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Week6_MissingData.html
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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<meta name="generator" content="pandoc" />
<meta http-equiv="X-UA-Compatible" content="IE=EDGE" />
<meta name="viewport" content="width=device-width, initial-scale=1" />
<meta name="author" content="Joshua F. Wiley / Michelle Byrne" />
<meta name="date" content="2023-03-17" />
<title>Missing Data</title>
<script>// Pandoc 2.9 adds attributes on both header and div. We remove the former (to
// be compatible with the behavior of Pandoc < 2.8).
document.addEventListener('DOMContentLoaded', function(e) {
var hs = document.querySelectorAll("div.section[class*='level'] > :first-child");
var i, h, a;
for (i = 0; i < hs.length; i++) {
h = hs[i];
if (!/^h[1-6]$/i.test(h.tagName)) continue; // it should be a header h1-h6
a = h.attributes;
while (a.length > 0) h.removeAttribute(a[0].name);
}
});
</script>
<style type="text/css">@font-face {
font-family: "et-book";
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format("truetype");
font-weight: normal;
font-style: normal
}
@font-face {
font-family: "et-book";
src: 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) format("truetype");
font-weight: normal;
font-style: italic
}
@font-face {
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) format("truetype");
font-weight: bold;
font-style: normal
}
@font-face {
font-family: "et-book-roman-old-style";
src: 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gRbIF3gIrsAMrRLAHIEWyBoYCK7ADK0SwCCBFsgdIAiuwAytEsAkgRbIIKgIrsAMrRLAKIEWyCSgCK7ADK0QBsAsgRbADK0SwDSBFsgskAiuxA0Z2K0SwDCBFsg0QAiuxA0Z2K0SwDiBFugALf/8AAiuxA0Z2K0SwDyBFsg44AiuxA0Z2K0RZsBQrAAAAAVMeclAAAA==) format("truetype");
font-weight: normal;
font-style: normal;
}
body { font-family: et-book, Palatino, "Palatino Linotype", "Palatino LT STD", "Book Antiqua", Georgia, serif; }
.numeral, .sidenote-number { font-family: et-book-roman-old-style; }
</style>
<style type="text/css">body {
background-color: #fffff8;
}
</style>
<style type="text/css">h1, h2, h3.subtitle { font-style: italic; }
</style>
<style type="text/css">
@charset "UTF-8";
html { font-size: 15px; }
body { width: 87.5%;
margin-left: auto;
margin-right: auto;
padding-left: 12.5%;
color: #111;
max-width: 1400px;
counter-reset: sidenote-counter; }
h1.title { font-weight: 400;
font-style: normal;
margin-top: 4rem;
margin-bottom: 1.5rem;
font-size: 3.2rem;
line-height: 1; }
h1 {
font-weight: 400;
margin-top: 2.1rem;
margin-bottom: 0;
font-size: 2.2rem;
line-height: 1; }
h2 {
font-weight: 400;
font-size: 1.7rem;
margin-top: 2rem;
margin-bottom: 0;
line-height: 1; }
h3.subtitle {
font-weight: 400;
margin-top: 1rem;
margin-bottom: 1rem;
font-size: 1.8rem;
display: block;
line-height: 1; }
h4.author, h4.date {
font-size: 1.4rem;
font-weight: 400;
margin: 1rem auto;
line-height: 1;
}
.danger { color: red; }
article { position: relative;
padding: 5rem 0rem; }
section { padding-top: 1rem;
padding-bottom: 1rem; }
p, ol, ul { font-size: 1.4rem; }
p { line-height: 2rem;
margin-top: 1.4rem;
margin-bottom: 1.4rem;
padding-right: 0;
vertical-align: baseline; }
blockquote { font-size: 1.4rem; }
blockquote p { width: 50%; }
blockquote footer { width: 50%;
font-size: 1.1rem;
text-align: right; }
ol, ul { width: 45%;
-webkit-padding-start: 5%;
-webkit-padding-end: 5%; }
li { padding: 0.5rem 0; }
table {
border-top: 2px solid #111;
border-bottom: 2px solid #111;
font-size: 1.1rem;
}
th {
border-bottom: 1px solid #111;
}
div.figure {
padding: 0;
border: 0;
font-size: 100%;
font: inherit;
vertical-align: baseline;
max-width: 55%;
-webkit-margin-start: 0;
-webkit-margin-end: 0;
margin: 0 0 3em 0;
}
a:link, a:visited { color: inherit; }
a:link { text-decoration: none;
background: -webkit-linear-gradient(#fffff8, #fffff8), -webkit-linear-gradient(#fffff8, #fffff8), -webkit-linear-gradient(#333, #333);
background: linear-gradient(#fffff8, #fffff8), linear-gradient(#fffff8, #fffff8), linear-gradient(#333, #333);
-webkit-background-size: 0.05em 1px, 0.05em 1px, 1px 1px;
-moz-background-size: 0.05em 1px, 0.05em 1px, 1px 1px;
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<h1 class="title toc-ignore">Missing Data</h1>
<h4 class="author">Joshua F. Wiley / Michelle Byrne</h4>
<h4 class="date">2023-03-17</h4>
<div id="TOC">
<ul>
<li><a href="#missing-data-multiple-imputation" id="toc-missing-data-multiple-imputation"><span class="toc-section-number">1</span> Missing Data: Multiple
Imputation</a>
<ul>
<li><a href="#multiple-imputation-mi-theory" id="toc-multiple-imputation-mi-theory"><span class="toc-section-number">1.1</span> Multiple Imputation (MI)
Theory</a></li>
<li><a href="#multiple-imputation-steps" id="toc-multiple-imputation-steps"><span class="toc-section-number">1.2</span> Multiple Imputation Steps</a></li>
<li><a href="#mi-in-r" id="toc-mi-in-r"><span class="toc-section-number">1.3</span> MI in <code>R</code></a></li>
<li><a href="#multiple-imputation-comparison-sensitivity-analysis" id="toc-multiple-imputation-comparison-sensitivity-analysis"><span class="toc-section-number">1.4</span> Multiple Imputation Comparison
(Sensitivity Analysis)</a></li>
</ul></li>
<li><a href="#summary-table" id="toc-summary-table"><span class="toc-section-number">2</span> Summary Table</a></li>
</ul>
</div>
<p>Download the raw <code>R</code> markdown code: <a href="https://github.com/michellebyrne1/MonashHonoursStatistics" class="uri">https://github.com/michellebyrne1/MonashHonoursStatistics</a></p>
<pre class="r"><code>options(digits = 2)
## There are two new packages: (1) mice (2) VIM
## both are used for missing data.
## some people have reported also needing the zip pkg
# install.packages("zip") before the other packages install correctly
library(data.table)
library(JWileymisc)
library(mice)</code></pre>
<pre><code>##
## Attaching package: 'mice'</code></pre>
<pre><code>## The following object is masked from 'package:stats':
##
## filter</code></pre>
<pre><code>## The following objects are masked from 'package:base':
##
## cbind, rbind</code></pre>
<pre class="r"><code>library(VIM)</code></pre>
<pre><code>## Loading required package: colorspace</code></pre>
<pre><code>## Loading required package: grid</code></pre>
<pre><code>## VIM is ready to use.</code></pre>
<pre><code>## Suggestions and bug-reports can be submitted at: https://github.com/statistikat/VIM/issues</code></pre>
<pre><code>##
## Attaching package: 'VIM'</code></pre>
<pre><code>## The following object is masked from 'package:datasets':
##
## sleep</code></pre>
<pre class="r"><code>library(ggplot2)</code></pre>
<div id="missing-data-multiple-imputation" class="section level1" number="1">
<h1><span class="header-section-number">1</span> Missing Data: Multiple
Imputation</h1>
<p>Missing data are very common, but also problematic</p>
<ul>
<li>Results from the non-missing data may be biased</li>
<li>Missing data cause a loss of efficiency</li>
</ul>
<p>The easiest approach to “address” missing data is to only analyse
complete cases (i.e., list-wise deletion). This often leads to
inefficiency (e.g., discarding data on X and Z because observation on
variable Y are missing). Also, list wise deletion may bias results
unless the data are missing completely at random (MCAR).</p>
<p>Missing data often are classified:</p>
<ul>
<li>Missing completely at random (MCAR) when the missingness mechanism
is completely independent of the estimate of our parameter(s) of
interest.</li>
<li>Missing at random (MAR) when the missingness mechanism is
<em>conditionally</em> independent of the estimate of our parameter(s)
of interest</li>
<li>Missing not at random (MNAR) when the missingness mechanism is
associated with the estimate of our parameter(s) of interest</li>
</ul>
<p><strong>When data are missing completely at random (MCAR)</strong>,
listwise deletion will yield unbiased estimates of the true parameter(s)
if the data had not been missing.</p>
<p><strong>When data are missing at random (MAR)</strong>, it is
possible to recover unbiased estimates if the right other variables are
present. Our lecture example will be an example of MAR (see below). When
people had high stress, we set their positive affect values to missing.
So the missing data mechanism was stress. Now, because stress and
positive affect were correlated, low positive affect values were more
likely to be missing. Thus, the complete cases only provide a biased
sample. However, we DID have stress measured, and this was actually the
cause of the missingness. So, if we condition on stress, we can obtain
unbiased results for positive affect. This is MAR. The data are biased
if using complete cases, but there exists some other or combination of
other variables that, if conditioned correctly on, can recover unbiased
estimates from the data despite missingness.</p>
<p><strong>When data are missing not at random (MNAR)</strong>, you
cannot recover unbiased estimates. A simple example of this would be if
less happy people were more likely to be missing. So rather than stress
driving missingness, its actually the positive affect scores driving
missingness on positive affect. The data we would need to recover
unbiased estimates (positive affect) is then itself missing and so we
have no ability to adjust for it. We often talk about this based on
whether the parameter(s) we are interested in estimating are also causes
(or not) of the missingness. If mean positive affect is a cause of
missingness, then mean positive affect will be MNAR. If mean stress is a
cause of missingness on mean positive affect and we have stress, then
mean positive affect will be MAR. If age is a cause of missingness on
positive affect BUT mean age is unrelated to mean positive affect, mean
positive affect is MCAR because even though data are systematically
missing, for the parameter we care about (mean positive affect) it is
completely random relative to the missingness.</p>
<p>Our parameters may be anything, such as a mean, a standard deviation,
a regression coefficient, etc. We will explore <strong>multiple
imputation (MI)</strong> as one robust way to address missing data.</p>
<div id="multiple-imputation-mi-theory" class="section level2" number="1.1">
<h2><span class="header-section-number">1.1</span> Multiple Imputation
(MI) Theory</h2>
<p>Multiple imputation is one robust way to address missing data. It
involves generate multiple, different datasets where in each one,
different, plausible values are imputed for the missing data, resulting
in each imputed dataset have “complete” data since missing data are
filled in by predictions.</p>
<p>As the problem with missing data is very generic and impacts every
statistic, even the most basic decriptive statistics, we need a general
language for talking about it.</p>
<ul>
<li>Let <span class="math inline">\(Q\)</span> be some population value
(e.g., a mean, a regression coefficient).</li>
<li>Let <span class="math inline">\(\hat{Q}\)</span> be an estimate of
<span class="math inline">\(Q\)</span> with some estimate of uncertainty
due to sampling variation, calculated typically in each imputed
dataset.</li>
<li>Let <span class="math inline">\(\bar{Q}\)</span> be the average of a
set of estimates, <span class="math inline">\(\hat{Q}\)</span> across
different imputed datasets, with some estimate of uncertainty both due
to sampling variation impacting <span class="math inline">\(\hat{Q}\)</span> and missing data uncertainty
(causing variation in <span class="math inline">\(\hat{Q}\)</span> from
one imputed dataset to the next.</li>
</ul>
<p>We will not discuss how to estimate <span class="math inline">\(\hat{Q}\)</span> as this is specific to the
analysis being performed (e.g., mean, regression coefficient, mean
difference from t-test, etc.). It does not really matter for the purpose
of MI. All we need is an estimate and (valid) standard error.</p>
<p>The general steps in MI are as follows:</p>
<ol style="list-style-type: decimal">
<li>Start with the incomplete data (the raw dataset with missing
data).</li>
<li>Generate <span class="math inline">\(m\)</span> datasets with no
missingness, by filling in <em>different</em> plausible values for any
missing data. We will discuss this more later.</li>
<li>Perform the analysis of interest on <strong>each</strong> imputed
dataset. That is, the analysis of interest is repeated <span class="math inline">\(m\)</span> times. This generates <span class="math inline">\(m\)</span> different <span class="math inline">\(\hat{Q}\)</span> estimates and associated standard
errors.</li>
<li>Pool the results from the analyses run on each imputed dataset to
generate an overall estimate, <span class="math inline">\(\bar{Q}\)</span>.</li>
</ol>
<p>Previously in statistics, we have grown accustomed to reporting <span class="math inline">\(\hat{Q}\)</span>, whether that be a mean,
correlation, regression coefficient, or any other statistic of interest.
With missing data addressed using MI, we instead report <span class="math inline">\(\bar{Q}\)</span>, which is defined as:</p>
<p><span class="math display">\[ \bar{Q} = \frac{1}{m}\sum_{i =
1}^{m}\hat{Q}_{i} \]</span></p>
<p>This is simply the average of the <span class="math inline">\(\hat{Q}\)</span> estimates from each individual
imputed dataset. What is more unique and forms an important difference
between multiple imputation and other simpler methods (e.g., single mean
imputation) is the variance estimate.</p>
<p>Let <span class="math inline">\(\hat{V}_{i}\)</span> be the variance
estimate (e.g., squared standard error) for the <span class="math inline">\(ith\)</span> imputed dataset for <span class="math inline">\(\hat{Q}_{i}\)</span>. Then:</p>
<p><span class="math display">\[ \bar{V} = \frac{1}{m}\sum_{i =
1}^{m}\hat{V}_{i} \]</span></p>
<p><span class="math inline">\(\bar{V}\)</span> is the average
uncertainty estimate of <span class="math inline">\(\hat{Q}\)</span>
across the multiply imputed datasets.</p>
<p>However, there is another source of uncertainty in our estimate of
<span class="math inline">\(\bar{Q}\)</span>. The between imputed
dataset variation, which is:</p>
<p><span class="math display">\[ B = \frac{1}{m - 1}\sum_{i =
1}^{m}(\hat{Q}_{i} - \bar{Q})^2 \]</span></p>
<p><span class="math inline">\(B\)</span> captures the variance in the
estimates, <span class="math inline">\(\hat{Q}\)</span>. Because the
observed, non-missing data never change from one imputed dataset to
another, the only reason that <span class="math inline">\(\hat{Q}\)</span> will change is when the plausible
values imputed for the missing data change. Thus <span class="math inline">\(B\)</span> is an estimate of the uncertainty in
<span class="math inline">\(\bar{Q}\)</span> due to missing data.</p>
<p>Finally, for practical reasons we do not generate an infinite number
of imputed datasets. We could simply continue multiply imputing more
datasets, but this takes additional time. Because of this we do not have
the <em>population</em> of imputed datasets, instead we have a (random)
sample of all possible multiply imputed datasets. This results in some
simulation error which is added to the uncertainty in our <span class="math inline">\(\bar{Q}\)</span> estimate. Specifically, this
uncertainty is:</p>
<p><span class="math display">\[\frac{B}{m}\]</span></p>
<p>Now we finally have all the pieces to determine what the total
uncertainty in our average estimate, <span class="math inline">\(\bar{Q}\)</span> is:</p>
<p><span class="math display">\[T = \bar{V} + B +
\frac{B}{m}\]</span></p>
<p>Practically, this can be thought of as: the uncertainty in the
estimate of our statistic of interest from multiply imputed data, <span class="math inline">\(\bar{Q}\)</span> is due to: (1) sampling variation
<span class="math inline">\(\bar{V}\)</span>, (2) uncertainty in how we
imputed the missing data <span class="math inline">\(B\)</span>, and (3)
uncertainty because we did not generate an infinite number of imputed
datasets, <span class="math inline">\(\frac{B}{m}\)</span>. One
implication is that we can reduce the uncertainty somewhat, simply by
generating more imputed datasets. However, this yields diminishing
returns and slows analysis (remember, the analysis of interest must be
run separately <strong>on each imputed dataset</strong>. 100 imputed
datasets would mean running an analysis 100 times, which takes more than
running it for, say, 20 imputed datasets. In most cases, with modern
computers, people recommend 25 - 100 imputed datasets now.</p>
</div>
<div id="multiple-imputation-steps" class="section level2" number="1.2">
<h2><span class="header-section-number">1.2</span> Multiple Imputation
Steps</h2>
<p>The general process to generate multiply imputed using a robust
approach: fully conditional specification (FCS) or multiple imputation
through chained equations (mice) is:</p>
<ol style="list-style-type: decimal">
<li>Start with a raw dataset with missing data</li>
<li>Fill in the missing data values with <strong>initial</strong>
estimates. <em>The first “fill in” estimates are generally fast and easy
to generate. For example, fill in missing using the median for each
variable or even random numbers within the observed data
range.</em></li>
<li>For each variable that has missing data, build a prediction model
from other variables. <em>Typically, all other variables in the dataset
being imputed are used in the prediction model, but it is possible to
use a subset. The most common case is to use Generalized Linear Models
(GLMs) as the prediction model, so linear regression for continuous
outcomes, logistic regression for binary outcomes, etc. However, any
prediction model can be used, including more complex methods such as
machine learning.</em></li>
<li>Use the model to predict the missing data. <em>At this step, the
average / best prediction from the model is used without capturing
uncertainty. That is because this is the dataset used to build the
“final” model for actually imputing the missing data. While we want
uncertainty in our imputations, we do not want the uncertainty in the
data used to build the imputation model.</em></li>
<li>Repeat steps 2 and 3 until the predicted complete dataset does not
vary within some tolerance from one iteration to the next, indicating
convergence.</li>
</ol>
<p>These steps may be easier to understand with a concrete example. Here
we setup a small dataset with age and inflammation.</p>
<pre class="r"><code>set.seed(12345)
x <- data.frame(Age = sort(round(runif(10, 30, 65))))
x$Inflammation <- rnorm(10, x$Age/10, sd = .2)
x$Missing <- as.logical(rep(FALSE:TRUE, c(9, 1))) # first indicate which (one) data point will be missing by creating a var called "missing"
scatterp <- ggplot(x, aes(Age, Inflammation)) +
stat_smooth(method = "lm", formula = y ~ x, se=FALSE) +
geom_point(aes(colour = Missing, size = Missing)) +
theme_classic() + theme(legend.position = c(.8, .2))
print(scatterp)</code></pre>
<pre><code>## Warning: Using size for a discrete variable is not advised.</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>## create a missing dataset (i.e., where we said we wanted the missing data to be, replace the value of inflammation with NA)
y <- x
y$Inflammation[y$Missing] <- NA</code></pre>
<p>Here is a for loop that iterates through filling in missing values,
first using the median and then based on linear regression. The graphs
following show the scatter plots with the filled in missing value at the
first iteration and then later iterations. Watch how the imputed missing
value changes from one iteration to the next and how with later
iterations, the amount of change gets smaller and smaller.</p>
<p>The goal behind iterating is to build a prediction model to impute
the missing data. However, building that model in the first place is
difficult when the data on which the model would be built are
(partially) missing. To deal with this, we iterate between predicting
the missing data and (re)building a model on the new dataset, now that
missingness has been imputed. Multiple iterations are required because
every time we generate new predictions to fill in the missing data, the
dataset on which the prediction model was built changes, so we must
rebuild the prediction model using the latest iteration of the dataset.
This process is repeated until the change from one iteration to the next
is very small. At that point, we say the results have
<strong>converged</strong>.</p>
<pre class="r"><code>## create an imputed dataset
yimp <- y
p <- vector("list", length = 10)
imps <- vector("numeric", length = 10)
# the first loop (i==1) uses the median, then subsequent loops build a linear model from the last loop (and extrapolate the next loop's missing value from that model)
for (i in 1:10) {
if (i == 1) {
imps[i] <- median(y$Inflammation, na.rm = TRUE)
} else if (i > 1) {
m <- lm(Inflammation ~ Age, data = yimp)
imps[i] <- fitted(m)[yimp$Missing]
}
yimp$Inflammation[yimp$Missing == TRUE] <- imps[i]
p[[i]] <- scatterp %+% yimp + ggtitle(sprintf("Iteration = %d", i))
if (i > 4) {
p[[i]] <- p[[i]] + coord_cartesian(xlim = c(55, 66), ylim = c(5.4, 7), expand=FALSE)
}
print(p[[i]]) # what we're printing here is a scatterplot of each loop
}</code></pre>
<p><img 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width="672" /></p>
<p>We can print out the imputed values too and see how those change.
This highlights how over iterations, there are big changes at first, and
with more iterations the changes are smaller and smaller. This is what
is meant by convergence where you converge to a final, stable value. We
could keep going by at some point we are close enough, we can stop. We
might decide,say, that once it does not change beyond the 2nd decimal
place, we stop.</p>
<pre class="r"><code>print(imps, digits = 5)</code></pre>
<pre><code>## [1] 5.3161 6.2708 6.5526 6.6358 6.6603 6.6676 6.6697 6.6703 6.6705 6.6706</code></pre>
<p>This gets us through Steps 2 to 5. The final step is to use those
final models to impute missing data, generating the desired number of
imputed datasets (e.g., 100).</p>
<p>This can be a rather complex step. Generating the average prediction
from, say, a linear regression is straight forward. However, that
average prediction does not take into account that the linear regression
model is uncertain in its prediction. To take uncertainty into account,
from parametric models like linear regression, we draw random values
from the predicted distribution. In the case of linear regression that
is: a normal distribution with mean equal to the average prediction and
standard deviation equal to the residual standard deviation. This both
takes the model into account but also by using the residual standard
deviation and drawing random numbers, we ensure that when generating
multiple imputed datasets, we don’t pretend we can fill in missing data
values perfectly. We fill them in with some error / uncertainty, which
is important for the MI to generate accurate standard errors, confidence
intervals and p-values. For non-parametric models, such as random forest
machine learning models, we do not have an assumed distribution so we
cannot draw random values from a distribution with some mean and
standard deviation estimate. Instead, uncertainty in predictions must be
captured in other ways, such as via bootstrapping. However, the details
of this are beyond the scope of this lecture. Finally, when doing
Bayesian modeling, the predicted values for missing data are very easily
drawn from the posterior distribution. A fact that means its fairly
common for MI to be implemented within a Bayesian framework, even if
behind the scenes.</p>
<p>Often, the prediction models are generalized linear models (GLMs),
such as linear regression. GLMs are familiar and fast, but there are
drawbacks.</p>
<ul>
<li>GLMs assume linear relationships on the scale of the link function.
