.1516 4.0827
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 12.95862 1.86798 6.937 3.44e-08 ***
## trtunfertilized -2.88217 0.68014 -4.238 0.000144 ***
## plant_ht_cm 0.26128 0.06612 3.951 0.000336 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 2.112 on 37 degrees of freedom
## Multiple R-squared: 0.528, Adjusted R-squared: 0.5025
## F-statistic: 20.69 on 2 and 37 DF, p-value: 9.297e-07
summary(int_mod)
##
## Call:
## lm(formula = fruit_mass_mg ~ trt * plant_ht_cm, data = weeds)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.379 -1.371 0.367 1.162 4.082
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 12.842466 2.705632 4.747 3.25e-05 ***
## trtunfertilized -2.669054 3.612254 -0.739 0.46476
## plant_ht_cm 0.265532 0.097429 2.725 0.00985 **
## trtunfertilized:plant_ht_cm -0.008069 0.134256 -0.060 0.95241
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 2.141 on 36 degrees of freedom
## Multiple R-squared: 0.528, Adjusted R-squared: 0.4887
## F-statistic: 13.42 on 3 and 36 DF, p-value: 4.907e-06
From this we can see that two models have identical \(R^2\) values which usually would be
surprising because we typically expect more complex models to have
higher raw variance explained estimates. This isn’t surprising to use
because we already graphically inspected the models and concluded there
was little support for an interaction effect. We should also compare the
adjusted \(R^2\) which adjusts the
estimate of variance explained based on how much we would expect the
variance explained if purely noise variables were added. In this case
the more complex interaction effect model has a lower adjust \(R^2\) suggesting that it is not the most
parsimonious model.
Log-ratio tests
We can also use the function anova
to carry out
log-ratio tests on nested models. Nested models are models in which the
more complex model has all of the same parameters as the simple model
and then some additional ones.
anova(main_mod, int_mod)
## Analysis of Variance Table
##
## Model 1: fruit_mass_mg ~ trt + plant_ht_cm
## Model 2: fruit_mass_mg ~ trt * plant_ht_cm
## Res.Df RSS Df Sum of Sq F Pr(>F)
## 1 37 165.04
## 2 36 165.02 1 0.016559 0.0036 0.9524
The ANOVA table indicates that the interaction model does not explain
significantly more variance - this case this was a silly test to run
because we already could have predicted this result based on the
adjusted \(R^2\) values.
AIC model comparison
In the biological sciences a popular way of comparing models is to
use a penalized log likelihood criteria such as as the Akaike
information criterion (AIC) or the Bayesian information criterion (BIC).
Unlike the ANOVA comparisons AIC and BIC can be used to compare models
that are not nested. The formula for AIC is:
\[\mathrm{AIC} = - 2\log(\hat L) + 2k
\]
where \(\hat L\) is the likelihood
of the model and \(k\) is the number of
parameters in the model. The AIC index ranks models both on their degree
of fit but also on their complexity. A small value of AIC indicates a
better model and thus models with more complexity (i.e., more
parameters) and thus larger \(k\)
value, but equal likelihood are considered worse models (higher
AIC).
Note: the exact value of the AIC model is not important but
the differences between models are
# examine the AIC scores of all the models we have considered
# smaller number is better
AIC(null_mod)
## [1] 204.2357
AIC(trt_mod)
## [1] 190.2891
AIC(ht_mod)
## [1] 192.0322
AIC(main_mod)
## [1] 178.2068
AIC(int_mod)
## [1] 180.2027
So as you can see all the models are better than the null model, but
the main effect only model is considered the best model. If two models
are within 2 units of the AIC index then they are considered roughly
equivalent models.
There is another function called extractAIC
which
returns different values for AIC because it uses different additive
constants; however, the differences between the models are still the
same
AIC(main_mod)
## [1] 178.2068
extractAIC(main_mod)[2]
## [1] 62.69167
AIC(main_mod) - AIC(int_mod)
## [1] -1.995986
extractAIC(main_mod)[2] - extractAIC(int_mod)[2]
## [1] -1.995986
Model diagonstics
Now that we think we have a sufficient model (i.e., the main effect
model) we should carefully examine it to make sure it meets the
assumptions of OLS regression. This is particularly important if we are
going to use the p-values for rigorous hypothesis testing.
It is easy to examine the diagnostics of the model visually using
plot
par(mfrow = c(2,2))
plot(main_mod)
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)
The top left and bottom left panels both suggests that the assumption
of homoscedasticity holds. The top right panel suggests
that the residuals are normally distributed. The bottom
right panel suggests that there are not large outliers that are having a
disproportionate effect on the regression.
Biological conclusion: Fruit size increases due to fertizlier and
plant height
We have carried out model comparison and checked the model
assumptions, we can now feel pretty confident about making some
biological conclusions.
Our main effect model received the most empirical support and it
suggests that fruit mass increased due to fertilizer and plant height
(see figure below). The effect of fertilizer was a little stronger than
the effect of height and together these two variables helped to explain
approximately 50% of the variance in fruit mass. We did not find that
the effects of plant height on fruit mass depended on if the plant was
fertilized.
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)
Above is the final best supported model (source code for this is
provided when the main effect model is first introducted above)
Automated model selection
The approach we have taken above of a careful examination of the
graphical patterns in the data set followed by careful and rational
model comparison is not always possible when the models being compared
are quite large. However, this method does suffer from Freedman’s
paradox discussed at the top of the lesson.
# run a stepwise regression analysis on the full model.
stepAIC(int_mod)
## Start: AIC=64.69
## fruit_mass_mg ~ trt * plant_ht_cm
##
## Df Sum of Sq RSS AIC
## - trt:plant_ht_cm 1 0.016559 165.04 62.692
## <none> 165.02 64.688
##
## Step: AIC=62.69
## fruit_mass_mg ~ trt + plant_ht_cm
##
## Df Sum of Sq RSS AIC
## <none> 165.04 62.692
## - plant_ht_cm 1 69.644 234.68 74.774
## - trt 1 80.098 245.13 76.517
##
## Call:
## lm(formula = fruit_mass_mg ~ trt + plant_ht_cm, data = weeds)
##
## Coefficients:
## (Intercept) trtunfertilized plant_ht_cm
## 12.9586 -2.8822 0.2613
As you can see above this approach results in the same model that we
found to be the best - the main effects model. Do note that
stepAIC
internally uses the function extracAIC
to compute the AIC values.
# Understanding Regression via
Simulation
R is an excellent environment for learning about how models work in
part because of the ease to generate data with known properties. This
provides us the ability to not only check that a model is performing as
expected but also helps to indicate strengths and weaknesses of various
model fitting and effect size strength measures.
#generate data for example
set.seed(10) # this is done so that the same results are generated each time
x1 <- runif(900)
x2 <- rbinom(900, 10, .5)
x3 <- rgamma(900, .1, .1)
#organize predictors in data frame
sim_data <- data.frame(x1, x2, x3)
#create noise b/c there is always error in real life
epsilon <- rnorm(900, 0, 3)
#generate response: additive model plus noise, intercept=0
sim_data$y <- 2*x1 + x2 + 3*x3 + epsilon
Above we have defined response variable y
as a linear
function of the three simulated independent variables (the
x
variables). Epsilon refers to the error in the model and
in line with OLS regression assumptions we have made this is a normally
distributed variable centered at zero.
Now that we have simulated our data let’s examine how we build OLS
models in R and plot the result.
#First we will demonstrate the simplest possible model
#the intercept only model
mod <- lm(sim_data$y ~ 1)
mod
##
## Call:
## lm(formula = sim_data$y ~ 1)
##
## Coefficients:
## (Intercept)
## 8.581
summary(mod)
##
## Call:
## lm(formula = sim_data$y ~ 1)
##
## Residuals:
## Min 1Q Median 3Q Max
## -12.743 -4.282 -1.764 1.581 88.528
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 8.5809 0.2863 29.97 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 8.59 on 899 degrees of freedom
#Note that the estimate for the intercept is equivalent to the mean of y
mean(sim_data$y)
## [1] 8.58092
#simple linear regression with x1 as predictor
mod1 <- lm(y ~ x1, data=sim_data)
#plot regression line and mean line
plot(y ~ x1, data=sim_data)
abline(h=mean(sim_data$y), col='pink', lwd=3)
abline(mod1, lty=2)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAIAAAB7BESOAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzde5yOdeL/8c8YM2OGCUXOQ1o5Kx2ITpLtICWVEjatHPKlkVS2LR121YpOQi2VtlY2yqZaUnarrY2K6DCMQ41TijJSmSEzY35/jJ9OomTm7jLP518e9/25mrc9VC/3fV93XGFhYQAAAAB+3crEegAAAACwdwIeAAAAIkDAAwAAQAQIeAAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4AAAAiAABDwAAABEg4AEAACACBDwAAABEgIAHAACACBDwAAAAEAECHgAAACJAwAMAAEAECHgAAACIAAEPAAAAESDgAQAAIAIEPAAAAESAgAcAAIAIEPAAAAAQAQIeAAAAIkDAAwAAQAQIeAAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4AAAAiAABDwAAABEg4AEAACACBDwAAABEgIAHAACACBDwAAAAEAECHgAAACJAwAMAAEAECHgAAACIAAEPAAAAESDgAQAAIAIEPAAAAESAgAcAAIAIEPAAAAAQAQIeAAAAIkDAAwAAQAQIeAAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4AAAAiAABDwAAABEg4AEAACACBDwAAABEgIAHAACACBDwAAAAEAECHgAAACJAwAMAAEAECHgAAACIAAEPAAAAESDgAQAAIAIEPAAAAESAgAcAAIAIEPAAAAAQAQIeAAAAIkDAAwAAQAQIeAAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4AAAAiAABDwAAABEg4AEAACACBDwAAABEgIAHAACACBDwAAAAEAECHgAAACJAwAMAAEAECHgAAACIAAEPAAAAESDgAQAAIAIEPAAAAESAgAcAAIAIEPAAAAAQAQIeAAAAIkDAAwAAQAQIeAAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4AAAAiAABDwAAABEg4AEAACACBDwAAABEgIAHAACACBDwAAAAEAECHgAAACJAwAMAAEAECHgAAACIAAEPAAAAESDgAQAAIAIEPAAAAESAgAcAAIAIEPAAAAAQAQIeAAAAIkDAAwAAQAQIeAAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4AAAAiAABDwAAABEg4AEAACACBDwAAABEgIAHAACACBDwAAAAEAFlYz3g1y4nJ2fTpk05OTlbtmxJSkpKTU095JBDUlNTY70LAACA0kXA78aGDRumT58+a9asxYsXr169urCw8HsHatWq1bx5844dO3bp0qV27doxGQkAAECpEvfDOi3NNm/efMstt4wfPz4/P/+nnE9ISOjdu/eIESOqVKlS3NsAAAAozQT8N1auXNmhQ4esrKxdjyQnJ6elpdWoUSMlJSUpKWn79u25ubnr169fs2ZNTk7OrmP169efNWtWw4YNY7EaAACAUkHA77R9+/ajjz568eLFIYQaNWr069evc+fOLVq0iI+P/+HhwsLCzMzM559/fuLEicuXLw8hNG7c+O23305OTi7p3QAAAJQOAn6n+++/f+DAgSGETp06TZ48uWLFij/lqu3bt1999dXjx48PIYwZMyY9Pb14VwIAAFBaCfidTjrppP/97381atT48MMPf9YL6YWFhSeccMK8efPatGkzd+7c4lsIAABAaeZ74HfKzMwMIXTu3Pnnvg0+Li6uW7duIYQVK1YUyzIAAAAQ8Lvk5uaGEPbtC94rVaoUQvj2be0AAABg/xLwO6WlpYUQ5s+fvw/XFl3lC+EBAAAoPgJ+p44dO4YQXnnllWnTpv2sCxcsWDBp0qQQwmmnnVYsywAAAEDA7zJo0KCiT7/36NHjuuuu++STT/Z6yebNm0eNGtWuXbvc3NyEhIQBAwYU/0wAAABKKXeh/8aDDz7Yv3//ov9AypYt26pVq9atW9evX79mzZopKSlJSUl5eXm5ubnr169ftWrV/Pnz586du23btqJr77rrrquvvjqm8wEAADiQCfjvmDJlSnp6enZ29k+/JDU1dezYsb169Sq+VQAAACDgv+/zzz8fN27cE088sWTJkj2fbNSoUdeuXQcPHnzIIYeUzDYAAABKLQH/o9asWZORkbFkyZLs7OwtW7bk5uaWK1euQoUKVatWbdSoUfPmzevWrRvrjQAAAJQWAh4AAAAiwF3oAQAAIALKxnrAr11OTs6mTZtycnK2bNmSlJSUmpp6yCGHpKamxnrXnqxZs2bChAkFBQWxHgIAAFBcypcvP3To0JSUlFgPKTkCfjc2bNgwffr0WbNmLV68ePXq1T/8lEGtWrWaN2/esWPHLl261K5dOyYj92D8+PGjRo2K9QoAAIDi1bBhw4suuijWK0qOgP+OzZs333LLLePHj8/Pz9/DsXXr1q1bt2727NlDhw7t3bv3iBEjqlSpUmIj9yovLy+E0KlTpxNPPDHWWwAAAPa/qVOnLlq0aPv27bEeUqIE/DdWrlzZoUOHrKysXY8kJyenpaXVqFEjJSUlKSlp+/btubm569evX7NmTU5OTgghLy9vwoQJc+bMmTVrVsOGDWO3fTfat28/ZMiQWK8AAADY/zIyMhYtWhTrFSVNwO+0ffv2c845p6jea9So0a9fv86dO7do0SI+Pv6HhwsLCzMzM59//vmJEycuX748KyurS5cub7/9dnJycokPBwAAoFRwF/qdHnroocWLF4cQOnXqlJmZecstt7Rs2XK39R5CiIuLa9KkydChQ99///2BAweGEDIzMx988MESXQwAAEBp4hX4nf7xj3+EEGrUqDFt2rSf/kJ6YmLi2LFjFy5cOG/evCeeeCI9PX0/TtqxY8eqVav24cIvvvhiP84AAADg10DA75SZmRlC6Ny58899G3xcXFy3bt3mzZu3YsWK/Tupb9++kyZN2ufLZ8+e7TPwAAAABwwBv1Nubm4IYd++4L1SpUohhKLb2u1HRx55ZP369ffhwnXr1n399del7X6MAAAABzYBv1NaWtqyZcvmz5+/D9cWXbXfvxA+PT19396Tf8wxxyxcuLBixYr7dw8AAAAx5CZ2O3Xs2DGE8Morr0ybNu1nXbhgwYKiN7qfdtppxbIMAAAABPwugwYNKvr0e48ePa677rpPPvlkr5ds3rx51KhR7dq1y83NTUhIGDBgQPHPBAAAoJTyFvqd6tevP2bMmP79++fn548ePfqee+5p1apV69at69evX7NmzZSUlKSkpLy8vNzc3PXr169atWr+/Plz587dtm1b0eUjR45s0aJFbH8LAAAAHMAE/Df69u1bvnz59PT07Ozs/Pz8uXPnzp07d69Xpaamjh07tlevXiWwEAAAgFLLW+i/o3v37itWrPjTn/7UpEmTvR5u1KjR8OHDV65cqd4BAAAobl6B/77KlSsPHz58+PDha9asycjIWLJkSXZ29pYtW3Jzc8uVK1ehQoWqVas2atSoefPmdevWjfVYAAAgljZs2JCVlfX1119Xq1btiCOOiI+Pj/UiDmQC/kelpaWlpaUV3Z0eAABgl4KCgscee2zcuHELFy7c9eChhx56ySWXXH/99dWqVYvhNg5g3kIPAADwM6xfv/7kk0/u3bv3woULK1as2LZt23bt2h122GGffvrpmDFjjjjiiOeeey7WGzkwCXgAAICfatOmTSeffPLcuXPr1q07ZcqUTz/99PXXX3/55ZezsrLefffdc88998svvzzvvPOefvrpWC/lACTgAQAAfqrevXuvWLHimGOOWbBgwSWXXJKYmLjrqRYtWjzzzDO33nrrjh07Lr300jVr1sRwJwckAQ8AAPCTvPbaa88880ylSpWeffbZKlWq7PbMTTfddPHFF2/ZsuXmm28u4Xkc8AQ8AADAT/LYY4+FENLT02vWrLmHYyNHjixTpsyTTz65devWkppGqSDgAQAAfpKXX345hHDhhRfu+Vi9evWOOeaYnJycN998s0R2UVr4GrkQQtixY8dnn332y/86vi4CAAAOYB9//HEI4Te/+c1eTx5xxBHz589ft25d8Y+iFBHwIYSwdu3aevXq/fK/TmFh4S//iwAAAL9OCQkJW7duzcvLS05O3vPJvLy8ovMlsovSwlvoQwghMTGxUqVKsV4BAAD8qqWlpYUQMjIy9nry/fffDyHUrVu32DdRmngFPoQQatSo8emnn86ePXvYsGGZmZlFDx522GENGzaM7TAAAODX44wzzsjIyJg8eXLbtm33cGzBggWZmZlVqlQ59thjS2wbpYGA3ykhIeGcc85p3779mWee+b///S+EcPHFF//lL3+J9S4AAODXok+fPmPGjHn44Yf79Olz9NFH7/ZMXl7e4MGDQwh9+/aNj48v2YEc4LyF/jvKly9/6623xnoFAADwa9SoUaOBAwdu37793HPPfffdd394YOvWrT179pw7d26dOnWGDRtW8gs5sAn472vfvn316tVjvQIAAPg1Gj169GmnnbZu3bo2bdoMGzZs6dKlRY9v3rz5scceO+qoo6ZNm3bQQQfNmDGjYsWKsZ3KgUfA78aPvRkGAAAo5RISEmbNmnXFFVd8/fXXo0aNaty4cUpKSpUqVSpXrtyrV6/ly5c3a9bsjTfe0BQUBwG/G2eccUa7du3q168f6yEAAMCvTmJi4gMPPDB//vzevXtXq1Zt69at2dnZSUlJp5122iOPPPLOO+80btw41hs5MLmJ3W6kp6enp6fHegUAAPDrdfTRRz/88MMhhK1bt+bm5h5yyCGxXsSBT8ADAADsu+Tk5OTk5FivoFTwFnoAAACIAAEPAAAAESDgAQAAIAIEPAAAAESAgAcAAIAIEPAAAAAQAQIeAAAAIkDAAwAAQAQIeAAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4AAAAiAABDwAAABEg4AEAACACBDwAAABEgIAHAACACBDwAAAAEAECHgAAACJAwAMAAEAECHgAAACIAAEPAAAAESDgAQAAIAIEPAAAAESAgAcAAIAIEPAAAAAQAQIeAAAAIkDAAwAAQAQIeAAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4AAAAiAABDwAAABEg4AEAACACBDwAAABEgIAHAACACBDwAAAAEAECHgAAACJAwAMAAEAECHgAAACIAAEPAAAAESDgAQAAIAIEPAAAAESAgAcAAIAIEPAAAAAQAQIeAAAAIkDAAwAAQAQIeAAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4AAAAiAABDwAAABEg4AEAACACBDwAAABEQNlYD/i1y8nJ2bRpU05OzpYtW5KSklJTUw855JDU1NRY7wIAAKB0EfC7sWHDhunTp8+aNWvx4sWrV68uLCz83oFatWo1b968Y8eOXbp0qV27dkxGAgAAUKp4C/13bN68+aqrrqpdu/bAgQNnzpy5atWqH9Z7CGHdunWzZ89OT0+vX7/+FVdcsXHjxpKfCgAAQKniFfhvrFy5skOHDllZWbseSU5OTktLq1GjRkpKSlJS0vbt23Nzc9evX79mzZqcnJwQQl5e3oQJE+bMmTNr1qyGDRvGbjsAAAAHOAG/0/bt288555yieq9Ro0a/fv06d+7cokWL+Pj4Hx4uLCzMzMx8/vnnJ06cuHz58qysrC5durz99tvJycklPhwAAIBSwVvod3rooYcWL14cQujUqVNmZuYtt9zSsmXL3dZ7CCEuLq5JkyZDhw59//33Bw4cGELIzMx88MEHS3QxAAAApYmA3+kf//hHCKFGjRrTpk2rWLHiT7wqMTFx7Nixbdq0CSE88cQTxbgPAACA0k3A75SZmRlC6Ny58899G3xcXFy3bt1CCCtWrCiWZQAAACDgd8nNzQ0h7NsXvFeqVCmEUHRbOwAAACgOAn6ntLS0EML8+fP34dqiq3whPAAAAMVHwO/UsWPHEMIrr7wybdq0n3XhggULJk2aFEI47bTTimUZAAAACPhdBg0aVPTp9x49elx33XWffPLJXi/ZvHnzqFGj2rVrl5ubm5CQMGDAgOKfCQAAQCnle+B3ql+//pgxY/r375+fnz969Oh77rmnVatWrVu3rl+/fs2aNVNSUpKSkvLy8nJzc9evX79q1ar58+fPnTt327ZtRZePHDmyRYsWsf0tAAAAcAAT8N/o27dv+fLl09PTs7Oz8/Pz586dO3fu3L1elZqaOnbs2F69epXAQgAAAEotb6H/ju7du69YseJPf/pTkyZN9nq4UaNGw4cPX7lypXoHAACguHkF/vsqV648fPjw4cOHr1mzJiMjY8mSJdnZ2Vu2bMnNzS1XrlyFChWqVq3aqFGj5s2b161bt1iXbN++PSMjo7Cw8OdeWPSVeAAAABxIBPyPSktLS0tLK7o7fUxcfvnlkydP3ufLP/744/04BgAAgNgS8L9ep5xySmZm5j5cmJmZmZubm5qaut8nAQAAECsC/mdbtWrVe++998UXX6SlpbVp0yYxMbGYflCfPn369OmzDxcec8wxCxcuFPAAAAAHEgH/fZs3b37jjTcWLFiQnZ19xBFHdO/evWLFikVPbdy4ceDAgU8++eSuz6VXrFhx1KhR/fr1i91eAAAASgUB/x0zZ878/e9//9lnn+16ZPjw4bNmzWrVqtXGjRvbt2///vvvf/v8F1980b9//xdeeGHy5MnJycklvhcAAIDSwtfIfePhhx/u1KnTt+s9hJCdnX3WWWd9/PHHgwcPLqr3+vXr//73vx82bNiZZ56ZkJAQQvjnP/95++23x2Y0AAAApYNX4HfatGnTddddV/TrCy64oGPHjuXLl3/11VcnTJiwadOm3/72t0uWLAkhDB48eNSoUbs+9/7222937dp15cqVo0ePvuyyyw4//PCY/QYAAAA4oHkFfqe77rpr06ZNIYR77733qaee6t2798UXXzx+/Phnn302hFBU7yeddNK999777bvWHXPMMY888kgI4euvv7733ntjtB0AAIADn4DfacGCBSGEpk2bpqenf/vxjh07durUqejX119//Q8vPOWUU44//vgQwn//+9/inwkAAEApJeB3KvrG9TZt2sTFxX3vqRNOOKHoF82bN9/ttUWPr127tjgHAgAAUKoJ+J02b94cQjjooIN++NSur5Hb9YvvqVy5cghh69atxbYOAACA0k7A79SoUaMQwrJly3741NKlS4t+sWLFit1eW3SgatWqxbYOAACA0k7A79SkSZMQwosvvrgr14ts2rRp8uTJRb+eMWPGDy/Mzs5+7bXXQgjHHnts8c8EAACglBLwO11++eUhhLy8vE6dOr366qs7duwIIWRkZJx11llFd6cPIdx5550ZGRnfvqqgoGDIkCGff/55COGiiy4q8dUAAACUFgJ+p5NOOuniiy8OIXz44YennHLKQQcdVLly5ebNm7/11lshhIceeigtLW3r1q2tWrUaOXLk/PnzV69e/eyzz7Zr1+7vf/97COGEE07o1q1bjH8PAAAAHLjKxnrAr8j999+fk5Pzr3/9K4SQk5Oz6/EhQ4ZcfvnlNWvW7NSp09atW3/4ZXIpKSnjxo374e3rAQAAYH/xCvw3Dj744Oeee+7+++9v2bJlYmJiQkJC06ZNJ06cePfdd4cQzjrrrMmTJycmJn7vqpYtWy5cuPCoo46KxWQAAABKC6/Af9+AAQMGDBgQQigsLPzei+qXXHLJCSecMHbs2HfeeeeLL76oU6fOmWee2atXrx9WPQAAAOxfAv5H7fYt8WlpaaNHjy75MQAAAJRy3kIPAAAAESDgAQAAIAIEPAAAAESAgAcAgO/bunXr6tWrt2zZEushAN8Q8AAAsNPGjRtvvPHGRo0apaSk1KtXLzU1tU6dOldeeeXKlStjPQ1AwAMAQAghhKlTp/7mN7+57bbbli1blpycXLdu3QoVKnz00Ufjxo1r1KjRqFGjYj0QKO0EPAAAhAceeOCSSy754osvOnXq9Oqrr3711VerVq366quvFi5c2Lt37/z8/GHDhg0ZMiTWM4FSTcADAFDazZs3Lz09PYQwduzY55577qSTToqPjy96qmXLlg8//PAzzzxTrly5e++99/HHH4/pUqBUE/AAAJR2V199ddFr7IMGDdrtgU6dOt1///0hhGHDhm3durVk1wHsJOABACjV3nvvvTfeeOPQQw8dPnz4Ho5ddtllxx577Lp162bOnFli2wC+TcADAFCqvfjiiyGE8847LyUlZQ/H4uLiLrnkkhDCCy+8UELLAL5LwAMAUKqtXbs2hNC0adO9nmzWrFkIYc2aNcW+CWB3BDwAAKXajh07Qghlyuz9X4yLzhQUFBT7JoDdEfAAAJRqtWrVCiGsWLFiryeXLVsWQqhTp06xbwLYHQEPAECp1r59+xDCjBkz8vLy9nzyySef3HUeoOQJeAAASrXjjjuuWbNma9asGTNmzB6OPfvss//9738PPvjgc889t8S2AXybgAcAoFSLi4sbPXp0XFzc9ddfP3369N2eefPNN3v16hVCuOWWWypWrFiyAwF2EvAAAJR2Z5555vDhw/Pz87t27XrFFVdkZWXtemrDhg033XRTu3btNm/e3K1bt0GDBsVwJ1DKlY31AAAAiL1bb721UqVKw4YNmzBhwoQJEw4//PDq1atnZ2cvX758x44dcXFxgwcPvvPOO+Pi4mK9FCi9vAIPAAAhhDBkyJDFixf36tWrUqVKH3744euvv7506dKkpKTzzjvvjTfeuPfee8uW9eoXEEv+HgQAADs1aNDgb3/7W35+/ocffrhx48bKlSsfdthhycnJsd4FEIKABwCA7ylbtmzDhg0bNmwY6yEA3+Et9AAAABABAh4AAAAiQMADAABABAh4AAAAiAABDwAAABEg4AEAACACfI0cpdSGDRs+//zzSpUqVatWLS4uLtZzAAAA9sIr8JQuq1evHjRoUK1atapXr964ceMaNWpUr169f//+H3zwQaynAQAA7ImApxQZN25co0aNxo8f//HHH1epUqVRo0ZVq1b99NNPJ06c2KRJk1GjRsV6IAAAwI8S8JSQvLy8KVOmXHTRRc2aNatTp86RRx75+9//fubMmYWFhSUz4NZbb73yyiu//vrrSy+99N133/3ss88yMzM//fTTxYsX9+vXr6CgYNiwYddcc03JjAEAAPi5fAaekvDKK6/07dv3229T/+ijj957772//e1vxx133COPPNK0adNiHTBr1qxbb721bNmykydPvvjii7/9VJMmTSZMmHDOOedceOGFd911V+vWrbt27VqsYwAAAPaBV+Apdo8//vjpp5/+wQcfNG3a9P7773///ffXrl379ttv33HHHbVr154/f37btm1fffXV4htQUFAwdOjQwsLCO+6443v1vkunTp3uu+++EMK111779ddfF98YAACAfSPgKV7z5s3r3bt3Xl7eDTfc8O677w4YMKBZs2a1a9c++uijr7vuuuXLl/fo0ePLL788//zzV69eXUwbXn/99aVLl9avXz89PX0Px/r06dO8efPVq1f/+9//LqYlAAAA+0zAU4x27NgxcODA7du3X3PNNSNGjIiPj//egeTk5Mcee+zcc8/Nzs4eNmxYMc2YM2dOCOHCCy8sW3ZPnxkpU6bMRRddtOs8AADAr4qApxi98sorixYtSktL+/Of//xjZ8qUKfPAAw+kpKRMmzbto48+Ko4ZRX/Zxo0b7/VkkyZNQghr164tjhkAAAC/hICnGP3rX/8KIVx66aXlypXbw7GaNWt26tSpsLCw6HwMxcXFhRBK7Mb4AAAAP52ApxgV3Xa+VatWez1ZdObbt6nfj2rXrh1CWLZs2V5PZmZmhhDq1KlTHDMAAAB+CQFPMdqyZUsIoUKFCns9mZqaGkL46quvimNGhw4dQghPPfVUfn7+Ho4VFhZOnTp113kAAIBfFQFPMapWrVr4aR8pL7oFffXq1YtjxoknnnjEEUd88MEH48eP38OxSZMmvffee3Xq1Dn99NOLYwYAAMAvIeApRscff3wIYdasWXs9WXSmTZs2xTEjPj7+zjvvjIuLu/baa//5z3/u9szs2bMHDRoUQrjjjjuSkpKKYwYAAMAvIeApRueff35iYuL06dMzMjL2cOyZZ5555513qlWrduqppxbTknPOOeePf/xjXl7ehRde2KdPn6VLl+566oMPPhg0aFCnTp22bdt25ZVXXnLJJcW0AQAA4JcQ8BSjOnXqXHHFFfn5+V27dv3ss892e2bZsmV9+vQJIdx0003F+tL3iBEj7rnnnoSEhIcffrhx48Y1a9Y85phjateu3aBBg/Hjx8fFxY0YMWLMmDHFNwAAAOCXEPAUr9tvv71ly5ZLly5t1arV888//+2nduzY8dhjj7Vp02bjxo2dO3e+4oorinvMVVddlZmZ2bdv36pVq37yyScLFy5ct27dwQcffNlll2VkZNxwww1FXyMHAADwK1Q21gM4wJUvX3727Nnnn3/+66+/3rFjxwYNGpx00klVqlT5+OOPX3rppY8//jiE0LVr17/97W9lypTEHyfVr19/4sSJDzzwwPr16zds2HDooYdWr169bFn/RwAAAH7tdAvF7tBDD33ppZceeOCBkSNHrlixYsWKFbueatCgwa233tqtW7cSfuk7Pj6+Vq1atWrVKskfCgAA8EsIeBbLRVgAACAASURBVEpCYmLi4MGDr7zyyjfeeCMzMzM7O7tatWpHHXXUkUceGetpAAAA0SDgKTllypRp27Zt27ZtYz0EAAAgetzEDgAAACJAwAMAAEAECHgAAACIAAEPAAAAESDgAQAAIAIEPAAAAESAgAcAAIAIEPAAAAAQAQIeAAAAIkDAAwAAQAQIeAAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4AAAAiAABDwAAABEg4AEAACACBDwAAABEgIAHAACACBDwAAAAEAECHgAAACJAwAMAAEAECHgAAACIgLKxHvBrl5OTs2nTppycnC1btiQlJaWmph5yyCGpqamx3gUAAEDpIuB3Y8OGDdOnT581a9bixYtXr15dWFj4vQO1atVq3rx5x44du3TpUrt27ZiMBAAAoFTxFvrv2Lx581VXXVW7du2BAwfOnDlz1apVP6z3EMK6detmz56dnp5ev379K664YuPGjSU/FQAAgFLFK/DfWLlyZYcOHbKysnY9kpycnJaWVqNGjZSUlKSkpO3bt+fm5q5fv37NmjU5OTkhhLy8vAkTJsyZM2fWrFkNGzaM3XYAAAAOcAJ+p+3bt59zzjlF9V6jRo1+/fp17ty5RYsW8fHxPzxcWFiYmZn5/PPPT5w4cfny5VlZWV26dHn77beTk5NLfDgAAAClgrfQ7/TQQw8tXrw4hNCpU6fMzMxbbrmlZcuWu633EEJcXFyTJk2GDh36/vvvDxw4MISQmZn54IMPluhiAAAAShMBv9M//vGPEEKNGjWmTZtWsWLFn3hVYmLi2LFj27RpE0J44okninEfAAAApZuA3ykzMzOE0Llz55/7Nvi4uLhu3bqFEFasWFEsywAAAEDA75KbmxtC2LcveK9UqVIIoei2dgAAAFAcBPxOaWlpIYT58+fvw7VFV/lCeAAAAIqPgN+pY8eOIYRXXnll2rRpP+vCBQsWTJo0KYRw2mmnFcsyAAAAEPC7DBo0qOjT7z169Ljuuus++eSTvV6yefPmUaNGtWvXLjc3NyEhYcCAAcU/kxKyY8eO//znP0OHDu3cufPpp5/+u9/97v777/8p/6sAAAAoJr4Hfqf69euPGTOmf//++fn5o0ePvueee1q1atW6dev69evXrFkzJSUlKSkpLy8vNzd3/fr1q1atmj9//ty5c7dt21Z0+ciRI1u0aBHb3wL7y2uvvXbllVe+++67335w8uTJV1999aBBg0aMGFGuXLlYbQMAiK7c3NwNGzakpKRUq1Yt1lsgkgT8N/r27Vu+fPn09PTs7Oz8/Py5c+fOnTt3r1elpqaOHTu2V69eJbCQEvDII4/0798/Ly+vXr16v/vd74499tjk5OS1a9fOnDlzxowZd91112uvvTZr1qxDDjkk1ksBAKLhyy+/vO+++6ZOnZqRkVH0SOXKlc8+++whQ4YcffTRsd0G0SLgv6N79+5nnXXWuHHjnnjiiSVLluz5cKNGjbp27Tp48GAtd8B48cUX+/btu2PHjuuvv/6WW25JTEzc9VTv3r0XLVrUtWvXt95666KLLnrhhRfKlvV/HwCAvZgzZ06PHj0+++yzEELRa+85OTmffvrp5MmTH3/88YEDB959990JCQmxngnRoEC+r3LlysOHDx8+fPiaNWsyMjKWLFmSnZ29ZcuW3NzccuXKVahQoWrVqo0aNWrevHndunWLdUlOTs5bb71VUFDwcy/86quvimPPAW/btm39+vUrKCj405/+NHz48B8eaNmy5auvvtqqVauXXnpp0qRJ/fr1K/mRAAARMmPGjK5du+bn559yyik33nhju3btil4CycrKmjhx4pgxY8aNG7dmzZqnn366TBk354K9iyssLIz1BnavW7duU6dO3efLjz322H37VrxSa9KkSZdffnnLli0XLFiwh3+EPP300+eff369evWysrLi4uJKciEAQIR88MEHLVu23LJlyx//+McRI0b88F+cFixY0LFjx88+++zWW2+96aabYjKS6Prd7343efLkv//97z179oz1lpLjFfhfr3PPPTc7O3sfLnzzzTe/+uqrihUr7vdJB7YZM2aEEK688so9/wHweeedl5aWtmrVqnfeeadly5YltQ4AIGJuuOGGLVu29OjR47bbbtvtgWOPPfbJJ5889dRT77jjjssvv7xWrVolvBAiR8D/PB999NHbb7+9adOmgw8+uFmzZocffnjx/azu3bt37959Hy485phjFi5cWKFChf0+6cCWmZkZQjjxxBP3fCwuLu7EE0+cMmXKkiVLBDwAwG5lZ2f/85//TEpKGj169B6OnXLKKRdeeOGTTz75+OOPX3fddSU2DyLKR02+77333hs+fHi3bt2+93hWVtbpp59ep06d8847r3fv3uedd95vfvObo48++q233orJTva7zz//PIRw8MEH7/Vk0W0LN23aVOybAACi6eWXX87Pz2/Xrl2NGjX2fLLoJas5c+aUyC6INgH/jR07dtx6660tW7YcMWLE4sWLv/3Uo48+2rx58x/+bWXRokVt27a99tpr3UrgAFC1atUQwoYNG/Z6cv369bvOAwDwQx999FEIoXHjxns92aRJkxDCmjVrin0TRJ+30H9jwIABEydOLPr1t78hLDMzs3///l9//XUIoXr16ieffHKDBg0+/fTT+fPnv/POOwUFBXfeeefhhx9+xRVXxGY3+8lRRx21dOnSf//730X/FPkx+fn5r7zySgjB++cBAH7Mjh07Qgg/5d7yRWeKzgN75hX4nebNm/fggw+GECpUqPDXv/71tdde2/XUZZddVlTvV1111QcffDB16tQRI0ZMnDhx0aJFU6dOLXrH9bXXXrt69epYjWe/uOCCC0IIY8aMKfqv+8dMmjTps88+a968ecOGDUtqGgBAxBTdkW7ZsmV7Pbl06dIQQu3atYt9E0SfgN9pzJgxhYWFcXFxL7zwQv/+/XfdAe7dd98t+pT72Weffc8995QvX/7bV1100UUPPfRQCGHLli133313yc9mPzr//PNbtGiRlZU1cODAH/tMREZGxrXXXhtCuOWWW0p0HABApJx66qnx8fEvvfTSxo0b93xy2rRpIYQOHTqUyC6INgG/U0ZGRgjhjDPOaNu27bcf3/VV6kXZ9kNdunQ57rjjQgj//ve/i3kjxatMmTKPPvpo+fLlH3744YsvvviHH4afPn36ySef/OWXX/bs2fP888+PyUgAgEg49NBDzz777K1bt9544417ODZ//vwpU6YkJib26NGjxLZBdPkM/E5ZWVkhhGbNmn3v8V13Gm/evPmPXXvcccfNnz9/7dq1xTePknHUUUfNmDGja9euTz755PPPP3/OOee0atWqXLlya9eu/de//vXee++FEC688MKiT1sAALAHt99++wsvvDBhwoQGDRoMHTr0hweWLl16wQUXFBQUXH311fXq1SvxgRA9XoHfqeiO4l9++eX3Ht/1pWLbtm37sWvdgv5A0qFDhwULFpx//vlbtmz5xz/+MWTIkAEDBtx+++3vvfde9erVJ0yYMG3atHLlysV6JgDAr13Tpk0nTpwYFxd3zTXXdOnSZdGiRbueys7OHj16dOvWrdeuXduuXbvbbrsthjshQrwCv9ORRx65Zs2amTNn5uXlJSQk7Hr8qKOOKvrFO++8U7Nmzd1e++abbwY33jiAHH744dOnT1+9evXMmTNXrFixbdu2atWqtWnT5tRTT01MTIz1OgCAyLj00ktTUlJ69+49Y8aMGTNmVK9ePS0t7auvvlq+fHlBQUEIoUePHg8++OC3//Ub2AMBv9Nll1323HPPrVu3bvDgwePHj4+Liyt6/Nhjj23SpMmSJUtGjBhx5pln/vCbMKZNm7Zw4cIQwm9/+9uSHk1xqlu37v/93//FegUAQLRdeOGFJ5100siRI6dNm/bxxx+vX78+hJCUlHT66adfc8017du3j/VAiBJvod/pvPPOO/nkk0MIDzzwwBlnnFHU5EUmTJiQkJAwb968AQMG5OTkfPuqadOm9e/fP4SQkJDQr1+/Et4MAAC/ftWqVbvnnns++uij1atXv/nmm4sXL960adOsWbPUO/xcXoHfqUyZMpMnTz711FM//PDDOXPmzJkzp3HjxieffHLt2rWrV6/et2/f+++/f+LEic8///zpp5/eqFGjdevWzZs3r+jN8yGEESNGNG3aNLa/BQAA+NWKi4tLS0tLS0uL9RCIMAH/jTp16rzxxhuXXXbZzJkzQwiZmZmZmZnfO7N27dqHH374248kJyfffffdV1xxRckNBQAAoPTxFvrvqFKlyr/+9a+XXnqpS5cuKSkpez5cqVKlyy+/fOnSpeodAACA4uYV+N049dRTTz311K1bty5atGjp0qUrV67csmVLbm5uQUFBSkpKhQoVDjvssCZNmrRq1coNMwEAACgZAv5HJScnt23btm3btrEeAgAAAN5CDwAAAFEg4AEAACACBDwAAABEgIAHAACACBDwAAAAEAECHgAAACJAwAMAAEAECHgAAACIAAEPAAAAESDgAQAAIAIEPAAAAESAgAcAAIAIEPAAAAAQAQIeAAAAIkDAAwAAQAQIeAAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4iLA333xz0KBBzZs3r1KlSo0aNVq3bn3zzTevXr061rsAAID9r2ysBwD7YvPmzX379n3qqae+/eD69evfeuutO+64Y9iwYTfffHOZMv6EDgAADhz+/R6iZ8OGDccff/xTTz2Vmpp6/fXXz58/f+PGjZ988smcOXN69uyZl5f3pz/96cILLywoKIj1UgAAYL/xCjxETEFBwfnnn79s2bKWLVs+++yztWvX3vVU9erVO3To0Ldv3wsuuODpp5++4YYbRo4cGcOpAADAfuQVeIiYv/3tb3Pnzq1bt+4LL7zw7Xrf5eSTT37mmWcSEhLuuuuupUuXlvxCAACgOAh4iJgxY8aEEEaNGlW1atUfO9O2bdu+ffvm5+ePHz++BKcBAADFSMBDlKxZs+b999+vXLlyly5d9nzy8ssvDyHMnDmzRHYBAADFTsBDlGRlZYUQjjzyyISEhD2fPPLII8uWLbt69er8/PwSmQYAABQvAQ9RkpubG0JISUnZ68n4+Phy5crt2LFj69atxb8LAAAodgIeoqR69eohhNWrV+/15MaNG7ds2VKhQoXU1NTi3wUAABQ7AQ9R0qxZs4oVKy5ZsuTDDz/c88nnnnsuhHDCCSeUyC4AAKDYCXiIksTExAsuuKCwsPDmm2/ew7GtW7f+5S9/CSF07969pKYBAADFS8BDxNx0003JycmPP/74fffdt9sD+fn5v//971esWNGsWbMePXqU8DwAAKCYCHiImLp16z744INxcXGDBw/u27fvhg0bvv3su+++2759+6lTpx500EFTp06Nj4+P1U4AAGD/KhvrAcDP1qNHj/z8/P79+z/00EOPPvroiSeeeNhhh+Xn57/33nvvvPNOCKFWrVpPP/10kyZNYr0UAADYbwQ8RFKvXr2OP/74G2+88dlnn3355ZdffvnloscrVqzYp0+fG264oXLlyrFdCAAA7F8CHqKqYcOGTz755ObNm+fNm/fJJ5+ULVu2bt26bdq0SUxMjPU0AABg/xPwEG2VKlU666yzYr0CAAAodm5iBwAAABEg4AEAACACBDwAAABEgIAHAACACBDwAAAAEAECHgAAACJAwAMAAEAECHgAAACIgH0M+HXr1u3fHfA9GzduXLNmzbZt22I9BAAA4FdhHwM+LS2tQ4cOjz766FdffbV/B1HKzZ8/v2fPngcffHDVqlXr1q2bnJx8zDHH3Hnnnbm5ubGeBgAAEEtl9+2yHTt2/Oc///nPf/7zf//3f+edd97vfve73/72t/Hx8ft3HKXK9u3b09PTJ06cWFhYGEKoUqVKSkrKp59+unDhwoULF957771Tp0494YQTYj0TAAB+VEZGxosvvrh69eqCgoIaNWqceuqpxx9/fJkyPrnM/rGPAX/CCSfMnTu3sLAwNzd3ypQpU6ZMqVatWvfu3Xv27Hn00Ufv34mUBvn5+Z07d549e3ZKSspVV13Vp0+fww47LITw9ddf//vf//7zn//85ptvnnbaac8+++zpp58e67EAAPB98+fPHzJkyOuvv/69xxs2bDhq1Khzzz03Jqs4wOzjHwX973//y8rK+stf/tK8efOiRzZs2HDPPfccc8wxTZs2HTly5Nq1a/ffSA58N9544+zZs6tXr/7666/fdtttRfUeQkhKSjr77LNff/319PT0r7/+ulu3bu6/AADAr82kSZNOPPHE119/vWrVqv369RszZsy4ceOuvvrqww47bNmyZZ07d77uuuuK3mcKv8S+v5ejXr16f/jDH957773333//+uuvr1evXtHjS5Ysuf766+vWrdu+fftHHnnkyy+/3D9LOXCtXLnynnvuiY+PnzFjxlFHHfXDA/Hx8ffee2/nzp0///zzm266qeQXAgDAj5kxY0bfvn23b99+9dVXZ2VlTZgwIT09feDAgXfdddfy5cvvu+++xMTE0aNH33777bFeSuTthw9jNGvW7Pbbb8/Kynr99dcHDRp06KGHhhAKCwtffvnl3r17V69evVu3bjNnzszPz//lP4sD0qOPPrp9+/aePXu2bt36x87ExcUVRf6UKVO2bNlSkvMAAODHbN68uU+fPjt27Bg9evRdd91VoUKFbz9btmzZK6+88umnn46Pj7/55pszMjJitZMDw367m0JcXFzbtm3Hjh27bt262bNnX3rppampqSGErVu3Tp06tVOnTrVq1Ro8ePCCBQv210/kgPHiiy+GELp3777nY4cddlibNm22bdv22muvlcguAADYi3HjxmVnZ3fo0OGaa675sTMdO3ZMT08vKCj485//XJLbOPDs/9shli1b9owzzrjyyit79+5dtuw3N8n79NNP77vvvuOOO65Zs2ZTpkzZsWPHfv/RRFTRHRMaN26815NNmzYNIaxZs6bYNwEAwE/w1FNPhRCuvfbaPR+75pprypQpM3PmzK1bt5bILg5M+zPgd+zY8b///W/IkCF169Y97rjjxowZs+tt82lpabs+JL948eIePXpcdNFFeXl5+/GnE11Ff5rzU76GsOhMQUFBsW8CAIC9KSgoyMjIiI+Pb9eu3Z5P1qxZs0mTJjk5OcuXLy+RaRyY9kPA5+fnF30hfK1atU466aR777131wukaWlpV1999bx581atWpWVlfWf//yne/fuCQkJIYTp06ePHTv2l/90DgC1atUKIfyUv5ctXbo0hFCnTp1i3wQAAHuzadOmgoKCgw8+ODExca+Hq1evHkL47LPPin8XB6x9D/jt27fPmjXr8ssvr169eocOHR544IH169cXPZWWljZ06NA33nhj9erVd9111/HHHx8XFxcXF9e+ffvHH3980aJF5cqVCyE89NBD++c3QcSddtppIYRp06bt+dgnn3zy2muvJSQknHTSSSWyCwAA9qRSpUpxcXGbN2/+KR8Qzs7ODiFUrly5+HdxwNrHgO/Zs2fVqlXPPvvsSZMmFf0PMYRQt27dXd1+5513/tgdxZs2bXrKKaeE///JZ7j00kvj4+MffvjhJUuW7OHYH/7wh7y8vC5dulSqVKnEtgEAwI9JSEho0KBBXl7eG2+8seeTn3/+eUZGRmJiYoMGDUpmGwekfQz4xx9/fNcXvNetW/eaa6558803V61atYdu/7aid9EfeeSR+/bTOcA0bty46Jszzz333KysrN2eue222x577LGUlJTbbruthOcBAMCP6dy5cwhhr58OfuCBB/Ly8tq3b3/QQQeVyC4OTPv+Fvp69ert6vbRo0e3atXqp1/7xz/+cfbs2X/961/3+adzgLn77rtbt2794YcfHnfccffdd98XX3yx66m33367U6dON954Y5kyZR555JHf/OY3MdwJAADfNnjw4JSUlKlTpz755JM/dmbRokVFr0Jdf/31JTiNA1DZvR/Znbfeeuu4447b55/apk2bfb6WA1JycvKcOXN69er19NNPDx48+Nprr23QoMFBBx20cuXKonsrVKxY8bHHHjv33HNjvRQAAL5Rq1atO+6448orr+zZs2d2dna/fv3KlPnOq6TPP/98z549c3Nz+/Xrd/LJJ8dqJweGfQz4X1LvsFupqan//Oc/Z82adffdd//3v/9dvHhx0eO1atXq1q3bH/7whypVqsR2IQAA/NCgQYM+/vjjv/zlLwMGDPjrX//ao0ePpk2bJiUlLVu2bPr06S+99FIIoUuXLr6Ei19uHwMeiknHjh07duz41VdfrV69+quvvqpZs2ZaWlpcXFysdwEAwI+6/fbbjz766KFDh7777v9j774Dqez//4G/zjAjJImkadRdKiqjJdESolJGtIcKLd0NpdKuu6Gdkoa0N6pbKiqFSjKiIpuyOTk45/z+eN8/H1/jkDiX8Xr8d7tex/WU2znX67reIzIyMrLqIRkZmU2bNq1cuRKvadGfwwYetUSSkpIDBgygOgVCCCGEEEINNX36dBMTEz8/v0ePHiUnJ5eVlSkpKY0dO9bMzAw3UUJNBRt4hBBCCCGEEGoCIiIi5ubm5ubmVAdBbVbjV6FHCCGEEEIIIYSQwGADjxBCCCGEEEIItQLYwCOEEEIIIYQQQq0ANvAIIYQQQgghhFArgA08QgghhBBCCCHUCmADjxBCCCGEEEIItQLYwCOEEEIIIYQQQq0A7gNfj5KSktzc3JKSkuLiYhEREUlJSVlZWUlJSapzIYQQQgghhBBqX7CBr0VWVtbNmzf9/Pyio6O/f//O4/GqFXTr1m3gwIGTJ082NzdXUlKiJCRCCCGEEEIIoXYFh9D/H/n5+c7OzkpKSsuWLXv48GFSUlLN7h0A0tLSAgICHB0de/fuvWTJkp8/fwo+KkIIIYQQQgihdgWfwP9PYmKioaHht2/fKr8iJiamrKysoKAgLi4uIiJSVlbGYrEyMzOTk5NLSkoAoLy8/NSpU0+ePPHz81NTU6MuO0IIIYQQQgihNg4b+P+UlZWZmJiQ7l1BQWHRokVmZmYaGhoMBqNmMY/Hi42N9ff3P336dHx8/Ldv38zNzSMiIsTExAQeHCHUpvB4vICAgOvXr4eHh//8+VNaWlpVVXXq1KmzZs0SFRWlOh1CCCGEEKISDqH/j6enZ3R0NABMmTIlNjbWzc1tyJAhtXbvAECj0fr377969eqoqKhly5YBQGxs7JkzZwSaGCHU5nz+/FlPT2/y5MleXl5RUVEZGRmxsbF3796dO3euurq6v78/1QERQgghhBCVsIH/z5UrVwBAQUHh2rVrUlJSDXyVsLCwh4eHrq4uAPj6+jZjPoRQW/f69WsdHZ3Q0FBFRcVdu3ZFRESkp6dHR0efPn1aU1Pz+/fvJiYmp06dojomQgghhBCiDDbw/4mNjQUAMzOz3x0GT6PRZs2aBQAJCQnNkgwh1A6kpaWZm5vn5+dbWlrGx8f//fffmpqaCgoK/fv3X7hwYVhY2M6dO7lc7vLly58+fUp1WIQQQgghRA1s4P/DYrEAoHEbvEtLSwMAWdYOIYQaYePGjVlZWRMnTvTx8enQoUO1o3Q6ff369Vu2bKmoqFi+fHlFRQUlIRFCCCGEELWwgf+PsrIyAISFhTXiteRVuCE8Qqhxfvz4cenSJRERkZMnT9a19AYAbNy4UVVVlaygKch4CCGEEGrbfv78GR0dnZqaWlZWRnUWVA9s4P8zefJkAHj27Nm1a9d+64Xh4eHnzp0DgHHjxjVLMoRQW+fv78/hcMaPH9+jRw8+ZUwmc+7cuQDw4MEDQUVDCCGEUJuVl5fn6uqqoqIiJyc3YMCA7t27d+rUacaMGa9fv6Y6GqoTNvD/Wb58OZn9bmNj4+LikpGRUe9L8vPz9+7dq6+vz2KxhISEli5d2vwx2zsej/fo0aNFixYNHz68T58+Q4YMsbW1vX79Oo4oRq3a169fAWDo0KH1Vg4fPhwAvnz50uyZEEIIIdSm+fn59enTx93d/cuXL1JSUn/99ZeSkhKLxbpx44aent6CBQvYbDbVGVEtcB/4//Tu3fvw4cOLFy+uqKjYt2/fwYMHhw8frq2t3bt3b0VFRXFxcRERkfLychaLlZmZmZSUFBYW9urVq9LSUvLy3bt3a2hoUPsjtHlxcXFz584NDQ2t+sUPHz5cvnxZXV399OnTo0aNoiobQn+iuLgYACQkJOqtJDWkHiGEEEKoca5du2ZtbU0GALq6uurp6dHpdABIS0vz9PTct2/f2bNnU1JSHj58yGRiw9iy4O/jfxYuXNihQwdHR8ecnJyKiopXr169evWq3ldJSkp6eHjY29sLIGF7FhISMmXKlIKCAkVFRQcHB0NDQzk5uYKCghcvXpw4cSIuLs7Q0PD8+fNWVlZUJ0Xot8nLywNASkpKvZXJyckA0LVr12bPhBBCCKE26vPnz3PnzuVwOFu3bnV1daXRaJWHunXrtmXLFnNz84kTJz5+/HjLli07duygMCqqCYfQ/x/W1tYJCQnbtm3r379/vcXq6uqurq6JiYnYvTe35ORkc3PzgoKCWbNmxcfHb9y4kQyOGDJkiJOT06dPn9atW1dWVjZ37ty3b99SHRah36arqwsAfn5+PB6PfyWZ/U7qEUIIIYQaYePGjSwWa86cOZs3b67avVfS0NC4desWnU4/cODA9+/fBZ8Q8YFP4KuTkZFxdXV1dXVNTk7+9OlTTExMTk5OcXExi8USFRWVkJCQk5NTV1cfOHAg/+Wm/lxeXl5EREQjXlhUVNTkYai1bt26nz9/mpiYXL58mQzvqYrJZO7evZvNZh86dGjZsmVvzahnAAAAIABJREFU376t9Z0IoRZLT09PWVk5Pj7ex8fHxsamrrL4+PgrV64wmcwZM2YIMh5CCCGE2oycnJy7d++KiIjs3r2bT5mOjo6VldXly5cvX768YcMGgcVD9cIGvk7KysrKyspkdXpKLFy48ObNm41+eWpqahOGoVBqaurVq1fFxMROnDhRs3uvtGvXrps3b4aHhz979mzs2LGCTIjQH2IwGNu2bZszZ46Dg8Nff/01ePDgmjU5OTnTpk0rKytbtGhRnz59BB8SIYQQQm1AUFBQRUWFoaEhmcHHx6xZsy5fvvzkyRNs4FsUbOBbLltb2+LiYg6H87svfPPmTVFRkaysbHOkEryHDx/yeDxjY+Nu3brxKRMVFbWzs9uxY8f9+/exgUetjp2d3ePHj318fEaNGrV///758+dXXTPm8ePHDg4OX79+HTBgwP79+ynMiRBCCKFWjTzkU1dXr7eyX79+0LA1epAgYQPfGGQrZmNj4+nTpzffWaZOnTp16tRGvFBLS+vdu3dkV7w2gOyYpa2tXW8lqUlISGj2TAg1NRqNdu7cOWFh4fPnzy9ZssTV1XXcuHHdunXLycl5+fIl+b9aW1v79u3bkpKSVIdFCCGEEELUwAa+Mc6fPw8AXbt2bdYGHhEN32GrY8eO0BaXAEDthIiIiJeXl6mp6ebNmz99+uTr61t5qGvXri4uLsuWLRMWFqYwIUIIIYRaOyUlJQCIi4urtzI2NhYAunfv3uyZ0O/ABh61dGR+TkOm9OMOW6gNMDc3Nzc3j42NjYiIyMrKkpWVVVVV1dHR4bMABEIIIYRQA40dO5bJZAYFBWVlZfGfBk+eJRgaGgoqGmoQbOD/ExgY+LsvSUpKqvaqcePGNV0i9B8yMN7Pz8/d3Z1/pZ+fHwDo6OgIIlY7UFZWlp2dLSkpKSUlRXWWdqdfv35k4hlCCCGEUBOSlZU1NTW9devW+vXrz507V1fZmzdvfH19RUREbG1tBRkP1Qsb+P804t6Sr69v1TGuAFDvHs6oEQwMDOTk5N6/f//gwYMpU6bUVRYTE3Pjxg0hISELCwtBxmt7WCzWiRMnfH19IyIiyP/SsrKyU6ZMcXZ2rnV1dIQQQggh1Irs3LnT39/fy8urd+/emzZtqlnw6dMnCwsLDofj4uLS3Dtno9+FYzL/gzNLWywRERHyzjJv3ry6FqjLycmZMWNGRUXF4sWLlZWVBRuwTXn58qWqquqaNWvCw8OFhISUlJSkpKRycnK8vb21tLQcHR3Ly8upzogQQgghhBpPTU3Ny8uLTqe7urpOmjTp9evXlY8hMzMzt2/frqurm56ebmhouG3bNmqjoprwCfx/QkNDbWxsyFINDAbD3t6+U6dOdRWTbZyGDx8+evRowUVsx5YvX/7kyZMHDx7o6uoeOXLEysqKRqNVHn3y5MmSJUu+ffumoaGxa9cuCnO2do8ePTIzM2Oz2dra2ps2bTIyMhIREQGAhISEM2fOeHh4eHh4JCUl3b59m8FgUB0WIYQQQtT79etXeHh4amqqiIhI9+7dNTU18SKhVZg5c2aHDh3s7OwCAgICAgI6deqkpKRUVFT0/ft3LpcLAPPmzTt27FjVTW1RS8FD/x+LxXJwcCD/LN26dXv8+HFdlaTm77//FmS8htPU1AQAMzMzqoM0peLiYnNzc/Ivr6ysPGfOnHXr1i1evLhynrCOjk56ejrVMVux5ORkaWlpAHB0dKyoqKhZEBYW1qVLFwDYvHmz4OMhweNyuQEBAYsWLRoxYoSamtqIESMWL1785MkTLpdLdTSEEELUS0pKmjNnTocOHap2Fl26dNm0aVNBQQHV6VCD5OTkrF+/vlevXpW/QXFx8alTp4aEhFAdrUHI/PyLFy9SHUSgsIGv7sGDB2Q9RhqN5ujoyGKxatZgA08JLpfr7e3du3fvajehunTpcuDAATabTXXA1m3OnDkAYG5uzqc9Cw4OptPpoqKiycnJgsyGBO/Dhw/Dhg2r9bavrq7up0+fqA6IEEKISjdu3CCtO51O19LSsrKysrCwUFFRIZ8UPXr0+PDhA9UZ0W/IzMyMjIz89u1baWkp1Vl+Q/ts4HEOfHXGxsYfP36cMmUKj8c7cuSIpqZmREQE1aEQAACNRrOzs/vy5Ut4eLinp+fu3btPnDjx4sWL9PT0VatW4SoGf6KoqOjKlSsMBuPgwYNVpydUM3LkyJkzZ5aWll64cEGQ8ZCAPXr0aMSIEWFhYUpKSu7u7sHBwXFxcS9evNi6dauCgsLr16/19PSCgoKojokQQogad+7csbS0LCkpsbKy+vbtW3h4uI+Pz82bN+Pj40NDQ3V0dL5//66vrx8fH091UtRQ8vLyGhoavXr1ItMnUUuGDXwtunTpcv/+/ePHj4uLi8fFxenq6u7YsYPD4VCdCwEA0Gg0LS2t+fPnr1u3bsmSJaNGjcKpVn/u+fPnbDZ7xIgR9S40amNjAwCPHz8WSC5EgdjYWHJZNn/+/Pj4+I0bN44cOVJNTW3UqFGbN2/+8uWLra1tYWHhtGnTvn79SnVYhBBCgpaenm5nZ8flct3d3X18fKpdOWhraz9//tzCwiI/P9/S0hKvnxFqctjA12np0qURERGamprl5eWbNm0aNWoUXq2itiolJQUA/vrrr3orSc3379+bPROiiLOzc2Fhoa2traenp5iYWLWj4uLiFy5cmDZtWl5e3urVqylJiBBCiEI7duwoKiqysLDYuHFjrQXCwsIXL17s06dPZGTklStXBBwPoTYPG3h+1NXVQ0ND161bR6fTX79+PWjQoDNnzlAdCqGmR5YbbchYBlKDN9Tbqo8fPz5+/LhTp04eHh511dBotBMnTnTs2PHu3bs4PBIhhNqVioqKq1evAoC7uzufMnFx8Q0bNgDApUuXBJQMoXYDG/h6CAkJ7d69++nTp8rKyiUlJYsWLTIxMaE6FEJNrFu3bgDQkGbs8+fPANC9e/dmz4SocO/ePQCYOXMm2ZKgLnJyctOmTausRwgh1E7ExMTk5OSoqqpWbgNUFzMzMwAICQkRSC6E2hFs4BtkzJgxkZGRs2bNAoAHDx5QHQehJjZ69Ggmk/n8+fPs7Gz+ldevXwcAAwMDgeRCgpaQkAAAOjo69VaSGnwCjxBC7UpmZiYA9OzZs95KWVlZKSmpkpKSgoKCZo+FUHuCDXxDSUtLX7ly5eLFix07dqQ6C0JNrFOnTqampmw2u675bMSnT5/Onz/PZDJnz54tsGxIkIqKigBAUlKy3kopKSkAKCwsbPZMCCGEWgxRUVEAKC0trbeSx+OVlpbSaDTyEoRQU2FSHaCVsbW1NTU1bfg1LkKthbu7u5+fn6enp5qa2po1a2oWfPv2berUqWVlZQ4ODmpqaoJPiASgS5cuAJCenl5vZWpqKgDIy8s3eybUnLhcbnp6enZ2tpSUVPfu3XE/ToQQf7169QKAqKioiooKJpNfHxEdHc1ms5WUlHBbMoSaFj6B/20dO3bs1q1bt27d8FE8akv69et35swZGo22du1aCwuLyMjIykOFhYUeHh7Dhg37+vWrjo7OgQMHKMyJmtWwYcMAwN/fv95KUjN8+PC6CgoLC2/fvn3o0KFdu3Z5e3t/+/atCXOiP5ecnOzg4KCgoNC9e3ctLa2+fft26tTJ0tIyPDyc6mgIoZare/fuAwcOzMvLu3PnDv9KLy8vAJg8ebJAciHUnvBQm6OpqQkAZmZmVAdBrc+NGzcqh5YoKSmNHDly4MCBlQ/lzM3NCwsLqc6ImlF2draYmBidTo+IiOBT9vLlSxqNJiEhkZeXV/NoWlraggULaj5y0dPTe/78ebNlR7/h9OnTlYNaFRUVtbS0+vTpQ6PRAIBGozk5OZWXl1OdESHUQp0+fRoAevXqlZOTU1dNRESEiIgInU6PjIwUZDbU3tja2gLAxYsXqQ4iUPgEHiH0P9OmTYuPj3dycuratWtqampISEhUVBSXyzUwMHjw4MGtW7dw5kjbJicnt2LFCi6XO2vWrLpWNExPT7exseHxeKtXr665WH1ISMjgwYM9PT05HI6BgYGzs/P69estLS1lZGRevXqlr6+/bds2Ho/X/D8KqtP+/fsXLVrEZrNnz54dHR2dlpYWHh7+5cuXlJSUDRs2iIiIHD582NbWFn9NCKFazZ07d/jw4YmJiZMmTcrIyKhZEB4ePmXKFDab7eDgoKGhUfn1d+/erVu3bsyYMerq6sOHD7eysvLx8WGz2QLMjlCbQPENBNQM8Ak8+nMcDufLly/BwcGRkZH5+flUx0GCw2KxyED6nj17Pn78uNrRhw8fKikpAcCIESPYbHa1o5GRkRISEgAwadKkr1+/Vj1UUlKybds2MmFy165dzfszoLo9f/6cTqfT6XRvb+9aC0JDQ8l9mYMHDwo4G0KotUhLS+vduzcASEtLb9269dOnT6WlpcXFxSEhIUuWLBESEgKA8ePHl5WVkfqsrCwLC4taO5GePXvev3+f2h8HtV7t8wk8jYe32NscLS2td+/emZmZ1Ts9CSGEasrOzrawsHj58iUADBw4cMyYMXJyctnZ2U+fPo2NjQUAfX39GzduyMrKVn0Vh8PR0NCIiYmxs7Pz8vKi02sZ4XX37t1p06bxeLyIiIjBgwcL5sdBVQ0fPjwsLGzLli1ubm511Tx8+HDKlCkyMjJfv36VkZFpvjAcDic7O5tOp3fp0oUM4EcItRY5OTlz5869f/9+zUNMJtPR0XH37t2kk//69auhoWFSUpKEhMTChQsnT57cvXv3wsLCt2/fenp6fvjwgU6n//PPP05OTgL/IVCrN3v27EuXLl28eJF08u0F1XcQUNPDJ/AIoT/EZrP379/fuXPnah8Z8vLyhw8frnWC9MWLFwFARUWltLSUz3cmexyYmJg0W3ZUp6ioKADo0qULi8XiXzlu3DgAOHv2bHPE4HA4ly9fNjIyIhf3ACAqKmpiYnLv3r3mOB1CqPk8e/Zs3rx5vXr1EhER6dChw4ABA9asWRMXF1dZUFRU1K9fPwAYMWJEenp6tZdzOJx9+/YxGAw6nX737l3BZkdtQft8Ao/byCGEEKpOWFh49erVTk5OL168+PTpU05OjqysrIaGxqhRoxgMRq0vuXr1KgC4uLjw3zHo77//Pnz4cEBAQH5+fs0p9KhZBQYGAoCpqamYmBj/ypkzZwYGBgYGBs6bN69pMyQnJ0+fPj0sLAwAGAyGgoICl8vNzs6+f//+/fv3jYyMfHx8at45Qgi1TGPGjBkzZgyfgn379sXGxg4aNCggIIDMsaqKTqevWbOGTqevXr16+fLlRkZG9b47IYRwETuEEEK1YzKZBgYGjo6OW7dudXR01NfXr6t7B4C3b98CwMSJE/l/T1lZ2eHDh5eXl79//76J46L6pKamAoCamlq9lerq6gCQkpLStAESExO1tbXDwsJ69Ohx9uzZnz9/pqenZ2ZmZmVlHTp0SF5e/smTJ7q6uj9//mza8yKEKFFWVnbkyBEAOHXqVM3uvdLKlSuHDh2akpJCbgQjhPjDBh4hhNCf4nK5P3/+pNPpioqK9RZ3794dALKyspo/F/o/yMIEXC633kpS07Tz0svLy6dOnZqZmWloaBgZGTlv3rzKIRhycnJOTk4fPnzQ0tL68uWLtbV1E54XIUSV4ODg/Pz8wYMHa2tr8ymj0WiLFy8GgHv37gkqGkKtGDbwCCGE/hSdTu/QoQOXyy0pKam3uLCwEABwS0LBIzsIkJUI+YuJiQEAZWXlJjz72bNnP378qKqqeuvWLSkpqZoFXbt2ffDgAXkOj9fxLUFubm5YWNjTp0+jo6PLy8upjoNan4SEBADQ0dGpt5LUxMfHN3smhFo/bOARQgg1ARUVFQAIDQ3lX8bhcMj8Z1VVVUHEQlWMHz8eAO7fv19cXMy/0sfHp7K+qZw5cwYAdu7cyefeTdeuXTdu3AgAp0+fbsJTo99179690aNHd+nSZfjw4ePGjRswYECXLl3mzZuXmJhIdTTUmpDbtR07dqy3ktzUI/UIIf6wgUcIIdQETExMAODUqVP8y27evPnjx49+/fqRhh8Jkpqa2qhRo3JycrZt28an7Pr16yEhIXJycmZmZk116h8/frx//15SUpL8f8KHlZUVnU4PDAzkcDhNdXbUcMXFxVOnTjUzMwsODhYWFh42bNjYsWPV1NTy8/O9vLz69evn6elJdUbUasjLywNAWlpavZVkxQ1SjxDiDxt4hBBCTWDJkiUSEhK3bt26fft2XTVZWVmrV68GALKZHBK8ffv2CQkJ7d+//9ixY7UWPH36lKw8v3379oY8N2ug1NRUHo/Xt29fYWFh/pWdO3eWl5cvLS3Nzs5uqrOjBmKz2RMmTLh7966srOyxY8d+/Pjx9u3bp0+fxsXFffnyZe7cuWw2e+HChR4eHlQnRa3DsGHDAODff/+tqKjgXxkQEAAA/KfKI4QIbOARQm1ZaWlpQECAh4fHnj17zp8/35DZv6hxunbtumPHDh6PZ2NjQwZgV5OQkDBu3LjU1NTRo0fb29sLPiECAG1t7cOHDwPA8uXLp06dGhoayuPxyKH4+PgVK1ZMmDChuLh43rx5ZE2ppkIep/PZxaAqUoZP4AVv3bp1r1696tmz59u3bx0cHDp06FB5qE+fPufOnTt37hyNRlu1alV4eDiFOVFr0b9//4EDB2ZlZZEZNHXJzc0ltxRnzpwpqGgItWYU70OPmoGmpiYAmJmZUR0EISrl5eWtXbu25r41Ghoa9+/fpzpdm+Xk5ET+nceOHevt7R0VFRUXFxcQELB48WKyP7yGhkZ2djbVMdu7K1euVE5El5KSUlVV7dKlC/lPJpPp6urK4XCa9ozp6ekAICMjU1FRwb8yPz+fyWQKCQmVlZU1bQbE39evX4WEhJhM5ocPH/iUrV27FgAMDAwEFkwA8vLywsPDAwMDo6KiSktLqY7TppAxWR06dHjz5k2tBaWlpWS5jfHjxws4G2oDbG1tAeDixYtUBxEobODbIGzgEfr06VPv3r0BgEajaWtrr1ixwsXFxcbGprJLWbZsWXl5OdUx2yZPT8/OnTvXvF/MYDAWLFhQVFREdUDE4/F4WVlZLi4uvXr1qvwFde7ced68eTExMc10xv79+wNAQEAA/zIvL6+21x+2Cu7u7gBgZ2fHv6ygoKBjx440Gu379++CCdasAgICDAwMmExm5R+CpKSkra3t58+fqY7WdixcuJD08CdPnqz2yRsZGUmGzXft2jUlJYWqhKj1wgYetRHYwKN2LiUlRUFBAQC0tbXfv39f9VBZWdmRI0fExMQAYMWKFVQlbPPy8/NPnjxpZmY2YMAANTW1MWPGuLq6Nl9niP5Ebm7u58+fMzIyuFxus55o7969AKCpqclms+uqKSgo6NmzZzu8GmsJxo0bBwB3796tt3L69OkA4O3tLYBUzYfFYllZWZGmXUREZOjQoQYGBv369aPRaGQoyqFDh6jO2EaUlZUtWLCA/FN369Zt7ty5bm5uzs7Oenp6dDodAHr37h0VFUV1TNQqYQOP2ghs4FE7Z2RkBABGRka/fv2qtSAkJERUVBQA/Pz8BJwNoXaLxWKRB/5WVla1jlIuLCwkf7xDhw5t8jH8qF79+vUDgIbcaNuwYQMAkDUvWqny8nJDQ0MyheSff/4pLCysPJSUlLR06VLSxrfqn7GluXnzprq6erWRWeLi4qtXr87Ly6M6HWqt2mcDzwSEEGpDXrx48eTJE1lZWV9fX9Kl1zRixIhdu3atXLly06ZNkyZNEnBC1HDl5eXPnj179uxZWlqakJCQsrLypEmTtLS0yLU1al3ExMRu3749atSoK1eufP78eefOnYaGhmS9urKysgcPHqxfvz4+Pl5eXv7GjRvkuRwSJDKMvN7VwgGgvLwcAISEhJo9U7PZunXrv//+q6Cg8PTp02pdZY8ePY4fP66vr29tbe3q6jpixIgxY8ZQlbMtsbCwsLCw+PDhQ2hoaGZmppSUVJ8+fQwNDcXFxamOhlArgw08QqhNuXr1KgA4ODh06tSJT5mDg4O7u/u7d+/i4+NVVVUFlQ79hsuXL2/YsCE5ObnqFzdv3jx06NCDBw+OHDmSqmCo0QYNGhQcHGxubv7u3buJEyfKyMioqqpWVFTEx8cXFRWRglu3bvXo0YPqpO1Rjx49oqKiPn36NHDgQP6VUVFRpF4guZpeRkbGgQMHaDTajRs3aj4TJiwtLT9//rx58+a1a9e+fftWwAnbsMGDBw8ePJjqFAi1bniHGyHUprx58wYA6n2uLiwsTMZPknrU5MrLy4OCgjw9PQ8ePOjj45OYmNjw13K53KVLl9ra2iYnJ/fv33/jxo3nz58/c+bMihUrFBUVw8PDx44de+LEieYLj5rPoEGDoqOj9+zZo66unpeX9+bNm4iIiKKioiFDhpw4cSI8PJwsP4kEb8KECQBw6dIl/mVpaWlBQUFMJpPMmW+Nrl+//uvXr6lTp+rp6fEpW7t2bZcuXcLCwmJiYgSWDSGE6oVP4BFCbUp2djYAKCkp1VvZvXt3AMjKymr2TO1MUVHRvn37PDw88vPzq35dW1vb3d2d3Dfhb8OGDSdPnhQXFz927Ji9vX3VAfN79uzZsWPHzp07ly1bJicnRxbTQq2LmJiYi4uLi4tLRkZGcnIyg8FQVlau3CECUeLLly+pqalMJtPPz09ZWbl///4TJkyounMHwePxVq5cyWazraysZGVlqUr7h4KCggBg2rRp/MtERUWNjY29vLyCgoLIHgoIIdQSYAOPEGpTyO7WZDguf4WFhZX1qKnEx8ebmJjEx8cDwODBg4cOHSopKZmcnBwYGPjmzRsjI6M1a9bs2bOHzwznsLCwvXv3CgsL+/n51Zx6KiYm5u7u3qVLFycnp8WLF48bN05GRqZ5fyTUbBQUFMiGEYhCpaWla9euPXXqFJnZDgApKSkpKSmPHj3avHmzq6vr2rVryU00Doezdu3a69evS0lJ7dy5k9LUfyQ9PR0AVFRU6q0kNampqc2eCSGEGgyH0COE2hRyvdWQgfGkBifAN6GMjAwDA4P4+HhNTc03b968f//+zJkz//zzz40bNzIyMvbs2SMsLLx///6///6bzzfZvn07j8dbu3Ytn4WjHB0dx48fn5ube/To0Wb4ORBqL4qKigwMDMjf0dy5cx8+fDh16lQAYDAYPXv2LCkpWbdunbW1dUlJyZ07d3R0dA4ePCgsLOzj40N2+2ulGr5cH6lp1cv1IYTaHmzgEUJtypQpUwDg9OnTPB6PT9nr168jIyNlZGRwLbQmNH/+/LS0tLFjxwYHBw8fPrzqIVFRURcXF39/f2Fh4X379gUGBtb6HYqKih4/fsxgMJydnfmfa82aNQBw8+bNpgqPUDs0e/bs169f9+rVKyIi4ty5c5MnT75169aWLVvodHpSUhKPx6PRaL6+vpKSkubm5uHh4d27dw8MDJw8eTLVwf8IWX7v06dP9Va29uX6EEJtEjbwCKE2xdraWlFRMTQ09NixY3XVlJSULFmyBACcnJzw0UpTCQkJ8ff3l5GRuXbtWl3bAhkYGGzfvh0AyD7SNcXHx7PZbA0Njc6dO/M/3ZgxYxgMRnR0NIfD+cPkCLVPd+/evXv3rqysbGBgYOXK8zQazc3NLTo6etmyZcrKyuROKI/HGzRo0KFDhz5//twGbno2cLm+nz9/+vv702g0Uo8QQi0ENvAIoTZFXFz88OHDNBpt5cqVR44cqfkcPjMzc+LEiR8/fuzfvz95iouahK+vLwA4ODjw770dHR1lZGTevn377du3mkd//vwJAA1Zz0xYWFhaWrqioqLaUnkIoQY6cOAAAGzfvr1Xr17VDqmoqBw9evT79++/fv2aN28eAOjq6jo5OYmJiVEQtKlZWFjIyckFBweTd626rFu3rri42NjYuCGroiKEkMBgA48QP7GxsSdPntyyZYu7u/vly5d//PhBdSJUv+nTp+/evZvD4Tg5OWlra585cyYqKurLly/Pnj1bu3atqqpqSEiIsrLy3bt3O3ToQHXYtiM0NBQAjI2N+ZeJioqS3adev35d82inTp0AICcnp97TkdadwWBISUk1Ji5C7Vtubu6rV6/ExMTs7Oz4lImKijo5OQHA/fv3BRWt2UlKSpJF+ObPn+/n51ezgMfjubq6njt3TlxcfO/evQIPiBBC/OAq9AjVLjAwcN26dREREVW/yGAwpk+fvnPnTtypuIVzcXFRUVFxdHQMCwsLCwurdtTc3PzkyZO4bVXTIhvykc35+FNWVgaAzMzMmodUVVWFhIQiIyPz8/OlpaX5fJOQkBAOh/PXX3+R9agQQr/l27dv5C+o3vuYGhoa4uLiaWlpLBarrtkxrc6CBQvev39//PhxExMTOzu7ZcuWaWlp0Wi00tLSwMDAXbt2vXz5kslkent79+vXj+qwwOVyP3z4kJqayuVyFRQUNDU1cfIXQu0ZXvcgVB2Px3NzcyNLYcvJyRkbG/fq1au8vPz9+/eBgYFXr14NCAjw9fWdOHEi1UkRP+bm5hMnTrx69erDhw8/f/7MYrHk5eV1dHRmzZo1bNgwqtO1QRISEgBQXFxcbyWpqXUDPykpqXHjxgUEBBw9enTTpk18vsnBgwcBwMLCopFxEWrf+PwZ1iQpKclisYqKitpMAw8AR48eVVZW3rJly/nz58+fPy8iItKxY8ecnBwulwsACgoKFy5cMDQ0pDZkfn7+3r17z549m52dXflFGRkZGxubTZs2ycvLU5gNIUQZHmpzNDU1AcDMzIzqIK3Vrl27AIDJZO7atevXr19VD6Wlpc2YMQMAREVFX79+TVVChFogsv7/hQsX6q0cPHgwAAQGBtZ6NDg4GADExMTevn1b13c4d+4cAHTs2DE7O7vxiRFqx6KjowFARUWl3koWi8VgMBjaMgqKAAAgAElEQVQMRkVFhQCCCVhiYqKzs3PlqDoGgzF06NC9e/cWFxdTHY0XFhbWrVs3EkxVVdXU1HTq1KkDBgwgX5GRkXn8+DHVGRGimK2tLQBcvHiR6iAChQ18G4QN/J/48OEDnU5nMBh3796ttYDL5S5fvhwA+vTpw2azBRwPoRbr5MmTADBq1Cj+ZW/evAEAaWlpPn8+y5YtAwApKalbt25VO1ReXr5nzx4GgwEA58+fb4LcCLVLZWVlZMmJ+Ph4/pW3b98GAB0dHcEEo0ppaWl2dnbLuUkRGRlJhjWNHDmy2t3M6OhospOfkJDQ06dPqUqIUEvQPht4XMQOof/Dzc2Ny+U6OzubmprWWkCj0Q4ePKihofH169fz588LNh1CLZe1tbW8vHxwcPCZM2fqqmGxWGQDvxUrVggLC9dVdujQISsrq4KCAgsLCz09vf3799+7d+/mzZubN2/u37//unXruFzurl277O3tm+UnQagdEBISIjNQyM6OdeFwODt27ACAmTNnCigZRUREROTk5MjNQcqVlZVNnz69uLjY2to6KCio2rSv/v37P3jwYOXKleXl5bNmzcKdOBBqd6i+g4CaHj6Bb7TCwkIREREmk1nvuNzLly8DwLhx4wQTDKFWgfxdCAkJnT59uubRHz9+jB07FgBUVVULCwv5fysul3v8+HE5ObmaH1vq6ur+/v7N8xMg1I4kJSWJiooCwMmTJ2st4HK5ZAl6ZWVlFosl4Hjt2fHjxwFgwIABpaWlddVwOBzyjrpx40ZBZkOoRcEn8Ai1d1FRUWw2W1NTs9a2oaoJEyYAQM3lzRFqz6ytrd3c3MrLyxctWjR69OhLly7FxcVlZmaGhoa6urqqqqoGBQV169bt3r179S6dRaPRli5dmpiYeO3ataVLl5qamk6bNm3VqlVPnjyJiorCJSQR+nM9evQgM1+WLl3q7Oxc7UFuSkrKjBkzDh8+LCIicuXKlbaxA3xrcenSJQDYvHmziIhIXTV0Ot3d3R0AyJ1ThFD7gavQI/Q/ZJVXRUXFeitlZWXFxMQKCwt//fqFlzUIVdqyZYuqqurKlSuDg4PJcnRVTZo06ezZswoKCg38bh06dJgxYwZZORIh1OTs7e1//frl6Oh4+PBhT09PIyOjvn37VlRUREdHP3v2rLy8XFpa+sqVK3p6elQnbUfKy8tDQ0OFhISMjY35V+rq6srLyyclJSUnJ5PtORFC7QE28Aj9T8eOHQGgsLCw3ko2m11aWioiIkLGHyKEKllZWU2ZMuXy5cv37t379u1bQUGBgoKCrq6ulZXVyJEjqU6HEPo/lixZoqOj8/fffz9+/PjOnTuVXxcSErK1td2xYwd2hgKWlZXF5XIVFRXr3bSPRqP16tUrKysrPT0df00ItR/YwCP0P6qqqjQaLSIioqysjM8KWwBA9pAj9QKLh1BrISkpuWTJErJeHUKohRs8eHBAQEB6evqzZ8/S0tKEhIS6d+9uYGAgIyNDdbT2iDwYKC0tbUgxKcNnCQi1K9jAI/Q/SkpKmpqaERERly9fnjt3Lp9KssBMXSvVI4QQQq2LoqKitbU11SkQyMrKSkpK5uTkpKamKikp8alksVifP3+m0+k9evQQWDyEEOVwETskaGVlZY8ePXJ3d3d2dnZzc/Px8cnLy6M61P+sXbsWAP7+++/v37/XVXPr1q0bN2506NCB7FaNEEIIIdQkaDTaxIkTeTyet7c3/8qrV6/++vVLR0cHx0og1K7gE3gkOBUVFR4eHjt37vz582fVrwsLCy9atMjNzU1WVpaqbJUsLS0vXLjg5+dnYGBw69atQYMGVSu4cOHC4sWLeTzerl27Gr4WF0IIIYT4KCgoSEhIyM/Pl5OTU1FRqXcGeBu2fPny69ev792719LSUkVFpdaarKysTZs2kWLBpkMIUQwbeCQgBQUF06dP//fffwFgyJAh48ePV1BQyM/Pf/nyZVBQ0NGjRx8+fHj//v2//vqL2pw0Gs3Hx2fixImhoaFaWlpWVlZmZmZqamosFuvjx4/e3t4vX74EgFWrVq1YsYLaqAghhFAbEBQUtGvXLrLuPfmKuLi4sbGxq6vrwIEDqc1GidGjR8+aNcvX13fSpEkPHjxQV1evVpCammpqapqenq6vrz9r1ixKQiKEqIINPBKEioqKGTNm/Pvvv4qKiufOnSObqFeKi4ubP3/+q1evJk6c+PbtW8ofa0tJST179mz9+vXHjh27dOkS2Y61kry8/N69e+3s7KiK127l5OT4+fnFx8fn5uZ26dJFU1PTyMgIV+5BCLUEX79+PXXq1MOHDxMTE9lstry8/MiRI21sbExNTXGtUz7KysocHBzOnj0LAMLCwkOHDpWWls7KyoqOjr5+/frNmze3bdu2YcOGdvhv6OnpmZiY+ObNG01NzWXLltnY2PTr149OpyckJFy7du3QoUMFBQVqamrXrl1rh/84CLV3PNTmaGpqAoCZmRnVQf7n0KFDAKCgoPD9+/daC0pLS8eOHQsAFhYWAs7GR2Ji4u7duydPnjxw4MDhw4fPmDHDy8urqKiI6lztzo8fP5YuXSokJFTt7UtGRmbPnj1lZWVUB0QItV8VFRUbNmyoa+MSHR2dxMREqjO2UBwOx8zMDAAkJCR2796dn59feSg9PX3VqlUMBgMAXFxcKAxJIRaLNW/ePDr9f+tVVe3VLSws8vLyqM6IEMVsbW0B4OLFi1QHESgaj8dr2jsCiHJaWlrv3r0zMzOruqErhcrLy7t16/bjxw8/P79JkybVVZaVlaWiolJUVPT+/fvBgwcLMiFqyT59+mRiYpKUlCQkJGRoaKinp9epU6eMjIxHjx6FhYUBwJgxY27dutWpUyeqkyKE2h0ul2tpaXnz5k0mk2lvbz9v3rwhQ4aIiIh8//793r17+/btS0tLk5OTe/78eb9+/agO2+Ls3bt33bp1srKygYGBNVecAQA/Pz9zc/OysrL79+9PmTJF8Albgvfv3585c+bx48cpKSk8Hk9RUXHcuHFz5swZNWoU1dEQot7s2bMvXbp08eJF0sm3F1TfQUBNr6U9gX/8+DEAaGho1Fvp6OgIABs3bhRAKtQqpKWldevWDQBGjBjx+fPnakcDAwO7d+8OAPr6+vgcHiEkeK6urgAgKysbHBxc82hBQQG5bd23b9/i4mLBx2vJcnNzpaSkAODx48d8yg4fPgwA6urqHA5HYNlaLC6XS3UEhFqW9vkEHreRQ83u/fv3AGBkZFRvJamJiIho9kyolVi+fHlaWpqBgUFgYKCqqmq1owYGBqGhoUpKSs+ePSMXeQghJDBJSUl79+5lMBi3bt0aOXJkzYKOHTvevHlTU1Pzy5cvBw4cEHzCluzOnTsFBQWGhob8Lw8cHBx69uwZFxf35s0bgWVrsXC6O0IIcB94JAA/fvwAgK5du9ZbSZavI/UIRUZG3rlzR1JS0sfHR0REpNYaRUVFLy8vANi1axebzRZsQIRQu3bmzBk2m21razt69Oi6asTExI4cOQIAx48f53K5AkzX0j179gwApk2bxr+MyWSSefKkHiGEEDbwqNlJS0sDQH5+fr2VeXl5lfUI3bhxg8fj2dvby8vL8ykzNDTU0tLKzc0NDAwUWDaEEPL39wcAe3t7/mUjRoxQUVHJysrC8WVVpaenA0Dfvn3rrSQboaempjZ7JoQQag2wgUfNjuxfGhISUm8lqcGVfhDx4cMHADA0NKy3kozAJJM1EEJIMJKSkgCgIauukhpSjwgmkwkAFRUV9VaSmpobkSCEUPuEDTxqduPHjxcTEwsODv748SOfsl+/fpGdYMlgOYR+d/JFdnZ2s2dCCKH/j0zbqWuCT1WioqIAUFpa2uyZWo8ePXoAQFRUVL2V5OKB1AMAm81OTk4uKCho1ngIIdRiYQOPmp2kpKSDgwOXy503bx6LxaqrbNWqVampqcOHDx83bpwg46EWi0ymIBMr+MvNzQUAGRmZZs+EEEL/H7l1mJiYWG/l169fAUBRUbHZM7UeEyZMAAAfHx8e3/2Mi4qK7t69CwAjR47csWPH4MGDRUVFe/ToIS0tLS8vv3DhwpiYGAElRgihlgEbeCQImzZtUlVVjYiIMDIyqjmNjcViLVmy5OTJk+Li4idPnsRFVhFBJlM0ZPJFcHAwAPTv37/ZMyFEEQ6H4+/v7+DgMGHCBF1d3alTp+7evZu0hYgqZO26O3fu8C/LyMh48+aNqKjo8OHDBZKrdZg0aZKysvKHDx9Onz7Np8zV1TUnJ2fgwIHGxsabNm2KjIwUFRVVVlaWkpLKzs729PTU0NBYv349LhCIUFN59+6di4vLqFGjVFVVBw0aNGPGDC8vLz5P4BAFqN7HDjW9lrYPPPH58+eePXsCgLi4+OLFi2/evBkaGurn57dx40ay0be4uPidO3eojolaELLmsIKCAv/9kyMjI+l0uqioaEFBgcCyIVTVly9fTp06tXnzZjc3t7NnzyYnJzft93/27Nlff/1V8xOcwWAsWLAA/8+nyr///gsAsrKyP3784FM2f/58AJg5c6bAgrUWV69eBQBhYeFr167VWrB7924AYDKZdDodAPT19R89elRWVkaOxsTEODo6krnx1tbWuEc6Qn/ox48f06dPr/VBmqKi4vXr16kOWIv2uQ88NvBtUMts4Hk8XnZ2tpWVVa3vCzo6Ou/fv6c6IGpZuFyurq4uAMyfP7+uGhaLpaWlBQCrV68WZDaEiNDQ0FGjRlV7Q6PRaJMmTfr48WOTnOLcuXOkRenTp4+7u/ujR49ev3597do1e3t7YWFhAOjfv39qamqTnAv9rvHjxwPAqFGj6rqNcvToUQAQERGJj48XcLZWYf369eRPZubMmS9fvuRwODwej81m+/v7jx07FgDodDr5/3zz5s21tugvXrwg860OHDgg8PgItR2JiYm9e/cGAAkJiVWrVj19+jQ+Pj4yMvLMmTPa2trk73THjh1Ux6wOG3jURrTYBp6Ijo7eunWriYmJtrb2xIkTnZycnj592vAb58nJyZ6enlu2bHF1dT1+/HhcXFyzpkXU+vDhQ4cOHQBg3rx5RUVF1Y4mJyfr6ekBgKqqan5+PiUJUXt25MgRspK2jIyMra3t1q1bt2zZMmPGDElJSQAQFRW9dOnSH57iyZMnTCaTRqNt3Lix8sFjpYSEBA0NDQAYOnTor1+//vBcqBEyMjK6d+8OAOrq6v7+/lU/y5KTk+fMmUPu6Xh5eVGXsaU7evSouLg4+YcSEhLq3Lkzg8Eg/yknJ6ejowMAc+fO5fMdHj58CABSUlL8h0IghOpSUlIycOBA8kQtLS2t2lEul3vs2DHyYeTr60tJwrpgA4/aiBbewDdaVFTUpEmTaj7A19XVDQ4Opjodai4PHz4kPXzXrl3//vvv+/fvv3z58tq1awsWLBATEwOAnj17fv78meqYqN3x8vIiTyTWrVtX7e5STk7OkiVLyMPD+/fvN/oUbDabPA9xc3OrqyY3N5fskr1nz55Gnwj9icTExEGDBlWOMp0yZcq0adO0tLTIqG9RUVFvb2+qM7Z0aWlpLi4uampqlXNDhgwZsmPHjvj4eDqdLi4unp2dzf87TJ48GQCOHj0qmMCoNYqIiNi8efPMmTPHjx8/e/bsgwcPJiUlUR2qpdixYwcZz8VnTtaJEycAQF5evuYDFQphA4/aiDbZwPv4+JBteCQlJWfOnOnm5rZt2zZ7e3tZWVlylbxv3z6qM6Lm8vHjxxEjRtSceUGn021sbPCRCxK85ORkcv/ozJkzddWQ6yFZWdm8vLzGneXy5csAMHDgQDKuuC6BgYHkWWV5eXnjTtSufP/+3cPDw8HBwdLScsWKFadPn87MzPzD78lms//5559evXpVfYMSFxe3tbX9+vVrk8RuJ9hs9o8fPyoqKsh/Xrx4EQBMTU3rfeGlS5cAwMTEpJkDolYpJibG0NCw5lUEk8lctGhRo9+i24yKigo5OTkAeP78Of9KMmXs+PHjggnWENjAozai7TXwDx8+JAPqFi9enJOTU/VQSUnJ5s2byYOOEydOUJUQCcCLFy9WrVplbGysp6dnZmbm7u4eGxtLdSjUTi1duhQAbGxs+JeRS8YtW7Y07iwzZswAgGPHjtVbSbZgqPfaq53LyMiwt7cnnxdVCQsLr1ixokmm4URHR9+/f//GjRshISEsFuvPv2E7t3PnTgBYv359vZUfPnwAgEGDBgkgFWpdnjx50rFjR3I71dHR0dfX99GjR15eXlZWVmR5EXV19Xb+KJ5s96Ourl5vJblTNmnSJAGkaqD22cAza96OQqhFKSgosLe353A427Ztc3V1rXZUXFx869atKioqdnZ2zs7OEyZMqPYMBLVqXC73xYsXfn5+ycnJv379UlBQsLGxMTY2Jh/GCFGCw+HcvHkTAMj6W3xs2LDh33//vXbtmpubWyNO9PnzZwAYOXJkvZUjRoyIiYmJi4sjG5uhmj5+/GhsbJyamioiIjJ16tTRo0d37tw5IyPj6dOnDx8+9PDw+Pfff/38/MhuKY3Wv39/3M+yCZHN4Wrec6mJ1HA4nGbPhFqV6OhoCwuLoqIiGxubo0ePkvUOiTlz5mzbts3S0vL9+/cmJiavXr2SkJCgMCqFvnz5AgBkpTr+yJoUcXFxDx48SE5O5nK5SkpKo0eP7tSpU7OnRFVgA49aOg8Pj58/f44dO3bTpk111dja2j59+tTLy8vd3f3s2bOCjIeaT1BQkJOTU1RUVNUvnjp1SkZGZuPGjStXrmzIVR1CTS4lJSU7O1tJSanWrd2qGj16tLi4eGxsbElJCVnK4bfk5+cDQNUrzrqQi6e8vLzfPUU7kZ6ePnny5LS0NH19/fPnz/fo0aPykJOTU2xsrLW19YcPH4yNjV+/fo33B1sOsstsQkJCvZXkbhdZUBChSkuWLCkqKpo9e7a3t3fNRZT69u37/PlzPT29qKio3bt3u7u7UxKScoWFhQDQkLc+UpmUlGRiYlL5RSaTaW5u7u7urqqq2nwhUVV4+YtaumvXrgHA+vXra91/rtKGDRsA4Pbt2+Xl5QJK1qq8evVqyZIl/fv3l5SUlJOT09TU3LBhw7dv36jOVadjx44ZGRlFRUX17Nlzw4YNV69evXv37j///DN69Oi8vLw1a9aYm5uXlpZSHRO1R9nZ2QCgqKhYbyWDwejatSsAZGVlNeJEZFJiRkZGvZXp6ekA0KVLl0acpT1YuXJlWlqagYHBo0ePqnbvRL9+/V68eKGhoRETE7N161ZKEqJajR07lkajBQQEkLaBj+vXrwOAgYGBQHKh1uHFixchISHy8vLHjx+v6xpSUlLSy8uLRqMdOnSopKREwAlbCHl5eQBITU3lX+bv7185yGvMmDHLli1bvny5oaEhnU6/fv364MGDr1692uxZEUH1GH7U9NrSHPjS0lIajSYsLFxz/6Sa+vTpAwC4sVw1OTk55ubmtf75CwsLr1u3rnK5oJbjxo0bNBqNRqNt2bKFzWZXOxoQENC5c2cAsLOzoyQeaudiY2OhYdMFeTweeTb+8+fPRpxo0aJFALB9+3b+ZRUVFeRuQmRkZCPO0ubFxsbSaLQOHTrU3Bupqo8fPzIYDBERkcb9slAzIT35mjVr+NS8evWKTqeLioqmpKQILBhq+ZydnQFgw4YN9VaSmUq3bt0SQKoWKDExEQCkpaX5bEf67NkzsmQAAMyaNavqoYyMDLJlJp1Ov3v3bvPn/T/a5xx4fAKPWjRyISUnJ1f5rsEHGWvXuCddbVVmZqaOjs7t27c7duy4adOmiIiIoqKiHz9+PH36dN68eVwud8+ePWZmZhUVFVQn/Z/CwsKlS5fyeLyDBw+6ubkJCwtXK5gwYUJQUJCkpOSFCxf8/f0pCYnaM2VlZVFR0YSEhB8/fvCvjIuLy83NlZOTa9z8wOnTpwPAsWPHiouL+ZR5e3unp6erqamRPeFRNbdv3+bxeFZWVvwHTQwcOHD8+PFsNptsKo5aiD179jCZzAMHDpw+fbrWgpiYmOnTp3O53NWrVyspKQk4HmqcoqKisrKy5j5LTEwMADRkZRBSEx0d3dyRWqaePXtqa2vn5+cfPXq01oLi4mIrK6vy8nKy/cr8+fOrHu3atauXl9eOHTu4XK6dnV29n4zoz2EDj1o0MiGnoKCgIcUNny/aTnA4HAsLi4SEBC0trZiYmO3bt2tqakpISHTu3Hns2LFnz5598eKFvLz8w4cPXVxcqA77P6dPn/7x44e+vr6Tk1NdNQMGDCBz1drtjDVEIXFxcSMjIw6HU1dHUen48eMAYGpqyn8GUF2MjIxGjhyZmZk5Z86culbnio6OXrVqFQDg2O+6kHU09PX1660cO3YsAHz8+LG5I6GGGzp06OHDh3k83uLFi62trcn4FyI3N3fv3r06Ojrp6emGhoaNWyoSCQyHw7lw4cLEiRMlJCQ6duwoIiKirKy8ePHiaivdNCGyLEhD7p+SYX25ubnNlKTl2759OwBs2rTpxYsXNY8ePXo0IyNDRkbm169f+vr6te7Jt2HDBmNj44KCgr179zZ7XETtAADUHNrSEHoej9fAoaG5ublMJlNYWLiwsFAwwVo+T09PAOjZsyefndLfvn0rLCzMYDA+ffokyGx86OnpAcCdO3f4l7FYrA4dOtDp9PT0dMEEQ6gSucSRkJDg89b0/PlzISEhJpMZHR3d6BPFx8eTq08jI6Nv375VPcTlcn19fcktS2tray6X2+iztG3jx48HgEePHtVbef78eQCwt7dv/lDo93h7e5NHfwCgrKw8YsSIv/76i8n8byXm2bNn8xn6i1qC2NjYAQMGVHYfkpKSlcPr6HT6ihUrGjJT8ndNmjQJAB48eFBvJXmMsXPnzibP0IqsXLkSAERFRQ8ePFjt16GmpkZ+WXJycny23AsLCwMAJSUlQX4e4RB6hFoiMzMz+P8Psvg4ffp0RUWFgYGBpKSkQHK1AkeOHAGAPXv2kFvLtRo2bNiSJUs4HE5d46YEj4xhGzNmDP8yMTExbW1tLpdLxsghJEijRo2aP39+cXHx+PHjnz9/XrPg/v37pqam5eXlLi4uf7KvmIqKip+fX9euXZ88edKvXz8TE5Nt27YdOXJk1apV/fv3nzVrVn5+vqWlpaenZ+Me8rcH5A5ITk5OvZVk5KesrGyzZ0K/yc7OLj4+funSpXJycsnJyS9fvoyOjqbT6RMnTnz69OmFCxdERUWpzojq9P79ex0dnU+fPqmoqHh5eeXm5hYWFrLZ7I8fP65cuVJISMjDw8PU1LTJZ/MNGjQIAAIDA+utJDWDBw9u2gCty759+5ycnEpLS1euXKmkpDR79mxXV1dnZ2ddXV2yy4OysvKTJ09qrgNaSUtLq2vXrqmpqSkpKQIM3i5RfQcBNb029gQ+Pj6ePMV68uRJXTVRUVFk986goCABRmvRyLuntLR0vXe1IyMjAUBZWVkwwfgjn98MBqMhxZaWlgBw9erV5k6FUE2lpaWTJ08GABqNNnXqVB8fn4iIiLCwsPPnz5NHvgBga2vL4XD+/Fzp6elz585lMBjVPsGVlJTOnj2Lz975IxNtFi1aVG+lsbExAHh5eTV/KNRIFRUVCQkJISEhUVFRRUVF5Itfvny5c+fO6dOnb9++/fnzZ2oTomry8vLI9n4zZsxgsVg1C8LDw8luHWvXrm3aU5MHwtLS0vxXpiTdu4yMTGlpadMGaI0ePnxIbnxU07Fjx5ycnHpfPnz4cAB48+aNAKIS7fMJPDbwbVAba+B5PB6Z2ykhIXH9+vWaR58/f042wJgzZ47gs7VYZIjvqFGj6q3kcDjCwsI0Gq3meu+UkJGRAYCGfE6Qp/SBgYECSIVQTRUVFVu3bq11g3dpaenDhw83bWudnZ19/vx5V1dXR0fHXbt2BQUFtcAtJFqg6OhoGo0mISGRmZnJv4zBYAgLC/OZc4RaFC6Xe+PGjZrNxoABA3x9ffHGVguxfv16ANDT0+PzOOHNmzdMJlNISCg+Pr5pz05us06ePLm8vLzWgszMTPJIec+ePU176lYtOjr67Nmz27dvP3To0KVLlwBATk6uIS8kI87+ZOLY78IGHrURba+B53K5CxYsIB/M+vr6np6er169evv27aVLl8zMzMjA0YkTJ+Kt06oCAgIAYMKECQ0prlwssLlTNQRZDLbWmzVVFRcXi4mJMRiMrKwswQRDqFYZGRmHDx82NTUdMmTI0KFDzc3NT5482ZA7UEhgLCwsyPthXRfxJSUl5KPT0dFRwNlQ47BYrFmzZpELg06dOpmami5atMjMzKxyypiFhUVxcTHVMdu7iooK8hsJCwvjX7lw4UIAcHFxadoASUlJXbp0AQBDQ8Pv379XO/ry5ctevXoBwMiRI9ls9tevX48dO7Zq1arly5e7u7s/f/4cb5LyeDwul0sWW0lMTORfmZubKyQkJCwsLMg/PWzgURvR9hp44sSJE7VOTezQocPWrVvxTbYaMjBeTU2t3sqfP3+Sf0YBpGqIw4cPA4COjg7/5ye7d+8mN3QEFgwh1EqlpKSQMbpGRkY1d4NPSEgYNmwYecPMy8ujJCH6LRwOx8TEhAx1OX36dNX7MhUVFefOnSMLH0yYMAGvDagVGhoKAP369au3kgwb1NDQaPIMYWFhZDlkUVHRGTNmHDp0yNvbe+fOnfr6+uQJkK6ubnBwMFnxrppevXr5+Pg0eaRWx9raGgA2bNjAv+yff/4BgPHjxwsmFYENPGoj2moDz+Px8vPzPT09LS0tdXV1hw4dOnXq1CNHjmRkZFCdqyUqLy8nVzBxcXH8K8+dO9fwZ/UCUFJSQj5rt2/fXldNWFgYWZH46dOngsyGEGqlwsPDFRQUAEBcXNze3v7s2bN37tw5deqUpaWlkJAQAKioqCQkJFAdEzUI6RM6d+4cE7xONmAAACAASURBVBNTa0F8fDy5ZbN7924BZ0NVXb16FQBmzJhRbyXZCVhKSqo5YqSnp9vZ2dHp1ZfulpCQcHNzu3btGpkJ1bFjR1tb2wMHDnh4eKxevVpFRYWULVy4sJnuBHE4nNevX1+4cOHYsWPXr1/ns8A7td6+fUuj0cTFxd+/f19XTUJCApkCGRAQIMhs2MCjNqINN/DotyxevBgALC0t+dSwWKy+ffsCgLe3t8CC1cvf35+s1+Xs7FxzIJavry8Z8+/g4EBJPIRQa5Samjpr1qyay/UzmczFixfn5uZSHRA1SHFxMRmO5+fnx6eMrEwmJSWVn58vsGyoGjJ92sbGpt7KkpISABATE2u+MCkpKcePH3d0dLSzs1uzZo2vr29BQcGLFy/IhnZz586tNvWJw+GcPXuW9PbOzs5NG4bFYu3Zs4fcZqpKR0fn8ePHTXuuJkEuKbt27frq1auaRyMjI8lkhIbcrGla2MCjNgIbeESkpKSQD559+/bVWlBWVkYWch84cGBLG2fo7e0tIiICAPLy8g4ODp6enhcvXnRzc6vc5cXGxqY5to1FCLVtCQkJ+/fvt7e3NzMzmzdvnoeHR3JyMtWh0G+4efMmGfZcb6W+vj4AXL58WQCpUK2CgoIAQFtbu97KDx8+AEDfvn0FkKpSaWlpz549AWDNmjV11YSEhJCrkefPnzfVeZOTkysvZlRUVGbPnu3g4GBmZiYlJUW+6Ozs3NKuyths9sSJEwGATqfb2tr6+fklJyenpqY+fvx44cKFZByTnp6e4BeewAYetRHYwKNKV69eJY+b7O3tq838fPfu3YgRI8gDirpGIVIrLCxMT0+v5pw0BQUFT09PqtMhhFB7lJmZuW/fvnHjxqmqqiorK+vp6a1fv745Fp2OjY3du3fv4sWLra2tV65cee3atcLCQh6Pt2rVKgDYuXNnvd+BjLRfunRpk2dDDVRSUiIuLk6n/z/2zjwuxv39/9c9M+2llGi1r0X2LYmyHkSRg1CWOGTJHi2yOyVbC9KxJGSPUJwQsobIEiHtQiptk5pm5vfH9T33bz6z3DOqmcL9/OM8jpn33Pd7pvu+3+9re10MUQE5IdauXYvJ6oqZGBIaGgoA3bp1o+73uXnzZgCwsbGpk5MWFBRgcn7Hjh2F2uhUVFRs27YN/QUNUFCTw+GsWbMGpyeax7Ro0aJ6EZOmDXiaXwTagKcR5NixY1guzmQyraysXFxcpk2bZm5ujs9cExOTx48f1/ccqUhKStq8efPs2bOnTZu2atWqS5cu0e0GaGhoaBQPj8fz9/fX1NQU3b4zGAxXV9e6Cr69fv1arKKYtrb21q1bp0yZImNcPSoqCgDs7e3rZFY0NWP69OkgLYs+NzcXg88JCQkKmxifzx82bJgstl9paWkddr3B7gm9evWSVNxx+/ZtVVVVALh06VLtT1fnpKenb9iwwcrKytTU1NjYuF+/fl5eXqmpqfU1H9qApxFDWVlZVlbW69evHz169Pz58/T0dHQAN2RoA55GiPfv30+ZMgXXAxJdXd1Vq1YpXnI5IyPjzp07d+/epdNWaWhoaH4WuFzu1KlTAYAgCHt7+7Nnz6ampmZmZsbFxbm5uWFQrnv37rWXEoiNjUWVE21t7dmzZ+/bt+/YsWNbt24dOHAgLl6ocipLHhYWYDs5OdVySjS14cOHD+rq6hRJE/n5+b169aoXV4u+vj4AyKKFbGNjAwC1r05PTk5GNTjqLRC24+nSpUstT/c78Hsa8CxRByfN58+fz549GxMT8+rVK8z5ERpgbGzcpUuXUaNGOTg4mJiY1MskaWhkp02bNsePHy8tLb1//35eXh6TyWzVqlXfvn1ZLMU9AcrLy3fv3n3o0KH379+TL3bs2NHV1XXBggVCzgUaGhoamgbFunXrjh07pq2tfeLECSyFRZo3bz506NDFixePGzfu6dOnkydPvnLliqhSoIwkJSVNmDCBzWZPnTo1MDAQe6kgq1evjo+PnzZt2sePHwHgyZMns2fPpj7akydPAKBNmzY1mwxNndCqVatDhw5NnjzZ09Pz8ePHmzZt6tSpE77F4XDOnTvn4eGRmZnZtm3bAwcOKHJifD6/oKCAwWBgo3hqsIdFfn5+LU964sQJPp8/e/ZsU1NTimHz58/funXrixcvXr582blz51qeFADKysr+/fffV69eFRcX6+rqdu/e3dbWVmwyPM3PQT07EBoYRUVF7u7usls1SkpKf/31V35+fn1P/H+gI/A0DY2nT582b94c75qmTZsOGDDA0tISZYQBoF27dg2zCJ+GhoaGhs/nv3v3TklJicVixcfHSxqTnZ2NktpootQALpfbtWtXAJg7d66kMenp6WjVa2lpUWdElpeXo9H14MGDms2Hpg45e/YsWXzRrl27kSNHDhw4UEdHB1+xtLSsl5bA2PZMlrQRdFpRNz6QBRRWlKXRmouLCwCEhobW8owlJSUeHh6YBCFI48aN/fz8Kisra3n8euf3jMALd0T8nUlPT+/Zs+fu3burq6vxFTU1tQ4dOgwePBiD7aNHj7axsenUqRMqewMAh8MJDQ3t27dvampq/U2chqZBk5ycPHDgwKysrN69e1+/fj0vLw9T6D9//hwTE2NhYfHu3TsrK6u3b9/W90xpaGhoaMQQFBTE4XBmzpyJ5odYTExMtm7dCgDbt2+v2Vmio6OxGVVgYKCkMS1btty3bx8AlJaWenh4UBzN09MzLy+vX79+ffr0qdl8aOqQ8ePHp6amurm56enpvXv37sqVKwkJCd++fevateuBAwdu374t2lBNAWAuQEJCAvUwDofz4MEDADAzM6vlGT9//gwAZEiDghYtWgDAp0+fanO69PT0/v37+/n5ff/+fdCgQd7e3gEBAR4eHj179iwqKvLw8Bg6dGhBQUFtTkFTP9S3B6GhUFlZScp6GRoa+vr6JiUlSWrhwOPxXr16FRAQ0L59e/xIp06d2Gy2gucsCToCT9NwqKiowNagU6ZMEevoZbPZY8eOBYDOnTtzOBzFz5CGhoaGhprWrVsDwKNHj6iHff/+XUtLiyCIjx8/1uAsqHa2fft26mE8Hg9D6wDg4eEhulXjcrkoaa6iopKYmFiDmdDIDw6H8/z589jY2Nu3b2dnZ9fvZPz9/QFg6NCh1MP++ecfAOjevXvtz9izZ08AkEU8ePny5QAQEBBQ43MVFhainWJhYfHkyROhd69fv45+BCsrq586Dv97RuBpA/7/CAkJwcVgzJgxkmQhRamsrFywYAF+cPfu3XKdoezQBjxNwyEgIACXPYrloby8vEOHDgCwf/9+Rc6NhoaGhkYqHA6HwWCwWCzqVluIlZUV1FRLHPPnk5KSpI6cMWMGADCZTDRODh06lJGRUV5enpmZGR4e3r17dwBgsVi/256e5kcpKirCar59+/ZJGpOWloZjTp06Vfsz/vnnn9SnI7G2tgaA8+fP1/hcs2bNAoCePXuWlpaKHfDx40eM82/atKnGZ6l3fk8Dnk6h/z8iIyMBwNDQ8NSpU9jKQhaUlZWDgoL69+8PACdOnJDj/Ghk4MWLF6dOndq/f//58+fT09Prezo0AADh4eEAsGnTJmVlZUlj1NXV161bRw6moaGhoWk4sNlsHo+H3bylDtbS0gKA0tLSGpwIU3lRGJwaVB1zdXVt3br18+fPZ86c2bJlSw0NjRYtWri4uDx9+rRly5ZXrlzBnT3NL0ZRUdGRI0dcXV1Hjx7t4OCwfPnyuLg4Lpdbg0Pp6OgEBQURBLFgwQJ/f3/Rg9y7d2/QoEEFBQX29vaOjo61n/yYMWMA4MCBA3wRhWxBXr9+fffuXVVV1SFDhtTsROnp6eHh4crKyqdOnRLb+hEADA0NIyIiAMDf37+srKxmJ6KpH+rbg9BQQO/avHnzavBZbPbQpEmTOp9VzfgZI/BFRUU7d+4cMmSIsbGxjo5O+/btnZycoqOjeTye1M9yOJz9+/djgp8gvXr1unjxogImTyMJ1Gtt1KhRVVUV9cjy8nJlZWUGg9FwSlFoaGhoaBBUwJIlPxGrEWWJootiYWEBAM+ePZM6cubMmQDwzz//VFZWHjx4cMyYMSYmJurq6sbGxn/88UdYWNj3799rMAGaBk51dfXWrVuxy6AQZmZmcXFxNTvstm3b0DnVqVOnLVu2XL58+datW2FhYXZ2dthPwcbGRlIQ+0dhs9nYviooKEjSmKqqKmyauGjRohqfCPMfp02bJnUkZs2cOXOmxueqX37PCDzdRu7/YLPZ8J/n+EdBFc3y8vI6ntNvw5EjR5YtWyaoovHt27e3b98eP368T58+ERERpNaAKAUFBRMnToyPjwcAY2PjAQMG6OjofPr06fbt248fP7azs5s9e/aePXsowr808gOb/bRs2VJJSYl6pLq6uomJyYcPH/Ly8kR9MTQ0SGJi4tmzZ1+9evX169cmTZp07tx5/PjxtEIVDY286du3b3x8fExMzJQpUyiGZWRkpKSkNGrUqGZaX507d37+/PnNmzcxl14SJSUlV65cAYCcnJzExMRp06ahPU/za1NRUeHo6BgTEwMAQ4cOdXBwaNmyZVVV1dOnT48fP56SkjJy5Mjt27e7u7v/6JFXrFhhbm7u7u7++vVrT09Pwbc0NDSWL1/u7e0tdRsjI2pqart27Zo4ceLSpUtZLNa8efOEBpSWlk6fPj0hIcHU1BSlHGoG9lAcPny41JHDhw+/c+fOkydPJkyYQL5YUFCQk5NTWVlpYmJiZGRU42nQyIv69iA0FLAEd/DgwTX47MKFCwGgXbt2dT6rmvFzReAxdxoAhgwZcvr06ezs7KKiopcvXwYEBKCTsnHjxpJEaNhsNu7djY2Nz5w5Ixiur6ysDAoKwn4BsjggaeTBy5cvAcDMzEyWwdgTNTMzU96zopHE27dvw8LC1q9f7+fnFxkZWVBQUN8z+v+8e/du2LBhYlexESNGpKWl1fcEaWh+ZUJDQwGgc+fO1OlUWJru4uJSs7OcPn0ad1OSzpKamvrnn38KmVI6OjorVqxoUM8rGnkwefJkAGjatOn169eF3qqqqtq0aRODwSAI4vTp0zU7flVV1cWLF+fPnz9q1Chra+upU6fu27fv8+fPtZ64GDZv3oyxfWtr6+PHj6enp3/9+vXZs2dbt25FNX49PT1R2bkfYujQoQAgS1YCSvTNmjWLz+dXV1cfOHCgd+/eOD2kffv2mzdvLisrq8185MfvGYGnDfj/Y+nSpXiZnjx58oc++OjRI0wtq1n6vTz4iQx4lB5QUlI6ePCg6LtlZWXoDjQyMhL7DMW/Wtu2bXNzc8Ue/8mTJ5hqFR4ezufzMzMzL1++fPz48djY2Jpp5NL8EN++fWMwGGpqauXl5dQjCwoKmEymioqK1GR7GnkQHx/ft29fIcOYxWJNmzatIbhU7t69i52fdXV1ly9ffvHixQcPHkRHRy9btgy7+Orp6d27d6++p0lD88tSWVnZtm1bAHB1dZUkZYdmgIqKyocPH2p2lurqagzdu7u7i74bERGhqqpKPqD69+8/bdo0zLpHPz4tOP8LEx0dDQDa2topKSmSxgQFBQFAkyZNZNeirkciIyNRykEUKyur2nulcf8sizsDk+2XLVuWnZ3dq1cvnIOmpmbXrl379OmDiy8AmJiYNMxbjDbgf2vS0tLU1NRwz7py5UpZrLuioiI/Pz+M8SopKSUnJytgnrLQQAz44uLi8+fP79q1KyAg4OjRo6JmQFlZGXaCoVDj5HA4tra2AODm5ib0Vk5OjoqKCpPJpK6XO3r0KD7Q8WchIQjC0tLy6tWrNf6CNLIwYMAAADhy5AiPx4uOjp46dWqHDh0aN25sYmIydOjQXbt2FRcX8/n84OBgABg5cmR9z/d3ZP369ehr19PTmzp16tq1a1etWjVixAgsPGncuHGNCwvrhPT09CZNmgDA+PHji4qKhN4tLCy0t7cHAH19/Ybga6Ch+VV5/PgxbpNGjx4tZF0UFRUtWbIEHyOozlVj7t+/r6KiAgBz5swpKSkhX4+MjMTjoxzXkCFDyLajz549Q73uRo0avXr1qjZn/5UoKytLS0v7KUxZWejXrx8AhISEUA/DHaO/v79iZlVLSkpKgoODR4wY0bJlSz09PTMzsxkzZsTExNTJwb28vABgyZIlUkc6ODgAQEBAACZCtm7dOjIysqKiAt+trq6+fv06uvjV1NQePHhQJ9OrQ2gD/ndn//79ZMYIi8WytLRcunRpUFDQ2bNnY2Njb9y4cfXq1aioqL1793p4eNja2gp6gqW2LVUk9W7A5+TkzJ49G9dgQYN58ODBgnf+wYMHAaBfv37USnVv3rxhsVgqKiqCazn/P+3AiRMnUk+mrKyMlDbQ1tYeOXLklClThg0bhp4X3CX81A0wGzgoLG9kZIR9fURp0qRJcHBws2bNoHbtUmhqhp+fHz7xNm3aJKQgmJWVheu6mpqa1P7P8gPnMHbsWElxv+rq6tGjR8vyNKChoakN8fHx6E1jMpnW1taLFi1aunTp2LFjMQ9RSUlJqn0lC+fOncMDNm3adPHixUePHj106BD6E3GTNmDAAKGEeQ6Hg/nVnTt3Fm0L/1vx6dOnlStXCkrJGBsbL1iwID09vb6nVnNyc3MJgtDU1CStSklgoL5///6KmVhDJjExEbdYGCaRxIcPHzAYhi4SKyurwsJC0WEcDgeb0hkZGQntxusd2oCn4R87dgzl6GVHS0vr8OHD9T3x/6F+DfibN2/iAs9isWxtbd3d3ZcvXz5hwgRMZWcymQEBATgS03vCwsKkHnPw4MEAcO7cOcEXsZcm5sZLorq6esSIEfiXGjdunKChzmazd+zYgWb8lClTZJG7p6kBXC4XRYnxuR8QEPDy5cvCwsKsrKyTJ0/a2NiQt9KwYcPqe7K/HcnJyQwGg8FgCN1cJDwe76+//gLKqlS5kpqaivu2T58+UQzLy8vT0NAgCOLdu3cKmxsNzW9Ibm6uq6urYAADABgMxogRI54+fVpXZ0lOTsaguhDq6uo+Pj5iFeYrKipQ77ahbckUSXh4ONkwTFNTs3Xr1mRfZBUVlQYVavohrl27BgC2trZSR3779g0AGjVqpIBZNXxwizV9+nRJA6qqqnCDjQXzhoaGX79+lTSYw+FgTqWPj4985ltDaAOehs/n8wsLCzds2CCLgGrHjh19fHworvX6oh4N+KSkJHSci6bYlZaWrlmzBht1YPMMnKcsKh3Lly8HgG3btgm+OGjQIAC4efMmxQc3b96Mj3IAWLBggeiAJ0+e4PImix+BpgZ8+vSJrPIyMDAICgoi5Qxyc3MDAgLI3YZYHQQauYLB7WXLllGMqaqqQhdMvdwj/v7+ADBz5kypI11cXACA9A/S0NDIj9LS0ujo6MDAwB07dkRGRspJU+bRo0c+Pj5TpkxB1botW7ZQ77gOHz4MAMOHD5fHZBo+O3bswMV0woQJ9+/fJ8MST58+nTFjBu6+Vq5cWb+TrBmobujo6CjLYLxaaD0dPp//6tUrTEF1cXERbYOXn5+PIS4TE5ORI0cCQGBgIPUB79y5AwCmpqYNKuj1exrwdBs5YRo3buzj4+Pj45OVlfXy5cuUlJSCgoKysjI2m62qqqqpqamvr9+xY8cuXbq0aNFCrjP59OlTQkJCDT5YVFQEAHw+v65nJAXMYWOz2bNmzQoLC8PVgkRTU3PLli3m5ubTp09ftmzZsGHDsHUfGvzUYJwcx5PgB4VeFARFCgBgypQpoaGhYk/Uo0ePsLCwP//8c+3atdOnTxdK+6epPevWrfvy5cvAgQMZDMatW7cWLVq0aNEiPT09Ho+HFyoAmJubv3r1ysfHZ9KkSbJcDzR1QmlpaUxMDIvFWr16NcUwJSWl1atXT58+/dSpU66urgqbHpKamgoA6PWnZsCAAeHh4W/evJH/pGhofnc0NTXt7OzkfZZevXr16tUrOTk5MjKyY8eOa9asoR6PU7p79668J9YAuXnz5sqVKxkMRmhoqNCDulu3bocOHRo3btzkyZO3bdvWu3fviRMn1tc8awbmxn758kXqyIKCAg6Ho6OjU1dd335qzMzMzpw54+joGB4efvXq1dmzZ1tbW+vp6eXl5V2/fv3QoUPFxcUGBgbR0dEYEpN6YVhaWhobG2dnZ797946iwTONIqhvDwKNRFCZqcb06NFDwRNGBVozMzNqx+f8+fMBYPLkyZi3c+XKFalHdnZ2BoD9+/cLvrhgwQIA2Lhxo6RPoTN+6NCh+EgKDQ2VNLJbt24AcPnyZakzofkhiouLVVRUWCzW27dv+Xx+VFSUnZ0daaJramqOHz8+NjaWx+NhO0DqggiaugVd6X369JE6Mj8/HwC0tbUVMCshsNDmzJkzUkdiiGbChAkKmBUNDY3CwJbvI0aMkGUwJtxRF/3+evB4PExpXLduHcUw7AXYokULsTUIDZkvX74wmUxVVVXRMLIQJ0+ehJr2hP5VefHihSQnuJ2dXVZWVnFxMchcd4AygaKd/OoROgJP07CYN2+esrIy/8cD6deuXSsqKtLX15fHrCjA5+bq1aupHZ/e3t6hoaHR0dELFy68efPmxYsXyTJ1sVRVVV29ehVEonCjR48OCQk5cuSIh4eH2DOifWJjY4P9NkeNGiXpFGPHjn327FlCQgLFmDqkpKTk5cuX+fn5urq67dq1w56fvyRxcXGVlZW2trbt2rUDAHt7e3RLFRQUMBgMbACGzJo1KzEx8fLly+isoVEAGM0wNjaWOrJJkyaqqqrFxcXfv38Xqn2VN/gcy8vLkzoSx0jqykNDIw/Kyso+fPiQn5/ftGnTNm3a0AlE8kBqth0Jj8f7/v07QRAKfkzVO0+ePElKSjI2Nvbw8KAY5urqGhIS8vz586tXr44dO1YBE/vw4UNoaGhsbGxaWlpVVVWzZs2srKymTp36o+kb+vr61tbW8fHxwcHBFClj/P86oqHnlwbp3LnznTt3bt26FRUVlZKSUlhY2KxZMwsLC0dHx549ewJAeXk5AHC5XFmOhsOYTKZc50wjnfr2IDREOBxOYmLi+fPn7927J0uJ+/v37589e0bdzEyR1FcNPHq+ZfnFcIbHjh3DJuHU4qjbt28HgG7dugm9Xl1d3alTJwBYv3692A+iMDWa/dTy1Bird3FxkTrzWpKYmDhmzBhU00UYDEb//v0vXLjA5/NTU1MDAwNXrly5dOnSHTt2NJwrqsZs27YNAFasWCF15OPHjwGgZ8+eCpgVDYKyQEOGDJE6sqKigiAIFRUVxZe97d+/HwDGjh0rdeSYMWMA4J9//lHArGqA1MARzc/F/fv3x4wZI1h1pa6uPmHChDoUcqNBcnJyAEBHR0dqVfPTp08BoHnz5oqZWMMB5X4WLVokdeTWrVtBgiRQ3cLlcr29vQV3O4IMGDDgR7t+xsfHA4CqqipFG7O1a9cCgImJiVBHFRqpYLP3jIwM6mFcLhe95B8+fFDMxGTh94zA0wb8/8Dj8YKCgvA6RgiCmDBhAnWPd0wFbzjekHox4NE7rqamJsvgcePGAcD58+fxruvevbtQSxiS69ev4w4pNjZW9N1r164xmUyCIPz9/UVNi/Hjx+PfpXHjxtTPmr179wLAX3/9JcvkawaPx/P29sYWOCwWq2/fvuPGjRs4cCAZsRGbMdGjR48bN27Ib1byZt26dQDg6+srdeTr168BoGPHjvKflHhKS0svXbq0d+/ekJCQ6Oho0X7jvx6ZmZkybotx59SlSxfFTEyQT58+YYebFy9eUAx79uwZg8FQVVX98uWLwuYmFTabHRgYSN7mysrKnTt39vLyysvLk/QRLpe7Z8+eXr166evra2pqGhgYDBo06NSpUw1KMeg3p7q62t3dHR/mTCbTwsJiyJAh5ubmKPvCYDB8fHzov1fdgmVukZGR1MMWLlwIAG5uboqZVcNh3rx5ALB3716pI7HLmp2dnVznw+VysXSRyWTOmjUrISGhvLycw+GkpaXt2LHD0NAQAJo1a/b69esfOiz+fTU1NY8ePSp0ixUXF7u5ueH+Ki4urk6/jRg4HM6RI0fs7e1NTU01NDSMjIyGDh0aHBxcVlYm71PLCezCuGXLFuphWM/Srl07xcxKRmgD/ncnPz9/+PDhYp2FKioqFEWYtAHP5/O5XK6SkhKDwZBF+ZMsoSkqKurYsSMAtGnTJiYmRnBMeXn5xo0bMTd++fLlkg61Z88e3Db17ds3IiIiIyPj27dvb968CQoK0tHRAQAlJSWpT/O5c+cCgJ+fn4xftgYsXboUJ+Pp6SnorWCz2VOnTsXrR0lJydnZedu2bTt27JgzZw4ucgwGQ+ojtcGyb98+AJgxY4bUkTExMQBgY2OjgFkJkZmZ6eLiIpRyqaSkNGnSJCzd/4XBbbFU6QFs2ejl5aWYWQmxZMkSADA3N5fkVSksLMRkHFlyPeTK69evg4OD16xZ4+XltWTJEsHqGLLbAgBoaGgEBweLfvzcuXOYxySKkZHRo0ePFP+N6hAul3v//v1Dhw75+/sfPnw4KSmpvmdUE3g8Hm4WVVVVfX19BTPO8vLyVq1axWKxAGDhwoX1OMlfj4MHDwJA8+bNKTx09+/fV1ZWZrFYr169UuTcGgK4h6EQ+iG5dOkSAIwaNUqu88FIuK6u7q1bt0Tf/fbtGxZOtm/f/ocsXg6HM2PGDHwkdu7c2dPT89ChQyEhIXPnzsXuxaqqqsePH6+77yGeBw8eSNJvMzQ0PH/+vLwnIA+uX78OAI0bN87KypI0hs1mW1hYgEhPqHqHNuB/d/AKAACCIHr37j137txp06aZmJjgixStkmkDHkFT/O7du9TDqqqq0LTGx0Rubi4KmAFAy5Ytp0yZMmfOnFGjRqHyPEEQq1ev5nK5FAe8ePEiRR2vkZGRYPt3UYqLi1HglDrEVxuioqIAYTD4yAAAIABJREFUQEVF5d9//xV668yZMxjJwf29YLC6oqJi48aNWGgkdrvf8Hnx4gUAGBgYSHXroO/c3t4+JCQkMjLyzZs3iplhTEwM9hFkMpnW1tbz5s1zc3OzsbFBz5G6uvrJkycVM5N64dixY/gHys7OljQmKiqKIAgNDY3c3FxFzo2ktLQUNw0dOnQQTZ68d+8e7qW6detWj9GPO3fu9O/fX/T506hRIz8/P5TUqqysvHHjhqOjI97yq1evFjwCSnXgWtO7d28vL6/AwEB3d/e2bdvioZhMpixifg2QqqqqoKAgIyMjoR+nTZs2hw8fpn68NzQwXatRo0b37t0TOyAuLg69gb/2o0PBVFdXYzVc9+7dxRoYCQkJmMVW7168emH9+vVAGeogwZpEueYbpqenY9oURZdfNpvdvXt3ANiwYcOPHv/w4cPkzlyQwYMHK6CA5dKlS3iDd+rUaf/+/R8+fCgrK8vOzo6MjLS0tMQHeEhISHp6+vbt26dOnTp06FAHB4c1a9ZIemI0HDA3tkuXLmL3A2VlZaib0L59+4qKCsVPjwLagP+tIRu2GRoaClpZlZWVW7ZswX0Vtl4Q/SxtwCMrV64EAGdnZ+phR44cgf+taa+srNy1a5fQE5kgCGtr69u3bwt9/OvXr8+fP09KSvr06RP5Ynl5+b59+0aOHGlqaqqtrd2mTZuJEyeeOHEC9/0+Pj4U88HcM/nFfrlcbocOHcQa4QUFBejL2L59+507d9BMItukI5GRkQRBKCsrp6WlyWmGcgX/BLt27ZI0gMPhkKaLIObm5vLOHL558yYa6hMmTBAq/fr48SPK6TEYjOjoaPnNoX7hcrmYdtS2bVuxDqyjR4+qqalR/wUVQE5ODu72CIIYMGCAt7f37t27vby8LC0t8crp2bNnffkX+Hz+jh070NHWpEmTmTNnLlmyBCs/cZ+nrKwsVJl/6tQprAwiU4LRS4I2rWhL7Vu3bmEvXxaLlZKSoqBvVUfk5+dbW1uTFvuMGTNWrlw5ffp08oE/bty4n0UgoKysDOs/qT0pYWFhANCqVSu6E3Ud8unTJ1xJNTU116xZk5iY+O3bt8+fP1+7ds3Z2RlvwLFjx3I4nPqeaT2Akr2tWrWS+vX79u0LAKdOnZLfZDw9PWXZCuKu28DAoAYuPNQ29vb2dnFxmT9/vp+fn/wCMIK8efMGH8ULFy4U+1MHBAQQBEEQhFiNt4EDB1IX5NYvRUVF5ubmaOxs376d3IuWlJRERESgK1lXV7cBrkG0Af9b4+LigjfYtWvXRN8NDAzEdx0cHETfpQ14JCMjQ1VVlcFgiK1XR3JzczEzXPRO4/F4SUlJx48f379//4ULF4S24xwOJywsrHfv3oKWnrm5+bZt2yjUSm7evMlisQiCCAgIEH2Xy+XiSqOmpiY/xbj79+8DQMuWLUUf9z4+PgDwxx9/4D9Rl3XPnj1Cw2bPng0As2bNktMM5Qom7KmoqMTHx4u+W1BQQG7uNTQ0nJyc3NzcJk6cSCoCTJ48WU5qNKWlpZjhvGzZMklugo0bNwKAjo5Ofn5+jU/E4XAuXrw4b968kSNHWllZOTo67ty5kyLirWCKiop69+4NAEpKSjNmzLhw4cKrV6+ePHly4MABbAwLAO7u7vU9TX55efnatWsFE9ERJpNpbm7u6+tbX3mz2D6TwWB4e3uXl5fz/5PTmzFjRnFxMeb/EwQhZPKhjWdsbFxeXs7j8TBzvk2bNpIuxdzcXCykNzc3V8S3qiPYbDYmWJmaml68eFHwLR6Pd/z4cUx8HTlyZHV1dX1NUnawVWHfvn2ph3G5XKzpUEAt7m9FUVGRpD7VKioq3t7eP8VVJA+4XC6mQFJ7Wk+cOAEAzZo1k2uyEjpbZZHvQZuwZsVBX758uXTp0oEDB06cOPH48WPFJPLgJm3atGmSBmRkZOAzjSAIJyen8PDwuLi4s2fPLl++HH1/GhoaQk/CBkVRURGuX7ioGRoampiYkG2eunbtinWFPB4vLi7Ozc3N2trawsJi0KBBS5YsEY23KQzagP+tQa+ktbW1pAFkgzFRO4Q24Em2bNkCAJqamlFRUaLvvnnzBteYIUOG/NDTNiMjA5cEPLiFhUX37t0xdg0ArVq1ojC/ySJ5S0tLLy+vTZs2eXt7b9y40dvbG4/JYrFOnDhRk28rG3///TdIkIfFX4NMM8Myv0mTJgkNe/fuHQDo6ur+pLEFtGGUlZW3bt0qaI1XVFTgL4CWjGCFc3V19T///IPJ7Q4ODvKIw+O1OmDAAOpLEW/8lStX1uwsV69exaiREMrKykuXLm0gSrlsNnvhwoViezHq6+sfPHiwvif4/ykvL9+7d6/Y+kOCIBwdHRUch8/MzMQwO/krZWZmEgShqalJOn127NgBADo6OoL10jweD/0mkZGRe/bswd0Shbgd/7/+xgDw8uVL+X2jumXFihUA0LZtW0lf7f37982aNQOA7du3K3huNWDBggUA4O/vL3UkuoY9PT0VMKvfjQcPHri5uZmbmzdq1Khp06a9evXy9vam7mXzO4DqdEpKSpJqsG/fvo3R4/3798t1JtggtrCwUPStrKyshISE+Pj4169fk0J3P5oO8PDhw+HDhwuFuI2MjPz8/OS6pKalpQGAlpaWJId+WVkZphxigtWVK1cE3y0tLZ01axYAqKurUxQXNARiYmLGjh2LyXcAwGQyBw0adPDgQXSQPXv2DC0mUQYPHlwvykG0Af9bg9bgkiVLJA1IS0vDe7JHjx5C5gRtwJPweDxXV1f8Nf74448TJ06kpKS8f//+6tWr8+bNwx+wW7dukjTnxZKVlYVB+7Zt2548efL79+/4OofDiYmJwS+rpaVFYcOfPHlSNHCH6OrqyjtI4u7uDuL84th4U01NjQwa3L59GwAGDhwoepBWrVoBwE+qqVZdXY37ePxLjR49+q+//nJyckL7HC+JnJwc0Q++evUK5QlEsxJqDy60V69epR6WmJgIAKampjVwIgQGBuImo0OHDlu3bo2NjU1ISIiIiPjzzz/x9T59+vzQvSBX3r9/v2nTpqFDh5qZmXXv3n38+PFhYWFYvN1wuH//PsY3tLW1Fy5cePr06bi4uBMnTsydOxdVM4yMjBSZozh//nz434AM9r37888/BYdhS0shcw4Tu5ydndGS79Onj9TT4Tol1/rVOiQvLw9zsqj16lDWWFdXF/MXGjL29vYAINY9LYTCWpPS0JCsWbMGXYHz588X7LyTm5vr4eGBdT2yaMrWEjT8BG1pVMHA9GwSAwMDMzMzADhy5IiMR+bxeJs2bcKQjKqq6vDhw2fNmjVp0qTWrVvjMS0sLOTnygkKCgKAqVOnShqAOZXm5ubovxMK26Slpbm7u5MypUpKSv3799+1a1cD8eMLwuPxEhMT//nnHy8vL39//1u3bpFxjitXruB22tjYeP369fHx8cnJydevX/f09MTEycaNG0tVwqpzaAP+twYdk0KqQkJ4eXnhjXf48GHB12kDXojAwEAyPC4Ik8mcM2fOD+Vu8Xg8dPXZ2NiItSUqKyunTJkCAK1atRL7HMzOzhaM3uPSoqamhtt9ABg2bJhce4ahNIBo0AabeAl2rKXoy436PXfu3JHfPOXNjRs3BgwYIFrrvnz5cgqVQdT/a9q0Kem4qRPKysoAQF1dXWqRKo/Hwwjhjya9nzt3jiAIBoOxefNm0dSJZ8+eYfbgkCFDftu0zx8lPT0dtwhjx44VjGYjHz9+HDJkCHpbBAUy5Ed1dTVmRQpm7+MysWnTJsGRWKHatm1bwRdv3boFANbW1ngQWaK1NjY2AGBpaVlXX0GuoN6bLCtRv379ZDSM6xdHR0cAOH36tNSRWFgxe/ZsBcyKpq5gs9k/bxswxN/fn8ylat26df/+/du3b0+qY65atUoByw2a0+RTMT09Hd3lAKCnp2dlZTV48OAWLVqQewBZUlqQDRs24E7S09NTaEN47do1dAe0bNlSTs1Ely1bBpJzhdhstpaWFkEQDx48uHjxIgCMHj0a3+LxeBs2bEAHCgAI7YJMTEzqMflciOrq6rCwMMG/DmJoaBgYGJicnIy20qxZs0T9rcXFxfiE1NfXz8zMVOS0aQP+twZzMsXaTiRlZWWou6Onpye4QaQNeFG+fv26e/fuP/74o1OnTq1btx44cKCXl5cs0hc3btxYvHixra1tz549hw0bhtU4zZs3p7CxKysre/bsCQB///230FvFxcXo9O3YsaOo9RsdHY2xfVtbW/llp4eEhIC4oqlv374BQKNGjchXAgICAMDV1VX0ILgy/USps5LIzs6Oiorat2/fzJkzZbxK0f9y+fLlOpwG5sK1bt1alsEYIE1MTJT9+GVlZXhp7dy5U9KY3Nxc1OUWUjijkQTGP+3s7CRVPVRVVWHd/syZMxUwn4yMDAAwNjYWfFGsw47L5eK+59u3b+SLqI7Rr18/fCsoKEjqGTHj9Gcpg8eGT7K0tsJ9+apVqxQwq9qAO3jBXiGSwMSrGihs0yie27dvT5s2Df1ouCjb29tHRUXJVUJVfqSmpjo7OwsGUTQ0NCZOnKiwxo0oKYXtb3NycnCZ69Chw/nz5wXdB1evXkVTVsbO7Sj0y2QyJdUIFBcXYysQe3v7uvougmC+laR8QDTaUSDjxo0bICCNjDJGTCZz9uzZjx49wpYBrq6u586dw92FsrJyQyiMLy4uJouFW7ZsOXPmTA8PD1dXV7ITCl5U06dPl3QELpeLm3bRUlC5QhvwvzX4xCEIQqgbuRBnzpzB63jkyJGkyUcb8HXCixcvsAmHKGZmZu/fv6f47L///osrhNDrqDBvYWEhyf7PysrCFnTyawKPtqK2trZosjTaeM+fP+fz+Vwut2vXriBO3/jLly9MJlNVVbXhp5jKDmq8h4WFSR2JaWl124T806dPANCsWTNZBqMe1Q8prwYHBwNlpLS0tPTy5ct//fUXABgYGMg1B0QsHz58uHPnzr1790Q1zxsmr169AgAtLS2hNg1CkB2MFCAT+OjRIwDo1auX4Is7d+4EcVnu7dq1g/+tgomIiACACRMmYIoHRQEXCWbiDBo0qC6mL3f++OMPAKBeUpHw8HCQQba63rl69SouNNRhzIqKClxWHj58qLC50dSAkpKSP//8k9xpCKbmAYCVlVU99raoJRwO5+3bt/fu3Xv9+nXd5q9JBfdjTZo0yc/PHzhwIAAMHjxYNIMSyy1RI0ZPT0+qUiw6Z6ndZ3l5eZijfv/+/Vp+C1HQ8Pbw8BD7rr+/P/zXxRATcDDZHhPvtbS0yP5WN2/ehP8kt7hc7vLly9FtVL+dhjgcztChQwGgadOmp0+fFvJeXbp0CdcpFotFneCWm5uroaFBEIQiZSloA/63Bhdm9IRRd4jBFBG8ObEXIm3A155///0Xw1CGhoY+Pj7Xrl17/PhxbGwsqVOip6cn2gKapLq6GoulBXftmZmZLBZLSUmJuqk4Jq7r6OjIzzweOXIkiEunRIfu3Llz+f+ZfC1atBBtsLlu3ToAGDt2rJymVy+MGDECRFRexCKPZFQul9uoUSOCIKQmehUWFiopKSkrK/9QauWwYcMA4NixY6JvZWVlzZw5E5XPSJSUlCZNmvTu3bsf+xo/TklJia+vL0oqkFhYWAQHBzfwllcoOig2P0UIDFPLQzdBiLdv3wJAu3btBF9MSkoCAGNjY6HCECzdF8ztdHBwAIDAwEBcQYSOIxa0Lry9vevqK8gV2RWq8Om3YMECBcyqNnA4HHTE7Nixg2IY+hxF5XJoGhQlJSWY3qWtrb1+/XrSfMrLywsMDMS4sbGxsYKTgX8N0BTE/EdDQ0PR6AUqd6qoqLx58wY3SEuXLqU4YHZ2NoqDSl2IUQhArGxwLbl+/TrGk8Te13hezDvAful79+4tLCxEST/B+qDnz58DQOfOnclXJk+eDCLKKQoG5ZaNjIwkGd7oaAAZUqWcnJwAYPfu3XU/SwnQBvzvDm6nyB3tggULxNa6fPv2rXPnzjisbdu227Zt69KlC23A14bXr1+j09TFxUXw6Yxh0qZNm2LqbLNmzSiialhFKeh2xVDYlClTpE4A067kV4H58uVLbAG1evVqwezfd+/eKSkpMZnMVatWKSkpEQRx9uxZoc8+fvxYTU2NIIh79+7JaXr1At5u586dkzpy9+7dALB48eK6nQAumT4+PtTDtm/fDgAjRoz4oYObmpoCgOjO78qVK5iExmQyBw4cOHfu3DZt2uA/AUBdXV2u7XkfPHiAu1IAMDAwGDBgQP/+/UkpQQsLC0Hdo4bG9OnTASA8PFzqSBSHW7hwobynVFFRoa6uLqoejyuC4PLx5s0bAGjSpAm587t37x5BEGpqah8/fjx16hT+CahFLrDEhiAI0fr/hgnuaDEkRQ3+cak7YDUQoqOjCYJgsViSNoshISGY6Kv4utbKysqUlJSEhIRXr179SulacmLChAkA0LFjR7GRz4KCAgz5du/e/Sft/1KPfPz4EZNQAGD+/PmCFm9OTg6KsQPAgQMH+Hz+s2fPAEBfX58isQV7cJBhjNzc3GPHjgUEBOzcufP06dOCivf37t3Dv1qdfykOh4NVtMePHxd9F7cK7u7uDx8+xGf7p0+fUAdk2LBhgiMxQ4FMsOfz+R8/flRVVWUymXKq3pdKaWkp7kyuX78uaQyqTREEoaqqSh2EV7xDljbgf3eKiopQA4lEVVVV7MjCwkIrKysQQcETlsRPZ8Cjs3bq1KlCfs0vX76Qj3X00To5OUk6CJYSCaYsohdQSHFQLBjilmvLn9OnT6O0TO/evU+fPo2lsBUVFVgmiojmhsXGxmJmgZubm/zmVi+gLr0svzk+mgMDA+t2Ag8ePCAIQl1dnaJ/wbt373BVkypWLwSmk5SUlAi+ePv2bZSxcXBwIJ3cc+fOBQB/f3+0YRgMRnR09I9/G+ncv38fFRwHDBhw+/Zt8l7jcDhRUVGYx2hoaJiVlSWPs9cerKyTpVDw2LFj1M+KuiIjI6NXr14AMHLkyEuXLpEmU0xMDAAoKSmRwg2LFi0CgFmzZuE/3759ixtBjKXzeDx0rGhpaUmqaHj69Cl6eUaOHCnv71VX3L17Fy8qamPy8+fPeL9Q10k1HLBiHwAcHR3v3LmDPlkOh3Pjxg2sICUIok6eVzwe7+HDh/7+/kuWLFm9evWePXskBcdevXrl5OREClwDgJqamoODww8pd/xWxMfHA4COjg6F1/Lbt29Y/btv3z5Fzu3XIC0tjcygNDU1HTt27OTJk3v37o0a8ioqKoINSvF3pmgggm7ZRYsWJSUlDR8+XEgHjsViOTk54Z/y48ePAGBgYCCPL4W9fhs1avT48WOhtzA+36FDB1SAw70NBp+E/M4eHh4AsGzZMsEXcYETm7WnAE6fPo17A4ox+HBDVWlqZROsDhMVfpIftAFPw+dwOPv37ycD7JIMeD6fz2azV65cibkxtAFfG548eQIAenp6omXAPB5PXV2dIIhPnz7l5ORgIDojI0P0IFVVVRhIFAyFYRozWXdEgWIUg2/cuIG7dkSw1g6xtLQMDg6+detWQkLC/v37hw8fjq+PHz++gac31wAsA2vevLloyYAgWVlZaHY6OjouWrRo+/btddhLb86cOWhgiK3OSE5OxlTziRMn/uiRUYZXcKplZWVopLm7uws6qnDZxuyPjRs34p5SajXgj1JcXIxnnz17tthoUklJia2tLQD079+/Yeb9oqtLFsE/jFS7u7vLbzIJCQlY2ymImpraggULsER/9erVAMBkMlesWBEVFaWkpMRisVJSUthsdkhICC4ctra25H2dmJhIZmGcOHFC6HTbtm3Dd7W1tX8ilWwej4fJTRTZEDweDzPt5aQ7JSfCwsLI1qQqKioGBgak9LeOjk5kZGTtT0G61YQYPXq0oB4Hj8fbvHkzXh4EQbRv397KyqpTp05oJhEEsXTpUrrPhSiTJk0CgM2bN1MPQ9mjrl27KmZWvxIVFRVoWjdv3lzoOenk5CRULyZVLyMsLAwArKys8EbT1NR0cHBYvnz5kiVLhg8fjp7xRo0aXb58+f379yCzQm0NQFtRXV19586dguIC379/Jz1oAwcOxBIq3I0/efKEHFZYWKirqwsAQjmVghn4igcDKtS3Ay7B+PWpZWIxG1/IQyFXaAOe5v+Tmpp64cIFqd0py8vLDx48OH/+/BEjRgi1CKpHfi4D3tfXFyQXLGEpEaZWYs6zWK1mbDZmYWEh+CImyFErGiCY+0RdglUnsNnswMBAa2trzKhXUVHp2rWrr6/vzp07SQlcQbS1tQMCAhqmQVVLuFwuXqgrV66UNCAoKEhFRUX0Zxk1atTr169rP4fKykr0kjCZTGdn59jY2Ozs7JycnLi4uLlz5+JGwdLSsgYmEyplhISEkK/4+fmheSxYQ4FLvqBbChuGy5J1/EOsXbsWdz8UuaBFRUWY+X/y5Mm6PXudsGvXLpCtIgb3grKk3tSMTZs2YfxHW1vb0dGxW7duuE/FF9EfxOPxNm7ciEYUgpYV3vgAMHHiRKHr6vTp0ywWizQCbWxsHB0dLS0tyY9oa2vXofdKMTx69AjlHlasWCF67ZEpSDo6OpLC72VlZXfv3o2Kirp+/XqDqkbOy8vz8PDA/jWIubn52rVra1/gwOVylyxZgsds0aLFwoULd+7cuXXr1smTJ2OqgoaGBll8hF0PmEzm4sWLBdNnPn365O3tjc9PRYbCfhbQ4y/1iiJjAz+L2GfDoaqqisFgKCkpcbnc58+fX7hw4fjx47du3RKbj4NpmBRa9BjfRp/UkiVLhOI92dnZ6AdUVlZGqTmhrPU6pLKyEl3/6DIYNWqUq6urvb09tjgFAFVVVdLFhuVUKFTM5/M5HI6dnR2IK8rDNXr9+vWiZ+RwOLm5udTqrbUERYWpK9SwoRIKqf7xxx8UI1HVRdQTLT9oA57mF+HnMuDRLJcUssDOHE2bNkVdGRAXzCktLe3YsSMABAcHC76OQTBZbCE0txScJie0fS8pKYmIiHB2dra2trayspoyZUpYWJio9MuvxN27d9FxvnbtWqHGYGw2e9y4cbgcMpnMRYsWHTx4MDAwcMaMGbid0tLSqpPGchwOZ/Xq1WSDVkFYLNaiRYtqpt974sQJAGjbti2pZIZmnlCEYceOHfBf4xkEhc1NTEzq0GvD4/EwqS8hIYF65L59+9A/UlenrkMyMzOZTKaysjJ1ovXTp08ZDIaqqqqcCsUxtsBkMn19fePj41euXDl06FCyYxNGYDQ1NY8dOxYWFoZ1PYIwGAxLS0tJVRKvXr3ChpFCEAQxcuTI0tJSeXwjeXPy5Em8vzp06BAUFJScnJyTk/PkyRN/f38MzWlqaorduL948WLChAlCco/dunWLiIiQ1EewXvj+/XteXp6QZmFt8PLyAgAVFZXg4GAhr8fXr1+xAaeSktKtW7fQc62srHzp0iWxh7p37x5ek3v37q2r6f0CYA9XbW1tWQaLyuvQyAiWwUtt4MLlcg0MDOB/c9aEeP/+PXpIJZXd8Xi8pUuXov0M8hfUiI2NxWRyQTp06IC6fSYmJjdu3OD/J9aL7rb09HSs0tXX1xethcGdMIoCINXV1QcPHrSxsSErEdTV1cePH/+jBX2y4ObmBv8bchAlNzdXWVkZvdIUensJCQm4QxPtOyA/aAOe5hfh5zLgpaZOYSZ8z549sRuHUAvKkpISLI/v3LmzUJ45apk0a9aMeuObmZmpqqrKYDBycnJq+V1+c7hc7s2bNz08PKZMmTJu3Dg3N7eTJ08K1YELER4ejlHHrl27hoWFpaamFhQUvHjxomfPnrhiqaioCCnVf/36FR/WampqdVXh+eHDh3Xr1g0YMMDExMTIyKhv376enp6pqak1PmB1dTVW4ri6uvJ4PDabjRsLwV1+YmIiBlcFvyCPx8OtTB0GGzGl0NDQUKpT4OvXr6i+0zCTPrDtUO/evSXlRBQVFaEBLCmto5YkJSUxGAwGgxEaGoqPHano6uru2LHj3r1758+fv337tpDcnViSk5Pnzp3br18/MzMza2trT0/P+lI2qivu3LmDPlZRevXqRYanBAkICMBtK5PJ7N27t729va2tLekoGTp06K/q3EQFLCUlJYpo5KpVqwCgRYsWKIkvNiuNBJPA9fX1f1IHkDzIz88HgCZNmsgyGItlZJEk/PDhw7Vr1y5cuPDgwQPq0rDfBOx/vmbNGuphV65cAYA2bdpQjMGWqwDQr18/SV51LpeLorDq6uqCsnbyIzMzMzo6Oiws7Ny5c5gVWFhYSPal6t+/P2YW9OjRY/z48ZgOY2Rk9OjRI6HjlJaWYl0Vqaf47t07CwsLPA6LxTIyMhJM0hw3bhzqKNUVKPks1Mjz8ePHCxcuNDMz09LS0tHR6dKlC/kY79mz5+7du0UTIT9+/IjRgg0bNtTh9KRCG/A0vwg/lwHv4uIClKWt+fn5KHCCNYeknFtJSUl4eDgWG+vr64ttwYVag3PmzJF08OrqanSRCvkFaH6UGzdukO0YBFFRURk8ePD58+fZbLbYD167dk2oqxlJ+/btk5KSxH4KHcZmZmYNtrwzKSkJ7fMJEyY8fPgQAFq2bIlvcbncw4cP4/U8b948oQ+iX5+iaeKPcvv2bQAYOHCgLINRNLHOi/DrhIKCAnwUdO/e/cWLF0LvPn78uFOnTgDQtWtXORWKo2CBs7Mz7qUaN268cuXKK1euPHny5MaNG6tWrRJURbG0tDxw4EDdbrN+XjgczsmTJydPnty5c2djY2MLCwsXF5fo6GixrqLNmzcDAIPBcHd3F5Q7rqqqioiIMDQ0xD3xLym0jkpR1J0CuVwu6eJs06aN1GcgKhEoMqO1gcPj8VRVVQmCkGrm8Xg8vN4oenRzOJzQ0FCh3BlNTU1nZ+f67eyEupjdAAAgAElEQVRd7yQmJhIEoaGhQVHyVlZWhs7ugIAASWM4HA4uTKgiNGrUKLHR3VOnTmGyj7GxcVhY2Lp167Zs2XLs2DEFL2dVVVV///036W0kYTAYM2bMEFuL4enpKbhGp6Sk4Pdt165dREQEGQX5+PGjv78/ltBbWFjUYYj73bt3AKClpYXO4tLS0qlTpwopBYrF2tqa9EfExsbiH8jKyqoOM5JkgTbgaX4Rfi4DHuPq1A0w8/Pz0ZGJD0EjIyNTU1NSNKhHjx6ShGSfPXuGWnHz588X9Yh/+/YNm5kZGBjQ4ffaEBQUhOGyli1bTp8+XaxB3qxZs3379ondr1dWVh46dGjcuHHt2rXT1dVFR/W8efMoEmWrqqow+lQnelFyIi4uDi061OHT0NAIDAxcunQpzhwAZsyYISpPiDl4L1++lP1EGRkZCQkJN2/efPv2regvjKkolpaWshwKtx2iipINhHfv3qGyF5PJHDFixNatW0NDQzdt2mRra4u7jW7dulE0m6wNhYWFSkpKSkpKmCIxatQo0SAwm80mI0VDhgyRxzR+eW7fvs1gMJhM5unTp8UOyMnJwWtA1Pn1s1NUVITXmNT8AuyqBbLViGGpzty5c+tomr8CqH4iVRTzzp07ANCiRQtJSUkfP34kU6mbNGkyZMiQsWPHdu3aFR9HQlrrvyEYoWndurVYG764uBgjKJ06daLIWcA2nK1bt37+/DmWmhsYGPj5+b18+bKsrOzjx48XLlxA76pYmEzm5MmTFdwktby8/Ny5c15eXhjY0NPTk9QJ+OjRo/jEwzINNpuNOwQ7OzuxnujMzEz0Fjk6OtbhhFFw6s8//ywoKOjatSvuWFauXJmYmOjl5YXXM7nrRjB9kslkDhkyhIzfDB48WPGNTmkDnuYX4ecy4LOzs1GimVqW7O7du9hcl1Q1YzKZgwcPPnz4MHU95IULF9B8atGixZYtWxISEl6/fh0fH+/l5dWkSRN8sNZhtPM35PTp0wRBEASxbt26kJAQfKYbGxsvW7bs8OHDK1asIFW4AMDJyYlaUT81NRV3QtStdx88eIA7MH19fQcHh40bN0ottKsXPnz4MHHiRFFPdosWLY4ePSo6ntzBy5LvWlFRsX37diGpalNTU29vb8HAb3Z2NgDo6upK7WaclZUFMpeG1hffvn1bsmSJqGyBurq6p6en/ETar127BgDNmjWD/xWQFwUFrpWVleU0k18bFEkS7akpSEpKirKyMovFqk2dSwMEzcV+/fpJHVlYWIiXPXU/J+Ty5cvQULUt6gtsNtmqVSuKIq/q6mrMn/fx8RE7oKCgAG2tVq1anT17VjAVIiMjA9UKACAsLKzuv8BPApvNRhEBDQ0Nb29vMlMyPz9/3759qIKhr69PfSMLJpGlp6eLdgBBMKsC/3/8+PG+vr5r1qwZNWoUVsVra2vHxsYq4jv/L5WVlZgKqqurGxISIpg3lJGRMWfOHJwzmYDg7+8PAF27dpWUtMjn89PT01Hbwt7e3s7Ozs7Obv78+WfOnKH4iFTIprmoXGBmZob5Iygfy2KxLC0t8UdGF7boEqyvr79z5856aZlEG/A0vwg/lwHP5/MXLFgAAF26dJEU98vLy2vZsiUArFu3jsPh5OTkZGVlyZ6i8/jxY/xNRLG1tf1Zmg83TL59+4Z+kMDAwHPnzjEYDIIgPD09Bb3pycnJmC6O2RDUPe1PnTqFq6+kASkpKTY2NqJ/SoIgJk2aJEuNseLJyclBPbPevXtv3rz51q1bYrNe8/PzUclGX19/2rRpvr6+gu1nhEhNTSVN96ZNm1pZWQ0aNIjsU2hoaCjo78eovtQO81u3bgVp6TANhIKCgoiICA8Pj7lz565ZsyYyMhJ9FkVFRXJK3jt+/DheZioqKtTBHJTIAoA7d+7IYya/MGlpaQDQuHFjqenxKIiwbt06xUxMMaAonYwd9TDpaffu3VJHRkdHA4CdnV2tJ/jrQJYhjBo1SuzFVl1dPX/+fAAwMDCQlKs8fvx4AOjZs6ekkCPKgiorK7969Urw9YqKig8fPrx8+VLxsUrFw2aznZ2dSdNaTU2NbLcGAH369BFVdBMiKSkJALp3706+EhMTM3369Hbt2mloaBgYGAwYMAAj8Ch0CgCCHvCcnBzUqFdRUakXMcLS0lJM9sSv369fv+HDh5uZmeFvoqysLKgeh2Vi1Ep14eHhgr8hiZGR0aFDh2o8z7i4OHR2MJlMT0/PR48excfHY4MVNNpVVVXPnj2bkpKCO7rt27dv374dG9CS6ff1Am3A0/wi/HQGfElJCRZBdezYUTTLKC4uDt20lpaWNZME5/P5XC738uXLrq6uAwYM6Nix48CBAxctWnTr1q1az10mCgoKwsPDFy9ePGnSpLlz5wYEBPx07aAkgd3RhgwZUlxcjLlt27dvFx2GEindunXDbIj4+HhJB9y7dy9ITo69du0arltNmjRZtGgRAGhqap46dWru3LkY5zc1NRXaKjUQUJtKXV09OTlZ9N2KigoPDw8hwW3ExsZGVOUrLS0N/SZdunSJiYkRdAfcvXsXAxSqqqrkZgU7OHTq1IkisJ+RkYEO+OvXr9fFN1Yc379/Dw4OHjhwIJme07p160WLFonVxfihw8bExOzcudPHxycwMBD152V5tJIG/KpVq2ozgd+QQ4cOAcCkSZOkjsSoso2NjQJmpTDi4+MBYPDgwVJHlpeX4zUm2pZFFNQUkGXkL8y7d+9CQkLWrFnj4eERFBSUkpLy4cMHfIp27tw5NjZWMJXv4cOHKEWmoqIiyQ13//59tFuo6+9QroV0ysTGxo4aNUqwPaqZmdmmTZsUIzGYnJwcFRV16NChmJgYBVeG379/38XFhVRi09DQGD169MmTJ2URTC0qKmKxWCoqKpLSJVJSUtDODAgIQP+10AAej4cbhlatWtV4Gykjb9++3bt3r4+Pz9q1a8PCwsgesRcuXLCyshLsLaqlpTV9+nTBdQo9mE2bNpWUWMrj8TDiRf6M0dHR0dHR/v7+pC7GX3/9VWMZWtHOKSSdO3cmk1WxVx/p68c6iLVr19bspLWHNuBpfhF+OgOez+dnZ2d3794dAAiC6Nu3r4eHx99//718+XJsvgUAAwcObJjCWnw+n8PhxMbGLly4cPTo0YMHD3ZycgoODkapEjabvWbNGsEcchIHB4dfQOEGy/9w/aDYepaXl6urqzMYDOyQZGtrK+mA2IBNbBA4JSUFrXcnJ6fi4mIUV2/VqhW+m5uba21tja80zLAGNo81NDR8+PCh4Ov5+fmCDWm6du164cKFiIiIhQsX4v4SF2lyfHV1Nd4sFLEjPJexsTHuCysrK9FHNmzYMLGyahkZGRilp8h9aJjcv38f03MQHR0dMrVPSUnJ19e3BluZsrIyX19fsSEOANiyZQv1x69evYojf66HcENgy5YtIINsNf+/stgOHTooYFYK4+PHjwRBaGpqStUw//fff/EaMzQ0pM6b5XK5eO9LTcD5VUlMTBw0aJDojdy/f//IyEgMDwAAk8nU0NBo1qwZ6ocBQLNmzShab6IdJfVazc/Px3KPzMxMwd6orVq1Mjc3Jx8yhoaGUtt81pjKysrAwECUBydhMpnDhw9XfP0gm82ugfoa+lMkNVzAqqWFCxcuXLgQJMg9VFdX434Sw93V1dWPHz++cOHCxYsXnz17ViedKe/du4cVQEIMHz782bNnOObr16/37t27evVqcnKyqCvh5s2bADBo0CBJp9iwYQMAqKmphYeH48aSrBrj8XgRERH4InUJkiSKi4vRUXLq1KmZM2d269YN3Q3jxo0TqhDJysoiCEJLSwt/N/Q8durUqQYnrRNoA57mF+FnNOD5fH55efm6deu0tLSEnn16enoBAQH1UlcjC3Fxcah9LYSqqurChQvRnUkQxIgRI3bs2HHixInQ0FBnZ2dMQNLV1VVYFoCcwC9SXFyMdW4Ue0RcgC9duqSiosJkMiXZ2M+fPwcAIyMjUbsLM7WcnJzwrYMHD8L/5oV+//4d9Zaps/Tri+/fv2PdPpPJdHFxuXr1ak5OTmZmJnaLwWy6vn37CgYZiouLZ82ahQs2qfV65MgRAGjdujVF0IbD4WDF2vr16/GV9+/fY/128+bNw8LCSJWs7Ozsv//+G8X2unTposjerbXn33//xbSF7t27nzp1CrcyPB7v8ePHc+bMQTkGZ2fnH7LhMzIyyL9Ir169lixZsmHDBjc3N1J6sEWLFvg3qq6uFqtijYm1IFsolUYQDKAtX75c6sjk5GS8YhUwK0WCvrx9+/ZRD7Ozs8PnJEiu0Obz+RwOZ8mSJbjWREREkMFAGXn+/HlUVNTBgwcvXbok2A6glnz58uXQoUNeXl5ubm7r16+PiYmRX1B0//79qLylq6vr7Oy8ZcuWv//+e+bMmegblaSzzWQyJ06cSK3liapdQt5YsWD3b0yNxr6S5PJXXV0dFxeHz2plZWV5ZD/l5uaSYVUTExMHB4cZM2bY2trik5MgiPXr1zfMvqGCXLx4EX890ZpHNpuN4YFz586hoJIkQRyUfrS0tFyyZAnppkEMDAy8vLxq0zRk165dWNWCV9qGDRvWr18/efJk9NGoqKgcPnxY6kGuX78OkiMcb968YbFYLBYLW8/iblkoKyEuLo7FYjGZzBqkIr58+RIAzM3N8Z8oSNS6dWuxgzGZ4vPnz3w+v7q6Gi+n2hTh1wbagKf5RfhJDXiEzWZfvHhx69atHh4e/v7+V69eVXA7ih8iODgYH9nt2rXbuHHjpUuX4uPjDxw44ODgQCZKtW7dmjS94uLiHBwcBAPyLBZr7dq1Dfk7UlBZWQn/iXVhfTuFIJCjoyMAnD59Gl3UFJ4L3OgINT168OABADRp0gSXWC6Xi950IY3fN2/eoAhcw8zX4HA4q1atElV/wSvBzc1NbOQNkzC7du2K3m7cDkotdbt165bQ6puRkdGnTx/yjM2aNcOGNIiDg0O99zz7oRshMzMT/Q5ubm5i9fmuX7+ura0NADt27JDxmEVFRagsYG5uLlotSUpptGzZslOnTnjvKykp9erVy8/PDy/+c+fOEQSBu5mfQk2gQYFNy4cOHSp1JLqxxo4dq4BZ1Tlfv36VpLaIZfC6uroUBSD43bW1tS9evMhkMgmC2LNnj9CY0tJSX19fdLAKMmDAgBs3blBPj8Ph7N27F1u0kjAYDBsbm1pGifPy8mbPno03jiB6eno7duyQqrIpC+/fv/fz85s4ceLgwYMxqZggiGXLlgmtTQ8fPsQ1C6+iO3fu3Lx588CBA+7u7uiRZzAYwcHBFCdCCzA8PHz58uVTp06dPXv2li1byECrIHPnzsUTtW/fXmy9d3V1NSZ46+rq1qGjhC/wQGvTps2lS5cEDfVv3755eXmhl5PCB9RwwDLyli1bCv3Ijx49wpUOl4PVq1dLOgIWN5Fem06dOo0dO3bMmDHYPR4AjI2NRZu0y8KBAwfwyKJCqkVFRZiswWAwzp8/T30cTCwyNTUV+y568zE+kZubCxIUZxcvXgw1ao2Mv2SvXr3wn3fv3gXJ/Wsw8Y28njGTJTMz80dPWifQBjzNL8JPbcD/RERFRTEYDAaDsXHjRtGdBz5DAcDGxobL5ZaUlJBxOQaDYWBgYGpqShr57dq1E61zrkdKS0v//fffw4cPR0RE3L59m8KsQh/wp0+fAEBVVZXimJjfHh8fj8vwuXPnJI3E0LqBgUFWVhb54po1awBg2bJl+E9fX1+QUM82evRoAJDF260wqqqqcnJyyKhLWlra2rVr+/fvb2RkhNfAxIkTKbowVFZWYme+8+fPc7lcZWVlBoMhtdMbl8tFH7lg2I3L5UZGRo4YMYIswtTU1HR0dLx27VqdfNMa8PnzZ19fX1IfoVGjRra2tnv27JEalHN2dka/A0X46NKlS3hMGfV1UDi6R48eYjMRzp07J2h1MJlMwcbvTZs29fDwQPcchry2bdsmy0lpSIqKipSVlZWUlKTqWmE+zt69exUyrzqAy+UeO3ZsxIgRpNSFrq6uk5OTqEmMK4WJiYmoIgyXyw0ODsaQ8oEDB/h8fmBgIBokdnZ2t2/fxjTX1NRUwboSCwuLxYsX29vbkwnbq1evlpQz/PnzZzIN2NjY2MHBYebMmcOHD8fbkyCINWvW1Czf+MmTJyhwraysbGdnt3nz5pCQEE9PT9IvNnz48NpkABUWFs6cOVPUOwAA/fv3T0pKIkd+/foV7Q2MoqupqQn2nuRyuX5+ftjZC0OdonC5XHQOijJo0KCnT58KDsZ0CWVlZQqtdR6PN2rUKKjr9DEUbzMzM5PUXPPSpUtKSkoEQVAI0/wQ1dXVERERdnZ2BgYGDAZDS0urd+/e69evx1BtbSgtLcVUBRaLNWPGjJiYmNTU1JSUFNwbIJMmTRIrEIskJCTgMFtbWyExmgcPHuBlr6mp+aObsaysLLyp8ZYUC6oFNW7cmLpDJI/HQyVasfc+po28efOG/584vIODg+hBSCnQH/WIYcOapk2b4pKKAXkzMzPRkRUVFSoqKgRBkCEH3ArWVwYfbcDT/CLQBrwCKCsrMzQ0BAmabZWVlRjbxP+GhobiH6Vx48Z+fn6kUvrnz5/JTYCmpiaF5LjCSEtLmzp1qpCamra29tKlS8UmveOad+7cOYxmSErqLi0tVVVVZTKZX758wZYqFBH46upq1ERp0aIFWaFnb2+PJ6qoqFixYgWu4mLNThQbawj6Yd+/fw8KCurfvz/pqdHW1p48eTK5NmPXqPbt20s9FKYWOzs7o6+kWbNmskwAtzt3794V++6nT5+ktpuWN3v37hUMEgrmJrRo0YIi3EdaelJd/qhOvGvXLqmTeffuHTaqlCROsWrVKnJ6BEG4ubldu3btzZs3e/fuFayjcXZ2VlZWZjKZv4DIheKZMWMGANjZ2VFYiaiUoaenJ9WN1UBIS0sT7ISip6dHhn8BYPLkyYJRu9LSUmy0QRCEvb19eHj4nTt3bty4sX37dkw7IghCsMb1+PHj5DqiqqpqbGxMxhhVVFQCAwPJkWw2e8uWLWj/iw1UlpSUoE3bokWL8+fPC7rGSktL169fj5+Vpfm8EBkZGehPtLGxEb0vYmNjcT39448/KAwwCtLT09u3b49f2cXF5dixY05OTgDQtm1bPLK6unpUVBQORve6lZVVZWUlDhM1m1GOoU2bNqL+azabTVazd+jQYfPmzUePHg0LC5s3bx6aWGpqaqdOnSLH44tSpRlfv35NEESjRo1qX1BQXV194MABUkIIAJhMppWV1aFDh0R/XtQ47Nu3by1Pyufznz17hi3KRdHU1KTOaJCF79+/u7u7C3UjJ7+gn58fhTO3uLgYpdQZDIbYksyqqiq8GNq1a/dDuWDYrWDq1KnUw0aOHAkA3t7e1MNQJ8ja2lroL5WXl0cu/fn5+VgQJ6lo0dTUFGoUD0fHH25RysvLyW2b0LDz588DQO/evfGfT58+BQATE5MfPV1dQRvwNL8ItAGvAIKDg+G/5KKMjIwtW7YMGTKkU6dOZmZmI0aMwJS5bt26RUZGAgDGPdq3by/afcrHxwffwsdf/VYgnzx5EuOHuNi7uLhMmzata9euuEAaGBiIJhXv2LEDd0JYunnx4kWxR8b+ZDY2NqQlT53iXlRUhHY+QRBjxowJDQ3FsmQnJydcmZSVlSXF2Pfv3w8Ac+bMqdmPUFckJSWROahKSkrGxsaCRXcuLi5sNjs0NFTGqWJuW48ePQoKCgBAV1dXljlgHDgxMbHW30YueHp64q/h4OBw7do1LJ/7+vVrZGQkqvQpKytL2qBgMHzIkCGib3358uXMmTOBgYGhoaGxsbEREREAMHLkSKnzQdePi4uL2HexwSHG9wSVhIVgsVgdO3YEAFdX1x/4LWj+Izs7G/2ec+bMEbvPjo6ORutXlhboDYE3b96gCdeqVat//vmH1E348OHD+vXrcXXo3bu3oA3//9i76rCosv99ZgYYOgQEARskFAxcJAQFEVdF3RWMFexcEzGwA1Fs1sZOxC5MDBQUC7sQFVxECRHJoSZ+f7wP57l7J9Vd/f58eP/S4c7ce88995xPvJ/3U1VVNWfOHJnqpw0bNjx69CjrFB8/fpw1axb2EQAiLDLzrvHx8Ui6SnPphw8fTghp3ry5vHzpxYsXQd45e/bsFw0CYrLdunWTJ2eTkZEBn0S6HEApSkpKINTn7OxMowPgRd+4caO0tHT06NGkRkmkuLgYexCKhJ88eQK/iBUwEgqFiGUcPHgQn+Tm5kZHRwcFBSESAfI5q0ymuLgY7py6uvrVq1clEsnDhw/xRKRzqtLAupeYmPilI8BERkYG03U3NDS0sbGhsVFnZ2eWFIJAIMAb941tO65du4ZobLNmzbZu3ZqVlSUSiYqKii5cuECbqKkib6EUr1+/XrhwYceOHW1sbOzt7Tt06MDhcHR0dBRLPy5YsADXoED5sqKiAhNJ9ViDUCjEfHj69KniI1HUpjReX1hYiEDDyJEjmSn0Z8+eEUIcHBwKCgpgHSnowYEJwGKCqAJsyr6+vgiFgDwCJZ3KysrLly9v37599erVoATSsDi4/ePGjfvS0/1bqHXga/GToNaB/w7w9fXFejFt2jSZJc2EEHd39+rqamyN2traMnfHK1euEEK8vLyQLFUanf3vgC7uhJCBAweyzL7Hjx8jI6Srq8sinpWUlGCz6dq1K5EjvnLnzh3aPQ4+kirNnyorK2fPni3ThHV2dlbQzRUNTmbPnq3yrf/7uHHjBq68ZcuWR48epcoub9++pYWpnp6eixYtIgpr9igyMjJgu4vFYj09PQ6Ho7h3kUQiqays1NfX53A4/25R5b8FxLY0NDRiY2Ol/yoUCkNDQwkhenp6MnsugkA4adIk5ocPHz7s1q0bi0MLOomNjY3SSwoICCCEyLye8vJycG7Xr1+PdwG2lLu7O+rhu3Xrtn79evBEYCP+7ySHKysr37x5c//+fZjUP/pylOPKlSt4fRwcHPbs2YNgX0VFxbVr1/744w+kl/83hSqlUV5eDr+6W7duMglKr169gj5icHAw60/Z2dnr168PDAz08PDw9vYeNmzY4cOHFXspEMEyNDRUHCFFetnNzY35YWpqKhgoirucImjr5OSk4BgW0HFNKX8Yab169ep9aRJ+zpw5hJAWLVrQQndUO1OVbEmNaHybNm2OHj1K/in0DS1A6XRlREQEIaRz587Pnj2bO3euzM2IELJ48WLWF8PCwgghTZo0KS0tha9F5NPTmEAGOCYm5otun4n09HTEQaytrTHxwFMrLS3ds2cPYsr16tVj3Wz//v3Jt9WdZWVlIUo1ZMgQmenrw4cPYyn+L6rbkD/o3r173759/fz8goODV69ezYpTQFuHEDJt2jQFPwUZDldXVxVPja3Z0tJS6ZFCoRBbvwKpICA5ORlj5ebmdvXqVczh3NxcTGk4zw0aNKBcTmmAdSKvbkIBCgoKkGmYMWOGWCxGGbyWlpafn5+0oevl5ZWcnHzmzBkul8vn86UTVN8NtQ58LX4S1Drw3wGoU4LXzePxgoKCTp069fz582fPnh0+fBiyMYSQ3r17g5IkrzsXlf2EiVOvXr1/0cJ+8ODB3r1716xZs3fvXsWx2OzsbJQwyWuRVV1dPXDgQHgmrBRKXFwcPH946Syu8oEDB5BiGjt27L1792ADKVVRosjLy9uyZcvgwYNhizg5OV29elWxZC4MpiNHjqh4in8d+fn5MKGGDBkiM930/PlzdPSBMv/w4cOlj2HZQLdv30bkQlIjB7h06VLFl4GMcdOmTU+cOHH79u3/KaFEgUCAatgtW7YoOCwoKIgwWigzgbaFTFNs48aNoFZqaWl17dp1woQJo0aNcnV1xeTk8Xjy+jlTQKZBZnEHjP5WrVqJxeKCggLk2Akhjo6OISEhS5cuDQsLc3Nzo9TlH6gpwMStW7cCAgKYbO169epNmDBBafTnhyMlJYWZT2b6Ttra2itXrvzRF6gqMFGdnJxkdnwE0tLSdHV1ORyOKklaxYCbqjR8KRAIDA0NCUODSlIT+lTKHKmsrETQ9smTJypeFYJxqpQ1oRQFuWsVIRAIMHpMQfhXr17BiaWflJeXY9VFtpC5dLRt25YQQtXLRCLR3r17f/nlF2mNej8/PwTyxo8fv3TpUlNTU3w+evRo5iWJRCJQxmgbGqKaA//HH3+Qb3Dgq6urwZjr3LlzcXExOAhM2fbCwkKIR7Rt25ZpaaCMXGmDTAWAekj37t0VGDAQX6xbt65SD/aL8Pz5c3AlWFBTUxs5ciQCqZB8w+7A1NaRhkAggMqM0laOwJ07dwiDTK4YCCKownS4desWtkhCiImJiZubm7OzM52QLi4uTOdcLBbHx8ePHTvWy8urZcuWkKo1MjL6OmMyPj4e7BK0OkZuRh44HA62XaUGyX+KWge+Fj8JfiYH/s6dOyEhIW3btrW0tGzWrJmfn9+aNWt+eOGupEZ0nRBiZWUlLVuKimXEULG6LViwQObvoH+ml5eXRCJBdFymjO0XQSQS7dixgwqrUjRt2nTnzp0y13RI4MoURKGoqKhAeZs0c3X79u3M6GyPHj127twZHh5OiXxBQUGHDx+GyciydVREamoql8tlqQ1JAyo1enp68kSevwMmT55MCPHx8VGQR3r8+DGfz4dv2aRJE4Qk3r9/P3v2bEdHR8wcAwODzp07b9u2raqqCjUIw4YNk0gkFy9eJITUqVNHXlMogUCwYMEC7MEUBgYGo0aN+h/x3JB+b9u2reJYTG5uro6ODofDkX7oMTExzBm7bds2GBOTJk1itXZDSQWRxR9hAfKHMstAUBRDRemQmpPOyOnq6mLOq1Jy/5+iurp63LhxMPi4XG7Tpk1bt24NvwtXvnv37h97hUpRVVW1bdu2zp07IwKooTgYTvcAACAASURBVKHh4OAwc+bM/5E5rCKwDl+4cEHxYailkle+oTqgu65KIAB8k/3799NPOnfuTFRrFw+dAtUVBOE0xsfHKz0SO1FUVNS1a9dCQkJ8fHzatGnj4+MTEhIiTzYFDcZYKdO8vDxCiKmpKfNDvLYwkGh/TUnNM4JblZeXh0AefcGZjB5kUI2MjBCZraqqoiVm3t7et2/fxufZ2dlwaLHwImWqSikTVo8vkvpHzVFERMScOXMQ8bS2toaHDDY4K85SWFiI62FmwidNmvQtq9bnz5/R/EVpDhZju