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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<title>Statistical Learning with R</title>
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<meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
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0;transform-origin:0 0;-webkit-transform:translate3d(0,100%,0) rotateX(-90deg);-moz-transform:translate3d(0,100%,0) rotateX(-90deg);-ms-transform:translate3d(0,100%,0) rotateX(-90deg);transform:translate3d(0,100%,0) rotateX(-90deg)}.reveal.page .slides{-webkit-perspective-origin:0 50%;-moz-perspective-origin:0 50%;-ms-perspective-origin:0 50%;perspective-origin:0 50%;-webkit-perspective:3000px;-moz-perspective:3000px;-ms-perspective:3000px;perspective:3000px}.reveal.page .slides section{padding:30px;min-height:700px;-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box}.reveal.page .slides section.past{z-index:12}.reveal.page .slides section:not(.stack):before{content:'';position:absolute;display:block;width:100%;height:100%;left:0;top:0;background:rgba(0,0,0,.1);-webkit-transform:translateZ(-20px);-moz-transform:translateZ(-20px);-ms-transform:translateZ(-20px);-o-transform:translateZ(-20px);transform:translateZ(-20px)}.reveal.page .slides section:not(.stack):after{content:'';position:absolute;display:block;width:90%;height:30px;left:5%;bottom:0;background:0;z-index:1;border-radius:4px;box-shadow:0 95px 25px rgba(0,0,0,.2);-webkit-transform:translateZ(-90px) rotateX(65deg)}.reveal.page .slides>section.stack{padding:0;background:0}.reveal.page .slides>section.past{-webkit-transform-origin:0 0;-moz-transform-origin:0 0;-ms-transform-origin:0 0;transform-origin:0 0;-webkit-transform:translate3d(-40%,0,0) rotateY(-80deg);-moz-transform:translate3d(-40%,0,0) rotateY(-80deg);-ms-transform:translate3d(-40%,0,0) rotateY(-80deg);transform:translate3d(-40%,0,0) rotateY(-80deg)}.reveal.page .slides>section.future{-webkit-transform-origin:100% 0;-moz-transform-origin:100% 0;-ms-transform-origin:100% 0;transform-origin:100% 0;-webkit-transform:translate3d(0,0,0);-moz-transform:translate3d(0,0,0);-ms-transform:translate3d(0,0,0);transform:translate3d(0,0,0)}.reveal.page .slides>section>section.past{-webkit-transform-origin:0 0;-moz-transform-origin:0 0;-ms-transform-origin:0 0;transform-origin:0 0;-webkit-transform:translate3d(0,-40%,0) rotateX(80deg);-moz-transform:translate3d(0,-40%,0) rotateX(80deg);-ms-transform:translate3d(0,-40%,0) rotateX(80deg);transform:translate3d(0,-40%,0) rotateX(80deg)}.reveal.page .slides>section>section.future{-webkit-transform-origin:0 100%;-moz-transform-origin:0 100%;-ms-transform-origin:0 100%;transform-origin:0 100%;-webkit-transform:translate3d(0,0,0);-moz-transform:translate3d(0,0,0);-ms-transform:translate3d(0,0,0);transform:translate3d(0,0,0)}.reveal .slides section[data-transition=fade],.reveal.fade .slides section,.reveal.fade .slides>section>section{-webkit-transform:none;-moz-transform:none;-ms-transform:none;-o-transform:none;transform:none;-webkit-transition:opacity .5s;-moz-transition:opacity .5s;-ms-transition:opacity .5s;-o-transition:opacity .5s;transition:opacity .5s}.reveal.fade.overview .slides section,.reveal.fade.overview 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section:before{display:none!important}.reveal.overview .slides section>section{opacity:1;cursor:pointer}.reveal.overview .slides section:hover{background:rgba(0,0,0,.3)}.reveal.overview .slides section.present{background:rgba(0,0,0,.3)}.reveal.overview .slides>section.stack{padding:0;background:0;overflow:visible}.reveal .pause-overlay{position:absolute;top:0;left:0;width:100%;height:100%;background:#000;visibility:hidden;opacity:0;z-index:100;-webkit-transition:all 1s ease;-moz-transition:all 1s ease;-ms-transition:all 1s ease;-o-transition:all 1s ease;transition:all 1s ease}.reveal.paused .pause-overlay{visibility:visible;opacity:1}.no-transforms{overflow-y:auto}.no-transforms .reveal .slides{position:relative;width:80%;height:auto!important;top:0;left:50%;margin:0;text-align:center}.no-transforms .reveal .controls,.no-transforms .reveal .progress{display:none!important}.no-transforms .reveal .slides section{display:block!important;opacity:1!important;position:relative!important;height:auto;min-height:auto;top:0;left:-50%;margin:70px 0;-webkit-transform:none;-moz-transform:none;-ms-transform:none;-o-transform:none;transform:none}.no-transforms .reveal .slides section section{left:0}.no-transition{-webkit-transition:none;-moz-transition:none;-ms-transition:none;-o-transition:none;transition:none}.reveal .state-background{position:absolute;width:100%;height:100%;background:rgba(0,0,0,0);-webkit-transition:background 800ms ease;-moz-transition:background 800ms ease;-ms-transition:background 800ms ease;-o-transition:background 800ms ease;transition:background 800ms ease}.alert .reveal .state-background{background:rgba(200,50,30,.6)}.soothe .reveal .state-background{background:rgba(50,200,90,.4)}.blackout .reveal .state-background{background:rgba(0,0,0,.6)}.whiteout .reveal .state-background{background:rgba(255,255,255,.6)}.cobalt .reveal .state-background{background:rgba(22,152,213,.6)}.mint .reveal .state-background{background:rgba(22,213,75,.6)}.submerge .reveal .state-background{background:rgba(12,25,77,.6)}.lila .reveal .state-background{background:rgba(180,50,140,.6)}.sunset .reveal .state-background{background:rgba(255,122,0,.6)}.reveal.rtl .slides,.reveal.rtl .slides h1,.reveal.rtl .slides h2,.reveal.rtl .slides h3,.reveal.rtl .slides h4,.reveal.rtl .slides h5,.reveal.rtl .slides h6{direction:rtl;font-family:sans-serif}.reveal.rtl pre,.reveal.rtl code{direction:ltr}.reveal.rtl ol,.reveal.rtl ul{text-align:right}.reveal.rtl .progress span{float:right}.reveal aside.notes{display:none}.zoomed .reveal *,.zoomed .reveal :before,.zoomed .reveal :after{-webkit-transform:none!important;-moz-transform:none!important;-ms-transform:none!important;transform:none!important;-webkit-backface-visibility:visible!important;-moz-backface-visibility:visible!important;-ms-backface-visibility:visible!important;backface-visibility:visible!important}.zoomed .reveal .progress,.zoomed .reveal .controls{opacity:0}.zoomed .reveal .roll span{background:0}.zoomed .reveal .roll span:after{visibility:hidden}
</style>
<style type="text/css" >
/**
* A simple theme for reveal.js presentations, similar
* to the default theme. The accent color is darkblue.
*
* This theme is Copyright (C) 2012 Owen Versteeg, https://github.com/StereotypicalApps. It is MIT licensed.
* reveal.js is Copyright (C) 2011-2012 Hakim El Hattab, http://hakim.se
*/
/*********************************************
* GLOBAL STYLES
*********************************************/
body {
background: white;
background-color: white; }
.reveal {
font-family: "Lato", sans-serif;
font-size: 36px;
font-weight: 200;
letter-spacing: -0.02em;
color: black; }
::selection {
color: white;
background: rgba(0, 0, 0, 0.99);
text-shadow: none; }
/*********************************************
* HEADERS
*********************************************/
.reveal h1,
.reveal h2,
.reveal h3,
.reveal h4,
.reveal h5,
.reveal h6 {
margin: 0 0 20px 0;
color: black;
font-family: "News Cycle", Impact, sans-serif;
line-height: 0.9em;
letter-spacing: 0.02em;
text-transform: none;
text-shadow: none; }
.reveal h1 {
text-shadow: 0px 0px 6px rgba(0, 0, 0, 0.2); }
/*********************************************
* LINKS
*********************************************/
.reveal a:not(.image) {
color: darkblue;
text-decoration: none;
-webkit-transition: color .15s ease;
-moz-transition: color .15s ease;
-ms-transition: color .15s ease;
-o-transition: color .15s ease;
transition: color .15s ease; }
.reveal a:not(.image):hover {
color: #0000f1;
text-shadow: none;
border: none; }
.reveal .roll span:after {
color: #fff;
background: #00003f; }
/*********************************************
* IMAGES
*********************************************/
.reveal section img {
margin: 15px 0px;
background: rgba(255, 255, 255, 0.12);
border: 4px solid black;
box-shadow: 0 0 10px rgba(0, 0, 0, 0.15);
-webkit-transition: all .2s linear;
-moz-transition: all .2s linear;
-ms-transition: all .2s linear;
-o-transition: all .2s linear;
transition: all .2s linear; }
.reveal a:hover img {
background: rgba(255, 255, 255, 0.2);
border-color: darkblue;
box-shadow: 0 0 20px rgba(0, 0, 0, 0.55); }
/*********************************************
* NAVIGATION CONTROLS
*********************************************/
.reveal .controls div.navigate-left,
.reveal .controls div.navigate-left.enabled {
border-right-color: darkblue; }
.reveal .controls div.navigate-right,
.reveal .controls div.navigate-right.enabled {
border-left-color: darkblue; }
.reveal .controls div.navigate-up,
.reveal .controls div.navigate-up.enabled {
border-bottom-color: darkblue; }
.reveal .controls div.navigate-down,
.reveal .controls div.navigate-down.enabled {
border-top-color: darkblue; }
.reveal .controls div.navigate-left.enabled:hover {
border-right-color: #0000f1; }
.reveal .controls div.navigate-right.enabled:hover {
border-left-color: #0000f1; }
.reveal .controls div.navigate-up.enabled:hover {
border-bottom-color: #0000f1; }
.reveal .controls div.navigate-down.enabled:hover {
border-top-color: #0000f1; }
/*********************************************
* PROGRESS BAR
*********************************************/
.reveal .progress {
background: rgba(0, 0, 0, 0.2); }
.reveal .progress span {
background: darkblue;
-webkit-transition: width 800ms cubic-bezier(0.26, 0.86, 0.44, 0.985);
-moz-transition: width 800ms cubic-bezier(0.26, 0.86, 0.44, 0.985);
-ms-transition: width 800ms cubic-bezier(0.26, 0.86, 0.44, 0.985);
-o-transition: width 800ms cubic-bezier(0.26, 0.86, 0.44, 0.985);
transition: width 800ms cubic-bezier(0.26, 0.86, 0.44, 0.985); }
</style>
<style type="text/css">
.reveal h1 {
font-size: 2.5em;
}
.reveal h1,
.reveal h2,
.reveal h3,
.reveal h4,
.reveal h5,
.reveal h6 {
margin-bottom: .6em;
}
.reveal p,
.reveal table {
margin-bottom: 1em;
}
.reveal li {
margin-bottom: .4em;
}
.reveal ul ul,
.reveal ul ol,
.reveal ol ol,
.reveal ol ul {
margin-top: .4em;
}
.reveal .slides {
text-align: left;
}
.reveal small {
font-size: 0.85em;
}
.reveal pre {
margin-top: 0;
max-width: 95%;
border: 1px solid #ccc;
white-space: pre-wrap;
margin-bottom: 1em;
}
.reveal pre code {
display: block; padding: 0.5em;
font-size: 1.6em;
line-height: 1.1em;
background-color: white;
overflow: visible;
max-height: none;
word-wrap: normal;
}
.reveal code {
overflow: visible;
max-height: none;
}
.reveal code.r {
background-color: #F8F8F8;
}
.reveal code.cpp {
background-color: #F8F8F8;
}
.reveal section del {
text-decoration: none;
color: #AAB1BA;
}
.reveal section img {
border: none;
}
.reveal section .fieldError {
margin-bottom: 25px;
}
.reveal section .fieldError span {
color: red;
}
.prompt .reveal .state-background {
background: #C6D7DC;
}
.quiz-multichoice .reveal .state-background {
background: rgba(254,220,179,1);
}
.quiz-multichoice .reveal ul {
list-style-type: none;
margin-bottom: 30px;
}
.quiz-multichoice .reveal li {
margin-top: 15px;
}
.quiz-multichoice .reveal .quizFeedback {
margin-bottom: 30px;
}
.quiz-multichoice .reveal .quizFeedback img {
border: none;
box-shadow: none;
background: transparent;
float: left;
margin-top: -15px;
}
.quiz-multichoice .reveal .quizFeedback span {
font-size: 1.4em;
margin-left: 12px;
}
.section .reveal .state-background {
background: #96A2B6;
}
.section .reveal h1,
.section .reveal h2,
.section .reveal p {
color: white;
margin-top: 50px;
}
.sub-section .reveal .state-background {
background: #E7E8EA
}
.sub-section .reveal h2,
.sub-section .reveal p {
color: #63717B;
margin-top: 50px;
}
.reveal strong {
color: #25679E;
}
.reveal .controls {
right: -20px;
bottom: 5px;
}
.reveal .controls div.navigate-left {
top: 75px;
}
.reveal .controls div.navigate-right {
left: 54px;
top: 75px;
}
.reveal .controls div.navigate-up {
display: none;
}
.reveal .controls div.navigate-down {
display: none;
}
/*********************************************
* NAVIGATION CONTROLS
*********************************************/
.reveal .controls div.navigate-left,
.reveal .controls div.navigate-left.enabled {
border-right-color: #25679E;
}
.reveal .controls div.navigate-right,
.reveal .controls div.navigate-right.enabled {
border-left-color: #25679E;
}
.reveal .controls div.navigate-up,
.reveal .controls div.navigate-up.enabled {
border-bottom-color: #25679E;
}
.reveal .controls div.navigate-down,
.reveal .controls div.navigate-down.enabled {
border-top-color: #25679E;
}
.reveal .controls div.navigate-left.enabled:hover {
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<h1>Statistical Learning with R</h1><p>Guy Freeman <[email protected]><br/>Monday 20th October 2014</p>
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<p>Source: rpubs.com/slygent/statlearn</p>
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<h3>Statistical learning with R</h3>
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<li>Why learning?</li>
<li>Why statistical learning?</li>
<li>Why R?</li>
<li>Why me?