This can be problematic for MI as if you are imputing, say, 50 variables
it is very time consuming to manually check whether the assumption is
met.</li>
<li>GLMs only include interactions between variables when specified by
the analyst. Often, analysts do not know which variables should
interact. If there are, say, 50 variables, the possible number of
interactions is overwhelming.</li>
<li>In small datasets (e.g., 100 people) it is easily possible there may
be more variables then people. GLMs require that the sample size be
larger then the number of predictors, making them a poor choice for MI
in these cases.</li>
</ul>
<p>We do not discuss it here, but many of these limitations can be
addressed using alternate prediction models, especially in machine
learning.</p>
<p>Once multiple imputed datasets are generated, the previously
discussed steps are performed. The analysis of interest is run on each
dataset to generate estimates for the parameters of interest, <span class="math inline">\(\hat{Q}\)</span> and standard errors and these are
combined (pooled) to generate an overall estimate and an uncertainty
estimate that accounts for sampling variation, missing data uncertainty,
and simulation error from finite number of imputed datasets. These are
then reported as usual (estimate, standard error, confidence interval,
p-value, etc.).</p>
</div>
<div id="mi-in-r" class="section level2" number="1.3">
<h2><span class="header-section-number">1.3</span> MI in
<code>R</code></h2>
<p>Before we can try MI in <code>R</code> we need to make a dataset with
missing values. It is possible to do multilevel imputation, but it is
more complicated and outside the scope of this lecture. To begin with,
we will make a single level dataset. For the sake of example, we will
take only complete data and then add missing data ourselves. This allows
us to compare different approaches with the “truth” from the non-missing
data (<em>i.e., sensitivity analysis - MLB</em>)</p>
<p>The code below is not important to understand. It just creates three
datasets:</p>
<ol style="list-style-type: decimal">
<li>The raw daily diary dataset we’ve worked with</li>
<li>A complete case, between person dataset with no missing values.</li>
<li>A between person dataset with missing values</li>
</ol>
<pre class="r"><code>## read in the dataset
data(aces_daily)
d <- as.data.table(aces_daily)
## between person data, no missing - using the na.omit function
davg <- na.omit(d[, .(
Female = factor(na.omit(Female)[1], levels = 0:1),
Age = na.omit(Age)[1],
STRESS = mean(STRESS, na.rm = TRUE),
PosAff = mean(PosAff, na.rm = TRUE),
NegAff = mean(NegAff, na.rm = TRUE)),
by = UserID])
## create missing data
davgmiss <- copy(davg)
davgmiss[STRESS < 1, NegAff := NA]
davgmiss[STRESS > 4, PosAff := NA]
## random missingness on age and Female
set.seed(1234)
davgmiss[rbinom(.N, size = 1, prob = .1) == 1, Age := NA_real_]
davgmiss[rbinom(.N, size = 1, prob = .05) == 1, Female := NA]
## drop unneeded variables to make analysis easier
davgmiss[, UserID := NULL]</code></pre>
<p>Before doing any imputation, it is a good idea to examine data. The
<code>VIM</code> package in <code>R</code> has helpful functions for
exploring missing data. We start by looking at the amount missing on
each variable and the patterns of missing data using the
<code>aggr()</code> function. This shows us that just over half of cases
have complete data on all variables.</p>
<p>The left hand side of this missing data plot shows the proportion of
missing data on each individual variable. Variables where the bars have
no height are variables with no (or very nearly no) missing data.
Variables with higher bars have a greater proportion of missing
observations on that variable. The right hand side shows different
patterns of missing data. Blue indicates present data. Red indicates
missing data. About 52% of people have all variables present. The next
most common pattern is to have all variables present but be missing just
negative affect, with about 17% of people. The next most common pattern
is having all variable but to be missing positive affect, with about 13%
of people. Identifying the patterns of missing data can be useful for
identifying whether there is enough overlap of relevant variables to
predict missingness and to identify if there are any unexpected patterns
that might indicate problems with the data.</p>
<pre class="r"><code>aggr(davgmiss, prop = TRUE,
numbers = TRUE)</code></pre>
<p><img 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" width="672" /></p>
<p>A margin plot is an augmented scatter plot that in the margins shows
the values on one variable when missing on the other along with a
boxplot. This shows us that when negative affect is missing, stress
scores are all low between 0 and 1. There are no missing stress scores
so there is only one boxplot for negative affect.</p>
<p>The margin plot starts with a scatter plot. Blue dots are observed
data. Red dots are imputed data. The values of these can help to see if
imputations fall outside the range of observed data, fit with the rest
of the trend from the observed data or identify any other potential
issues. Outside the scatter plot are up to two boxplots on each axis.
Examining the x axis, here STRESS, the blue boxplot shows the
distribution of stress when negative affect (the y axis) is not missing.
The red boxplot shows the distribution of stress when negative affect
(the y axis) <strong>is</strong> missing. These boxplots make it clear
that the distribution of stress is very different when negative affect
is missing or not. On the y axis, there is only a blue boxplot, because
no stress values are missing. Thus there can only be the observed
distribution of negative affect when stress is present.</p>
<pre class="r"><code>marginplot(davgmiss[,.(STRESS, NegAff)])</code></pre>
<p><img src="data:image/png;base64,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" width="672" /></p>
<p>We can test whether levels of one variable differ by missing on
another variable. This is often done with simple analyses, like t-tests
or chi-square tests.</p>
<p>These tests tell us whether values on one variable differ
systematically when another variable is missing or present. For example,
do mean stress levels differ between people who are missing negative
affect versus people who are not missing negative affect? These results
can help to identify factors that may be relevant to <em>why</em> people
have missing data. Any variable that is related is worth considering as
a candidate variable to be included in any missing data model (e.g.,
multiple imputation) even if you do not care about it for your research
question. These tests do not necessarily indicate whether the data are
MCAR, MAR, or MNAR.</p>
<pre class="r"><code>## does stress differ by missing on negative affect? (Spoiler: we literally told it to earlier!)
t.test(STRESS ~ is.na(NegAff), data = davgmiss)</code></pre>
<pre><code>##
## Welch Two Sample t-test
##
## data: STRESS by is.na(NegAff)
## t = 20, df = 178, p-value <2e-16
## alternative hypothesis: true difference in means between group FALSE and group TRUE is not equal to 0
## 95 percent confidence interval:
## 2.0 2.5
## sample estimates:
## mean in group FALSE mean in group TRUE
## 2.83 0.58</code></pre>
<pre class="r"><code>## does stress differ by missing on positive affect?
t.test(STRESS ~ is.na(PosAff), data = davgmiss)</code></pre>
<pre><code>##
## Welch Two Sample t-test
##
## data: STRESS by is.na(PosAff)
## t = -18, df = 47, p-value <2e-16
## alternative hypothesis: true difference in means between group FALSE and group TRUE is not equal to 0
## 95 percent confidence interval:
## -3.4 -2.7
## sample estimates:
## mean in group FALSE mean in group TRUE
## 1.9 4.9</code></pre>
<pre class="r"><code>## does age differ by missing on negative affect?
t.test(Age ~ is.na(NegAff), data = davgmiss)</code></pre>
<pre><code>##
## Welch Two Sample t-test
##
## data: Age by is.na(NegAff)
## t = -2, df = 60, p-value = 0.02
## alternative hypothesis: true difference in means between group FALSE and group TRUE is not equal to 0
## 95 percent confidence interval:
## -1.82 -0.17
## sample estimates:
## mean in group FALSE mean in group TRUE
## 21 22</code></pre>
<pre class="r"><code>## does age differ by missing on positive affect?
t.test(Age ~ is.na(PosAff), data = davgmiss)</code></pre>
<pre><code>##
## Welch Two Sample t-test
##
## data: Age by is.na(PosAff)
## t = 2, df = 36, p-value = 0.08
## alternative hypothesis: true difference in means between group FALSE and group TRUE is not equal to 0
## 95 percent confidence interval:
## -0.1 1.7
## sample estimates:
## mean in group FALSE mean in group TRUE
## 22 21</code></pre>
<pre class="r"><code>chisq.test(davgmiss$Female, is.na(davgmiss$PosAff))</code></pre>
<pre><code>##
## Pearson's Chi-squared test with Yates' continuity correction
##
## data: davgmiss$Female and is.na(davgmiss$PosAff)
## X-squared = 8e-31, df = 1, p-value = 1</code></pre>
<pre class="r"><code>chisq.test(davgmiss$Female, is.na(davgmiss$NegAff))</code></pre>
<pre><code>##
## Pearson's Chi-squared test with Yates' continuity correction
##
## data: davgmiss$Female and is.na(davgmiss$NegAff)
## X-squared = 0.5, df = 1, p-value = 0.5</code></pre>
<p>Actually conducting MI in <code>R</code> is relatively straight
forward. A very flexible, robust approach is available using the
<code>mice</code> package and the <code>mice()</code> function. You can
control almost every aspect of the MI in <code>mice()</code> but you
also can use defaults.</p>
<p><code>mice()</code> takes a dataset, the number of imputed datasets
to generate, the number of iterations, the random seed (make it
reproducible) and default imputation methods. The defaults are fine, but
you can change default imputation methods. Below we ask for all
GLMs:</p>
<ol style="list-style-type: decimal">
<li>“norm” which is linear regression for numeric data</li>
<li>“logreg” which is logistic regression for factor data with 2
levels</li>
<li>“polyreg” which is polytomous or multinomial regression for
unordered factor data with 3+ levels</li>
<li>“polr” ordered logistic regression for factor data with 3+ ordered
levels</li>
</ol>
<p><code>R</code> will do the steps discussed to then generate imputed
datasets. We plot them to see if there is evidence of convergence. From
3 iterations, it may be too few to see evidence of convergence.</p>
<pre class="r"><code>mi.1 <- mice(
davgmiss,
m = 5, maxit = 3,
defaultMethod = c("norm", "logreg", "polyreg", "polr"),
seed = 1234, printFlag = FALSE)
## plot convergence diagnostics
plot(mi.1, PosAff + NegAff + Female ~ .it | .ms)</code></pre>
<p><img 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" width="672" /></p>
<p>If we are not convinced the model converged, re-run with more
iterations. Convergence is when there is no clear systematic change with
additional iterations.</p>
<p>The convergence diagnostics show estimated values of descriptive
statistics on some of the variables that have missing data (note, if no
missing data are present on a variable, results will be same for each
iteration so the plot is not needed and will fail). What we are looking
for is no systematic change (e.g., increasing, decreasing) with
additional iterations. Also, we would hope that the random process leads
to more or less the same estimates across the different imputed