3Xr1q87kTTi4+Pp+kAIMTMz27Rp065duwYMGADTy9bWNiMjAxsoUU1YlKWvrhjQjVdFyEZSo4agoqJqSUlJeHi4tCHn6urKNC0ePHjAbC7DhK+v79fpsJw+fRqjKrPPop6eXu/evWn0ihDi5ub2YzsR1jrwtfhJ8HM48Pn5+VS2nQUjI6MfLj4MU1hPT0+mePj58+exc1Ctb+mqRWDevHmkpnYIaluq2E8KUFRUBDFbQoiVldWAAQMmTpw4YMAAGs3t3r07q9KeFnEpFV/dv38/+Sf5kOLWrVugsUk/rICAAPqnfv36yauBVArQCz08POT1Gs3NzYVpEh4e/nWn+HZUVVVBmVyxryipMVVBfDh27FhUVBTTIWQGRKytrZHSP3PmDL4LCaXmzZtL+/AvX76kXEENDY2uXbv26tWLJih0dXWpktMPBATkmfJa8gC6wbZt21ifZ2VlcTgcXV3dwsLC169fY7hk2oUo64WdbW9vr0CYF5EXmdlL6A+dO3cO/0Vl4Pbt2y9durRy5cqwsLDIyMhTp04JBAIQjENCQpTe2n8HkUiExVNLS2vu3LkfPnygf3r48GG/fv0wGdatW/cDL1Ix0tPTw8LCnJycdHR01NTULC0t+/fvf/To0W3btvn7+1tbW9epU8fe3v6PP/44duzY/2xdAPLA0vXV0kDLZXNz8288I6hhqlBnMduZIqxYJVSR4A4PDydf0ntM9V8Gtx9CJ9Lw8vKS3nDBcWDp6onFYjhLTOF3FCHDI6LKI+/fv0cFdUVFxefPn0GusbKy2rNnz8mTJ3HeOnXqxMXFUeE6MKEAkUiEwB/A4XDARAPU1dVfvHiBpT40NPT58+fnz58/ffr0w4cPpcO7z58/53A4BgYGKrKlMjMzBw4cKK26X79+/dOnT0tqlinpUB0y4Z6envQT0Nbk2R55eXk7d+4MCwsbM2bMvHnzTpw4wdqCDx8+TFTr/ogWM4pTBarjyZMn2ECDg4PfvXvn6upKCFFTUxs4cODx48fPnj2Lp0nTLVQ7RiwWX7x4cfz48T4+Ps7Ozl26dAkLC0Mm5uXLl9jBN23apLSsXSKRCAQCLS0tLperVGb/7NmzuDxTU1NjY2MnJ6fJkycrtRMkEklmZuaNGzdSUlIePHigqanJ4XD27dtHfxN3Z2VlFR4enpCQsGzZMg6HQzukmJiYUCXgL0JWVhb4IKqAy+V+Xfu9fwu1DnwtfhL8BA58ZmYmdlk9Pb1p06YlJSVlZWWlpqYeOHDAz88PS8bEiRN/4BXCoZJHjK+srMTqCfeDECIzMk0LyC9fviyRSHr27EkIUdopVAGqqqqQ66hbt+6BAweYMVGxWBwbGwtHvVOnTkw35sWLF4SQRo0aKf394uJiLperrq4u0x4Vi8V3794dPnw4s7s4Rd26dTdu3PgtYdrc3FxwIF1cXKA/xERiYiK8dzc3t29X8f1qoGbM0dFR6ZG0aILUpHo4HE6/fv0SEhJA3svLy9u7d2/z5s0xgLa2tnT0CgsLYRMbGhouXryYFjTeu3cPBg12bqZ7n5aWhtmoSjfa/xodOnQgqhFlIRMg06mGDsXUqVMRDgA9gYWnT5+qq6urqak9ffoUxtyOHTvknQt0GCsrK+kIUadOnUgNMf7NmzcQmZdpsUHe8gfK+Uhq1PiMjY3lGVWbN2/mcDhqampfZ9v9pxCJRHPnzpUnLCITrVq1UsUO/v6AxIkqkh9isRhtmb5x7UL1FhpNKcbIkSPJP+lUyOMxiejyMGPGDEJIZGSkilfl6elJpIpTRCLRjRs35s2bN2jQoKCgoClTpsTFxaHtGfaL2bNnX7x48d69excvXpw1axY2LwMDA9a6Adkt6UJ0UOWZdgIK1sB0a9CgAVxoiH4HBgZKasKFrVq1gm4IHG/mKEGMTU1NjRU5xQ0aGxuD92RgYICQn5aWlkQiSU5O5nA4rGSmqalpaGgolSoQiUT4yvjx41UZ0qtXr6JWmc/nd+3adc6cOXPmzGGeZfLkyZs2bSKEdOzYkfXd0tJSPp/P4/FQ1vHixQsej6elpSVNW8vJyRkxYgSLzIV9JzIyksbiV6xYQVTrTXD//n2MMP778OHDPXv2REVF7dmzJyUlRZUbZwJNcAYNGoSdsaKiIiQkRKZGPXxsTU3NkpKSe/fuobRBGnT3pLCxsZHHW6RAZIfJ6WChoqKC8qFY4HK5Q4cOVVBfw0J0dDQhhMfjLV68+P79+6CEjBgxQiAQVFZWLl26FA9r3bp1nz9/xoWZm5t/BWupoqIC1SIyB9PJyWnw4MH79++n74ifn9+XnuJfRK0DX4ufBP/fHfiKigposbq4uLx//176ACqW/u1dSb4OpaWl2CSsra3l5ZORSaBtoqXzBmKxGIuOh4cHPoHt9S3N5ODtWFpaymN/ZWRkIBXPNHfgt0hv8zIB3pRiDphIJEpKSpo1a1ZQUFBAQMCkSZOOHj2q+halAC9evEB6WU1NrUuXLhEREZs2bZo3bx7ECAghbm5uX9FvNisrKzo6OiQkZPjw4TNmzDh8+PBXM/DR4EppxyCJRFJcXEwI0dXVhYvO4XAiIiJYx3z8+JFatNra2uPHjx81atS0adN27tz55s0bJkVFV1cXFQqAh4eHzHcHZa4aGhqurq7QYBs6dOjJkye/rnUTUFVVFR8fv2LFirCwsCVLlpw8eVLps0aqRIESIYUC0/Du3btqamocDgdJCWkywtu3bzFb4E7v3r2bENK5c2d55xKLxTDsJkyYwPoTBCCio6Orq6sRI5OpXCCpIaN+SzXpN+Ljx48wQxUzlqGzxczC/S9AJBJhwvN4vKFDhyYmJpaWllZXVy9evFiB8j8hRFNTU3Vlje+G+Ph4xVOOCWTSvrH2B/QrmqCTh4qKCrC1ETsGQM1Qhd0Gsj2VZ1cKVKCwNh2mUjoLXl5e0mXSxcXF0FqrU6cOkxgMzot0QP/Zs2c8Hk9dXZ12OEfxkbe3N1QDt2/ffvv2bawed+7cQURVT08PNdLv3r1DLh3JefwCZPYIIYMGDWKe6/Tp07BYRCIRVr/MzEzsxU+ePEFkGduWl5dX9+7dKUnK2Nj4ypUrQqEQ4gUmJiaq7F8PHz6E59ajRw8avaVc7r/++gvUv8mTJ2O/3rNnD+sXcAFpaWnV1dVQ5ZQOHDx8+BCEDg0NjR49eixduhS7LeXTdejQAfWMMDxUkeBFtsDOzm7Xrl10ECgaNWq0detWFTejq1evEkLMzc1Z4gLp6emLFy92dXVt0KBBkyZN2rZty+FwtLW1YSRMnDgR1qOVldWCBQsuXbqUkpJy/PhxqlsEN7tRo0Z9+/ZFeJ0Q0rVr18LCQpFIlJycvHv37rVr18bGxtJJiHawOjo6MpWGBAIBLcrgcDh79uzJy8vLz89PTk6eNGkSyuWcnZ1V70C0ZMkSLIZ4yu7u7lu2bAkJCYG/zeFwKAORduSVFshUjM+fP0MYgj6sxMTEM2fOLF68GAPF5XLXrFkjkUjKy8sxSbhcroqlAf8Fah34Wvwk+P/uwK9atQr7kAIZZyiF6unpfYW39u14/vw5qSE5yxNDLi8vRwUawFIaz8/Ph52qr6+PZDKazZiYmHy1K1VYWIiyJQUt1iU1256+vn5hYSE+gUCai4uLKmf5V6zMb0FBQcHEiROlE3T6+voRERFfmr/KysoKCgqS9g3wa18h/Iba7AEDBig9sqysjBCipaXFbC/XoUOHZcuW7d+/Pzo6eujQoXigmpqa0leorq4+ZsyYEydO9OvXj8aJcPC+fftkMh3evn1LCSwstGjRQl67eAWoqqpauXIl8/oBXV3d2bNnKxBtQuhBFa0m9H+KioqS+de1a9fijEZGRsyglUAg2LJlC4xXFxcX2qAO16bgdHfv3oVFFRISwnz627dvJ4T4+PigzsXS0lKmtn91dTXqJ1WJTfxH2LhxIyGkW7duig8rKSkBU4bJMf7hQElRnTp1mIvYlStXEKmh+TEdHZ0ZM2ZERkaOGzeOekd8Pv8b+2D960DKt3HjxkqPzMrKwjT+xjPi6cuscsrOzp4zZ46TkxNmOCFETU1t3bp1dM0Es9rFxUUxT+rNmzcoeGaJTSgAyMONGjXCudauXQvid/369adNm7Z79+59+/YtWrQITikhJDg4WGapi1gsxtLRs2dP+iEC0A4ODtLHI7uup6eHErbp06cTQkJDQxFm1dLSwgIL53/MmDGEkFmzZkkkkuLiYuqmMntVoiYC3921a9eQIUO8vb3bt2+Pq2KuLZSmjsW5devWYAAZGRmtXLny48ePDx48wGqspqYGcRk+n69KEEooFCLmO2TIEGZmmPrGEonk8uXL6BQIdTpNTU1Wcw2EMB49egTSgYWFBcv7yszMBD2wQ4cOTBk84MqVKyhz8Pb2hlYFUaERuqQm0oHqBiykQUFBISEhwcHBtG7Cz89PlRYeCJWyyFkFBQXTp08HWYMC1sL48eNJjX8+evRoSrMSiUQgPxoYGGBYSE3No0gkio2NBd2ycePG+AcTbdu2RT9FhKhMTU2ZETEAwV/s4JhdTLx8+RJqncwprRQXL16Uro0nhLRo0YIVt83MzAT7QHVFeqFQyLQTWGzH6upqRBA4HA5GCYs2IQSFGz8EtQ58LX4S/L924MViMdbx8+fPKz4S7CDppCVQWVmZlJQUExOzb9++xMTEf5dTDY/XwcEBEdA2bdpER0czSfJisXjfvn3UHMEmHRERcfz48V27do0aNcrAwIAQYmhoiOVeJBKBDxwaGvrVVwXXURW6JiLu1H3Kzc1FObFS2VWYCGZmZl99kf8WPn36tHfv3lmzZo0ePXrevHnHjh37igz/7du3YaNoamr26dNn9erV27ZtCw8Pp41/PD09v1QxEWWWbdu2VXokyISwCTp06LB48WJYkyxgqoAbyeVyV69evWzZMn9/f6q4bmVlZWpq6uDggAC8vMLm+/fvUw4qIURPT+/Ro0fXr19ftmwZTAENDY0DBw6ofqefPn0CE54Q0qpVqylTpixdunTGjBnu7u4wkhwdHeUxQdAEDrRVBaiqqgJh5P79+/KOmThxIh0re3v7Ll26uLu7UzWB7t2700CVRCLBK6lYDvrw4cN4r5s0abJs2bIbN26kpqaeOnWK6lmYmprKY3uuWbOGEGJnZ/cDq7IhTibdq6mysnLHjh3+/v5WVlZaWloWFhbIL/1wvT2KjIwMMHuZHGnqriAd6uTkhLiDra3t6NGjDx48WFRUtGPHDhBHmzRp8l9cmFAoTExMXLdu3cKFC9euXXvlyhUFSgpMiEQirDBK6cF4I+TVZKmOoqIixK1YpSLr1q1jNiNgBgQbNWqEBg1lZWVoqBYdHS3v94VCIZje8hgoMiESicCqmzBhwoEDB7CazZ8/n7kvp6Sk4HrgbslTkcjLy8M6+fz5c3xSXV2NQY6MjDx06ND58+dpUlokEkFvjxDi4eGBZSE6Onr79u24U2zf2PjgYN+7d+/GjRuYclicWcsU5OXlYeHChUKhUCQSwQzD8vXbb79VVFSUlJTg3SSE8Hi8Ro0aNW/enPK9LSwsVOxBACUaa2trVnwZBW5aWlpwTUG28vHxmTZtGk7h7+8fFxeXm5tbUFAAoXXkTg0NDaXrJhCp9PPzk8cxzMrKwt2tXr06LS2NEGJsbKzUhEBdA1bR/fv3s6r8Dh8+jEfp5eWlNHoOGghTHvLGjRvUx7axsfH39+/evTsqJgghenp6WP+NjY2Z3iwWbRMTk3PnzlEHnkokSCSSmzdv0oRBs2bNBg0aNGHChN69e9O4+bhx48rKyqA4wOFw/P399+7de/v27Zs3b6LYBBg4cKDMfSEjIwNB8C9ygBGccnd3HzVq1MiRI8PDw2/evCnz9/v27UsI2bhxo4q/vHPnTsIQDpDZMgDrFegPZ86cwZH/ojbhl6LWga/FT4L/1w78gwcPSE2/a8VHYtWQbteZk5Mzbtw4li+kp6c3ZswYppjTtwAZeOmkaMOGDSdMmDB9+nT0wiGE9OvXT7p+jO6myBcJhcKxY8diS8vPz//qq0KAWZUGSxDJZ1LmkG2QNvr//vvvTZs2TZ8+fcKECYsXLwaDUWax8f87vHnzBnmALl26SPeVuXbtGvxhZBhU/9ny8nL0NJLOWrCA3Ajyhzt37nz06BEq+qRhaGiYkJAAuxk+9o4dO+CHS8PDw0P6dnJycmCrdevWraCgAAkf6lRUVVVNnTqVEMLn81Usiq6srETZZ/369aWp2nfu3AH9RF479Pfv34NWoFj5BmScFi1aKFgNwCgxMzNjvvJcLtfV1fXIkSPMLwqFQh6Px+PxlJJcLl++LK/8T0NDQ15s8ezZs7DzvlGH8hshszwhMTFRZsaGEKKnp0fFEX8s8EawlNiRvEXSmOmCUpiamm7atOncuXP4rwKNg69AVVXV2rVrqXo/86QrV65UhaED98nX11dBTCc/Px+nOHnyJPPzd+/eJScn37x5U2Y5jDwg96uhoUGHAtfA4XACAwNPnDiBAG7Tpk137NgBHjufz4fzgNS0hobGzp07pX+5vLwcOud169b9okuSSCQgq5Ma3i+r/O3NmzfwBo2MjC5fvgxauzxOEGQpaduqW7duYUFjolWrVrGxsXj9N2zYIM0SIgyhUHNz8+DgYPyX6n06OjrCVWaVmcCzJYTUr19/zZo1CQkJSUlJ8GeAbt26oS89TmpjY8MMLl+4cMHf35+SIOisVqXHHvDbb78ROZUObm5uhBAk20tKSpB6zcnJ2bx5s7z94pdffpHm4CCYYmBgQEv0ZeLChQu4zcrKSggoSCsRMJGamgrmhampqTx19MzMTKy98+fPVzwOrOZ/t2/fRozP29ubVYeIXD2ACzAwMFi4cGFqampJSQnMAEdHR/xJT08P2wTYnQUFBbSfpaamJnNAKisro6KicNIxY8aIRKLFixcz0zYUWlpaihVDQSVTRQWQAhTOQ4cOKT0Sk3PSpEkq/jJI8uDeE0LkdZtHnmPNmjVo/UMn3g9BrQNfi58EP8qBr6ioSE1NTUlJycjI+GoeOLjxAQEBSo/8+PEjIcTExIT54ZUrV+hW3apVqwEDBgQFBbVu3RopQSMjI1U62SjG69evqblgbW0dEBAg0zKuX7/+7t27UQPZrFkzBIY1NTXd3d0XLFgAdVORSJSQkAC3jc/nK6a+K4XqCzo0Y5mJBWTvLS0t6WKdlpZGRXdZ+IH1vf8iQHno1auXvLlKMwzy+NvyMGLECKIsmZaRkQE/H5vl6tWrYcbVrVt38uTJsbGxZ8+epZYiJjMCNJGRkfBzCCE+Pj4IFf3+++83b96kCkbm5uYs2hsIfh07dkQwArkClp8ZEhJCCGnTpo0q2WMUPTZo0ECeHV9cXIyc26hRo2QegBrsBg0ayOs8dP78eZjU4CgKhcKXL18mJSU9efKEWS747t07GGTFxcUPHz48f/789evXZVbWgDjToEGDvXv3rl69eteuXdIpC7FYHBUVJVOF0cjICC++rq7u8uXLmdeQk5MzZcoU2H/M/tI/BDDimdm8o0ePUudkx44db9++FQgE7969Q2aGEMLj8b5z8iQnJycxMfHYsWNJSUmUiQ1nklYsA6gNpmjevHlERATc3cmTJ+NmCSHBwcH4upWV1b91kZ8+fYKvSwixt7cfO3bsvHnzxo0bR2uj3N3dldZwffr0CR7ChAkTZL5ZhYWFKJGlKiQCgWDp0qW0KJfeeFRUlIpUMjSlw2/++eefhBANDY3IyMj58+djbltYWECWRSgU4sXX19dHQHn+/Pn4bpcuXY4fP56Tk1NZWfn69ev169cj2qinp/dFfc4ojh07hoSzpqbmrFmz4uLirl+/HhsbO2TIEEpvsbOzMzc3R3DcyMho1apV0rXBqGcZOnSoWCyGchupiadraWk5OztTNZBu3boVFRWlp6djhDU1Ndu2bevh4dG3b98tW7Z8+vTp2LFjNNpOwePxOnXq9O7du/z8fDU1NT6fT68B9fY4o6GhIVQtJTVZ8datW9PeWmpqapiQ0vXnEomkoqIiIyPj6dOnBQUFycnJWJdUVHhFKFbmsrl161ZCiI2NDbKm2OOwfn78+DEyMtLNzc3U1BTX7+Licvz4cZknRd5YlVYauMfz589fvnwZupjywpcfPnygU1qaZ87EjRs3QAlUQH8rLS2FAwmFubKyMgyLp6fn/PnzV61adfjwYcq9QukEJaCBMA8oUNZo0qTJvXv3ELFydnbGYG7fvp11JcnJyWB2HDt2TCKR5Obmrl+//vfff//ll1/atWuH2h9pzV0WaB8+xewwJsByV9qfUlKTUR8yZIgqP4vslJmZGRgcRE5fVYlEcvDgQUKIj48PrEfCCKZ8f9Q68LX4SfD9Hfhbt2717t2b2QTLxMRk1KhRKjbSZGLXrl1EtXa45eXl2JLpJzdu3IAd0LVrV5Zo3MuXL+EOaWhoJCYmqngxZWVlx44dmzJlSlBQ0IgRI5YsWXLlyhUIoSNMQAMNGRkZa9as8fT0hBEfGBhYXV0tFouRpYyIiMjLy+vYsSMGR1NTs0WLFm3btqWxhnr16oHEKA9paWkLFizo0KGDra2tg4PDr7/+GhUVxSpaQ+NZmZkTFrCgMwdZJBLh8pycnDIyMs6ePYt8pq6ubv/+/ZcvXz5lyhRm+mvYsGGqkEhzcnIePnz44sULeY3fKF6+fLl///5169ZBjfa/7ikKrXhjY2PFtXZI65mamn5REv7du3cYvZkzZ8q8kffv3yPP079/f3A1MW9HjBhB6WolJSXw8Pft20c7GxFCkH7h8/mwC7OysrS1tTkcztOnT9XU1Hg8HoiFTZs2pUYnzFB1dXVaISxNPpRIJOXl5ZjbSoNcJSUluEHFr9KrV680NDTU1NRkrgM0h29iYrJ161amZ/Lp06cZM2aAujJ9+vS3b9+OGjWKmUPT0NDo0qULtZ4RKVAs3CUWiyE+x4KFhcXatWvxfCsrK2ntn7a2dsOGDT09PSdNmjRr1ixQK7lcLpX24fP5Li4uXbp0admyJaxALpe7aNGiH9sOV1ITyKPZ18ePH2Nlnjp1KitWBdv0t99+43A46urqX+eVUbx///7UqVPbtm07cODAgwcP5I3D2bNn27dvz7SbIUh548YN+F2sVxLEE0IIj8dbv349fGAU7h4+fFgikRw5cgSzkVa+qKLBrhSVlZX4QUtLS2lq68WLFyF20LZtW6WLW0JCAgIo3t7eTGZEVVXVkSNHIOVlZWUFgtijR49oVb+xsbGbm5urqyv1SG1tbWU2LpXGnj17mI2amejSpQsr7oZ+UXQ72759u7QcN9CqVStVemvJAysqQcHlcuVR1YyMjFilPUePHiWE9O7dOzQ0lBCirq4+Z86ct2/folUEHkrPnj1xC3Xq1MHgW1paShcyXLhwgXLpWTA0NNy9ezeWSqiC0XJiZpc7b2/vVatWgaft6+tLq6+nTZumrq7O5XKVipOJxWIUsyhtog5gs5AZyqmurka/TD8/v+Li4sGDB5N/mgRFRUUYJWdnZ7oalJSUpKWlvX//nu7peOlUYXSDuoV+BAgb8Xi86dOnM31voVB44MAB2sjWzc1N6c8i/StNCZRIJPHx8V26dGGK4Jibm9NeLUxoaGgMHz78/fv3zs7OhBDaLP2vv/66evXq4MGDmcwaW1vbJUuWJCUlnT59mobt0BhCS0vr7du3GzZsIDWVIzk5OVlZWdQqgNq/vb0961Kzs7OJyr0hEUiihSFKAZdVFXsvIiKCqEzxOHbsGCHkt99+A72CyC/Of//+PSGkXr16CG3o6+v/wMKxWge+Fj8JvqcDX11dTdtjcLncZs2aOTs7w9PA8velDdvhMvn4+Cg9Eo1zafOz0tJS7BBjx46V1+QMTCpzc3OZVT1MiESiqKgombw7Qkjr1q1fvXoFh5ZVQZqQkID99fz582hvY2ZmhtOJxeIDBw5QJx+wtrYODw9XEHYVCARjx46Vadzo6emtWLGCGspYpuWJ6jEBxv6iRYuYH378+BEJRi0tLZwuMDAwNTU1ISFh+PDh+KRLly7btm3DjSvodlNYWDhv3jymxqy6unrnzp1lGgRHjhyhrEWK+vXrb9iw4as7xisFLL+wsDClR+LaqK+oIuLi4jBinTt3ZpLSS0tLt2zZAruhefPmRUVF2PykHxxYEl5eXhKJ5OPHj7SQDww9ZmtftIOKiIiA3X/79m1Iqc+cORMH7N27lxDStWtX/JfW5aalpbEue8GCBYqfLACaTPv27ZWOA1xEZq9pJoqLi2kyRF9f38fHJyAgwNXVFUPH5XIXLFiwdetWSjdt3Lhx+/btW7RoQV+HoKAggUAAeXkrKyt5ZD+BQEC9d1NT0z/++GPy5MmDBw+mo+rh4fH69WtKlZSejYcOHVq2bBne3BkzZnTq1In5SmppaQUEBPyPdDLbsmULYSifY4KNGDGCdVhRURHcwjdv3oDT0bp16y+1wIqLi+Pj42fOnGlnZ8fKZYFgzCSZl5eXw8wihGhra3t6ev7+++9ubm7UFseQsspoqZYYs2kZy1xLTk6GqY0jlWqwqwK8Cw0bNpTXgSk3NxdhHVUs42vXrlHXzsrKysvLy93dnbrlbdq0Qdn248ePEYxwdnaOj4+nLlZ1dXVcD1HepQAAIABJREFUXBzWojp16qio1VdUVAQBLU1Nzbp16zo5OY0ePVpm78acnBxtbW0ul/v+/fstW7bI9GkbNmwYHR39LTa6WCyGstrFixcnT57cvXt3Dw+P3r17Dx06lPk26evrN27cmLlLcjicFStW0N8B37hr166EED6fTwOO1dXVK1asYCp60q8PHz5cWnUyJiYG53Vzczt69CiYCMOGDTt//jzE/AkhULbj8/mJiYlTpkwhhOBPderUiYiIkMlLBwMc0cm6deuqMjIIFakYQVPcCCY9PR0zzdraGtFGZIbLysr27duHFc/c3Pzt27clJSWLFy9mSu3q6OgEBgYmJSWx2OkKgConaPeIxWLaLUJdXd3Dw6N///7dunWjknWwDFXpPohHPHr0aOaHZWVlaJSAtQL7HXPZ0dbWDgoKmjdvXmhoKF2i8YyMjIzwRPBySSSS4uJi6vYzZ5ekxiGnfwVXETWb5ubmNFPF4/G8vLy2bdtGldhZWi1v3rwhKgtzIMqgei89EOP79++v9EjcOMKdSrFjxw5CyNChQysrK2kEEGJ1LCCFpqGhgYWXpdP8nVHrwNfiJ8F3c+DFYjEyIVpaWvPmzWNazy9evBg8eDBebFqrpgooaU2pDCnIbH/88Qf+i9bHrq6uCtj7IpEIOyVtsyETAoGA+hWurq5LlizZt2/f1q1badcuTU3NQ4cOxcbG4gbHjRvHjDdjSwNTUU1N7eLFi6zfLywsfPLkyd27d5XW5BcVFSFsrK6uPnz48HPnzqWmpj579uzgwYOUXx0UFASjiurYKw75FxYWYkN9+PCh9OnoBskCj8dzdHScNGnS9u3bz549i7ovmW7t5cuX6bpvbGzcsmVLOzs7ap/16NGDXh7ToDc1Ne3Tp8/48eODgoKQByaEeHl5/UeNSZCFUKWeAladKsoCLFy4cIEGgMzNzd3d3Zn6z507d8acwQjo6uqyMiqQqKGtZVEJDLB0CsFkCwgIQFwmJCQkJSWFw+Ho6+vjN5EYoXMehoi1tbXMayYqdL2Cv6f4JQJQjktfUmlAuAidfugNamho+Pv7p6Sk4B0nhNStW7dFixbdunVbuHDh8+fPCwoKVqxYAVfH19e3srIScnotWrSQLq0Ui8VUXKBnz56s9eHMmTOYb9SNDAgIOH369NOnT2/evLlhwwbYVRwOZ8mSJWCoGhoa5ufnf/78+ebNm+fPn09JSflXWiT+WygoKIBnGBcX9+zZM6xF0sspopkIldKWvzK9OwqRSPThw4f09PTS0tLU1NS+fftS5jN9cK1aterduzdVEKCtQIVCYffu3Qkh+vr6a9asYY7Y58+fFy5cSH+KlYOiURXmaomOUMz1B1XHwOrVq79h/CQSiaSwsBD8F8XEqPv376O5tCrNUD5//jxz5kwa3QacnJzQm1AikZSXl6Maq2/fvjLzqwKBAMUvjo6OKqroDRgwgKimX4UO55Rg4uDgMHXq1DVr1ixatKhnz554OnXr1v2KXhUUhYWFhBADAwPmh2lpacxZRMOCmC2+vr5YGTgcDlVqwJ8QZUAvKyYEAsGpU6fmzZs3evToQYMGcblcDQ0NaQnu+/fvYzWeP38+guAvX74EU+nu3bsCgWD27NmQ2kY2WEtLC44xSOOolMnIyAA5n8vl+vr6zp49Ozk5ubCwkM/nY8szNDRUZWQQcr1z544qB2M1O3HihLwD0tPTmS36mjRpYm9vTwfZ2dn57du3V69epflnbW1tGxsbCwsLugiDEaDK/ogsBTMZcO/ePaqxSmFvb79jxw4QPVRpPoJ2fUwjli7yhoaGy5cv37lzZ9++fVkF5xwOh5mRfvPmDY3bhoaGgpoEh7OkpARXjj16w4YNzLNjx5w3bx6oFk2bNi0oKKCvBofDMTMzs7S0pFZN8+bNYQmzfqesrAwJfKViGWKxGFaZ6tISmZmZmK6KCUdQ1dXX11eRnH/q1ClS08Rk/fr1uEEtLa3NmzefP38exX2Iaaanp5OachJV9Av/U9Q68LX4SfDdHHi0aK5Tp468jWffvn08Ho/L5Sq2C1kAfUtxdrS4uBj7N1X9QXZCqXb9lStXCCG2trbyDhCLxZBqMzExYWk7TZ48mdSI3Kirqx84cGDbtm2w+3V0dHr16jV9+vQpU6Z06dIFi5q2tjaC318HsVgMS6Vp06YyWYtnz55FdHnu3Ln4BNQv6WwbE1AAksdxQDIT5b56enoQEyL/hJqaGkpPaQd75iVh5/b29k5MTKTpmoKCgjVr1mCLatOmTWlpqVgsRgmuvr7+li1bWPboyZMnsXc6OzsrZah+BcAzlA5hSAOBIVVy9dL49OlTWFgYk2/J4/E8PT0PHz5MeRPY+Hk8HusRo30alYMODw+nP8JKMGKH9vLyevz4MY/H4/P59+/fxyKA4BFcNVBFiouLQciXWdh/69YtQki7du0U3xem0LZt25SOwKVLl8g/+zDJw7t37y5fvnzkyJGkpCTULtIWcSxwudxBgwYVFBQ8f/4ci8Ds2bM/fvyIVJKWllZISMjVq1fj4uJCQkJ8fHxoRu7XX3+VmT/MysqigRXpBy0Wi9euXYtSxv379+OVXLBggdI7+oGIiooihBgYGCCmIy0YjsiIhoYGVXtCUEZeAf/169f79OnDpFUzC4+5XK6TkxP1tBs2bPjw4cMzZ87AHbW3ty8qKsJ7ZGpq+vTpU5FIdPv27b1790ZHRx87dgyai0lJSTCI+/Xrxzw1jYJRx/7Dhw88Hk9TU5NJpMrJyaHXJl2nqhS5ubnbtm0LCQkZPHjw5MmTkXdVpaMHPOotW7aoeCKxWJyWlnbt2rUbN26wjHU8lJYtWyoodC8tLcU4q6hZAGdPcRgCAOMAi/+hQ4dYFRB///03Mt6GhoZfXaEgEonAKmfeILYSDoezefNmCFsijYnI9c2bN48dO4ZsfL169aqqqhA0wbZrZWWllKWFkLQ0CQh75bhx45gfYovX0tJChJqCJYphYGAwcuRIZ2dnXIaGhsasWbOY+xScPbiXVBJfHioqKvT09DgcDg0DFRUVHTlyZNmyZXPnzl2/fj1Lkm358uWEkC5duij4TaFQCO0D5rLp7u6+Y8cOoVBIt+n27dvHx8fTzTcrKys8PJy+5tI9z6SB7K50hvbz588JCQmxsbGnT5+mhBFIsWzevFnpz+7bt4/8sy8dSHP169c/cuSITMI8oK6u/uTJE3zl+vXrqHMhhLRo0WLJkiWEEIR9Hz58qKOjw+FwsDmydHkx906dOkVPRKtavL29aaaqpKRk3759qArBDkItMQqUdyktRkAneVX6TZaWltJdDMuUk5MTs9MKE+/fv0csVV63Jmm8e/cODTvLy8tFIhHWNxY4HI6DgwNd8NXV1b+lrOZfQa0DX4ufBN/Hgf/06RO8x3Pnzik4DEoY4CypgrS0NHDyORxOq1atxo4de+7cOZbZXVlZCX01Nzc32BlFRUWEEB0dHaXbuVAoRHpKXmoX9XUGBgbSuiPghDMpW6ampsHBwT4+Piz6KKzbZcuWqXjXCq7E1NT07du38o5JSEhAFBZCso8ePQK/a9KkSdJDUVVVhZ5bOjo6dJNjAev11q1bMzIypLueMoHsBJNfmpWVhSkxatSopKSk69evs6787du32O2GDBkCoq+Ojs7vv//u4uLSpEmTdu3aDR8+/MyZM3imOTk52CFUkdL5UqDgX5Wmu6jx+5ZHWVFRce3atR07dpw/f15a1JcyhG1sbJhpIsgIQS/w2LFjTIopy4CmRWuSGsUvCwsL9CuC/7948WJCyLRp0z59+oQbd3R0lJkTADdeaUNa2FLyiPHSP/gVzbE2bdqEl4jP5zPFF4yNjTEUzZo1y8zMTE5ORuekrKys4uLigQMHSsebKCwsLGRKlKONECCvBHHz5s14GU+ePEkIadmy5Zfe0feEWCxG6hXrEuVxiESi5ORkxCA4HA4zBCNPPbS8vByVtPhKvXr1WJXV6urqVJLqzp070MAHzTs/Px+Rsj/++AMrw+nTp5ctW8YSdedwOO3bt79y5QreNS6XS01kgUBAD6OMD4hEsvx8qIgBqvirFPn5+X/++ScrYQh4enoqLWBGZazimKmKQH8ypbZ+bGwskRU8lQl4koMHD+7Vq1fnzp2DgoLWrFkjsyM0wtZ8Pl+eLS4UChFypdvuVwDzYePGje/evRMKhUjikZqIGMTGmjVr9vr1a2h6gTlCY3m7du3CpgAKFYtiLRMYLpY5BKWuOnXqsJ7vhg0b6AJiZmbm4+Mjs/GBTOjo6EydOhWKjJDSwGLLKlWTBqYuOo/m5ub++eefzAJvwNbW9siRIzi+oKAAQUmZJeJAdnY2uB7r1q17/vz58+fPaQI2MzMTL2NoaKjMgOazZ8/ANdDV1VXMLbp37x6Xy9XW1i4tLVV8j8CyZcvIPzu0yQMMFSpEn56erqGhwePx1qxZg9iKjY3NunXrQKhkRVsaNmy4ePFi2uLU1dUV7vfq1at5PB6eL7hU7u7u6IwLUtWDBw9iY2MRxDEwMBAIBHR3JjUFPtJlDmVlZWCvyHzWyHK5uLgoYIaKxWLMZ1ZPe4rq6uqdO3f6+fkhtsLj8Zo2bTpp0qQHDx6g7NHOzk66B+G5c+dQVerp6amUAlBQUEBZWoiprVq1qqKiAjU4CqCtrf2/UDtW68DX4ifB93Hgt23bRlRg25aXl8NcU/qSf/78eejQoczKNwonJye6bj569Aj8SWNjY9qpKzU1lSjMqzMBO0ne9YB7xgoSv337lvK6paGrq7t9+/bIyMg+ffp069Zt2LBhINsrqPUqKChYvny5h4eHqakpj8ezsLDw9/ffvXs3MxGN21QarkYUlmYSjh8/jmBws2bN1q9f//Tp048fPz558mTdunUwfTQ1NRWw77DrP378mFb3+fn5nTp1KjMzMzs7+/r166Ghocz9cv/+/fS76LjLsnhsbGyWLVtGsxNpaWnQAaL1n9L45Zdf8HSQUpZJgPxGIDOpSh4VwfgvatBKkZKS0qdPHybNz9TUlCXuiIeC7LG5ufnu3bsReQEVolOnTpMnT4YbRpV1Hjx4wLSrQPJHtqSyshI1z3iPJk+eXFlZiVYI9erVQ0TGwsJCnloSXCOl0Xp4s6q0ioAxpEomh4kzZ86w1gEDA4P69etTFijcrdatWwsEAhAjaY1DWFgYTDQej6evrw/6g6mpKTwHQsiQIUOYtpRYLGZSJBQ0RYc5vnLlSg6Ho6Gh8QMFe1SBUCikQ4GpZWdnR19qAwMDVkkkCiuoUAJQWVmJWaerq7tw4cJ3796lp6djefnzzz/xpvN4PKYaYmVlJXQWnZ2dRSIRjsdleHh40KdgbW0dHBw8evRof39/mvGbOnUqftPJyQnZdegk4blramp++PBh48aN+ITZ++rhw4f01oyMjFTvgZKamgqagLq6eq9evVatWrVr164VK1bQInAHBwfFUqxgnPbo0UPFM8pDbm4uUcFlkkgkZWVlfD6fy+UqpSbduXNHuiAcNzthwgQWpRYL8oABAxT8YGlpKUYGwuZfhBcvXgwZMoS5dxgbG4POpqOjg42vrKwMFSu4bJpkFolEcCkRnm7Tpg1iiKpU5925cwd7CvNDkB1Yedd169aRmuwijcjLjOzQP5mbm7Ma1jZu3PjJkydYz6GWT+X9ZeLTp0/IkdrZ2RkbG9N6AXt7+ylTpoSHh48cOZIuUCNHjsTuABladXX1jRs3SgdTnj9/DppVx44dpd8FiN327t1bQRQGRViEkD59+sg7prS0FKaU6sXPqOgxMjKijSdkori4GI/7r7/+GjNmTIcOHTDrbGxssD6MHTu2qqrq06dPampqGhoa9+/flxm31dXVDQ8Pr6iowIbVs2dPRKk4HA74JiAcIdrCsls4HI67uzuVRcR8cHFxkTlo5eXlWMSkXx8qjy9Pm0lSE6w3MTGRWTf66NEjPE1AR0eHOTknTpwIk5XD4bi4uEybNm3p0qWTJk2iukLe3t4KxPxPnDjRq1cveu+6urq///47WsxoaWmhAEFXV3fAgAHy+qp27dr1f2ErrHXga/GT4Ps48ChnUoU6CN6U4rrEzMxMLFJ8Pn/YsGGHDh0aPXo0i6Xp7e1Na2UbNGjw4MED+vW///4bH7J+ViQSZWdns9KeSKRLK3hJJJLXr19jg2Gmrx89esQs0ps6deqhQ4cQmFSQ7iOEgM/cuHHjkSNHMksH9+zZI7NPFSHE1tYWyjF5eXmIbSu15+7fv8+695s3b0q3xgEcHBwUN/rGnaIkj8fjsfoSA2/fvsXOTQhxd3fHh3fv3qWjUbduXQ8PDw8PD6rb1LRpU5rzhxQQ0LBhw2XLlt2+ffvNmzc3b95csmQJjBVdXV3Qv5HzUeBWfR0uXrxICLG0tFRsBKOfjb6+/pfWdwmFwtDQUGqNNW3a1NnZmcrw8vl8WpWKMM3Zs2ep/rmhoaGvr6+/vz8dTx6PFxERweoSX69evVGjRt28eRNziQoOVVVVTZgwgTkzmTZox44d5VXZZWRkgMKqlCL7/v17LpfL5/MVcEMkEklRURGytbdv31Z96CoqKmiwjMvlTp48mV5PZWXluXPnQNrEDUZGRh46dIjU1OwdPHgQ5J158+aBpgsG0IwZM8Ri8f79+xFMgeQScO/ePVLTYYgQYmRkpK+vr6amZmFhERgYyOwkT7vmwGRXmpv9F/H58+fo6OhevXo5Ojra2dl17Nhx7ty5qqiRIyLDbDrdpEmTGTNmSDNBUO7IItsjNmRlZUWzsgjSDRo06OnTp6TGoTIyMmIycUpLS8FchXg4pfKigsbW1nbdunUnTpy4evUqAnMCgWDJkiXIOoJxipUqPj6+vLycw+Hw+XzKVcZfKZOiurp606ZNeKzYKaZOnariqH78+BGpuXbt2rFaYSMqihfWwcFBwbOGQiST61tWVhYTExMcHNy+fft27dr99ttvq1evlqeEJ5FITp065e/vT7cYHo/XsWPHnTt3KghDQIpMXidt4NChQ/S529vbHz9+PD4+fufOnX369EEusWXLllRWAG8BIYS5q8pEZGQkIWTo0KGKD2NCLBZHRERQDhEeE1P+janylZ2dTWXVbG1tp06dunTp0qlTp9JKCldX1+zs7Hnz5hEGtUQesrKypk2bhtVywYIFFy5cQCoSCV7mtnLv3j2UyaCI+v79+0OHDmWSTZhZcU1NTabG6qVLl+Av4Zi6detyuVwdHR2BQAACv42NjUx7Izc3V54sPyGkadOmyFsIhcLNmzfjXXN3d9+6deuVK1fmzp2LNbBt27YbNmxITk5+/Pjx0aNHhwwZggW/VatW0q95aWmplpYWj8dT2iGIKv4MGzZMunw6IyMDoW0HBwelksBMQFBAcZshlI/J4z40aNAAeoTYxDt06CCpEbUJCgrC4ozOBfTCYB8aGxvTjDomYefOne/fv0+NGVo6YWxsLN2Fgc/ny9vIaH97aRNUUiOxiak7bNiwLl26ODs7+/n5hYaGHj58GFw5NTU1mYoDycnJWNzs7Ox2796dn58vkUiEQuGdO3dGjhyJd6pPnz7z58+XvmBTU9O//vpLnlhGTk4OTQlgxJg5FRoz0tHRQUmLWCy+c+fO5s2bZ8yYARdDU1MTb/HEiRNVL93/j1DrwNfiJ8H3ceCh3aJK63KmTqlMlJWVIYjYunVrplGSnJzcoUMHlpOsp6dHiWoUVVVVyOuiikwkEu3Zs8fX15e6Ltra2r17975w4QKitnw+X6bnBukUZjolPz8fW4Kmpib4WiiwzMjIIISYm5vTPZ7D4fTo0UNaUJ0iMDCwsLAQWvGEED8/v5MnT+bl5QmFwszMzK1btyKEoaWlFR8fr2I1skQiEYvFyHExnczq6uoDBw706dPH3t7exMTE3t6+T58+Bw8eVJqbYtLmZfKNgdzcXFiHHA7nzZs3T58+hXmho6Nz8eJFGpEViUTx8fEwyg0MDMBPPnDgAH6/VatW0tWeAoEAToKhoWFaWhpU0Pr27at0HL4IYrEY9od0eTBFYWEhnsiXFjyLxWKor/P5/JkzZzJtd6ShqPMpqXFvFi5cKBaLY2JimOJDdGfdtm0bM0uso6NDhXDxUywijEAgwHbesGFDyD5jDhsYGMjLBRUXF+PULVu2DAsLi4qKunv3roIUDWjVnTp1UiCmNWjQIKJaITEToB4AMv0EsViMgm0MDnwPJycnyixdt24dPRhUC6othE6THA6HdvMCwxZy4jLh7OyclpZWUFCAEkosKVwud/bs2Uq7+1L8/fffMTExq1evXr9+/blz575I1mHLli0y22HweLzhw4crliZCXr1169YfPnx48eKFglQM4kdMCai0tDTQmGHAZWVlrV69Giajt7c3+AgDBw5ENRPrPYqOjiY1CylTf7FOnTrMaAKGNzY2ViwWX758mTqxNG9cv359zGSmLrqxsXFQUNCECRMCAwPpyMD65HK58spBpYF1xs3NTfpxYM8aMGAAjHsFVTwoWqGe5L59+2RKuGtqak6fPp1FZM3Pz6dhO6rdTfesli1bUooZC4hwKQifXb9+HYM5dOhQPp/P4/GYddTPnj0D87Zdu3ZYgeFnGhkZKRszSUpKCvnCEhKEgXg83rhx416/fr1//34Oh8PlcidOnEgfNFXyP3jwIBYrlj4ioKOjgwuGVjarNqe0tPTIkSNz5swZNWrUqFGjXFxcpCPsZmZmGzduhIvI1AGBY8m0Uk6fPi2Pdte6dWta5fH48eO//vpr4sSJSFHSwARKPEpKSlDFoKOjgxUDi2p6evqKFSsoOcvFxQV7jb+/f3p6+s6dO2lEAJEX2gKNwtDQMDAwkAaFmVBTUxs7dqzM0D+6/KhSfwH5EvilZmZm06dPP3ny5LVr1/bv349JRQixtrZWHEWSxrNnz3DXyKKz/lpdXc2M7zdp0mTJkiUJCQk0/YsHWr9+/dTUVLQfR9Ib9Ybm5uboyUIIYaZMQG9RANTD4992dnYQGJ4+fTqzck2ec1hVVQW6PiIOrFAgsGfPHgVUDl1dXZm91nNzc2GPDRw4UKYuxtWrV/EGLVmypLy8HAVKYWFhq1atunjxooKt+cOHD4ixmpubr127loovfPjwYfXq1bBp6YA0a9ZsypQp69atW758eb9+/XCbmpqaVF8AsLe3X7ly5Y+Ssqt14Gvxk+D7OPAw4BISEpQeiSqgKVOmyDsAPq2dnZ1MBtG7d+9iY2NBDLaysmKFezMyMqZOndqsWTMYQHw+v3379nS553K55ubmtIsJqWkN8uuvv8q8EnDemMw6ZIA5HM69e/dQNYAupmVlZaRme6N0X+RCKeETwfUGDRpMmTIFZmj9+vU5HI6amppMmaWqqioYFoaGhhBx8fX1VTq8EokENygdbmf+8uHDh4ODg11dXW1tbT09PadMmSIzFU+b1devX1/BGYVCIaUOLl26lPo/MvXGy8vLEWa2s7OrqqqicV+WZCuFWCyGQenv708V2pSNwRcDMjaEkP79+y9cuNDT09PCwsLAwMDW1nbQoEGbN2+G7d6qVasv1RhHxaaBgYE8xeaYmBiIO165cgV2krm5OS0j/Pvvvy9evHj06NEzZ84g1UYpcxhzQ0PD3NzcGzdu0GFnybOh6B0TVSwWV1VViUQiVD6bmJgwJfSAY8eOyeyHZGtrK0+F8cOHD3BUunfvnpGRERcXt2nTpujo6NOnTxcXF5eVlQ0bNowQoqenp7qXC6C9AqwHeTWBkpoNmxACMYXWrVuD+MfSdkJVLVPCAORJZOwlNeUAFM7OzkVFRdXV1enp6WvXrsVKoq2tzSLK0uVFZnqKiaSkJNq+iEJbW3vixIkKXlgKpAoJIT4+Prt37378+PGLFy/OnTs3evRorDNOTk4KfqeiogImoMw+QBR4y/T09JgePlSaR4wYIRAIJk+eLNOhMjU13bdvH2QImK8JqO916tSRSCSoMqXg8XjOzs69evXq0KEDHdVff/318+fPK1euxH9HjRq1YsUKFmkToSjpa6hTpw41jlXf9TIyMsCQkpmKfPXqFQYkMTERVTwyNVM+f/6MCAIS12FhYbgMFxeXDRs2JCUl3bx5MzY2tk+fPniFPT096f716dMnbBB169Zds2ZNamoqh8NRV1cfNmxYr1698NRMTEyk/YGCggIwh+XVtQqFQvjn2HPhETVq1Ih5p/n5+agdWL58+enTp7GFqVIUgydrYWEhkUgeP348ffr0tm3b1qtXz8rKqn379uHh4SzNNgTINDU1maz7qKgonBEpazzW4OBgKvQdHBxcWlp67ty55cuXh4WFLV++HH1hrKys6GWAoQZHuqKigqm+xgTm7bBhw2bOnElzrXRF1dPTCwgIiImJwa9RC2Tt2rU4Bvxn+MnM369fv/7evXvpBUuDFqiXlpYytTnU1dWZrxKHwwkPD0f7D9pxFg8RD47ObSMjI8RYjY2N6Y00a9Zs5cqVf/zxh5ubm6OjY9euXRcvXiwv7iORSFD7rYpkw4cPHzADkbdggcvlDhkyRGZAMD8//8SJE+vXr9+6deuFCxeko2NxcXFIdFtbW69du/bJkycfP358+vTphg0bmFzxqVOn0hlOGYX9+/dH6sjGxgaZAH9/f4lEIhaLYSLShAqt28rKyqISdIohs36TPqbZs2ejviY6OvrKlSuIPhQXFyOCid6QpEY4lonr16/DzdbU1GSpG9BqL0NDQxir6NSLGx8/fjwhxNfXV0HeJT4+nsPh6OjoqJ4DF4lE4P25urrKXNays7OxOGhpaUnHsCBxh38bGhri35QuIU9x+b9GrQNfi58E38eBB4dcng/GBBIda9eulfnXqqoqrG6JiYkKfqS6uhqL+MGDB/EJiHkyzUpCiLq6+sKFC2k25sOHDytWrKAcIXktMY8fP84cOlgJpMYvLS0tRXuVTZs2gZRFCDEwMDh37hwnq1YoAAAgAElEQVRdlw0NDeHYhIaGFhUVYYMPDg7++++/aXJeuvMNBe3Mh4SAnZ2dstGVlJaWcrlcdXV1eZVIly5dkpdg9Pf3Z3E70VyUEDJx4kQFJ0V8AYMDYwIpYiaVlAmBQIDQCc2dEkKWL18u7/fz8/PhUiKVxyrNVYqXL18uWbKkT58+Pj4+vXr1mjlzpsxoxdmzZ1n5QBaglPZFpy4qKoJNr0BoQCKRwNts3bo1bXLWv39/6SeYkJDA1EccOnQoRMIsLS0xmfX09OAFLV68GF+5cOECXB1WcK2kpIQ2R7S2tv7zzz8jIiJCQkIoh5PL5fr5+S1YsGDp0qVjxoyh7tO4ceNkGhApKSnyMsOUjvEVtbKQzMDLDmU+mcjOzoa9hVqe3377DUQPVh8K+Odo5AsUFBSoq6traGhgcUCgAZx5IsV5KS0tpb3imSQIQggSm4QQR0dHeS70okWLYKLp6+sHBASEhoaOGzfO1dUVz9TS0lJxp2WIyWtra8fGxkr/NS0tDX6azEpXCvQ0NjIyktdz4fXr17h3lgIT6miOHz+O7B+Px8NEdXd3P336NBYoDB2GiFkJL5FI8GaVl5cjZ0tXFWY77srKyp07d8JZ/eWXXwoLC/EtSoN//Pjx3r17MZ3++uuvCxcuyFzKUDch3cpB6dgqKPlGJX9AQAAiSjJDrtgEwX9BDQKfz9++fbs0dSUlJQUvVK9evfBXNFtp1apVZmbmypUrpV8lzBwbGxuWow4VAD8/P3lXDj1CGxsb+BgVFRV4cKamptu2baOpPIQOQajGGRXQkShQOmFnZzd06FCWdCugqak5Z84cTMjKyko4ANKa+ZcvX5bJVuPxeE5OTtu3b2fdNZ3q9BMEhfv375+Xl0fLi9q3bz9+/HjMInNzcxphv337dk5ODg1PA6zrpzymuLg4LpfL5XKXL18Ot1BDQwMHS/O6zczMRowYsXLlysjISGaPQFC7KW7dujVs2DBLS0s8VlNTU2xw4G6gr4e0+Ag2TS6Xu2LFioqKiqqqKsyTtLS0W7duYcWzsrJidvBVDIQ7VZGRy87Oxt1JJJLr169Pnz69R48eXl5egYGBkZGRMplcT5486dmzJ8sN1tHRGTduHPOtl0gkd+7ckackD4uOVQhDiSobN24UCAQwq7B0m5mZYd/Mz89nVg6iNruiooLZ6J4QUrdu3VmzZsXFxWH8aWBFW1v77t27+/fvDwgIsLa2NjIyatKkSefOnWVeJCFEX1+/U6dOWLuMjY1TUlKwJLI2oIyMDORXAgMDi4qKysvLr1y5snv37l27ds2dO1deKWWTJk0uXboEXoDSUilYjNC7VQUw3ho0aABCvkyAuUYIOXz48NWrVyMiIsaPHz916tQFCxbA8GjRokVcXFx1dTXISn/++efZs2cRYJKpAP1fo9aBr8VPgu/jwKP2j3ZtlYfi4mJsOfKWIZgRqlDykNikOV4s34gEJycnV1VVYUcnNZWZOjo6TIb/y5cvqS0ub3CQeDE2Ngb7CLYvIYTKLB84cAB5EqrMHBMTc/DgQel9XVdXd9asWU+fPgW3/9mzZzTXd+jQIQW3+eHDB3wFjplSihrMNXmkuO3bt4MG5uDgEBUVdfPmzdTU1EuXLk2bNg0bmIWFBdPqRateQkhwcLC8M2ZmZmLfovlJQgiyvm3atJH3LZDcmJQ/xcR42DTYQSdMmKB4ECjy8vIGDBgg07L09vZmaYxDYk0BTExMHj9+rOKpAXD+lVIGKioq4DXdv3//+fPneBY9evSIjo7u06dP48aNdXR0jI2NEduSlxlo167dq1evLl26hBj8mzdvFi1ahIyNTN04kUi0detWVidqwN7e/tWrVxUVFRcvXty0adOqVav27NmzaNEipEpk0meOHj1KmfzS4PF469ev/6KhA3DGyMhI5MTkdYuQ1FQCI6a2ceNGhC1YVMOsrCx04mUmKGD/3bp1Ky8vD3xOLS0tBA7U1NSYkURYJ6zpxOVyWYaXl5eXtAuNamEejzd//nyWSvOzZ8/AujQyMpJJuZRIJB8+fIABd/z4cXkjQLWmFVS7iMVi6Pzp6uquW7eO6RdB3Bjrs3Q1BAYWrpG1tfXDhw9RdApaEF7nRo0awXkm/3TSqqqquFwuj8cbMGAApZRra2vLZH1nZmZCl2TUqFEw36ngPBATE4OzzJkzp7i4+OjRo0OHDm3fvn3r1q27du3q7++P+KlSuW8mEFZW0Arx9evXePsgq8YKaAoEAugL6OnpPX/+PDs7G33jaXxZGunp6Rjqo0ePoqzAxMQkNTUVLiIGkxBibGw8a9asrl270tQrs7dfTk4OJqoCSgVsWaboTFFREW0Hpa+v7+3t3bt373bt2lGRDhCPFavAlpWVZWdngyWBl1RdXX3kyJHXrl378OHDu3fvzp49GxQUhJelR48e1dXVuM0WLVrIDC6LRCIUIMhE48aNaZcQCNERQnbv3k2//urVK2yRmGCNGjVKSkqitVEDBgxg8pbNzMzwppibm8+aNYsSjlauXLlq1SosAoaGhh8/fiwvL0fQYfny5TBOsLkjJ4kYKPX6jIyM5s+fHxUVNWbMGLq10ZOyNvqXL19eunTp5MmTd+/ePX/+PH4TQRaIO6akpDCPR1oeoKsEKIFopV5WVoZlpHv37goeHBN4Ip6enkqPTEhIIDXa+DJRVla2ZcsWf39/Ozs7c3NzS0tLPHpNTc3OnTuPGzduxIgR7dq1w4d169a9fv26QCA4dOjQsGHDfH1927dv7+Hh0bZtW1tbW1T5BQYGgjDVpEkTVvgGLE46AR49egTWD8J5VJ//xYsXzLVaTU2NtXSD2YGDQUnT0tKKjo7GA7W0tGRuN1VVVTRMSaR2AQorKyvEYfH+smKIkBLo2bMn6xWIiorCSc3MzOASOzk53bt3b/fu3ciIwGxTpYgSOpqqsxRBqVDQwkAikaAGkPyzOq+6uhphlx49elBiBZJeCLVTrqWtra1S3ft/F7UOfC1+EnwfB764uBhsJQUmi6SGv9euXTt5OSK04Rk7dqzSM6LYtXXr1pKa/Imenh4z7YNWw9hCELA3MTF59erVrVu3qHa6o6MjlstLly7JPAvSAjCIqXnBVEGnWTVcAO0gQqGtrd28eXMcY2triwzh/PnzYTISqdi8NPCbWGeHDBmi4EihUIgwvEyCw+XLlyHMM3/+fOnx//jxI6RfGjduTDUFysvL6XYVGRkp/a27d+9io/r1118x0wghOjo6xcXF+vr6CgLG5eXlrHYv2traVEVJGoiewLRiJffkITU1FdempaU1fPjw2NjYy5cvHzt2LDQ0FFFwfX39+Pj4vLy8kydPInvG5/NjY2Nv3749e/bswMDAzp07BwcH//XXX8+ePcMG36hRI5mVHfKAyI4qzBRUv4OGkJiYKJPETmFiYhIWFtavX79OnTr5+flRoqCDg8PgwYPh/8D54XA4s2bNUiAMKxKJrl+/vnbt2pkzZyIQM2zYsE+fPk2bNk2ag9qiRQvYoyy1i7NnzyKsEBQUdPr06WnTpvn6+rZu3bpjx46DBw8GmVBdXV2VRn0sYJLExMSAmkjL4KWzmnjHCSGGhobQpDAwMJD+QZRj9OrVi45Jt27dCCFnzpyBXUi9cap0vXPnzpSUlLlz58KKYppuHA4Hyo5v3ryZOXMmZXCwXMGUlBR4sPJqEGjAsW3btjK1BiDTpUAFGgCP1MHBQcExFRUVdPExMDDo3r378OHDe/ToQbO+v/32m3QhAG32ZmlpifAHND5NTU2FQmFRURGfz1dTU0PvN9acx8VLQ01NLSwsjNp2IpHo1q1bUVFRI0aMoB2eCINOQrF27VrMNwsLiwkTJmzevHnHjh3Tpk2jCfnQ0NAv6m0Gh/bUqVMKjklISKAkf0dHx6SkpFevXl2/fn3x4sWgY1COydy5c4kKFHTkP3/55Res8CtWrECA0sLC4sKFCyKRCM5n+/bt8/Pz09LSkDxUU1PDBpSdnY3Yk4+Pj4KbRcSBRe4Qi8WHDh1iUb4xpDNnzhQKhVgKpJW0nj59OnLkSHktRdXU1AICApiyl0lJSXiPQkJCoBUvT2ru4MGDzBpjvMjBwcELFiyAQ6umphYTE/P333/T1ZsVnjtz5gx+QV1dff369Tk5ORB9MDY2Rtd6Qsjs2bNpiMTNzQ0eGhXa0NbWvnbtGtqbEUI6deqECGybNm2ePHmCG8EOjuwilSWXiRYtWqBEDv81MDBARGD58uU0eQBglaOhGQTLWLshKDB4ZDQcg6Az/W9ubi4W7W7dugUHB0+dOjUuLk5BHXJxcTFeW6XMMug4ylOYP3r0qEytB0KIq6srM+uQmpqK/Dmfz5c5i6AVD0sDgsfSyeQPHz5gG6LljdhicJFU1g5PCpwybW1tVsUNq/Ekzeqbm5tT6Zl69er1799/3bp1N27cwCkoZsyYwar6Zt4ClkELCwvmzpuWlsbhcHR1dVkEhM2bN8usBlJXV580aVJhYSFeHPJP7pg8yJNwloni4mIej6epqam48x/SJ6B20pcOKShbW1tmtRSaIPbv3x//FQgEWLXkUW7/I9Q68LX4SfB9HHhJzftMBcNZuHPnDnYgAAzMDRs2UOvt06dPN27cgB81efJkpadDz9jGjRvn5eXBrmKZXyBQ/frrrzJjpShYLSsrg58vzzKGQYw+xmg6QqTkgmiqXxp2dnYwtu7evQvXGr7Wr7/+Cv4e2pkqlrAODw8nhIwfPx4uGWVvop6ZHiYWiydMmEAIadSokfSeXV1djZ1s3rx58k5UUVEBSjZz/GFbYIOxs7OLjIw8f/58UlLS7t27e/fujbF1d3f//Pkz9Xzs7e0lNfEOBW1FaIUb2NqEkN9//51liYpEon379vn4+NC0M4fD8fb2jomJUdytpKCgAH6su7u7tHVSVFSEJV5NTY2V0DY2Np47d660lC4dnClTppw7d27+/Pl//vnnlClTNm/ezAzolJWV7dy5MzAwsGXLljY2NvDDqci8AqD9ODJ7Z86cUUzmJ4SYm5tTQ7m0tDQ8PFyaduvp6am4FIUJkGhsbW3v378P04TD4bRt23bMmDGhoaGBgYEIdWEmNGvWrHv37o0bNzYyMrK2tkbOc+7cuTJ/WSwWQ/zZ3Nz8izSKJRIJ0p7jx49/8eIFpqKZmRlS/WZmZj179oyNjRWJRNXV1XTE1qxZIxKJ1NXVuVyutNjP27dvMVDBwcHIG2BdunXrFtrk0I7B69evhwUpDxwOh0UGfvDgAUbJxMSE+TmiP1SaSybKysrAYZGZTcXqIXNpZUIoFMK9oYWv5eXl6enpb968wc1WV1fv3bu3Z8+etEkVE46OjgcOHJDpDcIPZF0eXmGQAmA9+/r6woWgNBlqfdarVw/8czp6+IeXl1dJSUlMTAzLq6GQmUtPTEykl8SEtbW1vCiJAvwfe98ZV8XVr7t2L/QmRUAQxIKihI5dVBR7x941RmPDROwKWKKCorFGsWPvvcUOKknssWIXrBTpsPee++EJ613M7L31vec9J/fm8HzILw5rz6xZs8r/+VdkWDRuhuI47t69e4YCaP38/OLi4iIjI0NCQjAVBw8e/OjRo7Kysn379g0YMCAkJKR27dpNmjSZOHEiQniKi4vNzMzgLyMSiRBH4+joSOPGX79+DdWAk5PTihUrXr58Cd7StGnTpUuXgk96eHgYcUvhvpSj/tWrV2fPnt27d+/ly5exSDHaMK17eHhQx1qEYbP7MPv6pqamgYGBOKFUKhUb5XHt2jUEmMCAiWIEPFy4cMGQY5FYLB48eDASCkilUqpVFH4sWr5LOMcIIRYWFlCrwUhAmJQ9Wq2WGszlcjnsjRhqhAf37NkTMkZERMS+fftIeaQYhb29PRpQL4b+/ftD6Yz7wG4/cuRIGqPk6OjYsmXLiIgInFMYQ+im0YbVg0BZZm1tjYp3dHHB8RDvdfnyZb1B+I6OjsKYBQqcg5Rx6cXt27flcrlUKtWrjo+Pj8dbBwcHz507d8CAAZAK7OzssFHb2NiwSRM1Gg0dPV9f34SEhNOnT1+8eHHdunURERG4VZs2bQoLC7EVnz9/XvjQPn36YD5gKaH0WlxcHDKM1KlTB14kZmZmuMn69ev//PNP+oHMzMx4JxGURFQLbAg0OhJr3NnZecmSJQ8fPiwqKkpPT2eD9gkhU6ZMYR+BNcVLuY8ADcyQsWPHbtu27dixY7DW4Hr9+vXfvHkD2aNatWpGPhOAYAcHBwdDDZBLePTo0W3atIGqws7OTm9ZBArkpcLiokVnUR+et5yxh7Aef0gFbcQZ878DlQS+Ev8Q/I8ReK68TBGynlL/5MLCQhpti43P0dGRntYeHh6//PJLy5YtWe27WCxu1aqV8Zz2ly9fJoQEBQXB/M5zG6OVQjQaza1bt8aNG0eNM7Vq1Ro7diwtkPPy5UtiwFjHcZxOp4N5xMHBATZAwpS9LSgogAqc6gjEYjFba3fKlClDhgxp1apVkyZNevXqRfvQoEEDlDCBJx6tqaYXMAxOmjQJKWdEIlH9+vVdXV0xYg4ODr169dq0aRP6qVAoUlJShDeB2FGrVi0jyUg5jrtz5w40svR4A6uRSCR6JVelUjl58uTi4mI2tNXLy4vjuLdv34IpjRo1Sq/DBQ2rbtSo0dOnT8H/Bw4cSLUPr169oul26QjTeRIUFGSkIPy4ceMIIQEBAYZSfKOCN+6Mc9fJyYlG4nl6evIc7DmO+/3336mHMAuRSNSrV6/nz5/v2bNHbx5gQkjXrl2NZylDuoFx48bdv3+fiqFqtToyMnLMmDH9+/eHtWfEiBFYZYQQe3t7NtxRo9EkJiaGhobSbMaOjo79+vX7mtSSHMdhkc6bNw/EIDg4mFdEqrCwcO7cuTwrGYt69eoJ605pNJp3794VFBRAtPpiVflbt27t3bs3KSnpyJEjb9++xfZlYWExc+ZMNnMv+xVq1qxJ50nDhg3BPyGa6C3Gc/78eZpFcs6cOVKpVCaTXb16laa3pM6fbPU+IcRi8Zo1a3g3v3LlCv5K5U5aoNh4uWOuPCxIrzIR35RnGM/Ozt66devo0aO7du3av3//WbNmpaWlIZr66NGjW7ZsadasGd1pJRKJr68vjHtCmJmZxcfHG+kb6kWbmJiw9B4B2B4eHllZWW/fvsXN2VIINImGRCKZO3cuOoNtAZ78AK3bV61atbZt2/Ly1VlbW+vNDqDT6dLS0mJjY4cPHz5o0KCZM2eeO3fu66u+s4DR9WvKoUFd27hx49DQUE9Pz5CQkGHDhkVHR+td+GKxmK3GxCIiIuL169c0DNvKygqDcOTIEfZxGRkZrOmPl7y6devWX8x9iKWh91DgARvL6tWrOY4rLi7GD+vWrfvgwQOtVosXl8vlXbt25dF46PvgvoR5IhaL2ZqjUOLASDt+/PiUlBT2GPrw4QOYnlwunzlzJu4AULdnKysrVqfZvn17YcjuwYMHCSEWFhYslyaEeHl5xcbG0oGiadjYpJiwHLRt25a33lm1Qt++fQsLC2/dukUq5tsjhGzduhU7laenp5EcaTRNzJYtW44fP7579+6LFy/m5OSAC+F9T58+DX8QtgYEApV79OjBSzsHK8WlS5fWrFmDnRmbmJub25YtW2JiYqgxuX///nqP/mfPnmFvmTZtml7N3aNHj/BGo0ePFv710KFD8C2aO3dur169DO2WVapUoWompIdAS2Hh4QsXLsDZp1+/fui83lqGeXl5+AQymSwqKgq88ccff3zz5g0dfxhpEDO1dOlSNsxeWF0SnwAfyEj6uqVLl9LsJxERETzD9Zs3b+jhSyrWNeA4DjoF9si4ceMGZrW5uTmbAhBVFerUqUNzvNN4fiMpCYGLFy8SQvz8/PT+9cqVK8LSNqQ8+NSQdyGKE2NYQPULCgpQO5aa3zMzM3/66Se8jpubW1hY2Lx5854/f15SUoJ4oi8ef/9BVBL4SvxD8D9J4HU63ezZs6mIb2Nj4+7uTndDhUJBSzrl5+fv3LmTTSiiUChCQkIgrNBjYPTo0YYI56xZswgho0aNgl6f57oPes8LBYcuVljMHGZSQwWH8vLyqHsV0KxZs61bt06cOBESiUKhoEb49evXw33XEPBqvr6+yIoE88j169eNjCqcq+Pj44uKiuhJT7dd9p/m5ua8pCkUcJpdtGiRkQexo0TtbNS9MDg4eO/evSNHjgwPD2/YsGHPnj2XLVsGZ1qNRoOQQhcXFyRzBv//9ddfYZMJDAw8duwY9RfIyMiAlymAVOG//vorDr9q1aolJCScOnUKB7mNjQ0V6IcNG5abm5uUlIS4RCcnJ72+f1lZWbD5GMpiBTsGwqrRPVKuS7569SrsGPb29mwK5YKCAho46unpOX369JUrVy5evLhHjx6wDFMnvcDAwLVr1968efPRo0dw3cQguLu7U+21EDjd4+Pj4dFNCDExMdmyZcv58+fv37+v0WigqEIJK5qNnK7r7OxsqmBiZxrQuXPnL3r+4wtiKCIiIvQWqklMTBSKaFjvWAsmJiaIRsnLy1uwYIGfnx+donCYrFGjht6nl5aWLl++nOeUKBaLWausWCwOCwujCjK5XG5tbc1bAnQ+oOQ7TS/Pw927dw2ljK5Wrdrp06eR8hfw8fFp27Yt+yBaNFEkEglzWGAoaAbHU6dOka+IlOHK7Ww0tzYF6p8jjdamTZvu379fWloaGxurN882JHhq1pPL5e7u7tWrV6fbslKpnD9//osXL0pLS9++fbt8+XIvLy/8qV27dqgSJwTMR8jfwX41DGNQUFBGRsbVq1cpw7S2tj537hwlXeyXhR0+NDR069athkJFqDsJ5fxflFz/K3j48CEs4UaieDiOe/LkCXym2BwKOIkIIYGBgatWrUIOf7lcTl05FArFnDlzUlJS7t+/f+bMmR9//BGs3tHRkfpgYxzq1q0rfKhOp9u7d2+7du1YBos0DU5OTv7+/lFRUYa+Glfuh/zFjAA6nQ7Mh1a3zsjIQASZTCaDfdLCwmL+/Pk0wwvSTKhUqs+fP2NHsrS0fPnyJRKgWFpagmO/fv0aodosrK2to6KiPn36pNPpMIWkUim1ObMlqQ1BLBZ7enr27t07JiZm3759KSkpbJ12Fmq1mmaKhc8wuB+7OdD6FKmpqUKvPT8/P6q11+l0WHd0J+TlEucBjWl63apVq/LyqMnlcnBCiBnW1tbwCrSwsHB2dra0tPT09ATpmjBhAopBwNfp119/JYTY2dnt3btXLBaLRKIpU6YgcQ+7h9BSfIZyxxw4cACrrGXLlpcvX6aubR8/fqS5fkNDQ4UnQnFxMdZ1dHQ0Jo9arcZo7Nu379SpU7Nnz6Z0F6c8zeUBb8EWLVoI+3Pv3j10GC42R48e1dttWqWCgqfl0Qu8jjCTCPTLIpEoLi4OhdzxfUNCQjZu3EgzFoWHh9OsMa6urlu3bqX2Bq1We+7cOSgxMX+sra1Z1opVwOZdpmcQuzzLysoQKq8XzZs3N26DQZlGvXlqtm3bhq/j5uY2Z86c48ePI/kCLYVQs2ZNXtkICkieIpEIOgscVR4eHnjx2NhYYeInQohCofjhhx+gOjFupvrPopLAV+Ifgv9JAg88ePBg+PDh7GkqlUqHDRvGsxXQ8mCEEDMzM1S10el0MEpTXqQ3fVpOTg7u/+uvv8J8mpiYOHTo0ObNm4eEhHTt2hX+27xMHhAyhFnfYfs1UhVZo9HMnz9fr7gcFBR07do1nLhKpVKj0Tx48ID+1c/PD1z0woULa9asgXEM7wubD/ZNXu53FmVlZTgwIiMjQYGkUinqzwk7Y4jQchyH7FOXLl3iOK6goMCINhTOiihLjnenXn+NGjUS3v/t27eQSEQi0aVLl2BTon7+qamp9AhXqVReXl5OTk6081WqVAHvhQrj9u3bNJBeCLlcHhcXt3HjxmvXrmVlZeFBgYGBQl96lITllUOnuHHjBsq2bd++HXIbOCH1IissLIRWiJIunU4HHQ3kAxipKN68eUNPYp4dA2WT/Pz8cP7VrVtXbxW6goICan8j5cc/K0Ta2tqiS/A0KSwspDGH165doxl3raysYmNjob9v1KjRw4cPY2JiILLUrl2bZ7MqKytDll0vLy8rKyv2o+hVZvFKrKlUqkaNGtFl7u7uDrHDyspq06ZNNL5RIpFUqVKFlatmzpzJM/VkZGTARZAQ4uLi0q1bt8GDB7du3ZqXJcHHx+fRo0efP3+Oi4sDo+CBFQc/ffqEF+d9LAqdTrd48WJIrtbW1rVr10Z7WM6fPHliyNcgMDAQBAOmQkpUKCALwg+FK7eeGarIwKK0tJQQIpPJ6JW8vLwZM2YIrbjUzhMWFpaQkLBnz57NmzePHTuWmrIJIdWqVduwYQPCc9LT00ERIRnb29s/e/YsLS2NkkwWDRo0EPrqowAEIcTDw4Pl0q9fv4aSxdLSEupXQ+mdbG1tEYU0YcIEiLnx8fGG1jslPGPHjoWu82tSbQEZGRlJSUkzZ8784YcfEhIS0tLSviYeHh4B4eHhhuRjmr+dLbuFRSGVSpctW0afgkGGLgP6lMaNG/Nszgh3x2sqFAqsPl6Fea1Wm5WVRW+r0Wj0SsmEEJFI1Lt3b73LFvojR0dH42GuO3fuxJxhx+rGjRsI5BY+sV69eiikClsfdVWDhzC0kD/++OOxY8d4Ohpzc3PqqOzg4IDAAcK4P5SVlUH91KZNG97MpynQjPgB9erVC+dpXl4eDQWiY4sqhrgeEBBA3xTeB9Qg/PDhQzYzJesM+Pr1azydHRYnJyd6CGIY2VVQtWpV6rcPWFtbh4eHd+/ePTQ0lL6Ll5cXNnlD2UBtbGwwMqdOncrJyYHkM2fOHGzCixcvpi/IK1hz9epV7MCGvBpPnjxJVWY2Njb169f38vKippeePXvSyaPVatPS0pYsWTJu3Dg4bXl7e0NCCMuJCdwAACAASURBVA0NRaY9xNABRUVFiE8hhJw9exa+7q6urjiwxGJxnz599uzZw3OcgbYaintDFXA0Gg1Ck2hRAKB+/fpz586dP38+Nkm1Wl2/fv2uXbui5A2kOJ5XGlL2EEKUSiWvklHDhg1LSkoQDcGeR9Seb2Ji0qBBg+DgYDaEzdfXF+oYNvYbSuGlS5fin8ePH6f3pIXfi4uLqbnI09Pz0KFDCG0zNTVlq2waygmXnp6uUqlEIhHcFoqLi48dOxYdHT1gwIBOnTrhg06aNInVxeAkXbduHbbi+vXr6xVRkISVEDJr1iydTgczlZubG1U30Bp427ZtS0tLi46ObtCgAS5i7gldGv/7UEngK/EPwf88gadITU2VSCQymYyNgKLAnmhhYYEYVCq7YMOysrKimmOen1VZWRmMjc2bN+c4zlBCHeytrAc1MovwypW9f/9eJBKp1eovCnk5OTnUMqBUKocOHZqamopfUYvuzZs3qbwycOBA3j3Lysoo4enRowckPBcXlz///HPGjBnNmjWrVauWj49Ply5d1q5dm5ubm5WVpVfCViqVI0eOXLdu3YIFCyC+P3nyBJ6Bfn5+egVQRJ21b9+e+gkrlcrWrVtv2bKFR4DnzZtHCJkyZUpmZubq1asHDhzYqFEj1nw3aNCgTZs2nTp1auvWrf3796c2t+nTp3PllNXZ2ZnqawoKChYuXMg6bqlUKuzpu3btwrFqb2/fp0+fsLCwhg0bhoaGQsCCAbZu3bpCSuDs7Lx48WLY4dlcxMD06dOJIHk1BQyAEydO5Dju8OHD9IBh1SjZ2dmYV8eOHcvIyEAuOqlUCmXK8OHD2UHOz8+nKb6CgoLYj56fn4/7JCUlQcLTawrDIAQHB2Pw6Sj5+fk1bdqU9cmUy+XQNNEq0xMnTgQZ8PHxQUwBhFEakf7q1Ssc0qxGIzU1lRewR2FlZSXM6fjHH3/QamdUGf/mzRvkkoQUYmFhAeEDx3bjxo2PHTsGUUOn0/322290aYwcOZLeOScnBwK9u7v72LFj27ZtW7VqVaVS6eTk1Lx5c1q5B/eUSqWtWrWaMWPG/Pnz2eJ2AK8MGNKVi8XimJgYocSza9cunmEKYRdIJYViPPRD0IJPtDNisTgzMxMSJK9APbZcGgaPIMCv2YE/ffqE8cc/Hz9+TL8Rhi48PDwyMpJa/Dp16sRmweDKM4Ogh66urkqlEvWEMW+7d++ek5ODJF6urq64j7W19cCBAxcvXgyeDCEP9ajZO6O8BVRdVlZWCQkJUALeuXMnISFBWB+YQq1WBwcHd+/efezYsdBgBgUFQcVGhxQKtZs3b2ZmZp46dYp610skkg8fPnz+/BmL6IvZK588eUKrrLOoVauWkez9z58/P3DgwE8//QS6GB4eLizE9fLlS+hl3NzcPnz4oNPpkpOTWed2sVgcGhr6yy+/lJWVUcf46Ojot2/fQoNJXWdfvHhx+fLls2fPYk+mweGEkAULFnAc9+HDh5kzZ9arVw+7rlQqbdCgwZw5cxDNBLi7u6enp7958+bixYsTJkwAsa9VqxYvPxaAQO5evXoZyhuSnp6Oc2HWrFkPHjwoKirSarXTp09nPfbZUbW2tk5JSYGvAdWSP3/+HKEiOTk5165dI4TY29vjFTp37oyDD/NkxYoVN2/exChRllizZs3Q0NBu3bpBEVCzZk2NRlNQUADdKDgte4j4+fk1atQIP2f7xvI92DyHDx+ODSopKenOnTuknMDDJgyAgl6+fJleSU1NpbeNiIjAwJaUlFDvJwqpVDp//nyeToHdLnbu3MkmMDcxMXn37h3Hcbdv3z548ODatWtp7ltWAQd88803hw4dYh2CLC0tk5OTcZo0aNAA/g60oh485lAOnQWaoWaEXmRlZU2bNo31eFIoFG3btqW6vOLiYrb4Lg+1a9cuKCiARZcdWABLwNHR0VCh37p167JhMnl5edi7UGZc76zmOC4/P59u1GKxuF27dt99912fPn2okbx169bPnj3DiVxQUEC95JKTk9n7sMcuDXuhX7BGjRqoo8Z+Jq1Wu3HjRlq7AfD09MT0qFWrFgQhdig2bNhAmCK4cI2BvYoeuFAKQyChmQuQAAVh/4Deyn+ZmZlwmenfv79Op1u7dq3egKkmTZqwAjlk1/r1679//x5aFaHgVFhYiJMIKyIgIAA1HWQyGTpM07suWbJk7Nixer/y6tWr/63Eov8VVBL4SvxD8DcSeHCMESNGCP9ETY579+7FmWphYUFlfQhw1tbWiJ1zcHCgPDw9PR1uhzY2Nunp6VQvWL169cWLF//6668pKSnJycnUZ69OnTrUeRj7L2quUEA1LjzwWPz+++9LliyJioqaMGECS4AnT56M5EDw1yUVo6fq16/Pow00GzP2QdyKpz+msLa2pt7CtWvXFolECoVi4sSJrVu3Rvu6deuy6fSys7Ohnl+1apVwtNmtXK1Ws4H6DRo0YOu44qxq0aLFF73RKJCjHj/X6XRQJQQFBUFMocjPz3/48OGNGzcgkzVt2hTJkA0d6m3atKGxzXK5vHfv3hMnThwwYAAltDhvhKY5iDs0XoPFp0+fUPcbNBgRyxB/r1y5wraEi4S3t7fecahVqxaNr4ZxMjg4GHGwPJc/2KlMTExwUtKqhMC9e/eQLFcsFkdHR9PZFRISwirC7927R6c0hDAQKjoI9vb2cOu9c+eOTCaTSqVsQbI3b96AAiG/16FDh/BStWrVWrVq1YMHD7Kystgck1KplD38ioqKoKFA7h8qZe7bt+/Ro0eEEE9PT3goUCI3fvx44WmN8YEsTvkM7DMeHh48Ni6EMOMgYUoxw5s3KiqqS5cu4eHh/fv3X7FixezZs/ETd3f36Ojobdu27d27d968efRl+/btSz/H9evXkSX40qVLtOz2oUOH0ACykY+PD4ZCIpHcvHkTAYfU2M5x3Pv372lyClxBreyqVat+UXyBTSYwMJDjuLdv32JAGjRocPXqVag1vby81q9fTwgxNTUFJ/n222/ZO1AfHwpWvvzmm2+ePn2am5tLd4Px48fTbBdarRaUsk+fPhg01lkpPT2dEGJpaUmlWATLCB+H31pZWaF6NnQcPDg7O9MtSCaTgT4dOXLk9u3bCxYsoOowUq4cQRYl45XJT548CTWHSqXq2rXrnDlzoqOjAwMDWTf+xMRE1hHs6NGj7LSnUCgUQ4YM2bJly8mTJzdu3Dhw4ECMtqur6927dzMyMkCJAZVK5enpSYeiXr16ELUVCgXca1FjDycU9WZiRwzp6PE5Nm3aRE1tyKjCM4BDR8aWQOc47vnz5yC3Pj4+UVFR7dq1CwoKat++/ZQpU37//ff79++Dk7Rv317o7bV9+3aeYV+hUMDBRyqVjhw5EkO0f//+N2/eECZDBAiJm5sbvRUU3AcOHNDpdHQrmzx5cn5+vkQikUqlu3fvJoTI5fL9+/drNBpasF2IHj16lJaWwkOqWrVqqamp0JqRciVy+/btAwIC/Pz8MD61a9cGS1Sr1dQTAXoib29vJJO3s7OD5RCqK5qrFbTTwcGBtQMXFhbyfONZA6ywJhlgZmbGzl5gwYIF2BMkEgnUFi1btuTpvHhf2cnJiT5OJBKFhYUJHfUlEsmAAQPA7mgGXwypMDcHrRNhxNMQyMzMvHHjBvQ49OLr169Zpye5XO7s7MxLSrJgwYJLly4RfeWEUX6IYunSpTdu3EAIRnx8PEisSqViE0DAJwsGjKZNmxrKpf/w4UO9rpFWVlbOzs6sCiw2NpayfTbbxfPnz7F4qTIICxAZi/CZ0ICGGqFMGvDx48cbN26kpqZiZaHGob+/P05GNmTs48ePKAmMgBeISXiKh4dHREQEuqdWqxFeTsUneMXz4krYZKKlpaXbtm3D8ert7f3p0yfK9hs0aDBr1iwELFhYWECPplQqqRhcVFSE8Y+MjESxQEtLS1ZwLSoqwp5fp06dY8eOUYdKHpBoE6oxiUTSvHnzKVOmzJ07l4367Nmzp6GcRP9ZVBL4SvxD8DcSeIgUer22UC6S+rChJc2YXVBQQKOAcIwNHz48JiamXbt2OMacnJyuX78O31Sco6NGjeI9YuTIkbhD69attVptbm4uUv6ymc8+ffqEXY/WDuU4TqvVZmZmQs47duwYL2JNCDMzM57Pm7+/PzTZAwYMgPSv1WpjYmKodEs3QZq0Niws7NixY/fv379161ZSUhJS3AH9+vVDBDvN7Xnz5k3QCW9vbzaZKjLV8QIpCwsL6R4aGBhI0xFnZWWtX78e/bS2tkZoq06no9GqYrG4c+fOa9euPXbs2K5du0aPHi104BSLxc2aNeNFN2VmZoJj29vbL126lKrPMzMzlyxZgiOkevXq7969i4uLwwjQO1erVk3odODt7c2Lvzh48CC07Migw/MOnT17Nin3COABshoVf6lsTQQ1cmBEohPMysrq2LFjUOGjvUQigYMcTPqbNm2COkmYCgtTUSqVwi0TK+L06dOGbOBEYNQFkKoHfwXZI+V8GFW7nj59isNYmHAI+cZatmx59+5d+BaOHTuWVSXQkEI4qsjlciT45cqV9ISQWbNmoS4D+MDKlSsLCwshF75+/ZpN4St0XEcNdlNTU1SasbW1zcnJuXv3LorTQNJq0KDBpk2bXr58ef369TFjxuhNDCYSiWxtbREdiismJiYxMTGGYvC6deumN7ewvb29MIUS1BDYc1QqFTuvoEyEug2T1t3dPS8vD8+l6eVgxicVHXSxHKifpCHABg4fDTgZNWrUCH3QaDR4CwiXycnJqamp+PQHDhzAz6lOhxqRkpKStFotVFF4KVtb25SUFPRZmNMYhe6HDBmyc+dOkUgkl8tZ1R5CUn/++ecjR47wxDhLS8uAgICAgADKamDUojmfe/fuvXDhwmXLlrFz3njwsKmpKSy6jx8/TktLI4TUr1/f0NBdv34dL9izZ8+MjIzi4uKxY8fyUr4B5ubmCQkJJSUlyDqBznfo0GHEiBE9evQw5M8lFov79ev37t27jIwMKFZcXFwgfGP8CwoKtm/fDhGfknlQRK1WywaU2dnZNWzYkE2pZWNjg12X6ho6dOhw9uxZLM/S0tINGzZQggcdzXfffffs2bODBw/+8ssv+/fvf/DgwZUrVwypXNu1a7d7924wapVK1bNnz4SEhLVr186YMYPmSkDHGjRoULNmTfoRW7RoUVBQgNd89OjRw4cPCSGenp5Iy2JtbY170lQj4AnQ+4DHwiMJvB0paaDWF4vFvGRa3bt3pznkaPgxzLCwzRoKHwDkcvmRI0fQc1ptq7S0FC/YsGFDdNXPz48SbMgbb968wdextLQ0MTGpWrVq69atV69eDZVZcHAw+kkL1GGQ4TNlXMdNpzel4t27d6eLlBDi4uLSsWPHXr16CWfd8OHDc3NzV61aRbU5PLDJ0ggh4eHhQ4cOhZzg4OAgLAPJlTtiIIzu30JWVhbNv2tra5ucnIyZSUUjOjl//PFHkUhkbm7O093TEryEEHNzc648Lxq0PyUlJTAbmJmZ0RQbiMLYunUrtpqAgIDbt2+z99TpdHv27MFn7dSp0507d7Zu3ZqYmDhixAg6VXgqMAsLCwhgMpns+fPnZWVlsbGxesMx6Mb14sULmpWGlJP8jh07Ghqr5cuXE0J69+796tUrIkhoAoVUzZo1Hz9+bMiXAf1hg9ihvoSL/o8//ki12HXr1u3QoUOTJk3orZo2bXrnzh2oBmQyWbNmzRYtWvTw4UPkaIyPj//8+TPMG0iXiPvfvn0bShA/Pz98aPg6aTSaEydOQHFjaWmJFBWFhYUrVqxo0aIF9aerWrVqYmLiw4cPoRcODQ2lH/HTp09UL4/dODIyMi8vL0sf9E5ajuNev36dXo4bN278Vg69NRE0Gk1KSgqMfJUEvhL/3+NvJPDYcdgA0WfPnk2dOtXX1xcijpWV1cCBA0+dOiVUmOl0ujVr1ghdgCQSydChQzMzM7Ozs3H/2bNni8VipVLJypocx1HHS0LIhg0bsHWyUbI5OTlQhzdq1Ein02k0mk2bNoWFhdENncp/ECP07rZ6930LC4uRI0fidPfz85syZQr4tkQiQRQo+170JLa1tW3fvn3//v3ZqmmEkBUrVuBF2Loyubm5MJexJd/KyspAEdlIdRzq8AE2NTXlZWnKz89HbjZPT8+CggKass7T01OY/TU/Px/FoqRS6cSJEw8cOGAoB/K7d+/YGrnW1tZsSCGSJ2/cuJGUh48WFxcnJibqlZ5r1qzJ8xMGMjIyqL8fa23mytMRBwcHC3+Fh9JSLpBE4XNubm5OXWc1Gg08jUUiEdQByPJNysNZ4+LiQOT27dtHq/6AZvj6+vIeqtPpYmJi6HQyNTVlR0Mmk3Xv3n3UqFGsEaZDhw56B5Z67dKoe5FIJJPJ3rx5s2LFCqyIoKAgob0iOzsbPm94r0GDBgkbYJL/9NNPIKuBgYEwGlPby5YtW2Cag0oICxbyzaJFi+CJgLegNY0pMIxIsU4TJSDYASsuOjpaq9W+e/eue/fuRnK/s6hSpcqYMWNWrVpFKVN4ePi+fftOnDixfv16mi7bz8/vwIED0dHRffr06dq167hx4/bt26fXFPDp0yfqX1CjRg3WZg72AsyfPx/76sKFC0HOkZ5w9+7dlN6z+iBIdR4eHkbMX9AlmZmZvXv3DmYcc3Nz1nf05s2bYOwKhQJ7HZQy3t7eBQUFs2fPpoN28uRJxGZ36dKFKy9LPm3aNBjDYfqG1zovahoWGKi34OFJ54lOp4MeR6FQwCSrVqtnzJiRlpZGM7rRQGhCCJ3hkZGR7C7x/PlznuTarFkzsBRzc/PatWtT3581a9aAY0+YMCEjI4MQ4ujoqHfoSktLwZwjIiLmzp07fvx4SI1SqXTgwIFHjhyBnz8rqWPrMDExSUxMZM1NYAXYiGxsbIKDgwMDA8PCwsaNG7d58+bMzEwIx6GhoR8/fsRUYblKfn4+9TjA4/r27ZuamgouV61atePHjxcWFi5evBi7ASWxbJ3qESNG0PULGRqck04tUm64Y0GPDBsbmyNHjly9evXgwYPjxo2DnF2lSpUjR45ERkbqXVl16tSh4WBHjx5F39DS1tYW/Pbp06ewwDs5Oel0OsQ/Qx1DCTMtS67T6fD68fHxmZmZ2ECoS1R8fLyhIHawjq5du1Liipvn5OTQnisUiu++++7gwYPXr1+HUxv+JJfLceiIRCKclXfv3tWbLANf582bN5s3bzakRUIPV69e/ebNG2gSv/nmmz/++AMTANlJecXk0AdLS0sPD4/Q0FDhX69cuUL147t379bpdBcuXDBUuAR5EFu0aEFfnGo3xGLxnj17WOULi3bt2umtxQD9oDCW5Pnz5+fPnz98+HBaWpowU11ZWRk9ym1sbJYsWULzyeMoIYRERkbSOUPnoUqlojF6VODBHH7z5g0K4I0ZM4Y+CK5YrVu3fvv2bXp6OvSVBw4cOHnyJMzgsBZMnTp1wYIFY8eOparAFi1aXLp0CaQOKiRCSEhIyMqVKyE5lJSUnDx5kg3vIoRYWFjQ1O7A0KFDhQ4yPOD4c3V1XbNmzYYNG3jDpdVqoZjr3bs3tPaOjo6TyxETE0PrqlBhIDQ0FCMWFBTECpnNmjUbO3Yshpq+VLVq1W7cuCF0syKEmJmZNWjQYMCAAXpXFu5cq1YtPz8/Pz8/fA6FQnHz5k30/ObNm2yeUSiq6KeUyWRQMrIyoVarpQ4OlpaWQuc4lUqFJeDv7w9VLPYiQ7K0WCwW5l6hdUz0QpiRmo2G+N9G4EUcxxkZrEr8/wg/P79+IU0n9Ojz5aaVqEQlKlGJSlSiEv9TKCguKi0r410sLi2VSiR2llbC9q8/vC8tK9NxutyCfPa6WqGsXY1fwk2r0137825hSbHwPgqZrFG9BjyNRlFJyenfrpWUldIr2Xl5+B9TlapHs5ayigQp6/Pn5LMnCoqKhPdXyhXD2ncyUVbIxPn6w/t1Rw8Ul5ayF4tKSopLS8zVJlP6DrauaHJ/+OrF8n07i0tLPxcU8O6vUijmDx/tZFsh9/7vj+7P2fhLUUkJrzFk+zWTpno4ObPXz9/8feovK0rLNISQ/KLCMq2G/kmtUG6fObeuuwfb/nDKpVEJ8wsF9yeEKGSyg3PjA2t7sxeTz5wY8lMsO54UMqn01OKfmzXwYy+uPrT3uyU/GWIiRxcsjQiuEHaxaMeWH1cv09uYELIn5qduTVqwV+K2rJ+xfrWh9skz4nqHhbNXZm1YE7NpnaH2m6fO6d86gr0yY/3quC3rDbXfNGX2gPAKIUUzk9bEbjZ4/23TY/u0rEDXZ29cO2fjL4ba75o9v0ezluyV+ds2Tv1lhaH2h+YldAhtzF5J3LNj/M/xehtLJZLjC5e19AtkLyYdOzRsUZze72VhYnrsp8TQuhXUWHsunP02fr5OX3sbc4s9MT/V96igmjyZljpuWTydlmYqtVTy1wI0U6vXRE31cqkQeZdy9/acTb/odDpCyMDx38M0+L8EBhN7VqISlahEJSpRiUr8B5FbkA9hixAil8l4bAd4l52llyAp5PKqtvzKYRzH/fniWXHpvwhGSWkZ+JupShVUm59TvbSsLOXe7Q852cL7qxSKtkENJRXtRXmFhQcunxcSpDKNRiIRD2rTQVnRovsuOyv5zInSsrLCkuKSijRVrVCO6x5pYVLBF/pZZsayvTsMEE75tP5D7K2s2Yt3nj5ZuH0zvXNxaQntm4lSlTg2qpp9BS+21Ht3otcuLyjSc3+lXP7LD9N4HPhU2tUJKxJ4hBOc1kyt3h+76BuvCnFAey/++t2Sn3Lz84WcTaVQnFr8c6N6FTznNxw/PHxRnLZ8DrAQi8XHfloaHlChcuqyvTvGLddPMAgh++MWdW7UjL2yaMfmKWsNEpgdM+f1atGKvbJw++bZG9caas9xpG+rCoRqye5kI4TNysyMR9jWHNpnpH19T69+rdqyV5LPnFixf7eh9m2DQiNbVKhxe+Ja6uGUS4ba33rymEfgf3t4P/XeHb2NRSLRq/fveAQ+4+OHNx8/6G2vUiiKSvUQe61Oy2umlCsIIaYqlXC9O9tV8XBy1nF65oOVqXk1B75LZmBt76DadTXaCo8QiYilqZmJUuXrybeotw0KvXrvbklZqalKzdPFWJiYNq3PL4rRt2XbDzk5vFcAbC0s24c04l38tlM3QggIp1QiMVP9K7jS3MSke9MwXvsJPXq72tvrdHoIrbW5eaeG/HDCHyMH1Pfw0jB6FrFYjD0E+xu/fe8BrfyD9Dq0WZmaV3fie3+M6x7ZuXFTrZY//iYqlZlKrRbEjAyJ6NizecsyjUYqkZoZqJ7AonvTMOEgGEF4QMiDLXu+3K4coXV9Ti5aTggZMG/W1//qn4FKAl+JSlSiEpX4OyG0yGl1us8FBaYqVZWK7AV4/eH954KColI+J1HJlXXc9Fjkrv55R0jACCFSiaSJjy/Pwa+wuPjM79fBRkrLNAXF/2KSaqWyZ7OW8oqB1tl5n7ed0W+RU8jlw9p1MlVVkHKEFrnc/HzIryZK1dR+g20tKjicP3z1YtGOLUJzHCFEKZfPGz7a2a5CImtDFrn8oiKVQrEmamoN5wrR7NQil53/mfcTlVyRPCPOp6KF5EjqpW/j9Vvk5FLpgbmLg+vUYy9uO31i6EKDFrkTC5e1+KZCVjnjFrnD8xPah1SwIMXv2vbDqkS9jQkhu+cs4ImPi3Zsmb5+laH2QgtY/K6tRixgaoWSR9hW7N9txMLm5uDIa7/xxOGle7Ybah9Y25tH8A5cPr/19HFD7fu0bMMj8Jdu37h464ah9o9fv+IR+IevXvz5/JnexvlFhZ8+5/IvFhZ+zM3R6SPkcqlM6MBvYWJqZWYuJPAKmczWwtLeyoZ3vY5b9drV3EvKSsUiMU/3YW5iIrTAN/f1Dw8I0UvArM3NQ7zr8S52a9ri4asXLCG0Ks+RZqY2aR0QxGs/tF0nrU6r16JoZWrWpTG/oP33XXtampryCCc4rYlS1b1ZC177Sb36ezg5l2rKeC9LCLEwMQ2raA4lhPwQ2T+0ro9ehUhVWzvh+ET17BseEFyqKSOEmChVcum/djO9++3Ijl0jw1rr/b4qhVIpiEfo07INbwUZR/uQxrwVbRxN639zddWGr2/v51X7yIIlX9/ey8V15YTJX9++qq1d7NBvv769lZn5sHadv769Wqns0rjZ17eXiMX+NWt/uR0D3o7xRfBOtEr8Xagk8JWoRCX+Hmi02rzCCrREJpXqPRveZn0