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<li>I use R to carry out statistical learning almost every day.</li>
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<p><img 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" alt=""/></p>
</div>
</section>
<section data-transition="linear" data-transition-speed="default">
<h3>R, the statistical programming language</h3>
<div class="slideContent" >
<p>I know that Mart has been using Python with you, but I want to show you an alternative.</p>
<p>I've been using R for 15 years now, and I want to show you the advantages (and maybe a few disadvantages) of using a programming language designed purely for statistical analysis. Then you can use different tools for different situations.</p>
<p>The New York Times approves of R! <a href="http://www.nytimes.com/2009/01/07/technology/business-computing/07program.html">http://www.nytimes.com/2009/01/07/technology/business-computing/07program.html</a></p>
<p>And most recently, Bayesian statistics, the foundation of statistical learning: <a href="http://www.nytimes.com/2014/09/30/science/the-odds-continually-updated.html">http://www.nytimes.com/2014/09/30/science/the-odds-continually-updated.html</a></p>
</div>
</section>
<section data-transition="linear" data-transition-speed="default">
<h3>Statistical learning -- it's like machine learning, but better</h3>
<div class="slideContent" >
<p>These are my subjective definitions:</p>
<p><em>Machine learning</em> is running algorithms to understand patterns in data and make predictions from inputs.</p>
<p><em>Statistical learning</em> is machine learning where you understand why the algorithms work and when they work.</p>
<p>I highly recommend the book “An Introduction to Statistical Learning: With Applications in R” by Gareth James et al for an overview. I heavily leaned on this book for today's lesson :)</p>
</div>
</section>
<section data-transition="linear" data-transition-speed="default">
<h3>An Introduction to Statistical Learning: With Applications in R</h3>
<div class="mediaOnly slideContent" >
<p><img 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0gpc1DLCiiis7AgooooGFFFFMD51HWlptLmv3Sx8qLSjrSUo61QC0o6UlKOlAmOHWnU0dadQIcOlFA6UUyQpR0pKUdKYmOHWlpo606gVhw6UtNBNKDk1QhaUdKSlHSgBw60tNoyaBWJB0pR1pgPFLkigRJQOtNBJp1DAf2pRTAT0p2cVNgHjrTz92mA8ZpdxoAetPFRqaeDSY0S05ajBOKeppDH96cOlR5OaeDxUCsSLTx1qNTTwTQBJ2pVpoPFOWghokHSlpm49KeOaDOSHLTqaOKUU0YyHL96pO9Rr1p2aoxY6gUg5pR1q0zCQ7tSjpSUo6U0zKQtFFFO5i0FFFGMmmS0FOHSjbQKCLC0UUuKAsA6UtFApXCwUo6UYoobBIWigUuKm5VgHSlpMUtTcLBTl6U2lBIouNIdRTQTmnVDY7BQOtFA61LZSQ6iiismzRBRRRWcmXFCjpSikHSlHWs2zRDqKKKxkzWIo606mDrT6xbNUhRSjrSDpSjrWMmaxHUo6UlKOlYyZqhw606mUu41k2aIeOlLTVJxSg1hJloWlHSkpR0rKTNEKOtOptGaxbNUSL0pR1pgJxSgnNYyZaZJSjpTM04E4rGTNUx1FIDS1kzRMen3ad3pikgUoJzWLNEySlXpTMmnA8VjI0uOHWnUwE07NZNFpi0o600UtZNGiY+im7jSg5FZtGqF706m06smik7BR3ooqGVcdRSZoHNS0NMWiiilYq4UUUUWC586Zopq9adX7sfKjh0pR1pB0pR1oAWlHSkpR0oExw606mjrTqBCg8UtNpR1pki04dKbTh0pgKOtLSDrS0AFKOtJSjrVEDqcOlNpw6UAFFFFACjpS0g6Uo60CHLT6ZTh0oEKOtOpppVoAkBGKWmd6cOlSA9aeDzTFpe9JjRKDxT1NRDpT1pDH96eOlMFP7VAD1IpwNRinDrQDJgeKepFRDpTxQSP71IKiHWpB0oMpD80oNMpy00ZSVxw60+m9qVaoxlEcOlKOtFA60zGUR1KKSlHSqRk4i0UUUzJxClHWlXpS1Rmw70Ud6KDMB1p1NHWnUAFA60UDrUgOooopMaAdadTR1p1IYUUUVIBRRTh0pMaEHWnUUVJQUDrRQOtSxjqKKKyZUdwo7UUdqyZtEUdKUdaQdKUdazZSHdqKO1FZSNYgOtPpg60+sZGyFHSlHWkHSlrGRoh2aUHimUo6VjI1Q/NFNHWnVjI0Q4HilBFMoHUVjItEuaUHimUo6VjI0Q7NLTadWMjWIo6U4daaOlOHWsZFLcdSjpSUVkzRDgeadmox1p1Zs1Q8HilBGaYOlLWLNESZFOBqNaeKyZoOzzTs1H3p1ZSLiPB4pc0wdKUdazZoh1OB4ptFZ2uaxHgjNOzUQ60+olEodmjNNo71FhjqUHikopOI0OzRmm0VPKUOopB0paOUD5zAxS0UV+5Hy44dKUdaQdKUdaAOx8N+H9NOjTa5rO5rZCQkYJAODjJxyeeAKpa9e+Hbuyj/ALIspLe4EnzFgRlMH3I64rY8JahY6locvhvUH2FyfKOcbgTnAPqDzXP+IPDd1oFwBIRLbuf3cwGAfYjsa+Xws+fNKkMVUlGad4Ru1Fx6WWz8/wDhz0Kqth4unFNW1fVMxx1p1ejY0vTvB2nancadDPLHGm1doG9yMfMcc9zVTxJa2OreFYdds7ZIJFI3hQBkE7SDjrg966KWfxnVjGVJqLk4c11bm6K2+vczlgmotqV2le3kcJW94d/sHyb3+2c79g8nG73zjHfp1rrYbfR7Xwnp2p31pGwgiV8LGMyMRgA+vXvVfwsbLWLvWrs2UWxmQojoDs4bp+VcmLztV8LWlySjGDs5JpO6klZP8X5aGlLB8lWKum30a6WPPqcOldt4IsrO90nUVu4I3XOCzKCygqc4PatLR5tK8UafeWSaZFbJEAqEAEgHOGBxweK68VxAsPUqR9k3Gm0pO60T2fd+hlSwPtIxfMk5XsvQ84HWlrqfBWjW97d3F3eorw2oHyMMgsc9fXAH610WhXmk+Ib24kGlwxyQDapZQd6E9SMdeP1qsfn0cLOpGNNyVNLmaa0b2Xn+gqOCdSMW5WctvlueaUo611HhrR7fUtbvZ7pAbW1YsUxwSScA+3BrXsZtP8W2l9aDTobaSEZgdQAQDnHQeoGR71ris8hQm48jcYcvO7r3ebb187EU8E5xT5rN3su9jgqM12/g6ws77Qr5LqGMjzCC5UblG0dD2rC8RalY6hPCun23kQwKUHygbueuBW1DNXWxs8JCm/cesui0uvv2sRPC8lFVXLfZGz4eHhu/S0sZbNnvnUhmIIBIBJ5z6CneIF8N2CXdlHZsl6qDawyQCQCOc+9Y3g//AJGmy/4H/wCgNU/ieB7rxnPbx/fleJF+pVRXkSwnLnDputPkUPafE7X5vyt0OpVb4TmUFe/Lt5fmc+OlLXfT3Ol+H7+z0dNPimWQKJpXALcnGenPrVR7az0PxokDwxNZ3aDCuoYJuOB1/wBofka7aef+0TapPWLlHVe8lv6PqkYSwPL9tbpPybONzV/SdMuNYu/s1uyKwUuS5wAAR/jXZRaJaaZrGqajdQobNI98asoI55OB7EYH1qp4M1IXGo3MBtYVeTfN5igAqMqNo9qxr5/KphKtbCQvyRTvpZNq9rdbdS4YFRqxhVe7enp/mcleW7Wl9PaswYxOULAdcHFRA4rqNUuodX8QJpjWkMAW7KPMnDOM4OeKva/f2+js2nR6PB5LRYSRlHJI6jjnH510U83rfuaTpN1Jq9rpad7+e9jOWEh781K0U7bPft/wTjBzzW1fnR/7Ds/smft3Hm9fTnOeOvTFYoPFddrdtBH4O06VIY1kbysuqgE/Ie9b5jWjTr4eLb96VtHZbde6M8PByhUatouv6HKqacOtdzdnTtN0Swv5LCKWXYiou0AFioOTx7GqfiS3tbrRLXVIIVidiuQoAyCOh9cGuLD8QKtUhF0moyk48118S6W3+ZtPAckZNSTaV7eRzEUbSyJEgy7sFA9zXXT2mhaDHFDeRPcXDrkkDP44yABXIwzNBNHMn3o2DD6g5rtL2ztvFNnHeWkoW5RdpVvz2n0781GeVJQrUVVnKNF35nHTXpdrWxWCinCfIk59E+3WxzU0UN7q/k6cmyKRgIwxPHH+OadqNhJptyLeR1dtoYlenNW9BkbT9bFtPbKZHcId/VD6itLxRqCJNJZm1iLMinziPmHP/wBah47EUswpYSlHmp8t73V2tFzX8vvYvYU5UJVZO0r9vw/rY5gUuea3dN1iKOOG3j0uOTAAkdVyze/Sptct4NK1W2uordGRwxaIj5SRx0/EV0PNakcT9WnSabTcdVrb8r+Zn9Vi6XtIyula+j0v+Zn3ulTWFtDLM6Hzeirzjip4v7N/sV9+ftu7jr6/ljFb2s6glpa2ztaxSiToHHC8DpVC2hiPhOSUxoZBn59oz971ryKGaV6+EpVcQmr1Ek4tK+r0a7K1mup1zwsKdWUadn7r3W2i/H8jn8nNTQxvPMkSY3OwUZ9TW9ZxRWGhLfLarcTOckkZ2jOPyqtZagkmtLItpEolKoFx905HI4616n9q1KqrOhTuqd1e61a8t/PzscbwcIuCnLWVtLPZ+ZTvrF7CdYpHVmKhjt6d/wDCrN3/AGf9ht/s2fP48zr6c5/GtDX7xY5TbG3jZnjB8w/eHJ/wpmqxRJo1m6xorHbkhQCflriwuY1a0cLOumnJvZqz03a7eRdbCwputGnZpLqtVr0ZjdqBxW9HFbaTp0c80IlnkxgN29vak05YdS1Ca4eBFCKMRjpn1967HnqVOpXVN+yhf3rrV3Sslva73OT+zW5Qp8655dOy31f6GIKUdavX96LlRGbRIXRuSBz9OlUR1r2MLVqVaSnUhyvtdP8AFHmYinGE3GEuZd7W/MdSjpSUo6V0pnIxaKKKdzOQ4dKWkHSlqjJoKUCkpRTIS1DFLRRQOyADNLigdKWkTYKKKKTAB1p1NHWnUgCgdaKUdakqwu2gDFLRSY0gooorNsYoHFGKB0pahs0SVgooorNsaSCiiis5M1iKOlLSDpS1k2aJIMmlHIpKUdKykaJIUdafTR1pcisWzWKFzS5pKB1rFlrcdSjpSUo6VjI0QtGTRmisWaIUUvSkFLmsZMtC5NOBOKZTl6VkyxwJpc00U7NZSNEOBNKCc00GlBrGRSH7jSjmmZ4p4IxWTNExaXJpMiis2axY4E0ZNIKUHmsmWm7jgSKcGOKZmnA8Vm0aJjgTmn5qMHmn1k0aRY4HilBOaaOlLWbRomOzS02nA1FjTmFpdxpuaKiSLTHjkUtNBGKXIrOw7i5pabkU4Hiiw0wopc0ZosVzBmjNGaM0WC587jrS0g60tftp8yFKOtGKUDmgCdbO6MSTLbzGNj8jhDgkehrv9Xac/DWL+1AwvDsC+Z97O/jPvszXPaT4z1HR7BLKKG2khjzt3qcjJz1BHc1n6xr9/rkqteSDYn3I0GFX8P8AGvn8ThMZjMVT9pCMYU5cyle7aWytbS/U7YVaVKnLlbbkrW6f12Ow1aGSb4a2JjUt5axu2B0GCM/rSOjWPwu2Tgq8v3Vbr80mR+nNWpdUuNH8C6Vd223eojBVhkMCDwa47W/El9rpQXOxIozlY4wQM+pz1NePl2ExOLtBJKnGs5t310e1v1OmvVp0tftOKVvXqdLrX/JNtO/7ZfyNHw7/AOPXVP8AgH8mrmrrxDd3ehw6TJHAIIdu1lU7jjpk5x+lGi+IbvQo7hLWOBxPjd5qk4xnpgj1rvqZRiZZZWwyS5pTclr05k/yRhHFU1iIVOiVvwOm8Cf8gXVf8/wmm/Dj/W6h/ux/+zVzmk+IrvRrW4t7eOBkn+8ZFJI4xxgijRNfu9CMzWscLmYAN5qk4xnpgj1p43KcTWhjFBL964cuva17hRxVODpN/Zvf5nUeB2Wez1ezDASMcj6EEUvgKyuba6v2nheMKFT51x82TkVyej3WpW+om40xHecKSyohbK55yPTpXoHh7UdVu1ur7V0+zwRoAilCg4yWbB59K87PaFbDRxLg4uNXkur+8mrKyXW5vgpxqOne9439DO8DzD7Rq8CkeaXDqD35Yf4fnWfJ431uCd4ZLO1SRCQymJsjH/Aq5u11K5sdQN7ayGOXcT6gg9j6ity48c6ldWslu0FqBIhRmCNkgjB716NfJZfXJVnRjVjNR3dnFpWfR3TOaGMXslBTcWr7K9zW8Ikt4a1Zj1Jc/wDjlcLWrpviC70uwuLOCOFo587i6kkZGOMEVlV62AwdShisRVntNpr5Kxy160Z0qcVuk7m54P8A+Rpsv+B/+gNWhq0yQfERZZCAizQ5J7DavNc9pt/LpeoRXkCo0kecBwSOQR2I9aXUtQl1S/lvJ1RZJMZCAgcADuT6VnWy+pVzGVd/A6Th53cr/kVCvGOHUOqlf8Du/E+v6lot7GILeBrd0BDyIT83ORkEe1ctNdXvinW7WOZEjlIEY8tSMLySeSexJqey8a6paWywMsM4UYVpVO78SCM1Xh8TXkWsS6n5Fs1xKmw7kOAOOnPsK8zL8rxGCptRoR9pGLSmpbvpdW089ToxGJp1pJub5W9Vbb5nb6wiaxpeo6dbuxnttuRn7xwGA989PrXLeBSBrzg9TAw/VazbDxDe6fqFxex+W8lxkyLICVJJzngioYNVuLbVDqFuEilLFtqj5eeowe1GGyTE0MHXwSacZpNP+9Zc1/K60Cpjac6sK3VPX0voT6zHNH4jvNqushuGKYBzycjFdZot7/wk+m3FjqUIZogP3wHc5wfYiucvPFV7fXNrO8Vuj2zF02qeT75NTXnjDUru2aALDCHGGaJTk/iScVeLwGNxWGpUnSjGcbe9zaxae601ult/kTSr0aVScuZuL6W3MHGOOtdpr3/Ik6X/ANsv/QDXFDpWrd65dXulwadJHCIYdu1lB3HaMDPPvXpZjg6tevh5w2hK79LHNh6sYQqRfVWR0XiP/kVNL/7Z/wDoBo1L/kRLT/gH9awLzXLnUNPgspUiWODbtKAgnAxzzRPrdzcaTHprpEIY8YYA7uPxx+leTRyjEwpUItK8Kjk9emp1zxVOUptdY2+ZSRWdgqgszHAA6k1saFFfw61AIopUO8CQFSBt75rJt5nt545o8b42DLkZGRXQN4x1F49ojt0Y/wAQU5/U16uZrFzg6NCnGSkmnd2t8ranNhvZRlzzk012Re1MxjxrZ7cbvkD/AO9k/wBMVT8Wow1cMQQrRrg9u9Yf2iZrn7S0jGbdv3k859a1b7xFd39gbWZIdrYyyggnBz6151LLMRha+HnTtJRjyS1t13X+R0TxEKtOopaNu6NvVpptEtrSz01AnmZBcKCWPH6nNReMOtl/wP8A9lrNh8T38dosGImKjCyMuWH9Kr6hq1xqaQrOsY8rOCoOTnHXn2rjwOUYqjiqNWrFe4580r3cuZOzenT17mtfFUp0pxi3ray6Kxu+JVL6bZOoJUdSPcCi1/5E2X8f/QqzYPEV5DZC2KxOoXaGYHIHTsaii1WdNMawCR+U2ckg7uufWinleLjhoYZpe5UUk77q7b/MUsTSdSVRP4otbddC3o2pz2c0duVLwStgKR0ycZFWr22itPEdr5QCq7o5UdAd2P6VUtdfurW2SBI4SqDCllOR+tU5rqa4uPtEjkyZBz6Y9K644CvPGVK3KoRlFp2d+a+zasrW+855YiEaMYXcmmntt3RreJFYaijYO0xDn8TVjWP+QHZf8A/9Bqhca3c3dm1vKseGxlgDk4OfX2qK51Ka6tYrZ1jCR4wVBzwMetY4XL8WoYWNSKXsm763uraP/gBWxNFuq4t++u3U2daja50+2niBZAMnHYEVj21xPZzebFkEdcjgj3qSy1e5so/LTa8fZXHT6VLHrNwtzLPsizIAGGDjj8a2wmExeEoTwbpRqQV7XdrpvZqz7vX/AIcyxFahWqRrqbjLS+m1lutfQvamI7vS4r7y/LlJH4jpWGOtWrzUZ73AkICryFUYFVR1r0cmwtXCYb2dXu2le/Knsr9bHBmFeFatzw7K72u+9h1KOlJSjpXrJnmSQtFA5NO2incxlFgOlKOtGKB1qrksdRRRRczYUUUuBRcQDpS0Cii5AUUUoHFJsBB1p1JilpXAKUdaSlHWpuUh1FFFJspBRRRWTY7CjpS0g6UtS2WmFFFFZtlIKKO9LispM0iA6UtFFZtmiClHSkpR0rKTNULRRRWLZrFDh0pR1pF6UtYyZSQ6ikzQKxkzRIUdadTaXJrFs0QvegdaQUtZSLSHU5elR5NOBOKyZdx9FNBOadWUi0xRSim5pQeayaKTH9qUdKZmnAnFZNGiY8dadUYJzTsms2jSMkOoHWkHIpayaNEOpR0pmacDxWbRoh6/eFSVCCcipNxrJo0ix4paYDxS5pdBrcdSim5pQTWZorjh1p1MBOaXJqXqUh1FIKWs7FBTl6U2jJFFhofRTQTmlosMWikoosB89DrS0UV+0nzw4dKUdaQdKUdaAFoANFOXpTQmaE2uahc6XFpssoNrFjYmwDGOnPWqFFFZ0qNOkmqcUk3fTv3CUpS1k7jh0ooHSlHWtSBKcOlFFAF3TNVu9JuTPZyBHZdrZUHI9Oauaj4m1XU4DBcXOIj1RFCg/XHWscdaWuWeCw06qrSppzXWyv8AeaKtUUeRSduwUo60lKOtdhgOoopw6UAIOtLRRQAUo60DpS0CClHSkpR0oEOHWnU0dadQAo6Uo60g6Uo61JRItL3pFpe9JjQ8dKeKYOlPFIocKfkYplA61AyRaeOtMWnjrUyBklOWm05akQ8Hmngio+9OHSgTRKppe9MWnjrTRm4jxT1pg6U9aZk4jqUdaSlHWqOeUR1KOlJSjpTRk0KOtPpg606qM5RF5oHWlHSimZOItFFKOlMycRB1p2aKKBcoUUUDrQTYMGlHSlopMLBRRRSCwUoHNKvSlqWVyhSUtFSyox1Ciiis5Fcoo6UtIOlFSxqItJS0VkzTlAdadTR1p1ZstRCiiis2aKIUo6UlKOlYyNUrC0d6KO9YyNEOXpS0i9KWsZFIKUUlHesZFjs0U0U6spGkRRS5ptA61kzQdSjpSUVmwHA8inZFRinVlIpD6B1pB0pazZS3FzTgeKZSjpWTNB4PNOzUY606s5FxHgjFLmmClHWpaNEx9KKSlHSs3E05hR1p+aYKdWUolpjwRjrS5FR5xQDzUuJSkSZFOBGKjpy9KycTRMfnmnZqPvTqVirjgRS5FMo71PKUpD8iikpRRyjUhQeadmm0UcpVx2aM02ijlC58+ilxQOtLX7IeAKAMUYFKOlFBNwpw6U3Bp46UIAFLigdaWqAKUdaSlHWgkWiiihCYDrTqQdaWqsIKUdaTBpQOaBDqUdKSlHSgGGKMUtFAhR0paB0ooEFKOlJSjpQA4dadTR1p1ACjpSjrQOlKOtSUPWl70i0vekxoeOlPFMHSnikUPApcYoBpTWbLSFWnjrTFp461LBofT1plPWkKw4Dmn4wKaOtPPSpJ1FWnimLTx1ppktDxT1pgp607mTQ+gdaSnL1p3MnEdilFFGD6VSZjKIDrT6aAc06nzGUkKOlLSDpS1VzNoKUdKTFKOlNMyaFooop3JsKBRigdKWi5Ngooo59KTYWAdadtFIAc9KdU3CwDiiiikyrBSgUmKUVncaQYoxRS1DKsJS0UVLKSClAzSc0o6Vm2aWDFLRRWbZcUFFFFZSZokFGaKKwkzSwueaWmjrTqxk2XFADSgnNJQOtZNlqI+ikyKWsmUkFGaKKzkWKKWkHSlrJli5oFJSjpWbBC0ZozRmspFDgTS5NNBpc1LKQuTSgnFNpy1nYqI4GlzTRTs1Eki7jgaUE00EYpQeahopD8mlBOKZkU4EY61nY0Q4HmnZpgIzTs1EkaRYvWgdaT8aXPNQ0UmOzTgTimZFOB4rNo0THAnNPzUYPNO3D1qbDuLmlzzTcilBGamxVx+aAxpOKTIosNMduNOzTARmnUWHcXNGabmjNPlC54CvWn00AZp1fr54lwpR1pQBijGKLCFoopcU0IB1paTFLTC44dKKB0ooEFKOlJSjpTQmLRRRTJHDpS0g6UtABSjpSUo6UAxaKBS4oJFHSiigUAFKOlGKcBxQMB1p1IBzTsUrhYcvQUtIOlKOtIqw5aXvSDinAZpMaQ4dKeKQDilHFS3YpIcOtPP3aYKf2rNssVaeOtMWnjrUuSGiSnLTRTlqeZDHjrTz0pgqTtSuTYFp460iil70NiaHinrTBT1pGUoi96eOlNwKcOuKZm4j1p9MFOHIqkYyiKOtOpo60tMxlEWgdaKdgVRm4hRRSgU0zJxEHWnUmKWncnlCilA4pdtFxco2nDpRto6UXFYWikzRmi4rC0DrSgUYqWy1EWiiipY1EKKKKzbK5QoHWigdalspRHUUUlZSZryi0UlLWUioxCiiisZGiQUUUVizRRAdadTR1p1ZSZaQUUUlZtli05elNpV6Vk2A6iiis5MdhR0pab0ozWbKsOopuaXNZsaFopM0tZyQxRSjrTQaUHmoZQ+nLTM0oJxUWsUh9FNyaMmoauVceOlKOtMUnFKDzSaKTJKUdKZk04Hisy07jh1p9Rg807JqWUh1A603JoBOalotMkpRTM04E4rNxLTHUUmTRk1NhjhSjrTVPFLmlyjuSUUzeaAxNLlGmPpd1MyaM0cpVyTOaKap4pc1VgueCgc0uDSr1p1frJ44DpRRSjrTASnDpRRTEwopR1paBAOlFFKOtACU4UUU0JhRg0o606mSIOlLRSjrQAlKOlLRQDFHWlpB1paCQoHWigdaAHU4dKbTh0pMaFHWnU0dadSGKKUdaQUo60FjsU4ULS96TAeKWhadWUiogKf2pg61IOlSzSwqg04daBS96zY1EdT1ptOWpKsPFSVGOtSVNwsOWnd6atL3ouJoeKetMFPWi5m4j6F60Uq9armMnEfSg0lA601IylEeOtOpB0padzGUQFO7Ug6Uo61XMZuIUo6UtFHMZ2CjBoHWn0cxDQg4FLmiijmJ5QzRRSjpRzD5RMe1GPanUUcwcgg6UtFFTzD5QpKWik5DSCiiis3IrlCgUo6UVLkUohS0UVk5GnKFFFFZykXGIlLRSVjKRaiLRRRWTdzRRAUuaSis2Vyi5FGaSis2NIXNOU8UylHSsmUkPyKMim0Vkx8o8UUi9KWpYBRRRUAA607NNoqGAopR1pB0pazKHZpQeKZSjpUyGh+aKaOtOqRig4FLkZptA60mikS5FKvSmUoOBWTiUmPp2ajDc06lylXFzSg802gdamxXMS0oNR7qcpyKmS0KjLUfmjNNoqLF8w7NLmmjpS0WDmHZpQaZSjpRYakPzRmm0UWHceCMUuRTB0paLBc8MAxS0UV+qnmC4oxSjpRTJClxSU4dKYCYpaKKAFxRilFFUTcKKMGjBoEKOtOpoBzTqAClHWkpR1oAWlxSU4dKAExRilooAMU4LzQOlKOtABtpwHFFKOlJjQAc07FIOtOpDsKBxRigdKWkxoctPA5pqiniouU0KOBThzTe1OWoZcUL3p46UzHNPHSoZokPFOA5popw61BpYeAMU9QKaKeKlsLC96fTO9PrO4WHLTwOaYtPFFwsOxxTlpO1KtFyHEkA4oHWgdKUdadzGUR1KB3pKcOlCZnyiinU0daWquQ4Dh0pR1pB0pR1qrmTgOpQOKSnDpRczcAwKWjFGKLk8glLRQOtFyeQXFAooouJwFopKKLi5WLRSUUmyuQKKKWouNQClxSd6XIqJMrkClpKKhsFEWikzRms2zTlYGkyaU02s5MuMRw6UtIDxRkVk2aqItFJmjNZNjSFopM0ZrJtlWFopMijNQ2VYWlHSkpQeKgTQtFFFZsNQBxSgmkoHWpYrD6KTIoyPWs2NIWikyKWpHYBxS5pKB1qbAOozRmik0NCgnNOyaYOtOzU2QwzSg80lFQwuPyaUcim5pQRipkNDhwaXcabmjNRYokB45ozUeaUHmpsWmSUqtgU3cKM+lJoaZJu5pc1FzmnZNTYq5IDxS5qIHilDc07DTJMmlB4pmRTgeKLDuOzRmm5ozSsFx4PFLmmg8UZp2C54iOtLQBzS4r9QPPuJSjrRijFMQtFFKAMUwAdaWkwKWgVwpR1oAGKXAFO5ItFFKBTuADrS0mKWgAopcUYoASnDpSYpwHFAAOtLSYpaAClHWgAEUoUZpXAWlHSjFOA4pNjQg606gDmlxSuVYB0pR1oAp4UUmxpCrT6aOKWs7miQtOWmgc09RUOSNYoUVJ2puKUVLZaHCnDrSKKeBWbZokOHSnim44pwrNjsOHWnnpTB1p56VAcoq1IOlRrUg6UrhYWnLTQOaeBii5LjcdSr1po6U5etFzNxH04dKbTh0ppkWFHWnU0dadRzENCjpSikFKOtVzGbiLTh0pKcvSnzGTiFFLRRcXKKOlLTQaXNFyeUWkpaKOYTiJRS0UcwuQSiloqXIfKJTh0pKMmpuUoinpTaXOaKhsfKKOlB6UgNGalsaiJS0UVk2Wo3EopaKzbLUQooorNlcoUUUlZjURaKKKhj5QoHWigdahsqw6iiis7iaAdadTaXNS2KwtFNyaATUsVh1FJS1DQrCjrTqZS7jU2Cw6im5NG41NgsOpR0pm404Hik0CHUUmaM0rDHDpS00HilyahxYC0opuTSgmlYaHUU3JoyaVh3JF6UtMBOKXcahgOpQcCmbjSjkUrDQ8NzTqjHWn5NKxQtHem5NLk5oHcfTl6VHk0oY0DuSUUzcaXJosA8dKWmgnFLk0WA8VHWloor9MOIKKcOlFMBtOAOKKcOgpiY3BowafRQSIOlLRSjrQAlOFFFNAFFKOtLTAB0oopR1oASnDpT44pJm2xRu7YzhRk0jo0blHUqw6hhgigBtGDSjrTqAEHSlHWigdakB1KOlJSjpSZURR1p1NHWnUixRTwDimrUgpMtITFOA4opR0rJmiiAHNSKDTB1qRazZrGIuKB1p1FQ2UkOWnimLUg6Vnc1URe1OFNpwqHIdhw6089KYKefu1FyuUVakHSo1qQdKTYnEUdafTKctTzCsOFKvWigdaOYlwH5pwPFR04UcxnyDweetOzUY60+jmIlAeOlKDzTB0pR1q7kuA/NOB461HTh0ppmTgPz70Z96ZRT5hcg+lHWkHSl/CjmJ5Bc0ZpPwpKTkLkHZpaaOtOpXDkEoooqeYOQKKKKTkNQFopKKVx8gtJRQelQ2XyBkUZptFZOQ4wHZoptFZykXyDqKbRUORXIOoptLUcwcouaXNNoqJSCw6jvSDpS1L2CwuaKSlFZMTQtFFFIXKFA60UVJNhc0ZpKKTCwuaWmjrTqkLBRRRSIYU4Him0UmA7IoyKbRUgSAjFLmmL0pakB2aUHimUo6UmA/NGabRUgPBFLmmDpS0rFIdmlBGKZSilYLkmRS7h61HRRYLkmRSg80xelL3pcoXH5pabSihRGpC07NNop2HzDwRilyKYOlLRYOY8aFLigdaWv0g5QoAyaKUdaYGx4b8O3XibWY9PtjtBG6WUjIjQdSf5fU16heXHgr4eKlkLAX2ohQWyiySD3ZjwufQflUXwwt4tH8Ganr0qZZi7Z9Y41zj8936V5LeXc9/ezXdy5eaZy7se5Jrkadao4t+6vxNG+SKfVndeKPG+ha/oE1rb6GLe+Zl2TGNDtAOThhyDxj8a8/xQOtavh3RT4g1qHTVuo7YyBj5kgJAABJwPXAPpW8YRpRdtjJtzZlYoxXqdv8M/Dt6xtbTxTHPegfdjaN/wDx0HP61wXiHQLzw3q8mn3mCwAZHX7rqehH6/lShWhN2W45QlFXZlUoFdfoHghdc8I6hrS3jpLamULAsW7eUQMBnPfOOlX9S+G76L4NuNXv7s/bY1Rvs6AbVyyjBPc89qft6alyt67B7OVrnA4pa6zwn4GuPEkMt9cXK2WmxEhp3Gd2OuM4GB3J/WtnVPhpbvo8mo+HdWXUliBLRgq27HXaVPX2pyxFOMuVsFTk1c89iheeVIokZ5JGCqqjJYngAVpax4d1LQBbf2lAIXuFLIhYFgB646da3vAGhWGqX6Xd1q0VnNa3MTRQuVzMc5wMkdwBxnrXonjnw1pmvXVm9/rkOnNEjBVkK/OCRzywrGpiVCoodOpUad43OH+Ef/I3zf8AXm//AKElY3jwZ8car/11H/oIrovhrbR2XxC1G1hmE8UME0aSr0cCRQGGPXrWpq/gSHUvE2oalq+qRafazzYgVmUNJgAZ5OB+tQ6sYV3J9ilFuFvM8nAxS12XjLwFL4Ygjvbe4NzZO2wsy4aM9s46g+tcbXVCoprmizNxs7MUCvVfA1hZz/DnVJprSCSVTPtkeMFhiMYwTXlY6V674C/5Jnq3+9cf+ixXPim+T5o0pL3jyPFKBxVrTbJtS1O2sllSJriRYw75wCTgZxXoUHw58PtKLN/E8b3x48uNkBz6bck1pUrRh8REYN7HmoHNO21ueJ/C134X1BIJnEsMoLQzKMBgOoI7Ecce9X/BvhBPFQvd941sbbZjEe7du3e4/u0nVioc99C1F3scqBTh6V3+lfDm3aCD+2tWSzurgAx2oKh+emcnk+wFQXvw01GDXYbK3mWW0lUv9qZcCMDruHryMev54zeIhe1zRRZxNPA4Fejj4ZafeWUh0zXUuLhOCRtZN3odpJH6157Pby2k8lvOhSWJijqexBwaUKsZ7GiTIwvNOHFdb4f8EHUdOOqanepYWHVWfGWHTPPAH86n1/wKtjpX9q6TfC+s1G58YJC/3gRwR6+lRKrC9rmiONzS4q1pemXOr6jFY2iBpZDgZ4AHcn2Fd3/wr7R7cra3fiBI71gMJlF5P+yTk1E6kVoy9jz1RTs9qsX1qtjqNxarKJRDI0fmAYDYOM1X71FzZIeBSikHSlrOTNFEeo4zTuvFNU8CnjrU3HyijinjpTKcp4pSYco4DmngYpgPPWnZHrUXDlHDpSjrSDGKUdaLkOI6lHSkpR0ouS4CjrT6YOtOouRyDh0paQHiinzCcBc04E4ptAxihSMnAfmlpgIzTsiq5hcgucUuTTaKOYnkHZNKORTKcCMdaTkHIOozSZHqKOKXMHILmjNJmjNTzByC5pQabmkJ5pOQKBJmjNRbqN1TzFcg4sQeKTcaTrSUmyuQduNGTTaKzuHKO3GjcabRUSY+Vjtxo3Gm8UVDLUR2TRk02lrJsOUUEk06mA807I9aQcooNLmm5FKMZqbk8o6gGk4o4qWJxHZozTeKOKQuUXNLSCgdaknlHUlLmkpMTWgtFFFSRYUUtIKXNIloKKM0ZpCsFFGaKLBYATSgnNNFKOtS0SPozRkUZFJoBc0ZpMiilYBwJoyaQUuamw7hk04Him5pQeKLCHZozSZoosA4E4pQTmmilBGaLASZpQeKbkUoIxRYBcmnU3PNOzRZgKOlLSA8UuaLMDxyilAyaXbX6KYgOlLRigCmK57NpI2fAqUp1NtPn/v42a808LaVZazrKWeoXy2UBRmMzMowR0HPFem/D7brfw0vtHDL5iCaAA9t4yp/Nj+VeNvG8UjRyKVdCVZSMEEdq5KCd6kb2dzWo9Is9M1L4aaRb+Hr7VLLWpLpbeF5F2bGUlRnGRXmOcdK9b8Lf8kZ1f8A3Lj/ANBFZHwq8OWuqalc6leRrLHZ7RGjDILnPJHsB+vtShVcIzc3ezFKCbXL1MXwv4c8RNqlhqVnplyI4pkkErLsBUEZwWxkYrq/jPCon0eYD52WZCfYFCP5msfU/iPreqa6q2V01rY+cFjjiABK5xlj1yfyrc+M/TRP+2//ALTpXm68HNW3H7vI0jR+EUgj8I3zv91Lx2P/AH7SvKNc1q81/VJr68lZmdjsQniNeygdgK9Q+F//ACImrf8AXeX/ANFLXj4HNXQS9tNim/cij2TxhpmoWPw+0zQ9JsrmYnYs4t4mc4Ay2cDu3NUPhXZazpesXsF7p95bWs0G/dNAyKXVgByR1wzflW/8QvEep6HpOn32kzKiTSbXZkDAgrlev0Nee/8ACz/FP/P5D/34T/CsKUalSi4pLUuTjGdytNaJYfE5baMARpqq7AOymQED8jXTfGL/AJCOlf8AXKT+YrjdNvZ9T8aWF9dOGnmvoncgYBO8dq7L4xf8hHSv+uUn8xWzTVaCfYhfBIofCX/kbpv+vN//AEJKzviNfTXnjW9SRyUt9sUa9lG0E/qSa0fhL/yN03/Xm/8A6ElY3jsf8Vvqv/XUf+ginFf7S/QP+XZ33mNqPwR3zncy2+AT/sS4H6KK8gr1yw/5Ia//AFwl/wDRzV5HRhvtrzY6nT0HDpXrngL/AJJpqv8AvXH/AKLFeRDpXrvgQFPhjqrNwD9oP4eWP8KWLfufNBS+I8lBwcitbS/Duualtn07T7l1BysqrtXI9GOBWr8PtBg13xGFu0D21tGZnQ9HOQAD7ZOfwrX8X+O9UTWbjTtLm+x2tq5h/dqNzFeDz2GegFVOpJy5ILUIxSV2bvxRjZ/CmnTzLi4W4VW9iY2LD8wKofCH/W6uP9mH/wBnq58Q5Hl+H+kySMWkaaFmY9STE+TVP4Q/67V/92L/ANnrjX+7Nf1ub/aOL8R3s174l1C4lclvtDqvPRQcAfgAK9N8X6lcD4awTiQiS7ihWRh1IZQW/PGPxrynVv8AkNX/AP18Sf8AoRr0rxfz8LtL/wBy2/8AQKura8BxOf8AhhcPF4qMKsdk0DBh2OMEfy/WofF9iLj4iXFpHx9omhUY9WVf6mj4a/8AI4w/9cpP5Vb8RSrF8Wo3fhUurYk+2EpN/vW12LRufEWz1Ca103TNMsLmW1iUswgiZgMAKo4HYZ/OpfhzZX8Omalp2p2VxDbsVKLPEyhtwIYDI9h+dSePfEer6De2a2EyxwzRsTujDZYH39iK5H/hYfiP/n7i/wC/K/4VgoylTsi0