datasets. If that is the case, all imputations should converge around
the same average value. If there is a “split” (e.g., if some imputations
have high estimates and others, low estimates) that would indicate
non-convergence. These plots look pretty good with the 3 + 20 = 23
iterations.</p>
<pre class="r"><code>## run an additional iterations
mi.1 <- mice.mids(
mi.1, maxit = 20,
printFlag = FALSE)
## plot convergence diagnostics
plot(mi.1, PosAff + NegAff + Female ~ .it | .ms)</code></pre>
<p><img 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cstGj6n2blZgl5QsSxBdeuGBBWAziABqKhBeYA+XnLsXQCKZVsXI1TBc0WChm3Q0CYCUCsB6K5FdeHxmOfDBbvwhpxbBeioF/k2ybUuJKhG53oAjVpAADpCAtBdKzabj7ruJU/MG70RQ00GI2TJuU2CnlYEKAxoEoDOoZUAGiBzBEHPSmPrc+2aGi2E2Ty83KrPfPneoG8+f/n8Um0G7do6QOE/S6jrQEtYJ9SQUwA6ra4EoDtj6OJWPPVCHcps3nkexNHf+XZ9Bq3y57ZFgo57CVCTLvyMCWptbi2CxucvACVUGKo7JUB7T9HmXJbV4gHNhyUA2vdPfnzvhUH3vp+MPeYzaNOmAeojmJYj6CG43gNCncVtB6ANLXIrAFpyhSYGaL8rT7SwjSbU5At1NrUbEzi17RF07B7s9VL0xA0xP0CZtaNA8PTP8VelxeQS1OY4VrMANH+JQs61cw8vadoDQ4+LLwiZfp3OlgAKz2xzAB29/1C1jPcZtMQFoHgyaWJlAQpO3t2iAtBYOlg3e4kmA2h04OYhelw8HO9wVQCNbjp0ZlsjKAboAgS9XGzVtkFDXPhpm3wugKavqD13eH8KQCPZUInMNSKw11ggdeCWAWr982UB6v8/kfJmE0XWd4EaS44ptGWAjl/9XanhYUkDNJyOn1bZS6rP3cJT36AC0EguViJ9leYF6HBWGyWoa5gFATpHmPkSAKWTRADF57UtgIaVnZ2gqrNBAFSZWzAdP6XM2ns+wXDmsGvYSNDbAtAcQWO8tQKPPK5bHqBlLhVolcUIelgHoDevf2vsSiQqTbwqMjivTRF0gsWLOSEz8vwMGsJYG+2CTnCvqIzTAA1G1tRn3B4Ft8S1AxQ0QZKgkwGU4+fiq5uKAHpE7TNjbaDcjVSMloLbfJExUBagqH4bBugkoY9pQZMy00cEQF0iygWdYsDL7l7C/X5WAA2LFYCGgk2QckJnBahm2fIAzbbkETfPnNXxqg+SLJnrWAug8arI6Ky2Q1CiIScGKAp5scGflQCdZMbAbf9E/nop4AJQ8lv4hQAUN0GCoHMC1F5FKsf5xqAKAHoMWmeuqmC1ADR/LVYFKLqMmwZo2XfNOsKIOBc7nwIoQdDLfTIaoGD3p+g3BWjytIOvj8f8lbtygIZQ4AhKT523lBgf5a5h/NPpNF8gyaXUTFPiztZSBK0Pkhw6W9lEy4QxRYmIZeXxSW2FoKCW/lpPaIBHGxCnMg/5CdsBmFoEUD0nPrIqYPen4Bcz8kmfNiaoADRmAuOEzghQ/ww8n4NTO60KUNQSg7UvAtBDNUBPOwAouB+Jc9okQKcnKA7o8Be6DqBnsxR6XF38hQouWSbi84zaqOC63TaAMgSdDKAJfoY/nqp3FauhLTcL6eqA22FBgPJ/kRpOerMABcvK7ac2gC7R9Ni5mhygOKADPChjgCJLG372Xxi+jQQouXteDzJmTxoMFwlA6V4pRdDZAIouH3JBrfNZB9DixDxAdQ1DfvbLELR6hrqQn/Gp3rx+L9ToMCYeoH0KoPnTXGIrghPuwU9MUOSYXD6jzZfMBx6g7htrntMBNCBoAUDdHVLSc7hugNJmSVjrXAClH389ZGElQEuTM2EcpgcT+uFLATTcgylroicd75zPOTrT4a3Ggca/0iNIRKwrJ89oIwCF5SGAjicoNqgDdN5Am5l2wCcLAQrC2kdVB10n7MPof9MAPetaloy83EaAEt148nq1XMQIoMGv5m8IwmLzPZ26cic0CdCoAZYDaO6LQOpsmwDaP7nfdV+a2AMNUhHryukTypzmEpu5BPyEBTYCFFyWaDwoHOS0P7jigUAf3mc5jqD4MsWjaPwZmwVKpQ7o7QRoBBD6ajVcwzQ/7e+YgjUA7Yr9BVN0RPDhv+j5YXbLmf0m9vOy1jXPGKldr5zPmjCbm/tpnzObQS4Vta68BaA69mfexj+FAB1PUOcuHqnxdBynZH/xxXt5FxStC2qpUlyk/tPP4+p/EydsCSoATcbl4Es+E0DjIDTlgoZeZKn5aoCWEdTHwUX1i/np3mI+6iYuiH7W6/rg2vO0kZ5GAXQg6OfyRyYyyKQi1pVz55M6z0V2w4r4OR1ACX5GgZ72p6Bgn2D48jwTQONIwgxAlZNRFjtxWwGKCToPQIkg3gGgEQALzXfgZ6c/VCzMiUfQGX4uANBhXzPHzgIX1J5oK0D7x3fv/CB/aCKDZKr4Op4aAQr/mUdBgHhYXgtB2eF07Gaidg3Y2vskly+RAU0KUPtFAT9tp0cA2mdMEl535mrVX0R4BLkS6EwMYhYD1LZNwUBoZ5PgEXQ9/hmeltvcYyxAqfbyi/YOGqCuijkXtIafjNm8Ve6CjgdonwBo4jxtA83aiY8d0NEuqF4wRA2nm9zhdiHgx/g0NUAD8xlBUOJS6q/KAXqpjgA0Y5AzADTLT5p9ReY7TCEVExTM1wcj6AM/WYCO8YK4BXjqRlJu54Wf8IccQN05jgBo/yj7LqRMBnwyonon/mzYXzyAZgQo4YCOdUGZ4fQoVqkAoJagUf6NIgHagSxLAHo4FFXgFgPU/85dqzEAJfk5UC1cjtST1zMuWSVymSYJqunpAIpG0FVXCScHuyONAyjVYIOH0hl+Bj9lCOrOcAxAyzUCoD44rQmg1MdpFc8gheW1AZRYlQLOU/8WApQ6yUuac1FgTJmoSzncBkUAVT+qlQDT2N1VA9RF79IJRgCU5ycB0PiCxr3hDgM0RdChmM7nGgE0PK9JAMotwDMAjUNAcwD157dNgAJ+uvodDvydqc8zurCwxWfrxJMO6DgXlOEnBugxalbaxBYAaA8Amj5XANDWsXeUIJ/HtFoOoM5g2YaqvYguPcVP06mmCFoAUJ0EZMt149X3HQAoGkEPo0UGTQfQuMEGeupMCVDGBPV35GknAD3DoYsLQNl7kwZoZkOsaRbRM/wMAFpHUD38yY0G+fyLANp3KruohDYxV9JvaV4C0OFESgi6S4CW3eYFqYz55gFa2Ao2PcXPg4vJyQM0Hk/sIoByw6nqWztd34ODOIACm4/Mm7G0+AzO9Aq8wf3UZVKOJglQXQN4bpsEqHdAAUZSAO31LYnPJnThogmZKQh64gA6wgXVDmh8aXCFj8cIoPRdeS4DaFlrjAeockDpKhQWBhJksyjTzaNBBQlLDLmIoCWJjpRH5pUCYmVydy9cAJojqPZqzlSCIA4xDqSBoEUHeX6WA5Txcsn4LPyv0eCA8gDVFYsAemzg52IAdU3rIgS8IzacSdoFDS9saKNMSNA4sfzEf1QR1ACUH0+3+RcB9GyzC4sIMx8zMe5uvOwErANoe2EgQVk+ab37mg0AvPPi22Nr1DNsDG9rmyi7CCQL0NJ3Nvrk0U+Hg92eu8AFNeOJcEqfBGhAULBSPgboGQAUnTDeXi4GKGFu1AKB8IOS4mfP22Pkgg7FD5cEFnrJsqD1Fweo/osAaIKg4UBxbMdBSPoUO+HhCk0DUAc8bjTIFdCFXxAndFZsKwLoiO09SgHanyr4uQhAP3kFbenw7D+Mq9EgeiQaHer4mVtGl3Jxhp9UvhUAJfiprry9/FkXNO4OdwxA4e0KWRf2M90AegagAUGHwwmEEs2hMoxXDTmAchchcEFthDe6vFsEKOJnbwmqTiQLUN9E1KQR/Gp2gDYTtBygkYsdn9DZXOEcQfU9lK0b64CGDz9OWwPosC3Oi2+ogLyPH/3k4oumFyiPAmgXJ8k9toiRcC91aVWuJdVSGXH89P/mXNC4O9xFaPTHmZ8Q52KAIn4WAtTttxcgVAEU1WPIz3iruIOqk/GrOkiABgQlHzh0TmPUAtAzAqg5j9w8Ug+WQMZp0CuFLmWNJmiKn60A5YaD4spG5RHnY9FWANCS5kgCtCs4zaEeWwLow+7pn4E/n7zcfWVUjZToaFx4X5sU2ccWsTLHa7h5O5N7tl4Jfp7cpwNNBGrMz3XivQPKETRgXBRrEwAU2CZumwCgoIyAzgFAT1D226PtwCU2BsMEdRNIeJnY5gCKHVDbi3EA5e5QPwyOrwYSBmgcPVupUxKgjQQFQ5YZgHahxxsnsf22HEDdguOM6Avpe4clAC1v9fkBenO/+w764qPuM+O3FYuNz9zXXZBAP7YyBGV/AzdvnqDuGYd1gHOzCqFJFxSMfdqPHeFcwiMpHxHnGt6xHEDhID/MEhagMw/jAYC3atNaB5SbenXZ+NV/Jg/ohA6XoN3vKFdxBv4edBzRLqitJXeH+sWBcDw6ErDcbrwLmuZnG0BLhtO1hhi2YNA1THR2AA1rxwA00x4JB7SHF4/V8ZhYkVtaHEhQmhOnT14OuuzRF5U1UmIA6gHmHdB+BEEh6goBGnx5OODYluHvpAsKzcbaVhKgxFy5T2RDp85mMicsJGwY74JGW0bhoCjX0BG+LUMdP1MAVdkhgJrMHEEvVR8x8lWuCoDiDnxvXFBfSeYWPSOCslbnAar6VAsCtJSgiP/AXimARmFTQSLQzUoD1B6XM4aUA9pjZ4TWBaCJFWVlxcEEpTlxinj5+O4EAI1NIbixEUDTrU4s6LVZdvAi5mpGzXaE/NRfJQCKrcaMCqQBGisGaPiAt8VE7QIAGlZQo83mbQfk1fIqXGfdo3czsMn4fOiCGoCaX442xqyIIasAtOcASt2kl+QAoNHKGy/9i3JAe8oFrZkuz/CzyQXF/nMOoLCEGKC+v5Xpw/s7OEPQPEDTMTVDDEjFQ2uRLjwe83w4RRc+auywq+2sUBtFotWJGF6XUwDQdNX8gKmTwmdolQe1LVF4tPMVcZZnzM+i5gFp1KHGNa4CKBek7/Me6hXNG7m8T8ODXJ87swAaVFbXAvPTEvRcti3OggCN+KkJCqrJARQQNNEiR80ZBVDKBa1ZNFQHUDcEEyo6kfxwupIGqE16jAOCwURpug+PopUTBpHuwffDKeIdaUNtDqD9R133kifmzY+6YEy0tkZGQWPDG7vz/DxYc+NbnQridfkgOKQJSvOTupkUQcMvLUDDTM8YoLUhPcOxZnCWAGjcKMZdpG9SdDO5WyuKYtAtejQ331BGMUBxucM01LksfHp1gKJaEq0HJ+rTA+/WUbOzdeH5VwA0y89CgMJs2PF02gEFSZ1TE2ZmE/MADWJF4vPARYYyOblTgWGVOKUywm0B9OJydt0zX1Zvpfnm85fPL42rkRELUMU54ICaq8/eh+Z2j+vR9SEckgSNRzYZfvZ0bJVFXZQrM0HEKwCoGUnFpwgiF4OqhY5gUEndnuC2oursZpAGfqYB6gk6PPuDco/HyTa2nSwDvVNL8NwNtj/jAOoHK1LBc2ay2o7qBw1wOrFXh6grzpYsqzKbcAaM7cy4Nj0e4T8wXTBCVgjQFEFZgBLPAgqjVTFMbHkwQXlerN55HtT0zrdH1sgKtTY6ynpbhwOcYeEIagwi5LHJMSQoX59wbv0A/N8oLUFQhbroruqGEcXSKlBJhg2g1IcagLJ3qO236968I0mgYYTPzsDrGK4SF/R4jMulNvxhcxmlSoCekwCNTwS7/Mfk8o3hrA9+UD+4Ss0AzYVNleUThWCVAPQIjikHKOvcJjol5GWkhyLsARChxChDWosAtO+f/PjeC4PufT+7we0EAO074ID6q880u7UInJ3NMLBzvnZdkDLFTz2yF3sWxE01BUDVv8GqOtyjhPUmHEGcM+gI9SQ/1bSc42evw5LS1dXjpFGxF/erkKCLAdQMAwcDPwPxzsgFDU7FAdQ8KuiG89nB2boIoKUELXBAq13QOIaVfRa7Ji0CaMoFjYNFUiszwrqz8ITH6TveALR8kHkhgFZoCoD6BwmythRAEUGBSx8BlKkewc/UaJUOzgkJSvAzilvLtw9OAQAKv2cBOhA04YBGf5IcsIW5VigCaNRcAzvOZU7owgCNIjlDn5KaeBnkX1mZ2ixteIqBcAd4ncwISmFde781dy5sKpuTErEGIA9Qld4d41NG3TsGoNRQPU3Q4CoWwdMe2bl9bypm6XYMUNTaEUA7PwUPw9jjXNxF1JtYDIkhJUMrZwjaBQDN8FOHPA0IBefAArTUCSYTnG1cZfj9mXmgDADN5Hx0f4fPDfP78ez5qS5A8i7ViCC4PbQQ8dqdVNWaVZjBSW22Gm8fpAMGcEIgNFd9tBGuHEGHmTzfYcAu6OkU507rPIzenIF908mWAehxBEApWjIERQEolp4pXx8d290WgDomMAepTdCtA4oAGrf6GT6i7eAe+bstiqogJskhx08z5XRAHdRznF7zs3wcNk5w9gANf2gGqK80D1Dt4Pq1OVkXlONn6Oqlq9aucoDas4a1OhAABaeDjIOIAMLSXioAKLhSJtfMLa7AiQHKt2ENQdnxdMqWQJPChyAHUJagdEeJLzGIHijk53C0cby2DdAosr4LlM/CnKBv7bgH39nRNzUBZ38gWh00r7qH6agNVN24Ql0H05nOefIyKBf0CO0qHOzsNayjuaVagOp6lAOUXzjkHFC40JJINwQfnWFjn4aw+nSNCYB2etlr4jiibs0qy0DVMeanif5iCQp/QJecLERNwSP3oBygZyDEjzEAPQQAJTCXdEB7dIonFm0AACAASURBVNZgOUF0AAVQzkyJr8nQq2KAOsfr6gEauaDEEOjhoF/te0ZgigmKAHocppYxQomJ8aiGuCvrO64pXVxQFaQD/BECoER0UxVAhyP9JA4mKGOYJ1glyvdV3THXDY1ro7qfZxS/WQbQ8NsKfmZa5eZRau1GQQZWFQAFBA34CQhCnZ76GS4ihy6ozZMMlPICSUjmQWUBenCdORrGzLM4ACjMzx0XHlAB0Cg4gYxaJYrhpca5DofsvQu0AkBvXv/W6JVIJ0xQmp+dueYITBFBA+PG88w9DdAu/gIOch1AFVnZyRH4YiZivojohWRaKB6AcD3oEoBCbxG/6h114N3bUCiADu2BGzpL0HjHJmXJ4wD6v17/1k8v/zwZNqR99o2GDEKBqxHwkxgF9SaAbQzYYAKgtAvqLCS2LoBOnCQ7CpIj6MEFNDPeLL1ajG1Rk5i6s8p8W1ct9S9EJ1FkFT97QI4i7XMMNHRBSYDqgL1L82HPLiAo7nW5kadkoHhAULxkqZCfyokbsjmAOdkEQGOQcQodUEgv+BvngJ58Hx7fkd4BNfU3AxHRielp9SDEoBqgh7EAVdzsPvPe47u6Z5PcRbECoOdSgFojCPjZpwlq+Bl0sBwsUFWgwqyACxDOeAXKAPRwsAEt3GgA/SxuAWjsgiZiPu1Mg7tZyRLD8BguN3dtutsAUD+wRxxzPJorrj3Dc4qgCBDQT3JXhbBxVB5asnQo5OdRbUPaGYL2HnVhKY7iEcg4oRCCJEApOA3lWYAOR6PdHnTNjREe9XIaYjGc5mfgjaXv0higdvPp1FEwg6hRho28n3m+6z53v/vM24/evd/d+UFdBrEsD6Mb3QI0JmiPvzxaL8f8TXTiAUD9XF0fDQtlO6poEDDZ+nmAmoiWKoDyDcoClHJBU1HteqsJ3xBUkagU/2IdQv7SdMFEckI7BqgnaHwLmz6HHpsMBxdRGwI+dOFkMR8EAUpE63Gq+Gm9t4OPIYSHdd4B7QPQJ/MmYrDIwWISoLBZ9eFuU1J96FF3QQ+9m1klIiB6YvonTdBTuGTTdFpHAPSh2sj7yQWjn1NDRm91n6vLgKileaCGAD2YJwrtBkYOaI8IGpTh+Em5oNA+wjgpHqB9au8nXBAhVbC+odgJ/TqA9uyzMQZoip+aoJkiYdfwUAjQ3i2zy2oRgN786hsvvOiGoCbZDxS5oJwDaof7w9kZ2IgeD9pxxxdQIZS80B3+5PgJKsfKbdTmbpQjCdA+cCPgD7z8z+4QCqChiwgrbsc3TS5ncKThp0VGRNCjDcGN7pDUXTqMnWDLruRn3Ch2I+/Hd43n+fjuFLuA9WcTPwG/8wClOvHIAXVHcAQFAPXJswBN8jO59xMqh5CpqXL2uPl88lncBtAwQioF0FOwcWeCnwCeXI6ob5Db9C5ZJk5QkElGZgzqWdODmgiggKARQP1EmprkiKa3AUFVA5vJ/xigeD4J1bJD1TXThTX89AA9+LeK+CMDfsJbJNlEhAPagxlu9zM5xW3KOyAWqJIRP42rfdYTYcjSPD9jgPKtogafoWUfRgPUmpkzt4nsTjdGKUB7/ACGsTxuKhodob9G83Xmiyi8hgs0jX/NThMlfrf19BvbzghQomV5C1B3JjQaDqDY8+R80ACgFgoZLQDQYSzqy/decaP4kwOU6sH3dvxSz/DwBNWjeDoLNK4KyqEQag6xZZvr5I5I1NvfFagTD06qdznje+R8AD9xIh1QmK1JQAHUVRz3Rs9n4Ct7j8StEgL1cR14VAFbC67Oavdl6ILSOaS0FEDNA5fowfMEdZ9xLA9F0AN0QCMXlAVolp+ZhuQB6i+KI2iUmHwWp9qTnx4sB6i5KyEOiSL1nhOYmTRBTblwsm4jANVjUf2T+4agUwHUOYxJB1QRI46wPHgXxyGFMQ/9yjSiniroyQH0UMZPHDrfmwko96U7FCDdJbdFjAGofVyQNuySBcN5ZxutBF9Q7EdCQZnak6Tj/FiCqkkuCFAuh4SoLrwyt4d2/9lJ3sVlakQ5oAxAz8AcSOz2GKC4LpiguP3g8M4CAD0bgJIjoHUApY/QRwVtxFTcezUAh1GRzKhnAqBlfUhU4VyCwoxYuZfKDVspD1vZTQjQk4l9RV8bB1R91v2tAaBhtgc7y+sfMyxAz2R7djYQqW/kpyl9mOjqbASqKylyQK059KUARSOgwexURwIU+UroR/ceSTR8rKsDmqHXjiQeHwF5Mi2jowQAQVNRPoyoSaTu3zx69LfdM3f1A3ySt8GS89CuuhRBz2fk11OH+SPMV2UAJWcYo996enYrEEdQNFugCTorQDFBo1gOI9QpPGSUPisr7IBuCaCAl3oz+skA2rMAjeJH7D7+MN3QuB3cBZkb4rnkQq2OhQsxYbRaou3DbTG0/6veO6m8WTWRBdZjheFXmtNE7CWsltrqItxFAleqI+e4TzxAOxNLeEQ3lIkK8QQ9qrmgaIbO5Uk/W0zwgweo369/DEAvT26lb781DCF9s+uSZldmd+5BAhP7EyYAOvx1oi2L6MTHPYw4lMnLtmaGnyMAih+Ges6b6sET+WcAytUnAChzcuGNwYkphcBqANBigi4K0P6tIRZvOoAagqYdUP0BvAnFpTTDeDAznUFYjEoYNeiAvKNr9xZ+mvrpCaiQoGFWB/XU1gQ9E302myNezufOJyCofitTCFBYVfRT1+lXUELDs/NmGqFmiDR4g2aJC+qWPlmAHhocUMpsbv72rtq/+5NX9CTmz2oziOUc0ARAca3VHyg4DB4YjFREDigCaPymCesm5B3QXFuyAHUfzSg/EY1GAjTdnB5toUFAgNJkpmd16SK5k45aMuTnhgB6c98HMF+cgqd/NilATxRAiQBm/QViaNfhLTnRACAQ1xlQydT/DoifXMtTu7INNXQ35RFXA19EPPYYQrIn0QlPJ4rk6rpgK6XAaQnjQ4aBWgqOlqA9wc8IoJRdnvxC04MNOSQPT4o2m4/V/t1DGN2X3sishi+xO89PkBieceSCnm14GtP3xQSlhrg9QeO37ZqJ0gIHlE5GFYPr5z7qow/EG1bpeIlMc4LxruCOAQSlAMpExdAl8qdM3szbBCgKYL44A0///XQApQKPQIc1AqjOH25bAthHA9S6qRFCTSoTF+lKquLnUMNwvzEaoLDsg3FGScXNF+erDSUgaLAHFaqsyvSIoQoH7tS2fMdgiDRI1RuAhu0DLqEC6AG8cG80QCtUBVCQ+hABFE+/6X+Z/ajsweeTdueJmsAADdIFpRopdkCbXNB4NIYFaJh9GUCJHUA8QGMyd7z7WQ1Q1JS4SF2zZP1TpQYJyvJJ6PHd7ln3+B9imtKDUXV3wqXDWwnQ3jG0Dyd/YBZaBwMr9TNmqAPoEQ61pPhJfQ38xeiFwjE/QRj2wR2O3c6o+aL5fZ2BTsu1EAaoDWFCISXgUEvQmJ95F/QUA7Rjjk5qEYBq4cgP4qnqqw0Ng0eUWa5xIAEKLiA5CsrMssTH1xOUGs3m+NkEUENDDFEWoHqfNDbLuMTUCQfPvdAB3RJA+3c6gMxhQGo0QKHbGBgmzU+uQczAzgEn8FfwAC6i8gAculypQ+ODySqm3blN1WHH6hh0ttFEI86EmV3sCwFqDwZzaAE/z9DdNA7o4Uy4Vr4+9As0Qxc0vBCoD6HGVMAJ7ACgwSkHBEVXl8xMr+YeAHqm+ZkEaO9eGRh8Gx9eD1ByOpDYs4DKPdOaZ/vggHW2wjQ7YfF51gE0HnkJvisk6BIA7Z+89kcemTd/d3cKgHq/EbugoJtYCFCTWwhQ6G+CmQD7tW9z+IraWn7ikSlM0JCfx6Of9g+Gb4G42y9waH35dr4qACg40DqgqLahcVKjxFE6DVBYEp5dmRWgU+xDO0jV1qYOzxkDFD8dyQm0g4mu9AOczCPwdKIn4osd0ExzMpNDwZFxL4Oe8csB9Hyg3rjoCHoyDROKvEpnpsSM9USdye0CNFTyzZxlhuzu1w67oAffSwynmKnmBBMh2OgwD3Syk4vcdSNBdgbFjXTRtS19Ny8NUM9PN5Cql/sQvGId0BRAo66RjllCeQYzEbFxckTHTwhcj2h6upmfKwGUnll0NUcAjXihmXCwvVnGAc0B1H8mx++g5aXnkUIbjSIuTCJ8zsyMXwFAOXfSAdS55r2/PORAJzl3WgBQU3V3d6IT2zJA0wUWlmgQ16FOPOBnDUDD2z98zrq5VJdad1cPjm3md7LRy14raasfAdQ4vH7M1fYgKWTxDiiqPjqzeGhJAxR6RH7b5wgNGZ1TBA3DezDGpgXoFBt593