qLNZjQZLLZDz2QgjhOO7e86eUMOQVFlLhSa1QhnjXE1rkzv6Rll9UKLy/QiaPCG4orRjrlVdYuP/SOZ6FqrCkuKS01ExtMrhtB1XFTN3vsrO2nT7+MTdHKPMp5fLx3XtbmlbIqfssMyNx73YhAdPqdCIiih36rYN1BRmXtcjlFRawkqJaqVw6Jsrd0Yltb8Qip5DLfpk0nceBT6alTvh5CR3PMo0mv5ysmiiV++MW88SFPRfODl4Qo3c8lXL5yUU/N6nvy140bpE7umBpm8AKFjkjLn+EkL0xC7s2qSBDL96xJXrtz4baC10o43dtnZm0xlB7nU7HI2BL92w34nJpaWo2qE179sovR/Ybad/A04t3/52/nl5/9KCh9m0CQ3ji8qm0a8YscumPeAT+xuOHhixyYrH49Yf3PAL/NuuTEYscb10QQiQSMWteszAxpRoTM7XaTM1PVOZaxcGQRc7azNzdkW9BChJY5BRymVqhJISYqtTf1OCnjYwIbnjt/l2YBHmwNDVt7uvPu9i3Zdv32dlCQiiTSqtYWvP8UQkh33bsKhKRkrIytUKpqKjrsTA11WeR6+NaxUHv/Lc2N+eZlwkhk3r1r1fds0zzl0VOIZNTK5mZWh1Yy5vXPqpXv1b+QYYsnEKL3PddfSj6LAAAIABJREFUe3Vq2JRHOC1NzUSiCs+iGNimfY9mLSUSsUJmLEMhRdcmzXkr1Dha+gX+uWnX17cPql33xCKDLtZC1HX3SJ4R9/Xt3Rwc5w0f/eV25ahiZR3V699w6zVTq3k7gHHIZTLhpDUCkUhUr7r+WHpDEKoSKlGJSvztqCTwlfh/ETyLXFFJCeRCtVLJYy/Ai3eZH3NzhNeVcoW3W3XeRY1We+3+XR5B4jguJz/P3MSkpV+QRGCRO/37tdKysoLiYp6dUKVQ9Gzekie4ZH3+vO3McUOEc3j7zkKL3C9H9oOAabXazwynVSuUU/sN5oUFPnz1YsG2jQX67q+QyeYNH+1SpUJmuN8f3Z+9YS0rWHMcl5OfTwgxVanWTprGiym6cOuPKWt//vQ5lyfDEUKUcvm26XENPL3Yi4dTLn2bMF9IOAuLixVy2fGflvFiopLPnBj8U4wwBpIYiLlac2jftwnzhY2Bg3PjOzZswl5J2LVtkmGLnNCFcvHOrdPWrTTUXhjzlrBrmxGXS7VSySNsqw7uMWLBc3Nw4rXffPJo4p4dhto3qe/L68/BKxeMWeTC2vAI/OU7N41Y5J68ecUj8E9ev77/wqBFLjuPb7YtKinR6w9MCFHKFRIJP5+NlZmZtbkFb7JJxGJzExMTpUq43utV90APVXI+l7AwNfV25693IxY5O0srnn8vIaRbk7CHr14gRlQmlZoypaTM1CZtg0J57YdGdCrTaPRa5KzNzHkBmYSQ77v2sjAxpQSMEGJuYiIRSwghpipVt6b89hN79qldzU14c0KIpakZz3xNCJnUq1+Idz3h4jVVqSxMTIUWufHde7cOCC4uLbEy5ae/NlOrhTHJw9p17tmsld7x1GuRi2zRmuf0axwRwQ15Ua/G0djH99+yyPnWqHloXsLXt6/h7PJvWeScbO3mDB759e0tTc2Gtuv09e1VCoWQ1RuBRCz2rfGFTF08uNrz66IZh5DVV6ISlahEJf5bUUng/5lIe/Bn95mTeRlfCCEqhWLpmCie0j313p3Ja5YbIJzStZOm8WKiTqVdHf9zAixyBUVFpYwkqlIo9scu4iU12Xvx14HzZrOeqBQKmfzEomW8pCYbTxwZujBWr8uWSCQ6PD+hXXCFMKTl+3aOXbZY2BgQJvlI2LVt8prlhtpvnRbLi3n7okVuYEUCtmzfDiOEzdLUbHDbDuyVdUcPGLfI8e6/69zpjSeOGGrfJjCU1/8zv10/knrZUPvbTx/zCPzNx4+MWOQyPn7gEfgPOdmZnz7qdXmVSMRw1WMhk0pFRET+ImkVXSLVJuYCi1w1B8cazi76LVRm5h5VnXkXg73rBdepRwmSqUpFI9/M1OqAWvwCY+1CGt1++lhvTJqVmVlLgctiv9Zt3+dk8QiSWqFUyOUmSmWnitoEQsi3HbuJiEguk4mF3qSmpj0rTk5CyPgevV2q2AsJmFgscrSx5QWIknKLHBQiZmoT1l/AXG0ifN+onn1b+QfpdzE1s+CxfULI6C49OjZsQseT5bR6LXL9W0fwVAzG0blRs3+LkLT4JuDexn/DIhdY2/vfssjVcXPfOi3269u72jv8WxY5WwvLiT37fn17U5W6h2CSGIFMKuXtqMYhEomEWk7jMDda36sSlahEJSpRiUr89+LvSn9fif8+oGqFIWzfvp3XHqWADUFYgwS1o/RCLpefPHmSLd+qVqvd3d2N14iaPHlyUlISrQvVsGFDGxsbKysrKysrc3NzpVKJn9M6HHZ2drm5ubQ/586d8/Hx8SsHyn4QQhQKRVhYGFuJjeO4ixcvEkKsrKxaMqAFusLCwi5fvkwIsbe3p8XJ09LS+vXr16NHj0GDBqH8GCGkZs2aqA+HmjRwCh0zZkxOTs7Lly+nTp06efLk1q1bsy+OYjCLFy/u3Lkz2oeGhmZnZ3/8+DE6OhpFmGfOnNm4cWNCiKmpaVxcHArO+fr6btq0iRZWFYlEkydPRolm/HPKlCmoZaJWq1FxZNGiRXjfFy9eoGg5D6ipjlqgLi4ubPUsjuPu3bv34MGDdAao5RsZGal3yuXm5gqLfLIFV8rKyvAuIpFo6dKlWq2W/kmr1W7duhWVrthoZBMTk7p169atW5dW3atXr96tW7f0FlOtU6fO9u3beW/BcZxOp0NFnHHjxiUkJNAqdDxgjpmZmSUlJZmVB0DK5XJhWWnUu+JdF4lEQUFB48aNM3R/3jTAfxcsWKBSqcRiMarEl5aWisViqVS6atUqFA9Tq9U1a9bEfB4yZAh9qeLiYlqvqF69eikpKfRPhYWF4eHh+rpAHBwcDh06xBsfrVa7d+/enj17osyMSCSysrKys7NzcHDAsNeqVathw7/Moc7OzpGRkShlRAsdq5k0NhYWFk5OTmwdY4VC8ccff+AVZs6cyXHcgQMH8CcUoaF1iTIzM2n5IqypryksJ5VKp06dSqeTRqPB/LexsUHxp6SkJPqmycnJqI/VokULlDVG8XM8qEqVKhkZGTqdbsmSJZiNPNCqOfb29ryixyyKiopQKmzhwoUoMNaxY0e8UUBAwN69e2mZ9ytXrvTu3dvQq3l5ee3YsQM9RzkoUrFiH8oyTZ06tVevXvRXgYGBtFpefn4+b+2LRCIPjwra2AEDBrx8+fLevXuo20QIad68OWqYffPNNwUFBagz5+Pjw74jrfSzdu1aXMFoE0I6deqEgnbVq1e/d+9eUlISrYiOzqMQ0bRp04x83y9+etykZcuWd+78pWr09vZ+9uwZfXfU2wsKCiL6ihiJxWJHR0d/f/9WrVoRQvz9/fErFFMkhDRr1gyTCg0IITgOUNH64sWLKEYtl8uxIQQHB/Me4efnN2HChLi4uG+//ZZuKe3bty8oKMCztm//K+6dFhrMzMw0NTUViUSPHj3SaDSYhIGBgah9xSsPrlKpUG9MJpOhlhv6xmLhwoWkvOwo1h2KZmF+0oJeDx48QM2nP//8k+O4o0ePEkIaN27McdytW7cIISYmJmzJKOHXEYlEHTt2PHHiBP3WvK7ifwID/6UMPXHixLt378aMGWOoODaFjY2NofJppOKkunz58pQpU3jdUygUtM4WrVAtlUqbNm2K2oHs9HBzcxs6dCghpG3btnQYUXmUbhQs1Go1Cnmy8Pf3x1lPrxw8eBC1zVnQWUHKj5Xz58+j3KYQ27Ztk8vlYrE4MzMT8hWey1YC442JXnh6el67do03T9avX08IGThwYIsWLQgh48ePpz3ktUxJSaG3UjGuSfSJwhNz4MCB2KBwUlhaWi5cuHDSpEljx46lFSjpaEybNg0PKikpiY+Px7Y5a9as+fPnE0JcXV2LiorQyZ07d6KSPBV1KDQaTVxcnPor8qsRQsRisd4xhDg6ffp04Q7/8ePHY8eOrVixQiKRSKVSWmNPL1as+CufYv/+/Xl/evbsWWJiIu+8dnJymj9/flRUFCp3UmzatIn+kIqCkyZN4jgOywolb21tbZcuXYoJr1Kp6tblp7hTqVR9+/blVZ7DjGLXeI0aNRITEyHiDh069Phx/S5+arVao9FoNJpLly4Ja8Hu3bv30qW/grmuX79uZJT+6xDWpf7fgEoC/w8ECHxAQMBpAa5duyYkOVqt9saNG7/pA2odC/Hq1SvwuszMTJazFRYWoh6sSCRKTk4ODQ1ljzG6QRg6YGQyWVJS0rZt23r06OHt7e3s7Ozj4zNo0KCff/4Z8iU2dH9/f+FbABcvXsTOC0lCWNicrXtM8e7dO3Rpx44daNCwYUPa2/fv32/btq179+516tShtY7Dw8O1Wi09w1xdXWmh+wEDBiQkJAwfPpyt5hodHY3q2SgW/dtvv6GaNO7DcVy3bt3wTzyiU6dOHMfdvXtXb6V0gL4px3FlZWUgAziNqlSp8v79+3PnzuGYx1do165dbGzssGHDqI7D19cXnFOo1tFoNFRLUlhYCPnj8OHDXzEB9YDW6nRycsrLy9uyZUtkZGRwcLC3t3erVq1mz5596tQpCDH4xFRrg9Hz9/dftWrVp0+f6Fnr6OgIAbdRo0ZUauzWrRvYEYv9+/cbGkBD6NSp08WLFzUaTX5+/qBBgwxNVw8Pj+3btxsRFGQyGWQUiUSSnp6+cOFCthq8qanpt99+SwixtbW9evUqVEt16tThOO7mzZsSiUShUPTv358QYmNjQytvcxwXExODkaS1dl1dXSMiIlq2bElLHOOLt27d+ty5cyjgjJFcuHAhvc+ff/7p61shHJ3C2to6MTERU7RKlSo9e/aksi8LHPzC8VGpVFTmRpdatWoFzlxYWMhK+XSVnTlzZsyYMfSKcQrXtm3bGzdujBo1CvJiZGQkNgQwFnt7+4cPH0JF9ccff7CT4dmzZyjCHBsbm5WVhc+xfPly8LRvvvkG45ydnZ2UlNSvXz9f379S3GH/AdlITEw0PttPnDhBCPH09JRIJHK5HKM0adIkVm8FnDp1ir4UJpJIJAoMDETnCSH9+/cvLi7Oy8ujlZkVCsXs2bO3b9/+448/0oFSq9XKclcIlUpVp04db2/vL4qwffv2ffHiBTpMdRbDhg179eoVmN7IkSNLS0sxSleuXKHd3rdvHxrfuXMHVxYtWoQr69atq1evHiFk9+7d+BO4vYODA66TcrqlF1Kp9O7du9CTsuWyFQpFfHx8kyZNCCH+/v70WJkyZQrvbjVr1pw+ffrmzZt5dzYyo0xMTE6cOFFWVoba8iDnGzZs4BiavX79euz20BG8fv160KBBwkrIpCKx4WHVqlV0DmzY8Jfb/549e+jADhw4kBCyePFijuOEyp3atWt37dqVt2ZHjx6N4apevTpvdkE7tnXrVo7jcnJy5HI5xgoKmoiIiI4dO7q7u0NRjuvp6el9+/YlhMTGxnIc9/TpU0KIm5tbYmIiSCmG0draGvNNr3KEECKXy8PDwwcOHKi3zraZmRl2A47jSktLU1NT9+zZs3///pAQvnsR0KxZM/QZQB9YAowr7MaCg08ikTx8+DA7O5uq49ESxCw3N1fvtoYXPHPmDHqIbRDHN/vEzp07x8fHr1y5EtPSCOrUqWNkVlB4e3uPGDGC7ScFFFX29vZ06eGAyMnJuXDhQnR0dO/evfH6oaF/xfjQDQH7wIoVK0DnlErlyZMn2XmyYMECQsjkyZPx9OXLl9Ox5QkG6enptEvU7CEE23mVSvXu3TucQRBmMPhPnjzBbMQejk1SpVLVqlVr+PDhUGofP34cwuTly5dxoISGhoLZjhkzZteuXYSQkJAQtocFBQUo/26kb1WqVCGEUMMAIcTKygpCEfYcrGsnJyfWUMTDyZMnCSFNmzY11ABITU3FI4TLk+O4kpIS3pw3MTFp2bLld999FxERQU9ziUTC9mTmzJm4jpE8ePAgIcTCwoJKFyKRKCoqKjs7m84WI6MhFovpTmtiYiJUZ8jl8kOHDvGU2nTh16hR44cffoiOju7cuTM1wmGPmjdvXv369XElISHB+ED9F1FJ4CvxDwEIPBjg3wJIn48fP+Y47uPHj7/99tuyZcuwGYWEhJw8efLDhw/z5s3z8/PDLkCV6Js3bzaka/f29lYyzro9evTIyMhgH6rRaFatWoVjctKkSZCE1q1bx+vbo0ePCCFVq1blqQDAhdq3b3/mzBlCCLVvq1SqGjVqCPtDCPHx8aEyNyyN0A3z4ODgsHHjRo7j0tLSxGKxRCLZsWPH9u3bx48fj59///33BQUFL1++ZLn6/Pnzs7OzqXZWr/SJrdbZ2RmvUFRUhCs4fanZpHXr1hA+zMzM7O3tfXx8qP2WEAIjoa2t7ZMnTziOe/bs2cSJE2vUqIFPo1QqmzRpAvuSEb2JceTm5qJLuCd7cFKIxWJWDELPraysAgMDFy5cWFhYWFhYCGFLJBLNnTs3Ly8PX6ekpESj0WzYsAGnV7t27TQaDX301atX6ahGREQsXLhw2rRprM3H2dn522+/bd++PT0smzdvznaefoJ/Zd4yM4uKiiLlVvH09HScbf7+/uwEkEqlZ86coef36tWrOY6DzEHKbUH16tXr1KkTIUQul0PShX6noKCAymFyuXzIkCGjRo0aMWJETEzMmTNnMJiXLl3Kzc2dPn06VcfQ544cOfL+/fsqlUokEt2/f1+r1Xbo0IFOJMhkKSkpFhYW+PS4YaNGjV68eLFv3z4qAP3www/UQo4ZxYqh4Dn0tnSKKgVO9a1ataKmUY7jli9fTozynK+xvcOOdOHCBQx+ixYtmjdvjmkTFhb2/fffE0I8PDyEs/HChQuEEFNTU9Cexo0b63S6jx8/UvKWkJCQmZmJxh8/fsQHIoRUrVpVrVaLRKK3b98an/AajYYODoTFfv36CZtlZmaClkCQlUql8+bNw7v7+/sPHDgQQm2zZs1CQkKETInC0tIyNTUVM4pqHDCM0DvQ++sdajp/0FVbW1uO4+7fvy+XyyUSyf3792fPnk0IqVevXl5eHnpO6fHLly9xBRyAEDJnzhxCiJWVVWlpKcdx+fn5WJjNmzfHCFNQqZH3anPnzoW+j9JjyIW1a9fGJ1u9evUff/zB02zCkkYnFf2ti4vLzZs3hTK9WCyOiYkZO3YsbQ+OUatWra1btxJCvL29OY7T6XSYzzCrKhQKdg/EKcNq5b4IX1/f1NTUrKwsKiibm5tfvXoVN/zll18IIcOGDeMEnnFSqdTExMTU1JSnNZBKpZCSg4KC2Nl17do1kUikVquzs7NxBcycCIz5vGHBaz5//pwuFp7GrXPnzuwdWCJNCJk0aVLPnj2ND0KNGjWEy+HEiRN04RuZ7RSGht3NzW3jxo20D8ePH+c4bvr06WybI0eOcBy3Zs0adjAxeejxJBKJ4uLitFqtVCoVi8WnT58m5VNRL8RiMf0tmllaWn5xK+OZrKmKhAd4tVhbW1PrKyFk8ODBdPQKCgqwO5Hy/ZNVeRBCPDw8Zs+ePXz4cHTs2bNn9LfwqRw5cuSgQYMIIRs2bKAuP3K5nPXBPHz4MK7TzYQ9zX18fBYsWPDu3TuNRnPv3j3WLB8cHCyT/VWSoEaNGjt37sQUMqLLs7e3nzdv3rhx44iBYQ8LC8Pmv2/fPtpD1qqvVCr1knmRSGTouXQDkcvlycnJWVlZhjb5TZs2EULatWs3YcKEgICAqlWrenl5tWrVaunSpdSnhuM4rVYL44dcLufdQaPR6JUYKSQSCRWKRo0aRX+4e/dfVQb79u2LK1D2Ud03NdfjHKRv3b17d1aaxVzC6mZXk1KpFC5ASAukXNVC/8lCLBbDXQjfBUcSNuqJEycaGsn/CCoJfCX+IfjbCTwcb+Lj4/HP9+/fQ5wdNWoUS67evHkjkUhUKhX16sSu4e3tvXLlytu3b7969er333//6aef6A6IZtj61Wp1t27dYmNjlyxZMnr0aCoPfffddxqNZsqUKYSQuXPn8vqm0+mwrVy+fJm9DgckiURy7Ngxwogs6FKdOnVWrVoVGxtLzyR6bkGoIoTk5eVpNJrJkycLDV8ikahHjx7Pnj2bNm2acNcjhJiZmY0fP571MPT29sZWa2FhAad6bLLLli27dOnSggULKE1q0KABx3HFxcUTJkzQeywZEoZq1qyJMxUmMnt7+0GDBtGTUiKRsFKaWCzetm3b/918SE5Oxk2om66Njc2iRYtSU1Pv3r17+PDhESNGGBGMCCFKpRJiokgkWr58OVduCmC12g8fPgQDobrex48f41jCi/z222/p6emYiiEhIStWrICI0759e41Gwyo1qEUXHoM8Ruri4pKQkEAIGTNmzMqVK/U64BGB9KZSqa5cuTJ37lx6QxCnLVu2TJw4kX4jtVrt6OhIxUpD3w6Gejql7969C0GnSpUqr1+/xnWwnbi4OI7jCgoKqKO1WCwODw+HpEJfLSIiIicnh95zw4YNmBs7d+48fPhw165deWI6D6amphMmTOjXr5/ec71BgwYlJSWXLl3asmVLUlLS0aNHoVCg1mM6UHZ2dqxEi8/HzmoqkInF4kOHDr18+ZLa1oSAhyELrVa7ceNGHoFxcXGJjo5+8uQJ3O8BW1tbliKKRCKIuVZWVl8z51m7ilQq/e67706ePAlOS0FVA3Rsk5KS9u/fT83vekFHQyaTdezYEZrHmjVrQi319u3b3Nzce/fu7d69m/W8MHJDDGZUVBR1k7l16xbHcSNHjiSETJ8+PT8/v06dOoSQ0NBQeChQFgGXroSEBIlEAiUOZmyjRo3u3LkTFhYmdKklhDg4OPCuSySScePGUQG0e/fuuD5+/HjsftiQEShUt27dtWvXClni5MmTU1JSZs6cSSehmZlZdnb2p0+f2Nnr4uLyww8/YACnTp0KvoohAk8rKyuD/TY9PZ3jOHYauLi4UB/44uJiNlrNwsICwitVJOFdhg8fTsV0dEMul9eqVYsQEhgY2KdPH0KIUqmMiYnJysqCaN69e/cPHz7A//9rgM63bt2aTq0PHz5AFc76AD99+pTVmkkkkvj4+PT09KysrMePHycmJtKTSyKRhIaGtmrVivqHKxQKfGK6jeCL7NixQ6PR4HVo6Ny6detSU1NHjBjh6empVCqFfgoymWzRokWUHZWWli5ZsgRTAgcBOz30ujkAmPMRERE0don6YNOejxw5UqfToYd0uN6/f8+GzwCYxoQQtVo9bdo0/P/SpUsR3Zabm0sYIYQQEhAQ0KdPn+HDh2NTCgsLwwio1erExERCCI0rEYIXbCUSifT6AmByEkJ8fHzMzMxEIhHdAC0sLF69ekU/LpyP0D3eiLF9dnBwgJc+Gw13/vx5Qoi3tzcMp+fOnaMONUBwcPDIkSOFlgyxWEwlJWtra6rb+vDhAwwDet9I72gIQwwAut1Bwe3g4ACdMuuvZ2FhAQ/tPXv2sL86cOAAvLromLDnKRU5RCKRkTn2zTffLFu2rKSkhLfDJyUlGfqJpaXlypUraUsEHIlEIti0gOvXr8Ozgx0TlUrl7+9P50aPHj2eP39O3wjeUhzHff78GQvZ0tKyqKiI47jCwkI64I6OjomJiYcPH16/fj19R7FYjC4VFhZimVtYWGRmZpLyRYSpK5fL6SZgxE+Wth8zZgyGzs7Ornfv3vv377958yY7k93c3BB9GRUV9TXn5v81Kgl8Jf4h+NsJPNS0jo6OoASgFq1bt+Z5kCLYDFImFbA6d+48ZMgQNzc3c3NzKyur2rVrz5w589mzZ/AlBg4fPtyjRw/h/uLl5bV3716O4/Lz8yHeTZs2jTX9ATNmzCCENG7cmNUmlJaWgodbWFjwAvmio6NzcnJY4Z4FjgSVSvX582dqrYUEOXz48KVLl0ZGRmKzs7S0ZLc2tVrt7+8vr5i02crKijod8WBlZUUNgxzHpaam4tG+vr45OTkgDNhMlUoljVtmQbdmGt2N/wYFBdG3E4lEvr6+s2bNSkxM7NevH8aE3pbneveVYNXAcCrGiLVr127BggWJiYnff//9FyMhAaoVwtnj4ODAPgiRWtbW1nCkB7Xr0qULBOt79+5hlNq3b4/4/PT0dHzrqVOnEkKqVq1KFd5ubm6TJk2C5M1K8DAbRkdHk3IvTUKIi4sLFc3Z3kqlUtbxTCQSYW1izuP/u3TpsnnzZhy0dBVIJBJqP3F0dBw9evTKlSvXrFkzceJEOlC88DxIV9RvmeO4nTt3EkK6deuGf+p0ul27dpkI0o/VqFFj06ZNQu/uVatWEUKcnJwoYzl+/DjV01N36CZNmlAFU9OmTd++fXv37t2zZ8+mpaVh8mCW8vi/TCZj1wL9f1aQgg8hljk+gUgkGjlyJDvIlHcRQuAgGhERwdrQmjVrtnDhwrS0NJ1Ol5mZyfJqnp3K1tb27NmzR48e7dy5M+U5QtlOIpHoledYHDx4UK9/gZub265du9AmLS2NEGJubs6KxT179uQ4rrCwMCkpqUuXLlBIYbggiXp5eZ08eXL9+vVt27ZF9yZOnMiGtfv5+VWvXl0vbRbC2dm5Y8eO6ICrqyvMraQ8cQB8RBs1aoSVAkWVqanpmDFjKEPu0KEDprFIJFq8ePGiRYswqkYEYkJIQEDA/fv3sSoB2NCogg8f1MTE5NChQ3CJ0qvJwkUjz5JKpUePHoXln54XRtrb2dlByYKd/Pjx4zqdDsyBqrqUSiUiFNilNHTo0Ly8PNgtMaNYNS71punfv3/z5n9VULO3t3/16lVZWRndHumisLOzY083Hx8fzPkqVap4e3tjr8AVVhVlYmKycOHCa9euXbhwARwgICCAHn/Pnz/v378/bxjFYnHHjh3v3r374sWLGTNmGIq5aN++PV6tbdu2sF5u2LABjLFnz57Qz3p5eRUXF6P/Uqn0999/x3NTUlIMaSFVKlXv3r1HjhzJkrcZM2YIo8qlUun+/fvHjRsXGBiIDVAkEoGTOzs7Z2RkbNmyBS0bNmxYUlJC/bMIIU2aNPn9999JRZvhmjVr8E/YnIHk5GSMQKtWrTiO2759O6g7Nr2nT5+KxWK8C9tDeqJR7Nq1C3sv70VYizS4PfuV69evz+Pw+CvV4/Dm4dSpU+mGc/36dbrhYHpIpVLohggh8BMJCwvDQ2UyGZxr3r179+jRo3Pnzp08eRLnlEgksrCwKCkpQRCQm5ubXnc53usAMCRwHPf48WNKTYkBemxtbU3FAMKoM9zd3ZOTk2/cuHH69GmevgDkvEqVKthwdu/ePXjwYMIIYLGxsTidLSws4OoYFRVFH033Uor58+fv2LHDkOXA3t7e29ubvn7NmjWRIQJ49eoVJq1YLJ40adKlS5dev3798OHDnTt3UiGQ5pjAYBJC7OzsDh48+Pz5c+oQpxdmZmajR4/G0p46dSoVP5YsWUI7AImFEDJr1ixcwT6pFyKRiDLb0tJSTCG1Wq3VatlYRVL+Tdu2bZuamkqdqqpWrYo0EGwbLIoVK1acO3eO1Y6xiIiIeP/+PZbYsmVf3VJHAAAgAElEQVTLjJyY/3VUEvhK/EPwtxN4rjzuMTw8PDc3F2cDjZYEQA8UCgX8FY2cE4QQqVQ6adIk6tYFE+ubN2/WrVs3ffr08ePHL1q06OrVqzqd7urVqx07dmRNpgqFwtXVtU6dOp6enqGhod9///2JEydgtho2bBiNxOPKCQ8PHTt2jImJYSUbiUQyY8aM2NhY9in169dHvigHB4eTJ09ic6ca04yMDAjchJBatWqtW7eONbaz26Kvr29+fj71vw0KCurdu/eAAQPQE3YAX79+DTWzWq3Gzd3d3RGpaGQk4VYtvI6QAb1/6tKly6NHj2Bzs7S0hGvlv4UePXrQu8kFVaZYUHW7RCIJCAhwd3e3sbFxcXGhsnL16tUROqHRaJDwiRqcATC0vXv3wqpgZ2f38uVLmUwmk8ngvu7k5PT582faHmIBDsvx48dzHMeLdaTA4MC7BF+EEOLi4nLgwAGdTsd6NlIMGzYMnh0dOnRgtUKYyZBdqACBp+fn52dkZAjzSnp4eEyePDkzMxNhipBLqDrj7t27hBBHR0eWh4OPIRkVBUx8sJQuXbr07t27hr6aTqcDSw8JCWnbtm2nTp0w4UEX8To1atSA1eXChQuY8y1btsSagjzBMsn69ev369dv8ODBzZs3x3UjVMrV1TU2NpZOBvYTGILxPaRWrVpY9dWqVUPSL/yE47jU1FRYdWQy2f79+2loPQ+wgOH/69Wrh/wgGRkZV69eTUlJefnyZV5e3vv372fOnMnrZ+fOnWfNmgUjNiFkwoQJOp0ORuCoqKi4uH/VoGa9oA8ePAiyhN2A5zWgVCpZKVkIvWNFvVgpJk6cWFJSAhXMgAEDYPwPDg7myuOf3d3d0Z/3799369ZN721dXV0PHjyIZuB1RvoDgZsG6RBCTE1NS0pKdu3apdeBiK593AGeMvS3mBtsWDidLULHGb0do8DWBA0Ltqxhw4YZipEmTNhIp06dkNSD9du/ceOG3uyhFDVr1qSr9fLly23atOHtjbg5vTh69GhonF+9eoXt2nhYtZubW2pqKu5//Phxlr7y1h39NPAXgGLd19cXQ92uXbvi4mJMfihxcP6+fv0aOTih9Fy1ahXHuFgjNjglJQX9Z2mSXj6PlDeEkBs3brBhdHRRq9Vq4Q/t7Oxu377NlSvlgUaNGlHtGCHEx8cHJlCeFwYhpH379jgmANogIiIC44ahwELDI9Dmu+++w1Kyt7envYLiBsEjyKRDERAQYOhj6c2XSRiljyG0bNkSu3RycjJ6xTLeBQsWIGJCoVA8efIETtFnz56FtggfRW/GweHDh3McV1JSAoa2a9cuqjzltUSABv0nvOFyc3MpncNTrKystm3bRh+HuUc3WBrOjdNcJpNNnjz54MGDBQUF+BX9CWwSmIE2NjZQwSPfHk/7L4zhsrW1ZT3sAEdHx02bNmGyCc3Oa9aswTjs378fqmFLS8t79+7hIhYg3uL8+fO8o3P37t24IVgrnFZoABFvl6NxhZjqdL0PGDBAJpNJpVKaC6NPnz70Efn5+TiIRSLRzz//zJWL3Pb29lu2bOnTpw9GGzdnM+BiaQB//PGHcI+Cyx7HcU+ePMGVIUOGUNcGCrCM0NDQDRs2dOvWzd3d3dzc3Nzc3M7Ojh5YHMd9/vwZaqz79+8bkjT+I6gk8JX4h+BvJ/AlJSUvXrzAvo9DBfGEQGZmJgKxCCFJSUn/h73vjKrq6tpd+3QOvSMgXRCwgaiADRRLUERUxC6WKBKVBH2Nwa6xC9g1do2xa4zdYO8ajS0WsKOiYkFRqnD2/fEM5ljZ54De+31v7hgZzh8OPGz2WXvtteaa5ZnPJBonOgiNjIzatm07YsSIb775pn79+mRtUPbMy8uLT55DysrKvv32Wz4jpx8aJ2nYsCFMipCQkGPHjpEhJamU44XuvHz58ry8PJi89evX580slUoVEBAQHR2N/1LJqCiKiBYzxho1agSfJysra+XKlTgJEhIS7t69i7Nk/PjxxG8PCn34Qi1btqS7FRQUSHLsdnZ233zzDZXAkd0TGRlJOUb81sjIqHfv3suXL//ll18kYN20tLRff/31+++/79Onz7Bhw+bOnQsQqSiKOp2uU6dOrJJq3qqFz3KgVNVgaoJnTCUTCgI0L00g8p/A2U6ePJm/Ehj15ORkZCzHjRs3f/58xlhERAQyEiCIItHpdGQvLl++XBTFN2/eIEGRkpICI2b8+PGUBgGIlzIG48aNw314N4wxZmVlhSMcptXRo0dLSkoIMi0Re3t7sCRAeO9dLpc7OTmRRWJsbIxgTc+ePWUymUqlAipv+/btjLGYmBj+0cDeJ4n75OTk4Fb8ctKXe/fuGXQ/BEH46quvaKs2btx45cqVoOF9/PgxigIWLlz44cMHOP+0Abt06cLf/8WLF/w7/aSQmRsXFwfX95PX9+nTB6hCU1NTKreuVq3ay5cvETQEJBgpSp1OBwZyaBu5XI5nrF279rhx48jSxeNAs5mZmRkk6GIV65nemlKpbNas2dy5cxcsWAC1M23aNMBDMjIy3r9/T1cGBARgfkpLS7Es09PTeUiOn59fRERErVq1eHva1NQ0NjaWx4k0a9YMDoPE5wkKCsICNjU1pV+tX79+7NixmA2a54SEBPBm+fj40FsrLS2FMSqXy11cXOBa16lT59ChQ3v37j179uyLFy9oTmrUqMH3H+FrLCWZXltbW6LoEwSB9FXfvn15twc/b9u2DY6ZpaUloUYHDRqEexKtYxUik8kcHR2dnJxgSfv6+vJeevfu3UVR5Am6yPWtXbs2rYR27dpRVsrgKWNkZDRmzJh9+/bxgQNJhXP16tWnTZtGvJunTp2SyWSINmIFKhQKOvX8/PxWrFjx4MGDgoKCq1evGqxV0Zfw8PDly5djhHgFarX6+fPnU6ZMkbiOmA28WXoi5LevXbvGKpxeX19fOnzh02LLQBEVFRXReX306FECcKEwDUuOGPs9PDxw8bRp03Q6HVTloUOHeGacyvxbkubNm798+RKeNqtw+DGB+MTd3Z2OudDQUIIL4b/82cQYA7w8MDAQDwjGHNwTqw6J3E2bNgFkrlKp5s+ff/jwYVYRaRoyZEh5eTlqrCA2Njbv3r0zSCfm7e0t6V+g73waFExRx44dCQnVu3dvgrTUqlXrzZs3UDUgPweNhbW19fHjx3lgv6OjY3h4eHh4OG1JpVIJGNfMmTPp2Z2dnfnyisqG9Pz5c7Jz5HI53h0fAMKv+GjOsmXLDN7NxMSE9jLmhOqtGBe5LisrQ2C0Y8eO+lPHR34pxte+ffsq6vW8vb2x+EFGAyksLERpPWAmiAfVqFED5mKdOnX0qXN37NghCIKpqemGDRsQ6cjOzv7xxx8Nkj4OHDjw+fPnr169QmbezMwMoQHgIrt164Yh8Va0KIrZ2dkEKyC9VKdOnV69emGW8Pg8d4lYwXiHyQwLC5NQ/MrlcsqIEGHh/v37JfQljLHJkydXQaXBKlp74FSVZBH+G/LFgf8i/xL5/+LA37t3b8SIET4+PtA11tbWYWFhpIJNTExiY2P79OlD7O5qtXrlypWiKFIfINIgEtD706dP9VleCThEAoy9RqMZNWoUogbQlT4+Pi1atMCXdurUKSUlBd6jpaUlqT8bG5vQ0NCgoKCqC31tbGy2bt26efNm+G/Ozs4ggq5MYmNj3759e/To0X79+iFdg8mh40cURbhJ4Ik5d+6cIAjGxsaENbCystq0aRNSYdbW1jk5OfPnzyfr3MjIiDxhlAzACPPx8cEPrVu3Li0t5YuEbWxs+MK506dP8wP29PTk+Vckkp2dDR7jKq4xKFSLyyra17EKrmxXV1eDOT0jI6PZs2cTUBmuL70d0ICDtt3U1JQP7iJs36NHDwQ4tmzZginas2cPEimStoIiFx0A77QoijDjDhw4gJucPHly3759kkZK+K9KpTpy5Aj/jHic0NBQNLJiFYBMCKgZGBeGNzU15c9XqkPGBSBbKi8vP336NBUGM8YiIyORigePEerxeE4jURTBtMcbIqIoFhUV4Q5oRUby9u3b9evXDxw4sF27dk2aNIExBOvN3d0dXXzUarXB7JlarR4xYsT79+937drFGLO3t+fLFPWTACTUYqcKzipBEMiDHTZsWHl5uaSYZdCgQRJE4vDhw8HZW15eDmU4cuRI+u2MGTNA/g/ttG/fPgyGqBZtbGzg6gwdOrS8vBz03UqlkkA0lpaWfDVKZSPXFycnp6lTp6L5EPInN2/e3L9/P08BgCQPUJc1a9akly6TyTDU8vJybAe+PxbiVpjGzyEA+5xrsHFQ937lypW5c+cipqDRaHbu3CmK4rp16/RL2ennqmH8lQ2A90sN2tl8gwNra+sq/FhfX98qQBlyuRxYm5SUlHfv3lHTJo1Gs3jxYrwRCwsLHh3apEmTN2/eLFu2DJYrD6F3dnYm59zHxycmJgY/t2zZ8ty5c/z3qtVqPz8/nmDM2dn5/Pnzr1+/hgOGkUCfOzg4IE5XGdpCEAS+UR9jTKFQBAQEYPJ5z4fO4gEDBmDBl5aWSngEJKpYo9Egv40IMlQ3JehEUSwrK6NNkZKSggovOlXJ916zZs3Hjx/pv3Z2drSjsdGsrKx++eUXHGoGjwNBEKytrSVxn+HDh2NIdevWpfau7dq1Gzx4sEEoR4sWLZBQNTiTjDEjIyMgCBo3bkzPiJQvuX+CIBgZGUG9oLiXMebr60sl2SNGjCCsDaRZs2aHDh0CCx1tik9uQMyDiYkJXRkQEKDfrZAx5uTkNG/evIULF+JKrVZ7/fp1xNFUKhWIBsrLy6FJ5HI5jaF79+65ubmrVq2CvcR3sggNDY2Li6ssekJ5AsnnlAk3MzOjN3L48OGhQ4dKSA14Rlj84ObmRrU55O3L5XJ9mECLFi14MpEq4rmw/SQjz83NBVUkYwyoGf5xqIrHxcUlPT39ypUr+JbCwkLk8FNTU3HNvn37CgoKoB8aNWq0a9euK1eu8Dwy8PmhxGbMmCFWkEORykLyhs9A0IbCsQUtYWdnhwNLEITx48fz5nF+fn7VTBnNmjWTdLlDk0h63oCAAEngIzY2VqfTPX78GKFeQRBwmktehJmZGeW0hg4dumDBgpEjR9atW5dWhZmZGcBoSqXyv91DTvziwH+Rf438ww58eXn5+PHjeUOW/1m/tlmhUHh5ecXFxU2aNOnEiRMlJSV03AqCoNFoDHbzRvoXAlMpJSWF9Dj4pUxNTbdt24azFg7zhAkTkC7IyMiAntqyZcubN2+gJUFeJWmMXL9+/dTUVL4+E9/o6upav359Om8CAgIo2EyyfPnys2fPbtmyhVI6lQHnwsPDs7KyiouLzc3NBUEgXDrOG5wKFLbw8vLSZ/OSCEDR+PNu3brhyrS0NKS2aBgymYxvSCaKIj0R5iEhIcHgW75w4cKYMWOQ5WvatGlaWtpnYumvXbsmGTYSzgUFBTk5OZJmpxJp0qQJjh8kzylN5+zsjEUCre3q6koHLSL6X3/9NSwYmF/IQsP+o4ru/Pz8e/fuPX/+HCh3XOzt7e3i4gIbdOrUqUjsNGrUyKA3ghmTyWT6oWhra2tK4vHd13U6He0I3JMPTvO+HGPM19eXL/EQRXHt2rWUIkaJsqWlZX5+PlJhjo6OgwYNmjZtGiwJINn27NmzYcOG1NTUtLS0LVu2oByUVXRlx/6dPXu2QQ4CLGNfX1903IXHwpue2Bf4pE6dOmfOnCHzHWaKh4cH7oxm1PpCQBIJq5O+aDSaFStWwKqQCO8OGRkZ8VYU7GY8SGRkpH69n4+PD9CYZI5DUbRo0QLAHCD5QeFBkTXGbUYzM7PJkyffu3ePR1jg5mSrBQUFYakrFArQUOHtLFiwgCaK/rZOnTpYvfy66t279+nTp8+dO0fJtOvXr586dQrKlhJTBltmoO5asoZNTEz4jUk/Ozo66hchk9SqVev8+fMlJSXoQs84a95g9LNp06YAp0CD8Z0LJH9O60ri2xBSXfIzmplXIfqxFaoK5vHYAwYMyMvLKy4u5vmreXFwcFi4cCGWUK1atY4fP379+nXJLoZAQX3//feiKJ45cwa4D3K6MMM1atQ4e/Ysyltq1aoF+1utViO/Xa9ePSh/2NnYcVFRUaWlpWvXru3QoUP16tW1Wi3ffwvrAULuB0G7ebMb4Yyff/756dOnS5Ys6dmz5yfzvQ0aNCgpKQHsFo/MazNRFEtKSiiQIZPJeMwFZNGiRbiSyo4YY23btq2sbpYXQm188803UJ4nT56kY3HQoEHPnj2Dt0wlaUCAU+UtY6x3797AjUdFRYkVPTgZY05OTr/++is2Go0Zd+NbdgMBwZe8xcXFEWRv+/btBksz9E9qij7o98OrQr755hvUKQDc5OHhceDAAQluTrKvW7RoQXpj2bJl9CBg2OW/kf9DtVrt4OAQGBioT5JC4u3tHRISItnm+pEIjUZDc1KtWjX9NWYweGFqanr58uXz58/jBKFxYibpT8LCwnhm+PXr11dhFDFDTUmHDRsGwJpCoUAEuWr+nYCAgIyMDFEU9+zZwxhD9BAWyP3792NjYyWdksPDwzdt2nTgwAHCevTt21en0927dw/RHwzG29sbVqsEm5aTk2NsbCwIAk46vA6cv0IFHczAgQPT0tJSU1P79esHjcorRoi3t/eKFSv0kaqUMKviRQcGBpLewPTa2dnxYSneYq9i6nABihH+2/LFgf8i/xL5Jx14nU5HHSwGDBhw9uxZZE2fPn36008/kVXq5OQ0ZcoUgzZ6jRo1oAVwMHh5eRn8ojdv3pCibN68Oc4eLy+vadOm7du3D6FiPz8/3rKRsHzBtXN3dy8tLaWyT1gGjx49On369IULF168eIGLkZyhJkO8VK9evWnTpvqWKOOyE1S+hcEAHD5p0iTAuTFIS0tL0Ps1bNiQBokELNzOAwcOrFy5Ut8+UKvVAwcOPH/+/Pbt2/nog8EqNcaYnZ0dTg58iFprCN/KfteuXai5kvTn++uvv5CRlohCofj666+pR1FlwvONQ4yNjVevXp2fnw8TnKc6I7GwsEDo2s/Pr6ioCA4qIsFYJxcvXhRFsbCwEO9RpVIlJiaePHkSZmJiYiJlnOrXr4+ECc6krKys8ePH8+DnyiwAQRDoDFYqlbGxsVSkULXQNfDNeMCFKIogwGMVsfnZs2fj87KyMj5sJJfLqRExL8i18jNm0B6CGWRtba1PW4Uf+vbtK4picXExuZ1hYWELFixA/MvPz4+myNPTk6ob7O3tO3fuTGjtymbD09MTL2vRokUwoXbv3m1wU1dmPFWdoYKFijvraxWNRgMnx8HBAb4rXjE/WuqJjVk6duwYDGW6G9rUnTt3DgboyZMnRVHMzc2lJDN5zgQe5vO9Tk5OQAqQG+ni4oK4IW7IJ6uBQ1Gr1f369dOfEINeVmJiIsKX1Dja19e3vLz86dOnPOQeEyWZIv3+W7w2y8jI+PDhA1Exubm5VatWrVatWt27d9+6dWtZWVl5eTl8XRMTk9mzZ9+7d2/w4MGV5dtjY2OzsrJo/XTq1KlqULRkRQFGTv+1s7M7ceIEMbrx11erVm3o0KFVoDo9PT1LS0vJDJV0EW/YsCHqaUl8fHzi4uLWrl0LgMy9e/foKby9vWmSCSZAzGTTp0/H8j569CgPIti4cSMR/kH1OTo6jh49mmJeAQEBT58+xesuLCyk6I/kIEMDeT8/P7wjzLxQQXi2adMmg61YNRoNrm/dunXVPo9E4DJR1vTAgQOSXYyAVN26dfUXKh+dJM8B28TPzy88PLwKdcqXWDdt2hRs26IoXrhwAR/KZLI///wzMzNTpVKRukCFVElJCbG1t2nT5sGDB3K5XKPRPHz4kAIH5ubmON/t7OwkpOsUdBA5YkV+wzo4OLRu3ToqKoo0tkqlos7z+ISWoiAIBqvNDUqfPn3WrFkj+TAmJiY3NxcRwDZt2oiiyOczKhP9HhzUR4OPiFX255+/SCrjPiTx8/OjFzR8+PDHjx/zv7W2tgbNnlqt/mREie9+d/bsWX5/UWh7zZo1I0eO5B9NEvLARraysiLvl/8tdYEZMGAArAhBECZNmvThwwdSzh07dly2bBl9exVsFFqtFsmG9PR0xlESBgcHP3nyRCaTaTQaasYJQewJmD5sFmjspUuXGkx4NG7cGBAe2Io//PCDPsyQhPpiYthVE8dAvL29qQatagFciP8EFUn/gHxx4L/Iv0T+SQce7oSFhcXRo0f1f1tYWNi5c2fsZOhEBweHxMTEhQsX/vTTTyNHjpRkv9nf212SFBQUEFSPMTZu3Ljjx48bzMWRqFSqVatW8Zxe5eXlOLzhF92+fVuhUKhUKoMuKLLrsHji4uIMRtmhtXnnNjY2Fn9+8+ZNglizCv6SAwcOPHjwgDHm4uICPBtODgLxiqKIwxvXA3ZVXl4ONhocge7u7jxi3CDbvERgWPTt2xeDob7x4t95++bNmwdDv27dukOHDt25c2dRUdH+/fth6dra2n733XewGzp37tyjRw8YjjVr1qwiFf/q1SuFQqFWqymnR/YT7BtbW9vKColJ3NzcEDKHRQs0KfW0Ky4uHjp0aGXWhr+/P9WnIRXG9//z8PCQWAwTJ058+PAhHFT+KAI6fdOmTezz4MeMMa1Wi6SuxJDi+WDkcvmcOXMyMzPfvXuHd0FfCmYaiVy5csWgdU6CJg68WWNsbBwdHT1ixIjvvvuudevWZKxYWFiUlJTAVrCxsYFdDuPYysrqzZs3ZWVlBhGbEvnqq6+obpBVZPzGjx8PmwMmskwmI7BMTk7OokWLevXq1bp1a6xzfaS0IAht2rSpzOpF8QUuUygU58+fr5rznESr1VLfr3PnzhUWFhK0HncICwsjuCB2B1bpsGHD+O3J/s5p7OPj4+fnRzacra0tIRfw5/rpEYNiZWW1b9++0tLS06dPk6FGCxtlPvzbr1279r1792hIZCoRRR8vklZ8lNci8g66ID4+vnXr1uSQBwQESDoUgKPB2tqaYC+iKL5580bSOY9xEG5/f/9P1hpQFpqXdu3awYamTNr58+fpLEASCcnJmjVrAm0h4ZwnwUvcuXOnfkhLf0fXqVNHf/cVFBRMnTpVQmctCEJYWFiXLl3oG1E+5uPjIxnD/fv3CwoKJkyYoG804+lGjhz58eNHrGqKjDM9mg8El8EdRXdARABM4Dqd7o8//pgzZw6VtWNVUwBCqVSidlofCz137tw//vgD3i9Ny9SpU+mY451baHj9VtsUHOFVH5QnY8zIyAivjOaffYY4ODisX7++tLQU7G7Yblqtdt++faDUwVMMGTIkKysLWXpbW1ucO/7+/gjkYQZq1KhBESuVSnXs2LGrV68OHDiQ5kEmk9WoUSMkJETf8Rs7dqzEaLG0tExMTHz27Fl+fj5l152dnStrb6lUKj09PQ0qBFtb2wkTJmDXWFpaUhANifRnz55BJaI5wtSpU2mT8vsXXwFOQYlg6giHAgkPD1+/fv3NmzcxjeCox6/onhs3buSh2mq1Wn95S8TCwoLnMoAASyKKIh+mFARh1qxZpO21Wm1oaKjk6BEEAWuGWFd1Oh0wbhScJRoaRNBw9NC36xO/Gxx/nTp1EF8wNjYWRfHq1auNGzeWwAEYZ8b4+PiEhIToh0RZRdSA2r8j0kq6y8XFRaxwO9u0acOnyleuXElX8tAD/PbatWvp6enfffddcnLyvHnzeG58BGjc3d1fvXql//YhxMVgbGwMQg2D6RmDsySJiUD9Ojs768fQASLAD/oogP+GfHHgv8i/RP4xB/7Jkyfo4QyIES8FBQVpaWnBwcG8dR4cHHz37l3+srKyMuorC2natCmqQCE6nS4jIwPVR3ToIptXVla2efNmAqsrFAoQePDna1RUFE85jt4b1H8FZs2mTZv0Hw3petx82bJlZWVlR44cmThx4sCBA4cOHTp79myQLfv7+/MxUVKyUL6SZN3GjRsvXrzIGAsICCDoF5E8Q0B+g+Ar6IL++usvsPHt2rWL2u2OGDHi9OnT165dk/ifjo6OXbt2jYiIoPA/mSBIYkOroog9Jyen6sCqvb097t+nTx8ksVEziVrxO3fuIFsrYUnhBUXRERER1HOFVVk2TDN28uTJEydOUJGCtbU1sfXgS+fNm3fq1KmtW7f+9ttvly9fvnHjxn/+8x+DIF5nZ+d58+aVlJQQGX7r1q2PHz9eVlZGnIXUV08ul8MOqF69OuU2MezY2Fjcn+pRvb29yWLDYda+fXu+KJc48GhC8vLyPhmwYBXs6BI5c+YMTH9sBLLe6tev3759e7JjeNtIJpMRPbhOp0NFAF0Am8bExAR9v8WKEn3A3e/cuSN5U99+++2vv/66bNkyfs8aGRkdPnxYFMXTp0+j4I0xNmfOHPghmDok4oqKikaOHFlZjoUyXbxImtxAeD4klUolyX7I5XKsInNzc8n4KZ3CKlqdi6KIPs+4oGHDhoCgOzg4oECRMdarVy8qZCBbh1/PECoIBHxGXwRBcHd354fEtzImzjkgMiRNDbp16wYvGp/Hx8dDFdjb21OjY/A+6nQ6nsgNm6Vx48ZVs3tULXzDKuoqwocdIeSxmJmZQX86OzvHx8fr+6sGfTZsFhqnwBEB4kP8lYODA+i1WIU9jZ7b1tbWwJIsWLCAOJ9wGf7r5uaWmJiIW30ynsKTSkqkrKzs7Nmz+iXlZ86ckTCHm5qa0qo2MTGhGFZBQQG2XlBQ0KRJk3bu3Ak6DwcHh/LycuzuJ0+enDp1Cn/Lk1PevXsXE3Xu3DlaoowxRG0k3J8I71pbW+P+mC4zM7OsrCxapfiwf//+ODLQ710yG4IgECtbSEgI3X/v3r08nkK/8gLVBKIoPnnyBDNGO6jqXKuNjQ0CMTjW6XMEsOzt7RHUhkhYWjH+6tWrX7lyJSsri5Lk9LXSw/4AACAASURBVNIpBKPRaIYNG1bZhuVFrVYnJyfTMZeZmXngwIFdu3ZdvHiRlMOCBQsYY6ampp+TbwcioIoLcN5RywYsnjlz5jAuT5CZmTlgwAB9MKCLiwt1wBFFMTs7e8aMGQhh8MFEpVK5du1aXIOaDrVafeLEicuXL9MFjLFq1aoVFRWRR21nZwdjAA1NPl+wvPF1ULOSsLuJiYlBT5gXUjsYMM+2mJ2djUdTq9Vnz579+PEj77R/Tp/aGjVqlJSUoBmti4tLSEjIZ0aXGGMajaZ58+ZxcXEBAQG8eoGjLlbYTuA8gkq8efPmkydPsHo7dOhAmSTQNPDETyYmJlX0iyH5+PEjXlNgYKAkq08bFjOGmY+Ojv7w4QOUA2MsODj4+PHj8fHx+ukQMzMziZ8PO6dr165Y/7t37yY937lzZ51Ot3PnTvwXTUn/2/LFgf8i/xL5xxx4VIfGxcVJPj906BAfYufVmVarnTt3Ln8xVSAzTqH7+vpGRUV99dVXdB8fHx+ivELKt7S0FGcSYgQ7duyAu4vzPi4uDiqmYcOGRPuBbBXAw2IF5/yUKVP0H+3FixdUrYRMuETgw4BchLzlTp06iaIIzl4LC4stW7bwkM4mTZogZ0I+nkKhEASBD2ogxb148WKccDNnzoTTlZSUJIri27dvJXW8kkkGvk7kgLVKpZJS6KwC7ZaZmXnjxo0qPI0GDRqQw+zv7w8M2Pv373EK3r9/Py8v77fffpszZw7MMgkjGglyYoMGDcIYPrM9NWPs+++/R+ac2iZTb2SkxyVpW0dHR1oqWq22Xbt2AwYM4M/s2rVr408EQQAF1507d6irloWFhcRsHTVqFAplYZXSQV6vXj3MpKur64ABA2gYOJhRqCxxKZs2bbp9+/ajR482b95cYhBotdoaNWq4urqamZnhr/r27YsTXdJ2MTc3Fw9uEGMpEXwLMmNubm5FRUVPnjwB7NnY2Pjy5cs8eRVPy4/I0a+//vry5UsyfAkhOW3aNLpSUg2elJR0//59sjmWL1/OP+mJEydevXqFHI5MJuvUqdPKlSuBOJC0iKu6MxYa/Fb97BYWFmfOnKksSuLm5ga3h485HjlyxGBQycHBAY0JIKWlpQqFgkfWwARH/AgkmhA/Pz/8au3atfqgbnoE+lJ/f//Xr1/PnDkTjEobNmzga3A8PT3JtoN+2L59+/v371u1asU4Rwi9365cucJ/V0xMDJQM/vuZUAW5XN65c+cxY8aQb5CcnAwlAAJ/NAmTCHHCOzo68nCnoqKikydPbty4kbJPlRX7UCW8frjB3t6esl54cEhkZOTt27cxS4C1X7lyBZqtMm1TBQc1iaTSu6CgAEQJkLKyMuK+4nP1ZWVl0IeTJ0++ceNGcXEx+ZbNmzc/c+bMwYMHL168+ODBAzwgNUsXRRFZrKtXr2IPLl26lPajXC4/ceLExIkTK9PYLVq0QFp15syZ/LBxSGm12rKyMr5x49q1a/GH+BCoNwr14hVoNJpBgwaR80wFAqyiOdb27duph1/z5s3pnSKOg//a2toWFRVdunQJT9eqVauysrLVq1cb9NP4naJUKslj7N+/v4TJ/5Ovz8nJafPmzajmKygoSExMlESRQA5HY6ZNRCE2QRCcnJzwXSkpKbm5ue/fvz948ODq1avXrl179OhRfj2IolhSUoK4wK5duz5+/Hj48OEZM2bw78vGxgYcZniEPXv2oK5NwsLIL1pra+s9e/YAbYQ4bHZ2NmPM0tKS/+ry8vKcnJzr168j3o0VCKKZwsLClJSUyiIFUVFRFH3AOfvjjz/qdDqECUhq166NbLaHhwf24IoVK/BXfAipMiHsjCAI6Gu4f//+zyTbNyhxcXH5+fnEXUfhdVEUCbRiYmKybt26jx8/jh8/vrIF4+XlFRkZSfzq5ubmR44cWbVqlUGADA4USbk7NIm9vT1RFC1evFgUxXv37hFfDxVIIvaKcxOxRVAtnD9/HmrW2tp69OjRGRkZsEtp8aBvcRVJdV5ycnLwRCYmJv/5z3/OnDnz/Pnz7OzsnTt3ErOmIAhbt25F6M3T03PVqlUYj1wuP3bsWGWwO/yt5DizsLCwsrKSnMugZBZFEYAXg2im/3X54sB/kX+J/GMOPBIOe/fu5T/ctm0b/PCQkJCdO3ci6S0hzCBGq5cvX/K+hImJyYABAySnu5ub28yZM69cuUIBfsRxwUbj5OQEuzAyMrIKzO0333zz/PnzFStWMC5ngix6Zc4n1Sq3aNFC/7eALEIJpqWlwfFAizWkcAcPHiyKIp/r4MXZ2XnNmjUw+tFWVxTFe/fuoYHZL7/8MnjwYJizcJ9u3rz58OHDyvqQYYYBfkOW4MiRI4wx4CMkU8E4ljsIvkgul8MEhy6GzYQ/h+eG9GyDBg26du2qbxw3btx46tSpP//88/nz5ynQjnJN3rfRarWDBg1CYkqr1aI+3+ATWVlZHTx4EMaEPrZWEIRatWpFR0e3aNGCz/x06NCBaOqoRo6MJHARGRsbb9u2jR9VZWJhYcGHovRFJpNJLDAzM7O2bdt+ftEj+3tzKWKcplUKgQnVsmXLsrIyAqMyxiIjI6dMmRIdHd24cePQ0FC6j7GxcWJiIhAW9erVw3u3srJC/Uh5eTmlEMeOHUtVBqj5nz59Oi3aiIgIOtFdXFyoEnXJkiU0BvpSrFXJC+3du/fHjx9hIHp6ev7555+4A+Jc+m+fqpR5wmSJSP6K/69CoSguLv748eMvv/wSFRUluTI6OhrqERwKJGAJ4jtZ7tixQ9IOA9BKLDbgC1gF2F4URQp4jR49ury8HKbtxYsXAfOZOHGifmxCJpN5enpSv7oFCxZgi5mamhJplrGxMQ+ShIW6YcMGURTfvn0LVQmXo3bt2mIFUJl81P79+5PfGxkZiTJvvmu6wYnVaDQnTpwQRRFdsjHCqVOniqIInK0kCMsvUdzk+vXreBbqs0h/y88zQLCfac3zCGf68Oeff0YLhqioKFiumZmZkjITvgcS/7cRERGIqMKddnJyIsiPu7u7Tqf79ddfY2JiKA7o4ODQt2/f06dPv337llVMMrxrekbsC1tb27t37759+9ZgsTHGIDlWAIzfu3fvxo0bGWMeHh6FhYWFhYUSd6JatWpYeDyP1OrVq4HSklQzUUjl1KlTGADWFb8UHRwcPnz4QN28KMQD5g5A+vGJWq0mJ79JkyZ4/MqiIaRAQKTPGAsODib6MbiyjRo1at++Pc6Ctm3bKipEqOjxoT91EAsLi06dOuEr+Cvr1as3dOhQsh9kMpmVlRVNlLGxcd++ffmWgbxYWVmtW7dOFMW8vLzRo0fzNdv37t3TJ/wzNTUdOnQokeagbUTdunX5+c/MzKT5Wbx4MV8WgWgmgqT6D+ju7j5hwgSE7WbMmMEqzAlRFGFK7dy5c/78+VOnTl22bBlp1D///FMQBI1GQ4FUgmXZ2NjQRPHRsbZt25aUlLx48QLrp1mzZvoq18LCAuQ4V69eReiH8gQ8gSIEugiWob+/P84OhUKB07Zjx47ETg+RzKqVlZW/vz+ekQ+qUiQRR0y9evUkkHgs1+zsbP7k9ff3Hz16tL7VJAjCiBEjtmzZ8s0330giyLxgwfD1RPqXdezYsaSkpKCg4IcffkCQYvPmzaIovn//Hn+lVCqfP38uiiKo73HCOjo64sHRien+/ft8UNKgKBSKjh078ujUyuTNmzddu3Y1aFbhSwGIy8rK4tlSJALLNjo6+ujRo3PmzCEDvupyMLwmAumgv49MJvu/7Vv0/yBfHPgv8i+Rf8yBh3tAfSNFUbxx4wY0bEpKCjI2iO2Bz4n3zJ2cnNzd3fUzQtWrVwcybdeuXfv27bt161Z5efmaNWsIqofapLy8PJxDJ06c4NmDq6DHtLCwwJWTJk3CaEFOK2kMTlJcXEzweOQcSAjoyBhr165dbm4uTCJTU9MuXbpgWuLj49FWB4Yswfbs7Ox+//13RL5h7eFsLi0tRYrDoNPC253U5Ja8CAgytJS5hedQu3btT3YMnjdvHqYCanrq1Klk4sfGxsKPSk1NRbEozgClUlmtWjUTExOD2rxatWqzZ88uKio6evQo4/iiMezWrVsjPk01nJUdCYIg4OAnMrlPYl9tbW2PHDkybdq0jh07Nm7cuH79+vwaa9asGZ86pns6OzsTm3plsm/fvoyMDBT64p4ECmB/p9FmXHjeoMjl8i5durRp04Z/13zPJ/xAxR3FxcXo2gIcHXqrMsZkMhlfhyyKItiA9EUmk3Xr1o237/lu81qttm3btgMGDJBEK4yNjZ8/f45HxsC++uorEOTAdCNrycvLiw/SEXrFwcGhsLAQtXlOTk58BwRqM8s4m9Le3r6kpGTRokV8JKKyaaSJYn/fIPB4S0pK4BSxv+8pvCkJQSBPTEDs/RKFkJOTw48HWw8xu6dPn9Iy69Onj1gR4Lt8+TLCi/v27aOuPEjmVK9eHR0WDh48qE8FQqJUKk+dOkVjgDIZNWoU/hDPBQ/Tzs5Op9MB80KKi6cO9vX1hbMEZSUJLGq12qdPnxJHt7W19f379//66y9WQYUok8mWL18OTa4/OaIo/v7773S3Zs2awSfk2wfCkuZLpsGpzqqEBrhX0kGNHEiEolauXInc76pVqyReQWVKw9/fn+gYa9aseevWLZ5FkqdJ12q1/Hbu0aMH/18zMzNKOpWXlwOMY2RkpI9EVavV5JbIZLIpU6ZQyxVaJ+Xl5TCsY2NjS0tLUSBQtWDxJycn86/j48ePFNmswlLv379/dnY2FpK9vT2GB0JEURR1Oh3/FK6urpWtVRMTk8oKsgRBaNu2LcX+xArLISsr6+7duxqNRiaTQS0PHTpUpVIJgnD58mXepTEyMpL0heFvjkoBLKHo6OhDhw5Nnjw5ICCAiB78/PzGjBkDZ7usrGz9+vWSobq4uEyfPv3w4cPHjh1bvHgx33ts4sSJtESbNm0aHx/fp0+f+vXrE8QA4RtsHEnPTrGCugx/Hh8ff/78eaLhoPHzP6jV6oMHD/J3QLeR1q1bi6KYn59v0Dzw9vbGYQFOkxo1aqSnp0sqGpAboK8bO3Ys4CFff/01tVXDMAzCkaDWoAMpaonYmb7w29nS0vLgwYM5OTlESEm/5XV7XFwcBgxtph8Bx45LSEjASiCDCoufaEpOnz4NW/Ez0UZVSKNGjeB5PnjwgOAnyCrTNPLlRaihsLCwyMnJ4c0MjO3FixeoTwEaBaEcQRBGjx6NpMvp06eTk5Ml3RnCw8OHDh0aERFB6o6a3VYtFy5cSEpKqlevnr29ffXq1Zs3bz5jxowxY8YwrrClvLx83bp1rVq14hWmIAiJiYlgHWrUqNHPP/8s6fdBExsRETFhwoSZM2empaWNHj2aKuEFQQARMlnmv//+++eM+X8iXxz4L/IvkX/MgYel+/LlS/oEIX8y2kpLS1EWC0T3vHnzZs6cyRPDqNXqyMhIwHL4tICXl1e/fv3+85//9OzZk5wKHF0o8/v5558ZYy1btty7dy+1PzXIZ046hX4Gv7ROpwNMHfzSBoWIPRljLi4uvXv3Tk5O7tGjB2Uvw8LC8vPzCeYtERTOoVqP0pgRERHU5grJljZt2qxbt44UtyAIQUFBSUlJXbp0+cwSLP6sIjbBJ0+eYOokqCcXFxfefAHytqioiNCSqampL168wOHaq1cvaEYIn5yvTGhyAgIC7t27hz55+GTZsmWwmOm59G1r/GrkyJFEAMb0iuW+//776OhoLy8vS0vLGjVqIEIxa9asT4axPyk4q3hoZWxsLAw4pVLp5uaGNVN19r5WrVp0h6ioKLwFfALbKDU19dKlS/BaPT09EdjCBX5+frNmzaJU9sKFC3U6HeIggYGBWLdk3Pzwww+SFYt9oVKpzp07N2fOHKw9lUrVqVOnpKSk5cuXU8qI+iE3bdpUssxMTU2R3/j6669v3rypj0Fwd3eHHf/LL79UltECbbVCoTh+/Dj8RnJyIEVFRfRaMQC8xzVr1pSWlqakpFRBg6xQKG7fvk1VnYwj6GKMnThx4ubNmzC5qoj4xMbG0k58+fIlxmBmZob0oL29/cqVK5E8gZSVlZHbRhEHeNejRo3Cf1GU8csvv4DF59WrV5ioQ4cOCYLAe33Dhw+nO5eUlGzcuLF79+7169en2aavUKvV5H6cPHmSMebk5JSUlETpNXrGNWvWgKOobdu2/IPzJEPkAEgMXHNz8/z8fNBxY5GHhoZKOlozDoOtry3Ly8thOsMcxDHEt6WEJqmChRHPLpPJgNuCY+bi4nL+/HnoT/6h+F3DGKtZs6ZEL7Vu3RoEAZ805X19ffv164ciT77LV7Vq1ebNm0ddObKyssaNG4dTBupREATiAw8PD1+2bNmmTZv0ydUBF6IDTqvV9urVC6Mi/Bf2CMKvt27dghtTr149ilwLgmBlZaVWq/nkMPlaWq2WcDSQdevWYbZ55EJCQsLUqVP52I1cLudJEyA9e/bETR4+fEgfQu2kpqbyKU0w0vGxeJVKhY0smYTu3bsD044CBLlc/vz5cxw6ffv2xdvMysrCfrly5UpeXp5SqcTDrlmzBscBWCfVanV0dDQ+WblypYRWEEMdM2ZMXl7e69evJZ04RVG8fPmyIAharfbRo0erV6/m3ziJpaUlYlU0IY8fP+ZvcvPmTYSitFrtpUuXsNIWLFgg+S4Qkn1+7Zifn5/kDihRbtq06Z07d2jvBAUFDRs2LCUlJT4+nk7zXr16vXnzBsE7rFIjI6OlS5du3br18OHDmzZt4t9Ldnb2lStXoKawYc3MzNavX5+fn487eHh48EoVC7W8vByxPB4FySq2g2SjqVQqHqSA9YNr8O4iIyN5OICEIkStVs+ePZucfCyM+vXrL1myhLcVhwwZwhhzcXEhjgliMTQo+ieCXC7ndxkC1pgTX1/fN2/evH//ntQyFirlooyNjfmupTCAoYgocWJrawsiNwCgsNPVanVCQgJmw8rKqlevXpMmTYqPj+eHx9vwubm5SGgLgrBx40Z99fs5AlQptcngBZHf/yuhCYeUlJQQqdCMGTOKiooIuwRsy39VvjjwX+RfIv+YA4/TF/6wKIqPHj0SBMHU1JTKdZ49e8YYc3BwQDaYCguBL01PT0dUHpFLyLBhw/TtCW9vb+RhBEFITk7esGEDKsMnTZoELSlpTYQockZGxqVLl3jmKsaYQqFAVBVVpi4uLhKOZYnk5ubq2wesQjuPGjWKPHMLCwscUfiu6tWrS3KDarUap5GNjc3IkSM3b97Md5eFoEL46dOnfIKUF6rCZRXnhMTPsbW1HTBgwI8//jhhwoSWLVtKjiu5XC6Jp969e/fBgwfff/89fyiCOp79Hd2NCyhMjgdHCIYx1qBBA8KMbd68GWlGb29vno5rypQpOTk5AwcONGhS8159kyZNYmNj+SERlFTSURzdiRwcHDIzM8lRadmy5ZYtW06dOrVnz54xY8bwsQBXV1cKVYByzN7eHtjLs2fPooTY09OzapPr87ltsG7xvLhnp06d3r59i3fXrVu34uLi4uJirBzcNjExMTk5mYLiderUQZlJixYt5syZQ8/o4eGhv3TRPlqpVL569Wrw4MH6PrBKpRo2bFheXt7Zs2fxycOHD3Nycnbv3r1ixQoULJiamiJ23q9fP5oHQRBCQ0P5GyIli34KdA1jzM3NbdSoUTdv3oQbhsl3cXGhZCPkyZMneL/0FYCVtmnThpJUZmZm+lubMebr6ytWpKP5zyF169bFhNMc8mQZmFLsRF9f3/v3769Zs4ZHWfMik8mio6OR0v/48SNek4+PD+xOhFTECk4mVoGJxbcHBQX9+eefjDF7e3tkp/km7cePHzeocPLz83FBcHAwTxUul8v9/f3DwsLooWQy2cSJE7Ev4IQYGRn9/PPPkkgBq9izVSxaWOobN24EhvzHH3/k7+Dt7Q30O2XwzM3NCbjLC7H60yA7duyYnZ2t0+kKCwv5TuBYFSkpKWPHjuWb/GExwHeaOXMmIU5BmD99+nR+2EAAVZYz9Pb2Rghg+vTpvHlKGXKDU8FvfAm8BXLnzh16j9bW1jqdbsGCBZ8k36KbY2Y6d+5MhFK7d+8GX52TkxP2SGlp6ejRoz/Zx4smGfehymRRFB89eoRQKaroIQEBAfhtcXGxwZv7+/ujcUa7du1wJSWQWQX/XGho6IgRIxhjEqA7hLi4ELKHBU8u4sCBA0VR1Ol0SLPDk/Hz87t16xZjzNHRURRF0MoAY0IVDeAfhUmDAx2KjieqDAwMBMiFTgoXF5fLly/rv0GE20ArI4rihw8fNmzYEB8fHx4e3qxZs169eq1atSovL+/hw4dYkyNGjDC4VcvKymCHeHh44J48SwgEEbHk5OSEhASDmCyZTBYUFETrx8nJSXIHMJ5ER0dT2AXZeH4Yq1atwobq1avX+/fvSScDXObj4yNJsTLGUM5AdYKsAhj/8uVL3Kp9+/Z4FySdO3dG2NfCwuLx48fLli2jMBb+BHHt2NhYGmqtWrVGjBiRlpY2duxYUtFubm4HDhxADAVhVn3V5OPj07p1a/LeqyC+PXnyJN57y5Yte/To0b59+4EDB65atWrHjh28vv1Msba2xtG8bds24FYCAwP1USf89tFqtdHR0d9+++3gwYMpDePi4rJhwwZWcegAOpefnw9NC4WsUCj69OlTWc15UFCQxEMWRXHu3LmMMWNjYx73+vkCq5KPHZPgYZOSknhYBHYuvTgCQkL4ln4keBc2NjaoJMXxLYnd/zfkiwP/Rf4l8o858Ig6E2wMmMmuXbvSBcXFxbCu1Gq1QqEgx37hwoWsAn0qiqJOp6MKUgsLC29v74CAgMjIyKSkpDVr1iQlJel7U9D4sMs7dOgABDjU5datW8Ho07Bhw/z8fNS98zJq1Kjr16/DtvgcPBJ5hgqFon79+oMGDVq6dCmcE1Jt7dq1e/fuXUFBwbfffmvQNgoMDLx06dLt27eJ3URf+BQN7mxpaSlBuq5YseLjx49Eh8MY8/f35yF/+hPl6+urf/7hlHJ2dh43blzVHZ40Gg0d/7AzAgICUAun0WiOHTsGq33GjBm3b9/GI9SqVSsvLw8Frl26dCE7z9zcHChug52u+OSSRGgB+Pj4UFeS169fX7hwAXjy7t27I1sIo7Bjx478G+SJEgMDA3FE4bsQPn/37t3Ro0c3bNgwf/58jJ/SGgqFAq9gyZIlW7Zs0c9JVi2SAMrgwYNLSkrQESAkJIROaJRQ/l/JV199pb9WT58+zRgjnB7mzcTEZP369WlpaVFRUVicPj4+RDUsaQwB153gl/DbMQ9v3ry5fv06gQl5kcvlPXv2hE2Wn5+fk5Mzf/78Tp060X1sbW1379797NmzvLy8P/74IyUlRZ/dDaY5xlyjRo20tLQ1a9bwXjpJo0aNxIrCdYNdiNVqNUwl3A3+m8TfqGyxoRCGbFPGmEajWbRoEeE76J3a29u/evWqpKQEWg5ePVH029vb4y20b9+eZ/pgjDk5OVXRXAfvKCgo6PDhwwAy1K1bV9/hHDFiBNEZop6TMaZQKODAAPFr8AElYmJiAsNu4MCBAFVR0A2zd/r0aVEUEYoCcSljzNra+t69e5KRv3jxgpQJv/IlU438mJOTE9Y/rFIINBtmICsr69mzZ4TYqlev3s8//yyBxysUimXLlhUUFNy4cePUqVN8KzsSMzMzLBUSQRAoLGtpaUl8H5LmWPHx8foxsuLiYr5/G1AweXl5PA7LwsJCrVYTOIL+nT59+q1bt6BFV61ahQevWbMmjHi0q3j+/Dmx2X8yUIinwJwHBgYCDXfp0iW8rJCQEL7MShCErl27/vbbb3fv3qWJorEhEA/WEuClX79+zWenk5OTganBl4aHh+fm5p48eXLbtm3IT/KObklJiX5zKcZY69atO3fuTEMKCQl59uwZgrAgcbh48SLUyO3bt9Eom1X45Ih5wVSQ8Dikp6eLopibmwt2d+LisrCw0O+JjelF7wx9KSsr27NnT0JCAgE6unTpUllj7dLSUng+wDrpG13IwPfq1YvWDBQLbm5kZASlRGFKfcYvKGSE3TFvBkd+5coVaNRffvmltLQU24TfLAEBAampqdSaDn1Dqc0nxvDkyRNqF+fk5ISLPwlgwZ+3b98eunratGn379/nkUG8xMfHww7ETof2/uqrr9atW1fZ2dqsWbNXr17BZrCxsYmJiUlMTKSbx8bGSmDnEOKs5T+cMGFCZmbmxo0bJWYVFDjvS7u4uEgao0giVhYWFrDlDD5mTk4OIDCI+RKGPDs7W1LPIpPJHBwcJLSdnTp1qqyzD9EnG/xt1QLq/po1a0o+v3//PmPM0tKytLQ0Ly9v/PjxPAGwiYkJDgKeV48x1rBhQ2BqeCHFgrUKA+BzKPT/h/LFgf8i/xL5xxz4c+fOMcZMTU2BLjNI6k6grw4dOtCHhArDf/fv318ZKpt3hr28vKZPnz5+/Pg2bdrwLUZv3LhBmlcQhNjY2P379+N7/fz8eAQ4zk5jY2PqgSHJClYmr1696tevX2XmFHVghpw6dUr/SplM1qZNmz/++EMUxU2bNlEwXiaT9e/fXyaTGRkZPXr0KDMzkwCKKpUqMzOTunfgrCXTH3kkxphGo3n9+jWfqHRxcWnRokX37t2HDx/eokULgwcwLDzeK3Bycrpw4cKHDx+uXLkycuRIMsRHjhzJn6xOTk4EfQSXFX6OjIyMioqC084Yy8jIePToESIR/Gw4OjrOmjVLP8bBj79OnTqVZZ9+/PFHURR37NjRpEkT/ra43tfXF5TU1tbW/BuBnwOwN8UC4ODNnDkzJiZGkhv5zPI5mUzGl+rJZLLq1as3aNDA4J+HhoaiWrK8vBz27pkzZ2iEMFv5WzVr1kyClUCxKKtwciwsLPQj9CAvhAQHB8ND4Omybt68MeuEpwAAIABJREFUCf1ApcU8zdibN2+WLFlCrrUgCKtXryY/MCYm5sKFC0hWE/UuXlz//v2xSPr16zds2LCqyeRJ2rVrR/4DX1nj4eFhUCHwU+Ts7Mx/S+PGjfnQWM2aNZGIhtfNg2gGDhzYqVMnCYmj5ItkMll4eLjBznYQS0tLWLpNmzbNzMxkjNnb2yPngI1jMNuGxCP7+5zrqxpcbG5uXlpaSu27IiMjV61alZGRcf369blz5/KLX6VS6XS6ly9fxsbG8iW1lZFfSApYPD090e4ROrNOnTq8qUrpPjzv6dOnKa8VGhqqrz9RZlmZqsS0YA/ywVPqGkBgbCcnpx9++IG+y+CecnBwICBDWVkZHxYk9fWZDHmOjo5oTiFB+AcEBKxcuTIrK+v169eYeVixxFXOGIuPj0elOrJVJiYmBqNOkG+++Qbgr+rVq5eUlFAFSvXq1fPz89+9e4cUlpubG4KklpaWGRkZK1eunDNnTrdu3TB1MTEx1LdcEn4lXpK6deti59IFVau1n376SRRFoCRCQ0ObNGlCTgX+cMeOHfw+IpZN+Ki1a9eWxKQoLmNtba1fVsAYa9myJTQYKqvt7e3xhyDyMDY2lhD4TZw4UcJSBqGaXrEikfjnn3+WlJTAZ65bt65kYFB99+/f1999R48eNehGymSyvn37UjMIXkCfERQUBN4TCY/ghQsXWIXhYWVltX79emi2Q4cOIcAxZcoU+DzYMq6urjxZwIULF2QyGYJBuKAKuw7HnIeHBwofzMzMunTpEhYW1rFjx7lz56IS5M2bN/DNNBrNlClTKMCKZU99UnH0oITB4ISYmpry2EZnZ+fXr18DiweKTdQXdOzYcfr06d9++y0OHRMTE4qIZWdnk5cYFBQkcu17GGN16tSBwrG0tLxz545Y0QP422+/xZ9LcJpYKoIgtGvXbsqUKXz5A0lMTAzpK6wBfu+0adNGp9Nt3rxZn0CRZoAPiarVaiAO5s6du3HjxvT09CVLlhw8eBAHWXZ2NmYAE8vXaX748CElJcVg3Jkx5unpWXW++ubNm4wxa2trvjbk2rVrkydP7tatW6tWrXr27DljxoysrCz9vy0rK4PtsWPHDv5zdM4jbsJnz55hJWzZsuXx48elpaVUkoCIHp1uoaGhfLucvLw8lUpFyh+mrIeHRxWP878lXxz4L/IvkX/MgRdFEWdk/fr1X716BRSZpJMNtJhMJuP3OTx/pNEWLVrEk5oYDGcqlcp58+bxt01KSsKv5HJ5VlYWVEb9+vV5zJXECVSr1XxlVPfu3SUs05+Ue/fuzZ49u1evXq1aterevTt52i1atCBr4NatWxLgFl8CLZfLZ8yYAdcRQ+3Xrx/8sW7duuEOUKaMMSMjo5cvX1K8duzYsYg0Hzt2TBTF3Nxcnmuavs4g6Rf5t3zXehK5XD5kyBCiCIZQTtjOzo5nhWnVqhWqzmxtbUtKSiQoOxITE5P9+/cDGYGqOb6gTiKurq54NDJJ9+7dC7NGAr747bffKHIhl8vNzc350LVKpVqzZg3MHb7NDzrESo5M5BKFihr70NDQ7t2782YBf7qbmpo2bdqUvwOWHIIXAQEB8EDMzc2vXLkCeCfj3BigQyEwU9zc3OiTBw8ekFUql8tTUlLwh/iXL5oQBKFRo0ajR4+GFQibmxdqruPm5lZQUAAbaOHChfw1Hz584ImUVCrV8ePHHz9+HB8frw91IXZG/tkDAwNzcnKePn1Krr6+OeLh4TFv3rzTp0+PHz+ecaEitVrt7+8/ZMgQtBSiLanPBkyuiGQjS5xDjKF58+bkHuv3AeIH+euvv8J0tra2pjZduIAIkCvzPy0sLLp06QITzdraGramh4eHIAhKpXLhwoVwF2UyGQxEmUzWsmXLuLg4crcgBrHZEHTXwyNs375dFMX169eTK65SqRwcHPQhM/yAtVot/x61Wq2fn59BDnz8YGJiQhx+CoUCMTgYaiqVinCSmLQ7d+7s3buXnmX37t2S8ZeUlFBsqGbNmjVr1rSxsfH39+/Vq9e2bdtGjx5NUQNe/YIT0aDy9/b2/u2337Kzs9PS0iTVTEqlcunSpXAJcCLgwSXgDgcHB96NJ+I6SFhY2OLFi1FA/vTpU3yIJVFZHCogIABa2tjYmEdqQIlhPeBKX1/fKVOmAM5DE96yZUuAcqdOnQoPSqVSoaUcSMhq166dm5t76dIlxpVpQA4ePIi3v2vXrioKfSWCiJVCoRgxYkRYWJinp6eLi4uE5CwiIoIIZfRFqVTevn2b3+ahoaEYEtw2fSwbFB2rOOizs7MRz126dOnmzZsRs0Zqrry8HC/lr7/+qpocW39UEh2IYj00iSwoKMA8S0pw4Y/duHFDp9MdOXIkKSmpdevWQUFBderUwePb2NggsIL3aG9vj3Xl4+PD91eHFBQUQEUj9tG6dWs+XqDT6TDPJiYmN2/eRBV0UFCQTqcDA46xsfGxY8d4+Ia/v//27duLiooePnyIGCJtKF9fX4NBBEh5eTmiSwabaKrV6u+++66goAD8ZJVJ06ZNc3Nzz507hy1QmZ8pkYiIiCdPnoCkDTCQK1euwD6BQYhHaNmyJY32xIkTvKLu1asXTmR8I16EsbHxkSNHRFF8//49VggF7PgUOqr2Zs+eTcU4+syXoaGhfJE8Y6xatWpAudMj4LdwuQ8cOHDnzh3kA2icIBSk8wJhDh4QodPpoBDQDcTCwgKqWx/xnp+fv3nz5nHjxsXHx8fHx3/33XcKhUImk0mYLCDPnj1btmzZ8OHDe/bsmZSUBGsBhV3379+XEPJDZDJZz549iYCABISyaJNBH2K0aAhdVFSEpFFMTAxdAGQiY6xr164oq6SFIZPJGjdunJSUNHbsWALSMsZMTU3xFhYtWlTZiv1flC8O/Bf5l8g/6cC/efMG/qq7uzvcyK+//hq/ys7ORoUYVCq6a0BAtdWpU6ctW7bwIMPKxMfHRwIognEDIdDXsWPHcnJyvv/++0/WPiUlJX1m7r0KwdPBgVSpVO3atUtOTobtSPaiiYlJRkYG9FpcXByZRxI6VoiRkVFERARfVJycnMzXr6LCdtasWRgA8SdBkBFt1arVjh07EhMTYexqtdoRI0YAGQtrG9NFfm9sbCzPDc5LZfxkEEEQ6AJ3d/f09PRdu3Zt27aNcukymQw9YzAbV69eTU9Pr+JFu7q6koGOmbGwsKDiCEwyf0JIhKxtoEYlWRee+xoCHDtjzN/fH1xlJ06cIMSppBJs165dlRG829nZPXr0qLCwEC/Ozc3t4cOHON5oGTRu3JhGsm/fPvZ3ADxSx2Ql5OTkXL58mcjzqhClUsl7UA8ePKA/MTMzQ3GBk5MT9dUjoUZ0CB5pNBp8u1KpBPVXFa9JpVL17dt39erVO3fuJKwvBK+AVrWRkdGKFStQ4GpnZ7d06VL4HkuWLKGR/PHHH7j482kF/P39AZS9desWXALy8BGfImqM4ODgpk2b8svY3d0d679Ro0bPnz8vKioiX9fY2Pj+/fvXr1+Hu+Xm5tauXbuOHTsOGTJk7ty5+CuAnF++fFkZbyXTU2UKhcLCwoKHMWu12spCh+Xl5fCfgZP08fHJz8/HNw4fPpz3uARBsLW1xeCxVi0sLJo3bz5v3ryCgoKCggIC7Zubmw8fPjwtLY2v87ewsNizZw9hFigUGBkZyY8/KioKAwO/iZmZGTCTVIvu5OSUkZFBDbd3797NtwFnjNna2nbo0GHAgAE8YRVmo3r16lOnTj116tSdO3eIBZAxplKpatWqRS50p06dxo8fP378eF6r84NUqVQgE9FoNODT/hyvw9PTE0/NvwuKWuLbFQrF7Nmzo6KivLy8rKysfH19u3Xrtn37doQMsMYuXLgg4RUnGTt2LG779u1bCjvyM0DSo0cPURRv3LiBNh+wreEAA1jOC8qqsWHNzc179erVo0ePqrPrWq0WK7Zhw4b0vCUlJfyKIroTmlvck+6Mi/HUcDZQQ4H9Qp7t77//3r9/f19fXzoIIiIiwDsDpn2oLBwNbm5u8EMQCO7QoQNOMRcXF0rP6usiQojwDRoglIHHf0GTTqlFCJjGpk2bVln5sUHByV6vXj39zYsY/Z9//omwV0xMzLt372hH44ksLCzwjGq1mmiDQC2h0WiooTqhfihuS48fFBT0yXZchJDHF23atGn//v3Lly+PiYnB3QIDA58/f45MMk/cYG5ujuA1OCP3799P772Kdp4ymWz06NGUM2d/RyOuWbMGWp0y2GhFmZWVRXWR0dHRBkstSBo1anT+/HlqRoM7FxQU6JfquLq6RkdH+/r66o8WaBcaGHBq4eHhoihSRZhcLkegh/iVcDEd4oIgEOyfJkej0fCm6cWLFxlj9vb2WC2Ix9WrV6/qtyaK4suXLxljNjY2ks9fvXqVkJBgEJDYsWPH33//Haadubn5kCFDNm7c+Pvvv69bty4+Ph5nsaurK9+FVOTaZNja2lKq//Dhw4yx5s2b//XXXzjpnJ2d0UQJUlhYiLcMA8zW1hYuPZEl8YKoGaYoODhYHyf435AvDvwX+ZfIP+nAi6KYk5PDH4RgiA0MDITuVqvVRIW9cOFCmD7oscE7tLwIglC7dm0ywqBAyRiC3L59m89sQ3jsWXFxcU5ODilQJIGXLFkCY1efLfb/QZAi3rVrV//+/fXtJwcHBwoSwy+NiooyGCs1KDhcHRwcYKj17duXXMpq1ao1atSoVq1afJ2Sl5cX4sFt27YVKzhF7ezszpw5g3LBtm3bHj9+vFWrVpI5V6vVCHLri34g38bGJj09HSX3NPNeXl68jqbqcb70nTE2evRouJQNGzbU5ynUlxo1amRmZvLFq3SMmZubJyYmrl+/fu/evfPnz6eRVKtWTahgEJQ8y6VLlySGIAxW2AGRkZG7d+9GjL+KvlYGP6SuPyUlJXAk+BAGfuArG/fs2cM4miiUpVlbW9NBiBxLYWHh1q1b9TdI+/btp02b1r17d5gpgiCMGTNGFMVnz54ROR+5rDKZbO/evZKpOHToEBnuS5cuBUEUY8zExCQhIWHlypXUvpVxJOchISHp6ekSP4QkKCho0aJFjDErK6s7d+5cu3YNPBSMsdTUVKCCV6xYsXHjRmCMeXb3KpDqlFSXCFb+lClTqMCEMWZqaoodl5GRwRjTarWiKJaVlfFGLZKWrq6uqMO8ePEigR1Wr1793XffSWoR5XJ5ZGTk5cuXkaM2NTWtUaMGGYgymezzmxXRg8BwNCjAn1evXv3du3d4my1btnz79m1qairFp5RKpaWlJd1NrVbv37/fIBPntGnTqhhPtWrV/Pz8DJqGgiBgJgm7gcwh/EyIhE+O10V2dna7du1av369BHwrCEJwcPCBAweuXLlCtTb6Ymtru3z58j/++EMSTYDQjjAzM5Nk2nnD3c7Obv/+/bdu3Vq9enWHDh3c3d15Q9Pf3x9lXF5eXvREr169gnmKK3G+SBqI8gLTOTc3F5Hrbt26UcU4NICkedK+ffskIdFq1aqhwhkd4BBSpOrWN2/eyGQy/XBPcXExFoOjoyNqs1+8eEFYlZo1awYFBVFBSnBwMJEyYMCNGjWi5FtOTo5kwUsmGcsjLCyMMMngBUSWMjo6WqfTYbqKi4sfPXqE8I2+WFhYLF26FKR0q1atEkWxqKgItzI2Nh47duyxY8foBQUGBsKpMzU1bdWqFd+DGj/Aj6pRo4bkjVANPKUxUZCC1rMk0FTYuY6OjuPGjdu7d6+kZoeWlkajGTNmDI5jzAa8UF6w+PPy8s6dO4crbW1tJ0yYAIIAxq1MpVLJU4h//PhRAmHz9fWtVasWvyvVajXe0bVr1ypbipBz587hDwMDA5H85AMcV69exYEeGhqalZXFVyK4u7uLovju3Ts49nzVW2VxVXt7e6wBfocqFIqLFy/yQ9qwYQMPfjEzM+OxZj/88EN5efmjR4/4ikL80Lhx41GjRmEP4k2ZmppSF3TAlBhjtWrV2rNnzyfLZFxdXflRwV9FZRnRiECCg4NRq2hqapqenk6NSCsTCwuLvXv3EtwP5yNVuuFoQ7P3qqWwsJAxZmRkxH+YmZkJZ1ipVHbs2DE9PR1cNqRsMTMdOnTgW0FBsrOzEZtwd3cn8inI+/fv6Rz39/f/7rvvJk+eDAsZN/Tw8NBvOM8TCQFJQTDYOnXqBAcHY+1FRkZSj56aNWtSC4//tnxx4L/Iv0T+YQdeFMWPHz8uXbpUQiWi1Wp79uyJ+iUYplC4CQkJgh6BrbGx8ZYtWw4dOjRs2DBy3S0tLQl3rdFoZs2aNX/+/Dlz5hhkKmKMUd9sURRLS0uhX4yNjdFayc3Njdh3YUP8DwXHIUyoly9fgsvNyMho/PjxR44cKSsrKyoq+vHHH6tuw+7n5wdvytvbu2bNmnQUKRQKeMKYjbi4uMzMTP2GXhAcGJjSrl27lpeXw4Dr27cv3ZzQEOT48XcYPHgwnHCdTnf+/PkpU6bg6JKc305OTitXrpQUmFlbWxPO9vHjx3T8k4mPVkbGxsYIZFy6dGnx4sX41dKlS3NycmA8UREgMiTBwcF8johsmsjISAnaHxEKPBcmUHJgixW8iRJJTk4+duwYn4ioukOeQfHy8vrhhx/mzJnz/fffU7NiCQpUpVKRFQ72OLI+wQRJhoKVlVVZWVlaWpoE4MpLly5dbt68+fTpU77HIZYZjF0+gtC7d+/du3ffvn375s2b27Zti4mJwatHuKdfv35YZgZzLLCrkA4VBAEMDrdu3ZoxY0Z0dDQPMxEr4ll8dn316tWwCdBtyNzc/MaNG4CN8PG4WbNmsU9hcD4plJCxtbVFSa21tfXu3buxNiQ3d3V1bdKkCd9MMTExEf8VBCEoKAgqlKDXBgmZ0DEOPwcEBBCAwsLC4ocffqBgCmPMyMiI/3O5XL548WKJy52XlwfibqVSiYDa/fv34RDCfAck8uzZs48fP549ezYWLYYnl8tRd6ovCK02b948KSlp3LhxCxYsQIGJPoOgUqm0s7PD+vHw8EDaDcjPjIwM5AP5Mqj3799j2uvUqYPFo1arGzRoMHPmTKAGILdv3965c+fy5ct37drFw491Ot2+ffsGDhwYEhLi5eUFf16j0ZAHqFarPTw8vLy8yH/jzfTKTHaZTIbFP3LkSP3ZoFIjjUYDsAbYzvPy8pYtW8azMMhkMlC6oCXqu3fv1q1b16dPn/Dw8BYtWvTp02fp0qWCIGg0Gp1OB56F33//HXvKzMwMJmxqaqpkACgLJzbEH3/8EbhrhAmQJN+3b5/k9a1fv56/ye3bt7GcgAcRK3jOFAoF77AhVlWtWjVRFJcvX46diEWuUqm6du36008/7dixY/bs2VX7P2q1OjU19ejRo/hSoDacnZ3hRSQlJWGVHjt2DAFQOzu7qVOnbt26FRrJ0dERiXdWkZoD14AoioWFhXzfLIlJULdu3czMTCwVHOVCRVcXrLdWrVpJphdmhsTywTD4Xl+nTp3CrcLDw4FOIii1VqtdtWoV3450yJAhoii+evWKQDfg+qK73blzh3GsK3fv3q0sioFHiIiISEtL27Zt25o1axISEqDn+Q7tEH9//9TU1IcPH5aUlADoBC7JyuTq1avkG9vZ2SECwkPWRVHMzc1FYC41NfXq1asURnd0dExMTBwxYkSnTp0+6QxXDZWSyWStWrWaOHHipEmTevTogUUik8n448za2jo+Ph7VE6WlpQjC4p3SGpgxY8aWLVsSExNpPGlpaXiKoqIiigyigOL27dsGi94FQUhJScGa5/sRgLXE2dlZp9MhgI7J56OQEqF+CphVSetBhULh6OhIYQjUqiCaHxwcXAVfKS+w7kjHvnr1Ci+xUaNGfEF7QUGBVquVyWTQ4SYmJhL/nKSoqAiHMsUES0pKtmzZ0rt379DQUEdHR/1SLIVC8e2330rsK8jdu3fpMq1W27dv3/T09O7du1dWZ+Tq6spvuv+2fHHgv8i/RP55B55kzZo1cM5nzpwpyRts375dvzAJ4uDgwGPDqPTL2to6IyPDYIpAo9HExcVJil0FQZg0adKNGzcWLVoE71qtVv/6669oe5OQkLB+/XpcqQ+9+38QHKtgJhMrqHf0G8kUFRXBI23VqhUSWaQrqwCEswqQJJw0lUpFHriVlVXLli1jY2MrqxWUnEPt2rUDntbIyGjatGnv3r0jPDmfwKxdu/aECRMqG5JB/6pNmzbwPKl+DAXPiOYWFxcj/uLn50cdpMBURGzVkZGRoijeuXOHxlynTp2EhASkx3lmO8yGSqWSnAp79+7V7/IiCALvbCxfvhzuFixdEl9f3xo1alRmkdAjR0RESMjqGGOenp76XhD9lifWhsyePRuDKSsro0CGWOH30pPGxcURIpesmZYtW8bExEjG6ejoGBYWVll4KDAwsEePHgb7CxgbG0+bNg09I/Rfq0qlQmqlQ4cO165dw/LDSPz8/DZv3jx37tyoqCje2nZycnr27JlMJjM2NpbseiQVGzVqhKSZlZUVnHkeGHz//n2DVqMgCNbW1mFhYZMmTUKyjp9hxliDBg2GDh26bNkyZPhJDNbAOzo6UsaAhF4rlEyzZs2wbB49esQYMzc3X7t2rSS0ERYW1r17d2oYGR0dDcePLuvVqxd+6+rqunz58tevX5eVlc2aNUuCT/b29h41atSSJUvmzZvXr18/LAAjIyO+1Cg7O5vWtiAIDg4OSKLqi0wmS0lJ0Qcrnj17FiufqEnQJ8zHx+evv/66fv06QLwGxc3N7enTp6tWrYKJNnHiRP7OiJI4ODjgv1WU5n6mIPs3btw4fS9CrVY3btwYhPw0z15eXgkJCRMmTODdLcZYUlISkDWkmUlgrPNSvXp1FxcXCg66ubnhBX399de7d+9mjLVv337hwoWVRdPQzhA+7aFDh6DuwsLCtm7dyhgLCAiQFGoBdzp06FCEZVNSUvDeYaAj/MdDXpEedHNz401qsHnRG7l586ZBZkTqEwn7Hs5tUFBQZV089UWr1RJkgEj7QPfAGGvYsCF+gAqC996mTZu//vprwoQJFHaBSb1p0yZ6p4jp8+Ps3bu3ZIZtbGySk5NXrly5cuXK5ORkiq1ER0fTUUKAasiJEycA2EGcEQKAgIQShVDTRkZGW7ZsESsiIIyxbdu2iaKYl5dHG438xg8fPlBUji97Ric28PaTHDlyZMiQISEhIXi/devW3bx58/jx4w2qpoiIiBs3bpw8eZIx5ujouHv3bklnEJgWNBKJ5Ofn9+nTp7IAaPv27fmL0c/Szs7u48ePUAX6Ur9+fXpSpVIZFhYG7d2gQYPKvDUXF5eEhASDTxceHo