m0W/h3JDZeMJreZgHeJ4oye7BgcfkDVTxro99Ya/dXVwjNb3MpeKbqCDzt9iOmPaub86T7R9oDlZd2/cpwQ2c5Fem+E/FS+JEbQ9ahSaR0O1yOJQBkgjs2Ocj0qp3i+Y0s07nmVA61qeItK/sXXbqxVi0aMDGT1KkZH88VmAUr3N46q44dKWkFLWcjWKHLUg6VGtSDpSuVyi0o6UlKOlQ2HKKOtOpo606pDlHDpSr1pF6U4daLisOpw6U3NKDxRcTiLRRmlouRyjh0pR1pgalDc0XE4klJSZoyaFIhwHDrS00E5pcmnzE8gtLTcmlyaOYnkFpKMmkyaTkHIOHWlpoJzTsmi4cgUUZozU3DkCijNJmk2CgLRSZozU3K5RaKTJoyaTkVyi0UmaMmouHKLRSZozUsOUD1oHWiipbDlHUUmTSZNZsOUdRTcmjJpXDlFpR1puTSgnNTcXISUU3JpRyKTYnBi0UUVNyHGwopabmlzSJcRaUdKSjNJktXHUUmTRmpJ5QpabmlzSsTYWiiigmS0AdadTaXNBAClpuaXNTYloWiiik0FhR1p1MpcmlYLDqKbuNAJzRYQ6lHSkpRTsAvenU2lyaLCuLR3pBS0tB3HU5elMzSgnFGgXH96dUYJzTsmgLjx0paRc4paAuePjrTqKK/QjEKUdaUdKKZB0/gfxW3hXWTLKGeynAS4ReuB0Ye4yfwJrvda8CaP4zmbWNC1SGOSb5pQo3ozepGQVb1/lXjdOSR423I7K3qpwawqUW5c8HZmkZ2XK1dHt76MnhH4Zanpt1fQvI8UzK33NxZeFAJ5Ncz8JddtbG9vNLupFjN1teFmOAWGQV+pBGPpXmxdnbc7Fie5OaKlYa8JRk73H7TVNLY9Rb4d2vhzV21nU9TgXR7WTzkjwfMfByqY6eg46+3af4yfPDoki8rmbn6hP8K8rknmmCiWV3C8LuYnH0pg6040Jc6nKV2gc1ZpI9h+F/wDyIurf9d5f/RS14/RTh0rSFLklKV9yZSukux614d1LTPG3g1PDep3AhvoVVIyTy237jLnqccEfX1rLPwhu4Wd7rWbSK2XkybT0984A/OvOqe8skgAeR2A6bmJxWfsJRb5JWT8iudNe8iWwuDYalbXJGTBMsmAeu1s/0r2rxX4Yh8d2On3unX8S+WDtcjcrq2PToRj+deG0+OWSPISRlB6hTjNVVpOclKLs0KM7Jpo734Wwtb+N7uBjlo7aRCfcOorC8d/8jvqv/XUf+giueopqlao6l+lgUvd5T1yw/wCSHP8A9cJf/RzV5HSjrS06VPk5td3ccpXsdV4U8D3HimzmuY7yO3SKTyzuQtnjPr712viK40/wX4Gbw/bXAlvJ0MeP4ju++7DsMEgfh15ryaK4mgBEU0kYPXYxGfypmSzZJJJ6k1jOlKc7yenYuLSWiOw+G+tW+j+I2S7cRw3Uflb2OArZBGT6cEfjXSa58Okn1651WXU4LfS5ZDPMXyGXJywHbk55z36GvLalM0rxLG0jmNeiljgfhRKk3Pni7FrazPV/iLNBe+A9PubQH7O88Tx8YwpRsfzFUPhF/rtX/wB2L/2evNKKz9ham6dy1q7l7Vv+Q1ff9fEn/oRr0rxf/wAku0v/AHLf/wBArygdKcv3qU4Xt5FpHX/Db/kcYf8ArlJ/KoviAWXxzfMuQR5RBH/XNa5mlHSo5bT5jWMT1hZNO+Inh2CCS5WDVIOSD1DYwTjup9unHpWBefDm507T7m7utTtVWKNmVQD85AyBk4xmuIUkMCDgj0p7yPIcu7MfVjmsuVx2ehpGD6M2/DGgJ4hvJrZrxLZli3IWwSzZHGMjPeu10DwYnhfUP7X1TUbcJArbNuQMkEZJPsTxXlwqQyO5G92bHTJzipnd9S3Bvqa3iXVV1nxBdXsYIidgseeu0AAH8cZ/GsodKbTh0qL2N4xsrCjrS0g606s3I1jEcKeCMYzUY6U5fvVLkacpJSjpSUo6VnzByijrTqaOtOp3DlFB4pQRmmUo61PMHISZFKOlMpw6UuYTgPHWlpg60tHMLkHUo603NAPNHMTyEmR60ZFNpKOYTgPB5p1Rjg07dRzC5B2aMim5oo5ieQdkUuaZRuxRzC5B4PNLkUwNk0tHMHIO4optLU3DkFo4pKSk5ByDsijIptFLmDkHZoptFTzFcg6jIptIetJyHyD80UwdaWp5g5B2aM02is3IOQdmim0Um7hyDuKOKSikHIKKUdaQdKWpIcR2aUHimUo6UmJxH5FGR602ikZyiOyKUHmmUDrQS4kmaM0lJSZCjqOzRmkoqSZRHUDrSDpS0EWHZpKSlHShkyWgtFFFIiwlL3oooJ5R2aKbSjpSYmrC0UUVIg70o60nelHWgljqUUlFAmOzRTe9OoJFFLmm0d6OUB1KOlJSjpTUQHDrTqaOtOp2AcvSnZpg6UtFgPI6KKK+/Mxw6UUDpRTIClxXZeCfAqeLbe5uJL9rZIHCbVi3FsjPXIxW/wD8Kq028Vk0zxLFNMozt2q/57WyKxliKcZcrZoqcmro8uxS1q6/4d1Hw3f/AGTUIgpYZjkQ5SQeoP8Ak1lVqmpK6IatoxcUoHNA6Uo61QhdtLRRQAUUV0/h/wADan4i0m41C0kgRImKKkhIMjAZIHHuOtTKcYK8mNJvRHM4oxQKWqHYKXFJXbfD3wvp3iV9QXUPNxAIynlvt67s5/IVnUmoR5mVGN3ZHFYpas6hAltqV1BHnZFM6LnrgEgVWqk76jSFHSlHWjtSjrWZaHUo6V2Gi+CotY8JXOsR3rrPAsn7gRggsoyBnPcY/OuPHSojNSbS6GlmKKXFdhD4G83wQfEH2pxKI2l8jZxtDEdc+gzXIVCmpXt0LSYAcU5Rg11mp+DotM8HW2tSXjmadYysOwAZcZxnPpmq974L1HT/AA5FrcrwmF1VmjUncitjaTxjuPzrL2kX1NYnPUo6UlKOlSzaKFHWnU0dadWcjaKFHSnDrTR0pR1rNmiQ+lHSkpRWZtFCjrTqaKWs2zWMRw6U5etNHSlHWpbNOUkzSg8U2lB4rO41EcCc0uTTQeaXNFx8qHClpB0o4qbhyjsmnAnFR8U4dKTYOI8E5pcmm9KMj1pXFyjs0A80lKOtFyeUdmjNJRmi5LiOzRmm5pM0XFykgPFLmmA8UufcUXDkHZpOtJmjNFxOAo4NO3Gm5ozRcXKO3mjeaZxRmpuHKSbqM1FmngjFFw5RxYgUm80hIxTaLoOUdvNG803ijIqLhysdvNG403IopNjURwJzT8moxjNOyPWpHYXNLmm5HrRketSFh2aTNJketGRSYmh2aM03ijipFYeDxRmkBGKOKRLQuacCcUzinDpSFyi5NGTRRQRKKFFL3pB0oqSXEXJpw6UzNOBGKDPlQ6ikzRketIiURcmlzzSUd6CXEdRSZozQZtC5ozSZpaDNoUUtIKM0hW0FoBxRRSIaFzS02nZosTYKKKKLE2FyaUEmm05aLEtCjrTqbTs0WEFHeijvVWEOpR0pKUdKBDh1p1MHWn0AKOlLSClqkB5HRRRX3djMcOlFA6UUyD2L4Nf8gjU/+u6/+g15HbXE1pPHPbyvFNGdyOhwVPsa9c+DX/II1P8A67r/AOg14+OlctH+LU+RrP4IntF66+Ovhab2VVN9bI0mVHSSP72P95e3uPSvGlVnYKoJYnAAHJr2H4RHzvDGpWzfc+0n/wAeQA/yryfTr6bStTtr63x5tvIJFz0JB6H2NGH92U4Lox1NVGTNSLwX4lmg85NGu9mM/Mm0/keaxpoJrW4eC4ieKVDhkkUqyn3Brrovih4mXUEnkuYnhDZa3EKhSPTON3610vxa0+3m07TdbiQCR28lmxyyspZc/TB/OqVWpGajUS17C5YuLceh5vb6RqN1Yy3tvZTy2sWfMmRCVXAycn6GrVj4W13UrYXNppdzLCRkOFwG+mev4V6X8K4obrwZqNtcKHgkupFkU9CpjQEflXPp8UtT/wCEhQxrCmkiUILcRjiPOM565x+HtUutUcpRgthqEbJt7nAzQS207wzxPFKhwyOpBU+hBrpfD1/4rttHu4dEjuWsnY+a0cO8I2BnBxwcYrpvi/psUdzp2pRqFklDRSkfxYwV/mf0rQ+F/wDyJWq/9d5P/Ra0p11Kip2BU2p2ueRVqad4b1nVoTNY6dcTRD+NVwp+hPBqXwpow17xJZ2D58lm3Skf3FGT+eMfjXbeNfG1/outJo+hvHa29miq4WNTuOM7eRwAMdPetKlWSlyQWoRirXZ5vd2dzYXLW93BJBMv3kkUqR+dek/B3/W6v/uw/wDs9WPGMcPij4e2fiNYlS6hVSxUdi2x1+gbkfT3qv8AB3/Xax/uw/8As9YVqvtMPJvf/glxjyzR5/q//Icv/wDr5k/9CNXbXwl4gvYRNBpNy0ZGQxTbke2cZqnqjtHr966MVZbqQqR2IY10U3xL8TSXIlS6iiQHPlJCpX9QT+tbyc7Lkt8xRS6nM3dldafObe8t5YJl6pIpU/rUI616z43SHX/h9aa75SpPGscmR2DkKy/TJH5V5MOtRSqc8bspwsz1P4T3Ky2Oqae/KhlkC+oYFT/6CK80u7drS9ntm+9FI0Z+oOK6/wCF139n8WGAni4gdAPcYb+QNR6zpO/4ovZbflnvUc/7r4Zv5msYyUasvNXNUtD0y0gjTS4fDbgBv7MAb8RsP65rwhYJHuVtwv7wvsx75xXr39q/8Xe+y7uPsX2fHvjza5BdJ2/FgWe35RfecB/s/wCsx+VY0pct79Vc0Ru/FKVbXS9J0yM/ICXx6BFCj/0I1yt7feKJfDMFveJcDSVVNjtFhWX+HLY5HTH4VofE+78/xUsAPFvAqEe5y38iK6LxB/ySSx/642/9KUXyxjpuXHSxg+APDrXurrc6jprS2JgZo3lQ+WzZAHse9V/F2gakPEGo3MGmzizU7g6RHYFCjJ9McVs/DXXdQuNRGkyzA2UNszRx7AMHcO+M9zVPxf4t1mDWtT0uO6UWfMWzylPyleRnGe5qW5e0NI35y98PPDW6a5udV0skBY2t2nj+U5zkgHg9q5XWtD1S2u726l0+4jthMx8xoyFALcc/iK7z4ca5qGqpd295MJI7WOJYgEC7RyOw56CuP8QeLNZvXvtNnula0MrJs8pRwrZHIGewqLvmZcObnZg2dnc384gtIJJ5T0SNSTVu+0LVNLRZL6xmhjPAdl+XPpkcV3cbDwR4CiuoET+0r3bl2GSCwz+Sjt61L4M1+fxPDfaRrJW5zHuDFQCVzgg444JGDUuXU09pKzklojzOKKSeZIYkZ5HYKqqMkk9AKunRtSS8SyaxuBcsu5YvLO4j1x6VasbVtO8Z2tqxy1vqCJn1xIBmvRPG2ut4eSKayjjGoXS+X5rLnbGnP82qJM2lUakoxV7nml9oWqaZGst7YzQxngOw4z9R0qjXrHhPWJPFuh31pqipI6fu3YLjcrA4OPXIP6V5RKjRSvG3VGKn8Kykb0Kjk3GS1QDpSr1poJxSgnNSzqsSUU3caUdKzuUoijrTqbmjNFx8o8dKWmg8UZqLhyjqUHimZpQaGxqI/OaSkHWnUrhyjgcClDc0yilcXKS7qTNMyacp4ouJxFoozRmi4uQKUdaTNGaLhyDqKTdSg0XE4C0UZozRcXIJRRmjNTcOQKKTJpc0XDlClzSHpSUXDlFpfxpucUZNTcOUd+NFNyaMmi4nAdRTcmjJouLkY8dKWmgnFLmpuHKLRSZpMmk2JxHUU3Joyam4uRkg6UuKYCcUuTSJ5B2KUHApmTRk0Byj91G6mAnNLQZyiSBuKXOajyaUHmpJcR9KOlMyaXcaRnyj6KZuNLmgiUSQdKWmqeKXNBLiLRTdxpQcigzcRR1p1NoyaDKURaXvSClpWFbQdRTcmjNFjNodRSZoosQxw6UtNGRS55osZtC05abTh0osSxaKKKLCsKKXvSDpSjrVWJsOpR0pKUdKLALTlpo604DFFhCnrTqTGeaWqSC55HRRRX3hmKOlLSDpS0EHsXwa