681lwB+mdd86ADH/reJ9en6dU/2kKJetiRD7uCzMtvNHY4+Gc+B9A6F5RyQFUHD511E0DP5z7x4iHVpQyf8XzG0TwqVR9KbjCOckCvH6C9MZquDKB0g+Cp5IP7GBiT21fTT9QDe+3P4eglUjk/7cU0fTpXG5QHWH1OELQWoOoWDLtG6mwRQMO3fNSgjQAoHuVdCKATZQAASvnc0AUNR0DhiYOH1sFEb+nhzARAIxf0rAF6wOIBmmzRwEo5B7TvYTQVmarAAe0T715X8/B+QKNDbz2Iegpn14PnSMrKzizgv41uA0CN6XiCHsCrycL2o1xQNAl9sIYcAzRyQfUz0g+RRn1Trwp82tQQoGaMAA/zukDECKH1AFV3Mu7D6rM1BMX8NAStQVs8k2LZcYoAyh6Y1VIAtZWNvUGUIGgk1EWJpkN0Z6Y3vVU6TwvQCFnQ9cR/DZcUh6ymO/H4OnAOKByubQdoHNMK1LnpyC6KVo4I6gHqvijkp/VN/J/wx9sBUD3t4O7vhAOaByiyvgxBo+f6kQpx1Clr+Ok7uTw/DUF7+zu67EwITA9rj4fKzZdgHNCcqwcoevlyX2acQGeCoKA+fANNAdCbR4NGZBAIAJRGgHdBiSl4ZjL5cNAAPVFxvL0eQCVKpbYaAv4oAdByF5Qmo7l8gNd03rke/KkIoMYiowAp/Eg4hjuCletwgPdnUKMygu4eoJ3ucZthJLBYMDIVgqAwTE9nYE0jDdC4X3Rkdsqo5ad29hxADyZEPZEtuoFSDigFUHQvW4YigHb67fUwm1qAkq5YzzQmfVhepNm8+5qdILrz4tstGUTyAQPhoqsgxTl+bAyiQ3HMNVTvcWeKdQD1l89wEuen1wI7VyBCSyFBDyRA3XPA/hyOyPpa8KXoXg/z+NFHK9MLH+j+Z5i7AWj1faaFXIPbClA4p8P34IsA6hVdD0RQYmCJvoIN1/WovWg7v8CYBvg6AdDwUJOp//MUBGLrHpPJxZgxO6BRrtCFUd76aW6AmjXwVs+mgueqAUoOgMIkNEAZudmfDECdCwo6S850zXnaEW3dNVOOKMipGKDUId6RdjNf8HiXsICfKYC6jSGYOoPsTbxdK0MPPD9vB0BN4pOZ1PGGNhagvAt6in7TUaIZR7FcfsKWxWePp6b8pa8CqHaGIus0e+xpgGp+Nj3dgc4EQZnhEHRURRGx2QyL3l5849EQM/fxo59cfNEJdmMq4GcQyYSPyujEERS9FfAA6KmP6kFMFgpXM/dFIUGZ3mwMUEvQoA3KARqVgXQ4gJ12qSqj4fqjDitrQihc+3GbAWoJmuIn9Xh3X8SNlXJBCYCqYKrwkEby2PHUFD+NxejPHEDjg+Gj33iAYaOowKZOj58d1BjzaH7STkyOn2MB+lBv5G01yX6gEDFc+viEyhuQI6gPNDERwAf88AeTgMiUj/YNVnDgtICgaQdUFUIA1CVNtyUxFI+kTC7JfEdXy08Xa1c9ZSsAVTIGlgRo7IImHFDKBbUEpZxTzdVoridXf1JmPDWFT3XmBEELAGrS+rG4oKncrGZn3JcJ+EkNo80NULeRt9UEO9IjfrLpwzOqaMCOHgY9+dfFenQA44UhFEQME2ZoAUBzDqgxpAiBRQA9ZQAazI2TNbbn6x1QW8MahqqU5HyYqWhBHvsGKDAb1Wq+6RiAkqzoiwDacwC1/AyJ2d7z1Rc2bQnukTv84YPmgnzCoxxAwVwGbhQ4laoIOr4Dr7M9M3WaC6DRwqMJtlGE487zAJQmKABo79Fh/x5GPWHSuGQ7q9TjQ7ma0zNI5QAt4icHUCoKhiOonr7FJVYwVKWi58N0TQvyuBaAmqHklAOaACgzgR584Wano6/9fIj7rXVe0BaRO16fekDQnANqg6DRVDALUD1CNAk/CRc0UUmqXjnlAfp49B4MeN6ulKBV/NSd+DiABMVP9bCf0OnXccOkcdF+6LQvcEHzDijsy/RR4lRTnnw/kCToIYxux3VwsgFOoAcPzqKIoe5xwdTmtgEUPKVnBmi07hEF2JsPo8BTYABuqhz0QwoBGoTSwFZBLaQfSjX1TohxQWcDqH2pnNPDSV4qN+hgohS538cAtA8DI3pjngiGmrFu5BNcTmYVkpuXx8OnZM254M4QoISyAAX85ABKFEZV2ETYUwDti4ZD8QAYUZnrByhKqrw285mxkJCglQC18UqnEKDgC3PQ2H5vwfFw2Mde/7BBYpktGtB3LEBLOF6ss3v+oK9nA2j/Ude95Il586MuGBPNZsCKaGykYCSnOF+dY0xQHDunInXPcN4I2C/tgPpBQ8NQrmnRqKASG0xA3jM5gKJJMgqg7rssQHsAUGb1QdJ4gzhAAShsrjKAJodAe9IFPZs5cvTlCQH02I/nZ4n8yR85EUdpgOLvQKMEDTchPxkXNJH/WIAOr+XsnvnyvUHffP7y+aXaDBiR7j4SOKuaFrQADTrxYbxsZyPNiJFPxgGF0efU6iVY3TJ+8i5o9AJceAx8OBB1ONAApW3B+DM9eymS5gt+OuiVYER12aOdrgegfQlAaW+LaSjSBR2+RAg6n4On/nERfhLj5qX8jL71jRIDdLoKk2PIcwK0f+d5EEd/59v1GZA6VAK0MFufY0jQMF6hw/sTwSScAxpUN4wkRQdxvl94JpEh4a0746wDfhIEhTXKu6DDJiNMD95nwrU/+p55oNxagHK3XiVASYKq7xBAg6On7PYmhc8+Pa0BU8VyDRE23NQAPetMUQmJ5DWZ0+f+5Mf3Xhh07/vJPWj5DGL5e62kD9/AT2On/uwxQOk3X6HdBeiy4TFuFX1MDmS+eEqRLDIEJ0/RaN1GWDaqTBag6jGSckDt2VCXIPj2dgKUDdphbz3ch28HKB61j1aBLsLP8PQPh3zTMR03FqATi3BBpxoCrQsfHpEBuNVKXNDo/BKloFjOM2Gdw6sPmK1cCICGRQdLyIf/ExTF+2skHFACnOYIM68VYjRe9xbvggL+KgBonwcog9DwK/rGuGUAdeJvPeyC2o98O1Etbw6hh+2X1PQAnZmftoCyDu42AZrYeADKnlfMz2g/Syq7EySoD9jVACUP1olSDmjogvpgIgRRHcV+tKkS2fUBIO0h+DwCkCYAGnqBGYKaEdCuz146gqBlPo4ANNRkAKVH7ZdVPUDZxXOmJRYAqBv319ohQMuOcNEYYSHB7A9TATBaaB27QYnmUsnSAGUIOuiAMWqRkwYoKXJ4ATmoqFhUBXzYZACNEVraRyy4uXcMUDZhEqBEf7UCoP79ca7PtBWAJlcX2hTMD/qkZuenj2Ow2htAUQvmAUr2ojmEou+8pWpnVPfcMwDN8JPqxANBP1QTp4Gfemon8WNQJCw9SJsGqO3MXE6paAnEEVmdADSRMHXnQRe0AKCR2ahOFDyIftXSMopc0FZ+LgfQHrugKUPeIkCDuzzbh4+mcTr3ITo2+MJ14tWUPLMKITggB9AMQdEAwwCZRoCW/wh38oiMsxSg/KAIzs1hs3ySQgAaigJoqpWCpoaPZdNnWoI6jGIXNJ0+8ftwFsucCXJB9wfQ4kOGU+P42VMIjQCqPU8c0jQSoIlOfFSpo3vXbK5knEdyu20OoExEFXsgGE0vBCjox5dP8l41QBt68LgPXwLQoLHVX84FPaGFacurEqCpn5cE6LkIoLW1WWoWvvSQGKDBjR705MnApPM5DpJjSzzl+ZkkaGcGGHwORdESYf4pghLDBuYfyjZTLiiYjiy/cBqhFUEytxKgyTtvHEDxyLoC6IoOaNQCXZqgGYAudSbABZ3QAd0iQBNxmOYLgNA4r3haqJ8CoEwn3tYF7AMPxw0LqWM3SWKuHg9QKnUCoERAXIn4FSa0BKCRAEHxYCYn4jHsCRrv+7Ck6gCapmv1e47a5V3QawZoNPNLJvYIpQAazgvpbLkCS/jJEtSj3AMUErSIOi4T7r2DDED5daXcoVE8XKkmX+WyW4C28RMAtMgBJaeMtwLQoA067j2RSuzqZ63l+Nn7cJy9AzTjgqY68PD7jplJPoXDmjrboprxyahOPDWYYKb7KoYNYS4kQeOvzEZItQBtdEDnkAC0HqCgjFX5WQnQZFYLAtS7oLcIoImZDj40lFxSXkaNRKqIoEHxEKD2LEoKDc6BQChxTdU2Hpm3S8UHC0BTBc4OUJ2mEKDgKgGARqFQqygCaOo9M+msFj0R44JOyc/tATRImEzJ/dwM0FSisBNPxwP4wKnCiZfoHCKCUtc0sTFUz7qgG+Ln1QE0e+M5F7RsCJSOubk+gC6qWwfQ0kibUKRxlnAjmQZVhlg5ZDd7t1kVjRtSpxgglAMon6kAtEFlttbogAIXtBSg7jpRV3NdgOJWSAF0U/xUE7z9LQJoKz9pjQYorHZHjd10XRBDny+SPkU8mcQANJErDdCCVQXL6coAmr/vmgFKDshsCKD6M/umrkXqU6xzHOUTJNgFQMsOmpafJeDIpEAromiCoi9b+dkjJ7TlXiEJKgBNFzgvQG0fvpif9LI8PBG1lkoBujV+3iqATs3PgqWIuQQu5BN11sHvlc2fOkWH0KkAuil+LgzQR4+y+9qWPtTp7wsB6q9qMUCDy3VGE1FriZg8Tb6pazu6PQCdnJ8FBM2yZagTiNqMfq9r/vQp2n68ALRRHxtoPnlFvVnhL1KvRiypUSJRyTWaBqD9ngC6PX7mIFDfsFsF6Az8zLKjbM4HRMzH8UY1tc6eorrb2u6VeOYWzG61ZDi15geofT/3R3dNwNuzPxtXo0SiYoBaoynbjI50l8A46nqK45/pV3UtVZ9y3RKAzsLPHDwKAer+iAhaA9CizTy4pUlZxS7othzQ5QD6+G737Bvv9R+/c7fTQG2uEZ+m7BpZF9R9zooD6Or8BA3hPsW03CI/rwSg2aPm4Wem9arZEtBNR9eXHVq4GVLrQo0IoBtzQJcD6FvdZ94zf3dfGVUjPk0VQP3nvEh7XXD5OCsCoNS7DherT7nwZmmhJgbozaNH4zJoPWomfqYJ2oAWCqCFk7nzzjILQA1Ab+7f+YH54iOL0sYa8WkqAEp8TmjXAN0kP/v01ZoGoE9e+6Ph2f0rNfj+pfTI0SwAnREvCYK2oCVeKLlKhFasYBDU1/OWAdSOhPboY1ONRvITv1Gz6AjmYm0AoL4pQJuk39W1Gc0OUDNa9NCMvd/5Tm0GbcXCH2fECwuQJrIQAe/rRBiEClzQrTmg+wQoo9K7bqo3am6An0UAXbI+NeLbr6FlY7N5fFeFfFz++czb/c27r3SuD1SYQVux8LdZ8cIhpA0tccB7vvoL8DMA6OYc0CXHQK0DMEEXnlTxXbeBVxJPJgqgwcsOF61PjWYGqBl1f6v7nPrz5r75UJxBY7n+l7mHB2mGNKIlXjGUHd9dgJ9BH/52ArTrnvnztx/fNQ7AkwkmkSiVd6g38EriyeQX5YEvdwJQnpNTAPSTl5XBmX/6wSOd48HNHbYAXmiCNpMlXjCUG59Ygp8BQIlv19X8AL15zQaAqsmk16YIYyJUMSB5mwC6ZX7ODVBlZ37AaJ6hI/owbofPaUUSdARAw+XJiVNYCp8CUKVHP/nm812nx0IzQ1GNhlw1oWPBeQUAtc2FWw2+Lnbh+lSJu2gTeqA391cA6AreWfK7Mp2jtSHsWSzHT+aEbhlAlT7+6aUH9cmfTbKUM1BlRNHtAei2+cmBsmV2jhoDVWOeD+3g+8NZxt6JwxakS8yRMWQhAMr61+2l1Grap8TUWhCghWq4NrURmQac18BPGqAOnBsHKIPKaQD6Ude99J5yPFUE6OO7XTKOqZUJ4XHL9N6N4k78KLREN9Kq/rWRALRO9RenOh7z+gAaNlrydbEb0pwA7X/UdXde/Omj//+VOy/+vz/5Rpd2QCcC6KL47AmCTgtQolUWPsGePCUBaKLA2hIb4tk1Oq8YoJn3xW5H5LWbCKD9/7TTl0ovpseOJgHo6nQZSZao5aPzWf4MBaCBosH8LlBddi3rgRQ6r4Kf5grSAN0+P+cFaH/zd89bo/rS2y0Z1BW8AlxClkxOltjBnriAvKYd6J1Yuwdo03rK6weogucOAErCcjKADrp5dFFm4jKZQelxS/fejVAnfgaywHNa6wzz36ymFQB68/q3ppsNbVuPfjsAugd+jt8O3Wj0nd2cgR1EWQUuPSborABd8QxzX6ynnY+Btu7nMcDzigBKtVn6hbHbUXwF9wjQ1eDSI4LOQRa/VmOtU5x0omxi7RugzfshXeB5JfxUDcYAdPm6NGgxgE489g5LXhOfPQDKLGTpNvCESP+9pnYN0Pb95ASg2xHxRp6GXNYE6Mr89ESZhyy6j7PmKU4bajCpdgzQMRsa3wKA7kZLAXTSsXd04OrNbzvxM5Fl9SeEALRCpZdq3Ibwp6vh5+4BGgFzZ2OgW9CRfHPsVFqbn3OHao3RbgE6cjv4qwLoru/9CJhtF/Z2A1QTdFNkmVTozDZ1mvMD9Ob1e6Em6EqNfZ3GFQGU2/JhP4pfaVYvrg1UGGj+lXJ7B2gvAF1H8wN02FA50PhtxUa/juiK+CkAHUS2wbuvWZO78+JcK5G2omP6Vcf71syLBUZogS78k/td96VpPdAtvM5tO9o9QDEzJwPoJ6+gx/azqce2AHTbmnexRCVYwgAAIABJREFUwAgtMQZ6cz+zCT0usAigI6pzdRKA9pTZDF2fF9949OvLx48f/eTii87yJoTtaFtgmVi3GqDZ93nhAvduyIvrClosfqlureJGeNg9DV8FP9e7uERLaN7FViO0zCy8e6NcgcSQb6FmAOjlqY03UJ7rbbCiJTTvaqt2LRTG9Fa5CyqGfBvlsTkVQKOFR/O8E0m0jG45QHs1FFUkMeTbqAUA+viuAHS/uu0ALZcY8q2U4+aEXXg85jnPS+VEy2je5f7tEoCKNqHJAWpfKmd086NunpfKiZbRvMv9myUAFW1DBpytEWqE2Tzsuu6ZL6vI428Or/Z4qTYD0YYkAC2UGPLt1PQA7d95HsTR3/l2fQai7UiTc2v8FICKtiKNzikB2vdPfnzvhUH3vp+dxBS727hm3XCqWQJQ0UY0B0CXzEA0rwSgZRJDvq1S7BSAimgJQMskhnxbJQAVpXSB5+b4KQAVbUcXeDZvEyMAvXoJQIskhnxrJQAVJSQALZIY8u3ViPdcCUCvX1vc8VQAKtqOBKCihASgJRJDvsUSgIp4CUBLJIZ8i9X+qgEB6PVrg/wUgIquQwJQ0RoSgIquQgJQ0RoSgIquQgJQ0RoSgIquQgJQ0RoSgIquQgJQ0RoSgIquQgJQ0RoSgIquQgJQ0RoSgIquQgJQ0RoSgIquQgJQ0RoSgIquQgJQ0RoSgIquQgJQ0RraIkBFogaJ3YnWUM6uRtpltdZuD9FOJXYnWkM5uxppl9Xqug9FolpNANC1T0G0QwlARVchAahoDQlARVchAahoDQlARVchAahoDQlARVchAahoDQlARVchAahoDQlARVchAahoDQlARVchAahoDQlARfPoQdf9zn/1f77fdc/VHH5J/+lfwi8++KsvdN1Tf4A+AS0K0H/5alA50Wa0NbsTgIqadDHk7rP+z0pD/uDVy+FfD79QOfpPUAJQkdLW7E4AKmrSYMjAFCsN+Z8/H9jq+3rd3HPwE5QAVKS0NbsTgIqapAzZd6YqDflB99QXuqf+EmVnmPUg7GQpCUBFSluzOwGoqEkPcIenzpAHQv0cHfHAuRUPcB/LSAAqUtqa3QlARU262Nvvf97bXJ0hD6kvxgxmAwSgoiJtze42AFBlrh/8/Atd97vf+3CYDLu0z6f+1P76wc9/7/LE+eL3nEH/9q+GL5764vf0z69emkPPn/3rvylvSdFYXeztOTAj6g05umC/+ZPh77+BVHpz6Ea96Sz28pMZgPKfguJmAaiu6qe+9t9dVb87zMP+UgC6XW3N7jYC0P/xqq3/b/64g066GvUd9Lt/4xrQSDXLAND/YtMQTxDRTBoMeZi4NNfJGTJ7wf7QG/IlzeXj++7glQDqqmpLM1X99D8JQDerrdndRgD670z9n/pPr1qj/jpqFvvM8fzUJ/vBq+ALODosmleDIavLo59a1pCjC/Y+uD7WkNWxw6UzF2wdgLqyrLE52/pXAtDNamt2tw2AXp4bf33xub9qnyC/+Lx+Sgw/Df36D34OvviDocf1j3+s20UB9Kk//eWHH/yQOH3RbNLG+ADY69D45AUbrujwtzVka8EPwAVbYQz0gba6D3/zqq4ZVVXR1rQ1u9sIQPUpvt+BT8MHv27gkmg4+fdh335owgGgZjzkQRQFK5pP7mmujdEYcnTBXHDI4CKYny4fP2v+dcP5KwDUjYWpcXS6qqKtaWt2txGAfh2evP40nOObvlceTreZFK4l7QiHaBmZx/il0dUlMpcnumBvQgM1l8d+N1y7r/vsVvBAPw3mHX3PjgkJFG1BW7O7bQDUPBDCT3ACzT4+lH773/795zsLUNt0AtAlZftBD1xf4bkP4wsGYkbc5fHfvY+Gp5YGqBole+r3/4OpAVVV0ea0NbvbOkC7cCz4g1/8iR0vFoCuKGvIpgvgDBlfMGDZ7iMc3odO3+JxoG/aOqg4Jqqqos1pa3a3aYCCqTULUPiVAHRFuZF43ZnShhxdMHBNrCGjuAkYQbQ4QFXEsasFUVXR9rQ1u9s6QAND1o+aT33x3/7Hf/qqAHRNPYA2+Olfvh9CSIvwBAJj9zOAa6xE+sV33f0kHugutDW72zRA8aorc5YmUPZfBKCryhuy6ky5rhS+YMRYFAwi8cP56y3l/O1//q7t9ckY6Pa1NbvbNEDhdJk9cYvL96ULv6qAPQ6dqf/LRZeEFyyYDfWRFuDLNQBqgpcGKWuLqyraoLZmd5sGqIqX9SuzngO4HILuBaArKohGNqNK4QXzlmqjffGW4DYaZaU4UHMG2tqiqoo2qK3Z3bYBOpz9sMzow9/+UE+cvam78Hr4f/hCALqSoCHrkWm7IgRdMLsi5Bd2Rcib4DjtKXzWZLdGGJNb1fZZU9W/BlUVbVBbs7ttAxSFHjz3IRGKIABdSdCQ9WV5zn2CE53BmmS4CsT8rP5eM4zJTim4qv6hTCJtVluzu40D9MP3gx1zfmjh+TU9yiEAXUnIkBWL9J/hBQt2xQnX29plaKuEMbnAlt/VJvRzXXfZjWnD2prdbR2gl9463rPxF3+i/rS7UglAVxI25MEe7eToX4WbbOp9GdUKkWi0f7gFhqu2ziz8P353uO38HpK/ufwt+4FuWluzuw0AVHQrhNbiVkveCy9q08x2JwAVzSm/qQMexa+VAFRUo8XsTgAqmlMX831qePnKMDsaLIqokgBUVKPF7E4AKppTcAHdmO2uBaCiGi1mdwJQ0az6eTg72iYBqKhKS9ndCgAViRokdidaQzm7GmmXg25+9Y0XXnzD/vXJy0//gxiyaGqNNNK1qy/aqXJ2NdIuL3p8VxX07A/0n1mAji9RdOs0AUAnqYfodmkBgH7yctd9+d4rF4R+xfwtABVNrQazqXQlRKJYCwD0Yff0zy7/PLlvCCoAFU0vAahoDc0P0Jv73Xf0hx913bd7AahoDkkXXrSG5gco4OWFoN8RgIrmkABUtIYWBWj/VnfnBwJQ0QwSgIrW0BJd+Ds/8J+7p38mABVNLwGoaA0tMIn0Vvc59/mTV7qn/14AKppcAlDRGloAoI/vds++8Z75Y4hp6gSgoqklABWtoSUC6d/pADIvPqgAVDS5BKCiNbTIUs4nr/2RR+bN390VgIqmlgBUtIZW2Uzk18kCxZD7/nxeuwZ703oAPRxGlizasba4G9PSJW5QZyFopdYEqBD09koAukkJQGslABWtoRUAGsWByprkSGchaKUEoKI1JADdpASgtVoVoELQW6sVAHrz+rfeS/wsAO0FoPVaDaAXegpAb69kDHSLGugpBK2SAPSKtKMGFYBuURsH6PG4dg1irQnQPd3wu9COBkUEoFuUgud2CXrcIEEFoFckAegICUAFoA1aC6DqVt/P/b4PCUBHSAAqAG3QqgAVgk6rHQU2CEC3KM3OzRJUAOolAJ1BAlCgm9fvhZIwprQMObcK0KMA1EsAOoMEoEBqB1As2Y0pLQFovdYFqBB0Su0pMmyBLvzwPuMviQdaIUvOjRL0gs/tEXQlgNobfTc3/B60p8CGJcZAhzchpXzOoEABqAC0XgLQ65EANNCFoJ/Lp7IFCkAdOLdJUAGol7vP93LD70EC0FCP7/o3c+YkAPXY3CRAB3gKQI0EoDNoT7G1C4UxvVXuggpABaANWgeg/i7fyf2+CwlAYz1KvsYDFZgvcXu376QC2NwiQY/H02l7V0AAejWqjAxb9x7ZZyD99u7fKbUDgG6PoGsDVAg6maoBuuZNIgDdnrYN0EvbC0CtBKAzqDK0VgAaFCgAPdOftyEBKNBuAbrlmYZ6gK54kwhANydkDgLQQq0CUHSP74qgW35zjgB0lIqu7Obu3wmFzWFzBFVDoAJQpckAuvji2OsB6Mqbj99WgG5xObfRDgDaC0CVdgvQLb+7sTK0VgAaFigA5f9aX6oHLwDVwrf4CIIuvT/L5WQ3S9AGgK54l9xigG4NAVaBMWyMoAagmyPoGgAN7vD9AHQ4VwHoJLqlAFXLuTeGAKPQFjYH0As/BaBKkwF06cVd+wBoWYOuvPn4TgE61ty2uRxRSQDapA0AtJ2gAlCgSysamy9pz7X3zr3FAN0oQSNT2BZBNUC3Nwi6e4AuaI76VLdKUAXQs/mU1dpbP95OgOqjyzvxS4b4TQXQIdhofG1C6SFQAajSVAC15th2dL22DtCzAHSElgNoeSZLvqIltoQ22zid5kCoANQrNopGM6k1x5EyZ7pRgGoHtLgPv/beubcSoO7gwlwWfcfVdADtZ0Co6cFvbxC0AQfhq7pqjxeAzqHBAa0YBBWARgWWlTjG2gBAi3JZ8iVXhB00A7SfHqECUK+pAFr7PB8re6bbJKgCaF/ah199450rAmi5Pfhji0x20TcMUGbQYhqWm9Mi1Pbgt9eH30QXvs1MjkfTZV2mSd2JbhagvQAUaKb3wlMAJY+M8QEPLbDZw64BOu1skgDUizKJajMZhvsUQJcj6I4Amm/PWwDQmd4LH9ka1wmL8YEBmrXZyv1dR4o0gwbbgGc9HUJtD14AOgFAz0ZDSy4HUH+eWwXo8P8GgK5D0N2+Fz60NW4UK4YHPjJrs5Wba42VtoKg0iMBOl0/XgDqNQ6glp7GAs0VXqBRwXlukaDaAS3uw9cCtO4+KEi8xBjoPO+Fx7bWMYsrTmoyOnFgzmYPywLUGEEAvHqAXg4/478nQagA1Iu0iMLVhxaegwSgULYBy1zQuo13TrWhfRsB6DzvhQ8BSh560usOEwfmOvELv7eWBmg9QU+ncJvZKRDqh0A3R9C9APSM6dljgM5PUHiatwughp57BOgs74VHpsatrTCxPOxx5BdQS7920fbgg1rXAfRye8YAnQKh3gG9lQBFSWh7yFlJAM/emd9SLujGAXoeA9DUbeKNv/weKEm5UBjTDO+Fh6Zmhz/DY6kmi000ZbRzv/QmDNGHAD2FXxdJ36LDwfFBYxF6ywGK0jDmUHfH9yFA5yYoPsvtEdQBtGwQtBCgqOu+S4BO+154JWBpbvooOJZ65hAGmrBZeP3mAijK1gO0haCue6gOpY4RgI7JYDRAiUtSD9Ax13DjAD2HAK1sT/I2CUY+9wnQchVfVG9qTGQb+dChDJQ12sMiAIUZKwsguF8AUDi4pg9lzKm5snAIVAA6DUBtK7pf8s16zQD1zVcC0JKNd+JeV2nzFaW7BoBy84owljw+CuXEGO1kr2zgpGP0Q6vxq4h8ygxBg5mJBQC6sd0Al5lE8olYY0hZCe+AVgK09RqGJzmq1aaPuzw3ATQ1WUANWpUDtOCOvwKAdgxASa+dNk/GaBt3HK+wKxukj/otwHH2p5Cy1nBe1+UwMUFhD35rLujVADRL0MqZZKSJATo1QSFASwZBze0ChKrERC0Vtt4l2bUCFC3bQPHz4DNqOveZsU7y63CCp/g9q8WGZXN0JWGAwnPg84wndgWgc2UwDqAJfiIXNN2uRGReQgc4SBSd47YAeskvAmj2gXRKizqsrPWKHNA1APrJy0FYff2uOKptHUBRVvYTbjv7B2ebpNFG7Vf6lqtihIIg04M5tg9c5xxBycLcUfQ8UlHdCAlAfSreFvhfygCacUGJyLyUDl4TA7TCUSjOsR6g4X2epWdfDNCiTSx3DFBtaEFy9yc9cMzaJvFD425lejOuyLao80IxUuoP/UgFSTIAZVitj7oUeT5HGxF0zQTFQ6ACUEbsL9SVogCaJqjdTjCRJK4NpCjSiGabHKBDdlUAjfgJDkupqPHKHNA1AHrz+ui18B6gIZfsn2Eb5QBK/NK2W5mxqsi6qCcDnuMf/ooAmnQmOVdXHaNpSRB0BEAzSxLW1MIATVjCvACtjQaHK0EIiI4CaM00UkGFsQPqMk959ISXWbYiviBNWX9zl2OgoA/PjIqDhtUGo/9OWGbUiW/cK8JevxBuBECjIdZDzE9wJnHMG+cCGIBSB6nvGwkqAPXJUpbA/JbmJ/o50bJUhEZKsDKXuocUbW823dMqTp6PHAgc0AIXlOLnZC5o4Vsodg7QOLH6BjasaQj1TeqWD34j2y/fpuDqYcBd6hVWNsztoHaiiX1nakYoOdAKABqb03QADfrwnMUtY0G7B2ihC+oBWnQRA36a7zxBdw1QOs9pXNBCB3TnACW6xQag/ouDd0HTLlOIAypNwVJn/Jf7WwEU1ZYaY718R4StRQTNzFNtCqAN78poUbKURwUL4eYGKHm9GIDylkrGNidEAdT8MI6gqrblAM3Hrqq8qgDKZDkNQEtjFncKUEdQ8nDMz74YoODntpXOiW72UK8uMGEi+8OBj1vjRgfI9K6oyQga8pMAKNE6LS8bIorOJolL+dhA88krQx3u/EVq4J3MIJEsbQfkrzkHtBagZReRBagl6CiAlhM0H7zKApRrbBbJU/Thi18juXOAksefAoA6gmbuQ/Az1351exvor9SX+qwgTKishkBi4mtzPn56Km0hSwEUt6d6UkWV74ihi/qCWwBqgz0+umsmz579WV0GqXT1AM06oDgFc8ZkbHNhVeIRpAPxbanqAJqPXaXC5pMu6BA1n8oqX6GUilcd7hmgHQ1Q/GQCAM3ehkOcjj+KVGZhBBdqZM8KEJTIaQjLoAh68gQtiTHFAI3saT6AxufE7XNdV27JbBUH0Md3u2ffeK//+J27mV29dwfQkqvIO6C9IWjjxTGVXQ+g4aoj4rhchRKiOoK05gfoPC+VU0ziAAr+smFwfUnc4tEyoizIL6ppKta9C45hbrJTiqBlIfoBP8tc0AJGFQA0PKvOOt7ZzBOllk32cwB9q/vMe+bv7itVGaTSVQM0z88gCXnWTIRbUU3IOORmgtYBNB/8T/EzA1C+8NEALe7ALwHQmV4qNwQ4FhiZiyMuCvzOAxSbJK4qf90A+FKBhAqg5FiiByhbMZwWVq3EBc1jKgijN185gYYGBVm/O1tpvtTCYCkGoDf33VbeH1mUFmaQSpi5wYafj7x7aRWcWt4FpVeHZCpiRJ3fcLkKzpuoix+Pzx7dlwT/pwBKtXaKn+MJWu6ALtGFn+elcsqnI67sxVkjZmq0RWczPWmCFk6xBgBN0g0AlJ+F0Psg8wQ9FuGkBKCh/RRkHDug6JEEGtqX07lP2VqTCYvxyQIULHuLVsBlMkgkzDkoEUBp00gBlLbt8O/8XIj7iM/PHHmxtCKAhnVxVS0CaD74n/E1WRf0NCtAL/zcEkDneakcM4s08BNk4Jr+8uFCgEyeJw3QpAOfAih/1CUlJmgKoFQX4qSjCI4kQw9B0rARYc2MzxGGxB+zzxcCoOAY2NBGoHkq4ARTVvBzkwClo+SdwpOrBmjJZLL9hE7PLxQfCJrJg7oMKwNU1T7trxTWiRIZCsNpkUmkGV4qNyxSpAHaMwClABAfPKQqHeDCd3vymgGAqsO4UEFbRZqgw+kSDMWJIwcUVk1HUId9+KPOOFH/vgKg5hO3S1ZKKOapBp+pMdDvmC+m6sJfUmaHyAZzo5dpAqUBSht39pugGu4jPD2400YBQeMLASOSMweDSvKV5frqzPe68uMAmqhNjQO60Cz85C+V6xiABvQADX8gxvCIgy+YKBjfshVFUzWlAGVdGM9PptdiTjdEKF7fTAAUGKIFKGoLldlEALWf8NOlPMjSpazjJwXQrnvmz992pvdkokmkGKDEhVcA9c0zDUAJ8y0GaMBPcGh2woTonYCa1qCKrW0dQN2UaqLMES5oFT+XCmOa+qVyBkjhhT2NBugly1aAZuoLCZpzQHuaoP50IUN1AObBJ4vb0HWFDlQf3nE5dQakA+8OgbXVU7tBFUqvqktYh0+igJvX7oI5y+GvacKYostHPToP6JnE2EYGoIR1x3nkZpPtJ3921vl0R9ILIGA11NAWU9MaUuUi3+N6UH34En6OcUE3CdCJXyrneIRtzDQtCdALGDPWpn+9pCuMsUUAzVywMoCGCwDCCsKz9V15Ez9k01MAtcs8bKQR6sMfJwfoAfFTnXZUI2o0VyVS/6t0P6kCBj36yTef7zo9FtplOkEVoQIRQOOLr6tvTqLMAc25oKT1VgPUd97tv12aoMrxGK6+L8nUs8NWzWligIKg6JSaXdBDjhNYSwG0XKUAJVxQZxJEqJDyLFMtYy5Mfqy0AaCuvjYH8iQRQAlrCmfBDEPt9Lf+l+rBq7LdbRK4oB5VSWbRzWIOwXXFp4eWYkWVh2X6oNF6fibM5uOfvncB6J9NtJRzEDpdvbohTAIBWuiA5lxQ2izTs8n2E+RndOQwJMET1AM03JShDKCggkxdXRYsQMEv9N46iUxLKgZ0qHNAdwpQpQigwCL0v8gBzT1a7LRkfrJJZwv7myUOKDIUcoF4LUB7NKUENk0h2vDs3YwIoD6zxClUABQ52PZdoUGVDgr8CKIuarQBn6NiTaszCM6P6MXbx5o6kWkAylhlFUDxlh7A3+AJqke+hpp4hHqAFhCUKhGrBqDE7o7MhWskaKUDeiUADbbwpwGaHtxwYR0MKoA8QG1JuQD3CKBhCJT6OSg2MieyYgeHG41IsgePpgps8LQdsgD582fANAoFUOjQnC1f/FosW2tzkPdEwehnPT8zZvPxo4z/OQKg+v9h79ueXQU/45QwDWeUyXgc84HkJ+qwsQQ1Uwe6JvjFbXp77tEAhT0z7kf7C/WKG2a3mjaA2luoWDsG6NBEtmuBX4FissA9+PTDxXbgWwGarikGqDq+BKCBPVEVU2n8dNKBdkAPeqtRf4hzQRGsEuBKAjTgpw8y8MODeBHqQQP04HLxjujwb9w0+SkB2mz00Pv/vJvfS6TC7uAQBTw/n0KdnX0+FQH0ADMDadz1yVkuXVHzwTwww5QFBLVTr74aPhs9hpW5NiSykSoAyvCTAWjF4IKvQaUDumeAqktpCErmETigSRdUg+dgeFRCUADQ7KXCnAUAjqoQFQNExREggNpufJj1wWx274+xAMXO3hQAhesEkA0DhB50lA86v6MX8WxpAujNj4Zt7L7dP9ST8Xe+QxyWzIARAKg/Q0RQDVANHq7uqLHBK7GCRBahvEkWApS4TdCcAU3QEKC9Z6i5AcYCNMlP7HQQE1k8QJtc0GoHdKcA9U4nfc+Dm1jLDROyI0nDdTAL24oA6mc8Cp51CKBkoGTPXU58DmGaAxhq038f4tXN4c0J+vBB8/EEZQF6wvV0K1UPUbt0Zi+Ug+FnCF5PCzqIIK3YbG7ua3D+ny93/+a9/t1XMtPwjQCFlbR/qCvlXNACB9TuER+eZ+dbJT/6RNTTZUM7qnjSlSKoKxhUV72JyK746zIEDUolKlEF0PgHNBXB5VxWuRZ+7hqgZCi9zyNyQHkXVJlD5+CTI2gE0Ex17SkhgEYEzQO0C3cBOYQAVdvhhfM11h0Mqx8/ftoAGvNTFRo9VzqF0IMeJoHV74PGmAagHw3e583fXnJWrueFpxMF0vtnFK6XO2GFHeeC0m0arIQwECUAimYKSRUAlNkQ3nzphrziUXdHbl++OkvXlR8LUNwzigQBig6eA6CHsJSCwfh9AtRIDYKymRAA7alVrt1gX3Ymsgig4BYqGEUPJusZaPTU/rBBJ1fVlPrdnd8p2szJ/4kmOxVAo7uSNRi2RXBXHG13GrWL7Sn6y0bE2RB/lfAzNpsLMBU4H9oVnI/vTrOU0z8+w4pZgqpxJQPQcx6gPr4sQFjnAuXSDGWujX9Scy/UwC4oNeoeB2vYc3YETV0dbtTV6ZwBKCQoBVA4E8EeCxXcc+i30M0tmc28XoDGPfiecEFVJ+908qDRffh8gLIDaMEWcwxAMUHpOUF0EuE7if2vcKoB3Ybgj6gPT9gHZzEpgJL8HDzNKLF+Sl0azPVr/T0eJoRqAqjdO8Rxc6rNRDxAo3ppW9Dmo7ek4EyU4GcfIbRz79FSoy0sQnMA5eeZsAsaEhQOGkUAHS6mGgodCdC4vmSC4M6FDmiVC5q451r4uXuA8n14ygHFLqjdnvQE/bZSF7SzedR0L8/4zdcwYod+QUH4FMAuKA1QGEaE7ggcRsXEldJnUARQxE/q5SS2ZgNA7XAGaHWUEv41CqCfvDwDQFVq4tF51iZ50iPDh1MBQGE7nc+QoHaQsfchZwxDyYsDQn9yE1Du3A+BefqcCYDaKUv+8sQFh9+MBKjvB5IiasYD9IABWhhNt2uAJl1QFqDWZrR62++FxRe4oBagdTc3csxQv4x5w0vASOSCEj62mR0FnUKQV9CHJ0+S7XCyAHWbr2B+kveDH7O18GEiEtAXJU3Md+H7G7OKeKrdmABA4x+Ve+1j4qxHGglO+6HDQZ/Be1foriZubBKRPvQnYcr6Nzjyguvojz0Gy1I1QKmprzD31De5HjwEKPF1NUC7cNzMf9ble4+7LBr5agFK89NdiM635AnvAFo4jeTmharmNzw/bcROKUBNQuCCHmKAuugSZdjRGmc4It/RU7s8QOlz83uveMs8O/cyOhndbEewPsfhCAt+0wbQ/mH3NAz9jHdjCl+UUFAKrDFdLQ1Qm/KAosyAQOguPtr3422FgnEbhqB0PfV0eeJkQhc06LihDq2roT7EzXwdzkwJiYl/qyxAbYpT3FCg2sUE7fA7DkF1In7SOYa6hQANfZ7gNUSlLqitQb66BEB9xI5zHRlMuD6uBWjvb0+QLABob70DJOiCHqmoKA6g/PMEAtSV4tiIy3cBAsejd4youKt+EoAOYUzP2k77zWtdtBtTPUD9lBk/9g3biiUow08XpwFbJZo6pC4ScX2GzlaOnykXNDAQXShyQHtz8zBB+AUAzfbgZwZoH7ojLuagdDHcYgC9eTSoIGElQJlbHm4TG6z5OJxS/OztPZ4EqOVztMabTOyTqEAV1A0z627Yd7Ta+9WS1t1Ngb2pn0/g1CirBi6oLreQoInWsOkhP3Hd/V8+ygHEwTAbA8DxAKZoJr3TBZpgO/opdmMCMQfs2M2lrdxPxrYkGqgFAAAgAElEQVRYgLKPOASlkJ9UhkRnWQE0e14hQP1FC5yIEKB+hIBDaCpyyqgYoME25wE/+ZMMrtKQjgMo+LNiMfEyAH33NfuUv/Pi22NrBMW6oACgYYIDWokevQbTOUkpghrziTfJIBMjgIajWJZkHCY0drreAbS3UxQomfMXUhXy96dZ7zMZQF2Lnrl7wvdLDevPnqBEvhMA9NJt/3/sqOdEuzH5OTO2VgqgZ5OGI2gUB2sEHz7+1wKABml0GNXwKXtaodHYUqMeChx4AV08FZBNMnRCgJ4yAE24oOg6sQB1j4Ph/zWbMSwB0E9eQT0l161qrBFUM0DdX/FrhEtcUNOBOZ9Lqgv6R8QcgAnvZG9I05tzRxkXNDI3g/x0fWzn+sgClBmxY9tC/0TzExACRjlYgJ51P57pAMLQhQJVmU1zBkc7ZMGOfav2ML+qHbIPh0PUphw/4zma4SN+zRfIAApcSe3cM/ENkTgXlAQo1bsYrqSdUWJqxH5bAFCVRofnBcfBUyt0QU1gQ1SfAwBo3WY2CwB0eLfCi2+obR0+fvQTYiyqskZQHEDBcpz4d+jyEK9hL3FBNUCjy8iktZ/IKdQcQHu7vtRnp27LMFkNQP3mR0UuaOJhclDAsPyM9ha21URTyx6gPbzVA3kkp04oSt6ssgzsPnVs18P2dM/uzicIqv4kHxwovvHgFBbGu6BuXx0mvoE5LgJoPESOAArnGIbe03B8wFDGZuDXwdOWrqB60PatAEVl+LiGoDrN/FwCoNnZ0MoaIZ3plR7Ay6QA6p+eZLSiOY4H6DAHa9cqlgLU0DPigbbUVDiUAr4/DeWCNgLUFK8wUNCH77LeuAIoy09rmSjKwY3W2s5ZmqDbAqgfCqTT29YbWsK7Tgfw+LODwLTjjQPEAUIDOjEuKNgsqRSg8cCPm/hKABRW/mQJihDKmQwHUI6fLEDxqRW5oBxAQZ1r91KcH6AuHs9qsrcjDmJcUA9Q4lf/9KQHv/MuqF7THQ3E0LLZHRW2Yh6oghIA7YKZ3MEFpaptfMF0ZUxgopvPSRO0s/d7DqAm7/gcDibYBZwOBugwRUKzZGqAThNIb0YCGYD63QXMw8SOV/u5NuOCMwMXOL5R53kiOEq6oHBjsmJ+IoC6AF4qRgPuLIVqP5RqH6IHS6AJARpNmxKeS5ELSgAUjQ6c4tXNOc0P0Mhup1oRokQD1POB+PXiwZkGY+Iv0i6o3WI9Ct/hZBhkpx8oF1QNI7GHd/iO6ZgNxIsAqhusBqBdCqB6Or/TGZOoOxzC2mKADgefyE1ebLaZE0KpU5rG7g7OESMOgLuznO30sTtKl6IBykX+xAC1XWzYp+9pFxSGzJcDFBL0bAmaAWgw8acJalP5kDq2NKMigPYnEqDBqZUA1KYJXdAR/FwDoI/vLgJQCy6igJPrWJIX2aM3Dvu1L6jo3fUsAujRB8AQAD2d+DG1TvEy6FjTFR/SFADU1SXbhx8SdCqCinVA1f7TnWkZJknIT1es8uM6nYgj6HQAvXn9WxP0fAYPi+16ELsr2pvfB1EM7cnxM55ethmEfezcne5vgawCgJ577TATc/+en0H4Khg8Mj0tfvwL/FIK0DAFAdASgmYBWs/PZbrweMzz4ZRdeHoQNAVQ4/Lw/OT68Bae9vdCFxQMeplsggQOoFQ+1vNAAGV25TseSxpP7+RR5IKqBIqfvAOqHF8en1S8VWcXA/iO8MEELSJNDNBJMlBPDA6g5Pa0KLRQPZIS/LRsiAEKi2Nc0LCixY3i8Kenvs49vcoCAjTI+Ow78cdjn34Drv+laA7JR/ghgEan1gpQPx7Wws8FANp/1HUveWIO24QntwafAKC++0Lx0wCU5yfhgnp4+t8rAGpmXW1eQQrTKSQXw9ii0IkcSPs8lQFUr0MvAajvlCUA2um4x0LMWcpbgLr6mmUzOG3XbRGgUftY0dt725PyE3d+9Rah0LlybdIFBC0AaGmbIID2Z31LJSLc4qiAs+vED2mO1LvB3RGVAD35EGmXhHI3EicbjovQAK2cfs8XaxLU5xlqeKXCM1++N2h4TXf30rgaYVF9+CDkkMherZ5gH5IRQM/YxXJuU0mFVS2O6OoHKeyoGkFQ+wUC6PD8pwB6ot6GEUpHApxTALWtVgHQXKk4b7eaCoz8qodCgNCuZLNVn5bUxCvgLtU8H4P2MWLej+BOaeCmBWjyZg97mHEF8y4o6IMlUsFC/NPqzLwC/JwAqCOoSnO00V6+7t62aYCmHNAQoPQUXtYF9QlQUvfqgBZ+LgLQ/p3nQRz9nW+PrFGg2AX1riHHTwXQZJSSkiVo6GBVAvSIHFAeoEHfDf0NzkSHBca1VwBNVsVllCGoLgyUHUdym5qo1k8sOKDLBwAFeR38dIFV0WaBNinx5fQr4MwpU0dw75cBLqiygUPyORfAATaI/74MoIbWBVgwALWNPdSUuDvsecf81KFGJ79gDhE03GzAZV0CUB+uAQFKNWDOBQW/EwA9VtpxQakmQUuukZ78+N4Lg+59/9ejaxSoDaCn6GYlUhmAMvwEwSWp+nVq0hsmCrI7gehQTFDIT3+4DtGKaq+DgFM1Maekq1AO0MEBpQdozebIiYZkyrcTI/EdFLqgYwA6wwq4g968LXjCKJ2iN0z5H7Q0QQ/pub4ADhig5QSFAM0TFAN0GOShxrfSAO2VC2pjmBxBPTsdQv24WFBhrmoeoKlVDEmAnlmA6mfFsc6Mi0o1CVpyHaMJAWqCnqnM07skIheUeLePK4gJc4a/Wn7yAD2B+JAOXWb3GQyb2c5ZWP8igPq7adjWJDBomAw7oKeeIqhZSlD16MYAjQka1KV8cCCu3xwr4NwpR4ewLziELmh3MCGh/N5PGA7h88RbXp8FqB2SLCeoA2hPvU/A3mgHavssS1B3fZXFYs/TfqwBqI3WsIlMIAvZehkXFP6Mh0N0+BIbSZfU/gEavXXGXwrbXSWU5GcI0EwNuxCkSLZ2dPCGMTYYq9ZFn3z3r08ClPC4A/kECgUpFxQDNB6gVUsJ9D3aAFDtkgSduJigYwD6cIYVcHb1ROSCnlgHFLmgLqY+RVDq0LCOGYIezIY5RzOnk7MLdYU9P3tqqYadbUgA9AQekHrIF6fUfyKA+gc6XS8EUG0jXMhf6goGx+CGVM8+Cgi3BKABQd2l0EOCLQAFBD3HCSOARl164HI6foKFIuE9gl4e7owOFnN0uwD5gdegYrAHxQlPRZl4VnoaCXq/NpQbVEgvJejA70WyPTwKoJQLWrLdqlZkNrOsgLPvzfRBSUYp/x8CFHivTHm2SU5EWALs/PRZgLoUZQSFAB1WhwXPLut5k/zszbIrbTcKx0cq2AARVOfoJqaYarncTbIDaxTtAGWiDjYK0CiyvgtUmV8aoPAWDQnA55kCaFTBVI2PIUD1C5lBihCgllQoVzeNf+AAqr3E9I1yxAB1bUC5oBFA4T1/BvxsBKjZ2DYiaBB6W2wNUcJZVsA5rAQuaHr8xIVyan8wWV5nfLkTA1D3sPa1IOsJ+NkXTCV5gGoHNN5twQD0kABo7wCql18cYyh2FrC9WdNxDKZYw1qB3M2ZHdinaoagVErXjiQ/CzpA1wdQwM8e7xuOs04S1KRUWVPRiblvrI52YtxmAjHqfwjMu+s6XFlvY+7sQoKaeYDkjRK1E1ywHaQMevCuXoPsgr8uTJCV6+ExAA0ISserkMoDdIIVcMAtQy7oqQigHQIoXWDHsjM4KO2C2h283O8FBDWI8QANVhtZgNI1t/Q96ZeEm+JJgna2H6bgecRBfkGlYOb21NhJ2zRAyaSmGU8kQEvCm1cA6DRL6oASAD1zDqg6jm8gnfQ8FqB2281gyh95owRA+/A54kbvve0QANVGy1QlKkWPpZ7N6D+fFvKxM9BTUSG2LhUAdQ6ogzG+AlMCdI4VcODWPYJx4gw/7Tmp55tPFrsKGXiiaiZd0IifeYJagFp+oqdF7wHJLXDSA5oqYMO9RYRcMeABaqvk94mI6oQKdyfHETR1CQNv0iQ1/KQBWrQ85ArGQDFAIT9xq1Ej30mC2glXdiQ/V2XHT3JyGdwrkXEHNxcNUJRrHqDhLaR9CdUGXCST/gR+7dS4JeJnTR8+BmhEUEbZrONrMMMKOFgP4IKSD0EoEqDoIgN2pm/bDt76OYDC7woIigGKCQoASraUASgOb6HXXBmCwtfaUL4q9DrOqCYtBE0ClIxpLFtedxUAhQRFAEUDH/Rzk2klB4oIoEQ2TJX5bYvDQnP9q6MNwAOGg11Q04NPZRX+YjpjekotSAtGUzEe7aBINxagVvMBdIYVcKgezgXN8tMDFGPMF2nh2XWxcUT1zBM02EHW1jdpZXrfe8BPF3KgBAZIawBKE1SN+4Pq0LNcICMM0Gh4wWXMXsMumLDUKd04CAHQc9kE5jUAtKcAqvkJ2oDOlyOoGz2NJuhqAOrusPDyBIU2AhRU7GT3E2Ozin5wq/0IgrIAtW2K33paCFCCnwQuQr+jzCCoVFOvgMO3rbq87CgMFvN8Q2Oo9u+c41MIUOrdB6lKXmygMynsFQAEhSFO3J2E6OuKpFinAi9D/zisG/OY7fT4O0nQDEAjggKAhgecCycwrw2g0AFFbZAIGyEN1n0duqBUPmTeztjIxxt3ApToX5EL6gDK3cmxgTqA9hFAwWxUMMJ51vs4dAFAywhKATTmRTjy1Q7QWVfADVPOqVEYnPZEFuAiy12cQ18Q+5on6PAT8UOSoP5th+4C2JcuuEodEsuozuTGkjRBT0cceNLrt4UFiRIArSZo5NoPXyQm4kr5ebUA1Q5oDwHKHk0h1H8XPqBKAXoEACWyx381AhRM7vdZgEZf+QnVc/BSUDCChulo1sR1cwI0mnudxhOYNAPFTbX8z82X5A5gDKcL+VkCUN//JAvWDih1KE9Q8L4uf30cQU2dFECZhqIBShJ0KAmPSWrio8MZK7HrpWiCchcxblkLULpFzsXTl1cMUDNWl8+VICjs/OMxZjIj4sskP4O7pA2g0AU9wR3BS7OAESmIoLCzifrnZ9uphvwsBqitw74BCqZ7AE3yAKXzV3PSOM42P3fR+f4n92R0XIgGiziwuqcBuDw6Vrj3DmhfDdA+3v1UlYXnJ+xsuM/gxAHUfiIJWgVQ3gEN184nND9Ab16/F2riMKYebrSl/9UdeJ9bJro0QOgZPYDwIHMhQI0tKMbNCFBr7dDBYfyA+Evfh9dRLK5KcDQVAhQkGQHQ3IyaTRHWJ61FABrGGbkoixw/WYD2XWxaOYKaYRTeBT34NxhEzgFhCdr5PNs6wutjCVoAUHYcKiSoWXeO+sj2VHwWVNxK7x3QniZoGqABQZmBjip+LgDQYU+HQBO+0kOLAKhzlooyRXZ2DhrQEBSM82crDbaMpOESADR9B3I/+twzAKX9DgxQT1AIBQhHhp/Fs0hXAlDwt4tTywK0d539+IewAgUAVQTlXNDOb8BwjntXoS0YfJ5tHdEJ2tUWlp/gmRFXix99h6w76tvpjHYQ9/ct2UshAVpBUOrRFL6rEZYF+64ZLdCFf3K/6760jAcaduBtdgV5ekvD6O1daIePRXE/sJW218XtfEmUhz6n7kD2N+eC4hE2yscgj8d9eLdtCgNQeCtGAC0gaO7e8AoBWnL9lh0DtTI4yfOTeY5C17QKoGc/jELMDloOAe8R1hkcYUc+GYDC9WoHC1CuWlwrQILawtWQkScomPu1v0cnPfy/Q9FIOr4NFZvxb6BNcQ5oFT8XGQO9uZ/ZSQwX2GbI6h/ogMLsSvK0BD1jjPjcNUGtx4EUFuCuS0d34Ht0Kc/n9C3I/2Zd0AxAuQygC+oJilxZ71wiV2ZKgHIE3QNADU8KAMo8SU9ur1VffgagGoo8Qb0DCscvUZ19iIVHra5NeHVUEcABTQCUbwRPUDBRZUfTzZSk/aQmmIjGogDam+0iQcGZETZEXyrUC5ZUpEUmkS4E/Vxx4gkA6jrwJrvCLBVC8ZEodx3pfOTl02cd0MkAqiw+DVB26hUB1CGUBWhwICygAqDZmC6TJpwyzWg9gHYjAHryi7KqAKoJSgL08jXiJ5XfUV9ab7MmyYXmYTXdpXaF8QBl620J6i3RTlqG/DQI1cvpodQTo4ve8XJAN15PX0bwHRwAoEMVqoLnFgJo//junR+Upm0yZN19IBxQc4kKc0FDRhGSKFb24Q/oZ56f8FKqT4l7MPGTcUGDIJmoeszRAUANQdGDwwE0ijpBBRQAlHVACwBaoJUAqoBSwk/SFMCwECw+fequo0QT1L5CxmdDZBeasU0Sd5hCgPInmwDocBAMDaAGCnDlonkTBqADmlGVfDseiO/84QOz+Q58uTUsA9D+rXIXdDxAyd3hCvOh+42kn4mk/ZAwSWpbiKkA2rs1gMwBicOjrXUUQsGRDo2JDvxogNIE3Q1Aj2UAJU4cBoAWAxQM1XduR1ZUUMBPlqBEpoTBmottrzm7Y2IYGh/+iovESzcCg6LeL0w+DY7atbXvfGAWAKMr66OgSIASA3hpLQTQ/lF2JYgrsLEr1UOAovxaTwG6YpaL2W3GkFJcKQZo6vakAYoOYTvwfeyCorkkCNBzygEtIijovEW/UQCt5OdqAA1RxOcenTgMYCJvclLuR70la0hQh4VzEqBMnsTFmQqguJ1SAD3FKz19HWEhOlWWoEHbmr0YyRsrjETJaymAlqsdoKQDOglAwVcMQclC2NAVJXAn9K0AtQRNApQ/OgaoXt0NCFrCz1sN0OQTCuUenDm0pBaAAoL6GrgOPLpk+Xl9WM9A6nK7a54AaLKYI16RlAYo9ViKAeqTMNNIBqH4nPQ4HQ3Qen5eKUBnq0nHBcZTtT6VAdT8mxhbytQxXiaI4lQSR1MAhQQ1AA1iCUcBNL+swCTbEUALM8ennhjeSYEIc9G+dsiPuh/1znDhypB09WoAyhB0+DZTDIzbxNsvIIsyP4QItUO/oEQwa+vTwTNQXmh8Sup1Xud4OoyaQM7pWgDauwfcZPxkAOpj6jNpMw7oNADtwxiY4JiMexQR1Nzphl8ajFl+FgA05YDyoaAVWg+gJV2cGKBlw+OZ3wZHShHUh33o+yAMny+ZlgI1xTocID8ZeywAKLCcM9qDNuCnW+ZFDNP6ItCvbCSTIihVk2HvlKC69ARyRtcI0Bmr4vhSkJZdvWeFOyVzATRZBRqgYC5Jzeac42PC4m4xQMuDrMBJJXedT5EI/3TW04COagw/NwJQnw0P0GA7UThseoZVxXRNhIJSu8nqDnywTKuJn1cFUPPvVA4oURX7BWH+UdrTRADNPRDCGBh0VO7gEKDuo3lIlPFzKCZDvDRA41uPeBlqWisCtOAm0gn8OaX5mSBR+IvaNb6z/WrzKkxie7HCYdWeIegB/EralB14TZQCM0oBFOUKJ+4hQONIQu4EOoKgZrMAFLbIBODkdC0AdcHDEzqgPECJGyBMG8/sRAqGxZmajwFodn6DBaghKNpjBBwSF5cmQoaf0Z1HbJKf0R4A6s8+c3blAMUE7VS8Jb09Y2lpWYCSFlkG0B4AFLQBMKmwYcJYVedtHMN03Bl0XeSE2hmkrvMMRY12+wA6RDKYUbs56xLyJZFULzFJZx92SshE2TPqugRAM8cGBI0imuLZcJKfMwC0thO/JkCzx4YAzZ0bC6L4B71rvAZop6dSyaOLRwWSJxPM+XsVAtSYj0pHATR2TPBqKY6fCRd0+Ct4K4zdrUolPFv1TAZpXQdAD7ZJJnVAUwCNCBokLeHnZAClChoOK2iMBEA1QWOPh67kOICGt951ARR0XMw/0wLUEtSERZIHzwvQKHafUxagRNaAoGfjJbE1cJUM/oAE9WuizI/hnlW3DqBuU5aJ+RkNp4R8YX88LQhQehrY3k8ZpQBKBRPR/MwB1FekDKC4h1ekBrMJVwtWZ1BaOuy49AX8rAGo67Ifj12CnzWjAomTyQC0lKAYoEl+9h6hBqD0ygWuD+8+e4Qe3OJP+kyrLOEaAGr32TrnNiYeW5nIy4T7QwYAjZMTAr2SnkFlwRnR937ZChltVCaDgqZnAZoEXtYBJQBaSdC1AZo6GgM0z08WRNTXbtJIX2/mAtVAOQdQwiZrAHqwyWw7uCpzLWNMWQOUs2vGBfWfbT/e81MAquR2ypqen2mAWoKeIlz6PSLSmgqg1LdF/MQuaL7C3O05GqBBfOMiAJ0yg2y/1yjckplRHUA1QdUFP08AUP5kzA9jANonAcodpKipAMqaNQ1QdCqaoAJQLOuZrwBQpfA1Dz3aZCetaQBKqx6g7Q5oBqD5Hjy+9fD9VaaVAZp327TK+FkDUE/QXq+xGZ9nNUDdFwUA9bNcIUDTj2BFUJ6fDEGDU9FeqE9JnWmdISwG0JtHF5XsKFJXfzA4XNZnrRM1Hk0ogGgpP/XwtftjWoAWqgqg/N2ZHARtA2gdQfcD0JLcaBDR3x780s0UP2ugzJ1MFqBlLuiBBGimaYbbO8VPEqDRiZgtmKOEQFsE6K++YceZnvmLHESr6g8n1+YAKDOcQuoUYHRHAFV1HeGAlgK0bHeqXQI067ZVqQagnqDnJEArMp0VoH6ey1xgB9D0YYnNJMNa8ADF6XYC0Jv7aKz+pdQbkerqj6K75uBnDUCHn0cBNDW9OZ+cCzrGAU324UscUAEoVk0spw0NGmypGqB0npnBQX4ZUAlAwz67/rPgamfucAKMTHxKHyVMfZPUAgC98PPZt/v+3ft3fvDxu//33S6zt3LFCcSvS51clQBN/U1qOwAd5YBOClD3qYagqwM057bViQIRBydzWdw+lxNkOitAzxiglp/NsQlENVKzorsD6MPuM9rnfEu9Wu6drvvOqBo5BQu05mENOx6dSFmWXmkjAO1LwnhSN+d4gPrbY7cApXOYHaDwwqwN0BKCuoEGDNDscVlFffisA7oHgN7ct+9DenxX+Z4P0y5o8QlQr4WeXuUADRMUAhT8sS5AC1PSSgAUnEIlQGvuqvUBOkVQjBPBIR5NaJFNXa5cpmStGYCivwoBCgiqPk/Bz9gFJc7imAFo7eWaH6CfvGzfaWw++S/aamS0DD/bAdpy4ySX+M4l04cf5YCmZpEKHVB364FbcF8AzVCnSlsEKPgOmWU9QPsQoIXBCTkFLmjeAW3sN9aknwCg1gOdFKAL8XNlgC7Az3hP0FQ6VqwLWuqAuntPANpXAtRfmtxNEeXBZkpUe0KAwn775eNE/CwAaHRDtXQbqw6YoAvffUV/+kgPhn5kx0Qba6S0FD/TE3p0ytL0sdYD6OhkDEBR5Ek1QCsIugWAZqhTpXLU9SMAymdaDtDARrMEVQkOvuOuAJo5plSYoPE5xBPN2wdo/7Drvj38+/iuGvz81d0JxkCX46cAtCzZUNP4PsCRe0UARTegAJT/AspcnPylDHJJZJqcXhkNUO+CTslPDNASfu4BoEMY6DP37n2j6y5d909eVv+MqVG/KD8rAIqTNN054QVeAqBlBM0lIgGKDbZsE6I9A3T8pK7T9gCKvgAXtg2gbu7ocJiqA98XADQ+ZORNuwBA+09e0RH0z/5gGADtPvOzcTXqi52maZSKKSNTliYntG+AhrwLHvgNAC0n6FYAOnJOwqm8sz2oGKDEpi2ckqfir2xooi0AzRxRIUjQqO3Ju2kHAL1027/5wgtfemMY+bz5X5Mu5VxCbEQEkzL+XK5EgN18KgFoNk0M0GjhXRFAg/tvZwAdPanrVAdQc322AdB0Td3PevZ9AGgyfZ0QQKPfdgvQGglA2T9n0iQAjQgaL1zOw/B83jtAR4+pOZV3tgfNANDkqfAAzdUUAFQRdFqA+upEAGVWKo68aQWgebExZXTK6GONEiHK8yl/3xXcmQFAY3MtW6sX3n6lBN0mQEdkihsi1zG2WwVX5ZvJNHkq7vLGNprO1v9qAZqsRK0AQLlfAo27aQWgeQlAiwFqeUftm1ME0Ojm2xtAJ5hJ1KoDaG+2Cq7KN5dp6lTs9SVMtBSgagJ+8ukM7p5h76XdATQKpJ/w1QqziA4p41KGn+q0TYCWWDkEKLnvWNlO7LMAtGQn2ukAOnogR2kugFK7tjBqBGg6XwTQw2IA5bcaGnfTCkDzWg2gC/FzSoAq4NHG2gbQUoLGDf6xgeYTFQRy5y/SuyhO1/OZA6AF63su16gSoPlME6fSClD0W3GdK0TfNKmt2tyZ7QSgN69/a/xKpEVFxpQxCaNPlUqEKM+njBUXGbkHaDs/qVuvFaD2Of3RXfNcfnZ8+FyZJrCCvgWgpSwiNh1glOrd6otMm2giZ/xTeaXLRVYpdSvtDaC5AncM0HHXQmm3ALW15bYNb472KzuQA+jju92zb7zXf/zO3QkWcJRpGoDWDFYO2hZA2azXAWjyTrKn1nS1BKAFKh9XuEqAFtq4vaOYWq8E0LfszgufvGz3ZCjMoF3jrWBQJUArlucRa2YZJZ4FKYAm8g5+mWNNIbWn2f4Bql4q96gg4QYBSgTlsgnxv/XaOUCP7LZ26wDU70Y7zSY2RRpvBYP2AFDWQrnMw+/nWFNI7CiRvpHKI725Y1MJWnIN9e5rdoLozotvj63RCloQoKkQ5fmUsuNSGx+qe2R3tRuxY0TRkQxAwYzlRPvQlsjkNRVAi/hZwyJizSyjhEHr650qoeL7SVW7IHrrALVr4e1gfnIoSgC6X4Ca7jsJvBELnvcI0BG3pFUtQCuzLsu0FaBc9msANHsfbRygwwZML76hIvE+fvSTiy+61GD+dCqv03jfY2sALXZs3FtntwTQ/i33Bq7luvAms5E5zghQaskXI96gLxc7YaHbAWj+ZZNjrtYCAH3YPQ0DSJ4sN5i/gm43QM0ninhjttwpOZYAaNc98+dvP75rBkGXtbvy2GFe5bPlLVnPDFAm/0UAGkwk5G+jEVdrfoDe3A/ewrmkJ7C4dgpQHpMto/ybAD9gJxIAACAASURBVOjNazYAVE0mvbZcGJPNbcMAze6Z5MW7Z2zABV/CMvysnondNECjoacFx6KW1wSDX6k1HrNpUoASxBu152MTQAc9+sk3n+86PRbauen4igzaNcGSuh0ANF1E2XdzqNILKQ/0pg7NJGjL1yvi5eO7VwzQCUa/NgXQtjCTiQFacjTf5B//9NLh+eTPFlvKabObCqCzQKciU9Y9y3WOiTIWB2hJB37jAPUvlTN6eM1deAGoUkS8FQFaqKntbtsArdAeAQqWxRUlb3/cLTCJ9FHXveSJefOjLhgTra3RtrVbgDJqy04AOkV+5eGas4qjS9ZAo6ovdy4OoGXJ2592S8SBPrxU75kv3xs0DEl1L42r0bY1QQBL5cWfRtMCNETelK+9oUU1+c2vvvHCi2/Yv/Y39r5xgGa1OkCLb6FtA7R/53kQR3/n2yNrtG1NMP1aefE3qS0A9PFd9y7DQQLQVjXjpfLFTlPKrosrU/vFX2YpZ//kx/deGHTv+9mdbTdoyFUaMSBtdA0ADZC5BkCHQNAv3xtWwX3F/L1HgG6An2MAWvVipymlolQXuIUWAmiFNmjIVRKAKq0PULOA48l9Q1ABaKvam2Y9gGaiVCeTAHRqjQdoZqObnQgyc35+EoH0dgHHMG05DBsJQFdQ7bbQ02kZfgpAJ5cAVGttgAJe6sCP/QGUesneziQAFYBWaoII6vQ+N3sRoObKAO3fGpYhCUDXEDyB3Z8MIQHo5BKAaq0MULCV8tCdf/pnAtA1BM9g9ydDSAA6uSZ4r2hmo5udyGNzDYBe3M7Puc+fvNI9/fd7extszYr17WrOXfk2IAHo5BKAGjlsLsBPwmzM6+S0hpimcDsmAegiqniN8g4lAJ1cAlArC851ANq/0wFkDq9F2GEXfu0aTCAB6LLaoiFXaYITWCiGbW6tDND+yWt/5JF583dXvQvYhjXntnyrSwC6SV0HQC051wJoqOQqOLG7uSQAXVRiyP2VAXQJfm5vNyaRU/lrlPcnAegmdSUA1ewUgN5ynbeyK8oMEoBuUgLQWuXNZodxoNciAeiCEkPuryGM3miApwD01usKVvUzEoCK5tQFnovws8Bsbl7/1hW/SmbbKn+N8t4kABXNqtNpKwCdOwNRQlewKJWWAFQ0qwSgol4AuqDEkK9LKwP05tGgERmIJpEAdCmJIV+XluEnbTbvvubexPXi2y0ZiKbSlfJTACq6DhFmMyx/B/rf7Z3719zGfZ+hN0pMqtGu27Sp30gyFSVpTvKSjqiolVz3tElJnTq0kzYJZVlSLcZ2c5qakVPR5ap2bd4Wf3gxN2Au37kCGGCxn+cHcl/sYGYADJ6dGcwMroeewaPcgSIgULAJ6JfK3bj3iM3ffP7o464uGhzFhHIHSoBAwSbwvlRO8eymfDtncgQARIFAwSbwv1RO8aR5BeNAwcRAoGATBN+JRG+IRABAHAgUbIK4QJ9iPVAwORAo2ARUE97s83yIJjyYHAgUbAK32DxpmjcHYx7Fy+FzIgAgCgQKNgFRbB42TXPt67cZb7/WfX4zNwIAYqxBoOt/OyJYPVSx+fw1rVRdvJcfAQAR1ihQAAqgitaz799+nXH728H3IaEUgmJi5arIiSNY+nyAEwXlDixBrFyNLJfZNM2vAMhlAoEufQjgBIFAwSaAQMESQKBgE0CgYAkgULAJIFCwBBAo2AQQKFgCCBRsAggULAEECjYBBAqWAAIFmwACBUsAgYJNAIGCJYBAwcR8ac3U+NrI+H75zebX/jYaqqpA/9/vNV/5yYhDAjOw0nIHgYI8VlqQpyx3EOgKWWm5g0BBHistyFOWOwh0hay03EGgII8vx5ddAwgUpLDScgeBgjxWWpCnLHcQ6ApZabmDQEEeKy3IU5Y7CHSFrLTcrUCgvLj+8kf/vGl+48/Ygf3VV5vm1/+oP84f/YumaX7rz/oC/Yu/Yhte+q0/G07DL/+q2/mlf/U3k5xYEIYuyOZlCl9S4goScZjMIlCR4K//4f9UG37+rS5fv/0TCHSFrLTcrUSg/+ubqmf4578vPv2m+PL/flX2Gf+G1OMP+15kXsbZafhvKswfl18ekApZkK3LFLykxBX8WyIOkzkE2ieoDkjm7Cv/AIGuj5WWu5UI9N/LY3jpz7+pjvKPjYNr5NEOZ0Gcz19+U9vw0n+e6GIBP1RBti9T6JISV5Dv41xqgxkE2mWyoXP2zyDQ9bHScrcOgXb2/+uuAfV76nfgx18VvxvsK1YZ/+WPtA2/zVpcf//74oeEC/SlP/rJr375l83EnSSAhCjI5GUKXFL7CrKC68RhMoNAfyiy+Kuff1NkhOegyynLAAS6OlZa7lYiUFFev2y0T+zDl31J7gKx+uWXetueHT8TqPzh+CF1AsDUmOPxflNuMi9T+JI6V5D958RhMoNAv6v6fGQOfqhywOokEOjaWGm5W4lA/9g6hO4TO7rvDodk/wDJEEygX+tPDIr9/BAF2blMgUs6MFzByKVmzFMD/YrW69XlQ+XghxDo+lhpuVuHQOUR2p/0p6GdHof65S/+x3/4aqNOgzoBEGgV3ILsXib/JVUYVzB0qSUzCJQfyEv/8j/KZLX8oSStkJWWu7ULVEc8PPvxH6heXwh0CdzfafcyBQuyewU9l1pnjqfw35WJvcTHMWm3EoYxrZCVlrtVC1R7QKaOTt8EgS6BW5DdyxQqyMQVpC+1wRwC5cMEBV8zig8EukJWWu7WLlDriMQPxq//1r/5T//wexDoIpAF2b1MvoJMXUHyUpvMNBPpx9/qDYoa6LpZablbtUCd/l8+9ORv9LAQaG3IppR1mQIFmbqC5KU2mW8q5y/+67d41QN9oOtmpeVu1QJlj9iN2UWaLr9EE34Z3ILsXKbwJXWvIHWpLaYXqDYXmmdNywGewq+QlZa7VQuUleRfG6Zwfk07DWykLAS6BMRgD/syJRVk7QpSl9pinnGgMhmRtV6bw2hCsB5WWu7WLVBWlNk0o1/94i/FRM3vioq46P5nGyDQ2nhmhBiXKXBJqStIXmqTmYYx9XNTflPOSflrMXcFJWl1rLTcrVugxuCvr1l/Q6CLQA03ti9T4JJSV5C81CZzDmOSj2WHHPxrPERaHystdysX6K++tFbM+Ut1Cv5QdF5AoLUhV8WxLlPokhJXkL7UBrMMY+pXm/gNUYR+JHKA1ZjWyErL3doF2tW5zTUbf/wH/M+fyMmtEGhtPOsyGpcpeEndK+i51DrzPIX/+2+xm2dYCfLn3d9YD3SdrLTcrUCgAETBe+HBEkCgYBNAoGAJIFCwCSBQsAQQKNgEEChYAggUbAIIFCzBGgUKQAEod2AJYuVqZLnMZunzAU4UlDuwBLFyNbJcZjP6TgDnyAQCnSQf4LyAQMEmgEDBEkCgYBNAoGAJIFCwCSBQsAQQKNgEEChYAggUbAIIFCwBBAo2AQQKlgACBZsAAgVLAIGCTQCBgiWAQMEmgEDBEkCgYBMsKNAdzf6QwRXNbuRBZePJR04UvtPh2Z4FmWDOee6Y5Dz1QKCrBCchlyoC3e+JjT5hcMbI06+M8VBH68nH1dV+nyrR4LmYyaCZ/kw2KM9zNBQEukriaxQAk0oCde+oTnSmW8Rduu8JxthLyrytY5WusTiLYATrmnth0JhE6RwPJ2KfXJv1FX/qdHiN6IkjyaBpFy+QihYgntq0QB0tBJpPnSa8e0sxfw5OUJUcfu91d3vwPjSkNdzWhjpnMai1ilC0oc5r0uFAEXmy/QaFxhza5S3ZoAEfFho0XZ6BRLQASdFMCNTRQqD5VOoDtW4s3tJWQhiaiCKUuNk996PtI3lXOyKaoRLK7akON6WXU3ZF+AJ7KsvDcctdhj8iCfoFap8Oli3vdfPFEWrGZ8kzlMgQIDmqiYA6Wgg0n1oPkYy7i/uT/dca/WsqSH+vW7cl6ZDDgfbQ5AYVZYv9kyLPluW+q1GriptdXY3JU+wybKbicDLY+i+HkVbQn9kGzZZnKI0hQFZ0EwB1EF1UIEYdgbIL091icindTgHNbtd0rVthT7m5D9B9N7APE+jyDHUrGpBZtmOURcsjMSp9IVCt6at2jbTbh9A8XfmdFUce5ulgOQpctpyIneuQ2gMNga6RQBsG0FQRqClI4U/+GL2XpyFY06ARhwbuVvOrUDTkvka8wp+eGiDtjO54eMxGva3XpxvazIhIRlUJ7K8KBNqfjrA/C/SZ9tTfBAJdIxBoNjXHgQoL8PuZC7TVVGTYw70BO+dSrYvd0Eam0O9k5mE6q6RBTQ+IxLk0iEzQ0ugqoE1vUPNRF+Fga6iXsJ721MpbU+5pVHeIm0PDoDwzIYEGe8L0s03nKW3IEwS6RiDQbKoOpGc3XO/PttUEat2Ljo26kIRB+fP6NnC79lrj9VhvVl0TsP12+t7NIDU3jV1L9LkOAtUMKkMR1Vj7IduVSjbRoDIN0l4qMZZ4xJ+trPiG0lEZJjOUOGIUAl0hWnEDidSdicRuuquWPfaRT1aG7UY4W6CyO9BS6E4MeIoYdNd3wfrzarfjh8FQu1ZWyJTzrDgGb9q1UE2gSjtDCKcnwPbncLT9QYcMqlX7KINpBt0dgjVMGTJs0IN3uHzygHsIdIVAoPkUnK/M1yvq8F4z9txc/S1uV/detAza39ZGcjxQWKBcGXwvlkQgr6YPDCmyvQfhGXGY0jT+YMfZtLpBzcCWQe3uT+1Q+xT9BjW8RbSh+xFj6gfFE0+KQNt+wC75TeKEJQh0hUCg+VQV6JUYFz5oRBvnaGK1h3vX6AnKIBGDsqgaKahgXrVsWFLc6fVFLQ6351PbwCugmhjdwIZCh1PAO1qN86ob1Ndq1o+scUQmE2Jb+S8CEYkZMvlUWdlInjEPga6Q4EA4QFKzCX/Fxy0xgw5bfHejIRu9rtarZdcLdB+4b/kz/Z2qvEW1sNdjFnsIg2obhiy6D7sGTfYC7XO7c+uFvUJdf5rHoGXRTlKOBDPCO01pnk7fjxCtgEYr63v3jOfoEwJdI6rLaOl8nBQVBSr8eTBaonwoDBlal5PZXSj1otX1vFVQUZPbsWU5UjIrFWr4sxEDj7QtKn/0YB2pUN6Cb1qpRrHNNUyvUH2cp1ur1/62T5eo9lk7sD9Nn7FU1IbQKKPhTPtOlThHzqHk6RMCXSMQaAH1BCr82fKxR0N9y9uv5xdoK8eK9n/zGZN03kTulD/jmd0bPQwtH7Qqh272m0Tu/BraiSqvbFZ3VdA+MPl4R3Zj9H9SvSJeg0pvOQJtrBa1mPQlvw0YVBcoea5UHdg8lKzWu4w+FiAruhjHR49jQSAOCLSAWgK94v5kn+RaIWJz4Mmy1VNqJWo+ryEb8Y3e9JXB47nVW8lNX0MchMliiI0V51XeXqBaYHqMEauG959JcTW0QZW2nF3EBl1r6uzz77zZN/tK3O+1k6PFna/PWgL9pw/e+bT779mt7gRevzcyR5uHd/3gPORRSaCDP1vRwOU3ohjV5CEkUPat4RS3Ed9Y/hTRJeS27woV1c8hwd6g8ak2O5ZiX/vVAtNjjK6Gue6eDOqbtUqgjMxbZe1DHIaF/9QvAJWMcaadWM2hS0Pc+fqsI1DuzeaVx08vxdPOt8blaOvIZsvZn4c86gh00Ofw7HwvF2rz7mQPdrK+05u6bhXU/Hbf9/xFs7sT6xjL6qf1DTlinoIru5Gx6WnSA9357wg9z6k/Hj1yOcf+4H5nBxeh2LRZ8xvyIOy+ZvuY3P7XQn1WEeiLm01z7bWmefVO88pnj76401x8Z1SOto569nj2JyKLKgK90hY+VjeurM4kCJT0584YTrUXz2w8o6