43gggI9R6CILDu7Ox8+/btQYMGGTyLsbRMTEzA0IbQGxYk3x3g2rVr06ZN69u3b0xMDHHmiaIILBgfBdPpdFjYJ0+exJbEjnBxcVmyZEmfPn1CQkJ4wI6Xl9f79++Jcx6Gn/B3dl6SgICA4cOHw55xdXVdvHhxampqenr69u3bDTrGJAjgUndD2HvBwcGSIxUHN2KFGDZiTAYlKytLqVQqFIrnz5/v379f31JiFd034ACrVKrK8Jg6nQ7nmkHQllardXJycnV1DQkJwbPzB9k/IF8c+C/yL5H/jw68WMFFL5PJkpKS+CqaDx8+pKWl8ZQ/UPcymUy/WSusfPb3cC/VcOLPbW1tK2NQg/j6+p49e/b69eug7z569CglGytr0fH58v79++7duzPG+vTps379+q1bt+JI4P1GEkQTTpw4QWhGVpEsNTU1BZzJ2dl5+/btycnJkgJOCeqe+tjTIeTq6kruAeNyU0qlslOnTgcOHIDGNzMzO3/+fFZW1pIlSyRtoiSiVCr5zyWVeGFhYQRr/+OPP/Ly8mB7nThx4urVq0RDGBISotPp8OAuLi4FBQXUInvq1KmPHz8GUE0QhNGjR+NXarXaoEvMKuCskGbNmgEw9v79e4lDzouRkdHy5cu3bNlCmZMpU6YAJSE5gYyMjKKjozMyMjZv3lxF3lsQBNCMs4oQCbw+JyenPn36dOjQYdCgQdu3b0dEgxICRByoUCiIdh5Ucy1atCgrK+NbswBebvDbP1ki7uXlFRUVhRjZ6NGj//zzz549e/LzqVQq3dzcJk6ciL5NSOHiZUVHRy9atGjMmDE8x2GtWrVEUXzx4oXB/guYQ3gsTZo0gWskManF/8Pem8fVmP7/49dZO3VKSdooJVuRpYkJJSFbDDGYLJEtS0SW7IWyFSWyb9nHvu/7iJAlyl4SkSxpX8+5f388f12P632fRbO93/Odj+cf8xin+9znXq7ltTxfzxfHFRUVIVqRmJjIviyRSLRhw4bo6OiBAwfybnny5MkXL15MSEiA45Gfn0+Vz8h/qrvfvn2b47jCwsIFCxZoaZqtr6/PBjKaNm166NChMWPG9OnTh+Xy9OvXj3WA8XxYFwUAJxDkGkyNsLAwPAeRSEQvw9raOjo6evPmzdOmTaPF23gdmvI8np6ePJZsQUEBsmSOjo70Fui7MDIy+uGHH1q0aEFnK6rHf/nll507d1KPZdOmTfiKu7v78ePHs7OzsUHUqlWLRlTptKUiFPgnPfP48eN5vig6Qqu+8T+My5cvE2adMTc3b9GiRePGjdnhgTVTLBbv37+fXs/SpUsJIYMGDcIqIRaLsUDp6+vv2rWLvexXr16pffIikcjS0pJ9L+3bt4d7Qx25du3axcbGXrp06eLFi5GRkXSZ9fPzg0sZGxuL6GetWrXy8vLUykziwiZPnozbRIKdRj/xXhDXAyoqKlCS2rZtW8qSRWaPELJs2bI3b97gh3h9NwA8Ogh3FxYW4uUmJydnZGSsWrVq5MiR3t7ew4cP17TqEkJkMhlLVFEFO7N0dHR4mckGDRpQrWwU5ohEIrVuzI0bNwgh9evXP336tFrZcyoESGkUNBOuVCp37NiE2hOSAAAgAElEQVSBsQFKBQUa1NWuXZt+cv36dUKImZkZqE+EkF69emGyu7m5vXz5MiYmhq10MDU1pQpk8LEJU4J3//598Gt41HEKNGhEiQTHcV++fNm+fXtAQEDfvn19fX3DwsKoniWegIuLi+pJwMN3cHBQzeVmZ2fTxYdUNu5OTEzcu3cvratv2LAhK2aGx4t9CuOwbdu2q1evjoyM3LFjB+R4sQ/WrFkzNTU1MzMTU+Pq1atLliwh/1k6hAEAbbny8nL4UTKZLDAwcP369WynyYcPH8K2mTZtGm6EUgWPHTvGcVxERAS8YqxXpqam3bp14/V7A3CbhBBV6jhw5MgRHHns2DFYGjwVZBDC27RpA6vS3NwcMWIHBwfwPuD64iRGRkb29vbsJigUCv38/JYvX65lX65ZsyYvqiKRSAYPHqy2fTrHccnJySKRSCqV3rx58/Xr1/h/XqvOjIwMzGKqfAxrTZOMEcdx0FoeNGgQXlmTJk2io6Pj4+MfPnx48uRJGkysW7cuzGn0TGUl7jmOy8rK4nVCZWFvbw/bRqlUIiKs2pPi78Z3B/47/iX43zrwHMctWbIEi4VQKGzWrFm3bt1at25NY7ewcnr37o2VyN3dXfUM0CICZsyYAT8QxvGqVatevHgBB0lfXx9GG+twCgSC7t2779mzp7y8/NGjR9iMhwwZQp2Tvn37/uFbKy4ujoqKolujKqZOncpLER89epQQYmFhkZubywtgd+7c+cOHDxUVFdiDZ8yYkZeXh/2GgpctoWWo6DJKCBkzZgy1eIRC4atXr6AIBYJlcXExfICFCxeyaUzeT2hSqTE3N2c70BJCZDIZlIEIIe7u7mVlZcjt9O/fH+8COYfY2FiUGpLKNlcwUChMTU3ZW2vYsGFKSkppaen58+fDwsLoz8E+oCRMGIgmJiZhYWFgR1evXj0wMFB737KaNWvu2rUrOztbrbqVTCabMWNGWVkZTW1RYMzQh2NhYUGFndRmPPT09GCR0H39woULOTk5NFYVEBDw6NGjDx8+YPCj+RB9vLQUYuLEiRjzAoGAzcGSyjBW7dq1qc45okKtWrXiOC4yMpIQ4uDgwArgs4JS1apVW79+PQ2I4MJYbvOpU6eoTDc8ZI7jMjIykJZ3d3cfP378xIkTcVUw/b29vdEZi2qesUAmITo6WqlUrlmzhickDnh7e7P6hT/99NOcOXNCQkJ8fHxoB4TFixfTYYAb9/X17dy5M32no0aNggY1Uve4dxhABQUF0dHRVKhP9QIEAsG4ceNY7jd1RcD5xwCTSCQs9R0iBWKxmM4sXjaYol69egcPHgQDqEWLFogIDB8+3N/ff+LEiVFRUWobTYPZCxFvsD3xwJs1a3bixIny8vL3799DSF8VNjY2J06cwHmOHTvGPnZexMTe3n7lypUDBgxQO4nEYvHGjRtVrw3vggpq/nlcvnyZ7hqBgYFUdKq0tBQuOn1TvNpyJPHGjx//9etXDAYPDw/q5jk5OYWHhx88eHDv3r3wIQFHR0dV47tZs2Y7duxQXSUEAkH79u3BYS4sLITzU7duXYTw8Arc3d0pE2TmzJnQiZRKpTQTVVJSAi+UJYzIZLKkpCQcgJYuvKf99u1bbGHm5uYxMTFv376lQUYHBwea6Fal63OVkuwGBgbwGTAT0TId+PLlCzunvgnsBcOGDcMOiPfFo0vo6+sjYiWVSmn3rNTUVHrZaD7K4vPnz6ijwdasUCiuX78eGhrq5+c3fPjw0NDQ+Ph4hUIRGRnJ64AYGBi4cOFCykQbMWIEz21AZ8HRo0fTT7A5Tps2jeO42NhYTcELZ2dnGvl1cHCgKXHchb+/P8dxt2/fxkKqpSk3FE/UuuU8YOkeNmyY6p/KysrwSBcsWMBxXEVFxeXLl8PDwwMCAhC+adSoER1UkydPpl8E95AQIpFIevToMWXKlKlTp1LNEV1dXfoEZs2aRUNdX758weM9d+5cdnY2ylt69er19etXxLP27NmjUCj27dtHKiOqdJArlUosmIMGDVK9kQMHDmBDb9q0aVxcHEguderU2bdvH9LaQqFwzZo1v/32G7teyeVytnMEW5HEsi1YZGVlCSr728GD3bVrF3tAXl4eG5kaMmTIhw8fwDsA25G2H+ax2GQymdoWoRKJRCqVSqVSGxub1q1bUylcb2/voKCgSZMmeXp60nAwWybDAiJBJiYmMAIhC0/x9OlTWAXdunWDA7979248bbZyjQeEkBAZWbRokapayps3bxBJbNKkCRoM4aWMGzcuKioqLCzs559/5i2Jurq6wcHBu3btmjp1KqaAjo5ObGwsnHw9PT02CvnfwXcH/jv+JfifO/Acxz169Khfv36sRSgUCt3c3E6ePImUwqlTp+BYjh8/nvfd06dPs1Vkbm5uVKeU3pRCoQCvjJJg2RRc8+bNDx48OHXqVFyAjY0NdWDEYjGKr/4A7t+/r6kKgDC5I2tra8opePPmDW4zNjb2ypUr7H7g4OBAM37Xrl0D01W1CRwvtSiRSHr16jVp0iR8DjVg9tfHjh2LpsQTJkzgOA4dnmvVqgVjq0aNGr6+vnSz1yQiSCqtfB8fH6SF0fiHPQA30qVLF9Al8CHcngYNGqxZswZ3BPMuLy/vy5cv6JTr7e2tmmeWSqVt2rTp0aOHk5MTdeyx4fn5+VHOf3x8PKxStZDL5dQepS7xrFmzcnNzc3JyeO2jeEDPW/aTfv36vXnzBk+PfpcVMKNPo23btn369HF2duadgdpt6enpbBaXJhlY0Bc9cuRIalvAurKwsKC9CWJiYhAjOH78+LJlyxBKAK9VoVCgIJMQIpVKp0+fToP9SqUyISGBdfaQRRGLxQKBAOH206dPd+7cmbVXUMuHLAeIiFOnTlXb4gETDe18eYBh2qNHj5UrV0K7Ho9x5MiRgYGBq1atQs6HktJVT96uXbuEhATM+q1bt6qKEbq5uV26dAln1tHROXv2bFlZGWydQYMG0WRCVFQUvqKjozNq1CiYPiyzvUmTJhkZGRzH5eXl4QW5uLhg7GFFEolEvDY/yKnSgA6eQ3R0dHh4uL+/v5+fX0hIyOXLl+FXFBUVoXwRfcJZTTi1wBKHAumSkhLEbvr06QO1zmfPnsF8r1atGkJ4eDW1a9eGSyMUCmneKS8vb9myZa1atcJ81NHRUctZ0NHRgX1vYGAwatQoRG14WU2O4xCvMTIy+qYsdhXx6dMn+AZwEQkh5ubmw4YNmz9//rRp09je7A0aNOB9F9LxLVu25CqJ4gKB4OXLl1u2bNEklimVSl+/fp2VlRUXFxcaGjp79uxVq1YlJSWlpKTwWKZCobBNmzaUOObr64sAtImJSVpa2uXLlyUSCfpZkkrPHHNqxowZVMypXr16o0aNorwAwqxOrF+BwChtz0bx/v17ttZJLdSKIICUSwipU6fOnTt3MBNpNjgpKYklHOnr6/v4+Hh6elL/BBo0GNiw4BFKGDNmzOfPn3kdKPB8fvjhB2wBMpmMStL89ttvWNDgCtLa9ZKSkqioKPrGSSU/edu2bWpFGTmOu3Dhgqb8/LZt23gH3717V0dHRygU0hAJx3FYA2kdfnZ2dlhYmKCyyWvt2rX79et38OBBpVIJDResS3p6ekFBQTdv3kRCuHv37iNGjMBL9PT0ZBXOeSgqKkI7TE0peqCsrAyzm9egm+LcuXNYZLy9vVmxBjpKsWlaWVnxCA7r169Xu6g6ODggaHjixAl8t2vXrvC74uLicMyWLVuwwtSrV+/z58+g8rVv356enJJBWPmhN2/eYHlRW5t97do1TUaUhYXF0aNHcRhNErCQSCQhISH5+fnx8fFYaZs2baqpnRCkdknlXONZfaWlpVA4BsLCwsrLy/Pz80ePHq22wKRmzZrBwcG3bt0qKSnJzc3dsWMHzJIuXbqgtOfNmzc489atWwkhAoFg8uTJKCxSKpVXrlyZNGlShw4dqOQBT9gCKC8vB08Nr2z8+PEZGRmZmZmXL18eP348JqaTk1NOTg6UWc+cOYPwpZYQEk2G8Ro8s8jLy0MOaf78+YcPH1bbhpAQYm5ufvnyZcQOCCFNmjSZOXPmypUrWXPdyMiIyvr+N/Hdgf+Ofwn+CQ48UFhYeOfOnZMnT16/fp2SnbCEffr0CcvETz/9RI9/8eKFqlnAgpKQOY778uUL3Qm0dyIBsCZqKiT7Jm7fvg0zztbWFqcaNGjQxYsX4WJRowfbsJGR0dOnT69cuYK91tPTs7y8HH1faVCDp4RPC9IgEEIvm3bDJhpUr2EvEkJgIFpYWKDODc1LQBrHd2fPnl1QUIANBvfCepXIJnXv3v3z589080NMunv37p07d9YuMyYQCGAuy2Qy1iYDbGxsgoKCsN9v2LCB47gPHz68efPm9evXqrsF+0OjRo0qLS2lmtXojL1p0yZ4rdActre3nzx5MiobqWLCkSNHkHHy9vaOjo5m/VKqWKM9b9+/f3/IH7q5ucEW59Vas5DL5ba2tmx2VygUwjUFvn79Srt2aQG9d1qFWL169WfPnsXHx+Ofbm5u4DH6+flxle0G8K3Pnz/DRieEODs7q23fQscDIWTEiBEIbL1584a2JJRIJPb29ixx0dDQ8Pjx4yj0EFT2u2YT1F27dqVuMK9P8vnz59WKzNvY2PA8YQxFKgM2ePDgWbNmbdy4keUQ5ufn0xhEq1attm7devLkSXDaFQoFBhKdVklJSXCW3N3dHzx48OzZMxrF09HRwf1C5ZsQoqurCy+xefPmhYWF6HNJCEHKCIEnfMKTz4BqIyHEzMwMw6lGjRpa2IN4rWglqJb2zAI5QBQlIirn6OgI7z03NxdLjbu7+4cPH5CjnjRpEu5i06ZNy5YtQ5yI5uEpcnNzkT2zt7c/cOBAaGjo+PHjQ0JC9u3bl5+fX1JSAm5Ly5Ytz5w5A2kDthNhXFwcogBqM/N/DBiWnp6eCoXi5MmTmpQ4YIvz7qi4uNjAwEAgENy7dw+NmkmltVpUVHTkyJHAwMA+ffoMGDAAySLUTXTo0IE3QV6/fo04nbOzMxVPxVj19PRkvY5GjRpRxgSEFZCRxuW5urpWsch84cKF7AXk5+djWqk+2JKSElq5DYhEombNmrm7u+O30K+U9y3ICmDVAhuOEDJw4MCrV6/OmTOHF8HZtGkTvlVYWEg5UAhngEFNpwC4XSUlJbNmzVLLaapdu/by5ctPnz69du1aujh4eHigMV7dunU5jnv06BGNy1SrVg0LDitvQT0iHtBB1tjYGBEfc3PzuLi43NzczZs39+zZ09raulq1alZWVq6urlhSEMimgLNx5coV9kPcWnBwMPvh2rVrCSHDhw8fMmSI2r1PIpFMmzaNRzZWBYrkW7RoodrOkwLkL3t7e5ytoKDg5cuXmZmZ7MljY2PZAhOqtUF7rxCVZj0A2gD16tUrIiIiIiICm/u6devoAWfOnKFro7W1NS/s5erqiqYhWDNZAWB0bicqqyLC6JqUNUtLSzdu3NilSxfYTnp6eu3bt1+5ciXdEXJzc3FrK1eufPDgwfHjx8E3hCIjQDuTs6r+LG7cuAEjAYcNGDBg+/bt165dO3HiRGhoKCxG9rUaGho2bdrUwcGBTbA3a9bMx8dn586dmhp/cpUjCrII6enpWBtp7cz9+/c1dSvs169fdnY272wKhSI0NFTtAiIUCkeOHIlRhHe6fft2yG38/PPP9Az5+fnsyEFW3NTUVFNQDICBYWRkVFZWplQqb9++HRkZOWnSpNmzZ4PNVLNmTeQDlErlpk2b1Aoq6+np8brW/dfw3YH/jn8J/jkOvFrAlSotLcV+oKenR1s6wbc3NzdnFZ7ZOtWIiIisrKzp06ezHrtAIBgzZsyqVatat25NvyWohK6uLn5RKBQuXrz4j13z169fsWD17dsXXgE91dWrV3HZ1C0E75rm0t3d3REUP3jwIGEo8dbW1jQzkJWVhTI8VraNBbsV0U/MzMyw2QgEggULFiiVSlxJZmYmznP16lXwx0jlvqtQKGAq7dq1i3rFuCO4HyAxZmdns3r4+Gn8Fq9CXjvok2f/aWZmRqsKOY4rLS1dsWKFanq8YcOGtMk57QTm7e3NVebZRo0axXtHNFEvEAiCgoJoKYcmjBgxYsaMGbzuCWPHjqVbOF7K4sWLL1y4QAipXr26qoqYoaGhKm+CECISiVR7sdy4ccPf379+/fq6urpyudzBwYHS7eiVu7q67tmzh2pQrV27Ni8vD1Y4fggZkhYtWuCcoG0LBIKsrCzYrBgGnTp1Ui2NmzBhAk4rk8mys7MRUoEGQfXq1Xv06NGiRQs6qNirooLnY8aMGTRoEC3iRQLk6tWrOKBRo0b4oYqKCjZY0LRp04kTJw4dOpSOK5aYynEcOJMGBgasaKWhoeHw4cMfPnyYmZm5Zs0atjZVrWSXjY0NNVwqKio2bNhAC5vhabARK7lc/uuvv1ItIlNTU8QaZs6cCd9YIBBAr5geQAiZPHkyz7VA4MDc3ByLkpOTk5aVBJ5eYmIiJp12MQ74bOAhI7RBM1TI4Ts5OcGeW7FiBa4NuXFXV1euUt6/Tp06bH9NAOYOy6ZmQSsm5HI51r0tW7Y8fvx4x44dNBXM83b+DBQKBaY/S7x89OjR2rVr582bt2zZMkqrQQiMtVYB8KJ//PFHMJaJujopVPRYWlq+fPkSCWFPT09WpQWGuIeHB1sezKpX0rlAmeFcZV209uAmDyYmJgKBwMDAgFVWA/D6pFIpWlJToMze0NCQFmtQijINvcnlclpQzXFceno64pufP3+ePn26Wp1ImUxGr5wlbyuVyiVLlmDYi8XiLl26sKQhuixzHJednY2msIQQFxcX1cdFCNHX158/f355eXlWVhYhxMzM7OHDh3DemjZteuzYsbKysry8PKRtV61ahVhJ7dq11Vb2Qid11KhRmZmZiC/o6+tr2jd1dXV5BRfomrl58+bTp09v3bp19+7dt27dwsJSvXp1tvwNApyIVty7dy8wMJCmvu3s7GbNmsWTmtOE3NxcLBFt27ZVvaOysrKZM2eCQnXu3LnIyEgqYkoI0dPT8/b2RggPY0BT0TW2bx0dHVUVHnRMbNy4Md4slqmbN2+yx3z8+HHKlCk81x3BEer40bWLfgsrjEQi4XEQsDqpCvryAI1GnqwdV8n6ZlP9aN3CSp9WVFRgaVLtnU5BqxHVPjTsCDVr1pw1axYbsBOJRIh8icVi7dcPwENGEQEqwIcMGYI/HTt2DL9iaWk5a9askydP3rhxY9++fXSa2NjYoOSeB9oo0crKytLSsmXLlsHBwSyJAE9+6NChaOjj7+//4MGD4cOH0zMLhUIXF5eVK1di20I3De3AFnPhwgXe5xi9vBqEsrKyc+fOhYaGjh07dtKkSbGxsaDGVKVn3t+B7w78d/xL8A934EHKSk1NXbVqFdaaTp06ZWRkYDnu3bv3pUuXCCHNmzen/ZPo2kodCaJSmySVSiMiIjIzM9XqkLm5ubHZ+98LeIyurq6oouRZkK9everbt6+qDaerqxseHk7zPEgd4DA4Ejo6OoGBgYmJiSg9ateuXWhoKK/trXbTUCgUenh40M0YvuiTJ0/Cw8MJIQ0bNoQhTmmZ8HPq1q2rVCrZPD91dH18fDiOe/fuHZuDFYlEIKLDw7lz546qtAxiJdRB+umnn+Lj49HKaMmSJbdu3Ro4cCC9F57zxnGcQqG4efNmaGgozvDLL7+wf4WBjrDOuXPnENNRzTiVlZVpT6q7uLh8+vTp0qVLlIcJsxV+GuDl5YVtmA6wunXr9u3bV1MPP1UIBAIER3r37l2V0UWZroTJF6WkpOCTe/fu4WxNmzaF+iB6GdBe99jLZTIZUkZdu3a9d+8erlZPT2/48OFxcXGwVn19fdmCi7S0NCrLZ2ZmxhrBWhrqAAjiNG3adOHChQEBAVOmTKF3AZMX5Xw6OjqwYJ48eULfo5mZGQymOnXqUHUlLewGFrTn36FDh3Jzc/fu3Ttz5szRo0cjEtGgQQNvb28/Pz9vb2+1vgSFoaEh8glYTxD6YdsxEkLkcjmlorAQCATu7u406YQAilgshmWsto4AqKiowIPNysqivaO1DAyYhlu3bv38+TMhxMDAAIYyzTlTYxr6Q8uXLy8oKABloKioSKFQYC/geYMcx6GOiWfEs/j8+XO/fv3ULj41a9ZUpSv/GUBpDIlZtaA18Mj4qTIXcnJy8PBpMA4hDApa0QPV8fv378NX0dfXHzNmzL59+yIiIgghurq6cCyxiVhZWSkUiuTk5NOnT1+8ePHFixfYCKjs3OnTp+mK5+zszBvDQqGQ7lZYqIcPH05H1/z589XeLFRgCSFdu3Y9cuRIVlYWLTam1wzVEhRqwQvCn5o1a0bdLRTdDB06FP98/vw5YkbNmjUDwcHQ0JAWlYBjAsZQQkICje2qQk9PjxcPok25ly9frlAoLly4MGXKlF69enXt2nXYsGGbNm2iVOqEhARCSNOmTfGy+vXrx54KWh4jR4788uULPChXV1ceQfrdu3d44IihfPr0SZMejUgkwgogkUjYVDAWT55HR1/TTz/9RCOAmCM0ZJacnIyxgVCpprGqFs+fP8fWKZfLJ0yYcPLkyaSkpGvXri1ZsgRlLyCH0wClrq6unZ2dpaUl2xedEGJgYHDnzp3du3f7+PhgZzcyMgoMDIyPjz99+jSObN68OS/XWlxcLBAIdHR0lEol9PAwsFWvU6FQPHv2jMqt6+vrsyQyLNo0QKBUKmmXGd55IBEXEhKi/bHALa9duzbvYvD2wbYDwCyjjjGAHDshxNvbW7WW59SpU2whPeQYLS0trays6NZQt25dejsfP35EEQ2UUPCuq9IIDXvE+fPny8vLsT3BJ7937x72vtGjR9+9e3fKlClNmjQxNDTU19dHJAh/bdCggeqvICCrGtqgePnyJZYXiBy7u7vToQJlKF7qoip9l2CFxsbGsh8mJycTQszNzbUn8LnKqgde14P/Gr478N/xL8E/3IGHYbFq1ar09HR0CyOVnUI8PDzKysqg+ta1a1cex48uSY0bN8ZWJxaL4UhQz2TKlCmIysfGxq5YsSI8PDwuLo5WAt+9e3fDhg3h4eExMTHnzp3TUrrGQqFQwDy6fv06Fmh4IzykpqbCfBQIBIhlUjsPoL3T8HbGjh2rKZqOu8PBMCNAKoax0r17923btq1evfrQoUM0oq9UKk+cOIHcaa1atRwcHOCP4SeoGYeKqREjRmCx1tHR4aW+HR0deRRQkUhEjRi4Sbdu3cLeKZVKaSvyAwcOXLhwAYkaRGHB9DY1NaXaYHv37qXZez09vSlTpiQkJOTk5GRnZ1++fHnkyJF44x07duTlpm7dukUqkwzVq1fHNfPY2uXl5cgFCQSCzZs3BwcH8yrtRSLR1q1bkfPMycmhuztaztLDBALBlStXqLiR2uw60ZwJsbKyOnHiRHZ2tlQqlUgk2jvHAIgK4YSGhoaLFy++cuUKIuukkpdbv379V69eQdUMCo5NmzbF1zGhpFIpRLDgXGVmZg4YMEBT9Ad51PXr11NmPqW5njx5ElY10iCaqoh5vc1ZCAQCOPM6Ojowyl1dXT9+/IiAkUQiuXr1an5+PkxSxDgOHDjAnq1FixZjx45t0qQJuwKYmppSd1okEk2aNEktfZeFkZHRoEGDgoKC2DIN6uN16dLl4cOHcLquXLkyd+5ctepEQPPmzWHld+rUCeOK0l4wQ0klRcXS0lLTi0a1toODw4cPH0hllyMtQESmR48e4B7TBBSMdVR9cxxXWlqKlDIy2PCOUHqwbt06Qki/fv14Z0YAS5UhwkNiYiJqmqpVq2Zvb+/l5bVmzZrc3Fzt3/q9wGPp0qWLlsvAE164cCEWAVVGa3JyMiuB3qZNm6ysrKdPn27fvh0jTSAQhIWF0ePfvn2rNupKCOnZsycuic34AXl5ebq6ukKhMCsrCwXwpFKoIjk5OS0tTZWdVK1atREjRsARev78OdZ2oVDI66bGYsuWLZpSyk5OTo8fP0Zq0dra+smTJ1+/fkW4Aasi9PkRKatWrRpdJJEUbd26NcdxqP5dtGgRVWJHXtrZ2XnLli0YxrVr18YgEQgEUVFRNEVpbGzMSppzTBXJiBEjtL9ohD8wolq0aMFb5J89e4afjomJ+fz5M4b0unXrdu7cGRkZGRUVFRcXh8gCLbtLTEzErGzWrFndunVlMplcLnd0dJw2bdqzZ88UCgV+EcLsHMetXbuWLikuLi7Dhg3z8fGh3W0ADw+PFy9egHJlZGRUVFSkVCr37NlDY5qq/eergg8fPmiKiDVu3Hj16tW4EWdn5xMnTlDL5P3794sXL6ZBIrbsDoS+Pn364J9KpZJWpKsW0uPBPnv2DLseqti0vyaskw4ODpRwhCgn5AMUCgXNb6vy9uFNaf8VAGEIXkE4aG6UXl5cXIzwB1UuoKCRJiMjoxEjRqxdu3bnzp1hYWGUtd69e/fz58+7ubnxnryhoeHMmTO1+Oc4A+TxtaC4uBhFjpmZmY8fPyaE1KtXj2Nex8iRI8eNG6eJCYhpPmXKFN5pU1NThUKhrq6upkISjuNQ1kdNaJlMNmXKFFraU1RUtGPHDhqZ6t27t6ura926dRs1atS5c+cVK1aosvdR68HjTSA8p0p6UkVqaiohxMbG5ptH/h347sB/x78E/3AHHkU7derUKSoqQiUPzZo6OTkFBQXBvKAbrSYPqlGjRmfPnoUbqVQqjx49Sqm/+vr6rHGgVCp37drFKiHRRTwkJIRXi6sKWM+2trZJSUlEnYoSxdOnT9nzy2SyzMzMz58/37t3LzQ0lCYPCSH6+vq5ubkPHz6cMGECfGCBQGBlZeXr67tq1SqxWExX/MGDB8M+e/HiBS5ANVX16NEjLTkTQoient7mzZsvX74MhwrUBl1d3YMHD2ZkZBCVPMHQbhIAACAASURBVL+Ojg6lrbIeOIIjMD2hcEsN1uvXr6O+NywsrKCgAH8VCoW8LRClvMgfql6nRCKZMmWK2uJtsOhh1eG7p0+fxp8KCwsPHjxIi8ZhRyIDrDp4ZDLZoEGDUlNTk5KS8BwEAgHC2NQnb9q0Kb285s2bL126dNeuXbt37z5y5Ajr4xkZGTk6OtIwgZ6eXlRUFK1/RgHzyZMntY8urrKejSVE8NCrVy8EAiDbC58TXImDBw/SS4XFAL034NmzZ0uWLBkyZEjXrl2HDBmybNkysLLxW3PmzIFZD/Tv35+9KlBV2dckFAr37NkTGRnJBn2kUunEiRMjIyN9fHxY9jupVIsQiUSenp74k76+/qFDhxITEydMmNCwYUOc3MbGhj552omtcePGa9euTUlJ2bJlC6sUjb/CmEakTG1BB4SFCCGNGjV69eoVBvP48ePpy6LfwuSqXbs2y8+vXr06PQBXjsQdCgQKCgpCQkIwQ0NCQtClkj2t2sx2aWkpAnBLly4FnVutaD+L7OxsWIcomqCZLnCXAgIC8E8kqKmeE4xdRC2R42rWrBl72oqKCuS4eOxitQAbhZeW+WsBZ6ljx46aDqAtM+3t7dHrW23slca8VGFubq62L3FycvKCBQv69u2LYNCYMWPAQkeXe1NTU9WvYCHau3cvZkFQUBCG0IcPHxCJ69ixIxVWIIRUq1btxIkTO3bsGDx4MOvw04bPavH58+elS5e2adMGzoxQKOzbt+/+/fuRBystLQW5ycDAIDw8fNGiRaQyjezh4YFaALFYTMUCoGRGO1nCN0tKSqJtTTds2IBUMKbk5MmTi4qKqN7EnDlz2IBC27Ztec8fNThoPKkJtMAH7K0zZ86oHgM2ASFkyJAhtFkpD/r6+vfu3cPxWM3oRFALFA01aNCAbpF4Lw4ODnTrj4+Pp3sBHh0eZo8ePQIDA2n4D+U2tDfHH8CDBw9mzZrl6enZtGlTV1fXESNGHD169P3798gJjxo1Sm1FPURtCCEjR46kH6IfHo3icRyXkpKCy65duzZbG/L+/Xs8N0Rju3fvrr3FF6K6FhYWiNrUrFkzNjb269evoGv5+vpeunSJVWTgkfaLioowI9SSw3lAcXuNGjWeP39OP8Qij0ehVCpRg92iRQvVJDDcNrr1szA2No6KiqJfycjI2LNnT1RU1Pr16y9cuPDN5A0WVS2LEoBSfMTFoFKMtkoXL14khFhaWuJBSaXS8ePHx8fHf/36NT8//86dOyzRUkdHRzUqCqsAOS21P/327Vvqn9eoUYM3LO/evYtZqSnTYGBgsHz5cpbhgogAjwOPEDDaLmhHbm4uTvvNI/8OfHfgv+Nfgn+4A0+Jnf3793/9+jVN8aldaOCrVK9enZZ4EULq1at35MiR8vJy1B/a29vjzFBJJUxYmuO44uJiNGwnhFhZWfn5+c2aNSsgIIBWmjVp0oTliakCilPdunWDQlLnzp213BqImjxPhsLT05PSt7p27YpdhJUhuXnzJmLkNH4RFRXl5+dHCBk7dmxJSQnlwtEfvXz5Mn4OW0L//v0zMjKSkpJWr16tVj8MaN26NTWDWHL40qVLz507l5eXhz7PMGicnZ1fvXqVkZGBW8NlFxYWshsndgtjY+MxY8bAtJVKpaoFURUVFTAfV69ePXHiREdHRyMjIxMTEycnpxkzZrC7OA9paWmwZamIICFEV1fXzMyMHTmOjo4lJSUlJSWq6dmWLVu2bdsWfpeent6vv/6ampqqKdOlp6c3cuRI+rIEAkG1atU08fOtrKxmzpzJo0OPHDmSVE3oC7GG8PBwpBC7devWrl07WI14p+bm5mi0CwIF7OBff/118+bNNKBgZGRE+RFafguaW8jAz549m2aPgbZt227cuDExMTElJYV1aOkDP3z4MAxrXV1d1hkODAx88eLFx48feY2g2TP07Nnz3r17gwcP1pS6x2S3tLRU2/uXgnrmK1asoK8epER23olEItq1C7Z7QkLC/fv3YfS4uroGBgbyym1q1aoFVz8wMBCTonbt2pAJhOvFKj8dOXKEis+7urritBgw7u7uPBO5rKwM5pGNjc27d+9wYSxHVBPmz59PCDE1NUVCBplnFMjMmjULl4E1B9q/OTk54CUhgpmWlkYIsbW15TguOTl53LhxbLikbt2627dvP3v2bExMTFhY2Lp16+7cucOuLQqFApcaGRmZkJCgWkv/lwAFLJaWlpoEpbnKRRJQy3G4cuUK3j7+a2dnZ2Zm1rBhw27duq1bt0671gDHcVgHKF9GqVRiALBV5QDYJdAWcXNzu337NiHEysqqoqICS3dKSsqDBw/UqrGKxeLRo0ejJrl27dpa7pcCGTDVkv6ioiLa6QpCg+wPmZmZQVUrMTGRbWDBu1naV69Vq1Y0AU4IadOmTXBwMG28SkHV5njqCSjtEQqFbHk8i/z8fMSMUG9ibGysyYdk04aAqakpXXip0MyZM2fAyzA1NdX+cg8fPqwp/2lgYECjwC9evMDtq20RWq1aNcwaXn4yIyPj4sWLBw8evH79+h9mpmBNhoKj2gPQkhBBSaqbU1BQIJPJRCIR66tDoZYQoq+vP3DgwJUrV8bFxVGRAkJIp06dvnmdNHscEBBA4/gSicTOzo59MthhVV1cdKVB88tvQqFQQHfd1NSUNlfDJpKZmZmdnQ1uiL6+PttKgAItac6cOfP48eNly5ZBn2XKlCmHDh3SIhlYFdCeeatXr9Z0TEpKCoJxiJRBpdjc3Hz27Nkgi0E2klU7osDTo6V8quFFuk106NCB1QwCXr9+jRAeIBKJevbsGRkZuWXLlsWLF3fq1AnDlbVYunfvnpqa+uTJk3379iFjQQgZMmQIVqHy8nKY4rxwDBZe1qIGioqKbt68eeTIkfPnz8N+RgccLZVQfyu+O/Df8S/BP9yB5zjuyZMncEI6dOhw8OBBeAJSqdTLy2vw4MHQQCaVHPIaNWps2rQJn8CtpXsDbGLa5ejmzZtYtmhTXKVSiSSDoaGhanOaGzduIMZsZ2entuUJcPLkSSx/MLzc3Nw0HQkHHj1FYDRYWFgYGxs7ODiMGjUKyre3bt2iu6Cdnd2FCxdQltahQ4cxY8bAT6DNxsVicXp6+rNnz9CsCOlW1oFPS0tDYr9du3YQCGCJ5SgupahXrx425saNG7O2I0wrgD4HLIiWlpbIzMhkMlROenp6Ll261MXFBXsDq0rAonXr1po8ydDQUPKf7WqriFu3bmFrxzCg9Qj0ebZs2RL0TjhdpDJngv+Pi4vjOO7Nmze4NaFQePjwYejM89x4ExOTyZMnq/a6ozAyMsrOzr59+/Zvv/328uVLtYY4fkW1/FgVIPC7ubmhJNXGxubDhw+fPn0Si8U6Ojq0IrFnz540YmJmZkYTStCH9/DwgJyV9l+8fPkyqdzX161bB5ejZs2amzdvVttmTygUIgcLwBbU1dVNSEh4+PAhT6XC3NyczZbr6Oh079591qxZ69evf/369ZcvX2DQ6OnpTZ069datW5hZAMY8vm5sbOzr69uzZ097e3sTExMHBwcewaRu3brr16/HMDA2Nn7w4AHtn6ejo4OnhFEBowSs8uPHjysUCgQmoMpbUVGRmJiIXIe+vv6pU6cgB413h8GzefNmPC4jIyMe5ZKW/WMG4RZwVf7+/nBR0EMIgRK5XP7bb7+BmqFa36sWFRUVqJjAyRERw3r4888/T5gwAQ+fsliRMKEs36tXrxJCXFxcAgMDqRsDbTNNYxtefVlZ2dq1a3kFFPr6+r6+vmxfgL8K0C1T1U9iQaud7ezsWD2n9PT0oKAgrJwII7Zs2VKhUNy+fXv9+vWLFy9evXr15cuXtauFIwDEElaRuQXPhQVGC2zr8+fPwz2GtCH5T6Hs3377DbFjXV3dAQMGREREUBlnLNq0MwsP6enpJ0+ejIuLO3fuHAqRxo0bp/bIK1eu9O7dWzVYaWFh4ejoSONT+vr6rGkLzldGRgYWHHwdG6WJiYkqa0lfXx+jeuDAgSjfMDc3Zz1w2tpTLBbPnTuX51FfvXoV+6y1tTW+3qpVKy3vArfMQ8OGDdesWZOWloZVTkdHBxFS7en3tWvXst57//79X758ee3atbFjx9LPnZ2d586du2LFCl9fX7qV6OjoNGnSpHnz5o0aNcJkEQqF4eHhmLNKpXLv3r2s2hy+8tNPP9GweBVRVlYGPpGq+BwFGDdYPFniBpxb9gl8+vSJEAKWCu8ByuXyZcuWfVMzH0hISMD2GhIScvjw4Y4dO7LVTBKJBJNRLpfzLvvgwYOIgPB0/rUgPz8fspEYGPPnz4el0bZtW+wvRkZGqno3HMcVFhaiKycbwvgLQSVOFyxYoJoGP3fuHMK1gwYNunDhArVaedDT00OlkkKhOHDgwC+//NKoUSNsczKZbOnSpZhuvJbvwIMHD7DO6OnpDRs2DF1XtmzZMmTIEIxJWNH169dXpaHp6uoi1kYD8TKZjGWbnjx5El+HGAc2DlU5A0RXTUxM6Mh59uyZj48Pb81p3LgxRBYhM/zfx3cH/jv+JfjnO/AcxyUkJMA6pIkytfDw8EhNTQVFkCYEIN91+vRpyHjAZT1x4gR1w6i5g4C0kZGRpt0xLy8PPq2WnsyUuA62efXq1TWRmmgqCax7KjPGA/IVFGqpB5RTh6/ApsGeam1tHR8f//z584qKCpiPjo6OWMF5rekKCwtZnWFCSPv27VG9fPfu3aKiolOnTiElAhgaGsJAKSsrg2vXo0ePL1++DB06VBMRi3cX7u7u4eHh2o0YxHRVc0pVwdu3b1kxPAq5XD5v3jxkCMvKyuCLwgOnSebIyEh6HuQwDQwMkECrU6eOarG3QCDo2LFjRETE7t27V69e7ebmRh9Ct27dvnmpsFlZwWpNyMvLw1Z67tw51Os2aNAgKSkJr2b+/Pnz589XW0hSq1atnTt3wpZavXo1KMTdu3fX8ltKpZLOo5cvX+J3fX19OY7Lz8/fvHlz3759mzdvTpnqoEHSmYXjIyIicDZo7Tg7Ow8dOpStEAFoE3L8LkooHRwcqAeYnp6OI01MTO7duwcnitJGpFJpkyZN2rZtq2V9IITY2tpGREQUFxejRgacefR/hvklFApxO0FBQaAw4J9U10epVCIUKBAIcBdQSWSTqDD3HRwcjh49ClPm5s2b7JipVq3a8ePH2XraatWqNWvWjB5jZWUVERGBcJilpaVqUkUTiouLaUdxgUDg5OTE9iUSi8XLli3DkdnZ2cgb79+/H5+grBGWHCQz79+/r1AoXr16xbIVZDLZqFGjRowYQR8++zYdHR179erVvHlzWmz514rYcRyHntvNmzfX0q4pPj6enfjm5uZOTk70gkUiEVZymUw2d+5cVRKHiYnJkiVLNJEIQDs/fPgw/eTNmzcI3LB9sziOwxskhOjr68Pqlcvl7969Q7UCmndSKBQKzB1e3TgCDbyWS0qlctu2bWpHe7t27bQ8vZKSktevX4Mppq+vzypQWllZTZ48mefhIIR04MCB1NRURISpNxsVFVVYWHj06NHFixcHBASwkqukUvwF5CA6fW7evCkQCORyOdTUCSF6enrdunUbM2bMkCFD6Ixo3Ljxy5cvsd6yxG8eUlNTsc2tW7cOj27v3r2sXoBSqURsBcv71q1bNZ3q7NmzcCapNgorPpeenq6pITlPfEcoFHbs2JGWJuXm5lKH09DQsEOHDn369HFxccG3WD+/KgBfXVVtgQW6WiIZTvmGHMelpKSgRwxV6UMc087OLi0tLSYmJiAgALFLKysrWgdXRWzfvh131KJFi23btj1+/DgxMfHQoUNU9UYsFkMSEsjKygoMDMQWuWDBgqr/UFlZ2bZt25o0aaLWxujdu7cmtX8YRdqnxp9EdHQ0poadnd2cOXMOHTp04sSJmJgYzCBCiJeX19y5czHszc3NkWDo2bMnjZ2JxeI9e/YkJSUh/qIKLDK1atVSewHv3r3z8fFRNXiEQuGQIUOw4p06dSo7O3vLli2TJ0/28/ObOnXqrl270P7dwsLi7du3tH8tjyBz4cIFkUgklUqPHTuG2aSWFIZ4CriE69atg6kpFAqdnJx69erVqVMnlsj2txZbacF3B/47/iX4BzrwL168OHbs2Pbt20+ePEl11z58+DBu3DhVWrKBgUHbtm0ROHRwcHj+/DmVx6R9who3bowYpL+//4YNG2gGABVHUMKk2TZN/UiBjIwMPT09gUCgyclXKBRYl2/fvo3kHrtvsQB5zNfXFxWzmgqHioqK4HSpLd+tV68eNt0GDRqwEmi0XpECTh3VFYf6Nw/gSiHiy/bQYvMSNWrUgE0mEok2btyoVCqRhySVRXd79uxBwJVa8M7OzgsWLLh69eru3btZht6KFSu0PGoA5PwqKrSrRXp6OkYCCtp37drFpkZhVQNGRkawL4kK2Q+XjV7xZmZmqmkfoVDo7Ozct29fLy8vnnsvkUi0C4DduXOHEGJsbFzFjAdCVJaWlomJiRgbIpEIToVEIgkPD/fz86Mv2t7efujQoXv27CksLMSbsra2Li4u/vjxI7wy7bXNiJQTQoYPH44wDdsq+fXr17RxI/UDqb2CUUe9rIKCAmh6ffjwAQrGUqmU2mFeXl70tKCZmJmZsUlOKNySyrrBR48eyeVygUCwfPnyDh06sGa0hYUF6xtTi4GuHvXr16dZ+nnz5sHjRWKc1kHI5XKwzWF/swEdpVK5bNky7SJ2dAzo6enxohUWFhYPHz7kOK64uDgyMpKtPiCEyGQya2trOvuaN29OZTWrjjNnzqgW5jg7O1MnMDs7G7Eqd3d3+A/Z2dnUlzM3N79z5w6O/Pz5M9W+JpWCAra2tnl5eQqFYt26dWyrAtqujOO49PR0CJSQv7pdUFFREeIvPXv2VCtK8uLFC1wzrzMlIURfX7958+bwK3R0dOgwsLW1RZ9ICCLiw5YtW6ptTgYVenbEchy3efNm/Na8efMw5kFgwfCrUaMGHhGoPYhGWVtb886MLYPHocW8Y/3qvLw8Xj0Lj/jdpUsX7aXLiFZ7eXmVl5e/ffv24cOHWVlZaj1J6FNCNRCdDhwdHakTMnPmzAMHDpw8eRLUbgoq2YDUNyTKsrKy4AZj97lx44aHhwfPEzM1NQ0PDwelGfXYRkZGmhZGDDA/P78PHz6gs4kqsbyiooLSMfbu3av2PGVlZRhRYWFhEEVXbV5QWlqKWJiLi8ukSZPCw8PBbbG2tr527RpVin337h39SnFxMZZHU1PTLVu2sKXUHz9+nDZtGt6a2n7sagF6vNoELAV2E6wqPOXL6OhoDNEZM2bk5eWxSuDPnj1DCFhfXx+r0+/F+fPntVThEUIMDQ09PDy8vb2dnZ0pbZCGd6uCGzdu8EQEWXTu3PnQoUOjRo3q2rVru3btBg4cuG7dOqivJSQkwAJEj72/DxcuXFDbIcXIyCgiIgJTSSwWL1q0qKSkBALMNWrUYHdMVD8RQmxtbVHUAELlkiVL6JQXCARaOpK8ePFi6dKlQ4YM6datm6+vb0REBILgGBI8NV8AE4QuTbgAOzs7nt0CfQFsBJpazSHjYmRkBHVDgUDg7+/PBqDLy8tpqYW9vf1frnJaFXx34L/jX4J/jgOvUCh27tzJ9tika1+HDh2io6MzMjIKCgqwCRkaGm7ZsoWWo3/8+BGmj0wmwwK6aNEiMBLVlrQZGRlFRUWhDzCSkFB5qVev3jfD4QgQqHWAASSy3N3dwc22tbVVpdxnZGTARt+wYQNyGlp2zXfv3iERKhAIGjVqhHyRiYlJq1atYP3Y29vTRCWbglMLc3NzqlfEA2j/WKADAgIWL17cokUL2GpCobBp06bh4eHHjh0D8x9nMzU1pcxzKysrqm2LT4KCgnjqwSj9gmFtbm6uJYcGwFXWTn38JioqKuCG6erqBgcH02dVWlpKx5tQKESJI9SYBAIBa0aDJYEkT4sWLaimLiHE2NjY29ubRxKrUaMGTeoSQhwcHDSNq5KSEmzMqFKuCsrLyxEmNzU13bFjR1BQkFpn0sDAgHZDzMnJAbldIpFQIwbP1tjYWFP9QmxsLOSssKNT4vH169d//fXXESNGwCrCCKGuFCqxAZ4GBJxkECZxGGWWsrXKKNhbv349+11asUl7z6CHFugwUHm8fv16amrqjRs3aLRr3Lhx0NsnhOzfv//MmTNIbsDhx+KA1woFONwLpTDMmTMH3hqr/Zubmzt8+HC1xfm2traq5AIKeL9r167lPefk5OShQ4fyqhKaNm26Zs2aKsZ0VJGRkYEgQs2aNcGelcvld+7c+fTp0+rVq/EnW1tbpBmLi4tRhykQCCQSCTseYOu0bNkyMTGR5pMJIT/++OOCBQvY3LWLi4tqyhoKfDo6OmqbcVQRjx49CgkJ+emnn1q3bu3l5RUUFLRjxw48Zzs7u23bttGQXHp6+sKFCxGCdHZ2Tk5OpgklHpo0aQLShImJya+//sqbnpcuXcLNOjo6qmYjP336RKUl2M+XL1+OEWVmZjZs2DBEcmkyTSwWU5pJeXk5BgMvOsMKfwJPnjzBS6SuaWlpKW2OUK9evQMHDuAKCwsLDx8+TEe+lrpipVIJk33Tpk3ffPhfvnzBBNm1a1dGRgaiCVqiV4QQkUhEn0xwcDAhZMmSJWfPnoUL0bp1a3ZTePfu3ZEjR9asWbN9+/YbN27w4g5I6KnV9y4tLcVbSE1NhTyYJqFHaLATQpYuXar2AHgdjRs3Tk5OhuSHtbW16tRLSUlBRQkeeFlZGeaLprUdoXlbW9v09HS1Bxw/fhxRQrWsb1Vg9+S1TeVBqVTSvLeent6dO3fGjx/fqFEjuVwul8vNzMywcBkYGGAEduzYkbaSMTMzq0oLMU0oKSnZtGmTl5eXlZWVvr5+nTp1evXqtW3btp07d/IqCGQyWd++fdnalm+CCg87ODhs3LgxNTU1Nzc3PT19+/btdDqoQi6X9+nTBxnjP2lFVBEVFRVojujt7e3l5TVy5MgdO3bk5OQ8ffpULBYLhUIa6eY4DuoYGMYymQwDhhAyaNCgkpKS06dP4x3BNqBaG+Q/BVaqCLB1VCOSmZmZUO2hsxJxOkzk9u3bT58+PSwsbPTo0VSzZtiwYZqE/ZRKJfrSE0IEAgGP8/LlyxeINEmlUoTMtHS/+/vw3YH/DjUoKCjIyMh48uTJnTt3Hj58+OrVq9/LRPrv4x/iwLNMMyMjIzb9SyGVSidMmFBQUABKIc8Ozs/PHz58uFpila6urrOzs5ubm6urq4+Pz6ZNm5CsBqd39OjR9P8DAgLu3bsXFhY2dOjQAQMGTJgwYc+ePbwYIcS9NfUx+vDhw8aNG5H+cnNzQ4u4li1bsoH5zMxMWHXt27fHmqhdZJjjuKKiotDQUNVCa5lMNnXqVHqF5eXl4BfgOQwYMOD8+fPBwcGDBg2CaQhER0dr+iEkTAghbdu2xSfPnz+HQSCXy7t37w5P1dfX18fHR21whHLDgoODVc+PMD+tBw4PD9dy19TQZNmqfwxlZWXjx4+nTpeJiUmdOnXY4l4dHR1EtdPS0vB59erVWRYlpVDSYAodlv7+/vv374+LiwsPDx89ejQYCkKhMDIycu7cuThMbaqhoKAAW7iNjU1VushSsPOlTp06/fr18/T0tLOzo4lomUwWEBCwZs2a6OjoYcOGwQ7Q1dVl+SAKhQLOrUwmmzVrFhsmT0xMRPmoQCBYu3btw4cPWSVhCqFQOHDgQJwBX1QqlVTzhqg044UE0aFDh3777TdYY1RVUSwW45icnBxYybziWMpRpwzSV69eEUKMjIxYAzo/P5/lFbM0YwQOioqKIARACMH0VAu8327dukE1MDQ0FOd/8+YNnUrGxsbr16+HezNy5EjkWvX19Vu1asWrGzcyMgoICMDta0oDchyHmtv4+Hi1id/fi7dv31J+BG6HRigIIR4eHqBq37t3D0MaywvWQ+DJkyeoPIIH8vXr1+nTp6vSoEBbqFWrltqsL8TP/lgVzPv373/++We1sRJnZ2dquAsEAnNzc5YN/ssvv9Dxc+3atQkTJri6utavX79169bDhg07cuQIKrpNTU01dWj7/PkzontqS8pRgaKrq7tnzx7282vXrqnKuQE8LxRGJKvu8fHjR4x8Ng4yZswY8p+K4siDEUImTZqk6jqylCK1KzBXWRMEJo7aA3gAw1ZHRycuLi4hIQF6XYSQTp069enTp23bthg52HToEuTk5DR58mQYGCh4IYS0a9dOUzG/WqARSePGjVVlxhBUbdSoUVZWFoJftIMpDwUFBVQ/Uu0BkCrghd6qV68+btw4duPmKlchOzs7IyMj3KlEIqGC/yxevXollUpFIpGqtCELRFFbtGih/Tm8fft28eLFWK+kUmmbNm1mzZqlKSiGMniiuYGL6oe6urpjx479vS3rfxcyMjIuXbp06NCh+Pj4b+pE8pCcnIwxFhgYqBpYCQkJYfUIPD09J0yYMHjwYNbmGTx48B8Ohv4lwBjjLSZ5eXnsEk3LnXx8fGhbBx8fH4wulL1gltWpU+f33g7WpcuXL/M+V1Vrgg3Zo0cP1TgdchLaf7qoqIi23W3VqtXChQt37Nixbt26kSNH0lj5kSNH0tLSwGa9f//+77qRP4/vDvx3/P/IysqKjY318vKysbFRu1bWqlWra9euMTExWpo0/g/xT3DgS0tL4R6YmpqOHTsWq4aVldXs2bP3798/evRolgnZvHlzkBX19PRogpEiOTmZVqgSQiwtLaOjozVZDFgukStA2lxtnRu6bdM168GDB0Sl2RLHcc+ePevTp4+qT4vbMTIyCgkJuXHjRkxMDFY3agF07dpVU508DwUFBQcOHJg3b16vXr3w3WbNmh07dqy0tDQ1NTUwMJA1YfX19ZcuXUpT3EjADh06FM261Dav4hiiICGkZ8+ebdoKmAAAIABJREFUO3bsuH379qlTp7R3nmNvFimXhg0bqq7yu3btIoQYGxvT+lu5XK7l3nG8hYXFNxP1VURiYuLgwYN5KnRyuRw71tSpU3HYiRMnMNgkEklQUND9+/ffv3/POnt0plPBYR5sbGxQQqZUKpFEEggEfn5+169fh9H8+vXr2NhYpKSMjY3VquZqh0Kh2Lx5s2r5rrGxMU8vHfD09FSt+ygvL584cSL17urUqdO8eXNKI9fX12crSkB+IYRIpdIOHTqEh4ejkSxMq9zcXIVCgRwCnQXW1tYs2Q/mb3BwMMJAeOBQeZBIJHgyUJGgjesBuCX4lkgkooYm7pRluCxcuJBUdskihKxYsYJ6FDT1UVBQQBnmenp68ANV3yPy8LiX4cOH7927d8mSJVR4z8HBAcY9lAiOHTv29etXaMgBdnZ2PXr06NGjB7UjcSo0YP+bkJGRsWrVKj8/v59++snX13fx4sUrVqzw9PRkC3BkMlmHDh1CQkImTZrk4uKCG69Xrx7oqawQA8p8qLgGUFhYiMmL5zZixAiFQoH/VytG9eHDB4lEIpFItNA+WVRUVKBP8m+//QbHTy6Xjx079tChQzdu3Dh+/HhwcDAcNgMDg2nTpnXq1InenaGh4YABA65du6b9J0pKSuCFam/c+OTJE1y52gzq5MmT8aNdunTZt29fWlpaVlZWQkLC7NmzqcS9n5/fihUrwALgBSsfPXokEolYRsyyZcvIfzLzT58+jWNok62srCy8r379+qm95vLycsrIFYvFPBe9tLR0zpw52AKopnpVgFWdEOLh4REdHa1Ww5IQ0rlz55SUlEWLFqk27DAxMVm+fHkVdzr2gjG0vLy8eOUS58+fJ4S0a9cOtK9OnTppOQ9dEtF/gcXTp09pTIrGJuiIQmM/HLlixQq1hWyEECcnJ9pVG0BrMbaoRC1KSkrwMLUU5YWGhqrtaSISifz9/VU3x7KyMpqq1dXVnT59emJiYkFBQUFBQUJCwsSJE+mS6OfnFxMTc/z48W/2x/3fAu0Yhw0bpvonRJckEonaVg6kctXVXnfwd6OkpATBFFUGe0lJCU/niMLAwCAiIgJBuoyMDLxTunN9s+08D5jC48eP531OdZfxz6ysLKlUKpFIvnz5kpeXd/DgwSVLlsyePTsmJubOnTvY/rTz3rFGSSQStXYIlggcCWtBtbP9343vDvx3cDk5OYGBgTwJEy2QSCT+/v6/K/z8X8A/wYGH82xtbf3rr79igwwKCmItj1u3bsFJwBLWpk0buKMymWzFihU8Ms/58+fh8JuammoxGdFxx8zMDFsXEomEkJo1a44fP37btm179+6NiIhAaTHWHfAp1MrLHzx4EOa+rq5uz549g4OD/fz8VPV+VYfEtGnT/lhgODExkTpvEKdR+xO1atVCUzHwjefOnYtu3lrk8VHap3Zg6+rqNmrUiNb3Ghsbjx8/PiYmJiYmZtSoUWzwgtc6CA8cVggETmirp8WLF6u9jKtXr+Kl83Sh/hJkZ2enp6dDhlculycmJkLBaOfOnTjg7NmzmvrA4VFjcxo3btzjx49DQkI6d+7cpEmT1q1bDxo0aO/evSxHFOLe7Atin62zs7OmHGBVoFQq79y5s2XLliVLlmzevDkhIQF66ZcvX16wYMHYsWMnTpwYFRWlvcvunTt3+vfvz/I7ateurSpnVVZWRqsc9fT05syZA8cGltO8efOQTMDdURZ69erV/fz8oqOjQTCmz2H06NFI2NJ+zp07d/7y5cvNmzcJIS4uLvR3169fD6IpWhIQxpKjEtn0YBDzKPr06UPpPDT7QY1moVCYmpqKJOeCBQtobd6YMWMQd1PbNFggEEyaNImmBJFD69mzZ2JiIp3ytNE6fcJU7p6Wl/+1+PLly6hRo1SnrUAg6Nu376tXrzIzMzds2KBKN5XL5cHBwV+/flU1zkBVOHToEO+3IIcJ7zoxMZGrNMU0UZRBS6adnzQhKSlJNb5Wu3Zt1fBWdnY2qCtyufzu3btKpfL9+/esCIgm3Lt3LyIiAiRPKyurb3afxr6gSa2D8i9U0aNHDxpmQs/natWq8VKmKBOVy+W7d+9+8eIFwq9gU0OjDktQWFgY/QoYPVKpVAu579OnT5QF0LRp023btl29evXEiROhoaEQTBGLxVXpWMnD1q1bqX/Lg7m5eUBAAFVu4ziutLT0zJkzyDrWqFHj3Llzv9d1p3j27BkW2/r16+/evZvOOzjwMBjq1q2Lame1UCqVOjo6WHlMTU1ZTzstLY3GK8PCwrAsYMXYsmULxphIJDp16hQ6YuIkPj4+OTk5GBtdunTBqmhkZMRObTCkDhw48M0bBKlYraBXeXk5aDtCobB///5Hjx7Fj7q4uIwZMwZ2TsuWLXkO1YsXL9guEj4+Prt27YqPjz9z5szChQuxQuJGtLPx/yFAFYmRkZHqBP/w4QNWrR07dhQXFyMgHhAQMHHiRH9//9DQ0AsXLqSkpGBmaWpb+F8AWvw0atRI0wG0ch4vTiAQREZGUjHLM2fOwPTFvMb4rEq7dRbJyclCoVBHR4cXaUKHRcprA8FHLWEqJyeHEKKnp6f9hyBh071796KiosOHD0+dOnXw4MH+/v5Lly7lFdXDlnZ2dv5dN/Ln8d2B/7+OtLQ07IUUurq6DRs2bN++fffu3VH94uHhYW9vz1OErlu3Lm/+/G/xP3fg379/D2krqlAyc+ZM1cPi4uJgzMFrjYyMpGHL6tWr9+3bNzAwcOjQoWyVplgs1kS9vnbtGgKZENe5fv06DN9atWqpGkYXL16Ey9qrVy/oV5H/1PA4d+4cvu7r68uS0IqKiubPn8+GIUFA0tXVdXR0nD59upZO5lVBcXHxihUreEaVpaXlhQsXioqKDh06hNQEhENR8P/DDz/k5+eDK6jJb4R1vmjRotWrV3t7e7ds2dLFxaVfv34bN27MycnZsGEDtpmFCxfy6ttv375NHZgOHTo8fvy4sLDw/fv3R48epaRlljKKOgKhUBgYGMj6YO/evQsODoZ1MmLEiD/ziL4JWGxPnz4FpVYgEAQEBGDjzM3N7d27tyqlAv2Zp0+fTggJCQn55k88f/6cEGJjYzNt2jR7e3t4hqampt7e3vv376+6BPHfjdLS0levXt2/f//du3eargqcCDZgZG5uzlJPa9asCYtq5cqVPF+awtbWlqWRozAe30JPPkKImZnZ8+fPd+7cSdsWLliwQKlU0ori5cuXFxUVQY6BhvDQnQvXZmNjA9VcahsZGBjAyse7BqZNm4afTkpKgimPGtft27eTSvfAxcXF39+/b9++aLl0+vTpJ0+enDlz5sSJE2Bn4Az4+uDBg7FcoLc28PXrVyq/VKdOnb+KUULx8uVLKjU3YMCAjRs3Hj16dOvWrcOHD0dcxszMjFa2379/f926daGhoVFRUcePH6cXA3eRvTYsIKoSCfAiMNkRJIU+U1BQkNrLg/qjFqexoqJi2rRplARhaWnJOsb6+vq7du3CkXfv3v3555/Z2KhIJOrfv792ovLJkyc9PDzUlvy4urpqoiNxlZreWtJ3nz9/joqK6tSpk62trampabNmzcaNG6daSAxX1tramr1OhUJBS5awLLi5uZ04cSIiIoLqrgUEBLCTEQ2ovimmXVxcTHOwPDg6OiKk+wfw9evX1atXd+3atWHDhpgajRo10vT0nj9/jpWhKt0xtePFixc0lCaVSuvWrWttbU1jVe3atePp9vNw7949PHw41UZGRhs3biwvL6ddNmjxCyGkW7duaHPQuHHj3NxcBFkwNeRyOSg2MTEx586dQ3VJRkZGYWEhDWlRNhDeVFUaxaGiQa0GCup3TExMKLfl3bt3cEcnT56cnJyMWU9lQTiOy8jIoBqNw4YNU0sZaNy48Y4dO+AH/t26bn8eWFv8/PxU/wTFQWq+Ijkxbdo03mHoJ9KmTZu//Vo14NKlS4QQDw8PTQdAxIFFUFDQxIkTvby8aNC8Y8eOINdAolg75UQtsA43aNCAJQIUFxdTdgAEX2QymVonBbt/hw4dtP8KKjiqojiQmZlJ/lP+5r+D7w78/2mUlpZSo9DCwiIkJOTevXuaRF+VSmVKSkpkZCQ14Ozt7f9yA+4P43/uwEPlqFevXlBYtbe3V/sklUolckdgppmZmVVUVJw+fVqV2m1mZhYREYGsvlAo9Pf3Z3sRv337dvr06XAOkccrKyvDq0ErdbUr18uXL7HHx8XFocL5yJEj+FNeXh4o8bNnz9Z0j5GRkVgW/0yuVS2wM8nl8s2bN6O8nHWNFArFlClTCCEGBgYpKSlwMI4fPw5rkicSBiQlJYlEIh0dHbVVuLRbEgRLVZGWlqaJZGhoaMiTLUA2iapYN2jQwNXVtWHDhvgEYrmqtYV/LZD9wJa/atUqqm3m4uIyYMCAHj160GouQkjNmjXXrVsH4jR23KrsUuj9w6aU/3Ay6p8AlDRLJJLGjRvzpM4bNGiAeGXfvn2VSuXOnTsJITVq1Jg3b17//v3hPq1atYqd4KhxNTMze/z4sSa9MTMzM8rkv3v3LiYvHilhxLqKioqmTp2KP4nF4ufPn8M7QloGlfAoV4GBC68b3n7Pnj2x/pBKSzo/Px/BnWrVqoGJAPELGkOkMDExoaRlW1vbsrKyefPmsWMjMzMTl9qsWTOst79Le/mbyMnJwdqols3x/v17MAtMTU3VShBTgOrPUnnxRlQ7rsOxh4+NkCUsaaoUwAPKmjQ5ckqlEiuSVCqdMmVKWlrap0+fJBKJWCzev38/1WJYvXp1cHAw1dS0t7dv06YN9cmFQuHcuXNVA0+fPn2i7UhwHrawE/NdLBbzempSIHmOxgd/BkVFRQhFgYh35cqV9+/fZ2VlXb161cPDQ1PxnaqJCdYD2wlCEzBPjY2Nf/nll3bt2nl5eU2YMOHs2bN/1YqanJyM6d+7d29eoTjHccePH8d24+3t/ZfEKMvLyzdt2uTq6kqjPBKJRJMqJA94FAEBAYWFhVSgq0aNGjAedHV1KdmqX79+BQUFxcXFMPDatWuXnZ1Nx8/+/fsx92NiYvDTlBxRVlYGsh6Vs8GU1xIbosBygQ7bLFBkoaOjwzvJ2bNnscm6u7vv27cPz/nw4cMIr1BCARpnvH79evny5X369GnTpk2XLl3Gjh176tQprMCIU/yZDi//HQQEBBCVrrcA4rl0gULut0+fPrzDioqK5HL539cE/pu4e/cuIcTJyUnTASUlJYinaCpOEYlEsDyNjY3PnDlDCGnduvXvvYzCwkJsQLBkaN0E1meMbYFAoNazLSsrw6RA0ksLIN7MaqloQlpaGn73997In8R3B/7/NOBzEkJ69OhRdemp0tJSmjRmmx7/b/E/d+CRzNmyZQtojZoMKY7jpk2bRghZsGABFjJaq5mamrpnz57o6Oht27bFx8dTAyUyMpI6k7a2tj/++GP9+vWp/RccHIxtDDkWBwcHcOTc3NzUCmziMLjxjRo1orx39PRq166ddjMFkvhjx479Y09JLag+MDiueJWqFbb46X79+sHnrFmzJlr+zJkz59q1a4sXL544ceLs2bM3btyYlJSEWAabJ2eBnrrQ/dYEWkJvaGiop6dnbm7etm3bJUuWqBaPIB48b948Hx8f1hXU09P7+eefq5K7+PO4d+8eEin4uZSUlL59+/K0W2xtbbG5sgXhiKk3adLkmz+BBAuvkPj/XSgUCupHicXiZs2aeXh4sMyX4cOHYwYpFAqkvExMTGAis+OqvLx80aJF0OrfvHnzjRs3Ll26tHXr1lGjRsEG1dPT69q1a2xsLI8Uc/DgQTZIZGRk9OOPPzo4ONAPBQIBeuNlZ2cjfQHqPmxuaP7XqVOHpa7UrVsXvpyFhcX169cXLVpE60SovhRiYUCtWrW6dOni5eVFb5z6YJ07d0Zkqm3btvHx8cHBwRjbEKOGEBGvwv9PAvT1Fi1aaCpkpV0YtK/zIE+ybZlRXMBSuDmOe/36tVAo1NPTg/+DRw0nR1MPTshAaCpNp41F6JIOvhUty1yzZg1t6CCVSmfMmEENcWwKrVq1wuvjVXh+/PiRfUFjxozBWIJLgAhOtWrV8O7UxheOHTtGNMub/y6UlJSw5ccsRCJRly5dRowY0b17dy8vL39//wMHDqiN8iP2NHHixG/+HKrM/lbj+PLly8ixy+XyX375JSoqauPGjXPnzqX0AS8vr98rV/ZNFBUVvXz5Mj09vaSk5NChQ9jRtLRavHTpklgslkgk4Lsplcr9+/erLY3R0dGhQkWpqamIldSoUYNGXjBQ0a6CEDJ48GB20wdFmTbORJqUjZKnpaUtWbLEy8vLycmpTZs2Pj4+O3bsKCwshFyZ6vBD/HHSpEmqN3XlyhUaWUbMVE9Pj10AqyI58f79e0zk/6262zeBdUm1FSWtjKDllqdPnyaEdO3aVfUk6GyiVqTjv4CvX79KJBKpVKrFX4BxxcLU1LR58+ZdunSh/YYIIdOmTdu9ezdRF6eo4pVQ+VtdXd0ffvjB3d2d6rzq6OiwIvkUlCtUv379b6Yfzp49S7R2waBAk2AtxIS/Cd8d+P/TgOLaH9DWUiqVKBP9A8Ez7UhPT1//h4D01F9ioPwxIHl16dIlBFO1KFJC+Hfs2LFYStQmkHl4/vz5sGHDWDamXC7v378/6xyixgwtQ2EedevWTbXaqqysDBQ7kUjEKnniss+cOaP9SlJSUmBqaG/P+7sAZS/KpAIb8Pbt27zD3r17J5PJRCLR+/fvoRAOb4pVvGPh6OiodmDTLibaVUPRZg8TREu2R6lUIuKLCy4pKYFsVUpKShW1kf8qIHBjYWFBazjz8vKuXr26Z8+e48ePX7hwAe5Hhw4dWHOtvLwcHqD2DkBFRUUYVN8sAP5/C7du3erRowdNhmNewMiAFOW6devi4uKmTp1K2c516tTZtGnTtWvXTp06FR4ejjCcQCCwtrZmM5AmJiYjRoyAczV37ly1v37z5k1No5cQoqenR4fQo0ePqAK2WCymdf60skkmk7F3wQITysLCguO4Fy9eYNZYWlpevHiRHQlJSUkgvxBGYYiHPn36IIBFl5GqFGxXBZ8/f0YfSu09mbKzs/FItbSrRN9ytvkC9I3s7OzYmCZCrr6+vsi6Dxo06NmzZxB7U3tTyD5Vr15dreWXk5OD9ZnVZAIVllV9g9EpEol4Jjh6Kffs2fPChQt4QWwQAQwCZOljYmLo56gD6tGjB7ZyaJfK5XJV2tGsWbOI5tKAP4CnT5/OmDHjhx9+MDMzMzMzc3JyCg4Ofvz4cRW/jqBJVRgBOPIvtzR4ePXqVb9+/VQZBCYmJjExMX83f0qpVKI4y87OTu3APnHiBGKvqm1fnz9/jqVpy5Ytz58/R2a+devWNOLw/v17lrvBW2EWLVqkGrJHcBDGAKQ9QNsuKiqaMGGCWm6amZmZVCoVCoWqCvBo5qJpXufm5oaEhLBlSmKxuFOnTjCTGjZsWJUHCM/tn6mvTIE5qPoGCwsLyX+WZOPe1ZLte/fuTf6KdjZ/GBDK1cK9glYORYMGDQYOHDh48GBnZ2fML4wfgUAA0RkwLP4YDh48SHsHAti5BIL/r737jG+qfBs4fqcbCmUUZFS2QBmypeUvGxGRoeJAQPaSypAhggxBEBFE0TIURBABQWUJFQQU2SCyZO8NhdJCGZ1p8ry4Pp4nJmlaIaOn/X1f+Ink9OROe+fkXPe4LsPQoUOtRhnOnDkjl9/cuXNnJgOrtt4hw8ua/FGmTJny0G/k4RDA52gyDfvmm28+xM/KktFChQo5t0lazYmHU7t2bee2J/Pk0hAVFSVDCQ4WeWrbLLXSspl8idTU1NOnT+/evfv48eNyJ5qQkPD111+3adMmNDRUrmIvvfTSL7/8sn//fhnYDg4OlgnqM2fO7N+//4svvtA2TVguDUpKSpI1mZlZFC2TgU5cRS9DDwsWLJD/lbWm2v9akrucRYsW3b9/X35KBAUF1alTJzw83HKjfv78+e3ui7tx40Zmuq5MTUssZ7u0UiOjyKVLl/b4JvCUlBRJcuvj49OzZ8/NmzfHxMTEx8fv2bNn+PDhEulVrlzZdgWBbBgrXbq0g/xJssrgqaee8vjbdIW7d+/u2rVr7dq1O3bsiIuL27t3r6RktxIUFGQ3SNZi+7x589arV69JkyZawnbJi6GUeu2116xygB89elQCZj8/vzZt2lSvXj0kJKRatWryt5Oo27K41/Xr12U2zDFfX99y5coVKVLkySef7NGjx7p16+7fv6+UCgwMTEtL02oQ2F29fOzYMXk2ODh40qRJshbG39+/Vq1aAwcOtEzuZf4nX9F/qoHsgOzVT6+qpSUZqEpvlbuQq3F4eLiE4kajUUqpjRgxQg6QjH25c+c+f/78xYsXAwICvLy8ZD7T7vKi5ORkrfSA3VeUkiJW+yplEHDWrFnyv4mJidqCCKstTpIGScqDyalKlSolF3mZnpXPr9XSg6tXr8q6m8OHD8swomwKsJrZTkhIkNEfT03c2ZLlPH5+fo6/caQinXL2Zo30XLhwYebMmYMGDerVq9fo0aPXrFnjtkHY+Ph4CZt9fX179Ojxyy+/nDhx4ujRo0uXLm3VqpX0mTfeeMN2KEH7dMv/xsTEyDhOtWrVLD+wv/32m1Z4Qj7g48aNSy/ilRUr0m/v3bsnEfjMmTPlouTj49O5c+effvpp3759O3bsmDVrlvQ6pVTlypUdN8+B69evS2FdWeGSXpUcu2R9yiPm4nE1GUa0W2lPPt1aDj/ZK2Q7V2/+Z2xlx44drm1r+iTnYlBQUHpX/sTERFmeI1XZLb+bAgMDe/XqdeXKFS17i6+vr+P9UJkRGxv7119//fHHHydOnDAajV988YWWgPbFF1+UTfiNGjWSK0mhQoVsS9DZunr16q5du1599VWlVLNmzRzMV0VFRRkMhjx58ri0eKFdBPA5moz026bKyAxZHJgrVy7nNmnr1q19HorMg2n3Z+4n2womTpwod722E8ga2Sc5Y8aMLl26pHeZzozVq1drk3JWwsPDN2/erM2nWZFJP8tF/pcuXVJKlShRIjOvK7GNZZUms9kcExMzZcqUJk2aPP7444UKFapcuXLv3r0zmVdGVipKFmjzPxPyzZs3tz1SxrBlRkt+e7aKFSs2YcIEybubJ08e28zPR44cUUpVqVIlw4ZpqfvTm6vX8hvZHW5wv9TU1HfeecfuDInBYOjQoYPduilJSUkSnJQvX952ZDouLk56bGBgoOMMW1ZOnDgxatSoevXqPf744yVLlqxfv/4HH3xgt5CVA3FxcZ988kmjRo2KFSuWJ0+esmXLtm/ffsWKFW4YRzhw4MCkSZP69OnTpUuXkSNH/vrrrykpKdevX585c+brr7/eoEGDli1b9uzZU9uavnDhQstsiLKLQX7zUg3Oy8urXr16Xbt27dy5s6SGUko99thjdpdkSxRXtmxZq9ngY8eOtW7dOr0/cdu2bWNjY61OJWF5uXLlZPuMxJB274zPnj2r/lnYMnz4cBlhTG/aVibNnDWQJ6+VXikHS1J345VXXnFwzM2bNyWMKVu27PLly41G49atW6UEQL9+/SRTl8FgkNKbZovqYo899pjtMNaDBw/kT2lVTdCS7Jyy2lcpu4K1OTdZxy5XDKs9VvKmZDVpWlqaDI7IFKjkG5OhSdutyHIP17JlSxkBkTGI4sWLW35ABg4cqJSqW7du1hl9k8SNSqnXXnvNwWEy3efj4+OshR5ZWWJiYv/+/e3uTQgKCvr000/t/vlSUlJkqbn27JkzZypXriw9vHbt2v379x81alTXrl21icpnn33WKm+rFUnAqdUskJs9rUyjVaG41NRU2cohvv76a8tnZbj8sccey8xvQKo8SHwVHR0tH5YMlz8kJyfLJcvp2xycSysaYlsOQ1bQSKr/7du3GwyGwMBA26H22NjYDFewu4FsNS9atKjdLJKW+Sx37969ffv2RYsWLVy4cPPmzdqKyOvXr8tUeWb27j2Ev/76q3nz5lYLagICAnr16uVgMsZsNickJEyZMkUGkizVqlXL7u9848aNsjTGPSOMVgjgczQJehs3bvwQPyuX7PLlyzu9VQ/H6ivH/WR4tWLFipJObNKkSXYPi4mJkVHJM2fOSPj9cHukIyMj5Qu1bt268+fPP378uFQTGDp0qKwPL1CgwO7du7du3dq/f/969eqVK1euZs2aHTp0WLp0qQwrWi7RlLoa+fLly8xLy0psy5V+M2bM0GpcWWnevLndNHKW5KZTi7RjY2NliGH16tVWR2oppuS3rZSqX7/+gQMHFixY8PHHH3/99dc7d+6U73uTydStWzelVPXq1a3uACRlqKwoduzMmTPyS27YsKFt5Llq1SpZfO6s/EbOcubMmZEjR9aqVatQoUJBQUFVqlR56623HBf9unHjhixV9fLyatOmzYwZM1avXr1w4cJ+/fpJvBEUFJT5esuJiYn9+vWzeyfq7+//3nvvZXL/xfz58y0zw1uqXbv27t27f/7551mzZs2dO3f9+vVaWSZ3krDtySefTC+rkMz0BgQEtGvXzqqeX1BQ0IABA9Jb9WA0GuUvUr9+fds7uZiYGEkAIb/SmjVrDho0KL1BQ1ny07FjR1lJO2fOHOm3suvbUmJiop+fn9zoa2n5d+7caXvO27dvy2pzZ+Uxla3OGSYWMmciE7K4cuWKVoQsODi4SZMmNWrU0G7p/P39P/7449OnT2/ZsuW9997TVu54e3v37t17z549MjN87dq1r776SsYC8ufP7+BaLbfgVsOasjdSW/4tm/xlmczw4cMtj5S7Xm2XvkT+w4cPT0lJ0f4i+fPnt73OXL58WRZbvfTSS7LcQ/73ypUrZrM5JSVFUh4EBAS4qOzfQ5Nt/yqdESKj0ShxglJq2LBh7m+ep5w+fXoXdkv3AAAgAElEQVTcuHGNGzeuUKFC5cqVW7ZsOX36dAdro8z/ZAS0nBG9d+/e2LFj0/tSdrDTXsjwt+XyH22/8fPPP//bb7/JwoSYmJjFixfL/UBAQID8QfPly2d5vTIajd7e3t7e3pm5UMgHTStSKPPqGS4bkcI0dme2sxpZG1+wYEGrjRKyoDUsLOzcuXPy17S7wki25Fjm6veIxMREGVWUIeOFCxfu3Llz27Zts2bN0orYyzBxYGDgF198YblxyWQyrVy5UrbjyTXNdalwr169umTJkmnTpn3++ec///yzg4qV4vDhw1pNrgIFCoSHh4eFhWm71fz8/CZOnCjT7MnJyTt27OjWrZvcH3bu3Nkjd4AE8DmaBL1KKW0iIpP27t0rq0Yfbvm9K3g8gE9NTZUBEYkbQ0JC7EYU8pFr06aNzIY98cQTD/Fa69at8/Ly8vLy+uSTT7QLhywp/+qrr+7fvy9TTEWLFrWNK9LS0uzuSZPbPqsCv7a0G3ftaijTO/K9snLlysuXL8fExOzfv1+rPFe8eHHHZYrly2D58uXav0iWnaCgIKs5fMljN3fuXNnz5uvra1WQ01JSUpLcEFilMzEajdKww4cPr1+/PjIycurUqQsXLjxz5ozVGWRCUq7R/v7+L7zwwkcffTRz5swRI0ZoZcDatGmTXs4tfUlISBg+fLjMFVt59tlnM+wYmnv37kn+Pz8/v759+27cuPHy5csXL16Miorq1KmT/DJbtmyZ4de2DNbIqy9fvvzatWv37t07ceLE9OnTtXXIlnLnzt2nTx/H4+vO9eeff8pUieMbYlkq0qFDhwcPHmzcuHHBggULFy78448/HE+Cmc3my5cvy41O0aJFP//8c+2zfP78+YkTJ2qb5x0vO7p37558WFatWhUQEGAwGGJjY6WcRMmSJW1/XRJeauk27C6EMf9TNiK9Zx+ClNuw3C6uSUhI+P7777t06dKgQYOwsDAZ12jVqlWG50xNTZ09e7bMRmrs1mCT99K/f3/LBFqWAy41a9Z0fBGzG8A/ePBAgigJQmR/sqxnsVz4dunSJYm9tXX1UuioY8eOsjZKrtjp7QfeuXOn/L1kyEy2OC1evPjTTz+VEMjf3/+/fsW7h5YotEyZMkuWLImNjTWZTFevXp07d672Ga9Tp46rt6DrnYz+WA0Jmc3mpKSkDRs2fPHFFxMnTpw7d67MbxcsWNDx2e7duyfluCwX2MsOFMtvB8vH5cqVk+X6ssfNKluk5EuynXa2Iul1ChUqpA3vjhs3TinVqFEjBx0gNTVVLgiPspXabUwmk6zlyZs376xZs7QvwQcPHshVWu6rGzdubPv9uGnTJllDlBVG4oxG4/jx461qS2tXTqXUjRs3tKn4AgUKvPjii/369evQoYMWujdq1EjWcNmukfSII0eOyLW6Zs2a69ev1zphamrqjBkzLHu75feCv7//hAkTPDV/QwCfo509e1b6oo+PzzvvvJOZe9/bt29//PHH8rn19fXNIp89cxYI4M1m8/r16yWulluojh07Wn7xpKamSqybN2/e9evXy+zWQ3z2UlJS5MJnNcmvZaE3Go1Go1HWz9uWH5fDbO8FZZOzVjwmPbJf+tlnn5X/lfv43Llzy+ovK7GxsU2bNpWXcxDlSkU9y5zwJpNJwh4fH5+IiAgZa7h//77cp2rBc4a/PclXb7tKUwYCbNchh4WFWdaakr/XK6+8og21WnrsscdmzpyZzW4ub968OXfu3N69e7dp06Zz584ffPDBf1o2b/5nIKls2bJ298jt3LlTopGIiAgHJ5HMAn5+frZ7ExYvXqx9m/r5+XXt2rVXr1716tWTP1BwcLDbCgLLKiTb+2YrV69e9fHx8ff3z3AGwNb169fltlvkzZvXsnJ448aNZfXsr7/+avfHU1JS5M8RFhYWGxsr91Jmszk5OVmyGZcuXdoq5pRsavLLzJcv37lz52xPe+XKFRnv04pQPjoJWW1rAi9dutTuRiFvb+8hQ4ZkOAgizp079/vvv69Zs2bfvn0JCQk//vhjp06d6tSp88QTT/zvf/8bMGCA9ks4ffr04MGDy5cvLxeHAgUKtG7desmSJRl+zGUthm2JeNnsXapUqWvXrsllR37zWi66hIQEmbbq1KmT9lOyaLlz587nz59XSmnjOOm9+qlTpyTHuK0qVap4cMesY0ajUUK+9Dz33HNuTgWqR/v27fPy8sqVK5fV4nZL8fHxstnHz8/v0qVLDs4m+9QsV7jIQHbBggUvX748ZsyYatWqyRU4KCioWbNmX331lTbFKsUpnnrqKcsTyvRy7dq1HS+8kuEtywwU8fHxcp0ZPHiw3RgpLS2tT58+SqmSJUtmnZLGjiUmJmpLSwoUKNC2bds+ffq8/PLL2oBsyZIlrbaFG43GmTNnyu989OjRnmq5rejo6JkzZ7788sv16tWrX79+p06dZP+jtpZz7dq1WikHTenSpb/88svU1FRZEZbel5c7JSUlyVjnK6+8Yvc75d69e7I3VsZ/fXx8ChUqVLx48aJFixYpUqRGjRpvv/12ZhLjORcBfE43Z84cbVWhj4/P//73v8GDB0dGRi5fvnzdunW///77r7/+unLlytmzZ7/77rtNmza1HIiaNm2ap5v//7JCAG82m6dPny6/T/mct2jR4uLFi5cuXZo3b55MBPn7+48ZM0aWsEqV6f/6EsuXL5fbMquvw5SUFLkGyYLDs2fPSgliyz2xZ8+elZe2/cwfOXLE29vbz89v+/bt6b308ePHZf2/ZCyPiYmRMUu70bt48OCB5M2yLQ+ruXjxoiSgtrwCpqWljRkzRluGHRQUZJUQxbIgeXpOnDihbJY5HDx4UJveqVSpUv/+/YcNG/baa6/J6IDBYJCy7b/99puPj4+WFjs6OnrevHkjRoyIiIgYP378+vXr7Vbpy+Fka0PBggXPnj2b3jH79u2T+UYt64GV+/fvyx/ItkDDTz/9JJ+v7t27S4YCLRfj6dOnZZ1nQECAgwwUTiSzUnv27MnwSAmuMizxkJ5Vq1a9+OKLWv8PDg7u0KGD7BQdNWqUUsrX13fy5MlWdx7Hjh2TX1HBggVPnz5tlU3q1q1bWqK+xo0bT5o0aeHChZ9//nn79u21OWq7+TUvXrwoi2btVjl6aLdv35ZeYblMXerYKaXq1KkTGRm5devWtWvXSnFEaWS9evVctB3UZDL9p5Dg66+/VvYGIJKTk2VyvmTJkhLkyxCMLGk5cuSIzB9apZCU1cijR49OTEz08vLy8/OTq5PtKiFNamqqNiHm5eVVq1atzp07y/7///jW3W3Dhg0VK1a03LBqMBjKly+/Zs0aTzdNN2QHSsmSJe0msb9165YMG0mUWKtWrVu3btk9zw8//CCTEJYJ8OxWNbP76bhz5458WVv+Y2JiokxpREREpHfDI2vuAgMDZeuHZvPmzTKU1rp1a6slMEeOHJFZioCAgMxchLOUVatWaWlQNCEhIZIkNX/+/J07d/70008jIyPffvttWUiolBo0aFAWnzBITk42GAx+fn6Wf+izZ8/++OOPs2bNWrRokeV8gN1sSh4hY0xPPvmkg+HC+/fvyxrbli1b2l2oaDAYOnbsaDfNkIsQwMO8ePFiy9zdmZE3b94skrVLk0UCeLPZ/NNPP2mlTa0ULFhQ6pOrR1h6LXvs7S4Y27Ztm3wB9O3b9+7du7I0ffHixfLs77//LnHRCy+8YPdrQO4aCxQoYDfS2LNnj0yFaVPlU6ZMUZnYkbVjxw7176VxtmSjZsmSJa1yYp04caJPnz6S+kU88cQTskPPMot+euLj463uJ86dOydDGDKpFRgYqP1+EhMTJ0+eLLcLL730ktwNp1cADHZJ0qnPP//c8WGyXvqNN96w++z8+fOVvQGaa9euyYY0qddy+vRpHx8fy4w+aWlpffv2VUqVKVMmk3Ozj0Jiqsyk15LlLVbpnR7C3bt3rS4aaWlpI0aMkOCnUKFCHTp0eO+99wYNGqQV1wkJCdGWXErP14LApKSkDz74QNvjp5Ga9nKdf//9948fP56WlpaWlnb8+PFx48bJOEKVKlVss+U9ouHDh8uZ5R5IaqT5+fl9+eWXcjuYkpIiBdVeffXVAwcOyH3t888/nxUyUMTFxUl0tHbtWqunbt26ZTU9XqZMmfHjxzdv3lz+RuXLl7dMSp+cnCwp5eXWVuJ/OYODOnAydla4cGGVUWa4rCkuLm7btm0//fTTli1b3J/PWe+SkpJktC4gIGDIkCEHDx6Uouhnz56dNm2a3JCEhIQcOnRI7kDKli37888/W35wbt26NXjwYFl6Y5VLcunSpUqp9u3bZ9iMtLQ0if+tbjB27dolMU+bNm2sFvXExMRI0nuDwWC5617z66+/amPrNWvW7NSpU8eOHSVvjnR4u6nUnOjy5cu7du06ePCg0694Z8+eXbly5VdfffXjjz9KrbLDhw/brflXoUIFD5aO+09koUeGC/eSkpKCgoIMBoM7d72lRwZTMlxQJgsD5SuyY8eO69evv3r1anR09K5du4YMGSIjs1WqVLHNWeMiBPAwm83muLi4Dz74wGqvoF2hoaFjxoxJb/jWg7JOAG82m+/evfvZZ5+FhYXZHagrXLjwjBkzHnokVb6n08vs8uOPP8q2iMKFC0sOp/bt23/yySfaQtxnnnkmvaW8RqNRq1PVunXr77///vDhw0ePHl2xYkWHDh3kq71Jkyba0Lu0JMO9bWazWbJ6OljJmZycLHeoBQsWjIyMtIxSLly40Lt3b4ko5MZCMjZn5ib1woULSqmSJUtq/yKDvq1bt05KSpLVd0qpsLCwzz77bN26devWrXvzzTe1uaBevXpl8QHvLOXu3buSIze9TN0aWZNZoEABu6GXJFm0nX4fMGCA+idTt5BwzjLHQWpqqnwZW5bLdhG5Lb5x40aGR8p+kG+//dZFLdm4caNM5FrKlSvXgAEDLG8mZOmmVSHiu3fvLlu2bOjQoZ07dx4wYMCMGTNmz56tlLLMgOXj42OZkvCVV15xxbz3vXv3ZG6/atWqW7ZskZGCRYsWybMXLlyQi1jx4sUlL+bFixflT2D3vt/9Pv30U6VU/vz5bdP+JScnT5482XL7g/D39x88eLDV50VW3T/55JNy8Zk7d65SqlSpUjIVb3fCKikpSRY6+fj4GAyG9Na2IBtLSkp68803ta1e0lu0ntakSROJlK5evapVfStWrFjbtm3feOON+vXry8i1t7e37dyApI1s0KBBhm2QBLF2c85v3LhRtg16e3s3aNCgf//+AwcOfO655+Qeyd/ff/78+emd9tq1a2+++abkLdfkz59/4MCBrguW7ty5M2bMGG32W36l4eHh3333navvCk6fPh0ZGTl48OD+/ftPmjRpx44dOroPkdqZdsuUWpKqGR4s/KyJi4uTOnAZrqmULKQqnWX/58+fl++vxo0bu+fvRQCPf5FcU1OnTh0xYkT//v179OgRERExfPjwqVOnrlmz5r+WgHKnLBXAW7p06dKXX345ePDgvn37jh07Nioq6hHnBq2Krtk6ePCgrJezki9fvo8++kgG5tNjMpmmTJli9U0pAgICRowYYZlbRSaxHW+oExI5LFy40MEx9+7dk/wuEnuEhYU988wzWj0PPz8/rZzyoUOHlFKPP/54hjNvixYtUhbFpWWHXtGiRbUhjHnz5smWbFvppYyytXPnzmHDhj333HO1a9du0aLF0KFDHWxDyMYyX5/P/M9ssN3bL4lFrVL1GI1GidYs14jKnO3HH39seaTUzdZSf7uOtPO3337L8EgZU3B1Fe5Tp07Nnz9/4sSJ06dPX716te0Cn507d8qdilURcku3b9+WTLxfffXVtm3bunXrFhISInPyISEhXbt2tVv0zlkuXrwoGxMkDqlateqyZctmzJjRvn17udF//PHHLed2FixYoDJdLNrVTCaTLJL39/cfPny45UbWffv2ybCUFgm8+OKLixcvth3q+uabb7y9vb28vGSbktlsTk1NlftCSX2SL18+q/IcycnJsrtefmlvv/22q98psqAbN24cP35806ZNffv2LV26tIy4FSlS5LXXXouKirI8MiUlZcaMGVrCbeHr69u2bVu7WY1iY2NlrVOGI7PffPONUur555+3++yVK1d69OhhNavh7e39wgsvOEhGq0lKStq6deuiRYsWL168fft2l25h27Jli7aOsnDhwuHh4dWrV9cG4J5++mkWiaTn6NGjshnTtual5vr165K0LysEn5m8bzl27JgMj6r0i6dev35dlqk6vtd1FgJ4ZBNZNoB3ulatWqlMzHvv27dPBtqrVavWv3//JUuWZH7S7MaNG59//nmrVq2qVq1auXLl5s2bT5482TZQl50XmVmOIWvkZs+eneGRP//8c4MGDSwzRQcFBXXp0sXqiinj4o5/CSaTSbIca5F/165dlc3O3vv37y9btqxXr17PPfdcixYtevbs+e233wYGBhoMhgwL4J06dUomgW01adLEcdrq7GfPnj1Kqbp162bmYFkkbDd/uywFsrqlO3nypFKqVKlSlv8oaYrff/99y39MSEiQ5AWOx6oenew/7969u+PDDh8+bDAY8uXLlxWSJshXftmyZWXFppWbN2/KEpU6depY/vZSU1Nd/cvU3L17d/DgwVYlfCU67dq1q9V9c0pKiiyvzbAy1n9y7ty5CRMmSJ7kChUqNGnS5KOPPsrMSKXRaBw6dKg2C1qiRIkaNWrIsnalVGBg4MKFCydMmCD/++qrr2plL9PS0rZv3y4ZB9U/m0Q0p06dktlLLdNVs2bN5s2bt23bts8//1w+Sto53faXQlZw+fLlgQMHWiZ6LFSoUM+ePY8dO5bhBefIkSOrV6/+7rvvNm3a5Dg4l+14jjOopaSkhIaGKqUc76+8d+/e2rVrIyMjp0+f/tNPP7ltvXHm/f7777J4oXHjxtu2bdPmCRISEr799luZtyhXrlwWXIiaRciOyMKFC9sd7T1//rzsgHDbTLVjx48fV0qFhoY6PiwiIkJuR5VSdnO7Cpk0ck9RQwJ4ZBM5J4CfOHGispde3kpaWppEuQ7GQR+RBFqZqWMvX/+Zz1kdGxu7a9eujRs3/v3333YXLEiy0xIlSqRXf9v8T/nr4sWLa/X85PbCbpofK5IOzfGus+3bt8tddXBw8PDhw9etW/fXX3+tW7fu3Xfflenl/Pnzu3S6MquRDQvFihXL8Mjk5GR/f3+DwWA3Z4xULvjll18s/3Hr1q3KZhmnjMh8+eWXVmcoXry4UirD8ZdHdPbsWanR7eAjlpqa2qRJE5Vl5kUfPHggo1q5c+d+9913Dx8+LLdQ586d++STTyTULFmypGUFKY+Qnfl9+/Z97bXXIiIiIiMjrTIza2TL6EMnCLQihdMt1x5rAgICRo0alZmccPv373/99dctk26GhIQMGjRI2+05Z84cLeFcrly5SpQooU1Lppdf5sSJE5JCSf1TqMlKnjx5pk2blhXSAcBt5s6dqxW1Cg4ODg0N1fLF+Pj4jB8/3ln9Yffu3QaDwcfHJ72c4SaTSbakhYaG6noI6ebNmzIzMXDgQLvhZUxMjGxOzEwly5wpNTVVEhV5eXl17tx5w4YN165di4mJ2b1797Bhw+TSV7ly5SwydnP37l1vb++AgADHSakkEaO3t7evr6+DXHfJycn58uUzGAxW6RhdgQAe2UTOCeBPnjzp7e3t7+/vICOx+Z/FbOXKlXPdGKdkvnWQXl7Ex8fnzp3by8vLiavOUlNTZQd+hQoVbAPy1NTUiRMnSjYdy+Wmmc86luGSgfPnz2ulBGyXNsTHx0tRnODgYAeDtdmMyWSSdXEZ1lORhFu1atWy++zYsWOVUm+++ablP+7bt8/qR5KTk+Vu1bZencRObsgHK9n4ihQpYrc2b1JSkmweKVasWNaZrklISOjevbtl8RHJ6y6eeeYZj68ONRqNBoPB29s7M+GHpO1YunTpo79uQkKCjLZ4e3t36dIlKirq9OnTJ0+eXL169euvvy7z6i1btszkSoqUlJSLFy8eOHDg2rVrtm/k2rVr77zzjuUy5ieeeGLEiBEOUiokJSV9+umn2q4ibVjhySefjIyMdHqGLWRxUn5VKdWhQwfLYfQTJ05ERETIEnrH1Tr/EykJ4efnN23aNKsq5VeuXJHFI7ly5dJ7/gXZ59yiRQsHN07Xrl2TsXvLorOwZDQax4wZY/nNonF/tvYMSaJQB0lqUlJSvLy8ZGWobakRK5LOyQ2TNwTwyCZyTgBvNpt79OihlKpevXp6N2179+6VKSyXpneS3DbBwcGO7x1HjhyplGrevLndZ9PS0pYtW9auXbvixYv7+PgUKFDgqaeeGj9+