/wCQRqf/AF3X/wBBrx8dK9g+DX/II1P/AK7r/wCg15zpXhPW9Xu0t7fTp1ycNJLGURB6kn/9dcdOSjVqNvsbSTcI2PSvhj/xLvAepahL8qebLLn/AGVQc/mDXmPh/Q7nxFrMOnWxCs+S7kcIo6k/564r0nxpfWnhLwTb+F7KUNcyxhGx1CZy7H03HI/E+lY3wfkiXxHeoxAla1OzPcBlz/T8qiEmoTrLrsU0m4wZd1BfAvguYWEunSarqCAeaXwwU++TtH0APvWn8TpUn8B6ZNFH5cclxEyoP4QYnIFcF4m0TU5fHV/aLazST3N07xAKfmVmyDn0wevbHtXffFC3+yeBNNts7vJuYo8+uI3FS4pTpu92wu7S0I/hd/yJWq/9d5P/AEWteQjrXr3wv/5ErVf+u8n/AKLWvIR1reh/FqfImXwxPXvjB/yC9M/67P8A+g0vwv8A+RK1X/rvJ/6LWk+MH/IL0z/rs/8A6DS/C/8A5ErVf+u8n/ota5f+YVev6mv/AC8Oe+EiK3iy4J6rZuR/32gra16+8ALr16up6ZdyXolImdWfBb2w4/lXI/D7VY9J8X2rzMEhnBgdj0G7p/48BWt8SfDV5beIZdUgt5JLS6AYuikhHAwQcdM4z+NazinX1drolP3NDQ1Txl4YHg260PSYLqJGQrEjrkAltx5LE9c0/wCD3+u1j/dh/wDZ683ksbuG3FxLazJCW2iRoyFJ64z616R8Hv8AW6v/ALsP/s9FanGFGXKEZNzVzh57CfU/FlxY2y7pp7t0UHp948n2713N5pfg/wADxRRanBJqmpOu4p2HvjOAPrk1leD3iT4ov5hALTXCoT/e+b/69RfEfTr7/hNZpBBLIlysfkbVJ3YUKQMd8g8e9Em5TUG7K1yo6K52fiG7tr74SzXNnbC1t5I4zHCMYQeaoxxXjY617Drmny6X8H2spxiaKGHePRjIpI/DNePDrU4e3LK3ct7mz4Wu/sPinTLjOALhVY+gY7T+hNeo3WliT4sWd1jKrYmY/UZT/wBmWvGFYowZThgcg+le+3VzGNK/4SRSAy6a7L/wIK4/UVniNJJrroWjytNXz8ShqW75Df4z/sbtv/oNegNpo/4Wwl0Bx/Z5mz758v8AkRXjAJDAgnPXNe/LcRtpyeIyRkacXP0wH/pUV1y2t2sVY8Z8UXX27xRqVxnIM7Kp9Qvyj9AK7/xB/wAkksf+uNv/AErywsXJZjkk5JNeqeIP+SSWP/XG3/pTqK3KjVrYwPhf/wAjTL/16P8A+hLWT40/5HHU/wDrqP8A0EVp/DGRU8WFSeXtnUe5yp/oar+OtOu4PFd9M0EnkyESLJtO0jA7/Xio/wCXhrFfvPkb3wn/ANdqv+7F/wCzVw2qf8hi9/6+H/8AQjXb/CiRRd6nHn5mjjYD2BOf5iuS8Q6ddWWt34ngkRfPchypwQSSDn3FR9pmlNfvJI9V8Xy6BbWdouuWss0O4iIRkjBA9iO1c/pfiTwTo101zp9ldwyshQt8zZUkHGC59BVzWrd/GHgKzu7IebdQhXKDqWA2uv17++B615omnX0spijs7hpB1URMSPwxWaWgUaUZRtJ/ibJvodR8eRXkG4RTX8bLuGDjcK6H4p/8funf9c3/AJiuL0L/AJGDTf8Ar6i/9DFdp8Uv+P3Tv+ub/wAxUs6OW1aC8mTfCrpq3/bH/wBnrg7/AP5CNz/11f8Ama7z4Vf8xb/tj/7PXB3/APyEbn/rq38zUS2NaK/2ify/IgHSlB5ptA61DO1RH5p4IxUdKOlZs1SH5FGRTaKkdiQdKWmBsCl3ZqQsOzSjpTKUNgUBYeOtOzUe6jdQFiSimA8UuakLDqM4puaM0CaHg80uR61GDzTqBcopPNJmiigOUM04NxTaKA5R26jdTaKA5R+aBnNIpwKXdUk2HU05zRuo3UgsGadmm7s0UCsLS5ptFILDs0ZptFILDs0ZptFAWHAjFLkUygdakXKPzRkUlFJi5R2RRkU2ikHKPB4pc0wUtBPKOzSZpKKBOI4HmnZFRjrTqDNodkUA802gdaklxJM0ZptFIz5R4PNLmmDrTqCHEdmjNIOlLQS4i5pwPFMpR0oMmh+RS0wdafQZyiKOlGaSjvQS4jqKKKDJxDvTqaOtOoM3EKO9FHeglxHU5elNpy9KDJoWiiigQo6UvekHSl71aIHUq9KSlXpQDFHWn0ynLQSOFLTT1p1USzyOijNFfdEijpS0g6UtBB03hfxvqPhSCeGzgtpY5mDt5ysSCBjjBFa158WfEV1EUhWztc/xxRksP++iR+lcHTh0rJ0KcpczWpanJKyZNcXU95cvcXMzzTSHLySNkk/WptO1C60q/hvbKUxXERyrD+XuKpjrTs1pZWsTc766+LWuz2Jgjt7SCZhgzopJHuATgH86xNT8Z6lq/h+20a6jtzBb7CsoVvMJUEDJLEHg+lc5SjrWcaFOOyKc5PdnS6D401Lw7pdxp9pBavFO5djKjFgSoXjDDsK5zvRRVqKTbXUSbeh0niTxpqPimCCG+htY1hYupgRgSSMc5Y0ug+NNR8PaXcafaQ2rxTuXYyoxYEqF4ww7CubHWlqfZQ5eW2hXM73Cuz0j4ma7plqltJ5F5GgwrTg7wPTIIz+Oa4ylHWlOEZ6SVwjJrY6bxH441TxNapa3cdtFAjhwkSH7wBGckk9zUPhrxXf+F2uWsoraQ3AUP56scbc4xgj1rApw6VLpwUeW2hpd3uWWvZ21Jr5H8q4MpmDR8bWznj8a7VfirrYsvKNvaNPjHnFTn64zjP6e1cEOtOpSpwl8SKi7HRzeNtWufD82j3IgmimYs8zq3mEl9/XOOvtXODrRQOtLlUdjRDq6V/GuqSeGRoTR232YRiLzAreZtBz13Y7Y6dK5qlHSs3FPc1ihR1rph421RfDf9hiO2+zeV5XmbW8zb9d2PbpXMjrTqiaT3NkkOHSugvPF+oX3h2LRJIbYW0SoquqtvwvTndjt6Vz46UtRJJ7mySZYsb24029ivLWQxzxNuVhXUaj8Q9T1XSZrCe1tAsy7XdVbOPbnrXH0oPFZSSbuzRQi3dov6Rq95omoLe2UgWVQVIYZVgeoI9K2td8c3+v6Z9huLW2jQsGLRhs5Hpk1y+aKzktbm3JFu7Wps6F4l1Lw/IzWUq+W/LxSDKN+Hr7iugm+J+syRlIraziYj74ViR9MnFcOOlKOtZs09jTk7tFi2untL6G7QKZIpFkUEcEg57dq1Ne8SXniOSCS8igQwqVXyVIBz65JrEzTwRis2dChFtStqjb8P+J73w39o+xxW8nn7d3nKxxtzjGCPU1kSzNNNJKwAZ2LHHTJNR5paykzWMIqTklqxRzS0gPFFS2apC5pwPFNpQeKybNUh2aM03NLSuOwopaQdKOKkrlHZNKORTOKeCMUByi0UmRRkUByig0uabkUoIzU3DlHUAUmR60maLhyj+nSjcaYDzS8UXDlQ8NRuqPNAPNFyeUmzRmo80ZoDlH5ozTAeaXigOUXJoyaTNGakXKLk0ZNJmjNAOI4E5p240wEZpcj1oFyjtxo3Gm5HrRketIOUduNG40maTNDE0OzS5pmaM1NxWH5pc1HmgHmgXKS5NGabn3oyKTBxHZozTcijIpCsO3GjcabkUoPPWgmw/NJmjNJSYmhwPNLk00YzS8Urk8ouTSgnNN4pQeaBOKH5NGTTc0ZpGfKOBOadk0wHmnZFBEojwTijNIDxRmgzcRcmnAnFMzTgeKDNxHA807JpgPNLmgylEeOlLTQeKXNBm0LmlBpKUUGbQtGaTNLQZSQo5pR1pBS96ozaHUAkUZop2M2hQSTTqYOtPosQ0KOlL3pB0pe9BNh1KOlJSr0poTQoHNOAxSDrTqBB3p1N706rSJseQr1p1MBxS7jX3BmPHSlpoJxSg0EHW2nw38S3tnBdwWsRhnjWRCZ1GVYZHf0NT/8Ku8U/wDPnD/3/X/Gs238c+JbW2it4NWlSGJAiKEX5VAwB09K9S+Jeualoui6fNp121vJJNtdlAORtz3FcU6leM1HTU2jGDTeuh5LrvhnU/DbwJqUSRmcEptcNnGM9PqKyK0dW17VNcaJtSu3uDECELADbnr0HsKzq6oc3L725k7X0HDpSjrTRTh1qwsOooopDSFHWlpo606i4wpR1pKB1pDUWOpw6U2l7VLLHDrW5onhXVfEEMsunQpIkTBWLSBcE/WsIcV638IjnStS/wCu6/8AoNYV6jhByRrBHk9bWleFtV1nTpr+yhR7eFmV2MgUggAng+xFYg6V618OP+RC1X/rvL/6KSlXm4Rui4o8opR0pKXtQaxQo606mjrTqhs1Q4dKWm5IrT8PaYut69a6dJKYkmYguoyRhSf6VnJ2VzZOyuZ1WrHTb7UndLK0muGRdzCNC2BWt4y0a10HXBY2nmGMQqxMjZJJzk1P4Q8Xf8Iv9rVrT7Qk4U8PtIIzjseOaxburo0TbjeJzOCrFWBBHBB7UtS3ly17f3F26hWmkaQhegLEnj86iqGdEUxR0pabmlBrNm8ULSjpSUZrJm0UPHWnVGCc07JrORskOoHWm7jSgnNSzWI+ikzSZNZM1Q4dadTATmnZqWULRTcmlyaRVhaUdKSjJoCw6im5NGTSuFh1FNzS5pBYWnDpTaXJFILDqKbk0ZNFwsO3Yo3Uyii5Nh+6jOaZS5xRcLDhwaduqMEk06i4WHZzRTc4pc0gsLRSZozSE0LRSZozQKwtA60maAeaLhYfRSZpM0mxNDqKTNGaRNhaB1pM0A80APopM0ZpMTQtFJmjNIVhaB1pBS0E2H0U3caNxpMTQ4dadTAeafmlYVgoHWkzQDzRYTQ+im5NGaLEWHDrTqYDzS5pESRIvSlpgJxSgnNBm4i04dKSigycR3enUwE5pcmgzlEeOlKOtNB4pQeaDJokopuTSjpQZNC96dTR1p1BnJCilpucUuatGbQtKOlJSjpQZPQUdafTB1p9BnJoUdKXvSDpS0WIsOpV6U3NKDTSJY8dadUYJzTwc1ViRw6UtA4opiPIKKQdaWvuDIcOgpw600dBTh1oIFr2P4v/APIv6X/13/8AZDXjlex/F/8A5F/S/wDrv/7Ia5K38Wn8zWHwSOZ+FFra3nie6hu7aGdPsbMFlQMAQ6c4P1NdddHwr4AuJ5r63W41C8nkmSOKJWaOMudoUHAVQMD3OfTjlfhD/wAjfcf9eT/+hpWP8Q53n8damXJOx1RR6AKKicPaV3FvSxSly07mp8PvC1prU93q2qD/AIltmSSrcB2xk59gOSPcV02jeL/DniTVv7Bl0C3htJspbuVXnA4yABtJA4wetWvCGmxXHwmNu10lmt4s3mTsBhcuVyeR2AHWsjS/AWk6Zq1nfr4vsnNtMkuzag3bSDjPmcZxWc5wnKXO9Voty0mkrHKeINJXwj4yEO3zraKRJ4lkGd8ec4OevQj3xXVfFTSLOCy0vUbC2hhiZmjYwxhQ2QGU8fRqo/Fe5tLvWrGW1uIZ8W5VmicMB8xwOPqa2btv+Eg+C8cv3prNFz7GNtp/8c5/GrcpWp1H6MVl70TM+FGkWt5cane3tvDNFDGsaiZAygkkk8+gUfnVDwvoEPjLxde3EkYj02ORpnjjG0YLHYgx04/QGtzQX/sL4P39992W8L7D3+YiMflgmrfwvAtfBurXqjEgmfn/AHYwR/M1M5yXPNeiGktExj+N/DNrrB0RdDt/7NWTyWuNq7c5wTtxyM98571zXxC8Kw+HtTiuLFStldglUzny3HUfTkEfj6VxeSSSeTXrvjo/bfhnpV3JzJ/o8mfdozn+dW4exqR5eujGnzJ3K/w/0a01nwJqcL29ubmSWWKOaSMFkJjXBz14JzVbxTqXhjRtAu/DOm25e8AVHnWMHDhgTuc8k8Hpx24rV+Fshh8HajKvVLl2H4RrXkLu0js7kszHJJ7mojBzqyu9Ext2SFr1v4Q/8grUv+u6/wDoNeRjrXrnwh/5BWpf9d1/9BqsV/CY4bnBjwZ4jx/yB7r/AL5r0jwRpl7pXgrU4L+2kt5WklcK4wSvlqM/oa44fFHxFjraf9+f/r13XhXXr3xF4Q1K7vvL81GliHlrtGBGp/qayrury+8lY0R49psttBqdtLew+darIplj/vLnmvQbb4h6IlwlsvhyKGxJ2lhtyB6lduP1rzq1tZ766itbaJpZpW2oi9Sa7tfh/p2l28cniLXYrWRxkRRkZ/Anr+Aqqqh9osb8RvDVnpcttqWnxrFBcEpJGnChsZBA7ZGePal8A6Bp89he69qkYmt7TcFjYZX5V3MxHfgjA+tbnxKEf/CFaf5T74xcR7HP8Q8t8GsT4d+IbK2gudC1JlSC6YlGc4Ukjayk9sgDH41heTpFK/KLf+PdJ1CwurR/D0Sho2WB/lba2PlJGBj14NL8O9btIby10ltMje5lldluzjcg25x0z2PfvWf4t8C3Ggbry0JuNOz1/iiz2b1HvVPwF/yO2m/7z/8AoDUNRcHymqUXB2O78WeKtO0fWvst1oUF7J5St5rlc4OeOVNYvwvs7S9m1T7TawzBRFtEsYbGd3TNZ/xM/wCRtP8A17p/Wtf4Tf63Vv8Adi/9mrNq0Loq1qTaOGvLdpteuLa3jBZ7lo40UY5LEACvQrttH+Hthawf2fHf6lMu53fA47nJBwM8AD0rm/DkKz/EyNGGQLuZ/wAVDEfqK67xZ4Ws9a1o3Nz4gt7NxGqCF1UlQMnu49fSpk9bG05LmUZbWM/xDpmmeJPCP/CRaZbLb3EQLSogAyAcMDjuOufSvNh1r2DS7LTNA8K6jpx1q0uxKsrghlU8oBjG456frXj9Sb4WV7roth2aKbSjpWbO+Io606mjrTqzkbRClHWkoqXsaIdkUZFNorM1iPBGadmoh1p9RIocKB1pB0paRoh2aM02ikwHZozTaKkB3FAxmkFLTK5ReKM0lFJj5Rc0ZpKKkOUXIo4pKKCLC8UcUlFAWHDGadkVGOtOoCw7IoyKbRQFh2RRkU2igTQ7IpaaOtOoFyhQOtFFSHKOyKM02igTQ7NGabRQKwuaUHmm0DrQTyj80ZpKKTDlFzS00dadSDlFHSl4plLQTyjuKTikooE4i5FLuptFBPKSA8UoIzUYpR1oJsS5pKSkpMTQ8HmlzTB1p1SZyiPB4pQeaYOlKOtBLiSZFLTKcvSgycRaXNJRQZyiOB4pc800UvegxlEfmnA8UylHSgycR4PNOzUY60+gycRaUdaQdKXvVozcR1KKSlFBlKIo607NNooMZRJFPFGaavSl7iqIY6lFJSimjNi96eppnenUySTIpc0xelLQI8gHWnUg60tfcGFxw6U4daaOlOHWgQtexfGD/kXtL/67/wDshrx2u98eeN9N8UaXZ2tlBdxvBLvYzooBG3HGGNc1WLdSDXS5rBrlaH/CA/8AFX3H/Xk//oaVh+PP+R41b/rt/wCyipPAfiOz8Ma9LfXsc8kT27RAQqC2SynuRxwazvEupw6z4jvtRt1kWGeTcqyABgMAc4JojGXt3LpYba5LHpfhJTrvwjvdLg+a4iWWNU7ls+Yv5k4ryH5lYgjBHBB7VveEvFl34U1Fp4UE1vKAs0BONwHQg9iOfzrsrnxZ8PtQmN7d6DcNdNy4EQG4+pw4B+pqVz0pytG6eug9JJa7HmG416j8L5xqGg65oTn/AFiF0B9HUo38l/OuA1++stS1qe706zFnavt2QDAC4UDoOBnGfxrQ8FeIovDOvre3CyvbtE0cqxAFiDyMAkDqB3rStFzpaLUUHaR1PjyU6X4J8O6J92QxrLKvcFVHX/gTH8q0fhPPHdaBq2ls2G8zefo67f8A2WuI8beJIfE+vC8tklS3SJY41lADcZJyASOpPeqfhvxBdeGtXS/tgHGNksROBIh6j2+tZewlKhy9dy+ZKdzPktporx7R4289JDGUxzuBxj869W+JLrpvgrSdJLDzdyLj/ZjTBP5lagPjXwRJejWX0ec6mMN/qxnd6/e259+tcL4l8R3XibVjeXCiNFGyKEHIRf6n1NK06s4tqyQ9IrQ9E+Gf/Ij6r/13k/8ARa15HXc+D/GeneH/AA5e6ddw3TzTyO6tEqlQCgXnLDuK4aqpwanNtbg3ohR1r1v4Q/8AIK1L/ruv/oNeSDrXdeBfGeneGLK7hvYbqRppA6mFVIAAxzlhUYmLlBpFw3OIHSvWvhx/yIWq/wDXeX/0UleSgjFdx4T8ZadoXhm9026hunmnkd1aJVKgMiqM5YHqPSjERcoWRoif4UQRy+IrqZwC8Vudme2WAJ/Lj8a57xbc3F14t1Mzlmdbh41B7KpwoH4YqHw1r03hzWY7+JPMXBSWPON6HqM/gD+Fdvf+MvB81wNXTR5Z9VABTzE2jcOhbnBx64JrKSlGpzWvctF34iRPB4C0uGQYeOaFWHoREwNeUV23ifxta+IvC9pYtFcC/jkSSVyiiMsFIOMHPf0qDw3rnhq10dtP1vSXnYymTzlUMeQB6gjp2rOHNGOqNY6I6r4bX9xrGh3+m6gTPbQhUUvzlGDArn0GP1rjfBAWPx1YBWyokcA+vyNitrUfHmmWejyaZ4ZsGtVlBDSsAuM8EgAkk47k8VxOnX8umalb3sGPMgkDqD0OOxqVF+89rlwi3fzOr+JwZfFgJHDWyEfmRWt8Jf8AW6t/uxf+z0uqeNfCuuWO6/0ydrtYyqZjU7SR2bIyM+v5Vh+BvFFl4ae9a8iuJBOEC+SqnGN2c5I9ahpuFrFpSdJxtqR6LdpY/EaOdyAv22RCT23Fl/rWh8T7GSDxBFebT5VxCAG/2l4I/LFcffTrc6hc3EYYLJKzrnqASTXc6f4/0+90pdP8S2DXQUAeaqht2OhIJGD7ipktbmzjKMlNK/Q8/wC1LXYa3rPhOTSJ7TSNHeOeTGJ3UApgg8EkntjtXH1LOylJyV2rBQDRRWTOiIoPNOzTB1p1ZyNohmlB5pKB1qXsaIdRRRWTNUA60+mL1p9I0SDOKXNJRUlC5pMmiikykLk0tNHWnZqSrIM0uaTNGaBi5ozSUUMBc0ZpKKkAyaXJpKB1oAdRRmjNMA5oyaM0ZpAGTRk0UUAGTRmiigTFB5p2TTB1p2aCRcmjcaTNGakQu40ZNJmigQoJzTqaOtLkUALRRRQSLmkyaKKBCgnNLk00dadmkMMmjJpM0uaRIZNGTRmigTQuaWmjrTs0CsANLk03NGaCbD95oDGm0oPFAmhwJzTsmmA807NFjKSHg8UoPNNB4pQeaklodmnAnFMzTgeKRk0OBOadTAeadkUGckOFKOtIDxRnmgxkh9KKbmlFNGMkOHWn0wHmnZFVYyaHClpAeKXNBkxc0oPFNpR0oMmOzS03vTqDOQ5elKOtIDxSgjNUZMdSikzSg8U0ZtCjrTqbnmnZpmbHL0paQEYpcigk8hHWlpB1pa+4MBw6U4daaOlOHWgBaKckbyMFjRmY9lGTUktpcwLult5Y19XQgUrjREOtLTR1p1MdwpR1pKUdaBi0VoR6FqsumHUo7CdrIAkzhflwDg8/Ws+kmnsOwo606mjrTqYxRTh1pmaUE5qSkx9FJmikykhw60tNoyazaNIodSjrTo4ZZQfLjd8ddqk4qQWlzn/j3m/74NJlojpR0qRrW4VSzQSgDkkoeKjHSs9zaI4daXtViw0681O4MFjbSXEoUsUjGSB0z+oplzaz2dy9vcxNFNGcMjDBBrJ72NYkVA60UDrUs2ix1OHSm1NaWtxe3KW1rE0sz52ogyTxms2bRaGUdqnvLG7064+z3tu8EuN2xxg49agrJmsWhR0paQdKWs2bxCiiis2bRAdadTaXNZNG0RaB1pO1LUtGiHUUmaB0rNo1Qq9afTBxS5NKxpEdRTcmgE5qC7DqKKKTHEKKKKksKB1oooAdRSZozQwFopM0tSFgooooCwUUUUBYKKKKAsKOlLTc0uaAFopM0mTQJjqKTJpaBWCiiipJsFKOlJRQFh1FJmloCw4dKWmgkUbjQTYdRTdxpRyKAsLRRRQFgoopKVibC0o6U2l6UgsOopM0ZoCwtA60g6UtAh1FJmgUCsKOtOptGaDOSJB0pR1pgJxSgnNKxDJKUdKZk04HilYzaHDrTqYDzS5NIzaJF6Uvemr0p3egxkh1KOlJSimjGSF706m0ZNO5jJEi9KXvTFJqQCmc8kLSjpSUA0GTHd6dTM807NBlIWlHWminDrVGbHUo6UlGaaMmO706mZ5p2aZnIcOlLTAxp2aCTyUdaWkHWlr7gwHDpSjrSDpS0Aex/BoD+ydTOBnz15/4DWbYfGG5e6VNT0y3a0c4cwk7lHrgkg/TitL4M/8AII1P/ruv/oNePorOyqoLMTgADJJrgjShUqz5l2N3NxhGx6V8TfCthZW9tr2lRpFBOwSVIxhCSMq4HbODn8K82r2D4gv/AGb8NdK025YfaiIIyp65RPmP54/OvN/DXh668TaxHYWxCDG+WUjIjQdT7+gHrWuGn+6vJ6ImpH37Ix6Uda9Y/wCER8ARagNCl1Kc6mTs3eYQd/pnbsB9utcL4s8L3HhXV/ssj+bBIu+CbGN6+/uO/wCHrVwrxm7IHBpXPQ9J/wCSHTf9cJ//AEY1eP17V4XsJtV+EKWEG0S3CSxqWPAzK3JrP03wR4IvXfSodVkudRjB3ukuDkddoxggenNc1OtGm537s1cXK3oeTDrTq1PEegz+G9bm06dt4XDRyAYDoeh/p9Qa2fBvg3/hI/PvLyc22mW3+slGAWIGSATwMDkk12OpFQ529DNRbdjkqB1r1OHwb4O8SW1xD4e1CVb2AZyxYg+5DAZHuK4DTtLLeKbXSb9XjLXa28yqcEZcKcGohWjK/kPlaM2nDpXqk/wu09NeJNxNDo8NuskjyONzOWbIDYwAAASff8sA6Z4Oj8XX9rc6g0elRxIbeWCTzNz4XI3ANnvULEQl8OprytGXrng/UPD2lW17fvCGuH2LEh3FeM8np+Wa56vevGdt4eudMtF167lt7dZMxNHnJbb7Ke1eL69DpkGszx6PO89gNvlyPnJ+UZ6gd89qjD1nUWu/4GlrGr4R8Yy+FEuxHZpcfadmdzldu3Pt/tV6t4W8VSeItCu9Re1WBoJGQIr7gcKG64968DHSvXPhn/yJOq/9d5P/AEWtZYqnG3NbUaMXVPifPqelXVi2lxxi4iaMuJiduRjOMUljqfhZPh1NaTRRf2oUcYMWZDISdrBsdBx37Yrgq7qw8Iabc/DuXXXa4+2LHIwAcbMqxA4x7etEoQgl01LQfCr/AJGuf/rzf/0NKx/Gx/4rLVP+uv8AQVr/AAp/5Guf/rzf/wBDSug1bw34fj8QXeoeJNQERu5c28Cvj5QANzY5/kP6ZSko1XfsaJ2keVUo612/jTwRBotnHqmlyPJZMQHVm3bM9GB7qf8AD1qh4N8I/wDCRyzT3MxgsLfiR1xlj1wCeBxyTVc8XHmNlNWucxXR+Av+R203/ef/ANAatu/03wC9hdCy1GVbqCNmT5m/eMBwBuGDk+lYngL/AJHbTf8Aef8A9AaspO6ZfNeDND4mf8jf/wBu6f1rj69a8U6BpE2vHVtfv/s9oY1iijU/NIwznoCcDPb/APXj+I/BOmDw+dZ0CZniRd7Lv3qydyD1BHf6GslJWSKpVYqKTMPwReaPZa20msLH5RiIjaRNyq+R1H0zzWd4insLnxBeS6YgSzZ8xhV2joMkDsCcmr3grQ7TxBrclneGURLA0g8tgDkFR6H1qh4i0+HSvEN5Y25cwwvtXecnoDzUvc6ocvtXrrb5GbRXoh+Htte6No9xYSTLNd+U07uwZUQxlmIGPXAH1rI8YaLoejNY2+nXYkl3Ot0fNEjLjbjKjp344qDWniYSlyrc5KivQo9J8AWbrbXOqyXEx4MgZtufqowPzrN8ZeDo9Bhiv7CZpbGVtvzEEoSMjkdQaho1p4qEpKNmr7XW5yA6Utdd4G8M2HiNb8XjTKYPL2eWwH3t2c8H0Faln4U8M6X5Nt4g1Ef2jKATCsm1Y89ASP5k0rFyxdOEnDVtdkee12PgW/0Gya9/