v0Z+sJAlWZo0nyJzP6TsKn+GtfHVzUgp+BzJlxeHOnhTeTc8YnUYfh9DVbSdrhZdz2uLaUoW0VBPqweflBVw3tNPoq7wC937w6Kkdbp2nIJ5IgSCWBOv7U1mjz7ibD0hVQkfZgUPs+HgKrGz82hlyPOSTQhAPmfQqqp9SeQ0oJ9BCsfopjNROIGFQLLuqIzgh5wqABgVL+lCNQKUJHQhwOFSAaRYTjneZ99v/TS1nzfHr5SuhJ0tl7g/kTnaC51BwH2lJ3bVCgOzoEufSRryU53PkJBlX5Owx9DnZsKQfMBaoChuaQaiGiRvEE8DxgsoP3s2H7Lc61cE60ZlvyYV+KKT3ML9AXN1/+O/3/4UNhjjYOq4C2bYtO0DyCZ+vRo5+Ni8AhWutxQ5OrxzlB916DamOmdrzrNCF/Yqk9evXgNIFqv+RRPSb50xvEbmj7grurhLhTo3xJ7kiBjvAnBLo6hD8h0Ezcs/VcSlM8w7x4NzKALut0x59cuOGd7+lOSJ9AjUnmkXmMuj99LwHyLYpnpamXw1gV1O4l9UCHsbbqBjUDEktJ+SbM2pFP7886TXj+2P1hI5ry7ZMGTfgABwi0BOdsqd/pJ3LsR3P9QV4EISYSKBmWNqjRdXcVMegw3l2b+uhEmDKW1BZo8DSl1Wo9cRDPyulvqLX4DINSF4LvsCMFOsqfdR4iNb/76NH3mmuX7GESe5oUHMd07t7oB6Wd/ZnIwifQp5fN9XuP2+efXzbBhk/W2SbVF3y3kDENPRBJKxrx1FYzreBDdNOfniE6CVVQUqDevVL9Scbhbuof97hVUDewfjo8At3N4c8aAu2qoJz37jfN12+/3UxYkDeINi3izM9EHj6B3lftnRcT/nAnjN529iDeZekJSxnUuvO7yIJzMNm/+pgfyqD5Ao0YNKVTQEDEQcTqMyg5TEo7HeR1aOTE1ISsZFFBoO3xe10r6uK99sWtyZtSm+MAgZbhEejxTj/qeLquo4T5g8Q+jkC9Yd1GvDP2RiyHT0ex6994Yb6x3k0mkF8ZwGwIBdfSa6LxaWHtOOhI92oqlfGtZ5yUOh30ZZAro7gZGXmT1RBoqzr0jz/9xutv3JuyM39rHIYFESHQLDwC1Z5YTvfwskygSXEInCqoc+fzjkDvOkqtFKaeI9eghQL1PQTK8Kcbh+fs78kUPSfaO1qsNRZTNZMde49VEmgGZ60NzZoQaBYVBep1X8igV+Ze4WlAdiOecJPfoIM/zQw5Bo0qzxGoqoISp6rJFWhj/unNgmvQxneed+SzOvUNkcPx/oRAV4UhTRg0B38f6Ptyw1RNeL/7AgK9cgQaTMMUKDV5RjyLppdCVl2eVn5sg8aUJyaquwIlTlWT6U9biaEnU3a3QdMEDUqv2LIjFJ800ygGBLoiDhBoMYRAm+ban37WT4CbbPRHyiKU1Ff6ftFp6IZBSTfx9w0RNh/86eTHMmhMekKg1vh2uacZsskXqOXEUC4sgzaN/0TviNEO/U/eHP5cQqBOUyp7/unKCXWFhbAmwJ+cQKMLQ8yJc66Od9UAUP4w6e5Uw5hC7vMbVDw2H+KIC3SvffalRRh0t+s96ebGNmhUoM5gOvKpDv8zX6DN8DGcDWP4KfvkP8/UmR1eTuJJfwzbF2iwa38O3FdlJ2K96PrUBOpft6JG6uS5evTx2681jegLjSwCNq9A+Re6QKPJaFXQoEBtZbA3Fh28uTENGhYo0YKnq6BF/rSdGMyIblD+Iceg/RZjmNVUnllAoMcP3qk5E6nYZ7UTtN9pcFoCZaKkj3tBgXKef9oVtxd/MtFUzqD7wgLt901ZR24wqO/8iTa8pYywPy2DhtvdIYGaTeomkMsAKo7omd9rk+zFf4GqvlslH/ypO3uie2v7faC1BdolV5TiwaqAcoNOlanZ4f70HHYVg84/HkUQlp/vFBgCTVqIs2/Ee2vw/ZRGbQz5TntlJp0XfUh9gUCHKuhQI2y07TmYTgzBSleaQO0ZBtof+kz+6dq5mxdoqc/K07sqc7b7Uq3TqYJKfXoOu0ojPnKqnkeXY0o71xH3ec6A2iz2TvJnXwX1nzxVBdUsEfWnYdBub3/s/BuvQLXqY6k/VRwpJ743qAoc+qUyf1A0f/a7T9hPCIFOi3BnQYrEW7VORqC8nzNwomsYNHyqImNA4xEoJhBooj/lLR84db1A+0qt/sp2fxnUX6ERFqjTKNLyo+zXmJuzMJwYZi96MFMEOtTxzTf2OZmegnMQaE2DyqSyU6ReS3gqAt33r7RYsBFfR6BR+dFnoN/a7Z/WgGew8xr87bENyhrwkZxw9He4eeOnW/B6FbTRVFQq0Cb5fucG7QNHf6l2LeFPcciTPqfeukBLK4RjkmvzO17p17qeRCeofMwePtHzG5QcB2oxfiZSmUCHjVygCekIuEDDifW53vGok/xpFDdfAp4WvFkFHelPGUdi2L2xHGn0l8r6qRoEOu04n7MQaDWDDt7MFij/7wQFqvszVAWd26BVBBqXX0SgGfVPBl+ePgBfbl6yM+qfkQIYN2hcoPpI9OLLm2OzvT4OKeFEE/6cavj8wPwCPX5w26biMKbaAqU+xvG81/UEBKrMGOu6qC9QvhL9jU8EH19e/MUnn3w6ttwl2I86A1UEeoguKqxTLlDDRc62XLJ0pv8MxwRqnWkq05Mwv0BnaUqlMjSpJ4w0mpr4nJ7kwS/QdRt0b/lzQYMSZ+r4vaZ5Uy0GOtFDpCjECZix8HnfIBxNcxj0QV4Z5c+QQIObZiFm0AVKX4Um/LM7TfPGQjXQqgI1nZlhUI8/V18FHWYZpQh03puMLDZdJfTiPfZhuwKl8x1P8iQF2oYF6j/qkxYoW5I+Wny1BCd0xnBGKxjUNmZykvq4PPubFQtUm6SZ0nUxs0HpYsMqoTce1xQocQLmLHueKmiOQEm7BARKhK8mUC2lHIHOmL8qD5E6g76aHPiEBRrbQHM4TYHqk9yT+n6XEKiqhJICnWcNhtJiUJoale+UJAc7equUqQKt58+WLnTeLf1es2WozlP4fk2xBE5VoNT1TEnUmFrnfLdagVpviaQ/27vMmB9vseGV0B9sV6DUkU8nUOqsLCnQlmz2eDZoO82Wn0rDmO6nV0EnFGjafT1VWoWdXwF/rlege68/g8V4xhstUGz4i+GrNeGdEzBvySOroKkC9Ro01IJ3w9cUaFsg0IXKnQwwTTqPonOR+wRXKVB6GIkefWxYhTfi/iNx5Cs1qLVGnXmY9kE7s0FmIVRsjh/FFgONRJBFaVd4aWpuxtOSDFVBswRa1Z8Bg25aoOkkFOTUsXSBmlHueLy4QKncxRvxhwkEOkXrMysKqyoZNgYxn24OwgfwLLyEYjyCDOoKlDJorkA9VcrVCtQe+kH+qe8wY25OUqCJBg1VjLIHNFObqZUbzBkQkaJsSniEQEff/RkxOEskh2oCu93OWBFnueEks0fQk9ijMVlqds6TH16WCtQMX9mfXoNCoDLBmQRq/rnLMmhMoENNc2dNIQsW5qg/MwQ67jplRBD1pz2hrq1i0LMVqGvQ1CS1Z0RknXKtAm1JgS40heM0BZpm0IBAs1bFaQ9xgapoxaI4eqLe0mzq03Pgzsu8CcavMJO+Kg7xhg7/cJLenINCFxTodO+Fj7CwQHPGH9MCHfy5ToGqJCFQMsGpBBquGeW04n2r4tgvT1CeSKqC2v70CTR6OsR+YyqhcmWyhJBJ/lSbyIVt5yrOKxJo2rDY6egM6kk9jD5KiVBiQKB68AX8aa/A4Hw2w86alRMVaNGyDvaDntECbdXbY69EnOQ7b+gL6+hzrEDHGFQpOBaOfEEcdXxsm9VJov6cqxEfz329d3HVF2hj/Jm6o7bWgkegvpOysEBVKUqbATdrTrYr0NC4zL5lmZSjQ1igjj9tgRKXNtWfGQItV2hv4Ei4ZH+yjU4n88wGXVEfaG2BmlXQjBQ9VVD5cc0CbZMFusAiNlaAedMnEkxLsWRpW1egSQZl1yAo0Naqb5nRuhkh9Ok97mgnqLZfmUH7ncI7e95PTBdc8hldb9DcHKawJoEOJ6WKPxcQ6BB8GX+6BoVA+wTrCTSxCsqvgbcT1PVnzKCkP6cQaNmzJK0GGwg13p/95lnKtC/zx0eMERGUUFmgukGzUtTXSxyuSrwLdBUCZQlHT/Ts2TtZgRa93qt/upEYCecQFOiV7O8L5M1qxJP6nEigBZVQowbrDeVreJOnuTsddHkWBp2lEU/m/Yu7ap77xY3PSiIo5KQFqlVAVyzQdngTFwMCHRKsK9C4QQMCbdmi4ER9y/pbNyhd/fQfdrQT1Nox16BNikA91c+WPM38dPgKNP+ykkBf3DLWCrkeegY/rUDV4VfypybQvBTLBapCLeZPmbQ6Xgh0SDA1xbD76DOqnvdokcQMeggVFdqfhEH7HTz+LBaou1+WQc3A3kEruf7038hzGdTNOnsVwo17fBGG548+7uqi4enwpyzQwaCZKeqlS12UUxFoq1VBF/PnZgXqOaOywzI1FkZQoFdXdHefvU1mx6vPwGFH2vDEfjmVULsDgAji1ydxmvvT4b+TuxAzNOLdrD9sXn6g/fnsZvNWXgQjWEqguQkSAlWXJvgMaSUC3UOgRILJKYbc5zujoscyNRZGSKA+fxICZfkJ+HNKgWYY1A5H7Ffmz9CtPItBnZwf7zTvGxueNK9UfplhNX/2Bi0QqG3QtApo6NFqNXqDLudPCDTWiD9YLRsrB56dnc1duiF9Bo46LFDPfokKdUI5e4X06Zzl5HVUmEETspeDk3Nn4lG9mUjtyQiUqIKekEDbsxPoMWFASUZB9qvPX5BYpTEUi71MeSdQaSP3aliv4g5m7epqT6OS9WU4RaCxxfa8Ow+pHjzZK/Vn+F72GvTgvMI1camUuECfXm5YoKUJGl3s+oDnkxBol37ouGvkropAn939HVZ0f8qfir7xIBw4pSA7T9MZ+unKEagejXvnSoE2xOVgvvBpyknE66edTNiX4bBB2X7e14YH9rMTLdCnfZbt2nj4bqajPhw8Bo0dCtmEN/s8H9ZswrOjr+lPUQWtKVD/BOeK7LlBF6yAVhHo52I98IdqSN77wdBpAuXX1xbofvg+CsOBTAAAIABJREFUsC8h0H6Lk/hBNOFZvgmB+u1GCJSc09nVxHjQcQL17Bc5lY1x7xzit4yFUwENfm1D2jmt5kzhZvxJ/1Z4xvHDpgkWvBMXaGmCxunWnHgaAuUGXbICWkOgTy+bi3cfs/9e+aw9fnGrCb9gLqkgEwbdJwrUP8eQSlx1gRIG5aPFvbe7nQwXKDHohwl0VyxQvpsvQMSgVgP+kG1QuwIa/t6BMGiX41KDEvlmv9jXvn6b8fZr3ec3cyMYw4kK1PDnCQi0PQOB3hdNJ/Veudg7jhMFyg1qvC1Cu55hgVJjF31p98+QWlugwrqpAu0E1TSuQnlfIOs7DBx0TKDe70V7OLivCskP7RAZuWIRbsA7AQhsgx54g7JMoVS+P39N6wS4eC8/gjGkvZN18QTNc50j0NkW1spDdoNSX9RIfn6BvrjJa5zyv5bVSCfoi+IGPQya2uv9N5HnF1RL2tMTeRgE2nYCbfQ9RDyJbfhOoC1hUPEwJbw8fhN5eO//OmhQ3Z8HNf3Z8yJbEuNQyCNIMahWyg+yylxkUDrbz75/+3XG7W9HX2p4pgJt7Cqo+JDSGlmLQIv676eihkD5w8/hoeg0w0m4QA+aQId/YxVQUqA7Mu2DfhXY4yQ9HhEiVaANj95SqJqVE1JoQKBhf8rldugT2jgV0Faoq1SgsRAkRjEf0i5Q6Gj/TS/QaeObK0G7E1TbGhVoUYJTs6g/69VAj3emFagcWSlvXHOwe6QL1GvQYAW0FQZtVPirsEBNpbAKaOsaVCytwb4IGbRcoH6DNkQFVHxOfZNy3J9J97TR7dZnKt+gqxPoqUCf6OwniudKlT5Q3uf5UD0EnWg4yRU3qLVIr7HAAIV3nnayQBsRWnUEZAq0MZpaSqBss9+gQYGGRSO7Nd1T6vFnhrr0s+jLe0qlSBnU6j7INSgEWgjZwEnpAgWMCgKVw0m6iicfAfr0cqLhJGJ2pLnCZJJAvQaNC1TZaOgIyBJob9CrIYwSqL8ZP0KgvUGtIzNNZbZ20tSVUgFNbFbu5SMs89pnVkIh0EIg0FHUGAf6IVuO8dNH//vWxY1PPv5GE66A5j4G3u0MAWgrtJCEBOo8CrfV0g8J1TtSUzpB2TN48Ykf3VX/FpBWE6jXoN5O0Lg/+7aYeVZ9DXi1JUFdZgU0JZQfVgl1RwDkGRQCLQQCHUWVmUj/eKlPKrkR9GeWQIVB96ZAEwaBegwaE6gy6C5FoOYYq75jURze1dUwKb+LdOhZpVw0SqD9vaCfV8Of7sOABHWlNODtcH64Qd1Ln6NQCLSQhipeEGgqVQTaHj/qR+S9MeHK4MJCe9U+5niHhXFCAm0cD9ACbQ1/pgq0T2UwaP8AbDhk0qABgSYI5uAaNNSAV/FGIjaehBUs6mJncj9UxPXN6QaFQAuBQEdRR6AM/nKacOVTJJiRIr89+0k0HDYzwU9osbXGNoHrFiXQRnuHQoJARQNVJSMPkBQorVD/GswpflEnp1eoptIDVQGVBg1FndaAt0OG8sgqocSlT1YoBFoIJVD4M5l6Ak0l67J1tydbjsM0qD94f6+TArUNSlTOxLB3tnJDk2FQrQXfDgd4JZ/kW+IgDOqpaCZVQLUMSoM2kQZ8K9UcitwaihUgSaAsKc/IvVSDQqClQKBjOHmB7sVqHMN9liRQ4r4WQ4n0LbRA5Rt/hiZxrkDVEbKOAJYNp+blKHSkQIcc8kyb/qTPlxhg6o0+tQFvhfXnjyc0SqEFd3v2ik/bhChGEGgyCwjUGUg/piBfcaW1ahINmy0p15+j4osJ1DAo1TsoUuM79zFHBcpa8KZA5UP3VhnU2dFao5RMItmf2sAk83x4GvCtPBnslF550PIaSdwXAwFf3Y8meowQaCkQ6BhOXaCsy1PeXsKgIYEaj3VsgzpjMWmBaiPxcwRqJdXL+op3Qnh3leHDAqXreOYkSfshVr81INCA/DwZpcgQaEChsVTQhC8GAh3DAgI9fvDOZAvbigVV5UR2ftldIenPuPUdyWSHm5WunfEFkJVAxD7+emD/lMgOonUX0AJNMWi/8Yo0qLVOBxHC789htFWkjpuithi93VmaxXOYIdBS3GeR/VPHJbJzYpx4H6gY9qlWAukuPNEkpgS639tV0D6UUqhPoFqNL60Karfg5Z7DgICRAr3yCjRsUL5ptEDD36eg+5P3yRQpFAItBQIdw2kLVM3clBPZeZ9d6zWo4U+7Ee+MxaRa8O1uMoE2YYGaaqIEqvmTbMSbC9K4D2ICDXiRQ7leiy+Ak8lCtP5Z9u9VoUEh0FJ8Aj3bE5LFSQt0LwV6pVYCSRSoXDxU144zkoisgPIX8g67xQSq5moSCxxpo/YTqqABgfLqJy1QXzeo9vc4gU7agNf6XUsUCoEW4xgUAk3nlAWqbjNuUFV/kd9QUTqLh/oEKgxKPh03vZvSCdrFQgUY3NOUCVR/gkQIlMcZaMRH/MmO7Sr0ypJ2an8O42OvSnpCIdBiINARnLZA5QddoAfjGz1Ky58tUZcc2FEv3hU+dLQbEyi1wqbKMI8k2oYnHpT2FdBW+0/DWGG6dbJ5oM6TmUAjlrvyG3TSBrx2CUQ/dqZCIdBibIGiCzSDExaodoepaZHiPR8tbdBhVFG/eKjdmzlwIAQqG+RuvTXUCcoroLRAGxUHOf00UgXVGvBtSKB0Iz7WgB/ijI4xGIUxxXVIuMCgEGgxovNr+BsCzWB+gR4/uG0zyTCmPSlQWg2WQPsY+ufXrkAPcszngGixGu3thE5Qr0DViEwhUP+L7kRCtED7/PsE6jEo/TNjERHoxA14/RJcyZ7sHIVCoMVAoCOYX6AvbtoD5ZtJXulh3F3SoEOvnWtQx59aFdRNUwpUd4R0tBFzvA1PC5TH1Qs0XgV1BCriHLxpG9RcYrrfyfgQ82f44CaugBrX4EouEpBh0GCxefQo+k65M/YFBDqCCk34Z3ea5o3Ja6DmvdVcDTOEPFXQflQ7sXgoXQE1JyapOm6eQP0VULW3FGi4Cup0gqpJAwqvQCmDyv9GCXROf2oPA5MV6hab51Kaz26xH+2LdyMrgZ2vL/iRG/07w2YQoUYf6PFOuM5pJZiU4t7yGK+CKoFSBiX8OTTifQLVDLqbRaByaQ+tM8EOo9Kxn5M25gykkEDtRnxyAz5wdFM34B2B5hrUuYRqxvATtZr39Qd5EZwNlkDhzxyqPETqDPpqcuCkC2fdV90+g0DJIeKDQM1o+K1K+VOFlArt/WlGEe0EDbTg+e6NFCg1H1NzFCVQcw9rd6OebRr0kFgBDQl0cn/a16A/uFSF+gT69LK5fu9x+/zzy8iv+BkLw2zDQ6A51HkK//SSv9o4iUSBOrtc9S/KJBvx/esz7Hg8Au1DCoNqS9nnVEHFYqVegbZqrZM99SYSfyeorIDqgc2/rHq2vmdqA15kr/UJNLRzGma89jXojyfRoD6B3lev4Hpxs3krK4LzwbzMEGgOlYYx3U+vgqZcOM84T+M9RWYY8cIj7V4cLKI6+zTMaUjDckDuPKeRAm0HgboG9bfhRQXUCBwQqGlQtb6Rd+W4JDzHS3HwYYRyrsFwQEkK9Qj0eKf/6X4yzeu0NwgEWk6tcaAJj0FVgtkC7ScaaSvR2QYVA9c1fw71MLfxbO9tCpRow4cEugv5U+VdCDRgUEOgbN0+J7Txty1Q69dgtD8zBOr1Z7ACapyOEQLV1k50llGMRHA+QKDlnPBAemcP7cZ2lgrmAu23DHcwaS7vMhu5At2z9ZeDAh0CEvkICNS1bUCgg4HYKSJnu3oi87bhUxnxRg56kankCCDQZIxCrK7XGZ+PHLYkUNOgrdkKb9mMyb36UjxLEQaVcxY1yIVEWnqmfdCgtECJ+puIMlGgogLqyZwen/M39ye13oovstgogxij3gk3hUDb+837cgOa8D4g0HI2IFB9h0GhdjdmF07+3d/UB1FPbez+xEgFdA6BRg1qCZRyi7bNzb0a1crXvqNeI+KJalQVdOxbiXMMSgi0aa796Wf988tneIjkAwItZ2MCHQxqNuLlskjyC21GIzeo1Vr0CVR7MGynTouChTuIx1c6IYFe+UIOBj0c6NZtRKC8z7MVi9/RS5BSUY0R6Fh/ZjXinRiOdy+1iW/sLwxj8qEXYnSBZnH6ArXDK4UetBWRhT/3QgbmeKCD2/0YacFnC9TaSj6BkVFayvAIlBZLUKDcoCpMTKAZC/b5ydCn96JnGJSM4dHHb7/WNKIvtImMpDtnY0CgxWxPoNQ7OfiqSKyt7tzVg0G1TZEKKNGGn0qgdquVaMMfDr6mrSeDMiL9MJMroOVV0Cx/ei/6SIFynn/6uBPon2Aqpx9NoGjB53HyAqWC9wY1BMpHo7t39cHufowLNLEKykMdHIMGBdr6qqCaQK+ufPU1InsyGnEGhuk9ITEZWSirgubpM3DRkw06+oY/Z2NoE+og0Dw2KVBZCe0b8dKfLXVXd2La7w9aazHBnxkCPRwaS5ieMZRDFZQ2aNOoGoK/XTv40dwuTse+X7KEXLvEjUal22YLdDJ/pjfiw8Xm+aNI/fO8jQGBFnPqAvWEVgZVAt3zOenUsh58eOhBM+jCArWU4VRBmT9j1TVnFqu1kAo5cdSJpU+3zRVopj6D1zzVoHQUYv7GP17G1xI5a2NAoMVsVKBSodKgclVONn6SjIAZtO9Z9AjUP8zSZxhZ6c0VaBsUKG/AZwlUGxwrt9PTnpxY+nTbNsugudXPNnzNywV6/JAtY/de+1A8jL94n9gtLQ9bRx37sFLCWZ+OHE5coIHAwqBi/CM35IEKzzfIr/mtSi1EwvDPNfcZRgnUVKZvFqQWI21QKVBq7RNrT58/1cN3etoTmXqbL9ACf4aveZpB3SiOd4Q4/93N5ncft1/cijyGP2djDAKFPzPZrkDluzXZWPa9qGJS4cUGUUHlTkmpgCYJVAQpE6iWmNkJyhvwofauFZUxbZ2/L1gbMRWKQyOrDV+iz6hAUwzqRvGE1T6P3+sUyquenU8xkN5H34aHQDM5bYFGwopFM9q96OSk9pB/it5KbtBpBcp7DXRn+pfh8BjUFCi5eqmdS33+gOFP0Q3qGTHV+rbmVEFn8GeiQd2B9HeEOB+qGZxPLzGV04dWBTU3gAibFqh8O7HmT49Ale3YWz1bSqD2LZzQCTpCoC1VBZUCTegw1FcOcb/zPK2ikm77lNMEWqbP+GUsEqhaO6T3JhYT8QOBllJboM+jy9plXLqEoLud4U97H0OgoobHGrpXLla8ThXUVsfQgjesmSbQVkuYL/+hZSPeX6itHGJ/ZSwNF5kP2pMqUPGYziW6YzRIgkG9An1xEwKNAoGWUlmgkULME5xUoM5iksY+wx/DVEpaoG6sdiyWYWiBBhbSTBAoH/8eFejgT+er1l/R9W9KbcN79LmUQFUTvj3K32ysxuRHewxvbgARti/Q0D6OQJ3PPtIEKgdO5QtUZ2jD89+C8EF3qpEjt2h/WtvCi+Ip0qqgvgDxIjZFGXMjedi8rA/9dFdjyhb9dvE8XAVR5hfoXO+FL73I+l7aZ81fKQLVA1EC7Sug/LteZqGl3H3JlgjUXTTe0+F5lRAqrQpKzVLQ9g4wk0DZMKbrqqQd7zZOsYNAeyDQUs5aoHoEg76S/BnrBKUFGnwVRlSg/Al69Il1Kxeuc7Z7gicESxFo4PlR7DrNJFAmTW05eqzGFMA++LM+GVlUaMI/u9U0Nz4RfHx58ReffPLpJH1RpRd52M+IoffXtALlf40SqNorSaDtFenPxFGfvlAJbXhvBXQ5gXZF77+okobVmMJ4RqeAGDX6QNlg5jeTnoQm5Sg7oHe/SQVqCMasgE4j0DZdoO5W//ojVwnB4lXQgD9jV2qam3V0LOftDAi0kDoPkbpK6MV77MOEAi2/xmpPKwZtpngKwU5QS6DSgeGXWcYEyheEjuZuxxdOtgnNfL+Kh4oKlFynxdq97NtUINBRQKCFVHoKzyqhNx5vVaBuE7dEoDGDJglULpxsERoGlCLQWBs+7M/ItYJAVwAEWki1YUyiEjqdQMdcYrGvE4O21EYCIYHK7yyBxt6mPoFAmT8Th8e7XwZCRaqg5DpXzu4lXyYTjwUD6QNAoIXUGwfKK6E/2I5AnTY8KVC1hTlwnEBF92cTyp6Y+58v0KtoqLBAY/4MXy0IdAVAoIXUE6h4HB95NWKbeu3GXWG+txuFtlZRAoFOULsFP1Kg8qV4XWxNSKDyxR2Jo+Odr4OhQm14eqFVd/fsr3KIR3P84B3MRPIBgRZSU6Dt8aPYu2XbegIlYigWqOUXpwXPFRjzZ6QK2n3JxtAGwsiKarZA+3d1BoKEqqBxf4auVzWBzh3BaWMc/pmfixyqCrSrhIZrATzBlBTHXmFemXM3a4u9xakoUPlsiE+X8QRSgz/37us6ojPJeSM+EspfBe02QqAnDwRaRmWBJrCsQNP9GegEJQRKTK4MRmjRC9QXaHjvUer0IjPEVZJAKYMekgTqDzKzQI+PGCMiOBMg0DJOU6DjL7Bn6vMkAqX86SyOFInQQhMoFWqwMyHQlNU0qQWnTAICHXXJprpXyXi+uKtmD1/c+KwkgvMBAi1jAYE6T0PzF3VYi0B98K+nFKj4yidQ+71xafMzDeKrvnva8GzLmEbDjAJ9ccsoVtf/jtht+oycKBBoGScp0AmuryeKHH/6BSq+tgWaFGPwGxGfE0h3syvQtHeyxUPRVdDEBny7gEDZKjY37vEXGz9/9HFXFw0/vzxzaUCgZSwg0E0OJyHqZykPpy0iAiVD7Rx/lgg0jk+gI0fuzifQ6Hqg82TkRIFAyzjNPtD14Qo0uWqm4RWosUKIEcp8ONUvrN9vmcqfdBs+w590uMmuthNRvyK9AivSh9AP/8xPRRYQ6ESwbFsCzT+SbIHaz/ZnF6h9jBkCJQPOJ1CnpwgzkYJox3/upyIHCHQinPrZfAIdgjljoxyBTudPWqA512thgT69hEADQKBFQKATMYlAfQYVb+mwQ7lDS/vdUxYIyYY4xDbrehFBZ23Cm32eD9GEDwGBFgGBTkR9gRJD8x2BTulPpwqa14BvKwu0fdIv4804fthYfaJz5eREgUCLgECnwuoELXmGlCpQ9jc5s2legVo/EofcCigReLqLTcT0sGmaa1+/zXj7te7zm7kRnBUQaBHzC/T4wW2bDQ5jcqqgRRVQj0BVjVPbQM8MHXZPWB8kH7MKmu/PygJtP39NG10sXomQF8E5AYEWMb9A53sr57qoLdDw7vMLVPy3aoG27bPv336dcfvbPyuL4HyAQIuo0IR/dqdp3kANNA3SoLZA6fd2GDtzdU7sT+MYDyUCdYLPLdCaEZw6/Qk4+zORQ40+0OOd+CqgWoKnevmMTtCyLlBaoGrb8G7PuEDbhBXq8tGqoEX+tMNPeK0h0LFAoCVUeYjUGfTV5MAne/kqCVT0fgZqqoL4AnUFDAKVB5p9jOYOEOiKgEBLqPMU/unlxXdSw57s5TPa8IUt+LhA+4XnIzvPItD+GMsa8M4eEOiKgEBLqDSM6X56FfRkL99cAh027XY7feHk8L7xBeoKUFXQ0gqotQsEuiIg0BJqjQN9FH0K2id4spdPa8OXtuApM1oC9YarKlDtr5IY3M9jgUDHAoGWgIH00zGPQM2lQ/zhXIEWpR9BVrPLBTrXcBkIdCwQaAkQ6HTMLtDI5qzVoAsZX4GEQFcKBFoCBDodxijJ0sNIFWh6wEmZoAU+7AaBrgp5BnAicoBAp2MWgQZWuIttmIXx+luNQPPfxbVtINACINAJ6dvw5S14x4PbE2i/46RXGgIdDQRaAAQ6IVUFml5XnZbxXWVrEejEEZw8EGgBEOiEzCDQ2JuO04JOyQT6m+NOhUBHA4EWAIFOSN8JWt4FmiHQjJBTAoFuFQi0AAh0SmQVdEwF1DLh+gQqD23UZeI7T3uhIdDRQKAFQKBTMrlAg1aEQO0oF43g5Jngwp4fEOiU1BVoel11UqawH9sdAl0bM/yubR4IdEoWFGg1f05iPwh0jUCg+UCgkyIMOsqfugojVlxOoBPoauLrDIGOBwLNBwKdlCkEqrkwZsV0107J6Qn0UcJiYCdd7qYBAs0HAp2UsxBoO4X85hfocynNZ7f4SznfDb2Ii4zg7IBA84FAJ2VagUalmK7aSTkJgb64KV7E9eRSztS8/iAvgvMDAs2nikCPP/3G6zfuqb9UyS7N0arpcs9G0lcSaE7QCZniEk19mX0CfXrZXL/3uH3++WXkzYanXe4mAQLNp4ZAn4o6wHX5WqStC7QdewyrF+ga8Qn0fvPKY/l381ZWBGfIFL3bZ0YFgXYlt/n6bdYR9Zb8GwINI22YIEUIVOER6PFO/zrDJ0qliRGcIRBoNhUE+rB5mfU+PbsjDQqBxkgXaB8GAqUFqhW2TZe7aYBAs5lfoMc7zfviw4dN81679YI8RT9SvkDP3p8Q6BRAoNnML1Ct3HYGfX/rBXk6gaZJMSfslvH3gb4vN6AJHwUCzaaqQLvSfPGdMxDo2EOAQPMhBNo01/70s6eXshP0GR4iRYFAs6nRhO+78Vlz/uUHEGgU7kMINAfnnB/vqgGg/GHSXQxjigOBZlPhIdL95tX+84tbzcs/2LRAJymEzIepTswJu2HIc/7o47dfaxrRF9oMv+PpEZwZEGg2FQQqhzILWMMqXBU49SsIgS6C/5w//7QrfC/+BFM5E8Cr9XKpMZD+80ZTZlcHhUBjQKDZYDWmKYBAc6kylfPZ3d8ZlHn86HLjAh1/BJ0Q052YFXizQKBTAIHmsshiIsG1xU7+Ek5RCPf7HIHCn3SxOaM1GCYCAs0FqzFNDgS6BMRJP6c1GCYCAs0FAp2ciQQ6U+Ct4p70s1qDYSIg0FwWEKhTkBuLyVOsCwS6BO5JP6s1GCbi9O++2kCgkzPFAWQpEf5sqYH057UGwzTgJOSygECPH7yDOclgYnxz4RnnsAYDWAb0gYJNEBLoOazBAJYBAgWbgGjCn9UaDGAZIFCwCdxiE12DYWN972AJIFCwCdxiE12DAQIFo4FAwSYgis15rcEAFgECBZuAKjZntQYDWIQKCyp/cNsGw5jA1KQUm22vwQCWoMYrPey+JjSlwORgNSawBBWa8Gwu3RuogYJZgUDBEtToA2Wj8EJ1TitBAEqIFazoOFAACoj5LNl8fjqDvhoPpRIEoIRYwYJAwRzEfJZsvgD9u2Uzqd6sQoKnn6CPyBoMOts/SUiwFtNk435GFVRPfPNnHQmuke2fJCRYi4my8Sg4hMSb+ObPOhJcI9s/SUiwFotmY/tnHQnOzPERI3On7Z8kJFgLCBQJnlaCGl/cVT39Fzc+y9hv+ycJCdYCAkWCp5VgD5v+rnE9ZyjdjNlCgttM0AMEigRPK0EFmwJ34x7vfH/+6OOuLpo+GHn7JwkJ1gICRYKnlaBCvlRO8eymfDtnAts/SUiwFhAoEjytBCX9S+UUT5pXMA4UCdYGAkWCp5WgxJl4FJmJpLP9k4QEawGBIsHTSlDi+PJpeD1Qne2fJCRYCwgUCZ5WgpKuCW/2eT5EEx4J1gcCRYKnlaDiSdO8ORjzKF4On8b2TxISrAUEigRPK8Geh03TXPs6X4H27de6z28m77n9k4QEawGBIsHTSnDg89e0cfQX76XvuP2ThARrsZJsAFDAs+/ffp1x+9tFi9kAMBYIFAAACoFAAQCgEAgUAAAKgUABAKAQCBQAAAqBQAEAoBAIFAAACoFAAQCgEAgUAAAKgUABAKAQCBQAAAqBQAEAoBAIFAAACoFAAQCgEAgUAAAKWVCgbD3caxnL4I7keEcuvZv86pxRPBle2VPnQPsEaxzos7uX7JhUApUv5ThQ7uZJ8DzL3XICvS/O9qu10ntxs2ZB7lJTBbnOgQ4JVjjQh2YKtS/lKFDuZkrwPMvdgm+0uXivPX6vsd6tOB9PL+tUATgvbvUHVudAtQTnP1D2Preftcd/vBRlt/qlHAPK3VwJnme5W0qg6ofrYZP8Nu+RPKn4S/W0a2jIy1rnQLUEKxzofZlCV4K/s8SlHAHK3VwJnmm5W+6ltOKou7OQ/DbacTys9kPFXrF7/ZZMrsaBGgnOf6D9oYgP9S/lCFDu5krwTMvdUgJ9qH6u7tcqX/fZr1YVnl5e/NvjHXlcNQ7USLDigYqiW/9SjgDlbq4Ez7TcLSXQ+8PR12nhvLj58g++0TQX787fIfX0nQdtX65qHKiRYM0DvWQFufqlHAPK3VwJnmm5W0igw+/Ww0rDO3hvDeN6lQ4TdYDVDrRPqOKB8t6n+pdyBCh3cyV4ruXubAT6pPtxvNe2n1/WSW+5glzvQLtb5q0lLuUIUO7mSvBcy93ZCFQ9qxPV/9lZriBXO9AXt/gRraQgp4FyN1eC51ruzkagPXV6TJYryD0zH2iXIH9qsJKCnAbK3VwJDpxXuTs/gdZJcAUFed4Eu3qAeOq6koKcBsrdXAkOnFe5W+4pvBr8UPsRWt2CXO1AKxfkZzcbNWpluUtZAMrdXAn2nFe5O59xoEPKVQtyrQOtW5CfXjYvP+jTWcN4vERQ7uZKsOe8yt25zETqr7N7wedNr9aBOm23OQ+0K8fDYJV1zAhJBOVupgTPtdydzVx4ldCTpsqECW18cZ0DdZ6Gznig3TFplYx1zElOBOVurgTPtNwtuBpTU3UpFfbj9WBYyWVu9C7uKgeqD2ie+0CtIlv7Uo4C5W6mBM+03C0m0GPtxfyeyJkSr1Z5YjcU5EoHOiQ4+4H2Cz/KlXiqX8oxoNzNleB5lrvzWZFerWZdJzG9J6jKgWoJzn2g/aS9fimzFawMng7K3UwJnmW5wzuRAACgEAgUAAAKgUABAKAQCBQAAAqBQAEAoBAIFAAACoFAAQCgEAgUAAAKgUABAKAQCBQAAAqBQAEAoBAIFAAACoFAAQCgEAgUAAAKgUAW/5/QAAAEPUlEQVQBAKAQCBQAAAqBQAEAoBAIFAAACoFAAQCgEAgUAAAKgUABAKAQCBQAAAqBQAEAoBAIFAAACoFAAQCgEAgUAAAKgUABAKAQCBQAAAqBQAEAoBAIFAAACoFAAQCgEAgUAAAKgUDBunhxs3nlsfj47F5JBGKv453m5b+bLlcAkECgYF30Aj1+2LyVv7vaCwIFNYBAwbroBfqkKRGo2gsCBTWAQMG6mEigANQAAgXrAgIFJwQECtYFBApOCAgUrAsp0E6EnPfZtuPnr3cf37gnn87f70L89LVuw4Puj+cfse8u3uDP3oe9hj7Q40+/oe3Mtx8/6va+uPFggcMD2wICBeuCEOjTS/nHdaG8TqCfsz8vvtO2DxuFuVcv0Ge3jJ3Z9v9+qUUOwAggULAuXIH2/mykE+831/imV3V/8qa7K9AuOmPnbvsAMzAAI4BAwbpw+kCZAq/fY+34S+5MJtCuvvlAfffmz7oPX9wSVVBnGFMX9uLdx+3xI7kzF+jFe4/ZgFF0l4KxQKBgXTgCfdKoqUndV7zOeL/f8kQqlVdTuTAtgXabZTVTfmIClZ2jD/udASgEAgXrwhHo/aGlLTfdJ6qO3W6UQDVJir2YQOXOnVLVpFEAyoBAwbqwBarNjWfKYzq8bz/+ef5PH3QtdEqgWlCxc7dd+RgCBaOBQMG6IASqw77T6qRskNKl/pDIFKimS+lLCBRMCQQK1oUtUO0ZPCFQ/VtaoP2MeBExBAqmBAIF64IQqK25QaCienrtjXf+4v+QfaCogYJ5gUDBuiCa8PaySoNAH/aD6z0PkbQ+UPHEHgIFUwKBgnVhC5Q9NrdmDPUC1WzYhU59Cg+BgsmAQMG6cIYxdQ58Wc5af6iGMTkCfda15VPHgUKgYDIgULAudIHyD6yfk00dap9/2KiB9MqB90UTns8zEhvVXtRMJPYFBAqmBAIF66IXqHjA/v4wwb1pnKH1+ldio9orMBceAgWTAYGCdTG8E+mOMuaTS8Of+jCmD5U835VdpWqvwGpMECiYDAgUrIth5tHxbqe9N/knvubntXd/JoLoA+n5Yp/Xuka6mhYv93LXAxXhIVAwJRAoAAAUAoECAEAhECgAABQCgQIAQCEQKAAAFAKBAgBAIRAoAAAUAoECAEAhECgAABQCgQIAQCEQKAAAFAKBAgBAIRAoAAAUAoECAEAhECgAABQCgQIAQCEQKAAAFAKBAgBAIRAoAAAUAoECAEAhECgAABQCgQIAQCEQKAAAFAKBAgBAIRAoAAAUAoECAEAhECgAABQCgQIAQCEQKAAAFAKBAgBAIRAoAAAUAoECAEAhECgAABQCgQIAQCEQKAAAFAKBAgBAIRAoAAAUAoECAEAhECgAABQCgQIAQCEQKAAAFAKBAgBAIRAoAAAUAoECAEAhECgAABQCgQIAQCEQKAAAFAKBAgBAIf8fZM1IJeOwR0IAAAAASUVORK5CYII=" width="672" /></p>
<p>Once we are satisfied with convergence, we can plot the imputed data
versus observed data. Imputed data are in red.</p>
<p>These diagnostic plots do not necessarily tell you whether the
imputation is “right” or “wrong”. They show in blue the observed density
plots and in blue the observed data scatter plots. The red lines and
points represent the distributions from the imputed data. If observed
and imputed distributions and values are similar, it may suggest that
the overall distribution does not change much when imputed. This may be
indicative of the data being MCAR or that the relevant variables are
missing from the imputation model. Impossible imputed values may warrant
changing the imputation model (e.g., if ages could only range from 0 to
6 years old, and imputed ages are 15 or -4 that may be a sign that the
imputation model [e.g., linear] is a poor fit in this instance and a
non-linear or other more complex model is needed to appropriately
capture the data).</p>
<pre class="r"><code>densityplot(mi.1, ~ PosAff + NegAff + Age)</code></pre>
<p><img src="data:image/png;base64,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" width="672" /></p>
<pre class="r"><code>xyplot(mi.1, NegAff + PosAff ~ STRESS)</code></pre>
<p><img 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" width="672" /></p>
<p>Once you have created the imputed datasets, you can analyse them.
Recall that analyses must be repeated on each individual dataset. For
models that are fitted with a formula interface, you can use the special
<code>with()</code> function which works with multiply imputed datasets.
It means that the analysis is automatically run on each imputed dataset
separately. If we view the results, we end up with a bunch of separate
linear regressions. To pool the results from the individual regressions,
we use the <code>pool()</code> function.</p>
<p>The pooled output has several pieces:</p>
<ul>
<li><strong>estimate</strong>: the pooled, average regression
coefficients;</li>
<li><strong>ubar</strong>: the average variance (based on the squared
standard errors) associated with sampling variation, we called it <span class="math inline">\(\bar{V}\)</span>;</li>
<li><strong>b</strong>: the between imputation variance;</li>
<li><strong>t</strong>: the total variance incorporating sampling
variation, between imputation variance, and simulation error;</li>
<li><strong>dfcom</strong>: the degrees of freedom for the complete data
analysis (i.e., if there had not been missing data);</li>
<li><strong>df</strong>: the estimated residual degrees of freedom for
the model, taking into account missingness;</li>
<li><strong>riv</strong>: the relative increase variance due to missing
data;</li>
<li><strong>lambda</strong> or <span class="math inline">\(\lambda\)</span>: the proportion of total variance
due to missing data, that is: <span class="math inline">\(\lambda =
\frac{B + B/m}{T}\)</span>;</li>
<li><strong>fmi</strong>: the fraction of missing information</li>
</ul>
<pre class="r"><code>mi.reg <- with(mi.1, lm(NegAff ~ PosAff + Age))
mi.reg</code></pre>
<pre><code>## call :
## with.mids(data = mi.1, expr = lm(NegAff ~ PosAff + Age))
##
## call1 :
## mice.mids(obj = mi.1, maxit = 20, printFlag = FALSE)
##
## nmis :
## Female Age STRESS PosAff NegAff
## 15 19 0 30 40
##
## analyses :
## [[1]]
##
## Call:
## lm(formula = NegAff ~ PosAff + Age)
##
## Coefficients:
## (Intercept) PosAff Age
## 3.0375 -0.2410 -0.0415
##
##
## [[2]]
##
## Call:
## lm(formula = NegAff ~ PosAff + Age)
##
## Coefficients:
## (Intercept) PosAff Age
## 2.8504 -0.2214 -0.0341
##
##
## [[3]]
##
## Call:
## lm(formula = NegAff ~ PosAff + Age)
##
## Coefficients:
## (Intercept) PosAff Age
## 3.1842 -0.2758 -0.0445
##
##
## [[4]]
##
## Call:
## lm(formula = NegAff ~ PosAff + Age)
##
## Coefficients:
## (Intercept) PosAff Age
## 2.5354 -0.2220 -0.0203
##
##
## [[5]]
##
## Call:
## lm(formula = NegAff ~ PosAff + Age)
##
## Coefficients:
## (Intercept) PosAff Age
## 2.7301 -0.2148 -0.0294</code></pre>
<pre class="r"><code>pool(mi.reg)</code></pre>
<pre><code>## Class: mipo m = 5
## term m estimate ubar b t dfcom df riv lambda fmi
## 1 (Intercept) 5 2.868 0.12467 6.5e-02 0.20227 187 22 0.62 0.38 0.43
## 2 PosAff 5 -0.235 0.00168 6.2e-04 0.00242 187 32 0.44 0.30 0.34
## 3 Age 5 -0.034 0.00024 9.4e-05 0.00035 187 30 0.46 0.32 0.36</code></pre>
<p>We can also summarise the pooled results with confidence intervals
using the <code>summary()</code> function on the pooled results.
Finally, we can get a pooled <span class="math inline">\(R^2\)</span>
value using the <code>pool.r.squared()</code> function on the
analyses.</p>
<p>The summary output includes standard regression output in this
case.</p>
<ul>
<li><strong>estimate</strong>: the pooled, average regression
coefficients;</li>
<li><strong>std.error</strong>: the standard error of the estimates
incorporating all three sources of MI error, specifically: <span class="math inline">\(se = \sqrt{T}\)</span>;</li>
<li><strong>statistic</strong>: <span class="math inline">\(\frac{estimate}{std.error}\)</span>;</li>
<li><strong>df</strong>: the estimated degrees of freedom incorporating
uncertainty due to missing data, combined with the statistic to
calculate p-values;</li>
<li><strong>p.value</strong>: the p-value, the probability of obtaining