fIZRRExMjKQD8PHx6dChw5IlS3bu3Llx48aPPvpIpqq8vb0jIyMtf0Tyo6Y3lWepU6dOyiKBlq127doppdq2bZve13xaWtqLL76olHrhhRcyfLlsY8iQIfJrcXCM0WgMCwtTNuuENUePHvXy8goICLCsRRcbG+vt7Z0rVy5tmFxWWNjuf5bagYULF360t5IpqampsljD399/yJAh2rL/u3fvLlmyRJao5MmTx3WrYB7a3r17e/fuXaJECYlLCxcu/Nprr1mtevAgmQTLzFCC3HtJUb1HJJ/6xx9/3G4QsmPHDsmXYTW09IgSEhIuXbr0n0rWXb58eceOHdu2bcvKWWngUr/99ptEFOlFHb/++qvs2XZW7kyTySR1apRSxYsX79Wr18SJE8eOHdumTRtZP1KgQAEtcYNOGY1GGZe3mwvA0qRJk5RSnTp1ck/DdOrChQvvv/9+WFhY0aJFCxUqVK1atYEDB2bBIR7JqFeqVKn0bmWlnpGMelsmzbWrZcuWymYJoSsQwCObyFEBfHx8vMQGTzzxhNWStpSUlMjISFmklOHu3EcnhVibNm2qLVO3smLFCsnJZLdS69GjR6tXr247RithT4aJxBMSEgYOHGh3vWvFihU3bNhgdbyszc7w+ms2myVfVHrVZU+dOiXJwBwHGDdv3pSpYKn5nBPcuHFD3rJVISKNyWQaNGiQUiokJCS9PmP+Z218tWrVLFfZSagm2ek3bdoko/vr1q2z+tlhw4a5p/OLlJSUgQMHatuec+XKpe15ln6Y4b2gZ6Wmprqh5N5/JQvjM0wFdPv2bT8/P19f38wsq3FMhiODgoLsZgcQBw4cyJ07t8Fg0F3daWQnJpNJig5MmDDBwWESllhuInt0v/zyi6RUtOTt7d2hQ4dsMJwk67wyk7/29OnTKnP7xZD1paWlyaTC008/bXetXHR0tHzF169fP8N1YbJI6sCBA65p7P8jgEc2kaMCePO/i8GUL1++a9eub7/99quvviozV0qp3r17uyFp1tWrV2W/cfXq1a2qxMXHx48cOVIWHU2aNMn2Z3fv3i2lqsqUKTNz5swLFy6kpqbGxcWtX7/+pZdeksHOQYMGZdiGixcvTps27aWXXqpXr94zzzzTp0+fn3/+2e42PKnzlN5aAM2mTZvkuzm92fVPPvlEKdW1a9cM2yYFwK3S5mVvK1eulK+6bt26WQ1wnD9/XlYlpFcNS6MNUZUpU2bNmjXylbl8+XKZKx4yZIgUPRo2bJjVD+7du9ff39/LyyvDOrTOdejQoV69emkVDfz8/Bo3bjxnzhyrtabIpK+//lopVbVqVcf7aSWPYMuWLR/9FVu3bp2Zj+ro0aNV5mpiAy6yd+9eGQN1PPRmMpmkUkZmxqz/k4MHD0ZGRo4aNWrcuHELFy68efOmc8/vKT///LNSqk2bNhkemZaW5uvr6+XlxRU+e7hy5YqkJyxevPjMmTO1mQPJ6Kyllpg5c6bj88jITv78+d3QMQjgkU3ktADebDYnJSVNmzbNtgpajRo11qxZ47ZmnDx5UsuuVKlSpc6dO7/55pvPPfecJNfx8vKaNGmS7ZhldHS0tPz111+3mxFk+fLlcoa5c+dmvjFpaWk7d+6cOXPmxIkTIyMjN2/ebBkA3L59W7auOZjZi4+Pl1x36S3wNv+z+d+2ULktyUTQrVu3zL+FbOD777+Xv52fn1+zZs0GDBgQERGhFRfInz9/ZlKOXbt2TdKtKaVKlCjx6quv9uzZU9Y3KqUMBsPIkSOtRli2b98uX7QDBw502ZvLQEJCQra5nfWg5OTkcuXKKaXeeuut9GY8NmzYIHV9/vzzz0d8uYSEhICAAG9v7wz/dpcuXTIYDEFBQZnJZge4gqzf7t+/f4ZHylhznz593NCqbECSs6RXBs+S0Wj09vZ2Q60TuM21a9csCzAXKVJEKyUoN7fyX8cTYx07dlRK9erVyw0NJoBHNpEDA3ghIeuCBQs+/fTTRYsWnTp1yv1tuH///vjx47XgSnh5eTVv3jy9e2upydGsWTMH339LlixRSgUHB2dYftZsNqemps6aNUuSqFkqXLjw1KlTtZkKiaj9/f2/+eYb25NcvXpVgsYaNWo4SDQqCeqWLVuWYaukJvmLL76Y4ZHZzMmTJ1955RVJpKQJCAjo1q1b5jOcS71iyf5qxc/Pb8CAAVu3br1+/frVq1fXr1//xhtvyMx/q1atmBXJBnbv3i17a1977TUtf7tISUn57LPPZO/M2LFjH/21ZNrkiSeeyMzB7qlxAKRHvj0znAw0m82//PKLctISlZzg77//VkqVLl06wyOleHjJkiXd0Cq4jclkWr58+fPPP6+l3wsICGjTps3q1atTUlJkpqpLly7pjd5+8cUXSqlcuXJlJtHSo8uZAbyP7e0goFNeXl716tWrV6+eB9sQGBg4duzYUaNG7dmz5+zZsw8ePChWrFh4eLi27sjKgwcP5s+f7+3tPXPmTKsYz1KHDh3mzZv322+/LVmyRG5Z0iNZ3zds2KCUKl++fNOmTQsVKnT79u0tW7YcPXr0nXu7gsgAACAASURBVHfeWbFixcqVK4sUKdK9e/czZ85MmjSpR48e3377bc+ePWvXrp03b95z586tXbv2yy+/vH//ftmyZVetWqUVdrIl47LXr1/P8Ddz7do1pVR6v4dsrEKFCj/++OPt27e3bt166dIlLy+v0qVLN2zYMG/evJk/ia+v71tvvfXWW28dOnTo1KlTd+/eLVKkSJUqVT788MP58+dHRkZGRkZaHu/v7//OO++MGzdOpvqha2FhYStXrnz99dd/+OGHNWvWPPfcc9WrV8+VK9fZs2ejoqKuXr2qlBo2bNi4ceMe/bXu3bunlMpk55TD5EeArM9sNnu6CfpQtWrVkJCQCxcu7Nix4+mnn3Zw5OLFi5VSkqoD2YbBYGjXrl27du3MZvPNmzfVv2/eli1bVr9+/YULF169ejUyMtKyIEhMTMzo0aPnzJmjlJo7d67kS4ZLeHoEAc6XY2fg9WjNmjVKqfr162d45KJFi1RGBVdTUlKk+FPRokVtS81v3LhRajXVqlVLy+WzcOFCy0xjGoPB8Morr2RY8Wv+/Pkqcwvt2rRpo5SaM2dOhkfiP/n777/feeedWrVqFS1atHjx4v/73//GjRuXDbIowcrZs2dfffVVLUegpmrVqlFRUc56FRkOKFy4cIYJioxGoxT4sC0eCbiHLKHPzEYhSfvSu3dvN7Qqe3j//feVUmFhYQ5WSp88eTIwMJBkljnQzp07Ze+nwWB46qmnunfv3q9fv6ZNm8pysPSWdrpIzpyBJ4DPhgjgdUQWGg0YMCDDI48ePaqUqly5soNj5G4mJCQkvWVLMTExsvZpyJAh2j/Gx8fPnj27VatWlStXLlGiRHh4+JAhQ+xW87Z7woCAAC8vL8vqu7YOHjzo5eXl7+/voLYzgAxdu3Zt/vz5Y8eOHT58+PTp0x1/7h6CyWSSOZMM78glWX2lSpWc2wAg8/7880+lVIkSJTLMUyu5tX/44Qf3NCwbuHv3rlwKXn31Vbvb6M6cOVO+fHmlVJcuXdzfPHjczZs3BwwYIMO4Gh8fn3bt2rm53hABPLIJAngdmTJlilLqnXfeyfDIc+fOKaXKlCmT3gH37t2TVPaOC0EfOnTI29vb39/fajPtQ5OKuBUrVkxvuj42NlZWWA0dOtQprwjAdYYPH66Uat26tYNjTCZT48aNlVLjx493W8MAKyaTqVq1air9ap1ClnkXLVr0/v37bmtbNnDgwAEphhoaGvr9999rv73Lly9/+OGHcr9Rp04dfqs5WWJi4saNG+fNmzdr1qyff/750euYPoScGcBbL8YD4E7FihVTSp0/fz7DIyWAl6xRdv3666/x8fFPP/203Finp1q1am3btk1OTl61atV/bq4948aNq1Wr1smTJ8PCwrZt22b17I4dO8LDw48fP16jRo3x48c75RUBuM6wYcPy5cu3du3ayZMnp3fM2LFj//jjj8KFCw8aNMidbQMsGQyGTz75xGAwjB49+vvvv7d7zO+//96nTx+l1IcffhgYGOjeBupbjRo1du3aValSpRMnTnTo0KFAgQKPP/54kSJFSpQoMWrUqPj4+Pbt22/evJnfak4WEBDwzDPP9OjRo1+/fm3atClQoICnW5RTEMADnlS/fn2l1KZNmxISEhwfuXr1aqVUgwYN0jtAFhO2bNkywxeVY/bs2fOfmpqe3Llzr127tm7dumfPnm3YsGFYWNjIkSOnTZs2cuTI8PDw+vXrnz59uk6dOlFRUXzNA1lf4cKFFyxY4OXlNXLkyF69esXExFg+e/369TfeeGPixIne3t6LFy+WWTjAU5o3bz5hwoS0tLROnTp17dpV9pqJ8+fPDx48uEWLFg8ePOjVq1ePHj082E6dqly58qFDh7766qsGDRqYTKarV6/evHkzT548r7766h9//LF06VKrFdQA3IMs9IAnlS5dun79+tu3b586darkjLHr/PnzX3/9tZeXl5TWtEsyhdpWj7NVokQJpdSNGzceqsl2FCtWbMuWLdOmTZs6deqff/4pQwkiKCho2LBhw4YNk3LoALK+F1988bvvvuvZs+e8efMWL17crFmzChUqmM3m48eP//HHH8nJyXny5Pn222+bN2/u6ZYCatSoUQULFhwyZMjChQsXLlxYtGjRYsWKxcTEXLlyRSnl7e09ZswYp9RoyJl8fX379OnTp0+f1NTUGzdu+Pn5WVYFB+ARBPCAh02aNKlRo0YTJkyoUaPGCy+8YHvArVu3XnrppcTExM6dOz/55JPpnSfzJZ3u3r2rlJK9bc4SEBAwatSooUOH/vbbb4cOHYqLiytQoED16tWbNWtG6A7oTseOHWvVqjVy5Mg1a9ZERUVFRUXJv/v4+LRv3/7DDz8sV66cZ1sIaPr16/f8889Pnjx55cqV0dHR0dHRSqn8+fO3bt16xIgRVapU8XQDswNfX9/HH3/c060AoBQBPOBxDRo0GDdu3Pvvv//yyy8PHTp0xIgR2iYik8m0Zs2at99++8KFC5UqVZoxY4aD80g+2D179gwYMMDxK+7atUspVaFCBSe9g/8XEBDQqlWrVq1aOf3MANwsNDR05cqVMTExmzdvvnr1qsFgKFGiRJMmTQoWLOjppgHWSpUqNXv27JkzZ16/fv3mzZuFChUqVqyYjw93uQCyIS5tgOeNGTPG19d39OjRU6ZMmT59enh4eKlSpeLj4/fu3Xv9+nWlVL169VasWOF4zrx169aDBg1atWpVdHS01Oe06969e0uWLFFKSWF2AHCgcOHCr732mqdbAWSKl5dXSEhIZraSAYB+kcQO8DyDwTBy5Mi9e/e2atXKZDJt3br1u++++/nnn69fv16uXLnZs2dv3brVQUwuypQp8/LLLz948KBfv34mkym9wwYPHnzz5s1GjRrVrVvX2e8DAAAAgAsxAw9kFbVq1Vq7dm1cXNy+ffuio6Pz5ctXrly5/7R5b8qUKZs3b161alXnzp3nzJljlfU9OTl56NCh8+bNCwwMjIyMdHbzAQAAALgWATyQtRQsWPChczuXKVNm+fLlbdu2XbJkyebNmyMiIpo2bVq0aNFbt25t2bJl9uzZ58+fz5Ur15IlSxwkwwMAAACQNRHAA9lKo0aNdu/e3bNnz127do0ZM2bMmDGWz9aoUWPu3Ll16tTxVPMAAAAAPDQCeCC7qVSp0o4dOzZu3Lh8+fK///775s2bwcHBVapUeemll1q3bu3lReYLAAAAQJcI4IFsyGAwPPvss88++6ynGwIAAADAaZiLAwAAAABABwjgAQAAAADQAQJ4AAAAAAB0gAAeAAAAAAAdIIAHAAAAAEAHCOABAAAAANABAngAAAAAAHSAAB4AAAAAAB0ggAcAAAAAQAcI4AEAAAAA0AECeAAAAAAAdIAAHgAAAAAAHfDxdAPgKh9++OGMGTPc+YpXrlwxGo3e3t7ufFHkNGlpaWaz2dvb22AweLotyLZMJpPJZKKbwaXoZnADuhncwGw2p6WlFSpUKG/evG5+6Zs3b7r5FbMCAvhsqHTp0kqp2NjY2NhY97+6yWRy/4sipzEajZ5uArI/uhncgG4GN6CbwQ1iYmJiYmLc/7oGg0Fin5zDYDabPd0GON/FixfT0tLc/KKhoaGpqakbN2709fV180sj52jfvv2NGzeWLl1atGhRT7cF2VZERMSxY8dmzpxZpUoVT7cF2daYMWO2bds2YcKEBg0aeLotyLY+//zzlStXDho06KWXXvJ0W5Btfffdd/PmzXvrrbeGDBni/lfPlStXsWLF3P+6HsQMfPZUqlQp97+orM5q2LChn5+f+18dOURAQIBSKjw83COdHDlEUFCQUqpWrVrh4eGebguyrUKFCimlqlSp0qhRI0+3BdnWjz/+qJQqX7483Qyus23bNqVUgQIFypYt6+m25AgksQMAAAAAQAcI4AEAAAAA0AECeAAAAAAAdIAAHgAAAAAAHSCABwAAAABABwjgAQAAAADQAQJ4AAAAAAB0gAAeAAAAAAAdIIAHAAAAAEAHCOABAAAAANABAngAAAAAAHSAAB4AAAAAAB0ggAcAAAAAQAcI4AEAAAAA0AECeAAAAAAAdIAAHgAAAAAAHfDxdAOQfeTLly8hIcHb29vTDUF2li9fPm9v7zx58ni6IcjO8uXLp/0XcJGgoCBFN4OL0c3gBtLBpLPBDQxms9nTbUA2cfToUaPRWL16dU83BNnZ2bNnY2JiwsPDPd0QZGdXr149ffp048aNPd0QZGexsbF//fVXixYtPN0QZGf379/fsmXLc889x/wKXCc5OXnjxo3PPPNMQECAp9uSIxDAAwAAAACgA+yBBwAAAABABwjgAQAAAADQAQJ4AAAAAAB0gAAeAAAAAAAdIIAHAAAAAEAHCOABAAAAANABAngAAAAAAHSAAB4AAAAAAB0ggAcAAAAAQAcI4AEAAAAA0AECeAAAAAAAdIAAHgAAAAAAHSCABwAAAABABwjgAQAAAADQAQJ4AAAAAAB0gAAeAAAAAAAdIIAHAAAAAEAHCOABAAAAANABAngAAAAAAHSAAB4AAAAAAB0ggAcAAAAAQAcI4AEAAAAA0AECeAAAAAAAdIAAHgAAAABg7fr16xcvXjSZTJ5uCP4fATzSde7cuaFDh1aqVCkwMLBw4cINGzacNWtWSkpK1jkhsgGn94pNmzb16NEjNDQ0X758BQsWrFevXrdu3bZv3+7ENkN3XH3xOXDggL+/v8Fg+O2335x1TuiO07uZyWRauXLlCy+8UKZMmdy5c1erVq1jx467d+92YpuhO07vZtu3b+/evXt4eHi+fPlKlSrVsmXLMWPGxMXFObHN0C+j0Vi5cuXSpUvHxMQ8ynkIAZzMDNgzZ86cXLly2XaYKlWqnDt3LiucENmAc3vF7du327Vrl961rnPnzrdu3XLFu0AW5+qLT0JCQqVKleScmzZtevQTQo+c3s0uX77cqFEj2xMaDIa+ffumpaU5/S0g63NuN4uLi+vQoYPdb8zg4OB58+a54i1AX9asWSNdIjo6+qFPQgjgdAaz2ZzO7S5yriVLlrzxxhvSNxo2bFi3bt179+6tXr06OjpaKVW2bNl9+/blz5/fgydENuDcXmE0Glu2bLlp0yallMFgaNKkyVNPPZWUlLR///5t27bJMS1atFi3bp3BYHDNG0JW5IaLz1tvvTVr1ix5vGnTpmbNmj16s6EvTu9mt27dCg8PP3v2rFKqePHirVq1CgoKOnLkyIYNG+RVxo8fP3bsWNe8G2RRTu9mbdu2lfDMx8fn2WefDQ0NjY+P37Vr17Fjx5RSBoNh7dq1zz//vGveDXTgwYMHdevWlf4QHR1dpEiRhzgJIYBLeGzoAFlVXFxcoUKFlFLe3t5Lly7V/j0hIaFVq1bSbQYNGuTBEyIbcHqvmDNnjvyUn59fVFSU5VMbN24sWrSoPBsZGem094Aszw0Xn6ioKMuvVGbgcyBXdDPtB/v27ZuSkqL9+44dO/LkyaOU8vLyOnTokNPeA7I8p3ez2bNny0+VK1fu2LFj2r+npaV9+umn8lThwoXv3LnjzLcB/di8eXODBg20b7eHm4EnBHARAnhY++CDD+QTNWzYMKun7ty5I4GQj49P5j/JTj8hsgGn94qqVavKCX/66SfbZ3/99VeZeC9YsKDRaHzU1kMnXH3xuXnzpsxIeHt7E8DnWE7vZr///rucsHnz5iaTyerZL7/8Up4dM2aME1oPnXB6N6tZs6accMuWLbbPvvzyy/LsunXrHrXp0JUvvviidevWxYsXV//2cF+UhAAuQhI7WFu2bJlSysfHZ8iQIVZP5cuXr2/fvkopo9G4YsUKT50Q2YBze8WpU6eOHDmilKpWrZp222Hp2WefrVOnjlIqLi5u//79j9h46IWrLz49evS4ceNGSEhI165dH7Gp0C+nd7MZM2bIg8mTJ9tu+enUqVONGjWqVq166tSpR2o3dMXp3UzWRQcGBtavX9/2WW3l/F9//fXQbYYerVixYu3atdeuXXPK2QgBXIQAHv9y6dKlo0ePKqXq1q1brFgx2wNeeOEFeWC1cNRtJ0Q24PReceLECXlgudzLijbb4KyvJWRxrr74zJ49e+3atQaDYf78+QULFnyUpkK/nN7NEhMT169fr5SqVKlSrVq1bA/IkyfPgQMHDh8+vHTp0odvN3TF6d3MbDZLVTBfX18vLzuxQGBgoDyIjY19uDZDpzp27DjCQpkyZR76VIQAruPj6QYga5FpTKVUWFiY3QOqVauWK1euxMRE+Uy6/4TIBpzeK+Lj4wMCApRSZcuWTe+YxMREefDYY4/9t+ZCn1x68Tl58uSwYcOUUgMGDGjevPmGDRsepanQL6d3swMHDiQkJCilGjZs6KxGQu+c3s0MBkP58uWPHTt2586dI0eOaHvQNFu3bpUHFSpUeNhWQ5d69+5t+b8HDx48f/78w52KEMB1mIHHv8iSKpV+IOTt7V2yZEml1MWLF+Umw80nRDbg9F7RuXPnxMTExMRE2zVaIjU1dfPmzUopg8HA7UgO4bqLT2pqaseOHRMSEkJDQydPnvzoTYV+Ob2baeuJHn/8cXmwb9++efPmTZ06dd68eYcPH3ZCo6E3rriaDRo0SB707Nnz9u3blk+tX7/+q6++UkoFBwenV2cOyBAhgOswA49/0dZK2V3roj118uRJs9kcFxeXO3duN58Q2YD7e8Unn3xy5coVpVS7du2Cg4Mf8WzQBdd1szFjxuzfv9/X13fRokV2a9si53B6N9Mmu4oWLbpjx46+fftazU2Fh4fPnz8/NDT00RoOPXHF1axPnz7Hjx+fPn36n3/+Wb58+TfeeKNixYp3797dsWOH1JYrUKBAVFQU9b3w0AgBXIcAHv9y//59eaBtf7KlfcC0g915QmQDbu4VM2fOHDVqlFLK39+fysk5h4u62ZYtW6ZOnaqUev/992vXrv1obYTuue5L88CBAxEREampqVYH7N69u2bNml9++SWpE3MOF13NPvvss6pVq/bq1Ss2Nvbzzz+3fKpSpUobN24MCQl5qPYCShECuBJL6PEv2goWf3//9I7RnsrMh83pJ0Q24LZece7cuVatWvXv399sNnt5eS1atKhatWoPfTboiyu62Z07d7p06WIymcLDw0eMGPHojYTeue5Lc9asWampqeHh4WvXrr1y5cqtW7c2b94sucGTkpIiIiLOnTv3qK2HTrjoS3P9+vUTJkyw+9Tx48ffffddMtjhURACuA4BPP5FMoEppWxH/TUpKSnywMEH0nUnRDbghl7x4MGDMWPGVK5c+ZdfflFKFSxY8Mcff3zllVce4lTQKVd0s4iIiEuXLgUGBn733Xda7XfkZE7vZmlpadrj3r1779ixo1WrViEhIcHBwY0bN46KipKtywkJCW+++eYjNR364Yqr2bJly1q3bn3x4sWAgIDRo0fv3bs3Pj7+0qVLUVFRUlhu8eLFTZs2JYbHQyMEcB0CePxLnjx55IGDZBLaU3nz5nX/CZENuLpXrFy5slKlShMnTkxOTlZKvfjii0ePHm3Xrt1DNRZ65fRutmjRou+//14p9dlnnz3xxBPOaCN0z+ndTFtQWqJEic8++8y2xNfEiROLFi2qlNq4caOk9kC25/Rudvny5S5duqSlpeXKlevPP/+cMGFCnTp1goKCSpQo8fzzz2/btk3Gif7++++IiAhnvAPkRIQArkMAj38pXLiwPIiOjk7vGO2pzJQ+dvoJkQ24rlfcvXu3ffv27dq1u3z5slKqVq1av//++8qVK+V+FzmKc7vZ3bt333rrLaVUq1atrKrsICdz+tVMu+V99tln7W4czZMnT4MGDeTxvn37/lNroVNO72ZffPGFzHyOHTv2ySeftD1gypQpkjn8p59+unDhwn9vMkAI4EIkscO/VKxYUR6kd702m82XLl1SShUvXjwoKMj9J0Q24KJecefOnYYNG0qZpYIFC3766addunQxGAxOaDF0yLnd7N69e3fv3lVKRUVFOehUzzzzjDzo1q3b/Pnz/3uroTNOv5qVKVNGHjjIM1++fHl5EBcX918aC71yejc7ePCgPGjWrJndA/z8/Bo1anTu3DmTyfT333+XLl36v7caOR0hgOsQwONftIHYvXv32j3g+PHjDx48sDzSzSdENuCKXpGUlNS2bVuJ3lu0aLFgwQJm3XM4Lj5wA6d3s0qVKsmDq1evpndMTEyMPChQoEDmmwr9cno3u3Pnjjx47LHH0jtGeyo+Pj7zTQU0fAu7DgE8/qV06dKhoaEnTpzYuXPnnTt3bOt/rl+/Xh5ILlz3nxDZgCt6xdixY7dt26aU6tix47fffuvjw8Utp3NuN8ubN6+DtPO///77n3/+qZR6/fXXZaqKCnM5hNOvZnXr1s2fP/+dO3d2796d3jF//fWXPKhatepDtRo64/RuVqJECelFhw4dKlWqlN1jDh06JA9Kliz5kO1GzkYI4EJm4N/GjBkjfWPKlClWT6WkpFSoUEEp5ePjc+nSJU+dENmAc3vFgwcPZCaqXLlyCQkJLmgvdMltF59hw4bJC23atOkRTwXdcXo369mzp5zwhx9+sH32hx9+kGdr1qz5qE2Hfji3m82ZM0fO1qBBg7S0NNsD9u3b5+vrq5TKly9fcnKyE94A9Om5556TrhIdHf0QP04I4CIE8LB269YtSQWZJ0+ev/76S/t3k8k0YMAA+Rz26dPH6qfi4uJW/SMxMfHRT4jszbnd7JtvvpEfmTp1qpveAPTA6Vez9BDA52RO72ZS2UsplT9/fqsYfuXKlZLqycvLa/fu3a57U8hqnNvNkpOTa9SoIT/VpUuX2NhYy5/asmWLlovhyy+/dOn7QhaXmQCeEMD9DGaz2XpSHjne/Pnze/TooZTKnTt3z54969SpEx8fv3Tp0p07dyqlypQp8+effxYqVMjyR/bs2RMeHi6Pr1y5EhIS8ognRLbnxG4WERExe/ZspdSTTz4ZHBzs+HW//vrrcuXKOf3tIGty+tXMrnfeeeeTTz5RSm3atCm9pFDIxpzezWbPnq2V76pdu3ZYWJjBYNi7d6/s1FBKDRs2bOrUqa5+X8hSnNvNTpw4Ubt2bSniVbBgwYYNG1asWPH27duHDx/etWuXHNOuXbvly5e7590ha2rZsqUsdI+Oji5SpIjdYwgBPMDTIwjIoqZOnWp3F3FoaOjx48dtj7fcrXflypVHPyFyAmd1sxYtWmT+onfw4EE3vkV4ntOvZraYgYfTu9nkyZNlDbOVPHnyzJo1y2Qyuf49Ictxbjfbv3////73P7tflP7+/u+9996DBw/c8raQdWVmBp4QwP2oAw/7hg0b9tdff/Xp06dcuXIBAQHBwcFhYWGfffbZvn37HNS2cecJkQ04q1ecO3fOdY2E3nHxgRs4vZu9++67+/fvHzBgQMWKFfPkyZMnT55KlSoNGDDg8OHD/fr1o0BmzuTcblazZs3t27cvWrSoTZs2xYsX9/PzCwoKqly5ckRExJEjRz788MPcuXO74l0gp+Fb2OlYQg8AAAAAgA4wAw8AAAAAgA4QwAMAAAAAoAME8AAAAAAA6AABPAAAAAAAOkAADwAAAACADhDAAwAAAACgAwTwAAAAAADoAAE8AAAAAAA6QAAPAAAAAIAOEMADAAAAAKADBPAAAAAAAOgAATwAAAAAADpAAA8AAAAAgA4QwAMAAAAAoAME8AAAAAAA6AABPAAAAAAAOkAADwAAAACADhDAAwAAAACgAwTwAAAAAADoAAE8AAAAAAA6QAAPAAAAAIAOEMADAAAAAKADBPAAAAAAAOgAATwAAAAAADpAAA8AAAAAgA4QwAMAAAAAoAME8AAAAAAA6AABPAAAAAAAOkAADwAAAACADhDAAwAAAACgAwTwAAAAAADoAAE8AAAAAAA6QAAPAAAAAIAOEMADAAAAAKADBPAAAAAAAOgAATwAAAAAADpAAA8AAAAAgA4QwAMAAAAAoAME8AAAAAAA6AABPAAAAAAAOkAADwAAAACADhDAAwAAAACgAwTwAAAAAADoAAE8AAAAAAA6QAAPAAAAAIAOEMADAAAAAKADBPAAAAAAAOgAATwAAAAAADpAAA8AAAAAgA4QwAMAAAAAoAME8AAAAAAA6AABPAAAAAAAOkAADwAAXOj69esXL140mUyebggAALpnMJvNnm4DAADInoxGY+HChe/cuRMdHV2kSBFPNwcAAH1jBh4AALjK+vXr79y54+lWAACQTRDAAwAAl3jw4MG7777r6VYAAJB9EMADAADn++OPP1q2bHns2DFPNwQAgOzDx9MNAAAA2UdkZOSGDRv2799/7do1T7cFAIDshgAeAAA4zYoVK/744w9PtwIAgOyJAB4AAFhLS0urV6/e3r17vby8tm/fXq9ePasDFixY0L17d6VUt27d5s+fr/17x44dw8PDtf9dtmzZ+fPn3dNmAACyPcrIAQAAO44dO1arVq3k5OTQ0NCDBw/6+/trT0VHR1euXPn27dslS5Y8fPhwUFBQeidp2bLl+vXr5UcoIwcAwCMiiR0AALCjcuXK48ePV0qdOHHigw8+sHwqIiLi9u3bBoNh/vz5DqJ3AADgXATwAADAvmHDhoWFhSmlpkyZcuDAAfnHH3/8ceXKlUqpgQMHNm3a1JPtAwAghyGABwAA9nl7ey9YsCAgIMBoNPbo0cNoNMbGxvbv318pVbFixY8++sjTDQQAIGchgAcAAOkKDQ2dMGGCUurgwYMff/zxoEGDbt686ePj89133+XKlcvTrQMAIGchCz0AAHBkyJAhK1as2LVr17hx44xGo1Lqvffee+qppzzdLgAAchxm4AEAgCNeXl4LFizIlSuXRO+1atUaPXq0pxsFAEBORAAPAAAyUKFChaeffloeN23a1NfX17PtAQAgZyKABwAAGfjhhx82bdokOmbxHAAAAvZJREFUj6dPn65lpAcAAO5EAA8AAByJjo7u16+fUqpixYo+Pj5Go7F79+6pqamebhcAADkOATwAAHCkV69ecXFxvr6+y5YtGz58uFLq0KFD1JADAMD9COABAEC6vv7666ioKKXUiBEjqlevPnbs2IoVKyqlPvzww8OHD3u6dQAA5CwE8AAAwL4LFy4MGTJEKVW5cmXJPO/v7z9nzhyDwZCSktK9e3fJSw8AANyDAB4AANhhNpu7det27949Ly+vb775xs/PT/69YcOGffv2VUrt27dv6tSpHm0jAAA5CwE8AACwY/r06Vu2bFFKvf3222FhYZZPffzxxyEhIUqp8ePHHz9+3DPtAwAg5yGABwAA1o4fP/7ee+8ppcqWLTthwgSrZ4OCgmbNmqWUSk5O7t69u8lk8kATAQDIeQxms9nTbQAAAAAAABlgBh4AAAAAAB0ggAcAAAAAQAcI4AEAAAAA0AECeAAAAAAAdIAAHgAAAAAAHSCABwAAAABABwjgAQAAAADQAQJ4AAAAAAB0gAAeAAAAAAAdIIAHAAAAAEAHCOABAAAAANABAngAAAAAAHSAAB4AAAAAAB0ggAcAAAAAQAcI4AEAAAAA0AECeAAAAAAAdIAAHgAAAAAAHSCABwAAAABABwjgAQAAAADQAQJ4AAAAAAB0gAAeAAAAAAAdIIAHAAAAAEAHCOABAAAAANABAngAAAAAAHSAAB4AAAAAAB0ggAcAAAAAQAcI4AEAAAAA0AECeAAAAAAAdIAAHgAAAAAAHSCABwAAAABABwjgAQAAAADQAQJ4AAAAAAB0gAAeAAAAAAAdIIAHAAAAAEAHCOABAAAAANABAngAAAAAAHSAAB4AAAAAAB0ggAcAAAAAQAcI4AEAAAAA0AECeAAAAAAAdIAAHgAAAAAAHSCABwAAAABABwjgAQAAAADQAQJ4AAAAAAB0gAAeAAAAAAAdIIAHAAAAAEAHCOABAAAAANABAngAAAAAAHSAAB4AAAAAAB34P66Yo0Q5zSYGAAAAAElFTkSuQmCC)
#simple linear regression with x3 as a predictor
mod3 <- lm(y ~ x3, data=sim_data)
#graph regression line and mean line
plot(y ~ x3, data=sim_data)
abline(mod3)
abline(h=mean(sim_data$y), col='pink', lwd=2)
legend('topleft', c('OLS fit', 'mean'), col=c('black', 'pink'), lty=1, lwd=c(1,2))
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAIAAAB7BESOAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzde0COd+PH8e9dKpUSCoVQDjmU08asJ2zYxoqZOTxZIZvD0EEj9gwlTIVKzJxHyGz27NGBDXtsC9tSQocRSUJ0WFHR3eH+/XH7NQ+WpLq68n79dbnv7/e6PpnMp/u6vl+FSqUSAAAAAACgftOQOgAAAAAAAHg6CjwAAAAAADJAgQcAAAAAQAYo8AAAAAAAyAAFHgAAAAAAGaDAAwAAAAAgAxR4AAAAAABkgAIPAAAAAIAMUOABAAAAAJABCjwAAAAAADJAgQcAAAAAQAYo8AAAAAAAyAAFHgAAAAAAGaDAAwAAAAAgAxR4AAAAAABkgAIPAAAAAIAMUOABAAAAAJABCjwAAAAAADJAgQcAAAAAQAYo8AAAAAAAyAAFHgAAAAAAGaDAAwAAAAAgAxR4AAAAAABkgAIPAAAAAIAMUOABAAAAAJABCjwAAAAAADJAgQcAAAAAQAYo8AAAAAAAyAAFHgAAAAAAGaDAAwAAAAAgAxR4AAAAAABkgAIPAAAAAIAMUOABAAAAAJABCjwAAAAAADJAgQcAAAAAQAYo8AAAAAAAyAAFHgAAAAAAGaDAAwAAAAAgAxR4AAAAAABkgAIPAAAAAIAMUOABAAAAAJABCjwAAAAAADJAgQcAAAAAQAYo8AAAAAAAyAAFHgAAAAAAGaDAAwAAAAAgAxR4AAAAAABkgAIPAAAAAIAMUOABAAAAAJABCjwAAAAAADJAgQcAAAAAQAYo8AAAAAAAyAAFHgAAAAAAGaDAAwAAAAAgAxR4AAAAAABkgAIPAAAAAIAMUOABAAAAAJABCjwAAAAAADJAgQcAAAAAQAYo8AAAAAAAyAAFHgAAAAAAGaDAAwAAAAAgAxR4AAAAAABkgAIPAAAAAIAMUOABAAAAAJABCjwAAAAAADJAgQcAAAAAQAYo8AAAAAAAyAAFHgAAAAAAGaDAAwAAAAAgAxR4AAAAAABkgAIPAAAAAIAMUOABAAAAAJABCjwAAAAAADJAgQcAAAAAQAYo8AAAAAAAyAAFHgAAAAAAGaDAAwAAAAAgAxR4AAAAAABkgAIPAAAAAIAMUOABAAAAAJABCjwAAAAAADJAgQcAAAAAQAYo8AAAAAAAyAAFHgAAAAAAGaDAAwAAAAAgAxR4AAAAAABkgAIPAAAAAIAMUOABAAAAAJABCjwAAAAAADJAgQcAAAAAQAYo8AAAAAAAyAAFHgAAAAAAGaDAAwAAAAAgAxR4AAAAAABkgAIPAAAAAIAMUOABAAAAAJABCjwAAAAAADJAgQcAAAAAQAYo8AAAAAAAyAAFHgAAAAAAGaDAAwAAAAAgAxR4AAAAAABkgAIPAAAAAIAMUOABAAAAAJABCjwAAAAAADJAgQcAAAAAQAYo8AAAAAAAyAAFHgAAAAAAGaDAAwAAAAAgAxR4AAAAAABkgAIPAAAAAIAMUOABAAAAAJABCjwAAAAAADJAgQcAAAAAQAYo8AAAAAAAyAAFHgAAAAAAGaDAAwAAAAAgAxR4AAAAAABkgAIPAAAAAIAMUOABAAAAAJABCjwAAAAAADJAgQcAAAAAQAYo8AAAAAAAyAAFHgAAAAAAGaDAAwAAAAAgAxR4AAAAAABkgAIPAAAAAIAMUOABAAAAAJABCjwAAAAAADJAgQcAAAAAQAYo8AAAAAAAyAAFHgAAAAAAGaDAAwAAAAAgAxR4AAAAAABkgAIPAAAAAIAMUOABAAAAAJCBRlIHqO8KCwtzc3MLCwsLCgp0dHQMDAxatGhhYGAgdS4AAAAAwIuFAv8Et27dOnDgQFRUVGJi4tWrV1Uq1SMD2rRpY21tPXLkyDFjxrRt21aSkAAAAACAF4ri8Xb6IsvLy/P29t6wYUNpaWlVxmtpabm4uCxfvtzY2Li2swEAAAAAXmQU+L9cuXJl2LBhqampFa/o6uqam5ubmprq6enp6OgolcqioqLMzMz09PTCwsKKYRYWFlFRUV27dpUiNQAAAADghUCBf0CpVPbt2zcxMVEIYWpqOn369NGjR9vY2Ghqaj4+WKVSJScnHzp0aPPmzRcvXhRCdOvWLTY2VldXt65zAwAAAABeDBT4Bz7//PPZs2cLIezt7Xfv3t20adOqzFIqlfPmzduwYYMQIjg42NXVtXZTAgAAAABeVBT4B+zs7KKjo01NTS9fvvxMH6SrVCpbW9tTp04NHDjw5MmTtZcQAAAAAPAiYx/4B5KTk4UQo0ePftbb4BUKxcSJE4UQKSkptZIMAAAAAAAKfIWioiIhRPU2eDcyMhJCPLysHQAAAAAANYsC/4C5ubkQIiYmphpz1bPYEB4AAAAAUHso8A+MHDlSCHH8+PH9+/c/08TTp09v375dCDF06NBaSQYAAAAAAAW+wpw5c9RPv0+aNGnBggU3b9586pS8vDx/f/8hQ4YUFRVpaWnNmjWr9mMCAAAAAF5QrEL/ly1btsyYMUP9G9KoUaP+/fsPGDDAwsLCzMxMT09PR0enpKSkqKgoMzMzLS0tJibm5MmT9+/fV89ds2bNvHnzJI0PAAAAAGjIKPD/Y+/eva6urjk5OVWfYmBgEBISMnny5NpLBQAAAAAABf5Rf/755/r16/ft25eUlFT5SCsrq3Hjxrm5ubVo0aJusgEAAAAAXlgU+L+Vnp6ekJCQlJSUk5NTUFBQVFTUuHHjJk2amJiYWFlZWVtbt2/fXuqMAAAAAIAXBQUeAAAAAAAZYBV6AAAAAABkoJHUAeq7wsLC3NzcwsLCgoICHR0dAwODFi1aGBgYSJ2rMunp6Zs2bSorK5M6CAAAAADUFn19fU9PTz09PamD1B0K/BPcunXrwIEDUVFRiYmJV69effwpgzZt2lhbW48cOXLMmDFt27aVJGQlNmzY8N///veF+nMMmfrpp5+kjgAAAAAZ69q16/jx46VOUXco8P8jLy/P29t7w4YNpaWllQy7fv369evXDx8+7Onp6eLisnz5cmNj4zoL+VQlJSV6enoGBgb/+Mc/pM4C/K0lS5YIIZYtW6atrS11FgAAAMjMV199debMGaVSKXWQOkWB/8uVK1eGDRuWmppa8Yqurq65ubmpqamenp6Ojo5SqSwqKsrMzExPTy8sLBRClJSUbNq06ciRI1FRUV27dpUu+xO8/vrrHh4eUqcA/pavr69SqZw3b56+vr7UWQAAACAzCQkJZ86ckTpFXaPAP6BUKh0cHNTt3dTUdPr06aNHj7axsdHU1Hx8sEqlSk5OPnTo0ObNmy9evJiamjpmzJjY2FhdXd06Dw4AAAAAeCGwCv0DW7duTUxMFELY29snJyd7e3v36dPnie1dCKFQKLp37+7p6Xn+/PnZs2cLIZKTk7ds2VKniQEAAAAALxI+gX8gLCxMCGFqarp///6qf5Cura0dEhISFxd36tSpffv2ubq61mCk8vLytLS0akzMz8+vwRgAAAAAgPqAAv9AcnKyEGL06NHPehu8QqGYOHHiqVOnUlJSajbShx9+uH379urNHTx4cM2GAQAAAABIiwL/QFFRkRCiehu8GxkZCSHUy9rVoF69ellYWFRj4vXr12s2CQAAAABAchT4B8zNzS9cuBATE1ONuepZNb4hvKura/Xuye/Xr1/NJgEAAAAASI5F7B4YOXKkEOL48eP79+9/pomnT59W3+g+dOjQWkkGAAAAAAAFvsKcOXPUT79PmjRpwYIFN2/efOqUvLw8f3//IUOGFBUVaWlpzZo1q/ZjAgAAAABeUNxC/4CFhUVwcPCMGTNKS0sDAgICAwP79+8/YMAACwsLMzMzPT09HR2dkpKSoqKizMzMtLS0mJiYkydP3r9/Xz191apVNjY20n4JAAAAAIAGjAL/lw8//FBfX9/V1TUnJ6e0tPTkyZMnT5586iwDA4OQkJDJkyfXQUIAAAAAwAuLW+j/h6OjY0pKyrJly7p37/7UwVZWVosXL75y5QrtHQAAAABQ2/gE/lHNmjVbvHjx4sWL09PTExISkpKScnJyCgoKioqKGjdu3KRJExMTEysrK2tr6/bt20sdFgAAAACkkZ+fn5KSkpeX16pVq86dOzdu3FjqRA0fBf5vmZubm5ubq1enBwAAAACoHT161M/P7/jx46WlpepX9PX1HRwcFi9eXJV7mVFt3EIPAAAAAKiS+/fvOzs7Dx8+/OjRoxoaGi+99NLQoUN79OhRVFS0b98+Gxsbf39/qTM2ZBR4AAAAAMDTlZWVvfvuu6GhoYaGhqtXr87KyoqJiTl69GhCQsK1a9fmzp2rUqm8vLwWL15cB2Fu3LhRB1epbyjwAAAAAICnW7ly5aFDh1q1anXy5ElPT09DQ8OKt9q0abNu3bpvv/1WS0trxYoV33//fS1lKC8v//bbb1966aUff/yxli5Rn1HgAQAAAABPkZWV5e/vr1Aovvrqqx49ejxxzOjRo1euXKlSqebPn69SqWo2QGlpaWhoqLW19dixY2NjY3V1dWv2/LJAgQcAAAAAPMWBAwcKCgpGjhw5ePDgSoa5urq2bdv2/PnzcXFxNXVppVK5a9euHj16ODs7JyUltW/fPigo6J133qmp88sIBR4AAAAA8BTHjx8XQowdO7byYdra2g4ODhXjn1NhYWFwcLClpeXkyZMvXrxoYWERFBR04cIFNzc3TU3N5z+/7LCNnBBClJeXZ2VlPf95WrVq9fwnAQAAAID6Rr1oXKdOnZ46snPnzkKIjIyM57nc3bt3t2/fvmrVqszMTCGEtbX1xx9/PGnSpBezt1egwAshxLVr1zp06PD856nxxzwAAAAAoD5o1KiREKJi4/dKqMdoaWlV70JZWVkbNmwIDg7Oy8sTQrz66qsLFy60t7dXKBTVO2FDwi30Qgihra1tZGQkdQoAAAAAqKfat28vhDh//vxTR547d65i/DNJT093c3Pr0KGDj49PXl6era3twYMHT5w44eDgQHtX4xN4IYQwNTW9ffv24cOHvby8kpOT1S927Nixa9eu0gYDAAAAgPrgzTff/PLLL/fs2TN37txK6nReXl5ERIQQ4q233qr6yVNTU4ODgzdv3nz//n2FQmFvb/+vf/3rlVdeqYHcDQsF/gEtLS0HB4fXX3/9rbfeio6OFkJMmDDhs88+kzoXAAAAAEhv1KhRZmZmv//++86dO6dMmfJ3wz755JO8vLzhw4dbWlpW5bTnz58PCAgICwsrLS3V0NCwt7f38fHp27dvjeVuWLiF/n/o6+v7+PhInQLyU1hY+M0337i4uPTq1at169Y6Ojqmpqa9e/eePn36d999d+/evUrmrlmzRqFQKBSKRYsWVePSv/zyy+zZs996663OnTvr6uqamZn169fP2dk5IiJCqVRW44RFRUVLly7t0aOHnp5eu3bt7t69q359xIgRCoWiWbNm1TgnAAAA5E5PT2/VqlVCiFmzZn333XePD1CpVL6+vhs3bmzcuPHq1aufesIzZ86MHz++V69eoaGhGhoaTk5OSUlJ4eHhtPdK8An8o15//fXWrVurlzoEnqq0tPSLL77w9fW9ffv2w69nZmZmZmaePXt2y5YtZmZmS5Ys+eCDD2p2zczY2NhFixYdOXLk4Rdv3rx58+bNuLi40NDQdu3a7d69e9CgQc902okTJ4aHh6uPMzIyysvLKxmclJQUEhIihJg8eTL3OAEAADRsTk5O8fHxa9eufffddx0dHefMmdO/f38NDY3i4uJjx46tWrXql19+0dTU3Lp1q42NTSXniY6O9vPzU99pr6OjM3ny5E8//bRdu3Z19XXIGAX+Cfr27RsVFSV1CshAbm7ue++999///rfilS5dulhaWhoZGeXk5KSkpFy5ckUIcePGjZkzZ/7nP//Zt2+foaFhjVz66NGjDg4O9+/fF0Joamra2dlZWFiYmJhkZmZevXr11KlTxcXF165de+2113bu3Pn+++9X8bTx8fHq9t6mTZtp06Z16dJFT0+vkvHXrl374osvhBCvvPIKBR4AAKDBW7NmTbt27T755JM9e/bs2bNHW1vb0NAwNzdX/alPq1atvvzyy0qefj969OjixYt//fVXIYSBgcHUqVMXLlxoampad1+AzFHgn+DNN98sKiqysLCQOgjqtTt37tjZ2SUlJQkhtLS0Zs6c6e7u/sgfmz/++GPNmjU7duwoKys7dOjQa6+9Fh0draur+/yXdnJyUrf39957LyAg4JF9EDMzM/38/IKCgsrLy2fNmtW/f/8uXbpU5cyJiYnqg6VLl3744YcPv+Xp6Tlx4kRtbe3nDA8AAABZc3d3Hzt2bHBw8MGDB1NSUrKzszU1Nfv16zdu3LjZs2c3adLk8Snl5eWRkZE+Pj6xsbFCCGNj49mzZ7u5ufF45rOiwD+Bq6urq6ur1ClQ302ZMkXd3lu1ahUeHv7yyy8/PsbKymrLli3Ozs7vvPNObm5uXFzcRx99tGPHjue89N69e9VPeQwdOjQsLEy9J+fDWrduHRgYWF5evm7duoKCAm9v771791blzOofCgghHv8B1rBhw54zNgAAABqGdu3arV69evXq1Uql8s6dO82bN9fQePLyaiUlJWFhYZ999tkff/whhGjVqpWHh8fcuXMrv80Tf4dF7IDqCA8P//e//y2E0NXVPXr06BPbewU7O7vDhw9raWkJIb788ssTJ04859WPHz+uPpg6derj7b2Cr6+v+m/S7777TqVSPedFAQAAgEdoa2sbGxs/sb0XFxdv3rzZ0tJy8uTJf/zxR8eOHYOCgtLS0ry8vGjv1UaBB6qjYreCFStW9OzZ86njX3755U8++UR97Ovr+5xXz87OVh+0bNmykmGGhoZ2dnZt27Zt0aJFUVFR5eecOnWqQqH44IMP1L8cNmyYem38/Px89SuPrELv4eGhUCgqHnCaMmWKevzVq1er/XUBAACgASgoKAgODrawsJgxY8a1a9d69Oixc+fOixcvurm5NW7cWOp08kaBB57ZH3/8UfH0zsyZM6s4y83NTf1E0A8//JCVlfU8Adq3b68+eOqN8cePH7927dq1a9f09fWf54oAAADAU2VnZ3t7e7dv397d3f3GjRu9e/feuXPn2bNnnZ2dK7lvFFVHgQee2Q8//KA+GDVqVNVXpGvWrNkbb7whhFCpVD/++OPzBHjttdfUB19++eWECRPUDxQ9p2XLlsXHxy9ZskT9yy+++CI+Pj4+Pt7AwOCJ4+fPnx8fH79hw4aHp8fHx5uZmT1/GAAAAMjL7du3vb29LS0tfXx8cnNzbW1tDx48GBcX5+zsXLNbKb/gKPDAMztz5oz6wM7O7pkmVoyPiYl5ngCTJk36xz/+oT7ev39/t27drK2tFyxYEBUVdefOneqds127dr169TI3N1f/slOnTr169erVq9ffrUdiZmbWq1cvS0tL9S/Nzc3V49WP+gMAAOAFkZaW5ubm1qFDBx8fnzt37tja2h47diw6OtrBwUGhUEidrqHhNgZUVWlpaXp6utQpnkGbNm10dHRq48y3b99WH7Rr1+6ZJlbU44ozVI9Cofjhhx9cXV23b9+u3nIzISEhISEhICBAU1Ozd+/eQ4YMGTx48LBhw55/yzoAAADgiS5duhQQELB9+/bS0lINDQ17e/slS5ZUvroznhMFHlU1bdq0Xbt2SZ3iGYwcOTIyMrI2zvznn3+qD5o2bfpMEytWgMvJyXnODLq6ulu2bPHx8QkLCzt8+PDJkyfVy9SVlZXFxsbGxsauWbOmadOmjo6O//rXv9q0afOclwMAAAAqnD17ds2aNXv37i0rK9PS0nJyclq0aFG3bt2kztXwUeBRVQMHDjx16lRZWZnUQaqkUaNGz3p/e9VV9PZnvV+9YryRkVGNJDEzM/P09PT09CwpKTl9+vRPP/30008/nThx4u7du0KI/Pz8jRs3HjhwYP/+/YMHD66RKwIAAOBFFh0d7efnFxkZqVKptLW1HR0dlyxZ0qlTJ6lzvSgo8KiqmTNnVn3F9YatYvO2jIyMZ5p4/fp19UHbtm1rNpKWltbAgQMHDhy4cOHCkpKS48eP79u3b+fOnWVlZbdv3x47duyFCxdatGhRsxcFAADAiyM6Otrb2/vYsWNCiCZNmri4uCxYsIA7PesYi9gBz6x3797qg19++eWZJv7888/qg+7du9dwpodoaWkNHz5827ZtZ86cUf+sIScnZ/Xq1bV3RQAAADRU5eXl4eHhAwYMsLOzO3bsmKGhoZeX19WrV4ODg2nvdY8CDzwz9W5wQoiDBw/ev3+/irPu3Llz+PBhIUSjRo0cHByqffWDBw8OHz58+PDhUVFRlY+0trYODAxUH58+fbraVwQAAMALqLy8/Ouvv7a2th41atTvv//esmXLpUuXpqenr1q1qnnz5lKne0FR4IFn1qNHDxsbGyHE7du3t2zZUsVZ69aty8/PF0IMGzbsef7KUygUR48ePXr0aFU+/1fnFEJkZWVV+4oAAAB4oSiVyl27dllZWY0fPz4pKal9+/ZBQUFpaWne3t7PuoozahYFHqiOJUuWqA8WLVqUlJT01PGnT5/29fUVQmhoaKxcufJ5Lt2lSxf1wTfffPPUz/9//fVX9QEriwAAAOCpCgsLg4ODLSwsJk+enJKSYmlpuWnTppSUFDc3N/Ynrg8o8EB1vPvuuyNGjBBCFBYWDhs27MyZM5UMjo6Ofuutt5RKpRBi1qxZffr0eZ5Ld+3aVb2k/KVLlz7++ONK9gXIy8sLCgpSH48bN+55LgoAAICG7c6dO8HBwZ06dXJ3d79+/bqNjc3OnTsvXLgwffp0LS0tqdPhAQo8UB0KhWLPnj2dO3cWQty8eXPgwIGenp7p6emPDEtJSZk5c+Zrr72m3vj97bffXrt27fNf3c/PT1NTUwixYcOG/v37x8XFPT7mp59+evPNNxMTE4UQL7300nvvvff8161E1dcCAAAAQL2SlZXl7e3dvn17d3f3zMxMW1vbgwcPxsfHOzs7q//NifqDbeSAamrWrNmJEyfGjBlz4sSJ4uLitWvXrl27tnv37p06dTIyMsrNzb148eLFixcrxo8dO3bPnj3a2tp/d8KoqKjs7OzKL7p+/XodHZ0BAwbs3LnT2dm5vLw8Li6uX79+FhYWPXr0MDIyUiqVt27dunz58rVr19RT2rZtGxYWVkt/+VbcSbVx40Y9PT2lUjlu3DhDQ8PauBYAAABqVnp6+po1a7Zu3VpUVCSEsLW19fLyep7lllHbKPBA9ZmYmPz444/r16//7LPP1N07KSnp8Ufi27Vrt2zZsilTplR+tnPnzp07d67yMUFBQTo6OkKISZMmtW7d2t3dPSEhQQiRmpqampr6+Pi3335748aN7dq1q/LX9GxsbGyaNm2an59/9uxZZ2dnIcSwYcMo8AAAAPVcampqcHDwpk2biouLFQqFvb39p59+OmDAAKlz4Sko8MBz0dbWnjdv3vTp0yMiIg4dOhQXF3fr1q28vDxDQ8PWrVu/+uqrb7755ujRoxs1qvnvtaFDh8bHx3///fdRUVEnTpy4detWTk6OkZFRhw4d2rdv37Vr13HjxlWsQl9LjIyMwsPDFy1adO7cueLiYjMzs0puMQAAAIDkzp8/HxAQEBYWVlpaqqGhYW9v7+Pj07dvX6lzoUoUKpVK6gyoYf369TMwMBg9erSHh4fUWYC/1aRJk8LCwoKCAn19famzAAAANHxnzpz57LPPvvnmG5VKpa2tPWHChE8//bRihyPZcXJy2r17d2ho6Pvvvy91lrrDJ/AAAAAA0JBFR0f7+flFREQIIfT19adNmzZ//vy2bdtKnQvPjAIPAAAAAA2QSqWKiIhYuXLlr7/+KoQwMDCYOnXqwoULTU1NpY6GaqLAAwAAAECDUl5eHhkZ6ePjExsbK4QwNjaePXu2m5tbs2bNpI6G50KBBwAAAIAGoqSkJCwsbOXKlRcuXBBCtGrVysPDY+7cuXp6elJHQw2gwAMAAACA7BUXF+/cuXP58uXXrl0TQnTs2NHNzW3GjBmNGzeWOhpqDAUeAAAAAGTs7t2727dv9/Pzu3nzphCiZ8+e8+fPd3R0rI2djCEt/osCAAAAgCxlZ2evX79+3bp1f/75pxCid+/eHh4e77//voaGhtTRUCso8AAAAAAgM7du3dq4cWNgYOCdO3eEELa2tl5eXg4ODlLnQu2iwAMAAACAbKSlpQUGBm7evPn+/ftCiGHDhvn4+Lz66qtS50JdoMADAAAAgAwkJib6+fmFhYWVlpZqaGjY29svXbr0pZdekjoX6g4FHgAAAADqtbNnz65Zs2bv3r1lZWVaWlpOTk6ffPKJlZWV1LlQ1yjwAAAAAFBPRUdH+/n5RUZGqlQqHR0dR0fHJUuWdOrUSepckAYFHgAAAADqnejoaG9v72PHjgkhmjRp4uLi4uXlZWZmJnUuSIkCDwAAAAD1RXl5eWRkpK+vb0xMjBDC0NBw1qxZCxYsaN68udTRID0KPAAAAABIr7y8/MCBA0uXLk1OThZCtGzZctasWR4eHk2bNpU6GuoLCjwAAAAASEmpVO7bt2/58uUpKSlCiPbt23t4eEyfPl1XV1fqaKhfKPAAAAAAII2CgoJt27YFBARcv35dCGFpablgwYKpU6dqaWlJHQ31EQUeAAAAAOranTt3Nm7cGBAQkJOTI4SwsbHx9PScNGmSpqam1NFQf1HgAQAAAKDuZGVlbdiwITg4OC8vTwhha2vr5eVlb2+vUCikjob6jgIPAAAAAHUhPT19zZo1W7duLSoqEv9f3R0cHKTOBdmgwAM1Izs729DQUFtbW+og1VFUVKShodG4cWOpgwAAADRMqampwcHBmzZtKi4uVigU9vb2n3766YABA6TOBZnRkDoAIEt2dnYKhUL949KNGze2a9fOxMRER0enRYsWdnZ2e/bsqRh5+PDhUaNGtW7dunHjxl27dh0/fnxiYmIlZ6mXKhIAACAASURBVD516tSMGTO6dOnSpEkTY2PjAQMGeHp6pqWlVTIlPz9/zZo1b7zxhpmZmY6OjomJSZ8+fcaPH3/kyJGnhj99+vSgQYMMDQ11dXX19fV79+794YcfVn45AAAAVN358+ednZ27dOmybt26kpISe3v706dPh4eH095RHSo0OH379h08ePDatWulDtKQ/eMf/xBC2Nvbu7u7P/E7y8PDo7y8fM6cOY+/1ahRo/Dw8MfPef/+/SlTpjzxbJqamkuWLHlikkOHDjVr1uzvvsFff/314uLivwsfFRWlo6Pz+Cxtbe1vv/225n/X/pe+vr4QoqCgoLYvBAAAIInY2Nhx48apn2zX1tZ2cnK6cOGC1KEajvfff18IERoaKnWQOsUt9ED1/fLLLxEREQqFYuzYsYMGDVIqlQcOHDh16pQQIjAw8Ny5c8eOHTMwMHBycurdu3dGRsbmzZszMzNLS0tnzpx5+fLlR8rz+PHjDx48KITQ0tJ6/fXXra2ti4uLz5w5Ex0dXVZWtmzZsps3b27evPnhKZcuXXrnnXeKi4uFEBYWFm+88Ubr1q3v3r2blJR05MiR0tLSH3/8cd68eevXr388fEZGxvvvv19cXNy9e/cRI0Z069bt6tWrO3bsyMjIUCqVLi4ur7zyiqmpaS3+9gEAADRQ0dHRfn5+ERERQgh9ff1p06bNnz+/bdu2UueC7FHgUTVlZeLKdVF0X+ocz6KxjujYRmjV4h/y/Px8XV3dgwcPDhs2TP2Kh4fHmDFj1D382LFjnTt3PnTokKWlpfrduXPn9ujR4/bt29evX//jjz969epVcarw8HD1rH79+u3atat79+4Vbx07dmzy5MnXr1/fsmXLO++8M3LkyIq3VqxYoW7v7u7ua9as0dD466GYc+fODRo0KD8//7vvvntigY+PjxdCfPTRR4GBgRWP7nt5ednZ2Z05cyYvL+/YsWPqn2sCAACgKlQqVURExMqVK3/99VchhIGBwdSpUxctWtS6dWupo6GBoMCjaq5cF9dvSx3i2ZWViW4WtXoFHx+fivYuhNDQ0PDy8lJXcSHE1q1bK9q7EMLY2HjWrFk+Pj5CiIcLvFKpnDdvnhCiefPm//nPf9q0afPwJYYOHRoaGjp06FCVSrV48eKHC/zZs2eFEE2aNPHz83u4vQshbGxsHBwcdu/eff369dzc3ObNmz8e/uWXX16/fv3DG5bo6+svX7787bffFkLEx8dT4AEAAKqivLw8MjLSx8cnNjZWCGFsbDx79mx3d3cjIyOpo6FBocCjau4XS52gWmo/trOz8yOvdOnSpeJg0KBBj7xrZWX1INr9v25nOHz48KVLl4QQrq6uj7R3tddee83Ozu7nn38+c+ZMdna2sbGx+vWtW7eWlJTo6+s/cfV79UPmQoiSkpInhvf29n58u1EbGxv1gfqzfQAAAFRCqVTu27dv5cqVFy5cEEK0bt3a3d197ty5enp6UkdDA0SBR9W0aSX+vCvKy6XO8SwUCtG2Va1eoVmzZq1aPXoJXV1d9UHPnj0fn1Lx7sOio6PVB0OGDPm7a/Xt2/fnn39WqVRxcXFvvPFGxYtPHFxaWnr06NEDBw5Unv+ll16qYkIAAAA8ori4eOfOncuXL7927ZoQomPHjm5ubjNmzGBrXtQeCjyqppmheMVGFN4TKpXUUapGoRB6jYW2Vq1eRFNTs5J3q/5j1/T0dPVBJQW+QlZW1iOvFBcXnzx58vz58ykpKVeuXLl69erFixeVSmXl52nSpEnLli2rmBAAAAAV7t69u337dj8/v5s3bwohevbsOX/+fEdHx0aNqFeoXfwJQ5VpNRJGBlKHaJjy8/OrPvjhO9uVSmVAQEBAQMAjZ9DU1Bw4cGBxcXFcXNzfnYefDQMAADyr7Ozs9evXr1u37s8//xRC9OnTZ9GiRe+9997jjyUCtYECD0jPwODBT0a+//77x+/Jf0TFBiQqlWrcuHEVO8+NGDFiwIABNjY2FhYWlpaWOjo6Hh4elRR4AAAAVN2tW7cCAwPXr19fWFgohLC1tfXy8nJwcJA6F14sFHhAehUL1zVr1uzhveUqFxkZqW7v1tbWUVFR7CwKAABQG9LS0gIDAzdv3qxehHjYsGHLli0bOHCg1LnwItJ4+hAAtazifwDHjh37uzFr166dO3fu/PnzVf+/DMGPP/6oPlizZs0T23teXl5NJwUAAHiBJCYmOjs7d+7ced26dUql0t7ePiYm5siRI7R3SIUCD0jv7bffNjU1FUIEBgZmZGQ8PiA2Nvbjjz9ev359RkZGxRNW6tu3hBAtWrR4fEp2dvaRI0dqLTIAAEBDFh8f7+zs3KtXr9DQUIVC4eTklJiYGB4e/sRNfIA6Q4EHpKevr79ixQohxO3btwcOHHj+/PmH3z137tyoUaPUH7x/8MEHFa/37t1bfbBjx45HTvj7778PHz78+vXr6l9WVH0AAABULjo62sHBoW/fvqGhoY0aNXJyckpKStq1a5eVlZXU0QCegQfqh8mTJ2/atOm3337LyMh4+eWXR4wYYWNjU1ZWFh8ff+jQofLyciHEJ598MnTo0IopDg4O//rXv/7888/169cnJSWNGjWqefPmqampsbGxERERKpWqa9euFy5cEELMnz//gw8+eO2111h5HgAA4O9ER0cvXbpU/ZRikyZNXFxcvLy8zMzMpM4F/IUCD9QLGhoa33///YQJE77//vvi4uLvvvvuu+++q3hXW1vbzc1t+fLlD09p27btjh07/vnPf967d+/HH3+seCReCGFkZBQcHNytW7f+/fsLIb799ttvv/02IyOjYrU8AAAAqJWXl0dGRvr6+sbExAghWrRoMWfOHFdX1+bNm0sdDXgUBR6oL5o2bXr48OFDhw7t2bPnxIkTt27dMjAw6NKlS+/evT09PTt06PD4lNGjR1+8eHHFihW///57SkqKhoaGpaXlqFGj5syZo34w3t/fPzAwMDs7u0OHDjo6OnX9JQEAANRjJSUlYWFhq1atSk5OFkK0bNly1qxZHh4eTZs2lToa8GSKihWt0WD069fPwMBg9OjRHh4eUmcB/laTJk0KCwsLCgr09fWlzgIAAF4sSqVy3759vr6+ly5dEkK0b9/ew8Nj+vTpurq6UkdDVTk5Oe3evTs0NPT999+XOkvd4RN4AAAAAC+KgoKCbdu2BQQEqJf7tbS0XLBggYuLS6NGNCPIAH9MAQAAADR8d+7c2bhxo7+/f25urhDCxsbG09Nz0qRJmpqaUkcDqooCDwAAAKAhu3379ueffx4UFJSfny+EsLW19fLysre3VygUUkcDng0FHgAAAEDDdPXq1bVr127ZsuXevXvi/6u7g4OD1LmAaqLAAwAAAGhoUlNTg4ODN23aVFxcrFAo7O3tFy9erN5hF5AvCjwAAACAhuPcuXOrV6/eu3dvWVmZhobGuHHjvL29u3fvLnUuoAZQ4AEAAAA0BCdPnvzss88iIyNVKpW2trajo+Onn37apUsXqXMBNYYCDwAAAEDeoqOj/fz8IiIihBD6+vrTpk2bP39+27Ztpc4F1DAKPAAAAABZUqlUERERK1as+O2334QQBgYGU6dOXbRoUevWraWOBtQKCjwAAAAAmSkvL4+MjPT29o6LixNCmJiYfPTRR+7u7kZGRlJHA2oRBR4AAACAbCiVyn379q1cufLChQtCiNatW7u7u8+dO1dPT0/qaECto8A/RWFhYW5ubmFhYUFBgY6OjoGBQYsWLQwMDKTOBQAAALxYiouLd+7c6evrm5GRIYTo2LGjm5vbjBkzGjduLHU0oI5Q4J/g1q1bBw4ciIqKSkxMvHr1qkqlemRAmzZtrK2tR44cOWbMGNbGAAAAAGrV3bt3t2/f7ufnd/PmTSFEz54958+f7+jo2KgRdQYvFv7E/4+8vDxvb+8NGzaUlpZWMuz69evXr18/fPiwp6eni4vL8uXLjY2N6ywkAAAA8ILIzs5ev379unXr/vzzTyFEnz59Fi1a9N577ykUCqmjARKgwP/lypUrw4YNS01NrXhFV1fX3Nzc1NRUT09PR0dHqVQWFRVlZmamp6cXFhYKIUpKSjZt2nTkyJGoqKiuXbtKlx0AAABoUG7duhUYGBgSElJUVCSEsLW19fLycnBwkDoXICUK/ANKpdLBwUHd3k1NTadPnz569GgbGxtNTc3HB6tUquTk5EOHDm3evPnixYupqaljxoyJjY3V1dWt8+AAAABAg3LlypWgoKDNmzffv39fCDFs2LBly5YNHDhQ6lyA9DSkDlBfbN26NTExUQhhb2+fnJzs7e3dp0+fJ7Z3IYRCoejevbunp+f58+dnz54thEhOTt6yZUudJgYAAAAaloSEBGdn5y5duqxbt06pVNrb28fExBw5coT2DqhR4B8ICwsTQpiamu7fv79p06ZVnKWtrR0SEqL+C2Xfvn21mA8AAABouOLj452dnXv16hUaGqpQKJycnBITE8PDw1966SWpowH1CAX+geTkZCHE6NGjn/U2eIVCMXHiRCFESkpKrSQDAAAAGq7o6GgHB4c+ffqEhoZqaWlNnz798uXLu3btsrKykjoaUO/wDPwD6rUxqrfBu5GRkRBCvawdAAAAgKo4evTo0qVLT548KYRo0qSJi4uLl5eXmZmZ1LmA+osC/4C5ufmFCxdiYmKqMVc9iw3hAQAAgKcqLy+PjIz09fVV/yu6RYsWc+bMcXV1bd68udTRgPqOW+gfGDlypBDi+PHj+/fvf6aJp0+f3r59uxBi6NChtZIMAAAAaBBKSkp27drVs2fPUaNGxcTEtGzZcunSpZcvX/b29qa9A1VBgX9gzpw56qffJ02atGDBgps3bz51Sl5enr+//5AhQ4qKirS0tGbNmlX7MQEAAAD5USqVu3bt6t69++TJk5OTkzt06BAUFJSWlubt7V31BaQBcAv9AxYWFsHBwTNmzCgtLQ0ICAgMDOzfv/+AAQMsLCzMzMz09PR0dHRKSkqKiooyMzPT0tJiYmJOnjyp3ppSCLFq1SobGxtpvwQAAACgvikoKNi2bZu/v/+NGzeEEJaWlgsWLHBxcWnUiCYCPDO+bf7y4Ycf6uvru7q65uTklJaWnjx5Ur2iRuUMDAxCQkImT55cBwmfydmzZ7/++mupUwB/q7S0VOoIAACgFt25c2fjxo3+/v65ublCiF69es2bN2/SpEmamppSRwPkigL/PxwdHUeMGLF+/fp9+/YlJSVVPtjKymrcuHFubm4tWrSom3jPZOfOnTt37pQ6BVAZhULB/8IBAGh4bt++/fnnnwcFBeXn5wshbG1tvby87O3tFQqF1NEAeaPAP6pZs2aLFy9evHhxenp6QkJCUlJSTk5OQUFBUVFR48aNmzRpYmJiYmVlZW1t3b59+1pNolQqExISVCrVs04sKiqKi4szMzOztbWtjWBATXnllVcaN24sdQoAAFBjrl69unbt2i1btty7d08IYWtr6+Pjw2LPQE2hwP8tc3Nzc3Nz9er0kpg2bdru3burPb1NmzbPuqI+AAAAUD2XL1/29/ffsWNHSUmJhoaGvb394sWL+/fvL3UuoEGhwNdfgwcPTk5OrsbE5OTkoqIiAwODGo8EAAAAPOLcuXOrV6/eu3dvWVmZhobGuHHjvL29u3fvLnUuoAGiwD+ztLS0c+fO5efnm5ubDxw4UFtbu5Yu9MEHH3zwwQfVmNivX7+4uDgKPAAAAGrViRMnVq1aFRkZqVKptLW1HR0dFy9e3LlzZ6lzAQ0WBf5ReXl5v/766+nTp3Nycrp06eLo6FixNWV2dvbs2bO//vrriufSmzZt6u/vP336dOnyAgAAAHUtOjraz88vIiJCCKGvrz9t2rQFCxa0adNG6lxAA0eB/x+RkZFTp07NysqqeGXx4sVRUVH9+/fPzs5+/fXXz58///D4/Pz8GTNmfP/997t379bV1a3zvAAAAEDdUalUERERK1as+O2334QQhoaGU6ZMWbRoUevWraWOBrwQKPB/2bZt2+O3rOfk5IwYMeL8+fPz589Xt3cLC4vBgwe3bNny7Nmzx44dKykp+fbbb1euXOnr6ytFagAAAKDWlZeXR0ZGent7x8XFCSFMTEw++ugjd3d3IyMjqaMBLxAK/AO5ubkLFixQH48dO3bkyJH6+vo///zzpk2bcnNzhw8frt4W3s3Nzd/fv+K599jY2HHjxl25ciUgIGDKlCmWlpaSfQEAAABALVAqlfv27VuxYsXFixeFEObm5vPmzfvwww/19PSkjga8cCjwD6xZsyY3N1cIERQU5Obmpn5xwoQJb7/99ttvv61u73Z2dkFBQQ/P6tev344dO4YMGVJcXBwUFBQSElL3yQEAAIDaUFhYuHXr1tWrV2dkZAghLCwsXF1dZ8yY0bhxY6mjAS8oDakD1BenT58WQvTo0cPV1fXh10eOHGlvb68+XrRo0eMTBw8e/Morrwghfvrpp9qPCQAAANS6u3fvBgcHd+rUyd3dPSMjw9raeufOnRcuXHBzc6O9AxKiwD+g3nF94MCBCoXikbdsbW3VB9bW1k+cq3792rVrtRkQAAAAqHXZ2dne3t7t27d3d3fPzMzs06fP/v37z5496+zs3KgRd+8CEuOb8IG8vDwhhKGh4eNvVWwjV3HwiGbNmgkh7t27V2vpAAAAgNp169atwMDAkJCQoqIiIYStra2Xl5eDg4PUuQD8hU/gH7CyshJCXLhw4fG3/vjjD/VBSkrKE+eqB5iYmNRaOgAAAKC2XLlyxc3NrUOHDn5+fkVFRcOGDTt16lR0dDTtHahvKPAPdO/eXQjxww8/VNR1tdzc3N27d6uPv/vuu8cn5uTk/PLLL0KIl156qfZjAgAAADUmISHB2dm5S5cu69atUyqV9vb2p0+fPnLkiHqNJwD1DQX+gWnTpgkhSkpK7O3tf/755/LyciFEQkLCiBEj1KvTCyFWr16dkJDw8KyysjIPD48///xTCDF+/Pg6Tw0AAABUR3x8vLOzc69evUJDQxUKhZOTU1JSUnh4eL9+/aSOBuBvUeAfsLOzmzBhghDi8uXLgwcPNjQ0bNasmbW19e+//y6E2Lp1q7m5+b179/r3779q1aqYmJirV68ePHhwyJAhoaGhQghbW9uJEydK/DUAAAAAT6O+N75Pnz6hoaFaWlrTp0+/fPnyrl27unbtKnU0AE/BInZ/+fzzzwsLCyMiIoQQhYWFFa97eHhMmzbNzMzM3t7+3r17j28mp6ent379+seXrwcAAADqj6NHjy5ZsuTUqVNCiCZNmri4uCxcuNDU1FTqXACqik/g/9K8efPw8PDPP/+8T58+2traWlpaPXr02Lx589q1a4UQI0aM2L17t7a29iOz+vTpExcX17t3bykiAwAAAE9RXl4eHh7+8ssvDx8+/NSpU8bGxkuXLk1PTw8ODqa9A/LCJ/CPmjVr1qxZs4QQKpXqkQ/V//nPf9ra2oaEhMTHx+fn57dr1+6tt96aPHny460eAAAAkFxJSUlYWNhnn32mXqe5VatWM2fOnDdv3hP3TgZQ/1Hg/9YTb4k3NzcPCAio+zAAAABA1RUXF3/11Ve+vr6XLl0SQnTo0MHd3X369Om6urpSRwNQfRR4AAAAoOEoKCjYtm2bv7//jRs3hBA9evRYsGCBo6Njo0b8yx+QPb6NAQAAgIYgJycnJCQkJCREvQtyr1695s2bN2nSJE1NTamjAagZFHgAAABA3m7fvv35558HBQXl5+cLIWxtbb28vOzt7dkmCWhgKPAAAACALJWVlcXFxW3evHnPnj337t0TQtja2vr4+AwdOlTqaABqBQUeAAAAkJPy8vK9e/d+8cUXp06dKi8vV7/YqlWrhQsXuru7S5sNQK1iH3gAAABANtLS0nr27Onk5HTixAl1e2/cuLFCobh165aHh8dbb72lfgAeQINEgQcAAADkYf/+/VZWVsnJyUKIRo0aTZw48eLFi/fu3cvMzAwMDDQxMfn+++9fffVVOjzQUFHgAQAAgPouOjr67bffnjBhQnFxsaam5syZM9PS0sLCwjp37iyEaNmypbu7e3x8fO/evS9cuODk5CR1XgC1ggIPAAAA1FMqlSo8PPyVV16xs7OLiooSQrRo0SI1NXXjxo1t2rR5ZLCZmVlkZKSxsXFUVNShQ4ekyAugdlHgAQAAgHqnvLz866+/7tmz56hRo3777TcTE5NWrVoJIbZt22Zubv53s8zMzD755BMhxObNm+suK4C6QoEHAAAA6hGlUrlr165u3bqNHz8+KSnJ3Nw8KCjot99+u3XrlpGR0ciRIyuf/s9//lOhUBw5ckSlUtVNYAB1hm3kAAAAgHqhsLBw69atq1evzsjIEEJYWFi4urrOnDlTR0cnJiZGCNG5c2ctLa3KT9K6desWLVpkZ2fn5OQYGxvXRW4AdYUCDwAAAEjs7t2727dvX7VqVWZmphDC2tr6448/njRpkqampnpAWVmZEKLil5VTD1NPAdCQUOABAAAAyWRlZW3YsCE4ODgvL08I0bdv34ULF7733nsKheLhYeol6y5dulReXq6hUdljsLm5uVlZWTo6OiYmJrWaHEDd4xl4AAAAQAKZmZkLFy7s0KGDj49PXl6era3twYMHY2Njx40b90h7F0K0a9euS5cu2dnZ//3vfys/7YEDB8rLy4cMGVJ5zwcgR3xXAwAAAHXqypUrbm5uHTt29PPzu3fvnr29/alTp6Kjox0cHCqZNWXKFCHEokWLSkpK/m5MXl6er6+vEGLq1Kk1nRqA9CjwAAAAQB1JSEhwdnbu0qXLunXrlEqlvb19TEyMeqf3p851dXU1NzePiYlxcXFRKpWPD7hz587YsWOvXbs2cODA8ePH10J8ABKjwAMAAAC17syZM+PHj7exsQkNDVUoFE5OTklJSeHh4f369aviGfT19f/973/r6+vv3r3b1tb2yJEjFcvUKZXKb775pl+/fj/++KOpqelXX331+E34ABoAFrEDAAAAalF0dLSfn19ERIQQQkdHZ/LkyZ9++mm7du2qcaq+ffv+8ssv77777unTp994443mzZt37ty5tLT04sWLd+/eFUL06dPn22+/rd7JAdR/FHgAAACgVhw9enTJkiWnTp0SQhgYGEydOnXhwoWmpqbPc84+ffokJiaGhITs2LHjwoULv/32m/r1vn37zpgxw8XFpVEj/oUPNFh8ewMAAAA1qby8PDIyctmyZadPnxZCGBsbz549283NrVmzZjVyfj09PS8vLy8vrxs3bqSnp2tpaZmbm7NpHPAioMADAAAANaOkpCQsLOyzzz77448/hBCtWrWaOXPmvHnzDA0Na+NyZmZmZmZmtXFmAPUTBR4AAAB4XsXFxV999dWyZcsuX74shOjQoYO7u/uMGTMaN24sdTQADQcFHgAAAKi+goKCbdu2+fv737hxQwjRo0ePBQsWODo68iw6gBrHXysAAABAdeTk5ISEhISEhOTm5gohevfu7eHhMWnSJE1NTamjAWiYKPAAAADAs7l9+/bnn38eFBSUn58vhLC1tfXy8rK3t2f3dQC1igIPAAAAVFVaWlpgYOCWLVvu3bsnhLC1tfXx8Rk6dKjUuQC8ECjwAAAAwNNdvnzZ399/+/btpaWlGhoa9vb2S5Ysefnll6XOBeAFQoEHAABAvZOTk5OVlWVoaNiqVSvJHyk/e/bsmjVr9u7dW1ZWpqWl5eTktGjRom7dukmbCsALSEPqAAAAAMADWVlZCxcutLS0NDY27tatW5s2bYyNjd9///34+HhJ8kRHRzs4OPTp0yc0NFRTU9PJySkxMXHXrl20dwCSoMADAACgXvjmm286derk5+eXmppqZGRkZWVlamqal5e3Z8+efv36zZs3r6ysrM7CREdHDx8+3M7OLiIiQl9f39XVNTU1ddeuXZ07d66zDADwCAo8AAAApLd9+/bx48ffuXPHwcHh1KlTubm5ycnJN27cSE1NXbBggZaWVmBgoKOjo0qlqpHLlZeX//vf/3ZycrKxsWnXrp21tbWjo+M333xTWloaHh4+YMAAOzu7o0ePGhoaenl5Xb16NTg4uE2bNjVyaQCoNp6BBwAAgMTOnDkza9YslUq1du1aDw+Ph9/q2LGjn5/fmDFjRo4cuX///v79+3t6ej7n5WJjY11cXM6dO1fxSkZGRkJCQlhYmI6OTnFxsRDCxMTko48+cnd3NzIyes7LAUBN4RN4AAAASGzBggVKpdLV1fWR9l7hlVde2bt3rxDC19c3Ozv7ea516NChQYMGnTt3zsLCIjAw8MyZM6mpqb6+viYmJkKI4uJihUIxbdq0q1event7094B1CsUeAAAAEgpLS1NfbP6smXLKhn21ltvjRgxIj8//+uvv672tZKTkydMmFBUVDRjxozk5OQPP/zwp59+GjRo0OLFi7Oysjp27Dho0CCVSrVv375Lly5V+yoAUEso8AAAAJDS0aNHhRAjRoxo2rRp5SMnTpwohDhy5Ei1r+Xh4XH37l0nJ6eAgICNGzd26tTJ3d09IyPD2tp6586dKSkpP/300wcffFBYWOjq6lrtqwBALeEZeAAAAEgpIyNDCFGVjdm6/x97dx5QY9q/Afx7TvuqSIsolbGUXUUd+zIzzEmZkaFkyVQypoVpQ5wSU0KSrawVFcY7MyrLWMa8WihFREi7KLRor1Pn/P44fk2vJTTVia7PX3nO/Zz7Ov2hrp7nuW9dXSIqKCho20R37949f/68goJCnz59NDQ0ysvLicjY2Njd3Z3NZjMYDMGwbdu2/fHHH1euXElNTR09enTb5gIA6Ai4Ag8AAAAAn5I2L0QfHh5ORFVVVX5+fuXl5SwW6/Tp0/Hx8SYmJs3tnYjk5eW///57IoqOjm6XwAAA7QUFHgAAAACEqW/fvkT04MGD947MyMggon79AmTcYAAAIABJREFU+n3sFNnZ2Y6Ojlu3biWipqYmNpudmJgYFxdnYmLy1vFjx44lIjwGDwBdDW6hBwAAAABhmjZtGhGdPXu2oqJCXl6+lZHHjx8nohkzZnz4m9+5c8ff3z8yMrKxsVFwmX3Tpk0eHh6tnyUnJ0dElZWVHz4RAEAnwBV4AAAAABAmLS2tqVOnlpeXe3l5tTLswoULsbGxcnJy5ubmH/K2N2/enDdv3ogRI8LDw5lMppWVlZWVFRGJir7/ClZeXh4RqaqqftgnAADoJCjwAAAAACBkfn5+YmJiAQEBu3bteuuA5OTkBQsWENHatWsFG7a3QnBv/OjRo0+ePCkuLm5ra/vo0aOwsLCZM2cS0ZkzZ96bRzDGyMjooz8JAEBHQoEHAAAAACHT19cPCgoiop9++um7775LSUlpfqmwsHDdunUTJ04sKSmZM2eOi4tLK+9z8eJFIyOjCRMmxMTEyMnJOTg45OTkBAcHCx6bnzVrlry8/JUrV/7+++9W3iQxMfHPP/+UkZF51xPyAADCggIPAAAAAMJnZ2d37NgxWVnZ//znP/r6+srKyqNGjdLS0urXr9+mTZvq6+t/+umnEydOMJlv+fWVx+NFR0fr6+vPmDHj2rVrSkpKGzZsyMvLCwwMVFNTax4mLy/v5uZGRJaWloKb5N/0+PHjBQsW8Pn81atX9+zZs4M+LABA26DAAwAAAECXsGDBgszMTGdn5759+z5//vzWrVu5ubkyMjLm5uZJSUk7d+588/F1LpcbFhamp6c3e/bslJQUFRUVX1/fvLw8DoejqKj45hQuLi5Tp04tLCw0NDQ8efLkazvS/fbbb4aGhnl5eRMmTFi7dm0HflQAgDbBKvQAAAAA0FWoqqpu375927ZtRUVFxcXFCgoKffr0ERcXf3NkfX19aGioj49PQUEBEWlpaTk6OtrZ2UlKSrby/mJiYr/99tuCBQvOnDkzb948TU3NSZMmqampFRUV/f3337m5uUQ0Y8aM48ePv3VSAADhQoEHAAAAgK6FwWCoqam1vPu9paqqqoMHD27ZsuXJkydEpKen5+rqamFh8SHLyxORvLx8dHT0kSNHNm7cmJubGxYW1vxSv3791q1bt2zZMhERkXb5IAAA7QsFHgAAAAA+DS9evNi1a1dQUFBpaSkRjRw50tnZ2dLS8mP7NpPJtLa2Xrp0aUpKSnp6enFxsbKysp6enoGBgWCveACArgkFHgAAAAC6umfPnu3ZsycgIKCiooKIWCyWm5sbm83+N32bwWDo6+vr6+u3X0wAgI6FAg8AAAAAXVdubm5AQMD+/ftra2uJiMVieXt7T506Vdi5AACEAAUeAAAAALqiR48e+fv7Hzp0qLGxkclkstns9evXGxgYCDsXAIDQoMADAAAAQNeSlpa2bdu2iIiIpqYmMTExKysrDw+PIUOGCDsXAICQocADAAAAQFcRFxfn5+cXGxvL5/PFxcUtLCzWr18/YMAAYecCAOgSUOABAAAAQPji4uI4HM6lS5eISFZW1tra2tXVVV1dXdi5AAC6EBR4AAAAABAaHo8XGxvr4+OTlJRERPLy8vb29q6urj179hR2NACALgcFHgAAAACEgMfjnTp1isPh3Lt3j4iUlZXt7e2dnZ179Ogh7GgAAF0UCjwAAAAAdKqGhoaoqCgfH5/MzEwi0tTUdHZ2trW1lZKSEnY0AIAuDQUeAAAAADpJdXX1gQMH/P39CwsLiUhHR8fV1XXp0qViYmLCjgYA8AlAgQcAAACADldRUbF3715/f/+SkhIiGj58+OrVqy0tLUVERIQdDQDgk4ECDwAAAAAd6Pnz57t37w4MDCwvLyciFovl5ubGZrMZDIawowEAfGJQ4AEAAACgQ+Tn52/btu3AgQM1NTX0/9XdxMRE2LkAAD5VKPAAAAAA0M6ys7MDAwODg4Pr6+sZDAabzV63bt3YsWOFnQsA4NOGAg8AAAAA7ebOnTv+/v6RkZGNjY1MJpPNZnt5eY0ePVrYuQAAPgco8AAAAADQDm7evPnLL7/8+uuvfD5fXFzcyspq3bp1AwcOFHYuAIDPBwo8AAAAAPwrcXFxfn5+MTExRCQjI7Ns2TIXF5e+ffsKOxcAwOcGBR4AAAAA2oLP58fExGzevPnatWtEJCcnt3TpUnd3dzU1NWFHAwD4PKHAAwAAAMDH4fF4sbGxXl5eKSkpRKSkpPTjjz86OjoqKioKOxoAwOcMBR4AAAAAPhSXy42MjNy8efODBw+ISEVFxdnZ+aeffpKWlhZ2NACAzx8KPAAAAAC8X319fWhoqI+PT0FBARFpaWk5Ojra2dlJSkoKOxoAQHeBAg8AAAAAramsrDx06JCfn9/Tp0+JaOjQoS4uLhYWFqKi+E0SAKBT4b9dAAAAAHi7Fy9e7Nq1a+fOnWVlZUQ0cuRIZ2fnhQsXMplMYUcDAOiOUOABAAAA4HXFxcV79+4NCAioqKggIhaL5ebmZmJiIuxcAADdGgo8AAAAAPwjNzc3ICAgJCSkrq6OiKZPn+7l5WVsbCzsXAAAgAIPAAAAAEREdPfuXT8/v8jIyMbGRiaTyWazN2zYoK+vL+xcAADwCgo8AAAAQHeXlpa2bdu2iIiIpqYmMTExKyurNWvWDB48WNi5AADgf6DAAwAAAHRfcXFxfn5+sbGxfD5fQkLCwsJi/fr1AwYMEHYuAAB4CxT496iuri4tLa2urq6qqpKQkJCTk+vVq5ecnJywcwEAAAD8K3FxcRwO59KlS0QkKytrbW3t5ubWp08fYecCAIB3QoF/i+Li4lOnTp05c+bu3bt5eXl8Pv+1Aerq6sOGDZs1a9acOXP69u0rlJAAAAAAbcDj8WJjYzdu3JicnExE8vLy9vb2rq6uPXv2FHY0AAB4DxT4/1FeXs7hcHbv3t3Y2NjKsMLCwsLCwnPnzq1evdra2trHx0dJSanTQgIAAAC0AY/HO3Xq1IYNGzIyMohIWVnZ3t7e2dm5R48ewo4GAAAfBAX+Hzk5OdOnT8/Ozm4+IiUlpaGhoaamJi0tLSEh0dDQUFNTU1RUlJ+fX11dTURcLjc4OPjChQtnzpwZNGiQ8LIDAAAAvFNDQ0NUVJSPj09mZiYRaWpqOjs729raSklJCTsaAAB8BBT4VxoaGkxMTATtXU1NzdbW1tTUdPjw4SIiIm8O5vP5GRkZZ8+eDQkJefjwYXZ29pw5c1JSUvBTEAAAALqUqqqqgwcP+vv7FxYWEpGOjo6rq+vSpUvFxMSEHQ0AAD4aU9gBuooDBw7cvXuXiNhsdkZGBofDGTVq1FvbOxExGAxdXd3Vq1ffuXPnxx9/JKKMjIz9+/d3amIAAACAd6uoqPDz8+vfv7+Tk1NhYeHw4cNDQ0MfPHhga2uL9g4A8IlCgX8lMjKSiNTU1E6cOPHhT4KJi4sHBQUZGRkRUVRUVAfmAwAAAPgwz58/53A4mpqa7u7uJSUlLBbr9OnTt27dWrRo0bsuTgAAwCcBt9C/IljNxdTU9GNvg2cwGPPnz09MTBQ8VAYAAAAgLPn5+du2bdu/f39tbS0RsVgsNzc3ExMTYecCAID2gQL/Sk1NDRG1bYN3BQUFIhIsawcAAADQ+bKzswMDA4ODg+vr6xkMBpvNXrdu3dixY4WdCwAA2hMK/CsaGhoPHjwQbIj6sQRnYUN4AAAA6Hx37tzx9/ePiIhoampiMpnm5uYcDkdXV1fYuQAAoP3hGfhXZs2aRURXrlw5ceLER51448aNQ4cOEdG0adM6JBkAAADA2yQkJJiYmIwYMSI8PFxERMTKyiojI+PEiRNo7wAAnytcgX9l5cqV+/btq62ttbS0vHHjhrOzs5qaWuunlJeXh4SEeHt719TUiImJ2dvbd05UAAAAeFNDQ8Off/557ty5vLw8Lperqqo6ceJEMzOznj17Cjta+4uLi/Pz84uJiSEiGRmZZcuWubi44GZAAIDPHgr8K9ra2oGBgXZ2do2Njf7+/gEBAYaGhmPHjtXW1u7Tp4+0tLSEhASXy62pqSkqKsrNzU1OTk5ISKirqxOc7uvrO3z4cOF+BAAAgG6osbHx2bNn586d27RpU3Z2dsuXQkNDnZyc3N3d3dzcPo/V1/l8fkxMzObNm69du0ZEcnJyS5cu9fDwUFVVFXY0AADoDCjw/7CxsZGRkXFwcCgpKWlsbExISEhISHjvWXJyckFBQYsXL+6EhAAAANAsOjo6ODj40qVLzX9Pl5aW/uqrrxYvXiwpKZmTk/Pbb7/9+eefa9eujYuLO3Xq1MduNNOl8Hi82NhYDoeTmppKRL17916xYoWTk5NgJV0AAOgm8Az8/7CwsMjMzPT29v6Qh8cGDx7s6emZk5OD9g4AANCZSkpKvvrqq9mzZ8fGxjY0NAgOioiI1NTU/Pbbb+vWrdPS0lq+fPn58+cvX76soqJy9uxZGxsb4WZus4aGhrCwMF1d3dmzZ6empqqqqvr6+ubm5nI4HLR3AIDuBlfgX6eoqOjp6enp6Zmfn5+enn7v3r2SkpKqqqqamhpJSUlZWdnevXsPHjx42LBhmpqaHZqkuro6KSmpqanpY0+srKzsiDwAAABdQWlp6fjx4+/fv6+srOzs7PzLL79UVFQcPnzY3Nz8jz/+8PLySk9PNzIyiouLGzJkyJQpUy5fvmxkZHTs2DFLS8uZM2cKO/5HqK+vDw0N9fHxKSgoICItLS1HR0c7OztJSUlhRwMAAOFAgX8nDQ0NDQ0Nwer0QrFs2bLjx4+3+fTCwsJ2DAMAANBFWFlZ3b9/f+TIkbGxsQcOHKioqGCz2UuWLCEiCwsLMzOzBQsWnD592szMLC0tTVJSUldXd+PGjY6Ojps3b/5UCnxlZeWhQ4f8/PyePn1KREOHDnVxcbGwsBAVxW9uAADdGn4MdF2zZ88uKSlpw4nXr1+vrKzs0aNHu0cCAAAQrvPnz585c6ZXr14xMTF9+vT5/fffieinn35qHiAtLR0VFTVu3Ljbt2/v2rXr559/JqIffvjBw8MjISGhuLhYRUVFaOk/wIsXL3bt2rVz586ysjIiGjVqlIeHx9y5cxkMhrCjAQCA8KHAf5zHjx+npKSUlpb27Nlz6NChOjo6HTeXhYWFhYVFG04cM2ZMamqqrKxsu0cCAAAQrgMHDhCRm5uburo6EWVkZBDRhAkTWo6RkpLasmXL119/vX//fkGBl5aWHjNmzNWrV+/fv99lC3xxcXFAQMCuXbuqq6uJiMViubm5mZiYCDsXAAB0ISjwr7t9+/bJkyczMzOjoqJaHs/Ozl6+fPmFCxdaHhw1atS+ffsMDQ07NyMAAEA3JfhBvGDBAiKqra2tq6uTkpJ6c3n56dOn9+7d++HDh3l5eYI1a3r16kVEgsvaXU1ubm5AQEBISIhgOf3p06d7e3sbGRkJOxcAAHQ5WIX+Hzwez8vLa9SoUT4+Pnfv3m35Umho6LBhw15r70R08+ZNY2NjFxcXPp/fiUkBAAC6o4qKipcvX8rLy/ft25eIpKSkZGVla2trKyoqXhspIiIyePBgIsrPzxccKSoqIqLevXt3buT3uHv37qJFi7744oudO3c2NDSw2ezk5OQLFy6gvQMAwFvhCvw/7O3tQ0JCBF+3XCQmIyPDzs6uvr6eiFRVVSdOnPjFF188e/YsOTn51q1bTU1NW7du1dHRWb58uXByAwAAdA+CP5czmf9cfhg5cmRcXNzFixe//fbb1wYLHhrn8XhEVFZWlpKSIiYmpqen14l5W3Pr1q3t27dHREQ0NTWJiYlZWVmtWbNG8EcHAACAd8EV+FcSExP3799PRLKysvv27bt69WrzS0uWLBG0dycnp0ePHh0/ftzHxyckJOTmzZvHjx/v2bMnEbm4uOTl5QkrPAAAQHfQo0cPWVnZ8vLy4uJiwZG5c+cS0datW1+7FY7P5z98+JCI+vXrR0Tbt2/ncrkzZszoChunx8XFmZiYjB49Ojw8XFRU1MrK6t69e2FhYWjvAADwXijwrwQGBvL5fAaDcf78eTs7u+YV4NLS0pKSkojom2++CQgIkJGRaXnWvHnzBKvpVFVVbd++vfNjAwAAdCvTpk0johMnTgj+aWNj06dPn8TERC8vr5bD/v7776KiIi0tLW1t7StXrvj5+TEYjA0bNgghcQtxcXHTpk2bMGFCTEyMjIyMg4NDdnZ2WFjYgAEDhBsMAAA+FSjwr6SnpxPRV199ZWxs3PJ4cnKy4AsXF5e3njhnzhwDAwMiunjxYgdnBAAA6O6WLl1KRL/88suLFy+ISFpa+vDhw6Kiol5eXitWrHj58iURcblcNzc3weCQkJBZs2ZxuVx3d3dhLTrL4/Gio6MNDQ0nTJhw+fLlXr16bdiwIS8vLzAwsE+fPkKJBAAAnygU+Feys7OJaOjQoa8dLy0tFXwxbNiwd50rKPAFBQUdlg4AAACIiExNTSdNmvT06VMzMzPBkvJffvllWFiYpKTk3r17tbW1ly5dymKxkpKS5OXljxw5YmdnV1tb++OPP/r4+HR+Wi6XGxYWNnTo0NmzZycnJysrK2/YsCErK4vD4QgewQMAAPgoKPCvCJalfXMZ2+afr4KdXd4KS9ADAAB0mqioKA0Njfj4+NGjRx87dqy2tnbBggXXrl2bMmVKaWnpkSNHBHfPVVRUZGdn6+jonDx5cteuXS2XvusEDQ0NYWFhurq6ixcvzsjI0NTU3LFjR25uLofD6dGjR2cmAQCAzwlWoX9lxIgR+fn5sbGxXC5XTEys+fjIkSMFX9y6detd97ldv36diARb2gAAAECHUlVVTUhI+O67765fv75w4UIZGRltbW1xcfGsrCzBAHl5+a+//nro0KGTJk1isVgiIiKdGa+qqurgwYP+/v6FhYVEpKOj4+rqam1t3XKDGwAAgLbBFfhXlixZQkSFhYWOjo4tr6jr6+vr6uoSkY+Pj2ArmtecOHEiNTWViGbMmNFJWQEAALo3dXX1hISEw4cPjxs3rra29s6dOykpKeXl5bq6un5+fkVFRcePH/f09Jw4cWJntveKigo/Pz9NTU0nJ6fCwsIRI0aEhoY+ePDA1tYW7R0AANoFCvwrZmZmEydOJKK9e/d+9dVXgk4uEBwcLCYmlpiYaG9vX11d3fKsEydO2NnZEZGYmJitrW0nZwYAAOi2mEzmkiVLEhMTX7x4cfv27Rs3bhQVFd29e9fV1VVKSqqTwzx79ozD4WhoaLi7u5eWlrJYrNOnT9+8eXPRokWdfP0fAAA+b/h78CtMJvPo0aNTpkzJysq6cOHChQsXhgwZMnHixL59+6qqqtrY2OzZsyckJOTs2bNffvnl4MGDCwsLExMTBTfPE5GPj4+enp5wPwIAAEA3pKioqKioKKzZ8/Lytm/fvn///traWiJisVhubm4mJibCygMAAJ83FPh/9OvX79q1a0uWLImNjSWijIyMjIyM18YUFBQcPHiw5REpKant27cvX76884ICAACAsGVnZwcGBgYHB9fX1zMYDDab7enpKayd6gAAoJvALfT/Q0lJKSYm5vLly3PmzJGWlm59sIKCwrJly+7fv4/2DgAA0H3cvn170aJFAwcO3LlzJ5fLNTc3T09PF+z0LuxoAADwmcMV+LeYMmXKlClTamtrb968ef/+/ZycnKqqqpqamqamJmlpaVlZWS0tLV1dXUNDw5br1QMAAMDnLT4+3tfXNzY2ls/ni4uLW1hYrFu3buDAgcLOBQAA3QUK/DtJSUkZGxsbGxsLOwgAAAAIWVxcnJ+fX0xMDBHJyMgsW7bMxcUFO8gCAEAnQ4EHAAAAeDs+nx8TE7Np0ybBsrVycnJLly718PBQVVUVdjQAAOiOUOABAAAAXsfj8WJjYzkcjmBn2d69e69YscLJyUlBQUHY0QAAoPtCgQcAAAD4R0NDQ1RU1KZNmx4+fEhEGhoaq1atsrGxee/qtgAAAB0NBR4AAACAiKi+vj40NHTjxo2PHz8mIi0tLUdHRzs7O0lJSWFHAwAAIEKBBwAAAKisrDx06JCfn9/Tp0+JaOjQoS4uLhYWFqKi+E0JAAC6EPxYAgAAgO7rxYsXu3bt2rlzZ1lZGRGNGjXKw8Nj7ty5DAZD2NEAAABehwIPAAAA3VFxcXFAQEBQUFBNTQ0RsVgsNzc3ExMTYecCAAB4JxR4AAAA6F5ycnJ27NgREhJSV1dHRNOnT/f29jYyMhJ2LgAAgPdAgQcAAIDuIj09fcuWLZGRkY2NjUwmk81mb9iwQV9fX9i5AAAAPggKPAAAAHz+bt26tX379mPHjvF4PDExMSsrqzVr1gwePFjYuQAAAD4CCjwAAAB8zuLi4vz8/GJiYohIQkJi8eLF69at69evn7BzAQAAfDQUeAAAAPg8Xbx4ccOGDQkJCUQkKytrbW3t5ubWp08fYecCAABoIxR4AAAA+KzweLzY2NiNGzcmJycTUa9evVauXOng4NCzZ09hRwMAAPhXUOABAADgM8HlciMjI319fTMyMohIWVnZ3t7e2dm5R48ewo4GAADQDlDgAQAA4JPX0NAQFRW1cePGR48eEVH//v2dnJxsbW2lpKSEHQ0AAKDdoMADAADAJ6yqqurgwYNbtmx58uQJEeno6Li6ulpbW4uK4pccAAD43OBnGwAAAHySKioq9u7du2XLltLSUiIaMWLEqlWrLC0tRUREhB0NAACgQ6DAAwAAwCfm2bNne/bs2bFjx8uXL4mIxWK5ubmx2WwGgyHsaAAAAB0IBR4AAAA+GXl5edu3b9+/f39tbS0RsVgsLy+vadOmCTsXAABAZ0CBBwAAgE9AVlbWli1bDh8+zOVymUwmm8329PQ0NDQUdi4AAIDOgwIPAAAAXdrt27e3bt0aERHR1NTEZDLNzc05HI6urq6wcwEAAHQ2FHgAAADoouLj4319fWNjY/l8vri4uIWFhaen5xdffCHsXAAAAMKBAg8AAABdTlxcnJ+fX0xMDBHJyMgsW7bM1dVVXV1d2LkAAACECQUeAAAAOk9paenhw4djYmIyMzOrq6tVVFQMDQ3nz58/a9YsIuLz+TExMZs2bbp+/ToRycvLL1myxMPDQ1VVVdjBAQAAhA8FHgAAADrJwYMHXVxcysrKmo+Ul5c/ePAgPDycxWItWbJk7969qampRNS7d+8VK1Y4OTkpKCgILy8AAEDXggIPAAAAncHDw8PX15eIvv76a1tbW0NDQxkZmYKCgpiYmC1btsTHx8fHxxORhobGqlWrbGxspKWlhR0ZAACga0GBBwAAgA4XGhrq6+srISFx8OBBS0tLwcHq6urLly/v2bOnvLxccKRnz57Xr1/HDfMAAABvxRR2AAAAAPjMVVRUuLi4EFFwcLCgvVdWVgYGBg4YMMDJyenx48fDhg07ePCgkZFRaWnp1q1bhZ0XAACgi0KBBwAAgI517Nix58+fT548efHixS9evOBwOJqamk5OTkVFRaNGjTpx4kRaWpq1tfW+ffsYDEZwcHBdXZ2wIwMAAHRFKPAAAADQsc6cOUNE3333nbu7u6amppeXV1lZGYvFOn36dGpqqrm5OYPBIKLhw4cbGhpWVVVduXJFyIkBAAC6JDwDDwAAAB3rwYMHRPTzzz/X19cT0fTp0zdu3Dhu3Lg3R44ZM+b69etZWVmdHREAAOBTgCvwAAAA0FHS09MXLVqUmZlJRFwul81m37hx48KFC29t70QkIyNDRDU1NZ2aEgAA4BOBK/AAAADQ/m7durV9+/Zjx47xeDwGg8Hn80NDQxcuXNj6Wbm5uUSkpqbWGREBAAA+NbgCDwAAAO0pLi7OxMRk1KhR4eHhYmJitra2P/zwAxGlpaW1fmJtbe3FixeJyNjYuDOCAgAAfGpQ4AEAAKB9XLx40djYeMKECTExMbKysg4ODjk5OcHBwba2tgwGY9++fU+ePGnl9ICAgLKyMiMjI21t7U7LDAAA8AlBgQcAAIB/hcfjRUdHGxgYzJgxIzExUUlJacOGDfn5+YGBgYKb4fX19b/99tuqqqpvv/325cuXb32Tc+fOcTgcBoOxefPmzo0PAADwyUCBBwAAgDbicrlhYWF6enqzZ8++ceOGiorKhg0bsrKyOByOoqJiy5H79u3T1ta+fv36uHHjLl261PKlqqoqDodjYmLC5XLXrFkzefLkTv0MAAAAnw4sYgcAAAAfrb6+/vjx4xs3bnz06BER9e/f38nJydbWVkpK6q3jlZSULl++bGZmduvWrenTp+vo6IwbN05aWvrx48d///13TU0Ng8Hw9PT08vLq3M8BAADwKUGBBwAAgI9QVVV18ODBLVu2CB5o19PTc3V1tbCwEBV9zy8VmpqaiYmJQUFBAQEBWVlZzZu9M5nMKVOm+Pj4YO06AACA1qHAAwAAwAcpKSkJCgoKCgoqLS0lohEjRqxatcrS0lJEROQD30FSUtLFxWX16tWpqakPHjyoqalRUVExMDDAvnEAAAAfAgUeAAAA3uPZs2d79uzZsWOHYAk6Fovl5ubGZrMZDEYb3o3JZOrr6+vr67d3TAAAgM8cCjwAAAC8U15e3vbt2/fv319bW0tELBbLy8tr2rRpws4FAADQHaHAAwAAwFtkZWVt2bLl8OHDXC6XyWSy2ez169cbGBgIOxcAAED3hQIPAAAA/+P27dtbt26NiIhoampiMpnm5uZeXl5DhgwRdi4AAIDuDgUeAAAAXomPj/f19Y2NjeXz+eLi4hYWFp6enl988YWwcwEAAAARCjwAAAAQUVxcnJ+fX0xMDBHJyMgsW7bM1dVVXV1d2LkAAADgHyjwAAAA3Refz4+Jidm0adP169eJSF5e3t7e3sXFpVevXsKOBgAAAK9DgQcAAOiOeDzeqVOnOBzOvXv3iKh3794rVqxwcnJSUFAQdjQAAAB4OxR4AACA7qWhoSEqKmrTpk0PHz4kIg0NjVWrVtnY2EhLSwuxGRP8AAAgAElEQVQ7GgAAALSmjQW+sLAQz8UBAAB0vtra2uLi4h49eigqKn7sudXV1QcOHNi6devjx4+JSFtb28HBYfny5RISEh2QFAAAANoZs22naWhoTJ8+PTQ0tLKysn0DAQAAwJvKyso4HI6enp60tLSWllbPnj1VVFRsbGwyMjI+5PTKysrAwMABAwY4OTk9fvx42LBhoaGhDx8+dHR0RHsHAAD4VLTxCjyPx7t06dKlS5dWrFhhZmZmZWU1Y8YMERGR9g0HAAAARBQdHb1kyZLS0lIikpKSUlFRKS8vf/bs2YEDB44cOeLm5ubt7c1kvv2P8s+fP9+9e3dgYGB5eTkRjR492t3dfe7cuQwG48MD1NXVXbp0KSkp6dmzZ9LS0oMHD541axbuxQMAAOhkbSzwLBYrISGBz+fX1NRERERERESoqKhYWFgsXLhw9OjR7RsRAACgOzt69OjixYt5PN6MGTM8PDwmTpwo+Iv5vXv39u7dGxwcvGnTpvz8/NDQ0Nc6eVFR0Y4dO4KCgmpqaoiIxWK5ubmZmJh81OxNTU1BQUE+Pj4lJSUtjzOZzPnz5/v6+vbr1+9ff0QAAAD4IG28hT4uLi47O/uXX34ZNmyY4EhxcXFAQMCYMWP09PR8fX0LCgraLyQAAEA3dfv2bRsbGx6Pt3nz5j///HPKlCnN97vp6uoGBQVduHBBXl4+PDx8165dzWfl5OQ4OjpqaWn5+fnV1tay2ezExMS4uLiPbe9VVVUmJibOzs4lJSX6+vqenp779u3bunXr3LlzJSQkIiIixowZk5CQ0J4fGAAAAN6Nwefz/+VbpKenR0REREZG5ubm/vO+DMbkyZOtrKy+++47eXn5fzkFfJQxY8akpqaampr+/vvvws4CAAD/ysyZM8+dO2dvb79nz553jTl9+rSpqamiomJWVlZhYeGWLVsiIyMbGxuZTOasWbM4HM6YMWPaMDWPxzMzM4uOjlZRUTl8+PDMmTNbvvr48WM7O7szZ84oKipeu3Zt4MCBbZgCAACgzaysrI4ePRoeHr5w4UJhZ+k8bbwC39LQoUM3b96cnZ0dHx+/cuVKZWVlIuLz+X/99Ze1tbWqqur8+fNjY2MbGxv//VwAAADdR35+/vnz5+Xk5DZt2tTKsNmzZ8+YMaOsrGzGjBnDhw8PDw9nMBhWVlb37t2Ljo5uW3snoiNHjkRHRyspKcXHx7/W3omob9++p0+fNjc3Lysr++GHH9o2BQAAAHyUdijwAgwGw9jYOCgoqLCw8Ny5c4sWLZKTkyOi2tra48ePs9lsdXV1R0fHGzdutNeMAAAAn7cLFy7w+fyZM2e2vmNcXFzcs2fPiCglJUVcXNzW1jYrKyssLGzQoEFtnprP53t7exPR7t27dXR03jpGRETk0KFDKioqV69evXjxYpvnAgAAgA/UbgW+maio6FdfffXTTz9ZW1uLiv6zSN6zZ8927txpYGAwdOjQiIgIHo/X7lMDAAB8TgQLyujq6r5rwMWLF42NjSdMmJCWlkZEKioqOTk5wcHB/35hueTk5Ly8PC0tLXNz81aGycrKrlixgoh+/fXXfzkjAAAAvFd7FngejxcXF+fs7KypqWlgYBAYGNh827yGhkb//v0FX9+9e9fS0nLevHlcLrcdZwcAAPjMCP7Y/eb+cDweLzo62sDAYMaMGYmJiUpKSra2tkTUt29fNTW1dpn61q1bRDR16tT37jY3ffr05vEAAADQodqhwDc2Ngo2hFdXV58wYcKOHTvy8/MFL2loaKxatSoxMTE3Nzc7O/vSpUsWFhZiYmJEdOrUqaCgoH8/OwAAwOdKsNH6w4cPm49wudywsDA9Pb3Zs2ffuHFDRUVlw4YNWVlZkyZNIqK+ffu219QvXrwgIhUVlfeOVFVVJSLBPfwAAADQodq4DzwRNTQ0XLx48dSpU3/88cdre8NqaGiYm5ubm5uPHTu25fGpU6dOnTp1zZo1+vr6dXV1Bw4cWLVqVZsDAAAAfN6mTZtGRGfOnKmurhYVFT1+/Li3t3dWVhYR9e/f38nJyc7OTlJSkohOnDjRPL5dKCgoEFFZWdl7R5aWlhJRz54922tqAAAAeJc2FviFCxdGR0dXVFS0PKipqTl37tw3e/tr9PT0Jk2adP78eewVDwAA0IoBAwaMHz8+Li7OzMzs3r17T548ISI9PT1XV1cLC4vmhWb+/vvv06dPy8jIzJs3r72mFjx4f/Xq1feOFIxp5UF9AAAAaC9tLPDHjh1r/lpTU1Nwvd3Q0PADTxfcRT9ixIi2zQ4AANAdlJSUDBo0KC4uTrDG+8iRI52dnS0tLUVERJrHpKWlzZs3j8/nu7m5fcgd7x9o/PjxSkpK6enpf/3115QpU941jMvl7t27l4jMzMzaa2oAAAB4l7bfQt+/f3/B9fYP7+3N1qxZs3LlSsGjfQAAAPCaZ8+e7dmzZ8eOHS9fvmw+qKenZ2Bg0NzeX7x4sW/fPl9f3+rq6m+++WbNmjXtGEBUVNTFxcXNzc3W1vb69evvukPe3d09MzNTT0/P1NS0HWcHAACAt2pjgU9KSjIwMGjzrEZGRm0+FwAA4DOWm5sbEBCwf//+2tpaImKxWF5eXnl5eT/++OOxY8eOHTumoaGhrq5eXl7+8OHDpqYmIrKxsQkKCmp5Wb5dODg4/Prrr8nJyRMnTjx58uSQIUNavlpTU+Pu7h4UFCQhIRESEtLuswMAAMCb2ljg/017BwAAgDdlZWVt2bLl0KFDjY2NTCaTzWavX7+++QfujBkzNm/efOrUqfz8fMFuL5KSkjNnznRzcxs/fnxH5JGUlPz9999nzpx5+/bt4cOHm5ubf/311xoaGhUVFdeuXQsLCyssLJSUlAwNDTU2Nu6IAAAAAPCatt9CDwAAAO0iLS1t27ZtERERTU1NYmJiVlZWHh4er13x7tev3969e3ft2pWXl1dcXNyjR4/+/ftLS0t3aLA+ffrEx8e7u7uHhIRERkZGRka2fHXs2LG7du3S19fv0AwAAADQDAUeAABAaOLi4vz8/GJjY/l8vri4uIWFhaen5xdffPGu8SIiItra2tra2p2WUFZWdteuXa6urqdOnUpKSioqKpKTkxs0aBCbzZ44cSKDwei0JAAAAIACDwAAIARxcXFeXl6C5eVlZWWtra1dXV277PKuGhoazs7Owk4BAADQ3aHAAwAAdB4ejxcbG+vj45OUlERE8vLy9vb2rq6u71rmHQAAAKAZCjwAAEBn4PF4p06d4nA49+7dIyJlZWV7e3snJycFBQVhRwMAAIBPAwo8AABAx2poaIiKivLx8cnMzCQiTU1NZ2dnW1tbKSkpYUcDAACATwkKPAAAQEeprq4+cODA1q1bHz9+TETa2toODg7Lly+XkJAQdjQAAAD49KDAAwAAtL/KyspDhw75+voWFRUR0fDhw1evXm1paSkiIiLsaAAAAPCpQoEHAABoT8+fP9+9e3dgYGB5eTkRGRsbu7u7s9ls7LgGAAAA/xIKPAAAQPvIz8/ftm3bgQMHampqiIjFYrm5uZmYmAg7FwAAAHwmUODfo7q6urS0tLq6uqqqSkJCQk5OrlevXnJycsLOBQAAXUh2dnZgYGBISEhdXR2DwWCz2WvXrh03bpywcwEAAMBnBQX+LYqLi0+dOnXmzJm7d+/m5eXx+fzXBqirqw8bNmzWrFlz5szp27evUEICAEBXcOfOHX9//8jIyMbGRiaTyWazvby8Ro8eLexcAAAA8BlCgf8f5eXlHA5n9+7djY2NrQwrLCwsLCw8d+7c6tWrra2tfXx8lJSUOi0kAAB0BTdv3vzll19+/fVXPp8vLi5uZWW1du3aQYMGCTsXAAAAfLZQ4P+Rk5Mzffr07Ozs5iNSUlIaGhpqamrS0tISEhINDQ01NTVFRUX5+fnV1dVExOVyg4ODL1y4cObMGfzSBgDQTcTFxfn5+cXExBCRhITE4sWL161b169fP2HnAgAAgM8cCvwrDQ0NJiYmgvaupqZma2tramo6fPjwt+73w+fzMzIyzp49GxIS8vDhw+zs7Dlz5qSkpEhJSXV6cACA7uvly5dHjx6NiYnJycmpqKhQVVU1NjZesGABi8XqoBkvXrzo6el57do1IpKTk1u6dKm7u7uamloHTQcAAADQEgr8KwcOHLh79y4Rsdnso0eP9ujRo5XBDAZDV1dXV1f3p59+WrVq1e7duzMyMvbv3+/g4NBZeQEAurvQ0NCff/75xYsXzUeePn168+bN3bt3z5o168CBA+3Yq3k8XmxsrJeXV0pKChEpKSn9+OOPjo6OioqK7TUFAAAAwHsxhR2gq4iMjCQiNTW1EydOtN7eWxIXFw8KCjIyMiKiqKioDswHAAAtrF27dsmSJS9evJgyZUpERMT9+/efPHmSkJCwdu1aRUXFM2fOGBoaZmZm/vuJuFxuWFiYrq7u7NmzU1JSVFRUfH198/LyOBwO2jsAAAB0MlyBfyUjI4OITE1NP/Y2eAaDMX/+/MTExHb5TREAAN7ryJEjmzdvlpCQCA4OXrx4cfNxNTU1IyMjR0dHc3Pzv//+29TUNDk5WUZGpm2z1NfXh4aG+vj4FBQUEJGWlpajo6OdnZ2kpGT7fAwAAACAj4Qr8K/U1NQQUds2eFdQUCAiwbJ2AADQoV6+fPnzzz8TUUhISMv23qx3796xsbEjRozIyMjYunVrG6aoqqoKDAzU1ta2s7MrKCjQ09MLDQ19+PCho6Mj2jsAAAAIEQr8KxoaGkSUnJzchnMFZ2FDeACAThAWFlZSUjJ16tRFixa99lJVVdWDBw+ysrIYDMaePXuIKCgoqPVtQV/z4sULDoejoaHh5OT05MmTkSNHhoaGpqWlLVq0SFQU96wBAACAkKHAvzJr1iwiunLlyokTJz7qxBs3bhw6dIiIpk2b1iHJAACgBcHmbTY2Ns1HuFzu3r17x44dKy8vP3jw4AEDBvTo0UOwr1tJSUlCQsKHvO2zZ884HI6Ojo6Xl1dZWRmLxTp9+vTNmzcXLVr01u1IAAAAADofCvwrK1euFDz9bmlp6erq+vTp0/eeUl5evmXLlsmTJ9fU1IiJidnb23d8TACA7i4rK4uIDAwMBP+8f//+8OHDV6xYkZSUJCEhMWjQIB0dHQaD8ddffwmeXResG9+K3NxcR0fH/v37e3l5VVRUsFis8+fPOzg4REVFjRw5UkdHZ+zYsXZ2dhcvXuzojwYAAADQOtwQ+Iq2tnZgYKCdnV1jY6O/v39AQIChoeHYsWO1tbX79OkjLS0tISHB5XJramqKiopyc3OTk5MTEhLq6uoEp/v6+g4fPly4HwEAoDuoqqoiIllZWSK6d+/e+PHjy8rKdHV1vb29v/nmG8Ez6hUVFSdPnnRycqqqqvLx8bGwsFBRUXnzrR49euTv73/o0KHGxkYmk8lms9evX19dXW1ra9tyXdLs7OykpKSQkBAWi3Xo0KGBAwd21mcFAAAA+B8o8P+wsbGRkZFxcHAoKSlpbGxMSEj4kBsv5eTkgoKC3rqQEgAAtDtVVdXi4uL8/PwePXqYmZmVlZWZmZlFRES03ENEXl5+2bJlp06dOnv2bGlp6fz58//666+Wb5KWlrZt27aIiIimpiYxMTErKysPD48hQ4YcPXrU2tqay+Xq6ura29uPHz9eXl6+uLj44sWLe/bsiY+PHzdu3JkzZ8aNG9fpnxsAAAAAt9D/LwsLi8zMTG9vb11d3fcOHjx4sKenZ05ODto7AECnEZTn2NjYPXv2ZGZmjhgxIjIy8s0dQGtqauLj4xkMhrKy8pUrV3777TfB8bi4OBMTk1GjRoWHh4uIiFhZWd27dy8sLGzIkCHx8fHLli3jcrlr1669ffv2ypUrR44cqa2tbWRk5OnpmZmZOXfuXMHfC548edLZHxsAAAAAV+DfpKio6Onp6enpmZ+fn56efu/evZKSkqqqqpqaGklJSVlZ2d69ew8ePHjYsGGampodmqSsrOy9j26+VWVlZbuHAQDoIubPnx8cHLxr1y4lJSUi2rx581u3dtu+fXtFRcX48ePnz5+/cuXKgwcP9u7dm8PhXLp0iYhkZWWtra1dXV3V1dUF43k83o8//tjQ0ODi4uLj4/PmG8rKykZFRbHZ7HPnznl4eISGhnbkpwQAAAB4Cwafzxd2Bni7uXPnnjp1qs2njxkz5saNG+2YBwCgi/jyyy8vXLhARIqKis+ePXtzg7fz58+bmJg0NjZeuXJl8ODBqqqqDAaDx+MRkby8vL29vaura8+ePVuecuHChS+//LJ///7379+XkJB419R5eXmDBg3icrlPnjx563P1AAAA0DmsrKyOHj0aHh6+cOFCYWfpPLgC33UtXLiwqqqqqanpY0+8fv16ZWVlr169OiIVAIDQHT58eOTIkS9evGhoaLh582bzivREVFtbu337di8vLy6Xu2bNmuLiYnt7ez6fz+fzlZSUfvzxR2dn5x49erz5noLd6RYvXtxKeyciTU3Nr7/++o8//oiNjbW2tm73jwYAAADQChT4tli6dCkRffPNN3Pnzu24WczMzMzMzNpw4pgxY1JTU998IhQA4POgrq6+e/fu77//vrq62tDQcOTIkfr6+nJycrm5uZcvX3758iWDwTAxMTl58uTmzZuJSEREpKmp6caNG608+iRYdt7Q0PC9s48dO/aPP/5ouUw9AAAAQOdAgW+LI0eOEJGqqmqHFngAAHiX8ePHE5GUlJSEhMStW7du3brV/JKWllZlZWV0dDQR6ejorFixwsXFRVJSsl+/fq28oWB3Ojk5ufdOLS8vT1htBAAAAIQBBR4AAD49ffr00dXVvXfv3vHjx2VkZLKzs58/f37nzp1z587l5OQQ0fDhw1evXm1paRkcHMzj8aZNm8ZktrbxiuCB9sePH7936vz8fCJSVVVtp48CAAAA8KFQ4F8RrEv8UXJzc187a9q0ae2XCAAAWmNtbf3zzz97enrGxMT897//DQwMLC8vJyIWi+Xm5sZmsxkMxosXLwRLyi9btqz1dxs7duyvv/565syZBQsWtD7y7Nmz9P+72XWc8vLyqqoqFRUVMTGxDp0IAAAAPiFYhf4VBoPx79+ki3wzBc/Am5qa/v7778LOAgDQUerq6oYMGZKbmyt4xJ3+v7qbmJgIBpSUlJiamsbHx0+aNOmvv/5q/f/5nJycgQMHMhiM9PT0gQMHvmvYf/7zn++++05VVTU/P78jqnVqampgYGBMTExpaSkRMRgMfX19CwsLOzs7rGwCAADQUvdchb61+wm7FXFxcWFHAACAD5Wdne3m5vbkyRMiampqkpOT8/X1vXTpkqC9V1VVHTlyZNSoUfHx8RoaGlFRUe/9K62WltayZcu4XO7cuXMF5flN9+/ft7W1JSIOh9Pu7Z3L5a5YsUJfXz8sLKy0tFRBQaFv376ioqLJycnOzs6DBg1KTExs3xkBAADgk4Nb6F+5du2apaVlRkYGEYmIiCxevPi1LYJb2rp1KxEZGhpOnDix8yICAHxq6uvrb9y48fjxYxERkb59++rr67+5Z/vHunPnjr+/f0RERFNTE5PJnDx5cm5ubm5urru7u7e3d//+/Xk8XnZ2dkNDAxGxWKwTJ0584PPq/v7+8fHxd+7cGTt2bHBw8NSpU5tf4vF4x44dc3R0LCsrMzMzs7Gx+Zef4jWNjY2mpqZnz56VkpJycHCwsbHR0dEhorq6uj///HPjxo03btyYMmVKbGwsntUCAADo1vjw/2pqalasWCH4tqirq//555/vGikY4+7u3pnxPtzo0aOJyNTUVNhBAEBoeDze+fPnbW1tWSzWoEGDWCyWnZ3dn3/+yePxOidAYWHh8uXLBQu2N+vVq9fPP/9cUlLStvdMTU01NzcXXEsXFxe3srJ68OABn8+vr68PCgoaM2ZM82V2ERGRiRMnHjt27GM/b2FhYfOu8np6esuXL3dzc1u8eHHfvn0FB83Nzaurq9uWvxXu7u5EpKKikpqa+uarjY2Ngh9PPXv2LCwsbPfZAQAAPkWCO+fDw8OFHaRTocC/LiYmRrAWMYPBcHBwqKmpeXMMCjwAdGVpaWnv2s987Nixd+7c6egAZ8+e7dGjh+A/0pEjR37//fdz587V1dUVZFBVVU1ISPioN7x69SqbzRacLiMj4+DgUFBQ8OawsrKy9PT0jIyMqqqqNoevra318/NTUlJ67Vs3YMCANvxF4EPk5ORISEiIiIgkJia+awyPxxN8B2xsbNo9AAAAwKeoexZ4PAP/um+++eb27dtsNpvP5+/cuXP06NEpKSnCDgUA8KEuXLjAYrGSkpLU1dU3btx49erV+/fv//e///X29u7Tp8/169eNjY3bsO/GhxM8iP7y5UtTU9P79+/fvHkzKirq5MmTd+/evXnz5uTJk4uKiqZPn37z5s33vhWfz4+OjjYyMpowYUJMTIycnJyDg0NmZmZgYGDzJfGWFBQU9PT0Bg8eLCMj0+b8kpKSrq6uRUVFV65c2bNnj6+v78GDB1NSUjIzMy0sLNplxdPXhIaG1tfXW1hYtLKyPYPB2LFjB5PJPHr0aHV1dbtnAAAAgE+DsP+C0HXt2bNHWlqaiMTExHx8fBobG5tfEnzrcAUeALqa+/fvCy59L1my5M0biKqrqxctWkRECgoKmZmZHRGgtLRUcO3axcXlrRerGxsblyxZQkQ6Ojp1dXXvep+mpqbTp0+PGTNG8P+tkpLShg0bSktLOyKz0BkbGxPRuXPnPnDk2bNnOyEVAABAF4cr8PA/7O3tU1JSRo8ezeVy161bN2HChKysLGGHAgBojbOz88uXLxcsWHDo0KE3dx2TlpY+cuTIvHnzysvLnZ2dOyLA1q1bX7x4MW3aND8/v7derBYREQkJCRkxYkRWVlZISMibA7hcblhYmK6u7uzZs1NSUlRUVHx9ffPy8jgcjqKiYkdkFrqCggIian7EoBVDhw4lovz8/A7PBAAAAF0SCnxrBg8efO3aNTc3NyaTmZiYOGLEiP379ws7FADA2929e/fs2bMKCgq7du16153eDAZj9+7dPXr0iImJEey70b4iIiKIyNvbu5VbzcXExDZs2EBEx44da3m8vr4+JCRER0dn8eLFDx480NLS2rFjR25urpubm+B+qM+VYBN7ERGR944UjBGMBwAAgG4IBf49xMTEfH19L1++rKGhUV1dbWtrK9hkGACgqzl9+jQRzZs3r5VdMIlISUnJ3Ny8eXw7KigoyM3NVVZWNjIyan3kzJkzxcXFk5KS6urqiKiysjIwMFBLS8vOzq6goGDo0KGhoaEPHz50dHSUlJRs35BdkLq6OhE9fPjwvSMfPHhARG99/h8AAAC6AxT4DzJp0qS0tLT58+cTUUxMjLDjAAC8RWZmJhG1shBaM8GYD2mMH6WoqIiINDU137vSm6SkZJ8+ffh8fkZGBofD0dTUdHJyevr06ciRI0NDQ9PS0hYtWvTvd4z/VAg2nD958mTrw54+fXr16lUxMbEJEyZ0Si4AAADoclDgP5SCgkJkZGR4ePhr2xoDAHQRlZWVRCQnJ/fekYKF7ioqKto3gOBqueCi+nsJllKfNGmSl5dXWVkZi8U6ffr0zZs3Fy1axGR2r59NVlZWIiIiBw8evH//fivDPDw8uFzunDlzFBQUOi0bAAAAdCnd65ekf2/hwoUFBQWPHz9+/Pixh4eHsOMAAPxDWVmZiJ48efLekY8fPyYiFRWVpqam/Pz8lJSUnJwcLpf7LwNoaGiIiIhkZmZWVVW1Miw3N3fZsmXPnz8nosrKyunTpyckJMTFxXXbB5T09PSsra3r6+tnz56dm5v71jG+vr6hoaFSUlI+Pj6dmw4AAAC6EBT4jyYvL6+urq6uro5L8QDQpRgYGBDR2bNn3ztSMCY9PV1FRUVTU1NfX19bW7t3796WlpZ37tz52HkfPXp05MiRX3755fDhw4MHD66rq4uMjHzryLt37y5atOiLL744dOgQEampqSUnJ1+4cOG9z8x/9nbs2KGvr5+ZmWlgYLBnzx7BzRQCN2/eNDU19fDwYDKZhw8f/uKLL4SYEwAAAISLwf//Xc3hszFmzJjU1FRTU9Pff/9d2FkAoPOUlJRoaGjU1tYmJSXp6+u/a9j169eNjIya//Pv16+fsrJyaWlpTk4OETGZTA8PD29v7w+5j/3y5ctr1qy5fv36a8elpaXj4+NHjhzZfCQtLW3btm0RERFNTU2ioqIMBoPL5f73v//F49zNKioqFi5cGB0dTUQSEhKDBg2Sl5fPyckpLCwkInl5+dDQUDMzM2HHBAAA6CqsrKyOHj0aHh4u2BC+m8AVeACAz0SvXr0cHR35fP78+fOLi4vfOqaoqOjrr7/m8/kMBsPW1vbhw4f5+fk3btzIzs7Ozc1dtWqViIjIpk2b7O3tW5+Lz+evX79++vTp169f79Wr1/z58z08PJycnCZPnsxgMGpqagwMDH777TciEtwbP2rUqPDwcFFRURMTE1VVVS6Xa2lp+Vp75/F4p0+ftra2NjY2HjRo0Pjx41euXHnlypV2+vZ0dfLy8qdPn/7jjz8mT57c2Nh4+/btuLi4wsJCNTU1Z2fnzMxMtHcAAAAgPnx2Ro8eTUSmpqbCDgIAna22tnbs2LFEpKGhce7cuddePXv2rJKSEhExGIzjx4+/9R0uX74sIyNDRIcPH25lIm9vbyISFRXdvHlzbW1ty5eSkpJkZWUFswg2SCMiWVnZ77///ocffpCQkCAiY2Pj6urqlmddu3Zt+PDhb/05NXHixIcPH7bl2/HJKisrS0tLu3r16qNHj5qamoQdBwAAoCsSXHgPDw8XdpBOhVvoP0O4hR6gO3v+/Pl333139epVIho6dOikSZOUlZWfPXv2119/3bt3TzDGx8dn7dq173qHY8eOLVy4UE1N7dGjR1FroNYAACAASURBVNLS0m8OSE5OHjt2LJPJ/P3339ls9muv1tbWHjx4cPXq1Q0NDW+ey2QybWxsduzY0XKD999++83CwqKurk5bW9vOzm7ChAm9evUqKiq6dOnSvn37nj17pqioGBsbi0flAQAAoFn3vIW+u+yyCwDQTfTu3fvSpUu7du365Zdf0tPT09PTm19SVFQsKyvT0tJyc3Nr5R0sLCx27Nhx48aNc+fOffvtt28OWL9+PZ/Pd3Nza9neq6qqdu7cuX///tfWUe/Vq1d1dTWTydTU1JwxY8YPP/wwbNiwlgNSU1MtLS3r6uocHBz8/f3FxcUFxwcOHDhx4sSff/556dKlp06dMjMzS0lJ6du378d/SwAAAAA+EyjwAACfGzExMWdn559++unq1at37twpKSnp1avXsGHDrly54u3t/d1334mKtvafP4PBmDdv3o0bNy5duvRmgS8pKbl48aKEhISLi0vzwfPnz3///fcvX74U/FNUVFRUVFSwIXxpaenq1at9fX1FRETenIvP569cubK2ttbe3j4wMPDNAXJycsePHzcxMTl79qy7u/vRo0c/9rsBAAAA8NnAInYAAJ8nUVHRKVOmODg4eHl5OTg4TJkyRbBF/KBBg9577uDBg4mooKDgzZdSU1MbGxuNjIwUFBSIqKqq6ocffvj6668F7V1NTW3Pnj01NTW1tbUXL14UnLJ169YFCxa89Ymt+Pj4xMRENTW1rVu3viuMiIhISEiIlJRUZGSkYEl2AAAAgO4JBR4AoLsQ7AzH4/HeO1IwhsFgvPmSYH37vn37VlRU+Pn59evX7+DBg0SkrKx85MiRgoICe3t7MTExIpo0aRKDwWAymT17/h97dx5P1fY+DvzZx0yUMispUaRckpJooCRTigZFXVc0okG3eRC3NCoNKinJkFKmSJqLEiGkgZRIJPM8nfP7Y33u+Z0vOqRBl+f9x32x99prP2ej1332WutZ/S9fvrxv3762vZFd06ysrNpdbM80cOBAQ0NDOp0eGRnZmU+KEEIIIdQjYQKPEEK9AoPB4OPjA4A7d+58+vSJfWNS7k5GRqbtKUFBQQBITEwcPHjwxo0by8vLAWDy5MmFhYWLFy9mnSdfWVnJYDCEhISCgoIoinJ1dW27uV1WVhYAjB8/vsP4SZs3b9502BIhhBBCqKfCBB4hhHq4kpKSDRs2DBw4kCwyv3TpkpSUlKqq6pkzZ5qbm9u2p9PpQUFBADB9+vRWpz58+HDlyhUAeP36dXl5uYaGBo1G4+XlDQwMbDtc/+TJEwBQUFCYNm2aiYlJdXV1YGBgqzZVVVXw70sB9vr27QsAlZWVnfvQCCGEEEI9ECbwCCHUk926dUtBQWH//v0FBQWDBw8me7zz8vKmpqba2dlpamrm5+e3uuTs2bNpaWkyMjKsCXxOTo6jo6OCggKzjJy7u/vatWvpdPqUKVMkJCTa3vrUqVMAYGxsDACWlpYAEBMT06qNmJgYAHRmZTuJU1xcvLOfHCGEEEKox8EEHiGEeqybN28aGBiUlpbq6+snJSW9f/8+NDSURqM1NTWtWrVKTk4uKSlp4sSJrDPbIyIiHBwcAGDfvn08PDwAkJ6ebm1traCgcPTo0aamJgsLi+3btwPAiRMnXr16BQAjR45se+tLly6Fh4cLCQnZ2dkBgLKyMgB8+PChVTMNDQ0AuHHjRoefJTo6mtkeIYQQQqh3wgQeIYR6pqKionnz5jU3Nzs7O0dHR48ZMwYA9PT03NzcWlpajh07pqKioqKikpuba2VlBQAvXrxYunTprFmz6uvr165dO2/evPj4eGNjYxUVFT8/Pw4ODisrq5cvXwYHB2/btm3ChAm5ubleXl7wb208VhcuXFiyZAkAzJw508fHx9vb++XLl9Be/TwzMzMuLq4rV66QdwFfExMT8/Tp0/79+0+bNu2HPSCEEEIIof8a3AceIfQj5eTkfPz4kaIoGRmZdkugoV/Gzc2tvLzc0NDQ3d2ddYH6xo0bRUREHB0dr169CgAURcXGxvbt25csL+fm5nZ1ddXU1DQ2NiYl3wUEBP766y9nZ+eBAweSHjg5Oa9evaqrq/vixQsAuHz5sq6urqysbENDQ1JSko+Pz6NHj0jLoKAgspye4ODgYDAYrMHIyMgsXbr0xIkTFhYWDx48EBYWbvtB3r9//+effwLAli1bSB0+hBBCCKHeiWp3Y170nzZmzJjk5GRTU9PQ0NDujgX1FtXV1YcPHz537ty7d++YBxUUFJYuXbpq1SpeXt5ujK13am5uFhcXLy0tzcjIaHeK+8ePH/fv33/16lXmZu/i4uJmZmZqamo+Pj6k/pygoOCff/65adOmdpe4V1VV2draBgcHfy2G0aNHa2lpCQkJff78OTg4uKamBgDmzJlz4cIF1k3jqqqqJkyYkJGRIS8vf+bMmUmTJrF2cvXq1eXLl3/+/Hn69OlRUVGsVe4RQggh1JtZWVldvHjRz89v0aJF3R3Lr4MJfA+ECTz6xZ49ezZr1ixSY0xSUnLYsGF0Ov3NmzfFxcUAIC8vHxYWpqio2N1h9i7JycljxowZMWIEmbveYUtRUdGzZ8/u3LkzOTkZAERFRVesWOHk5NSvXz/2l0+cODEuLk5aWlpAQICLi+vDhw9VVVWtUvHExERNTU2Kovr06VNeXj5r1qyQkBDWifcfP36cNWtWUlISAPzxxx/a2toDBgwoLCy8detWdnY2AMycOTMwMFBISOh7nglCCCGEepLemcDjFHqE0HdJSUmZNGlSTU3N+PHj9+7dq6OjQyZIt7S0xMbGbty48fnz51paWk+ePFFQUOjuYHuRgoICABg2bFiHLZWUlDg5OYuLi01MTABAQkLCyclp9erVrIPkbBw7dkxDQ6OgoMDT0zM1NfXFixcqKip3795lToZ//fr17NmzW1paNmzYYGNjo6WlFRoaevr06WXLljE7kZaWfvjw4eHDhw8cOJCampqamso8NXDgwO3bt9vY2ODYO0IIIYQQjsD3QDgCj36Zuro6RUVFUgXt7NmzXFxcbRssWLAgLCxMWVk5JSWFkxNfGv4ix44dW7169aBBg6ZMmSIlJTVp0qSpU6dyc3OztmloaPD19XV1dSWz6IcMGeLo6Ghvb/+tSx7OnDljb29PFrdzcnJmZmaSFwdlZWU+Pj67d++uqKiYPHnyzZs3ubi4rl27Nnv2bAkJiQ8fPrT9hWlqarp//35mZmZpaamIiIiamtr48ePbFslDCCGEEMIReIQQ+jaenp65ubnq6urtZu8AwMfHFxAQoKamlpGRcf78eVtb218fZG+TkJDg5OREFrHn5eVduHABAPbu3SstLb17925SDa6qqsrHx8fd3f3Tp0/kKhERkTdv3nTtDcvSpUsFBASWLFnS1NTU1NQ0depUGRmZioqKV69eNTc3A4ClpeWZM2fIb4iZmdmoUaPS09Pv37+vp6fXqisuLi49Pb22xxFCCCGEEGACjxD6Hr6+vgDg6urabvZO8PPz79y5c8GCBT0+gW9paYmPj8/Ozi4rKxMTExs7duzw4cN/cQznzp1btmxZY2OjhIRETU1NVVXVpk2bODk5Q0ND09PTbWxsbt68KS8vf+zYsbKyMgBQVVUdNGhQeHj4nDlzvmd+hKWl5cWLF6Ojo4WEhPLy8siQPhcX1/Tp052dnVsl5AYGBunp6QkJCZioI4QQQgh9E0zgEUJd9Pnz58zMzH79+unq6rJvaWxszM3N/fjx4/r6+h5Zkb6uru7IkSOHDh0idfuYVFRUdu3aZWpq+mvCiIyMtLW1pdPp69ev37Vr1+HDh7du3RoTExMXF7dr1y4vLy8nJyfmpm5aWlp///23nJycuro6jUazs7P7zrtXVVUBQEREhLS0dGFhYd++fQcPHtzS0hIYGHjkyJF37941NjaKi4tra2uTNwWFhYXfeUeEEEIIod4GE3iEUBeRMmmysrIdjtwKCAhIS0u/e/fu06dPQ4YM+SXR/Tp5eXkmJiak7pqiouL48eOFhYU/fvx4+/bt58+fz5o1y9bW9vjx463Wn/9w1dXVJHvfs2fPxo0bAcDJyencuXPJycnGxsby8vLnzp1rbGwkjU+ePLls2bKXL18aGhrW1dXZ2tqqqal9ZwCCgoIAUFNTIycnJycnBwCnT5/etGlTaWkps01WVtajR49ImcOf/UAQQgghhHoerAyEEOoikreTRc4dampqYl7Sk5SVlenp6aWmpo4YMeLu3buZmZk+Pj4HDx4MCgoqKCg4fvy4gICAt7f38uXLf3Ykp06dKioq0tbWJtk7AAgICBw8eJCHh+fWrVsnT55saGjQ19cnkfj7+2/btm3s2LHv3r2bMGGCp6fn9wdACtclJCSQb52cnOzt7UtLS3V1dS9evJiRkfHmzZvY2NiVK1eSonRBQUFFRUXff1+EEEIIoV6EgXocMpJmamra3YGgHq6srIxGo/Hz89fW1rJvWVxczMHBwcPD09jY+Gti+2VI1dMxY8aUl5e32yAxMbFPnz4AcOnSpZ8aiaamJgCEhoaSb1NSUqysrMjWa2TEmxgwYADza4qilixZ0uGPr5Nu3rwJALKysvX19UeOHAEAPj6+wMDAVs1ycnK4ublJSBMmTGhqavohd0cIIYRQb0P+N8zPz6+7A/mlcAQeIdRF/fr1GzduXG1tbUhICPuWgYGBLS0turq6bGrd/RdlZmYGBATw8fGFhIT07du33Tbq6uoeHh4AsGXLFsbP3LYzPT0dAKZMmfLo0SNjY2M1NTU/Pz9OTk4rK6tXr175+flNnz6dl5e3pKSEtNfX14+Pjz937hwfH98PCUBXV/ePP/54//79mjVrtmzZQlGUv7///PnzWdu0tLTY29s3NjbOnz9fVlY2Pj7+7NmzP+TuCCGEEEK9ASbwCKGus7e3B4Bt27axrnNupaCgwNXVFQCWLVv26yL7JS5dukSn0xcvXjx48GA2zZYsWTJ48ODs7OykpKSfFEl9fX11dTU3N7eZmZm2tnZkZKSAgICDg0NOTs6FCxcUFBQWLVoUExNTV1dXXFxsYmICAPb29uPHj/+BMdBoNLLU/+TJk9XV1bNmzTIzM2NtUFlZaWFhERsbKykpefDgwcOHDwPAgQMHfmAMCCGEEEI9GybwCKGus7KyGjdu3Pv3701MTL58+dK2wcePHw0NDT9//qyvr29sbPzrI/ypyF7rhoaG7JtxcHDMmDEDAB4/fvwzwqDT6bGxsTQarbGx8c6dOwMGDNixY0dubu6RI0ekpKRaNRYRESEbyAkKCsbExBw+fHjz5s0eHh63bt0idQq+x4QJE3x8fMj0+KSkpKNHjyYnJ+fk5JAy+PLy8teuXevfv39oaKikpKSJiYmEhER2dvbLly+/874IIYQQQr1ETysohRD6lWg0WkhIyIQJE+Li4kaNGrV58+a5c+eKi4sDQH5+fkBAgLu7e2lp6fDhwwMCAro72B+P1GAbNGhQhy1lZGSgExuntbS0PH/+PD8/n06nS0lJqampsS/719TUFBgYuHfvXmYObGlpeeLEia/N5weAmpqapKQkGo1mbm5eUVHBekpERGTTpk2rVq36nvrwCxcuXLZsWXV1dV5enqOjY6uzkyZNOnv2LKlRT6PRxo4dGxERkZWVpaio2OU7IoQQQgj1HpjAI4S+i7S0dEJCwoIFC+7du+fg4ODg4NCvXz86nV5ZWUkaGBkZXbhwQVhYuHvj/BlIdbrq6uoOW5I2ZKO1dpWXl7u7u/v4+Hz+/Jl5UFhYeNGiRVu3bhUTE2vVvrGxMSgoaPfu3dnZ2QAwePDgUaNGRUZGFhcXs8neAWDfvn11dXUAUFFRMWbMGB0dHVFR0cLCwrt376anp69bty40NPTq1asiIiIdfqh2MRiM+vp6iqICAgIiIiJevnxZUVEhKiqqqqpqYWExdepU1sZCQkLw7wbyCCGEEEKoQ5jAI4S+l4SExN27d8PCws6dO3f79u3y8nIAEBIS0tfXX7p06bRp07o7wJ9FTk4uLi4uMTFRS0uLfcunT5/CvxuttZWYmDhr1qyCggIAUFBQGDFiBI1Gy8rKevHihaenp7+/f3BwsK6uLmlcXV199uzZ/fv3f/z4kcSwYcMGGxub6upqOTm52NjYEydOrFixot0bPXnyhNQjkJaWDgwM1NbWZj0bGxtra2v78OFDExOTu3fv8vDwfNvjAAAAiqLExMQKCgo0NTVbVbBrKy8vDwDIlA2EEEIIIdSx7i6Dj3483EYOda/S0tKKiorujuJXuHz5MgAoKys3Nzezafbq1StOTk5ubu52t5pLTU0lI/na2tqJiYmspzIyMgwMDACAi4vr3r17FRUVe/fu7d+/P/nXW0VFxdfXl/XWQUFBFEXRaDQXF5e2O/ZFRkby8vICQL9+/UpKStoN9dOnT0OGDAGA7du3d/YptEFq1504cYJ9s5KSEm5ubi4urtLS0i7fCyGEEEK9Fm4jhxBCP4CwsDCZGt3jmZiYyMnJZWRksCml3tTUZG9v39zcbGtr23Zye2Nj45w5c6qrqxctWnTnzh11dXXWsyNHjrx+/bqTk1NTU5OhoeGgQYM2btxYWlqqpaUVHh6ekpJibW1Ndnon5s2bd/jwYYqitm/fPmLEiK1bt165ciUiIuLQoUPa2tpGRkZkcvvt27eZbwFakZCQCAgIoCjq4MGDZCZFF8ybNw8ADhw4UF9fz6bZ3r17Gxsb9fX1e+TyCoQQQgihnwETeIQQ6iJubm5PT08ajbZ58+YDBw4w2mzzXllZaW5ufv/+/YEDB+7cubNtD2fOnHn79u3o0aPPnj3bbr26Dx8+tLS00Gi0mpqayspKkrqTnd5JsfdWHB0dY2JiRo4cmZOT4+bmZmFhYWJism7dukePHgkICACAqakpmaTzNePHj586dWpNTc3169c7/yhYWVhYqKio5OTk2NjYtLS0tNsmNDT00KFDZLJA1+6CEEIIIdQLYQKPEEJdZ2Bg4OHhAQDOzs4aGhpnz559+fJlYWFhYmKiq6urvLx8eHi4iIhIaGioqKho28svXrwIANu3b29b+D0nJ8fR0XH48OGenp7k1YCUlBRJ3dmHpKur+/z589u3b69fv97c3NzY2Nje3j4wMHDOnDkAoK+v3+GHIpveJSYmduoRtEGj0QICAoSEhAIDA2fMmPHmzRvWs7W1tbt27TI3N29paXFzc1NVVe3aXRBCCCGEeiEsYocQQt9l9erVsrKyK1euTEpKsrW1bXV20qRJPj4+Q4cObXthQ0PD06dPubm5Z86cyXo8LS3twIEDAQEBZOzdwsJix44dU6ZMKSgoyM/PHzhwYIchcXBwTJ06tVXJd7KTn7S0dIeXkzas9fC/lZKSUkxMjJmZ2a1bt5SUlLS0tFRVVXl4eN69excbG1teXk5RlIuLy99//93lWyCEEEII9UKYwCOE0PcyNjbW09MLDAwMCwvLysoqKysTExMbN26chYUFmyL8RUVFdDpdQkKCj4+PHImLi9u7d+/169cZDAY3N7elpeXWrVsVFBQAYMiQIcXFxQUFBZ1J4NtFVuC32vu9XaQN++3oOjR+/PjU1NRdu3adO3fuwYMHDx48YJ6aOHHinj17Jk6c+D39I4QQQgj1QpjAI4TQD8DHx2djY2NjY9P5S0hNeFLp7dGjR+7u7pGRkQAgICDw119/OTs7s+bqpBm5pGvIi4DHjx+Tkq1sxMfHA8Dw4cO7fC9CXFz8xIkT+/btu3Pnzrt37xoaGiQlJSdOnEgK3SOEEEIIoW+FCTxCCHUPERGRPn36FBcXq6mppaSkAICgoOCff/65adMmCQkJ1pY1NTVv3rzh4OCQkZHp8u1MTEy2b98eFBTk6urKpvB7YWHhtWvXKIrqcLF9J/Xp08fExOSHdIUQQggh1MthAo8QQj9GTU1NTExMRkZGaWlp//79R40apa+vz8/P325jOp1+/fp1Tk5OBoORkpIiKiq6YsUKJyenfv36tW0cFBRUX18/ceLEds92koqKyvTp02/evLlq1aqLFy+2W8SeTqfb29tXV1ebm5vLycl1+V4IIYQQQuhnwAQeIYS+V01NzZ49ezw8PGpqaliP9+nTZ+3atRs3bmSucgeAxsbGoKAgNzc3Znl2Hh6eqKioVpvAMxUWFm7btg0AVq1a9Z1xHjlyZNy4cQEBAVxcXMePHycbyzFVVlba2tqSsvlsdrZHCCGEEELdBRN4hBD6Lvn5+UZGRs+fP6coSltbe9KkSSIiIl++fLl79258fLyLi0tkZGR4eLi0tHRNTY23t/eBAwfy8/MBgKIosj9cQ0PDuHHjZsyYsW/fvpEjR7J2npeXZ2xs/OnTp6lTp86dO/c7Qx0xYsSVK1dmz57t6+sbGxtrZ2dHov38+fOdO3dOnz5dXFwsLCx87dq1wYMHf+e9EEIIIYTQD4cJPEI9X319/e3bt5OSkj5//iwsLCwvL29oaCgiItLdcfUEVVVVBgYGGRkZioqKvr6+Y8eOZT375MmTxYsXJycnz5w5c9GiRYcPH/706RPzLDc396hRowQFBZ88eVJXVxcVFRUdHb169er9+/dTFJWVlXXp0iUPD4/KysoRI0ZcunSp3Unv32ratGmPHz+2s7N7/Pjxzp07W52dPHny6dOn5eXlv/9GVVVVZ86cCQ0NTU9PLy8vFxYWHj169OzZs21tbb+2rAAhhBBCCLH3v/Ef1JOMGTMmOTnZ1NQ0NDS0u2NB3ay5udnDw2PPnj2lpaWsxzk5OW1sbHbv3i0mJtZdsfUMjo6OR48eVVZWfvjwYbsL1LOzszU1Nb98+UK+FRISqqysFBQU3L59u52dnZCQEADU1tba2NhcunSJeRVzcB4A5syZ4+3t/T2r39tiMBh37ty5evVqenp6WVlZ//79VVVVZ8+eraOj80P6Dw0Ntbe3b3cneSkpKW9vbwMDgx9yI4QQQgj1WlZWVhcvXvTz8+twh52eBEfgEeqxysvLzc3Nb9++DQDq6ur6+vpSUlJlZWXx8fGxsbGnT5+Ojo4ODw//448/ujvS/6rCwkIvLy8ODo6goKC2CXZRUdHhw4c9PT1ra2sBgEajzZ49+8qVK2JiYrdv31ZWVma25OfnDwoK2rBhw9atW2/cuMFgMDg4OKSlpXV1df/888+fsV86RVG6urq6uro/vGcA8PLyWrlyJZ1O19HRcXJymjx5srCwcElJyZ07dw4fPvz48WNjY2Nvb+8lS5b8jLsjhBBCCPVgmMAj1DM1NzfPnTv39u3bUlJS58+fnzZtGuvZ7OxsW1vb+/fvGxgYPH36dNCgQd0V539aWFhYY2OjmZlZq4Xr79698/DwOH36NNm8XU9Pr66uLi4ujmzzHhQUxJq9M6mpqUVFRR08eHD9+vUjRoxIS0v7IXPmf7H79++vXr2awWAcPHhw7dq1zOMDBgywsLAwNzf/559/tm7dam9vr6SkpKGh0Y2hIoQQQgj959C6OwCE0E9x4sSJ2NhYSUnJx48ft8reAWDYsGGxsbH6+vqFhYUrVqzolgh7gOTkZABgfbwZGRnW1tYKCgpHjx5tbGw0MjJKSkqKjY0l9efq6+sNDAymTJnCpk8HB4eBAwdmZGQ8e/bsZ8f/w9HpdCcnp+bm5i1btrBm70wURZFTjY2NTk5OuIYLIYQQQuibYAKPUA/U1NTk5uYGAN7e3jIyMu224eLiunjxYr9+/SIjIxMTE39tgD1EcXExAEhISABAamqqtbW1ioqKn58fRVFWVlYvXryIiIgYM2YMAEhKSpJL5syZw75PLi4uExMTALh3795PDf5niIuLS01NlZGR2bp1K5tmu3fvlpCQePz48X/xJQVCCCGEUDfCBB6hHujBgwefP39WVlaeOXMmm2YiIiJ//fUXAFy+fPlXhdajkHXviYmJxsbGqqqqfn5+XFxcdnZ2b9++vXDhwogRI5gty8rKyBfDhg3rsFtSBJ5sNfffEh0dDQDz58/n4eFh04yfn59MSSDtEUIIIYRQJ2ECj1APlJKSAgB6enodtiRtSHv0rTg4OABgz549kZGRffr0cXBwyMnJOXXqVNuaAo8ePSJfNDc3d9gtacPFxfWj4/3p3r9/DwCdKYtI2rx79+5nh4QQQggh1JNgAo9QD0Q2LSNTu9kjU7vJVPDeoKamJjc3l5SF7zI6nR4REaGhoeHt7Q0AFEWtX78+Nzf3yJEjUlJSbdsXFBRcvXqVfJ2ent5h/2lpaQAwePDg7wmyWzQ0NAAA++F3gpeXFwBIkT+EEEIIIdRJmMAj1AORqd3MadtskDY/do/x31BeXt6aNWtkZWX79OkjKysrICAwbNiwjRs3FhUVfVM/TU1NFy5cUFZWNjExSUxMFBMTGzFiBIPBeP369deeYUtLi62tbU1NjaamJgD4+/uzr9xWXl4eEREBADNmzPim2H4H5H1QZ8bV3759CwDtvu9ACCGEEEJfgwk8Qj2QoqIisEzbZuPhw4cAoKSk1LUbNTY2BgQELFiwQE1NTV5eXktLy9HRMT4+vmu9sfHx48ejR4+am5tPnDhRV1fX1tY2JCSEjPd26OjRowoKCh4eHrm5uQICAoMHD+bn53/79q27u/uwYcN8fX0700ljY+OFCxeUlJQWL1788uVLWVlZDw+P9+/fR0dHi4iIREREmJubt31jUlpaamZmFh0dLS4u7uvrKy0tnZSUdO7cOTY32rJlS3l5uZ6eXmdWy/9utLW1ASA0NLTDlqSNjo7OT48JIYQQQqgnYaAeR01NDQBMTU27OxDUbWpqagQEBCiKSkpKYtOstraWrNaOiYnpwl1u3LgxZMiQdv9hmTFjRl5eXlfD/z/q6+udnZ3JjOtWZGVlr127xv7yzZs3AwBFUYsWLUpKSqLT6QwGo6WlJS4ubvbs2aSfgwcPsumhqqrKw8ODOVYsJyd36tSpdKsUPAAAIABJREFUpqYmZoO4uLgBAwYAQP/+/detWxceHp6QkODv729oaEjCFhAQOHfuHJ1Ov3jxIgDw8PCEhIS0vRGdTt+9ezcA8PLypqamdulpdbPKysr+/fsDQFRUFJtmV65cAQBxcfHa2tpfFhtCCCGEephFixYBgJ+fX3cH8kthAt8DYQKPGAzGpk2bAEBFRaWqquprbZYvXw4A6urqJK39Jl5eXqSE2+jRo48fP56cnJyVlXX//v1NmzYJCwsDgKSkZHp6+vd9CEZFRYWWlhYA0Gg0c3PzixcvxsXF3b59+8CBA6NHjyaZ+e7du792eUhICABwc3Nfvny53Qbe3t40Go2Dg+Pu3bvt3n3v3r0kIyUP09fXt7m5uW3L7OxsfX199m9LFRQULl++vH79ehK2paXl48ePW1paGAxGfX19VFQUGY7m4OC4ePFiF5/Xb+DQoUMAMGDAgK/99J89e0aWG3h5ef3i2BBCCCHUk2ACj3oITOARg8GorKwkE+k1NDTev3/f6mx1dbW9vT0A8PHxPXv27Fs7j4mJ4eDgoCjKzc2NpKCsvnz5Mm3aNAAYMmRIaWlplz8CnU4n2+DJysq2DbKlpeXo0aOcnJwA4Ovr2/byhoYGMkHg+PHjbO6ya9cuAPjjjz9Y32J8+PDB0tKSOeyvpKQUEhLS4WuOhIQEKysrUsKNoqghQ4bY2Ni4urra29vLyMiQruzs7A4dOsTHx0e+5ebmFhERodH+t5pJTEyM/dj176+lpcXU1BQABAUFjxw5UldXxzxVU1Ozf/9+fn5+AJg3b14XXhshhBBCCDFhAo96CEzgEZGdnS0nJ0emZP/111+XLl2Ki4uLjIzctGkTmRDOz88fGhr6rd02NDSQ5dlshr7r6+vHjx8PAGvXrmXTVXl5+cWLF21tbQ0NDU1NTZ2cnG7cuNHY2EjOBgQEkJy27QsIJh8fHwAQFhYuKSlpdSoyMhIARo4c2fYVQ6tQyTqCx48fMxiMV69ekchbERYW3rt3b319PZuuXr9+TWYfTJs2LTs7m/VUc3PzqVOnSO66cuXKvLy89evXk/3eyai7mpranj17Kisr2fT/X1FXV2dtbU0+moCAgK6uroWFxZQpU5ivLezs7BoaGro7TIQQQgj9t2ECj3oITOARU0lJibW1NXOAl5WmpmZKSkoX+gwODgYAZWXldieTM6WlpdFoND4+vnbn8Le0tOzfv7/dyu0KCgqRkZEMBkNFRQUAzp8/zz4eAwMDAPjnn39aHXdwcGD/loHJyckJABwdHY2MjCiKImHw8PDo6Oi4uLisW7eO/E2Rh1ZYWNhuJ3Q6fdy4cQBgbm7OukKeVXx8PElio6OjyZGGhobi4mL2T/I/KioqSlNTk/k8AYBGo+no6Ny6dau7Q0MIIYRQT9A7E3jOtv/3jBDqMfr37+/r67tly5aQkJCnT59+/vxZWFhYQUHB1NRUR0eHNbnqPLLJma2tLVkD/zWjRo3S0tJ6+PDhrVu3Zs2axXqqoaFh3rx5YWFhADB58uQ5c+YMGTKkubk5NTU1MDDw9evXxsbGzs7Oz58/FxYWtrS0ZB/PypUro6Ojw8LCyLJ/pry8PAAYOXJkh5+IvEc4cuRIqyAfPHiQnp6+cePGp0+fPnz40MbG5vHjx8bGxvfv32cOJjNdv349ISFBWlr6/PnzZGJ/W5qamm5ubmvXrt2+fTvZJY5Moe8wwv8iAwMDAwODT58+vXjxoqysrH///srKyuLi4t0dF0IIIYTQfxgm8Aj1fAoKCq2S2++RlZUFAGS0mb3x48c/fPiQtCfq6+tv3ry5cePGly9fcnNzT5gwQVVVta6urqSkRFlZ2dTUdOvWrYcPH964ceO+ffsAQENDg4uLi/1dJk6cCAAvX75sdZxOpwNAu7MPmOLi4vbu3Usm2xN9+/Z1cXERERHJy8uLjIx89OjR33//fefOnStXriQkJEyYMCExMdHV1dXNza1VV2RigpOTk4CAAJs7rlixYvfu3YmJiTk5OUOHDmX/0XoASUlJsjk8QgghhBD6fpjAI4S+TVVVFQAICgp22FJISAgAKisrybf+/v4bN27Mz88n3zY2Nt67d+/evXvM9kOHDt26devatWsHDBhgY2MDAG0Hutu9CwcHR1VVVUtLC+ukAGlpaQB48+ZNu1c9evTI3d2dNXWnKIpGoz169EhZWZkc+fvvv2/dumVlZRUTE2NtbR0SEhIYGKihoeHh4bFu3TpmdXoiKSkJAKZPn84+Wh4ensmTJ1+7di0pKak3JPAIIYQQQugHYjc2hRBCbYmJiQHAx48fO2xJJrGLi4szGAwHB4dFixbl5+ezDlD37duXuQxeUFAwJyfHxsbG2Nh4zpw5mpqaAJCSktLhXYqKilpaWgYMGNBqSv/UqVMB4PLly6wHGQxGRETE+PHjtbW1IyMjhYSESNk5csrY2JiZvRN6enoPHz4cMGDAtWvXAgMD1dXVp0+fXltby5r5E8XFxQDA3C6eDfJmoaioiHmkqanpwoULs2bNkpGR6dOnz8CBA6dPn37y5Mna2toOe0MIIYQQQr0HJvAIoW9DJs9HR0ezb0an02NiYkh7V1dXT09PPj4+Dw8PkpSKiYkFBweXlZWVlJScPn2ah4enqqpq4cKFZB81MzOzNWvWAMCHDx+YA/hfExsbCwBjxoxpddzAwEBCQiIxMfHSpUsknoiICHV1dRMTk4SEBFFR0R07dhw6dKisrAz+nSzQ7vj5sGHDDh8+DAAuLi7MNmS8nVWr6QZsVFRUAEDfvn3Jt/Hx8SNHjly8eHFYWFheXl5NTc3Hjx9jY2NXrFghLy/f9k0BQgghhBDqtTCBRwh9m7lz51IU5e3t/enTJzbNfH19c3Nz5eTkBAQEXFxcODk5r127lpGRwWAwuLm5nz59amFhQWatL1269PLlyzQa7fLly8HBwdLS0nfu3MnMzKQoisFgkOT5a5qbm8lqeQsLi1an+Pn5d+/eDQC2trZbtmxRVFQ0MTFJTk6WkZHx8PB4//79zp07z507RxqPGDECvj5+vnDhQgkJidevX7948YKMnxcUFLRqo6CgAADx8fFsoiVIG3LH8PDwqVOnZmVlKSkpeXt7v3v3rrq6Oi8vz9/ff/z48QUFBaampqdPn+6wT4QQQggh1Ct0aw189FPgNnLoZ5szZw4AaGlpVVdXt9sgJSWFLJIPCAhYvHgxAKxataqsrIysaZ8wYULbS5YuXQoAdnZ2ZFW8kJAQ2TWdm5v77t27X4uE7BU3bNiwdvcVr66uZi22N3jwYA8PD7KXe25u7qpVq8jxP//8k+xb7uvr+7UbzZs3DwB0dXWZS9/5+fmnTZt2/vx5sgnciRMnvvbRWN24cQMApKSkWlpaXrx40adPHwBwdHRsu5McnU53d3enKIqTk/P+/fvsu0UIIYQQ6m165zZymMD3QJjAo5+tqKhIVlYWAFRUVBISElhPNTc3e3t7k+zdysqqqamJLDJ/+/btxYsXSeo7duzYtn1mZmYCgJiYWEtLC1m+TlEUWdbOy8t74sSJVpurFxYWLliwAAB4eHgeP37cqrfKykoPDw8JCQnW95U0Gm348OFaWlrDhg1jPf7582dSVd7e3r7dz9vY2Eg2pWfi4eFhfj1y5MgXL15UV1eTcutHjx792nMrKSmRk5MDgEOHDjH+3cF+yZIlbB711q1bAWD06NEtLS1smiGEEEII9TaYwKMeAhN49AtkZWUpKiqSNFtdXX316tVbt25dsmQJmWEOANbW1vX19bm5uQAwcOBABoOxcuVKAODg4ODi4iopKWnbJymP9+nTp4MHD5JONDQ0Vq9eTb6WlZVduXLl4cOH3dzcLCwsSDE8ISGhyMhI1k6Ki4t37NjBrI2nqqoaHBz87Nkzc3Nz1vp5QkJCCxcuJK8hXr58mZ6eDgD9+vX78uVLq6iamppmzpxJrpoyZQo/Pz9FUdnZ2aWlpefOnSMz54WEhJKSkq5cuUJeOuzfv79tvp2dnU3eAmhoaNTX15Py+H379m33UTA1NDQMGTIEAG7dutWVnxNCCCGEUA+FCTzqITCBR19TUlISFRXl4+MTEBCQkJDwnYO6VVVVW7duJcXbWA0fPjw4OJi0IWXk//jjDwaDYW5uDgDk93Pbtm1tO1RSUgKAFy9eMEvH79u3j8FgXL16leTJrCiKmj17dlZWFvPywsLCv//+m0y8BwAtLa3w8HDW/uvq6jIzMx89evTy5cvGxkYGgzF79mwA8PLyYjAYJEufO3cunU5nvWrDhg3w737ykyZNAgBzc3PWPufOnUteUpSVlR08eJC0VFFROXLkSFxcXFpaWlhY2NKlS8mgvaKi4sePHxn/ru1fvHhxh89527ZtALBmzZpO/lwQQgghhHoDTOBRD4EJPGorNTXVyMiIk5OTNQcWExNzcXH52jr2Tqqvr79x48aRI0d27959+vTp5ORk1rNkJzkpKSkGg7FkyRKSulMUxc3N3XZdt4iICAAUFRWRinR8fHyVlZXkFJ1Of/Lkyf79+52cnDZv3nz69Om8vDzmhTk5OQ4ODry8vCSxNzIyajupvl1kVr+SklJzc/ObN2/IuL2lpWVVVRVpkJ2dzcXFRWbyk/XqIiIi79+/Z+2ksbFx4sSJALBhwwYGgxEREUHGzFuh0Wh//vlnRUUFuYqs3j9y5EiHQV67dg3/ohFCCCGEWumdCTxn2//LRAixqqqqio6OzsjI+Pz5s6ioqJKS0syZM5l7gP0nHD16dN26dc3NzTw8PJMmTZKRkamvr09KSsrKytq+fbu/v394eHjbIe5O4uHh0dfX19fXb/espKSkiIhIQUHB69evyfLv0tLS9evX79+/38DA4NixY4sXLyZD1mlpaV++fJGUlNy7dy8ZgTc3Nydr6QGAoqhx48axVqQjMjIy9u3bFxgY2NzcTKPRjIyMdu7c2XZLua+ZO3furl27MjMzN2/e7O7ufvXq1VmzZgUEBNy+fdvW1nbKlCkBAQFNTU3kxUd1dXX//v1DQ0MHDx7M2gkXF9fRo0fV1NS8vb3d3NyMjIymTZsWFhYWERGRk5NTVVUlJSWlqak5b948UnmeqKurAwBS1Y89MvMf94RHCCGEEEI4At8D4Qj8j1JdXb1582bmlGwmXl7e9evXM4dSf3NHjhwBAIqi1qxZ02q59cOHD8mqbElJyfz8/J8UgK2tLQDY2tqS6fQiIiKlpaX29vbkYSoqKm7cuPHcuXMaGhrwfxPa1NRUNt2mpKSQjegAgIuLy8rK6tWrV10I78GDB9zc3ACwfPnyqqqqzMxMbW3tdv+1JPu9fa0fZWVlAIiLi+vkfcnE+C1btnTY0svLCzo32R4hhBBCqPfonSPwmMD3QJjA/xB5eXl//PEHSX0nT568a9cuLy8vFxcXXV1dMmKspKSUk5PT3WF2IDU1lZOTk6Kor/3TVlpaqqqqCgDDhw8PCwsrLi7+4TFkZ2dzc3PTaLSQkJApU6aQZJ7BYAQEBLQayibExcVJtvy1Dh8+fGhkZEQa8/Dw2NnZffjw4XsiDA4OJi8OxMXFHR0d/fz83NzcdHR0SP18AJCWlo6JiWHfiaWlJQD4+/t38qYxMTEAMGrUqFZL7tsyNDQEgDNnznSyZ4QQQgih3gATeNRDYAL//aqqqkaPHk3GhxMTE1udff78ORm4Hj58eFlZWbdE2EnGxsYA4OTk1PZUcXGxk5MTc446wcHBYWxs/Pz58x8bxqFDh8g4ubOzM5nR4Ojo2NjY2NTUdOPGDT09PfJOxNjYmOwMJyAgkJ6e3raf2NhYTU1NEqqgoKCDg0NBQcEPiTA5OZmsY2+FjPCzLxRPkO3uz58/38k7NjQ0kG3nmAX/2hUXF0dRlICAwOfPnzvZM0IIIYRQb4AJPOohMIH/fuvWrSNj7F/Lz6uqqshzXrZs2S+OrfNKS0u5uLi4ubnbbo2WkJAgJSUF/24CRz6LlJQUqZTOxcV18uTJHxvMli1bSDIsISFBlpRLSEjo6uqSbecoipo5c6a8vDxZoRAWFsZ6bUtLS3h4uLq6OkmqRUREduzYUVpa+mMjZDAYT58+3b59+6JFi0xNTZcvX37hwgUS0rNnzzq8dsKECQAQGxvb+dudPn0aAPr165eSktJug3fv3g0aNAgAtm/f3vluEUIIIYR6A0zgUQ+BCfx3Ki4u5uXlpdFo7AeiX79+zcXFxcnJyVoO/bdy48YNAJg8eTKDwXj9+vWBAweWLVtmaWlpbW1NZoyPGDFCV1d35MiREhISANC3b9/Q0NDVq1eTTNvb2/vHxhMRETF8+PB2l5czjRw5MiEhgXlJY2Ojr68vs/abuLj4jh07fmX1gWXLlkEnVqrn5eVxcHDw8vIyy9d3Bp1OnzdvHgD06dPn6NGjDQ0NzFPNzc1+fn6ioqIAMGnSJLLpHUIIIYQQYuqdCTxWoUeotcjIyPr6+pkzZ5JZ9F+joKBgZmYWHBwcGhq6atWqXxZe5xUWFgKAsLCwiYlJREREq7MURb169erVq1fMIxUVFbNmzZoyZcqePXs2bty4cuXKyZMnk9LxP4SRkZGBgcGjR49u3br14cOH3Nzc4uLi2trampoaUVFRZWVlc3Pz2bNnkz3bGhoaLl26tHv37uzsbACQlZV1cnKys7PrTNn2H8ja2trLy8vT03P58uVkskC7Nm/e3NLSMn/+fLLVXCdRFOXr68vPz3/u3DkHB4dt27Zpa2tLSkoWFxfHxcUVFxcDgKGhYUBAABcX1w/4MAghhBBC6D8OE/gO1NTUlJaW1tTUVFdX8/DwCAoKDhgwoNWyYdTDkGLpenp6HbbU09MLDg4m7X9DJNeNjIxsamoSEhKaM2eOhoZGWlrayZMnAYDBYADA8OHDz58/z8vLq6qqKiAgwMfHd/fu3YyMjFmzZoWGhu7cudPPz6/zd6TT6W/fvv306RMPD8+QIUPExMRaNeDg4Jg0adKkSZPYdFJdXX327Nl9+/YVFBQAwMiRIzds2GBpadlqE/tfQ1NTc/bs2VevXjUxMblx4wYZEm9l3759fn5+/Pz8Li4u39o/Dw+Pj4/PnDlzdu7cmZSUFBkZyTylqKi4ZcuWBQsWkAIBCCGEEEIIYQLfjqKiopCQkKioqBcvXuTm5pI8h5W0tPSoUaNmzpxpZmY2cODAbgkS/TxfvnyBf2uhs0dmnn/+/Pmnx9QJDQ0N9+7dS05OLikpERISGjlyZE1NDQA0NTXNnTv3+PHjIiIiADB27FgAoChqxYoV4eHhr1+/3r59u5OTEwAoKyvfuHFj0aJF169fT0xMpCjq2rVrdXV1nRn0/vLly969ewMDA0nWTW6hpqa2atUqa2vrTqagJSUlnp6enp6epaWlAKCiorJ27dqFCxeSMfnu4u3tnZGRkZycrK6u7u7uPmfOHOZ4+KtXr7Zt23blyhWKonx8fIYOHdq1WxgaGhoaGr5//z4tLa2oqEhERERRUZF103iEEEIIIYQAcB/4/6usrMzR0bHzA31cXFz29vY/Y+et74Fr4L/TihUrAODYsWMdtjx//jwAWFlZ/YKo2GhsbNy/f3///v1b/X4y0+Z79+6Rlg0NDeTgtm3bGAzGhw8fSCF08jvj4uJC2pB67GS0+cmTJx0GcOPGDeaOazIyMjo6OuPGjWNOJtfU1Pz06RP7HoqKinbs2NG3b19yiZaWVnh4eIf7q/0yhYWFWlpaJLZ+/fpNnDhxxowZpL4dAPTp0+fKlSvdHSNCCCGEUO+Ca+B7u3fv3unp6eXk5DCP8PHxycjISEpK8vPz8/DwNDY21tbWFhYWfvjwgTm2eerUqdjY2KioqA6rc6H/CkVFRQB49OjRypUr2bd8+PAhACgpKf2KsL6itLR0zpw59+7dAwA1NTU9PT0xMbHy8vLw8PC0tDTSZtmyZUlJSQICAsHBwXQ6naKonTt3AsCgQYNOnjw5a9as5ORkAQEBW1tbAODm5j59+vSoUaNKSkoA4NOnT+wDuH79uqmpaUtLi4GBgaurK3kXAAANDQ0hISGbN29+/PjxxIkTExISBgwY0Pby3NzcQ4cOnTlzpq6uDgC0tLR27dqlq6v7gx7PjyEuLn7//v0LFy4cPXo0NTX10aNH5Hj//v3nzZu3detWUtIfIYQQQgihn6u73yD8LhoaGkaOHEmeiaSk5I4dO5KTk5ubm9ttTKfTX7x4ceDAAQUFBXKJoqJibW3tL475a3AE/jvl5ubSaDReXl6ygOJrCgsLySDzy5cvf1lsrTQ2NpL15AMHDmy1gdlff/1FfpnJr6i2tvaXL18WLlwIABRFMauaX79+nYzJr1y5kvXyyZMnkwvZ74v28eNHISEhANi0aVO7A+bFxcVk0r6RkVGrU9nZ2XZ2dmQ6Oo1GMzIyevr0aVeewq+Vn5//4MGD6OjotLS0pqam7g4HIYQQQqiX6p0j8JjA/8/x48dJumJkZFReXt7JqxoaGpiDtEeOHPmpEXYeJvDfz8rKCgB0dXW/lqG1tLQYGRkBwOzZs39xbKz27NkDAIMGDcrPz291SkNDAwDu3LmjoqJCfkVFRETIpuIAcP369ejoaHNzc7JjHACcOHGC9XJnZ2dyPCcnh00A9vb2AGBmZsZmuntBQQGZYH/nzh1y5Pnz51ZWVmRlO41Gs7CwyMzM7OozQAghhBBCvVHvTOCxuPH/BAYGAoCkpGRwcDBzIW6HuLm5PT09NTU1ASAoKOgnxod+LXd3dykpqdu3bxsaGhYVFbU6W1JSYmZmFhkZKSoqevjw4W6JEADq6urc3d0BwNfXt+0OZ2QCvIyMTFhYGA8PD0VRX758ycvLI2cNDQ0NDAyuXLnCz89P6u2T9kykpaio6JAhQ74WQGNjo7+/P0VRqqqqV69effPmTbvNJCUl165dS+KMi4szNjb+448//Pz8ODg4rKysXr16FRwczM/P7+HhYW1tra+vP3/+fDIFpstPBiGEEEIIoR4JE/j/efnyJQCYmpp+6y7TFEXNnz8fALKysn5KZKg7SEpKRkZGSkhI3Lx5U15efuXKlSEhIQ8ePLh69aqDg8OwYcPCw8NFRETCw8NlZGS6K8jY2Njy8vJx48ZNmTKl7VlS066kpGTw4MELFy5kMBg2NjbMGfUAoKiouHv37qysLLLTO+sC9eLiYrKf2bRp09q9NZ1O9/f3V1BQqK6uZjAY27dvNzc3Hz58+KhRoy5fvsxos3GDubk5AAQHB0+cODEyMpKfn9/BwSEnJ+fChQuioqJ2dnbDhg1bs2aNn5/fzZs3L1265OLiMmbMGH19/devX7e99eXLl+fOnSsvLy8sLCwjIzNjxowTJ06QshQIIYQQQgj1YFjE7n9qa2sBoGsbvPfr1w8AMH/oYVRVVRMTEx0cHK5du3bixIkTJ06wnjU0NDx27JisrGw3RQcA8OzZMwCYPn16u2eVlZUTExPv3bunoaExffp0Hx+fiooKGxsbNze3sWPHJiYmFhYWjhs3TlJS8v79+6Q9ufDDhw+mpqbV1dUA4OjoyNpnc3NzTk5Ofn6+q6vr3bt3yUFpaWlDQ8Pi4uKHDx9mZGTMnTvXwsLCxcXl+vXrcXFxRUVFNTU1ZG+5uro6ISGh5cuXOzs7k/cF79+/nzFjxuvXr7m5uS0tLadPny4pKVlWVhYXF3fx4sWbN2+qqqquWbPGyMhIQ0ODg4MjNTXV2to6PT2dGVJ5eXleXl5MTIyrq+vx48fNzMx++HNGCCGEEELod9HNU/h/G6SG/OTJk7tw7apVqwBAXl7+h0fVNbgG/sdKS0vbuXPnrFmzdHR0TE1Nt23blpyc3N1BMRgMxvLly6HN2nWm8PBwAJCVla2vr3/w4AEAaGtrp6WlURTFz89vamoKABRFaWtrA4CoqGhBQcHjx4+dnZ0FBATIPw5Dhw5lrmx/9eqVtbU1eVdFUBRF9lFj/qY1NTWdPXuWtGEurW+Fdbu1yspKUjlSTU0tKyuLeTw9Pd3U1JS51zoxYMCARYsW8fPzA4CcnNyxY8devXpVVlaWm5vr7+8/YcIEclNmKYqKioorV64cOHBgx44dJ0+eTEtL+yk/A4QQQggh1E165xp4TOD/Z82aNSRPuHTp0jddmJiYSJKKZcuW/aTYvhUm8L3Exo0bAeCff/5hPZienh4eHh4QEHD79u1Ro0aR30ySzBsbGzMYDLLiQ0NDY8eOHe0uGKEoipOTEwCCg4NJn+7u7uQI/Dszn5OTk7nJfL9+/Zj7NRQXFzM31ePh4SFfiImJ6ejokK9pNBozxybxjxo1qrKykhn/iRMnSOrOzc09derUoUOHAgD5EyPMzMwaGhraPo3Dhw/TaDQODo6goKBly5Yx7840atSoiIiIn/GDQAghhBBCvx4m8L3a27dvSTLDycnp7OxcUFDQ4SVlZWXu7u5kuJKLi+v58+e/IM7OwAT+91dZWfn27VvWxLULzp8/D/9uz9bQ0ODh4dFqSj8XFxep9M6cYOLh4XHhwgVSl27IkCESEhIA0LdvXykpKTExsdGjR0+ePJn8IdjY2DQ2Nvr5+TH3ShQSEpo0aRIvLy8A3L9/v6CgYOPGjWSk3cDAgMFgNDU1aWlpAQC5KbmFh4dHfX29k5MTAGhqatJoNIqirl27VlVVxc/PT1HUs2fPmJ/Iy8uLvEFYvXp1cXExeVBiYmIAoK6uTvoUERH5WmF8Nzc38idMYpg6deq6det27ty5ZMkS8kkBwMHB4WvbQyKEEEIIof8QTOB7u9OnTzPn/XJyck6YMGHNmjWenp4hISHR0dF37tyJiYm5du3ayZMn//7776lTp5JMhjh48GB3h///YQL/28rPz1+zZs3gwYOZvzkyMjJOTk55eXld6K24uJiTk5OLi+vBgweqqqqkw4EDB5qYmCxYsGDChAnMYfNWODg4mBPU+fn5Fy9e7OzsbGlpSVJlAFigH7OeAAAgAElEQVS6dOndu3fJDPm2eHl5b926RWJYvHgxOXjgwAELCwtmGzJmTgrapaWl8fDw0Gi058+fHzp0CACkpKT8/f0BQEdHh/lxXr58ycXFRVHU2bNnWT8mGainKIqPj09XV5e8CGh317rMzEzy7kBFReXNmzespxobG48ePUr+ZtetW9eFp40QQgghhH4rmMAjhr+/P2st7s4QFBQ8f/58dwf+f2AC/3s6efIkc8q6oKDg0KFDmUUT+fj4vraUnT07OzuSUQOAgoJCVFQUa2br6ur6tbXoBDc3d6sjo0aNCgsLu3r1KpmCTv67devW0tLSt2/fTp48mTTj5OQk/1ZWVFSQSfVMQ4cODQ4OJoPha9euzcjIIC8syBoTOp1Otl00MjIiPTOjnTt3LrS3FCUqKor0PHv27MrKSrJhXmhoaKtmdDpdQ0ODtLS1tW33cd27d498IuaO9AghhBBC6D8KE3jEYDAYpaWlLi4uzHW8bIwYMWLbtm1fvnzp7pBbwwT+N+Ti4gIAFEUtWLAgMTGRpNl0Oj0xMdHS0pKk2bt27frWbouKishLgb59+7Yacz558iTrryuNRrOzs1u0aJGRkdG8efNUVFTIiwMvLy8vL699+/b5+vpmZmYyGIy0tDQyfj5v3jwAGDJkSFNTE+mT1HgnmTYPD09UVNTff//NOhVFUFCwvLycwWAEBAQAwMiRI8kaE21t7fr6etLJxYsXAYBk9YcOHSIHq6qqeHl5OTg4Pn361OozPn36lHTu6urKYDA8PDxIDK2ahYWFAYCoqCgA6Onpfe2J7dmzBwC0tLS+9VEjhBBCCKHfSu9M4HEbudaEhYW3bdu2bdu2Dx8+ZGRkZGZmlpSUVFdX19bW8vLy9unTR1RUdMSIEaNGjWKdCP0zFBYWPnz4sAsXlpWVAQCjzV7cqLtERUXt2LGDk5PT19fX0tKSeZyiKHV1dX9/fyMjI2tr6507d6qrq8+cObPzPb99+7auro6iqIqKCnV19T///FNXV1dKSio9PZ1sjgAAAgIC+vr6V69e/fDhQ3R0NDnIYDCWLVt2+vTpAwcOvHjxgnUofs2aNbW1tba2tmSLezMzM+ZUfJLYm5iY9OnTx8fHx8jIiE6nUxQlJyf39u1bAKiqqurXr5+4uHh5eTkAvHjxgqIoGxub48ePM6vKTZw4EQAqKioA4PPnz+Tgs2fP6uvrx48fz1yszlRYWMh6d2NjYycnp0ePHrVqFhwcDADz58/39PRks6ejo6PjP//8Ex8fn5eXN2jQoM4/aoQQQgghhLpfd79BQF81a9as7/nJqqmpdfcnQAwGg9Hc3DxixAgAOHDgAJtmBw8eBIDhw4czh7s7g2Tpq1atItvCtaWpqfn8+fOysjI+Pj4ODo6ioiLmtY2NjaRMvZeXF/Mg2WK9f//+5eXl9vb2rc5u27YNABQVFZkpvZaWVlJS0vXr18m3UlJSrNu/qaqqJiQktIqZpO4kG9fQ0CAHg4KCAGDevHltPyNzL3pHR0fyPEm1+ZaWFtZmpNieu7s7AMyePZvNQyOz969evdrZp4wQQgghhH4/OAKPfi/Lli3j5uZmfPtA+q1bt8rKyshc4h7m48ePb9++LSsrIyXTmTuWdxc6nZ6dnV1YWMjNzT106FBmETgiLy/Py8srODg4OzsbAA4ePPj48eMFCxbMnj277dJ0BwcHLy+v169fP3jwYOrUqZ0MgMzRWLRo0bhx41JSUi5fvvz8+fNPnz6lpaW1tLQEBQXNnTuX3Gvy5MnR0dFxcXFkGjwAcHFxbdq0ydLS8tKlSyRXBwCSis+ZM6dv375kozg6nU5OpaSkxMfHA8DLly+5ubmVlJQyMzN1dHTGjBkTGRlJ2qirq4eGhmZnZ48fP760tNTX15e8I2BVUFAAAJKSkiUlJU+fPr1///6kSZNIPl9bW9uqcXFxMSm2T2I7dOhQXV0dnU7v06cPcx87ggzmJyQkAAAphv81AwcOBICioqLOPWOEEEIIIYR+F5jAt6O5uTklJaWgoEBMTExBQaHDsnZv376trq4GALKu+EfR19fX19fvwoVjxowpKytjXZn8X8dgMC5fvrx//36y5Rg5yMvLO3PmzJ07d7ZNEX+B4uLiPXv2BAYGMid4UxSlpqa2evVqKysriqL27t3r4uJSX1/PvOTTp08hISEhISHq6uqBgYHDhg1j7ZCTk3Pu3Llubm43b97sfAJP7k52j1NVVSW16JOTk8eMGaOsrEwWsRNk67j8/HzWy8l0fZL0Eu/evQOAMWPGAACZQp+Zmfno0SN3d3eSpdNoNDqdvmjRounTp8+fPz8nJwcAMjIyyOX3799vbGzct29faWmprq5uuz8aUpSOj49PSUkpPj7ewsIiPj6e7PeenJzMYDCYbzeam5utra0rKiqMjIwyMjKys7P9/PzI0hXSnpWQkFB5eXlYWBg3N7e5uTmbh0amAAgJCbF9tAghhBBCCP1+uncCwO+GTqd7enqyVtWmKGrOnDns93hnlub+ZXGy1y1F7LKzsw8dOmRnZzd37txVq1Z5e3t//vz5h/RcXl7OXBZOtiI3NTVVV1cnG4ZxcHC4u7v/kBt1XlRUVL9+/UhIgwcP1tHRGT9+PLOkvJaWFsmcaTTawoULp02bBgC+vr7v3r3z9PQk66779++fkpLSqltS+G3BggVsbl1bWxsTE7N///6ZM2fKy8uThyArK7tkyZKbN2+SNqTMm7CwsLy8vIqKipaWlrq6OlmCTlHUoEGDli5dmpSURBqTPLaiooJ8a2VlBQAXLlxgMBjPnj0Dlkr1goKCDg4OUVFRpCtSys7IyKilpWX06NEAQLadI38O/Pz8aWlprYJvaGhwdXVtNXJOopo/fz55XxAdHU0av3//nrzIEBcX//DhAyl916dPHwMDAwDYvHlzq87J0noAcHJyYv/jI+8yEhMT2TdDCCGEEEK/s945hf53yTl/B8XFxdOnT2/3NQcPD8+VK1e+dmEvT+Bzc3MtLCzazgnn4eFZt25dVVXV93ReV1c3fvx4ABATE/Px8WFWMmcwGIWFhWvWrCHZ4M6dO7/WQ01NTWho6O7du9evX//PP/9ERUWxdtIF4eHhJG2eOXMmGTEm6uvr/f39SRZKUs3t27cfOXJEXV0dAM6cOUOaVVdXk+oGMjIyZWVlrD2TdeBt66sTRUVFq1atYr9qQFtbe8aMGWwakMhJzmxjY1NdXc3JycnBwcFceO/s7AwAu3fvDg8PJ5EDAD8//44dO0pLS0kbf39/5kJ3HR0dV1dXAJCWll6xYgU5yM3NHRIS0ir+L1++6OjoMDvctGnTkSNHnJ2d+/btSw6SPiUlJffs2WNubk5eE0hLS5NpFwwGY8mSJaQlJydnVlYWs2c6nX7lyhXSj6CgYG1tLZsfHynjJy0t3e5O8gghhBBC6L8CE/jejvwGkNxm7NixZM8tslwWAGg02teqXvXmBP7Jkydk4beAgIC1tfWpU6cuXbrk4eFhaGhIUmsVFZX8/Pwu908KmA0dOvT9+/ftNrh27RonJydFUW139q6qqtq8eXPbjJeLi2vy5Mn37t3rQjz5+flkpH3Lli3tZoAvXrwgH7zVGw0ajbZgwYK3b98yGIyGhoYJEyYAgLOzM+u1u3btAoB169a17TY+Pp6UZ2d2Ky4urqSkRIrJURRlYmIiLCzMTI8BgJeXl9RB6NevH7O0+z///JOenr5hwwbShoycDxs2jHmjK1euAABzv3phYWEajUaj0U6dOsUaz507d5ht2uLj4zt37hxrkbmGhgbmJu18fHysg/N1dXXLli1rOyxPo9GWLFnCuqvc9evXmaXs+/bta2xsTGZ8SElJsb4COH369Nd+fCUlJXJycgBw+PBhNj9lhBBCCCH0+8MEvldjbtgmKSnJnIrMYDAaGhr++ecfkjUNGDCg7SbVjF6cwL99+1ZERAQADA0NCwoKWp19/vy5kpISAKipqdXU1HSh/3fv3nFxcXFycrJfwuDm5gYA6ur/j737jKvieh4GPnsbXXpXKQIiFmx0CzbsiJUYOwoqKqjRYO8lhigosf5iQY0FEwtqlBis2MAKYkGwoALSOxdu2efF/N3n5oJIjKLR+b7IB/eeu3t2IS9mz5yZ9ooHnz17hhuwGYYxMTGpHh8CgLOzc/U89tr5+/tDrUXOv/nmG+78Tk5OQUFBWB8e/4Q0NTWPHj3Ksuzt27cZhtHW1q6srMQvyuXyFi1aAMAff/yhdM7ExER8a6DY7I37c+UW1Y2NjfEHW1tb/BsAgC5dumRlZWEWA4/HYxgG18aTk5Nx5zwAzJgxg2VZsVgcGRnJ7S03NjYODw+vqKgICwvDIz4+PleuXMGw/OLFiwzD8Pl8vC8VFRUrKysfH5+dO3eOGTMGx9vY2AQHB4eHhy9fvhz/EgBAV1f33Llz1Z9bVlYWlpHHVxLq6uozZ868detWcXFxZmbmqVOnuGp8Xbt25d4FcKytrbdt27Znzx48Q0RERPXXK0+ePGndujX+3rnHTgghhBBC/qMogP+qcVHHX3/9Vf3TDRs24KcDBw6s/ulXG8BjtvaAAQOkUmmNA/Lz85s2bQoAixYteo/zr169GgBGjhxZ+7CnT59qamrimwIvLy9/f/9ff/0VO7c1bdoUI1KhUDh8+PDIyMgzZ85w688AoKqqihF1XYjFYi0tLYZhFPO3FR07dgxPi8u848aNY1m2srIS665h2CkQCM6cOcOyLBac4xIHtm/fDgCNGzdWii0lEgk+Q46bmxtuua++baFx48b4FgBPLhAIbt26hW8QLCwssMWaubk5vk/53//+h99yd3e3tLTksuJx3d7AwODBgwc4hz179nA7/DU0NBo3bsxdWlVVde3atUrP4ddff+XeDijq3r378+fP3/Z409PT1dTUeDwe9z+UEnV19dWrV2Nk/uzZsyNHjmzduvXAgQOK73dWrFiBc2vfvv3mzZvj4+Pv37//xx9/TJ48Gcs62tvbv3r1qo6/cUIIIYQQ8tmiAP6r5uLiAgCdOnV62wCujlr19cOvM4CPj48HAF1dXW5rtCKZTJafny+VSq9du8YwjKamZmlp6T86v1QqxV/KkCFD1q1bV+Pe9crKypCQkLfV27e0tMQU8VatWj169Ihl2fPnz3fq1ElpNZ5hmNmzZ9dlSTYuLg4AWrduXeOnOTk53Hbuv/76C8PphISEM2fOYI6Aqqoqrs8bGRkVFRX5+fkBwPbt21mW/fPPPzEjfd++fUqn3blzJxcqA4CDgwOXRl4jTM7n+rTjD3p6enfu3JHL5bgU/7///S86OvptOfB8Ph938uvo6Pzyyy/4dub169chISH4YgKpqKgEBga+bWuDTCa7dOnSmjVrgoODsdxdu3bt3vmEJ0yYAAArV668cOGCv79/s2bNtLS0jI2NXVxcli1bVse9GL/99hu380URj8cbM2ZMYWFhXU5CCCGEEEI+cxTAf9WwqHgt9avT0tIwcGrbtq1Sdu7XGcDPmTMH3mRfc/Ly8pYsWdKqVSvM6+bxeM2bN8e669Wrmr2NVCrduHGjqampUgDWoEGDpUuXctn4RUVFWHicx+NhhvbYsWNjYmLmzp2La7D4X3t7+4KCAplM9v333+N5NDQ0evfu3b9/f1DYUu7q6lp9F4CSqKgoABg6dGiNn+L5Mcv9999/rx4V43/Nzc0BYNmyZVjybcWKFdOnT8cwe+rUqdVPi6kEWlpaXBY6cnNz++WXX6Kjo2fNmsVl0dcIa7yfPn06NTUVXyVwyfacVq1abdiw4fDhw35+fngLXJl9AwODwYMHT5w4cejQodwX7e3tQ0NDT506VXvFOLR48WIAWLhw4TtHHjx4EGrdoVBH5eXlu3fvHjZsWPv27Zs1a9alS5cFCxYkJyf/y9MSQgghhJDPBwXwXzXMEJ4zZ04tY+bPn4/Ry65duxSPf50BfL9+/QAgOjqaO7J//34u6uPz+bq6uoqBpY+PT11OW1hY2LNnT/wKrjlPmjRp+vTpXEX01q1bp6eny2Syvn37AoCFhUVCQsKCBQsAYPny5eybJmqOjo44HgvUz5gxA6PrFStWlJaWFhQUSCSSLl26gEI/cAcHB66bWo0OHz4Mb9lGIZfLcdVaqbt7u3btunfv7ujoqBRji0QifFb4BoHP5y9ZsqT6tu3y8nIc8Ouvv3Ib4Hk8HrZ543DvJvBT/EEgEAwaNMjLy6v28B43xitmNzx69AhfFjRr1qx58+a1fBcANDQ0ZsyYkZubW8tzw1cVGzdufNcvn7148SIAdOzY8Z0jCSGEEELIV+7rDOBrqOz1dcL13oSEhFrGzJ07F1Nzv/vuu9evX9fTzD5XeXl5AIBF7AAgIiLi22+/LSws7N27919//SUWi/Pz8ysrK8+ePYt57EePHv3xxx9rP6dUKh0yZEhMTIyJicmxY8dwkbxdu3ZhYWEJCQmXL19u1qzZnTt3evbsuWvXrpMnTxoZGZ0/f759+/Z37twBANx3jd3Lu3Xrxk0sKioqLCxMRUVl/PjxJ06c0NPT09XVVVFRSUpKAgBc4tbT07t///706dNrmR6G6MnJydU/yszMTE9Px93j8CZx3dbW9saNG2fOnLlz505GRsbcuXO5zPaqqqrCwkIA0NDQGD58+N27dxcvXlx9T/vJkydZluXxeAKBoKqqCg8uXLgQu7VzFFfUuQ0Ftra2ixcvdnZ29vDwMDU11dbW1tTU5Db/A4Cjo2N8fLyGhgbLstzJAcDOzu7cuXONGzd+8ODBtGnTHj16dPDgwV69euH0dHV1fX19Z82aNXXqVBcXF6xy16ZNm9u3b7/tueGrCrzf2hUUFIDC4j8hhBBCCCHkbz71G4TPBRaxYximeg1wRdhkCwB69erFtc7+OlfgcQEcV+DPnTvH5/N5PF6Nq6yLFi3CZ8vj8WJiYmo5Z2hoKACYmZnhzuodO3bA39djCwsLsUgbLpvv3LmTZdlXr16pqqry+fzXr1+zb0rrTZw4Ed6E3Ph2hltpBwAdHR0ulsYl67Zt26qqqvJ4vPv3779telKpFHvmXb9+XekjDF8xPR7e9DMLCgpSGhYbG6u487xTp05VVVW1PJCQkBB8dPgSBAD09PSqZ61j9XUOxvBCobD6GwGOu7s7y7KZmZn4ZKpfGtMNmjRpwrIsJjgIhcLVq1dXVFQoDktKSsKNDPr6+tgkr7rdu3cDQO/evWu5U4Rd6L///vt3jiSEEEIIIV85WoH/qn377bcAwLKsj49P9Q3MnMGDBw8ZMgQATp8+PXbsWLFYXH9T/Mxgk7bz58/L5fIZM2bIZLKFCxdisrSSc+fOAcCIESPkcvn06dNlMlmNJ6yoqMCy87t27cKy7UOGDDE0NLx06dKvv/4KANHR0QMGDHjw4AEAFBcXA8CsWbMmTZoUEBAgFouHDBmC0TVWksvNzQUAjC0xTC0uLnZzczt69Gh5eXlBQUFlZSXm1bMsCwBPnz4dO3asXC4/cODA226Zz+djlbUZM2ZIJBLFj7DbfFZWFgC0atVKIpEwDOPr66t0hq5du3IdDQQCwfr167na7zXCRA+WZRMTE/GNg7W1dfXic1jtj4N/lhKJRFVVtWXLljVeApMFjhw5AgCdO3euPsDHx8fMzCwtLW337t0rV64UCoXR0dFz5sxRKhnYokWL2NhYb2/vvLy8UaNG4cNU0qdPH6FQeObMmUePHtVysyUlJZGRkQCAZfMJIYQQQgghyj7t+4PPysCBA7nH0qpVqylTplTvj8UqLAIDgI2NTWhoKIayn8/DrJ8V+OvXrwOAnp5eTEwMADRq1Oj8+fNbtmz54YcftmzZwjUMv379OsMwGhoa+fn5WMM8Nja2xhNGR0cDgLOzs+JBbK6mpqbGxaiqqqpYsEAxLlVXV3/y5Al+BUumderUCQDGjx/PjZk3b57SJnOsju7t7Y0DMJ7v2rVrLXddWFiINfmGDRuGa9G5ubm3b9+OjY3FALtly5ZcCXQbG5sTJ04oXjQrK4vLfg8MDHznQ54yZQo3f8wj0NTUrLHsP768UIquFbMMmjVr9u233yp2ku/Xrx+mDBw6dKjGqw8aNAgA8K996dKltcyzuLjYzMwMAE6cOFHjAHyz4+7uXr2VAGf06NEA0Llz59qeCCGEEEIIISzLfq0r8J9LzPk5KCgo4DZOc7FijSPz8/NxaffzfBtSb33gvby8AAC7lOMStCJzc/O1a9fiDvMFCxawb6oAzp49u8azLVy4EGqqVT516lQ8oUgkCg4OzsvLw2hQX19fsUH6tm3bcPytW7fgTcI8Xh3+3vstOTl5165d8+bNwyRz7vz6+voA0KxZs9rv+ubNm3hyMzMzW1vb6k3pAMDV1RV/Czisf//+w4cPd3V1Vawnh8+kduvWrePOyXVW79atm1JPvtevX+PmdqXJ4Hd9fX3z8vIqKip69OgBb+rhc1xdXeVy+ZMnTzZu3BgSEjJ9+vTQ0NCEhAS5XD5u3Dg8g7q6eklJSe1Txe0PI0eOrPHT3NxcnL+np2f1av8lJSW4h0VLS+vevXvvfCyEEEIIIYRQAE9YiUSybds2boH9bQE8y7Ll5eWzZ8/W1dX9mgP41NRUxSdgZ2cXEBAQEhLi7++vWIy9ZcuWGHBidvqwYcO4M5SUlBw6dOj7778fN24cJjKsXLlS6SrTpk0DhX5v8KZVG2rSpMns2bMZhhGJRHfv3sWv4JsFxVRz7NB2+PBh7perFHJz5dbr0q48Li5O8YWFUChUjIpFItHx48crKys3bNhgbW2teC2RSMTn8/GK48aNe+eFMOcccw0wOMebcnR0vHjxIo558uRJ9ZtS1KdPn6ioKGdnZwAwNTXFBAFucX7BggVc2X9FDg4Obdq0wZ979er1zqlibT8bG5u3Dbh37x5eWlNTMzAw8MiRI9evXz9x4sScOXOwCJ+mpubp06ffeSFCCCGEEEJYCuCJokePHh07dkypWVd1ZWVlO3bsmDx5cs+ePWsJXepZvQXwYrGYCx2FQqGfn9/27dsPHz78888/DxgwgFsNdnFxwVJtWFwA27BVVlauWLFCsbAcF04PHz48PT0dL5GSkiIQCIRCYWxs7Lx585o3b85F7wzDbNiwobKykn0T5HNl0h4+fIg74Tmenp5cOr2hoSGmjqurq2M2PgBgBjj8/f1CjQoKCpo1awYAOjo6tra2XCa/4msFHo/HJZMnJydHR0fv27fv559/xkgV0/sDAgLq8pD79OmjeCMCgYCbqrm5edOmTblQXAmPx+vfv7/irNTV1d3c3JTS7PFtgra29ogRI3744YewsLDAwEDcJsB9OmHChHfOE6sSaGlp1TImIyNjyJAhNZbW69ixI629E0IIIYSQuqMAnnwh6i2AnzdvHsZsNQaQIpFowoQJuOi6bNkylmV/+OEHAJg2bVp+fj4GsRjNrlixYseOHd988w28SfA2MjK6evUq+2ZDu5+fn+J1cbM6AKxYsQKP5Ofna2ho8Hg8Lj37r7/+Unw7gEGjqqpq9+7dsUuZvr6+q6srxq6KqfiRkZG13zVWMdTS0uJCdxUVlZ49e2LTOy7RXSgU7tmz5+nTp2lpacePH//222/xjUavXr0mTZoEAKtWrarLQ37w4AH3hKtnyCupveW7IsWHM3DgQKV99VVVVb179+YGfPPNN9xHiYmJCxcu7NWrV9u2bTt27DhhwoSjR49KJJJXr14BgKmp6TvvKDExcdGiRf3793d2du7Tp8+MGTO4bAJCCCGEEELqiAJ48oWonwA+NzdXXV2dYZjw8HAAsLOzW7BgQe/evV1cXLy9vcPDw7OysliWvXTpEoa7hYWFTk5OAHDo0KGuXbsCQKNGjS5cuMCdMDMzk8fjiUQibMunp6eXmpqKcb5ib7/S0lIs54aR86VLl/A41qLbt28fNxL/l66RmpoaLlybmJjs2bNnwYIFuIecYZiIiAiceY2OHTvGnYTH45mampqYmCguKTdp0mTmzJk1Rtqqqqrz588vLi42MTEBgJs3b9bxUZ88eVJFRQXetOIDAB0dHQMDgwYNGnCXbtiwoWLIzTEyMnJ2dvby8sKLwpt1e8Ux69evV7ri2bNnRSIRd7mGDRuyLJuTk+Pr61vj+nmzZs2WLVsGAJ06darjTRFCCCGEEPJvUABPvhD1E8Dv3LkTAHr16lVZWWlgYADVtqn369cvISGBZVkM1zHL3djY+Mcff8Qw8vr16xEREZMmTRo6dGhgYODmzZuxLHz37t19fHwAoGvXrriX/vHjx9x1scG7u7v7zJkzAUBdXX3btm0ymWzWrFkAEBoayrJsdnY29gWspRE60tTUrDHS/u6778rKypRuOT09Hbe+N2jQYNu2bdyqdU5OTkREBBchL1u27OzZswDA5/MtLCysrKw6d+68cuXK58+fsyz7/fffA4CLi4tSSfzaJSQk6Onp1XgLqqqqCxYsUOyhgDw8PBITExVPcuHChfbt2wOAlpYWvr/A+Hzu3LncmKqqquXLl+OnHTt25LbH79q1y8rKCh/4lClTjh8/fvPmzQsXLqxZs8bOzo571Pj8CSGEEEII+dgogCdfiPoJ4DEPPDQ0FJuNYQjn6Og4cOBAFxcXjAAZhlm4cCFG7LgZe8uWLdjwrHv37tWXqQUCAa6E9+nTB2vCN27cGAAePnzIsqxYLMaK8erq6rdv35ZKpTgHALC2tsaKa/369fP19cWwvMbonc/nVy+Yr4grLN+2bVvFpXipVNquXTsco5jynZ6efunSpfPnz1++fJkLZXft2oW/BaXk8LVr1zIMIxQKr1y58k8fuFgsxpx/pdvR0tLi7lTxkcbFxdV4Evx9KSbb29razp8/f/ny5UOGDFHaIc/B/QJubm4vX75UOqdEIuE6tx87duyf3hchhBBCCCHvgQJ48oWonwBesUm4np4exs88Hs/a2nAhJnUAACAASURBVHro0KHLli2bMmUKhvEY1gLAyJEjY2NjuWhQRUXlm2++2bx5c1RUVERExMCBA/E4xpZYbh2j/RUrVqxevdrCwgIAVFVVjxw5wk0jKioK28srwa8PGDCAW7geN24criHXiGEYTFP39PS8c+cOJpm7urpyfcuxIz2GymVlZZWVlevXr3dwcFA8iampKVc0Djf/7927l2XZysrK06dPd+/eHc+wdevWf/q009LSgoKC3hZdA4BIJBo6dGhAQAB3JDw8vMZTlZeXc08MUyeU8Hg8FxeXefPmLVq0yNfXlwv1RSIRvklRsnPnTnx0AGBnZ4cFCwkhhBBCCPmoKIAnX4j6CeCxcTcAGBsbd+jQocaQWLFSWvPmzSUSCe6UBoDOnTs/e/ZM6ZyPHj3CVW5ch6+uTZs2mJavSCaTHTlyhM/n83i84ODgzZs3+/v7A4CHh8fLly/xpQDDMEo9/zhcr/gRI0bgP1mWzcnJwWh/zZo1eBUXFxcAwBA6MTGRK79vYGDQoUOHzp07c5XbQWF9m8fj6enpcQvj+vr6hw8frsvjraioKC4uZlk2MTFx1KhRXMZ7v3794uPjY2Njly5dOnny5MDAwEWLFsXHx7MsK5fLMWEBNW3aVCaT1XhmvGXMBRAKhdu3b/fz88NJ9uvXT6kEgGKTORUVlZkzZ547d+7Zs2fJycmRkZFcMcKQkBB8nREVFVWnPyBCCCGEEEL+BQrgyReifgL4kJAQjNzeFmwrWbRo0c6dOzExXktLKygoaPHixQsXLly3bl10dHR5eTmetrS0FOffo0cPAFBTU+OKt584cUIxIq2oqLhw4cLevXv37t2Lde9GjhyJxzGr/O7du9wkkbGx8ZIlS1auXAkAOjo6SiE9brx3cnLC82OygL6+flVVVUFBAcMw6urq2EAO76JZs2bR0dFSqZSb0rVr17iAFvvY4eQFAkHr1q1XrFhRUFBQ+1ONj48fN24ct52eexHA5/M9PDwuX75cy3efPHkCAKampngjADBq1CilnfZJSUn4JoITEBDA1QUMCQmpflq8ZW5K1RkZGWHDRSxnOGLEiNrvkRBCCCGEkH+PAnjyhaifAH7u3Ll1ids5XNO1GmloaISEhBQWFrIse//+fez9DgAdOnRYvXo1AOjp6XGbul++fOnv769Uf45hmHHjxmVnZ//5558A0L59e5Zlra2tuU8xlubxeBh+N2rUSGlKeMJvv/2Wu0dHR0cAOHPmTFJSEgC0aNGC62DXrVu3kpKS6o+ltLSUS3QXCoUjR478+eef8/Ly3vk8Kyoq/Pz8atzNzuHxeMOGDUtLS6vxDJcvXwYAd3f30tJSNzc3/IqRkdG0adN++OGH+fPnd+nSBU9raWmJF9LV1c3KysIiBe7u7tXr6pWWluJTCggIGDt2LD4ENzc3CwsLBweHfv36bdmyBTMFWJaNj4/nnjwhhBBCCCEfFQXw5AtRPwH80KFD3xGy/x3DMLihnYuWMS1cTU2tRYsWGFja2dk9evSIZVnsqQ4AkyZNksvlWJ1eKBROmzZt8+bNuLjNMEyTJk0wGufiXkNDQyxHHxAQUFhYqHj1o0eP+vr6KuYL4Pq2gYEBbphH+/fv5+4xKCgIAMLCwu7cuQMAjo6O69atw7PVWIVu79695ubm1e9dR0fnp59+qqXsvFgsxqV7FRUVxTOoq6u7uLhgpoBIJMKt5tra2qdPn65+koSEBC5+5h6aEpFI1KFDB2NjY/xnx44dWZbF0vTHjx+vfs7169fjyEWLFqWmpuK9vG2Xe0pKCgDY2tq+40+HEEIIIYSQf+3rDOBrWOUjpC4wWqs7lmWzs7O5fwYEBKSlpfXt27eioiIzM/PYsWPt2rVLSUnp0aNHdnY2t6m+a9euVVVV+/btw+zuiIiIyZMnFxUVqaqq8ni8tLS0vLy8Ro0aXbx48d69ez169MjJycGYU01NLSsrC0/SvHlzlmV//PHHyMjI3NxcXJb/9ddf7969CwAikWj27Nk40tzcnCuqDwCGhoYAkJeXh0H106dPMa+eZdlvvvnm/v37AFBeXh4VFTVhwgQrK6uRI0e+evWK+7qent7GjRu7du1aWFg4a9asIUOGSCSS6k/myZMnTk5OFy9eBIDKyko8A8MwS5cuLSwsvHbtWnp6er9+/aqqqkxNTQcNGlRUVOTj44PL3YosLCwYhnn06FFlZSXDMAcPHvztt9+UytRVVVXFxcW9fv0aLxEXF7d///7bt28LBALcs6Do4cOHixYtwp8zMjKaNGlia2tbWFj4tl89zlzxNQ0hhBBCCCHkA6IAnrwnLjz+p3C5e926dR4eHk+fPuXz+Xl5eYMHD9bT07O3t09PTw8ICNi6dSsOHjZsmKqqqq2trVgsPnToEJedjsXhnZ2d161b9+jRow4dOjRv3vz06dMDBw7EIHnDhg24eRsAxowZY2lpeeXKlQEDBlRUVGA0bm5ujkv0uP0bzZ8/nysjDwD4xsHAwMDAwKBVq1bFxcUYwLu5uaWnpzs7O/v4+FhZWfn6+m7fvv3Zs2eKt6mlpZWfn9+1a9fY2NhTp07p6ekdPnw4ODhYcQzLskuWLLGzs8MUfVBIJWBZdvv27biorqmpGRUV1aZNm2fPnrVt2zYwMFAsFo8cOVLpdYChoWH79u1LSkoOHz6MRwYPHvzs2bMtW7b07t27SZMmBgYGzZs3HzNmDL6tbNu2LcuyY8aMkclk+vr6XCV5FBcX17Vr16KiIixid+bMGblcjo/uwIEDO3bsOHnyZG5uruJXYmJiAMDJyan2PwBCCCGEEELIe/p0i//kY6mfFHqleK/uFDuQ145hGAMDA+5C+EXcfP7y5UuJRKI4n4qKivHjxyv2flfc4u7i4oIrw3p6epgxPn369HHjxsHfV4xv376teM7mzZsDwLlz51iWDQsLwzENGjSoqKjADeHvvKOYmBg81Y0bNzB7n9vJLxaLPTw8uJGampphYWEYLQ8aNAh/iSoqKqdOncLx586dA4BGjRpVVVVhDfxffvlF6Zeyc+dOALC0tMzNzX3bLy4lJQW7A1y8eJErZMDj8cLCws6dOxcXF7dz587+/fvjk+zRo0dZWRnmLAwbNkypagCfz+/Vqxf2BcjNzcVU//docU8IIYQQQsg/9XWm0FMA/wWqnwBescpa69at8f8fhmFwq3YtHcvfpvobgc2bN7MsK5fL4+PjuYB58ODB1SdTXl6OwbCamhqXA88td+Oav7m5eceOHWu8NG6qB4XommXZP/74AwCMjIzwTYFYLMb26Xw+XywWYyl7Pp/PbarnOtU5OjoeOXIEd/gPGzaMO+Hy5csBoG/fvoWFhX5+flwwjKHyzz//nJ+fLxQKRSJRfn6+VCrFHfja2tpPnz5lFbrEJSUl7d69GwC8vLyUnoNUKnV1dQUAV1dXpW5w6OHDhzY2NgAwfPhwPHLgwIEaX0BoaGgsWbIE733t2rXccYZhBg0a5Ofn1717d/wt83i8FStWeHl5AUDv3r3/3Z8VIYQQQgghdUIBPPlC1E8Az0V0pqama9euVVz6fhuuVpympiYWn6vdtWvXcnNzk5KSkpOTHzx4wMW627dvV5oMNqW3tLRMTk4Wi8WYBs/FpQKBANfSHRwcRowYYWZmxr190NHRCQkJ4d4dYAk9lmUzMjIaNmwIAOHh4SzLSiSS5OTknTt34gSaNGkiEAj4fP4ff/zBsix2gLewsAAAAwODtLQ0qVSqo6ODE+Ya1+fm5goEAh6P97YVe5ykh4cHjpfL5UOGDAGFwvh9+/YFgBMnTuD+BT09veq/l1evXmEHewMDgzVr1qSmprIsK5PJkpKS5syZo6GhAQBOTk6lpaXcVwICAgCgadOmnp6eHh4eQ4cO3bRp0+vXr/HTrKwsxfbyDg4OXDW+goKCkJAQ7mGamJi8ePHiA/xtEUIIIYQQ8i4UwJMvRD0H8HUJ3RGX4o4BdufOnbFwGi7k4keKXcoVt6NjlIhV5YyMjLjWZSzLXrt2jWEYDQ2N+/fv4xGuexxHXV1dsdS8Im7+urq6WF/9ypUrlpaWAODp6ZmWlubv76+np1f9iyoqKi4uLu3ateOONG/ePCUlJTk5efHixQCAMfygQYNYln39+vXixYu5WBeX393c3JKTk3k8Ho/H47bid+nShbu1Fy9eqKioCAQCTInHBu9HjhyRy+VCoZBhmBoLwmdnZ2MqPvcYMR0Ab3bMmDFlZWWK41NSUoRCoUAgiI2NrX62Pn36AEDbtm25lAEbG5upU6euXr1asTUdAOzbt+8D/GERQgghhBBSBxTAky9EPQfwdacYQquqqiYlJe3YsQMA3N3d8WD15ufYfM7e3p5bJNfS0gKAyMjI9PT01atXu7i44KqyiYlJSEhIQUEBy7ImJiYAMHfuXAzOFV8xcD/r6ekprYR37tw5NDS0W7duOMbDw2PTpk3cXgBbW1tPT0+uMJ4SoVC4du3a5cuX4zq8Ij6fP3bsWMV7d3FxwWx8jKvxrlevXo2d5IRC4fPnz7nn3KtXLwA4ePAg+2ZPfnx8fElJCQBoaGjU8guKiYkZPnw4Pgoej9eoUSN/f//4+PgaB2O1+QYNGhw7dkzx+KVLl/CZY/k6FxcXxdV4pKKigmUFunfv/gH+sAghhBBCCKkDCuDJF+KzDeCVqKmpde/eHQCUWp1VZ2tru2DBAsU4XFVVtcaVfx6P5+PjwzCMmprakSNH1q1bxy0+10ipKhvS1NRcsmTJxo0b8Z8jRozgUutZlh0wYAA30sHB4ezZswzDCIVCW1tbbm4AoKWlZWdnx43kdsjD3zMLFH9u2rQp/qC4cx5b3K1ZswY3EWCawOnTpwGgXbt2dflNVVZWKhX8q04mk+E2BADo2bPn7t2779y5c+/ePVzJx0fduXPnsrIymUwWFxcXFhY2Z86cFStW/Pbbb0VFRcXFxerq6jweLyMj4/3+nAghhBBCCPlHKIAnX4j6CeDrnjlfHY/H8/X1rb7eDn9PlVdRUWEYRrHNWy0Yhqk9Vm/evDlXcK5GAoHA399/7969BQUFd+7cwRz1TZs2Kd14cnKy4lRHjhzJBd6NGjXCmevr6/v4+Ciu8CveLJ/Px+x6LHq/b98+eLNjH4cxDJOeno6Xmz9/PgAsX77c29sbAAIDA1mWxZ+XLVv2YX+n69evx4kpEYlEc+bMqTFdn4OZ9r///vuHnRIhhBBCCCE1+joDeOoDT95T3bvBVaepqXngwIHU1FTcA69ILpcLBAIscaeiosKybGZmJn6EWdxK/Pz8cKRQKJRKpdxrBaFQ2K9fP09PTy5yTk5OLi8vV5y/4vK7tra2VCo1NzcfMWKEjo7O3LlzJRLJtGnTJk+erHRFqVQKADweTy6XA8DevXtTUlLwoxcvXuTk5Ojq6ubn5x89epTP52N6f7NmzXAwvGnYhjnn6enpADB8+PBu3brJZDIDAwMcxrIs1pkHgMePHwPA9evXo6OjtbW1Fy5cuG/fvujo6AYNGkyaNKnOj7xOgoKCUlNTV65c2apVK0NDQ11dXfwtX7x4cfXq1TVmK3Cwch73yyKEEEIIIYR8cBTAk/dU+3J37XBDu0AgiIuLwyNdunThPpVKpQ8fPgSA4uJiAODxeMHBwbq6uq9evVI8SatWrdTU1Hbs2CEUCisrK/39/QGAfZPbL5FIHBwcFi9ezEXOSmQymUQiwWZp9vb2RUVFAHDkyBEAyMrKiomJUVdXX7JkieJXrl+/3qlTJ0dHRwBQPC13UQzXCwoKNDQ0goKCwsPDy8rKAACz35FcLg8KCnr+/DkAHD58GA/u3bu3cePGubm53Fb50NDQO3fulJaWYje7EydO8Pl8DN2xff1PP/2Eq/0f0PPnzwMDAxcsWJCYmJiTk1NQUCCTyQCgd+/e69evx5/fBl+O1J7jQAghhBBCCPk3KIAn7+ltgXFd5OTktGjRwtrauqKiAgBUVFTu3r2LH2GZdD6fz62cy+Xy9evXN2jQAP6+7P/gwYNVq1bxeDwMLDdt2sR9hDXkw8PDR40aBW+K5+HivFAoDAoKCgoKmjBhgomJSVlZ2ZkzZy5evIjF5O/fvw8AFy5ckMvl3bp143atA8DGjRs7dOhw6dIlPT29Fi1aAECTJk0cHBwU76usrEwkEs2YMeP58+fu7u7Tpk0DAC0trX79+uHVeTze7NmzdXV1cV197969iYmJAGBiYhIXF9e2bVt8IABQVFTUtm1bfX390tJSAFBVVW3YsOGgQYMmTpxYVVXVqlUrc3Nz9kNUIuBcunSpXbt2UVFRampqw4YNW7du3ZYtW/BJFhQUTJ8+3dvbGydToxs3buAz+YBTIoQQQgghhPzNJ03gJx/F578HvhY6OjoYdeNmbDMzs23btnGl4NE/vTTG4ZjjzTBMUlIS3kJGRgYWjV+2bBkuiQPAjRs31q1bBwAzZszgbjYyMhK/GxISUlJScuDAgRp3EODEDAwMBgwYgAOq7+G/fft2fn4+7hgHgMaNGz958gSvIpFINm/eXHumuiJXV1fF6nr/RnJysra2NgAMGDDg1atX3PGffvoJAJycnIyMjPBTmUxW/evXr18HhT58hBBCCCGEfGy0B56Qf4D9QIXolY4UFhbu2bMHfwAAgUDw+vXr8PBwxTH9+/fHBXk7OzulM2DXNKWAv6CgQE1N7enTp6qqqizL7t27F4+bmpriz6GhoZjrDgAHDx7E3QG41x0AMjIycCf8li1bVq5cOW/evG+++UYpnxyb27Esq66unpube+zYMRzAsmxmZqaDgwNOGM+mq6t79OhRbBqXnp7u7Oy8devWiooKgUAwadIkfHNhaWmp+J5CS0vL3d197dq16enpd+/e/eGHH8zMzK5du+bq6hofH/8PnnhNWJYdP358UVHR8OHDDx8+bGZmxn00ZswYbW3thISERYsW6evrHzt2DH87isRi8ZQpUwBgypQpdX/7QAghhBBCCPnHPunrA/JR/FfayClVocc13hopBeRY4E1TU1Mul+fk5Cg2e1danFeMJwUCwY8//ggArq6uijfSuXNnABgyZAgOU1NTw1bndnZ2x48fX7VqFW56d3JyysjICAgIqH4VAAgICMAVfsX7cnJyWrVq1bVr1+RyubGxMR785Zdf8LqPHz/GQvd4XF1d3c3NDTP5uQkzDMPn8yMiIqo//9LSUpyzqalpVlbWv/lVnjp1CgDMzMzKysqqf/rzzz/j9GbMmAEAVlZWcrmc+7SgoABbzdnY2BQXF/+baRBCCCGEEFJ3X+cKPAXwX6DPPIDX1tauHgC/LSve1ta2emMz/H/Vx8eHfdNQrS7Cw8MxT75x48aKN7J48eI6nkFxkq1atYqMjMTgv0ajRo1SvAoXmdvY2OTm5uJBTKQPDg52d3dXep3RsWNHrLq/bt26t/0KJBJJ9+7dASAgIODf/ConTJgAACtXrnzbgKlTp+KssEbd6dOnS0tLk5KSVq9eja9djI2Nk5OT/80cCCGEEEII+Ue+zgCeUuhJfcN670rYv78R4BLOHz9+XFhYqBTc/vbbbwDg7+9/7ty56OhoPMgwjL6+PtaBr9GOHTsqKysBQCQScQdzc3O3b9+OP3O5682aNVP6rkgkEgqFOEk+n79q1ao7d+6YmppevHgR8+07d+48bdo0PDPO1sXFRfEMjRo1wu+mpqY6OzvHxsYCgJubGwBoamrGxcVt27YNJ8Dj8fh8/siRI1+9etW6devg4OC33ZFAIMA98zt37sQdB+/nzp07ANCtW7e3DYiIiIiIiGjQoAGWmu/Vq5empmbLli3nzp2bnZ3t6emZkJCgVM+PEEIIIYQQ8sFRAE8+AS5cr14KDmPgTp06YU01AGjTpg0GuhyxWOzs7GxoaDh+/HjFc+bl5XFb2TncJRITE2fNmgVvqtkBgEwm69Onz8uXL+FNdXoAeP78uWLXN1RVVSWRSHCYTCZbvXr1nj17vvnmG5ZlAwMDeTze9evXx48fb21tDQAGBgYAcPXq1eLi4vT0dLFYXFxcfPv2bZxMmzZtnjx50r179xYtWsTExADA0aNHmzRpMmHChMLCQmtra7lc7uXldenSJQDw8/NTenmhxMbGxtPTUyKR4KneT25uLgBwSf41mjp1ampqqqenJwBoaWlpaGjY2tqOGTPm9OnT586dw9cThBBCCCGEkI+KAnhS3/T19bmfFUvB4fqzgYGBjo7OiRMnSkpK8Pjt27cvX76sdJL4+HhnZ+enT59yRxiGWblyZcOGDZVGKl4Cl+ufPXs2f/78GTNmtGjRIiEhAT+aOHEiFp9nWVYgEEycOJGL8xVZWFi0adOmpKRk7Nix+fn5w4YNCw8PDwgIEIvF/fr1y8nJgTeb+Q8ePKitrW1hYaGmpmZmZvb8+XMdHZ2qqiq5XL5kyRJDQ8Pk5OS4uDgASE5Ofvr0qYWFhZ+f39OnTwUCwapVq9LS0gCgffv273yeTk5OAIDj3w9W6c/Pz699mKGhoZ2dHQCEhoaWlpampKTs2rULN8ATQgghhBBC6oHgU0+AfHXy8vIAgM/nKxVyx1T5jIwMe3v7wsLCd/aZ5/F43BiBQCCVStesWVNcXIxHGjRoUFxcjMeVvvj48eNVq1YpngcAYmJiSktLGYZhWVZXV3fr1q01XjQ1NRV/YFnWysrqzp07mpqafD5fQ0MDV/IFAkFycjIASKVSLS0tPp9fVFSEeQE8Hq9Ro0Z3794tLCzcsGGDsbHxqFGjXr16FRQU5OXlFR0d/b///Y9l2bCwsNatW+NXatkRwMEx1VMP6s7BweH27duXLl3C6gm1uHjxIo5/72sRQgghhBBC3hutwJNPA6N3NTU1xULxGJA/fPiwLmdQjPAxSueidw0NjZMnT5qYmFSP3pUIhUK5XG5iYvL48WN4k9uPC+m4Lg1/L2Wv6OnTpykpKeXl5SUlJVz8LJVKuQ0CJSUlhYWFLMu2bt3azc0tPz8/MzPT3t7++fPnw4cP9/HxefXqlYqKSlxcnLe397Zt24RC4ZYtW7BiHPbD47rT1wLH4Pj34+PjAwCbNm2q/XH9+eefDx8+NDY2dnd3f+9rEUIIIYQQQt4bBfDkU6qoqMC95XX3tnr1imQy2bJly7Kysqp/ZGxsPGnSpBYtWuA/JRIJwzAZGRnVr1JQUCASiWbNmqWY86/Ew8OjrKysuLh48+bN3MSwrB0ACIXCwYMH//HHH7gLYOHChVKp9MWLF8uXL8emawBQWVl569YtVVXV4cOHJyUlTZw4Eb+LQfLJkyffeafYBO7fBNU+Pj7NmjVLSUmZN2/e28bk5uZOmjQJAEJCQqpXLiCEEEIIIYTUAwrgySf2toBcX1+/efPm1Y+zNXWw4/F4GDZj6TuxWHzmzJnqwxo0aPD69estW7bcu3ev+gkxLtXQ0Bg+fDgeVFVVXb9+PfcigJsqtyZ/+fLl+fPnX7hwYc6cOfgVQ0NDXMc2NjaWSCSPHj3S09PD7y5btmzs2LFlZWXR0dFYNN7Z2fn333+/fPlyTk7Ovn37cIc5GjZsGI/Hi4yMVNznX90vv/zy4sWLpk2bvjP7vRYCgWDbtm0ikSg0NDQoKAhLzSu6d+9ex44dnz596u7uPmXKlPe+ECGEEEIIIeTfoACe1Del9du3BeR5eXmY1s4d0dLSAgB7e/vqK8A//vjj77//DgBmZmbYPp2juI2cy7GvrkmTJioqKgDg4eFhamoKAHp6esXFxRKJBNuki0QibqqYNaCqqgoA4eHh/fv3x954vXv35grjR0REtGzZ8t69e25ubs7OzjNnzly5ciUAMAyTkJCQm5vr7e0dGxs7aNAgd3d37K+uqFmzZqNGjRKLxYMHDy4oKKhxzteuXZs5cyYArFq1qi6JCbXo0KHDnj17VFVVIyIi7Ozs5s6de+zYsb/++mvXrl3Dhg1r3br1w4cP27Rpc/jwYcUmfIQQQgghhJB6Vd+N58nHh4uxAwYM+KhX+VR/sW9rq9aoUSOMqEFhqbxFixYY9it+V1dXF1fFFWGDNACwtLTEbnBY3R0AevXqBQB9+vRRejXA4fP5mCwwZswYLn9+5MiRpaWlixYtUpwAZ8KECTKZrPYnXFhYaG9vDwC2trZ//vmn4keVlZXr1q1TU1MDgIkTJ36o32lCQoKzs3P12YpEouDg4LKysg91IUIIIYQQQv6lkSNHAsCePXs+9UTqFVWhJ58LrACvdFBdXb28vFxDQwOrxFWvXc958eIF/mBhYcHVflNMlYc3de+4BW2RSFRVVaX4dU1NzWfPngGAiopKQkKClpZWWVkZtljv27cv7jbn5qmrq1tVVVVWViaTybDuXWRkJMMwISEha9as+eOPPzQ0NJYuXTp37tyzZ88+evQoLy/P2Nj4xo0bu3fvtrKyqr3BOwBoa2v/9ddfPj4+N27c8PLysrGxcXd319HRefny5blz5/AupkyZEh4e/u6HWzft27e/du3apUuXTpw48ejRo7KyMhMTExcXl4EDB1bvz0cIIYQQQgipZxTAk89F9egdAHA/NlfjvXr0Xj3sr0vldmxBN3ny5PXr1+MRjNs9PDwwXBeJRJWVlQMHDjx9+nR2dnbjxo2dnJzwQo0aNUpPTweFFwEAkJ2dDQAGBgZbtmwZPHjw1q1b8/PzCwsLdXR0VFVV+/Tp06dPHxy5aNGiGm+kRubm5nFxcT///PNPP/2UmprKNbEDACcnp+XLl3/wNuwMw3Tq1KlTp04f9rSEEEIIIYSQf4/2wJPPFJeLXrsaw/634TLncSm+R48e3EcYUZuamnp4eABASUkJACQkJGBkPnDgQO4lAq7VN2rUyN/fH7fNAwDuDA8PDx88eDAAYHJ7RUVF9Tlgk7y6L2irqKh89913r169unr1amRk5Pr16w8cOJCWlhYfH//Bo3dCCCGEEELI54wCePIZUaxOV2NPcqVS1a/f4wAAIABJREFUbQYGBnU/uaqq6uzZs5ctW8Yd2bFjh9I59+/f36ZNG+7dwYMHDzBEz8zMDA4OVpxD//79Fy5cWFVVhfXnLCwsACA6OhoASktLs7OzBQKBkZGR0hyKi4tjYmIYhunatWvdZw4APB7P1dV19OjRQUFBvr6+uEufEEIIIYQQ8lWhAJ58LgwNDd/ZYHzq1KmKW8ffVp5diY2NjY+PT2Vl5dy5c5OTk21sbPA4xtssyzo4ODRu3BgAKisrf/75Z8V3B5WVlQAQFRWVmJiIRzBiHzp0aGhoKMuyWL7O0dFRVVX1t99+u3bt2smTJ2UymZubW/XbWbp0aXFxcdeuXTHgJ4QQQgghhJC6owCefDJc/jnKycnhSsq9DRZC5/4pk8nU1NTeWQ0uNTX12bNn3333nY6OzsGDB7nrSqVSjLEnTpz49OnTLl264HENDQ08LhKJuNV4FRUVzK4vLS3t2rVraWnppk2bBAIBlr7v2bPnjBkz5HL5oEGD5s+fDwAjRoxQmsbWrVvDwsKEQuGaNWtqnzAhhBBCCCGEVEcBPPlkcHFb0Tubme/YsQMDeG7kggUL6nKtO3fu/PTTTwKBgM/n379/nzsuk8msra0nTpzI4/FiY2M7dOgAAFhYHgCqqqpwNb5t27b79u3jVtQlEsngwYNlMtn48ePj4uI0NTV9fHyWLVvWrVu3zMzMtLQ0Q0NDHx8f7ir379//9ttvJ02axLJseHh4u3bt6jJnQgghhBBCCFFEVejJZ6TuFem4kbjcXaMGDRoUFxcDgIqKSmVlpUgkys3NVRrD4/F+/fVXXJNnGCYmJqZfv37nzp1TGnbr1i2sTqeqqioWiy9dugQAw4cPP378OMuys2fPNjAwuH37tlgsxvE5OTkNGzZs2rSpjo7OixcvsGq9mprali1bRo8eXcd7JIQQQgghhBBFtAJPPlO1rMZX/wirviuysbHJz88PCgpiGAaX+mvMz5fL5TNmzODW5E+dOnX16tVaro4hOibt79+/PyMjw8TEJDk5uXnz5m3btr18+bK5ufnGjRt79erF4/GSk5MvX76cnp5uaGg4efLklJQUit4JIYQQQggh741W4Mln6m2r8ZqamqWlpUoHqzdsEwgE06dPx9A6MzOzoKAAW8dxsIG8ubn5tWvXWrVq5enp2bhx4z179kilUj09vfz8fACwt7cXCAT37t0DAD6fz+PxJBKJpqYmj8fDtX0AyMrKioqKAgB9ff3x48fPnTtXR0cnMDCwtLT02bNnRUVFxsbGVlZW76zPRwghhBBCCCG1Y/5RG23yn9CuXbuRbp1nDP32U0+EEEIIIYQQQj6W0asWe40aPnLkyE89kfpDKfSEEEIIIYQQQsh/AAXwhBBCCCGEEELIfwAF8IQQQgghhBBCyH8AFbH7Ms3cGHbh5ZOjR49+vEu8s2d7PcMGbwAwadKkLVu2YI26WsY3adIkNTVV8Z9PnjxJS0uztrau/UILFixYuXLlihUraulgRwghhBBCCPmoRo0atffPP7xGDf/UE6lXtAJPvhDYKw4AtmzZAgDTpk1bvny5s7Ozjo4Odn1TVVUFAJFIhCG6oaGh4tcNDAwA4PXr1++8UFZWVvWvE0IIIYQQQsjHRgE8+XwxDFOXdX5tbW2o1nZu+/btN2/eNDExkUqlcrmcYRixWKytrb1///7c3FwAMDU1VRzfunVrAIiNjcV/pqSkLF++3MvLq2XLlq6urr6+vrt37y4vL2dZ9uzZs9x4QgghhBBCCKk3FMCTzxfLslxYzgXzuJCOPwuFQgAYMWKEj4+P4hd1dXXLy8uPHj0aHR2NTeMFAsHIkSNv3ry5Z88ebOGup6en+JXBgwcDwKZNm7KzswMCAhwcHBYtWnTmzJl79+5dv349KipqzJgxtra2M2bMePr0qYWFhZOTUz08AUIIIYQQQgjh0B548h/AMAyfz5dKpQAgl8vhzXq7RCIBgMuXL+fk5CiOLygowB/09fW7des2ZMiQ7t27Z2Vl+fn5Xbx4UV1dvby83MjISPErPXr0cHNzu3r1atOmTQsLC0Ui0bhx47y9va2srMrKyu7cubNjx474+Pj169cDwKJFiz63EgCEEEIIIYSQLx4F8OQ/QCAQdOnSxcjI6MCBA1VVVQCgra0tk8lwdf3u3bvcyL59+/J4vOPHj+MYJyenhg0bXr16NSIi4sqVKzKZrGHDhvr6+nfv3m3fvr3iJRiG2bZtW5s2bQoLC7W0tE6dOuXh4cF96uLiYmFh4evri6v3uKmeEEIIIYQQQuoTBfDkP0Aikfz5558AYGxsjHXmBAJBSUkJAOjr6x86dKioqGjgwIEMw5w5c2bKlCmmpqaZmZlFRUWnT58+ffo0nkRVVTUwMLBbt24+Pj7a2to9e/ZUusqVK1ekUimPxyspKenZs2f//v1dXV0bNGiQnp5+6tSp69evA0DLli2TkpK+++67AQMG6Orq1utTIIQQQgghhHzdaCGR/AcYGBisWrWqSZMmXJX4vLw8/EFFRaVLly7x8fEAYGlpWVVVFRYWlpmZaWRk1KZNG2trazU1NRzZuHHjoUOHTps2DQBCQkI0NDSUrhIaGgoAmzZtGjp0aHl5+YEDB6ZPn+7n57dkyZLr16/r6emtXbv29u3bPXv2zM/P/+WXX+rn3gkhhBBCCCEE0Qo8+azxeDy5XJ6bmztv3jylj5ydna9du2ZmZvb8+fOIiAiGYTIzM/EjS0vL/fv3u7q6AoBMJjt16tTcuXPv3bvn6ekpl8s7d+48a9YspbPdv38/NTXVxMTE399/4sSJz58/P3HiREpKSklJiYmJiYuLi5eXF74LmDx5ckxMzLFjx2bPnv3xHwAhhBBCCCGE/B8K4MlnDUvWwZtIXvGjR48eAUD79u29vb1LS0s1NDTKysoGDhyYmpqalJTk7u7u6uraqVMnXV3d7Oxs7myampqHDh3C8vWKUlJSAMDFxQX3t1tYWEyZMqXGKbm5uXHjCSGEEEIIIaTeUABP/huUoncAKCgoYBjm999/z8nJMTIyys7Obt++/cGDB6uqqtasWRMWFnb16tWrV69y4/X19RmGyc3NPXny5NixY5XOhtXpsKV87XR0dACgqKjoX94RIYQQQgghhPwjFMCT/x6GYbCNHMuyOTk5Xbt2ffnyZXZ29sqVK4VCYUZGRrdu3RwdHdPT00tLS8vKygwMDBwdHT09PQ8ePDhq1Khdu3ZVD+Cxq1xGRsY7r/7y5UsAMDY2/vA3RgghhBBCCCFvRwE8+RxxIToAGBsbl5WVlZaWKsbt+JGqquqmTZt69eplZmamq6ubnp7u6OiYmJjInUdLS2vQoEETJ060srICgAEDBggEgri4uKqqKpFIpHjFtm3b8vn8y5cvl5SUaGlp1TI3LGvv5OT0Qe+YEEIIIYQQQt6BqtCTzxEXogNATk6Ouro6HlRswK6hoSEWi588eYK16yQSib+/f2Jioq6ubufOnfv162dvb19aWhoZGWlra9uzZ89du3ZVVVWZmZnJZLKsrCylKxoZGXl6elZUVISFhdUyMbFY/NNPPwGAr6/vB7xfQgghhBBCCHknCuDJ504ulytWobOxscEw3t/fn2GYiIgI3L5eWlrauHHjAwcOZGdnHzp0yNjY+PHjx/giQCaT/fnnn+PGjTM3N8/PzwcAgaCG3JOlS5cyDLNixYrY2Ni3zSQgIODp06eOjo5Dhgz5SPdLCCGEEEIIITWiAJ68jzt37tTn5QQCgaGhIf5cXl4ul8sZhpk3b17r1q2LiooWLFgAADwe7/Lly76+vo8ePXJyctq+fTufzx88eHB4ePi4ceNwgEQiwVT8ysrK6lfx8PCYM2eORCLp27dvWFhYVVWV4qfPnj3r16/fnj17tLS09u7dq5gLQAghhBBCCCH1gPbAk38mLi5uzZo1J0+erJ/LaWtr29jY3Lx5s6CgAI9gnbmePXsaGhq6uLjcvn37ypUr2GTu0qVLXbp06d2794sXLzp06BAZGWltbY3fUldX37hxo42NTWpqKsuyAwYMuHLliqamptLlVqxYUVVVtXbt2pkzZ4aGhvbu3dvS0lIsFt+4ceP8+fNVVVXa2tpTpkx5+PBhZWVlmzZtKIwnhBBCCCGE1BsK4EldxcXFLV68+OzZswCgqalZWlpaDxctKysrLy9XU1OrqKjgDgqFwh9++AEAsNocy7JeXl4xMTELFixo06bNixcvOnXq9Oeff6qoqHBfWbp06f/+97/U1FQAsLCwSEpKWrZs2Y8//qh0OR6P99NPP3Xr1i0kJCQpKWnHjh3cRwzD8Hi8oqKiVatW4RFTU9OpU6dOnz4dt+gTQgghhBBCyEdF64fkHeRy+fHjx52dnTt27Hj27Fl9ff3Fixc/f/68fq4ulUofPHigGL0DwNSpU9XU1ORyeXp6Oh5ZuHBhu3btnjx58vvvv6uqqu7bt08xegcAsViMR9q2bXvs2DEejxcREYH74avr3bt3YmJiYmLixo0bFy5c6O3tzefzWZbl8/mdOnUaPXr0kCFDrK2tMzMz58+f3759+8ePH3+cuyeEEEIIIYSQ/48CePJWEolk9+7dLVq08Pb2TkhIMDIyWrx4cVpa2pIlS/T09OpnDnZ2dp06dRIKhYoHw8LCmjZtamZmduzYMTxiY2Nz5MgRbW1tAODxeNHR0bm5ufhRRkbG2rVrHR0dS0pKAGD48OGOjo49evQQi8W1bwRo2bJlYGCgsbFxdHS0XC6fNm3aq1evLly4EBkZeejQobS0tPPnz7dq1erBgweenp51aSBPCCGEEEIIIf8GBfCkBlVVVbt373ZwcBgzZsyDBw8sLCzCw8OfPXu2ZMkSDJI/KoZhuP+mpKRcvHhRIpFwn7q4uHTq1MnCwuL169disRgPSiSSRo0ade3aFQDKy8sDAwMNDQ2NjIz09fXNzc1nzZqVl5fXqFEjANDV1QUAHHn37t3aZ3Lv3r3p06czDLNz584NGzZwhfRQ586dr1y50rVr14yMjNGjR3/AJ0AIIYQQQggh1VEAT/6mtLR0/fr11tbWY8aMSU1NbdKkydatW1NTU4ODg9XU1OpnDtj7TbEVPLyJ5wUCwbVr1y5cuLB7926RSMR9um3bNgAoLy8HgAULFvTt21dNTS0nJyc/P19TU3PQoEGnT582NjYGAEtLSwDAn7lV+rdZuHChVCqdOnXqmDFjahygoaFx6NAhQ0PD2NjYM2fOvP89E0IIIYQQQsi7UABP/k9xcfGaNWssLCymT5/+6tUrR0fHyMjIR48eBQQE1Ng1vT4xDIPxfIMGDbBKvJeXV1VV1YwZM7p06QIAq1evfvHiBSb2N2vW7MSJE+Xl5dnZ2Xl5eSUlJb///nvDhg1v3ryppaXVoUMHeBO66+vr13LRwsLCkydPCoXChQsX1jJMT09vxowZAPDrr79+uDsmhBBCCCGEEGUUwBPIzs5esmRJ48aN58yZk5+f7+HhER0dffv27dGjR/P5/E89OwAAlmW5hnBmZmazZs2qrKycPn16aGjonj17+Hy+VCqdOHFi8+bNAeDixYs40tDQEEN6XEVnWdbPzw9L2V24cAEAcPzbxMfHSyQSNzc3pcz56ry9vQEgLi7u394nIYQQQgghhLwdBfBftefPnwcHB1taWi5durSoqAhD97i4uP79+2PK+semeBVLS8taLvrkyRMAyM/Pz8vLa9euXUxMTFhYGJ/PNzc3Dw4OBgAuSX7fvn3Z2dncF8Vi8ZgxY86fP29mZoZr6Q8fPjx16pRQKOzfv38tc8vKyoI3Kfe1s7KyAoDMzMx3jiSEEEIIIYSQ90YB/FfqyZMnwcHBTZs23bBhg1gs7tev3/Xr1zF0r89psCzbsmVL/DkjI6PGBf9evXrxeDwAYBhm5cqVKSkpN27c8PLy4gaEhobq6emxLDtp0iRLS8uSkpJx48bJZLKcnJydO3e2atVq3759Wlpahw8f1tfXr6ioGD16tFQqDQgIqH1pHff8K3WwqxGOqbcaAYQQQgghhJCvEwXwX53ExMTRo0fb2dlt2LBBIpEMHTr03r172On9k8wnKSkJu8RVVVXJZDJzc3OlAaNGjcK8d5ZlT5w4YWFhoTSAx+P17NkTf3727BkA/PHHHyoqKkZGRn5+fo8fP27RosXVq1ddXFyePXvWrVu3hIQEGxub5cuX1z4xXFe/ffv2O2/h5s2bAMAl+RNCCCGEEELIx0AB/Ffk8uXL/fv3b926Ne4bHzVq1IMHD6KiohwcHD7JfBiGGTBggI2NjWKXuFevXjVo0IAbAAAjRoyoqKjw8/OzsrK6evXqpk2bqp9KJpMBwNq1a4ODgxs2bIhHGIZp1KjRxIkTf/zxx4SEhFGjRtnb21+9etXKyurEiRPYT64Wbdu2NTExSU1N5TbVv82OHTsAoG/fvv/g5gkhhBBCCCHkH6IA/quAufEdOnQ4ceKEurp6UFBQWlra7t277ezsPuGsWJY9efJks2bN3NzcuCMAUFxcrPhPTU3NjRs3bt++ffPmzQCwZs0auVyudKp79+4BgIuLS3h4+IsXL548eeLt7c2y7IsXL7Zu3dqnT59x48bt3btXIpGMGzcuPj6+adOm75wej8ebOnUqAAQFBWGDuhrFxMRERUWpq6tPmDDhPR4CIYQQQgghhNTRJ24PRj4qzDlfuXLl9evXAUBLS2vcuHFz5841MTH51FP7P1Kp9Pjx40oHcSe8TCYTiURVVVW+vr6BgYEA0LNnTzs7u5SUlGvXrrm7u3Pjb926df/+fX19/fbt2+MRKyurY8eO3b9//+jRo/fv38/NzTUyMnJ0dBw0aBAmxtfR9OnT9+zZc/fuXW9v76ioKKxprygmJsbX15dl2UWLFlVP/ieEEEIIIYSQD4gC+C9WVlZW+/btb926BQCGhoaBgYHTp0/X0dH51PP6/4RCoYuLy5MnT16/fo058AzD8Hi8/fv3Dx8+HACcnJyuXbu2Z8+eqVOntm7dGgA6dOiQkpLy4MEDLoCXSCRYhX7ChAlK/eodHBz+5e4ADQ2N6OhoT0/P2NhYe3v7mTNnent7W1tbl5WV3bp1a/v27VFRUSzLjh49+vvvv/83FyKEEEIIIYSQd6IU+i/W9evXb9261bhx4w0bNjx//nzJkiWfVfQOAPb29pcuXXr16pWBgQEA8Hg8b29vmUw2efJkjOft7e0DAwOrqqr69++flJQEALgGXlBQgGeorKwcO3ZsXFycoaGhmZnZmjVrNm3adOHCBalU+qEmaWdnl5CQ0KVLl5ycnLlz5zZv3lxNTc3AwMDLy+vgwYNqamo//PDDrl276qfrHiGEEEIIIeRrRivwXywNDY0NGzaMHDlSJBJ96rnULDc3Nzs7W09PD3eYe3l5YSP3vLw8AwOD3Nzc5s2bT5ky5d69e+fOnXN1dQ0ODk5JSQEAIyOjkpKSEydOLF++/MGDBzweLycnB9fhkYGBwezZs4OCglRVVf/9PM3Nzc+ePRsTE7Nv375Lly5lZmZqaGhYWVn17dvX39+fMucJIYQQQggh9YPBOmHkS9KuXbtbt255e3sfO3bs413lg6w583i8Bg0aFBYWAoCKikplZSUA6OjoiMXiysrK1NRUa2vrysrKadOm/fLL/2vv3sOiqtf+j9/DIAMoihxEkNBEEPEUlkiBlomGotu0PHdSsy472JV2Ze7UbT65s9w9aqXukNS9cZun0jRSLw9lJiKe8FFE8ZCY4KAcRWAQhvn9sfrNw8NJHYFxDe/XH12LWd813NN8ucfPrDXfiTXPVQ8Pj5ycnMpTt3379gMGDPD09CwoKDhw4EBKSoqI9O7de+vWrT4+PvdfJwAAAIAHyosvvrh27dq4uLgXXnjB2rU0Hi6ht1kP+EXd/v7+IlJRUaGkdxEpLS1Vvkrd3t7eYDCMGzdO+VGn08XExBw+fNj8uffs7GytVuvu7i4i7u7u33777e+///7NN98sXLhwxYoVp0+f3rdvX0BAwJEjR6KiogoLC63zCAEAAACgXhHgYR0XL15UNsLCwlasWBEUFCQiytX+2dnZPj4+ixYtqjze2dlZOa++Zs2azMzMf/zjHzk5OZ6enocOHRo7dmyVdyv69++fmJjYrVu3U6dOffDBB430kAAAAACgIRHgYTVK6h49enSnTp0mT57s4OBw9uxZEXF1dd2+fbv50neTybRx48a+ffsWFBSMHz/+pZdecnNzW7BggYisWrUqICCgxjt3c3PbtGlTs2bNVq5cmZ6e3liPCQAAAAAaCovYwTqeffbZrVu3isj06dOr7CopKfn4449DQ0NdXFzS09N/+ukn5dz7qFGjYmNjNRrNvn37bty4ERISMnTo0Dp+RVBQ0KhRo9atW/fdd99V/y0AAAAAoC4E+DsoKirKzc0tKiq6deuWTqdzcXFxd3d3cXGxdl2qN2HChKSkpMzMzOjoaIPBoNfrz5w5o9Vqn3766T179mzZsmXLli3mwT4+PvPnz580aZJy0v7w4cMiMnjw4Dv+lsGDB69bt04ZDwAAAACqRoCvQVZW1nfffaec+E1PT6++UH+7du26d+8+ZMiQESNG+Pr6WqVItfvmm28yMzNbtWoVHR29YsWKlJQUe3v72NjYl19++dq1a/Hx8RcvXiwsLGzbtu3jjz/+5JNP2tv/71y9fv26iNzN/3k/Pz8R0ev1DfdAAAAAAKBxEOD/j/z8/Hnz5i1btqy8vLyOYRkZGRkZGTt37pwxY8akSZM+/vhjDw+PRivSNuzcuVNECgoK3njjDRHx9/ePiYl5+umnRcTb2/vVV1+t41jlCoi7WV7+5s2bItKyZct6qRkAAAAArIgA/79+//33yMjIS5cumW9xcnLy8/Pz9vZ2dnbW6XS3b98uLi7W6/VXrlwpKioSkbKysq+//nr37t0//fRT586drVe7Kmk0Gn9//549ez777LOjR49WlqC/G506dRKRpKSkO45MTEwUkdoWugMAAAAAFSHA/+n27dvDhg1T0ru3t/drr702fPjwHj16aLXa6oNNJlNqauqOHTtiYmLS0tIuXbo0YsSIY8eOOTk5NXrhKrZ48eJ33nnHggOjo6Pt7Ozi4+P/+OOPhx56qLZhJSUl//73v0Vk2LBhllcJAAAAAA8GvkbuT7GxscpS50OHDk1NTZ03b15ISEiN6V1ENBpNcHDwjBkzTp069eabb4pIamrqypUrG7VilWvfvr1l6V1EfHx8xo0bZzAYXn/9daPRWNuwv/71r3/88cdjjz321FNPWVglAAAAADwwOAP/p2+//VZEvL29N27cePcn0h0cHL788svjx48fOnRo/fr106ZNq8eS0tPTd+3aZcGB2dnZIlJRUVGPxdS7bt263c/hCxcu3L17944dO8aOHbtq1aoq3wtQVlb24YcfLlmyRKfTLVu2TFm7HgAAAABUjQD/p9TUVBEZPnz4vV4Gr9Foxo4de+jQofPnz9dvSdOmTdu2bZvFh2dmZtZjMfXF3t5eWSBQp9Pdz/34+vpu3bo1Ojp68+bNBw4cePPNNwcMGNC2bdv8/Pxff/11xYoVaWlpDg4Oa9asCQ0NrafaAQAAAMCaCPB/Ki4ulv+/vPm9cnV1FRFlWbt69N5777Vt29aCA/fv33/u3LmBAwfWbz31wry8v6en533e1eOPP3748OFJkyb99ttvc+fOnTt3buW9wcHBMTEx4eHh9/lbAAAAAOABQYD/k5+f37lz544cOWLBscpR9f6F8H379u3bt68FB06fPv3cuXNt2rSp33rql7Ozc/UbU1JSkpOT8/LyWrdu3b179x49etR9JwEBAQcOHNizZ8/mzZuTk5Nv3LjRqlWrrl27Pvvss8OHD6/81fEAAAAAoHYknD8NGTLk3Llzv/zyy8aNG0ePHn33Bx49enTVqlUiMmDAgAarznY4ODiUlZWZTKbVq1dPmzatQ4cOImIymdatWzd//vy0tLTKg/39/WfPnv3SSy/Z2dW12mJkZGRkZGSDlg0AAAAAVscq9H966623lE+/T5gw4f3337927dodD8nPz//ss8+eeuqp4uLiZs2aTZ06teHLVD1PT0+TyeTv75+fnz9z5kwRuXXr1siRI1944YW0tDRvb++xY8e+9dZb48aNa9eu3cWLFydOnDhs2LCCggJrFw4AAAAAVsYZ+D917Nhx6dKlr7/+enl5+aJFixYvXhwaGtqnT5+OHTv6+Pg4OzvrdLqysrLi4mK9Xn/58uUjR44kJCQYDAbl8IULF97xem9otdqMjIzg4OAtW7aEhIRs2rTp008/nTp16s6dO93d3ZcsWTJ+/HjzyXaTybRx48Zp06b99NNPI0aM2LVrV7NmzaxbPwAAAABYEQH+f02ZMqV58+bTpk3LyckpLy9PSEhISEi441EuLi5ffvnlyy+/3AgVPlA0Go3JZLqnQ4xGY7du3ZYtW5aTk9O3b99du3bNmDFj586dXl5ev/32W6dOnarc/5gxY8LCwiIiIn7++eeFCxfOmTOnXh8BAAAAAKgJl9D/H+PHjz9//vz8+fODg4PvODgoKGjOnDm///57E0zvInKv6V1EOnfufP369SeffPKJJ55QvuJ+69atIrJ27doq6d2sffv23377rUaj+eyzz/Ly8u6zZgAAAABQL87AV9W6des5c+bMmTPnypUrp0+fPnPmTE5Ozq1bt4qLix0dHVu0aOHp6RkUFNS9e/f27dtbu1iVOXfunIj4+vo+9NBD6enpmZmZFRUVIhITE/P44483b968xqMiIiIiIyN37969ffv2l156qVErBgAAAIAHBgG+Vn5+fn5+fkOGDLF2IbZj1KhRc+bM6d69u4jMmjVr4cKFIuLo6Lhp0ya9Xr9nzx4HB4caDxw6dOju3bsTEhII8AAAAACaLC6hRyPRaDQbN25U0ruIxMfHKxsLFizw8/M7cOD+KeLTAAAfTklEQVTArFmzajtWudhBr9c3Qp0AAAAA8GAiwMNCGo3mnsZrtVrz9nfffXfq1ClnZ2cRcXFx2bp1q729/VdffXXp0qUajy0qKhKR2q6xBwAAAICmgAAPC9nbV/38Rd2RvkWLFspGSkrKa6+9JiJRUVEicvTo0ZCQkAkTJty+ffs///lPjcceOXJERGpb6A4AAAAAmgICPCxkDuRmda9L7+XlZTQaY2Njn3jiidzc3Oeff/6jjz4Skc2bN+fn548aNUpE9u3bV/3AW7duffvttyISHR1db9UDAAAAgNoQ4GGhypfEKz/qdDrzj3Z2VadWQUGBj4/PlClTbt68OWHChLi4uG7dukVGRubm5k6fPr1z584icvXq1eq/aObMmVlZWREREaGhoQ3wOAAAAABAHViFHhYqLi6u/KPRaDQajSKi0WhMJpPy/XCVKUvQde3a9aOPPnruueeUGxcvXhwWFrZ69ery8nKpFvuNRuNf//rX5cuXOzo6fvHFFw33WAAAAADgwUeAh4Vu375t3lZCu7Jd+UL6yre3bNkyMTGxS5cule+kW7du69atGzNmTFxcnIjY2dmdOXPG29s7Kytr//79X3zxxZkzZxwcHP71r3+FhIQ0+EMCAAAAgAcYAR4WUpK5nZ1dRUWFedvR0VFZys5gMBiNxsphXqfTVUnvir/85S+//PLLwIEDCwsLz54927Vr18p7AwMDv/nmm4iIiIZ9MAAAAADwwCPAw0JardZoNFZeeb6ioqLKdfWVKV8aV6Nbt27dunVLp9MNHDjwwoULWVlZnp6eXbt2HTly5JgxY5o1a1bPpQMAAACACrGIHSzk4uIiIkajMTAw8JNPPnFzc6sywN/ff+XKlS1btlR+1Gg01T8YLyKJiYljxowxmUxz5szZvn17ampqbm7uuXPnvv/++xdeeIH0DgAAAAAKAjws1LZtW2WjpKRk2rRp2dnZx44di4uL++qrrzZs2HDhwoULFy4MGjTIYDAowy5fvty3b98dO3aYPzyflpY2Y8aMJ598MicnZ+TIkbNmzbLOIwEAAAAANeASeljI3v7PyfPHH3/07Nlz8+bNvXr16tWrl3lAfHz8uHHjzHHdyckpISFhyJAhOp3Oy8ursLAwLy9PRLRa7YwZMxYuXFj9m+cAAAAAAGYEeFhICfDKJ+EvXLjwyCOPhIWFRUZGurq6Xrt2bfv27WlpacpIZcxzzz3XrVu3DRs2nDhx4sqVKyLi4eExbNiwd999t3v37tZ8JAAAAACgBgR4WMjJyUlEKioq3NzccnNzRSQxMTExMbHKsA4dOly+fFlEHB0dZ86cOXPmzNLS0qysLBcXl9atWzd61QAAAACgVly0DAt5eHiIiMlkcnFxmTx5sk6nqzLA1dX13XffvX79uvJjq1atlA2dTufn50d6BwAAAIB7whl4WCggIEBE2rVrl56e/uOPP8bExHh7ex85ciQrK6tDhw6hoaG//PLLf/3Xf5WWlnbs2PHSpUuBgYHWLhkAAAAAVIwz8LDQsGHDRMRoNA4aNCgrK+vll18eN25cQkJCXl5efHz8wIEDZ8+eXVpaOmXKlMzMTDs7u+joaGuXDAAAAAAqRoCHhSIiIvr06aPX6zt16rR27dquXbvm5OTEx8fHxcXt3bu3tLT0qaee+uWXX65evWowGMaPH9+uXTtrlwwAAAAAKsYl9LCQRqNZtmxZRETE8uXLdTrd8ePHr1y5cvbs2by8PE9Pz5CQEGdn50mTJu3YsaNNmzaffPKJtesFAAAAAHXjDDws9+ijj8bFxel0usWLF3ft2vWHH37w8vIKDw9v0aLFP//5z4CAgM2bN7du3XrLli2+vr7WLhYAAAAA1I0z8Lgvzz//vK+v75QpU06fPv3ee+9V2duvX7/Y2FhluTsAAAAAwP0gwON+hYWFJScnb9u2bevWrWfOnMnNzfXy8urZs+fzzz8/YMAAa1cHAAAAADaCAI96oNVqR4wYMWLECGsXAgAAAAA2i8/AAwAAAACgAgR4AAAAAABUgAAPAAAAAIAKEOABAAAAAFABAjwAAAAAACpAgAcAAAAAQAUI8AAAAAAAqAABHgAAAAAAFSDAAwAAAACgAgR4AAAAAABUgAAPAAAAAIAKEOABAAAAAFABe2sXgIayYMGCr776qpF/aV5eXn5+vlar1Wg0jfyr8YAwmUxGo9HOzs7OjvcHmy6j0SgiWq3W2oXAaioqKioqKng5aMp4OYDwcgCRiooKk8nk7e2t0+nq/c6vX79e7/f54CPA26AOHTqISE5OTk5OjlUKKC8vt8rvxYPDaDQqr9loyioqKqxdAqyMlwPwcgDh5QAiGRkZDXTPGo1GyT5Nh8ZkMlm7BtS/9PR0q7xefvjhh+vXr58xY8awYcMa/7fjQZCUlPT++++HhoZ+9tln1q4FVjN48OCSkpIdO3Y4OTlZuxZYxyeffLJr164PPvggKirK2rXAOg4ePPjhhx+Gh4cvWLDA2rXAagYMGGA0Gvfs2WNvz1nDJmr+/Pn79u1bunTp0KFDG+L+nZycvL29G+KeH1j8Ldmm9u3bW+X3tmzZUkQCAwOffPJJqxQAqzMYDCLSunVr5kBTplwtGRER0aJFC2vXAutYvXq1iAQFBdEKmqyCggIRcXd3Zw40ZXZ2dkajsV+/fs2aNbN2LbCONm3aKP/t2LGjtWuxEXwqCQAAAAAAFSDAAwAAAACgAgR4AAAAAABUgAAPAAAAAIAKEOABAAAAAFABAjwAAAAAACpAgAcAAAAAQAUI8AAAAAAAqAABHgAAAAAAFSDAAwAAAACgAgR4AAAAAABUgAAPAAAAAIAKEOABAAAAAFABAjwAAAAAACpAgAcAAAAAQAUI8AAAAAAAqIC9tQuATWnZsqWItGrVytqFwGqUZ5850MS1atWqvLzcwcHB2oXAang5AC8HEJFWrVoZDAatVmvtQmA1vBzUO43JZLJ2DbAdhYWFv/76a1RUFJ26Kdu9e3fPnj3btGlj7UJgNampqQaDISQkxNqFwGoKCgoOHjwYFRVlZ8e1fk3Xrl27Hn30UQ8PD2sXAqs5ffq00Wjs2bOntQuB1eTl5SUmJkZFRWk0GmvXYiMI8AAAAAAAqADviwMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AYKFr166lp6dXVFRYuxBYDXMAAIDGRIBHPbh06dKMGTO6dOnSvHlzT0/Pfv36LV++/Pbt29auC41k+vTpmjs5fPiwtctEPSsvLw8ODu7QocONGzfuOJguYZPucg7QImzSnj17Jk2aFBQU1KpVKzc3t8cff/yVV1757bff6j6KVmBL7nUO0ApsTFlZ2dKlS0ePHt29e/fmzZt36tQpOjp67ty5+fn5dR9IH7hfJuD+xMTEODk5VZ9aXbt2vXTpkrWrQ2MYNmzYHVtNYmKitctEPdu+fbvy5Or1+rpH0iVs1V3OAVqEjcnLyxs5cmRtT+WLL76YnZ1d44G0Apth2RygFdiSw4cPd+vWrcYn0d3dfdWqVbUdSB+4fxqTyXTHvyWgNuvWrXvhhReUWdSvX7/Q0NDCwsIffvhBr9eLSMeOHY8dO+bq6mrtMtGwgoODU1NTW7RoERQUVNuY1atX19booUZFRUWhoaFnzpwREb1e7+XlVdtIuoStuvs5QIuwJeXl5YMHD96zZ4+IaDSa/v379+7d22AwHD9+/MCBA8qYZ555ZseOHRqNpvKBtAKbYfEcoBXYjOzs7MDAwLy8PBHx8vIaOnSor69vRkbG/v37z58/LyIajWbv3r39+/evciB9oH5Y9e0DqFtubq6Hh4eIaLXa9evXm28vLi6Ojo5WJtg777xjxQrRCIxGo06nE5HnnnvO2rWgkfz88899+/Y1v47UcfaVLmGr7n4O0CJsTExMjPKkOzg4xMfHV961e/futm3bKnu//PLLyrtoBbbEsjlAK7AlkydPVp7lV155paSkxHx7WVnZzJkzlV1+fn4Gg6HyUfSB+kKAh+Xmz5+v/LG99957VXbl5+crHdze3v6Ol9dC1dLT05Vp8MEHH1i7FjSsL774YujQoT4+PlXeCK7jb5wuYWMsmAO0CBtjPju6efPm6nt37dqlnHR1c3MrLy83304rsCWWzQFagc0oKChQnuIuXbqUlZVV2Ws0Gnv37q0818eOHau8iz5QX1jEDpbbsGGDiNjb20+fPr3KrlatWr3++usiUl5e/v3331uhODSWCxcuKBsBAQHWrQQN7fvvv//xxx8zMzPv/hC6hI2xYA7QImxJWlra6dOnRaRHjx7PPfdc9QGDBg167LHHRCQ3N/f48ePm22kFNsPiOUArsBmpqakmk0lExowZY29vX2WvnZ1dVFSUsn3y5MnKu+gD9YUADwtduXIlJSVFREJDQ729vasPGD58uLIRHx/fqJWhcZlfkgMDA61bCRra+PHjP6jk4Ycfrns8XcL23OscEFqEbTl79qyyUfkDFFWEhIQoG+Y3emgFtsSyOSC0AhuiLH0iIrW9BLi5uSkbWVlZ5hvpA/Wo6rsmwF1S3n8VkT59+tQ4oEePHk5OTiUlJcqfK2xV5ffUi4qKjh49mpaWduvWLR8fn379+tXYo6FSU6ZMqfxjcnLy77//Xsd4uoTtudc5ILQI21JQUODo6CgiHTt2rG1MSUmJstGmTRtlg1ZgSyybA0IrsCEDBw5UviywtsUIzd8F6O/vb76RPlCPCPCwkPntt9o6uFar9fPzO3fuXHp6enFxsbOzcyNWh8ajvCQ7OTlt2LBhwYIF169fN+/SaDQTJkxYunSp+b1YNCl0CQgtwra8+OKLL774Yh0DysrKfv75ZxHRaDTmE620Alti2RwQWoEN8fX19fX1rW3v3r17lVPoHh4e5qXphD5Qr7iEHhbKyclRNup401TZZTKZcnNzG6ksNDrlJbmkpOSdd96p/HosIiaTae3atcHBwfv377dSdbAmugSEFtHE/OMf/7h69aqIjBw50t3dXbmRVtCk1DgHhFZg0w4ePLhjx47Y2NiJEydGRUUVFhbqdLr//Oc/lUM4faAeEeBhoVu3bikbzZs3r22M+e/WPBg2xmQyXbx4Udl2d3f/8ssvr1y5olz+tGrVqnbt2olIVlbWhAkTCgsLrVoprIAuAVpEk7Js2bIPP/xQRHQ63dy5c8230wqajtrmAK3Atg0dOnTIkCFTpkxZs2ZNeXl57969jx8/PmjQoMpj6AP1iAAPCxUXFysbyrd61si8i79DW5WZmanMhI4dO544ceKtt9566KGHHB0dg4ODJ06cePr06bCwMBHJyMiYNWuWtYtFY6NLgBbRRFy6dCk6Ovqtt94ymUx2dnZr167t0aOHeS+toCmoew7QCpqUY8eOzZ49u8oKKfSBekSAh4WUJUxEpKysrLYxt2/fVjbq+FuFqrVt2zY7Ozs7OzslJeWhhx6qstfV1XXFihV2dnYisnLlyqKiImvUCKuhS4AWYfOKiormzJkTHBz8008/iYibm9umTZuef/75ymNoBbbtbuYArcC26fX6oqKitLS0bdu29e/fv6KiYsuWLeHh4efPnzePoQ/UIwI8LNSiRQtlw/yOWnXmXS4uLo1RExqdVqt1d3d3d3c39+UqHnnkkfDwcBG5ffu2eVVSNBF0CdAibNuWLVu6dOny8ccfl5aWisizzz6bkpIycuTIKsNoBTbsLucArcC26XQ6Z2fngICAYcOG7du3b+rUqSJy7dq1OXPmmMfQB+oRAR4W8vT0VDb0en1tY8y7WFa0KTN/y0jl74NFU0CXwN2gRajRzZs3x4wZM3LkyD/++ENEevXqtW/fvi1btrRt27b6YFqBTbqnOXA3aAU24/PPP1feqdm8eXN5eblyI32gHvE1crBQ586dlY3Lly/XOMBkMl25ckVEfHx8WrZs2WiF4UHj5eWlbGg0GutWgkZGl8DdoEWoTn5+fr9+/U6dOiUibm5u//3f//3SSy/V8fTRCmzPvc6Bu0ErUIukpCSTyeTo6NizZ88aBzg5OQUHBx8/ftxoNGZkZLRv317oA/WKAA8Lde/eXdk4cuRIjQNSU1OVTzGZR8L2HDt2zGAwaDSaJ554orYx5oVnLX5XHipFlwAtwvYYDIa//OUvSnJ75pln1qxZc8cnjlZgYyyYA7QCWzJ69Oj09PTmzZvfvHlTWbmgOgcHB2XD/Il3+kA94hJ6WKhDhw7KxU4JCQn5+fnVB+zcuVPZGDJkSKNWhkY0e/bsiIiI8PDwpKSkGgdUVFQcPXpURJo1axYaGtq41cHK6BKgRdieuXPnHjhwQETGjx//448/3k3WohXYGAvmAK3Alijn0ouKiiqvUVeZyWRKSUkREa1W6+Pjo9xIH6hHBHhYbtSoUSJiMBhWrlxZZVdZWdnXX38tIvb29iNGjLBCcWgUUVFRysbf//73Ggd8/fXXSn8fNWoUS5I0QXSJJo4WYWOKi4tjY2NFxN/fPzY21t7+bi/kpBXYDMvmAK3AlkRGRiobn3/+eY0DVq5cWVhYKCIRERHmr3YX+kA9MgGWys7OVppsixYtjh49ar69oqLi7bffVibYa6+9ZsUK0dAKCgratGmjPNfvvvtuSUmJeVdFRUVMTIyy6Gjr1q31er0V60RDMP+DrI4nly5h2+44B2gRNmbVqlXKs7lo0aJ7OpBWYDMsmwO0Alty/fp1JZZrNJqlS5eWl5dX3rtx40blj12r1R46dKjyLvpAfdGYTKZ6fUMATcvq1asnTZokIs7OzpMnT37ssccKCgrWr1+fkJAgIg8//HBSUpKHh4e1y0QD2rp166hRo5RVRtu1axcZGdmuXbsrV64cPXr07NmzypjVq1e/8sor1qwSDWDw4MHKBW96vd68+FB1dAkbdjdzgBZhS954440VK1aISPfu3d3d3eseHBsb6+/vb/6RVmAbLJ4DtAJbsmrVqsmTJyvbgYGBoaGhfn5+er3++PHjycnJyu3z5s3729/+VuVA+kD9sPY7CFC9RYsW1XgBVVBQUGpqqrWrQ2P44YcfavsIXMuWLf/9739bu0A0iLs5A6+gS9iqu5wDtAib8cwzz9z9vzCTk5OrHE4rsAH3MwdoBbZk6dKlOp2uxmfT1dW1+pl5M/rA/eMMPOrByZMnly9fvnfv3oyMjObNm3fq1Gns2LGvvfZa5c+9wLYVFhb+61//+uGHH1JTU2/cuOHi4hIQEBAdHT116tQ7vkMPlbrLM/AKuoRNuvs5QIuwDYGBgbUtW1VdcnJy9W+ZohWo3X3OAVqBLbl48WJcXFx8fPzVq1fz8/OVZep69Ojx9ttv130WnT5wnwjwAAAAAACoAKvQAwAAAACgAgR4AAAAAABUgAAPAAAAAIAKEOABAAAAAFABAjwAAAAAACpAgAcAAAAAQAUI8AAAAAAAqAABHgAAAAAAFSDAAwAAAACgAgR4AAAAAABUgAAPAAAAAIAKEOABAAAAAFABAjwAAAAAACpAgAcAAAAAQAUI8AAAAAAAqAABHgAAAAAAFSDAAwAAAACgAgR4AAAAAABUgAAPAAAAAIAKEOABAAAAAFABAjwAAAAAACpAgAcAAAAAQAUI8AAAAAAAqAABHgAAAAAAFSDAAwAAAACgAgR4AAAAAABUgAAPAAAAAIAKEOABAAAAAFABAjwAAAAAACpAgAcAAAAAQAUI8AAAAAAAqAABHgAAAAAAFSDAAwAAAACgAgR4AAAAAABUgAAPAAAAAIAKEOABAAAAAFABAjwAAAAAACpAgAcAAAAAQAUI8AAAAAAAqAABHgAAAAAAFSDAAwAAAACgAgR4AAAAAABUgAAPAAAAAIAKEOABAAAAAFABAjwAAAAAACpAgAcAAAAAQAUI8AAAAAAAqAABHgAAAAAAFSDAAwAAAACgAgR4AAAAAABUgAAPAAAAAIAKEOABAAAAAFABAjwAAAAAACpgb+0CAACATSkrK1u+fPnBgwdTU1MvXbrk7e3duXPnRx99dPr06a6urtauDgAAFdOYTCZr1wAAAGxEUlLS5MmTT58+XX2Xu7v7okWLJk6c2PhVAQBgGwjwAACgfmRnZwcGBubl5YmIl5fX0KFDfX19MzIy9u/ff/78eRHRaDR79+7t37+/tSsFAECVCPAAAKB+vPrqq998842IvPLKKytWrHB0dFRuLy8vnz179qeffioifn5+aWlpOp3OmoUCAKBOBHgAAFAPbt686erqajKZunTp8j//8z/29v9nnZ2KioqwsLAjR46IyLFjx3r16mWlMgEAUDFWoQcAAPUgNTVVOSswZsyYKuldROzs7KKiopTtkydPNnZxAADYBAI8AACoymg0hoaGajQarVZ76NCh6gPWrFmj0Wg0Go15UbozZ84oGw8//HCN9+nm5qZsZGVlNUDJAADYPi6hBwAANThz5kyvXr1KS0uDgoKSk5Mrf2pdr9cHBwfn5eX5+fmdOnWqZcuWInL16tX09HQRCQoKcnd3r36H48aNW79+vYhs3Lhx1KhRjfU4AACwHZyBBwAANQgODv7oo49E5OzZs/Pnz6+864033sjLy9NoNKtXr1bSu4j4+vqGh4eHh4fXmN737t0bHx8vIh4eHtHR0Q1fPgAANogz8AAAoGZGozE8PPzw4cP29vZJSUkhISEismnTptGjR4vIO++8s2TJkjoOP3jw4M2bNzMyMg4ePLh27dry8nKdTrdt27ZBgwY10gMAAMC2EOABAECtzp49GxISYjAYHnnkkSNHjhQUFAQHB1+/fr1z584nTpxwcnKq49jWrVvn5+ebf+zdu/eaNWuCg4MbvmoAAGyTdt68edauAQAAPKA8PDwcHR13796t1+t1Ol1cXFxiYqK9vX18fHz79u3rPvbTTz81GAzmH/V6fWZmZmhoaOvWrRu4agAAbBNn4AEAQF0qKioiIiIOHTpkb29fXl4uInPnzlU+Hl+30tJSo9GYkZFx9uzZxYsX//zzzyLi7e29f//+gICABq8bAACbQ4AHAAB3kJaW9sgjj5SUlIhIr169EhMTmzVrdq938sYbb6xYsUJExowZoyxHDwAA7gmr0AMAgDsIDAwMDw9Xtp9++mkL0ruIfP75546OjiKyefNm5Uw+AAC4JwR4AABwBxs3btyzZ4+yvWTJkhMnTlQfk5SUdPjw4ZMnT9Z2J05OTsoKdsp19Q1UKgAANowADwAA6qLX66dOnSoinTt3Vj4GP3HixLKysirDRo8eHRYWFh4eXlFRUdtdOTg4KBvVDwcAAHdEgAcAAHV59dVXc3NzmzVrtmHDhvfff19ETp48+cknn1QZ1rlzZxEpKio6f/58jfdjMplSUlJERKvV+vj4NHDVAADYIAI8AACoVWxsbHx8vIh88MEHPXv2nDt3rhLUFyxYcOrUqcojIyMjlY3PP/+8xrtauXJlYWGhiERERDg7Ozds3QAA2CJWoQcAADW7fPlyjx49CgsLg4ODT5w4oVwA/+uvvz711FMmk+nRRx9VvhNeGXzjxo0OHToUFxdrNJolS5a8+eabWq3WfFebNm2aPHlyYWGhVqv97bffwsLCrPOQAABQMwI8AACogclk6t+///79++3s7BISEvr06WPeNXXq1H/+858i8ve//33WrFnm21etWjV58mRlOzAwMDQ01M/PT6/XHz9+PDk5Wbl93rx5f/vb3xrxcQAAYDsI8AAAoAaLFy+ePn26iEyfPr3KVfE3b94MDg7OyMjQ6XQnTpzo0qWLedcXX3zx/vvvl5aWVr9DV1fXjz76qMqZeQAAcPcI8AAAoKrU1NRevXoZDIaOHTueOnWq+kfWt23bNnz4cBHp06dPQkKCnd3/rqpz8eLFuLi4+Pj4q1ev5ufnd+jQISgoqEePHm+//baHh0ejPgwAAGwLAR4AAAAAABVgFXoAAAAAAFSAAA8AAAAAgAoQ4AEAAAAAUAECPAAAAAAAKkCABwAAAABABQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACBHgAAAAAAFSAAA8AAAAAgAoQ4AEAAAAAUAECPAAAAAAAKkCABwAAAABABQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACBHgAAAAAAFSAAA8AAAAAgAoQ4AEAAAAAUAECPAAAAAAAKkCABwAAAABABQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACBHgAAAAAAFSAAA8AAAAAgAoQ4AEAAAAAUAECPAAAAAAAKkCABwAAAABABQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACBHgAAAAAAFSAAA8AAAAAgAoQ4AEAAAAAUAECPAAAAAAAKkCABwAAAABABQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACBHgAAAAAAFSAAA8AAAAAgAoQ4AEAAAAAUAECPAAAAAAAKkCABwAAAABABQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACBHgAAAAAAFTg/wFxW8Zq2vTYhAAAAABJRU5ErkJggg==)
Now that we’ve build our two models let’s examine the model fits and
the statistical significance of the explanatory variables.
summary(mod1)
##
## Call:
## lm(formula = y ~ x1, data = sim_data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -12.334 -4.164 -1.744 1.511 88.076
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 8.0261 0.5752 13.954 <2e-16 ***
## x1 1.0967 0.9862 1.112 0.266
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 8.589 on 898 degrees of freedom
## Multiple R-squared: 0.001375, Adjusted R-squared: 0.0002632
## F-statistic: 1.237 on 1 and 898 DF, p-value: 0.2664
We noticed that there was a large outlier in the previous plot. Let’s
run model diagnostics to see if we should consider dropping that
variable.
par(mfrow=c(2,2))
plot(mod1)
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par(mfrow=c(1,1))
From the diagnostic plots you can see observations 26, 85, and 88 are
consistently identified as having abnormally large residual values
(Residuals vs Fitted plot), they cause the residuals to diverge from an
expectation under normality (Normal Q-Q plot), and lastly they exert too
much leverage (i.e., control on the slope of the regression, Residuals
vs Leverage plot).
Here is a case where if this was an actual analysis we would check to
make sure these values are not mistakes. Let’s drop these points and
examine the changes in the model statistics.
sim_data_sub <- sim_data[-c(26, 85, 88), ]
#verify that one observation was removed
dim(sim_data)
## [1] 900 4
dim(sim_data_sub)
## [1] 897 4
#refit model to reduced data
mod3_sub <- lm(y ~ x3, data=sim_data_sub)
summary(mod3)
##
## Call:
## lm(formula = y ~ x3, data = sim_data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -10.1071 -2.2041 -0.0316 2.2882 12.1010
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 5.94151 0.12502 47.52 <2e-16 ***
## x3 2.97661 0.04511 65.99 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3.554 on 898 degrees of freedom
## Multiple R-squared: 0.8291, Adjusted R-squared: 0.8289
## F-statistic: 4355 on 1 and 898 DF, p-value: < 2.2e-16
summary(mod3_sub)
##
## Call:
## lm(formula = y ~ x3, data = sim_data_sub)
##
## Residuals:
## Min 1Q Median 3Q Max
## -10.1068 -2.2200 -0.0314 2.2866 12.1012
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 5.94127 0.12534 47.40 <2e-16 ***
## x3 2.97747 0.04517 65.91 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3.557 on 895 degrees of freedom
## Multiple R-squared: 0.8292, Adjusted R-squared: 0.829
## F-statistic: 4345 on 1 and 895 DF, p-value: < 2.2e-16
So it appears that \(R^2\) is highly
sensitive to outliers but the \(\beta\)
coefficients are more robust.
Exercise
Create a single plot that displays the model of y given x3 before and
after the outliers were removed. How much to they visually differ from
one another. Modify the arguments to abline()
including
lty
and lwd
.
[Show answer]
plot(y ~ x3, data=sim_data)
points(y ~ x3, data=sim_data_sub, col='dodgerblue', pch=19)
abline(mod3)
abline(mod3_sub, col='dodgerblue', lwd=2)
legend('topleft', c('fit with all data', 'fit w/o outliers'),
col=c('black', 'dodgerblue'), pch=c(1, 19), lty=1,
lwd=c(1,2), bty='n')
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)
Multiple regression
So far we have only examined models with a single variable but by
design we know that y is influenced by three variables. Let’s include
all the relevant explanatory variables in one model now.
mod_main <- lm(y ~ x1 + x2 + x3, data=sim_data)
summary(mod_main)
##
## Call:
## lm(formula = y ~ x1 + x2 + x3, data = sim_data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -10.5652 -1.9274 -0.0122 1.9385 11.1587
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -0.12607 0.38847 -0.325 0.746
## x1 2.03852 0.35835 5.689 1.73e-08 ***
## x2 1.01568 0.06629 15.323 < 2e-16 ***
## x3 2.99037 0.03961 75.500 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3.118 on 896 degrees of freedom
## Multiple R-squared: 0.8687, Adjusted R-squared: 0.8682
## F-statistic: 1976 on 3 and 896 DF, p-value: < 2.2e-16
coefficients(mod_main)
## (Intercept) x1 x2 x3
## -0.126067 2.038523 1.015678 2.990369
Notice that in the output above the coefficient estimates are close
to what we set them at when we created the variable y
.
Home Page - http://dmcglinn.github.io/quant_methods/ GitHub Repo -
https://github.com/dmcglinn/quant_methods