tlYt7KvlNLFvGOdwHB56VF418Ip4dkhuLR3ezmO3D8lG64z3BGcfSn+BvDdj4ie+W9aYCAIV8tgOu7OeD6VCTUh1atKrhnNt8vlvuczetA9/cPaqUt2lYxKey5OB+VQVPfQrb6hcwJnZHKyLnrgEioKhnoU/hVgpR1pKKyZqOyKWmU4dKTGhaKKKkoKKKKACiiihjQDrTqaOtOqRhRRSHpQAuaKbSjpQAtFFFABRRRQSFFFFAAOtOzTaKAHCikHSlqSQooooEA606mjrTqACiiigQU4Him0UCHZFGRTaKAH0Ui9KWglhRRRSYBRRRSAUdKXNNooJHZpQeKZSjpQA7NLTRTqCJCjpSg802hfvCglolpR0pKUdKTMmhR1p1NHWnVJmx6ninAjNRinDrQYSJM0A02lFBlIfmim96dQYsVakBHrUYpR1FWjnkS5optKOlBjIWnZptFBjIeDxSg80wdKUdaozZJkUtMpy9KaMmLTs02imZyHCnZpg6UtBJ5QOtLSDrS19wYC5NKDk02lHWqsB7L8Gf+QRqf8A13X/ANBq14UtPh+2pK2iPHPqCgtELgyAgj+6GGM+4BIqr8Gf+QRqf/Xdf/Qa8m0+8l0+/tryEkSQSLIpB7g5rzvY+0qVEnbY6ObljHQ6Lx/ca5L4mki1zYska/uUiJ8sIehXPXPc9cj2xXafCSCO08P6vqpUFvM2H6Im7H/j1R/F+1juNO0jV4gMEmIt6hhuX+TfnVj4VkXfgvVrFCDIZn4/341A/kaU5KWFTtYcVaqeSSXEst0907t5zuZC+edxOc/nXrfxKVdT8CaTqpUebujfPoJEyR+YX8q8fIIJBGCOor2Hx9/oHwx0iyk4k/cRbf8AdjOf5VtX0qU7dyYfCybw/cy2fwWknhYrItvcbWHUEuwyPzryrQr19O16wvIyQ0U6McHqM8j8RkV6jo6s/wAD5woJP2e4PHoJGJryfToGutTtLdBlpZkQD1JYCpoJfvL92OX2T0v4x2qiXSbsD52EkTH1A2kfzNaq6Nfv8I7XTtIg8y5u4kdgHVSQ53tySB04rN+Mlwu3SLfPzZlcj0Hygf1rR1XULyP4R6ffabcyQyQwQBnibBwAEPT3rnXN7Kml3NNOaRj+BvCHiXQ/FVteXdj5NrtdJmE8bcFTjgMT94LVPxPAtv8AGC1ZBjzLq2kIHrlQf5VzP/CYeI/+g1e/9/TRpN9daj4x0q4vbiSeY3kILyNkkBxiuj2c+Zzlba2hCkrWR3/xe1KaK20/To3KxTFpZQD97bgKPpyf0ryfNelfGH/kI6X/ANcX/mK817UYZJUUXPc9d+LH/IvaX/12/wDZDXklet/Fj/kXdLP/AE2/9kNeSVOE/hIp7ijpXrnwz/5EnVf+u8n/AKLWvIx0r1z4Z/8AIk6r/wBd5P8A0WtLFfAUjyXca9a0j/ki8/8A1wn/APQ2rySvW9H/AOSLT/8AXCf/ANDaor7L1NDA+FP/ACNc/wD15v8A+hpWZ49uJLjxpqHmMSI2WNB6AKOP5n8a0/hT/wAjXP8A9eb/APoaVk+OUZPGmphgQTID+BUGo/5fP0NI/Ed14fc6t8Jru3m+YwwzRqT/ALI3L+XH5VU+G9xbX/h3VNBeXy55S7DHUo6BSR64x+oqx4S/0H4V6hcScK63DqfX5do/UV5dbXU9ncx3FtM8U0ZyrocEGs1Hm5l5lRjzXRoa7oGoeHrwwXsWFP8Aq5V5SQeoP9OtaHgH/kddN/3n/wDQGru/D2pR+P8AwzeafqkSfaYQFaRV7kHa49DkH/JxXC+BUMfjnT0bqryA/wDfDUr3TT3RqpNxknujT+KE8knimKIsdkVsu0emSST/AC/Kuh8CsZ/h7qUUhyitMgB9DGD/AFNc18TP+Rv/AO3dP610fw+/5EPVf+u03/opaza91Dl/BXyMH4Xf8jTN/wBej/8AoS1k+NP+Ry1L/roP/QRWt8Lv+Rpl/wCvR/8A0JayfGn/ACOWpf8AXUf+gipe50w/3h+h6FqOoTab8LLaaBykrWcMasOo3BQT+Wa8gr1LxF/ySew/642/8hXFeDtMi1bxRaW06hoQTI6n+IKM4/E4qCsLJQpzm+7F0nwdresRLNb2myBuksrbAfp3P4CvQPEljNZ/C5rS7KtPbxwqSpyMh1HB+lc94/8AEl+mtyaVa3ElvbW6qGWI7d5Kg8kdsEDFa14zv8HA0jMzGJCSxyT++FQxTlUm6c5Ws2rIqfCjiXVR/sxf+z1xOvTvc+INQmkJLNcP19NxAH5V23wo/wBbqv8Auxf+zVwurf8AIYvv+viT/wBCNS9jroL/AGuo/JHo/i5jcfDTTppOXKW7kn1Kf/XNUvhR/rdV/wB2L/2arfif/klmm/8AXG2/9AFVPhR/rdV/3Yv/AGal9tHL/wAwNT1/VHC6qf8Aic3v/XxJ/wChGqtWtV/5DN7/ANfEn/oRqrWTPdpP3UFFFFZM6EFOHSm04dKTGhaKKKkoKKKKBhRRRQwClzSUVIxc0maKKACjNFFAC5ozSUUAKKWkHSlzQIKKKKACiiigAyaXJpKB1qRWHUUZooEwpc0lFBIuaM0lA60AOooooEwooooEKDijcaSigLC7jRk0lFAWFBOadTB1p2RSCwtFJkUuRSCyCjNFHegTSFB5pcmm96dQZtCilHWkHSlHWglj9xpwJxTKcOlBkxwPNLk00U6ixlIevSlHWmr0pwIzUmMkPpRSZFKKRjMXvTqb3p1BgxRSjrSClB5q0YSH0A4oyKKDGYuaWm07NBhIM0ueaSjuKoxkPzSgnFNzSg8UGY4E5p1MBGafkUXIkKKWkBGKXNUjO55QOtLTaXNfcWMhaUdaQUo61QHrPwl1fTdN0vUUvtRtLVnmUqs8yoWG3tk15UOlNpw6VnCkozlLuU5XSXY9W1XVtM1v4RW0D6haLqFvFGRA8yiQtGdp+XOclcn8a5bwB4rTwvrTm63fYbpQk20ZKEfdbHfGT+BNclRURw8VCUHsynUd0z1+Xwh4OuNYOu/29bCwaTzntvNTaTnOM5yBn+HGe1cn8QvFsfibVY47Mn7BagiNiMeYx6tj04AH/wBeuNHSlqYYflkpSd7bFOd1ZI9h8NeKNI0T4a2SXNzbTShmSa1EqmTY8xDfJnP3TmjSPDngzRL8a+uuwzW8eZII3lU7D246sR2GM149RmoeF3tJq+5Sqd1sdF4y8RHxN4glvEDLbooigVuoQdz7kkn8a6XwH4v06DSpvDuvECxl3COR/ugN95Wx0GeQfc15yDS1pKjGUOToJSadz0+XwD4SSQz/APCVwpaHkL50ZbHoGzz+VcbY/Y7Pxra+Rcq1jDqCFJ3OAYxIMMScY4rEHSlHWlGnJXUpXDmXRHofxV1Gx1G/05rG8t7lUicMYJVcKcjrg1592oo7UQhyQUUW3fU9na88P+OvCVpbXmqRWlzGFZg0iq6SAYPB6g5NeT6xZwWGr3Vpa3K3METlUmUghx68cVRHWlqKdL2bdnoXe4o6V6h8PNV06y8IalBd39rBM80hWOWZVZh5ajgE8815dmlB5pVYKa5S0LXqGlarp0fwjmsnv7VbswzAQNMocku2PlzmvL6cOlROnzWuaI7X4ZXlnY+I7ia9uoLaM2jKGmkCAkunGT34NdDfWnhrxxfPdPqaWN5BI0MgDriVFY7WGeuRjkf4V5VS5rKdO8uZPU0Udbno/jXxFplroMPhnRJVkhQKJZEbcoUHO3Pck8k/41k+GvD3h/WdIY3utJZ6gJThWdQNmBjhsZ79DXH0UuS0bJmsY2Vkz1eK/wBA8A6JdRafqCX+oz/3GDfMBhc44AGc+pzXF+CrmG28X2FxdTxxRKzlpJWCqMo3UmuczTgTis+SyfmaQgrNdzrviJeW174o860uIbiLyEG+Jw6554yK3vAuqafaeCdSt7m+toZnllKxyzKrMDGoGATk815oDzS1DjpY19mnBROx+HF5a2PiOSW7uYbeM2zKHlcIM7l4yazPF08Nz4r1CaCVJYnkBV42DKeB0IrBBNKCSahx1ubxglPnPS9e1PT5vhjZWkV9bPcrDAGhWVS4IAzlc54rjvDOrjQ9ftb51LRISsgHXaRg/wA8/hWPSjpWbRpSpRjFx6M9U1/RPDfiG7XWjr0NvGyjztrKd4A46nIbHHQ9OlGt65o1/wDDy5trC5gj2qscNu8oEhVJAAduc8gZryyis2KOF+G8m+V6Hf8Awz1CysJNSN5eW9uHWPb50qpuxuzjJ5rjNTdZNVvHRgytO5DA5BG481TzSg1D2sdtOko1JVL72PSPEWp2E/w20+1ivraS4SK3DQpKpcEKM5Gc8VV+GeoWVhLqRvLy3tw6x7fOlVN2N2cZPNcFRU82tyfqkfYypX3dy3qTrJq146MGVp3IYHII3Hmq1NHWnVm2d0FZJBRRRWZsmFOHSm04dKTKQtFFFSUFFFFAwooooYwoooqQCiiigAooooAKKKKACgdaKKAHUUmaUUAFFFFABRRRSsSFKOlJRkilYTHUUmTS0CsFA60UUCHUUmaBQAtFFFArBRRRQAUUUUCCiiigAoHWigdaVgH0d6KKQMO9Opo606gzaFHSlpB0paCGhy0+mLS5oM2OFOpAKWgykKOlL3pB0pe9SYyHU9OlMpynigwnsP706mZ5pc0WMGOo70gpR1qjCTHU5elNoBIoMZsfRTQTmnUGEhRS03NLnmqMZC0o6UlGaDId3p1Myc07NBEmPXpS0wE4pcmqRnc8ropR1pa+6MwHSlHWkpR1oAdTh0ptOHSgAooooAUUtIKWgsKKKKTGhR1paQdaWkMcOlKOtIOlLUghc0vam0o6UmaDh1paQdaWpLQUDrRQOtZs0Q6nAjFNopM1Q/Iopo606spGiHDpRQOlFSzVBTh0ptOHSs2axAdadTR1p1Zs2iFKOtJSjrUM2iOpQaSis2bRHUU0dadWUjaIUDrRRWbNojs0U2lHSszVCjrTqaOtOqGaISlpKWoLQU4dKbTh0pM0iLRRRUlBRRRQMKKKKGMKKKKkAooooAKKKKACiiigAooooAKUdKSlHSgBaKKKACiiigkKKKKTAB1p1NHWnUgCiiiglhSjpSUo6UCFooooAKKKKBBRRRQIKKKKACgdaKB1oAfRRRSYMB1p1NHWnUiRR0pe1IOlL2oIY5aXHNItPoMpCjpS00U6gxkKOlL3pB0pe9SYyHU5elNpy9KEYT2F706m96dVGDFFKKQUooOeQ6iiigxkA607IptFBjIfR3FIvSlqjGQ7NFNpR0oMmLTs02igyY8HilzTB0papEHl460tdYPhl4wz/wAgj/yZh/8Ai6X/AIVn4v8A+gR/5Mxf/F19r7el/MvvFyS7HJUo611n/Cs/F/8A0CP/ACZi/wDi6B8M/F+f+QR/5Mxf/F0e3pfzL7w5JdjlaM11n/CtPF3/AECP/JmL/wCKo/4Vp4u/6BH/AJMxf/FUe3pfzL7w5JdjlAaWuqHw08XZ/wCQR/5Mxf8AxVL/AMK18Xf9An/yZi/+Ko9vS/mX3hyS7HKZpQa6r/hWvi7/AKBP/kzF/wDFUo+Gvi7P/IJ/8mYv/iqPb0v5l95fJLscrRXV/wDCtvFv/QJ/8mYv/iqP+Fa+Lf8AoE/+TMX/AMVSdal/MvvBQl2OVHWlrqR8NvFuf+QT/wCTMX/xVL/wrbxb/wBAn/yZi/8AiqXtqf8AMvvHyy7HLjpS11I+G/izH/IJ/wDJiL/4ql/4Vx4s/wCgV/5MRf8AxVL21P8AmX3jUZdjlaUdK6n/AIVx4s/6BP8A5MRf/FUo+HHizH/IK/8AJiL/AOKpOtT/AJl95fKzlqXNdR/wrnxZ/wBAr/yYi/8AiqP+Fc+LP+gV/wCTEX/xVT7Wn/MvvLSZy/alHWuoHw58V4/5BX/kxF/8VSj4deK8/wDIK/8AJiL/AOKqfa0/5l95SucxRXUf8K68V/8AQK/8mIv/AIqj/hXXiv8A6BX/AJMRf/FUnUp90aJnML1p1dMPh34qz/yCv/JiL/4ql/4V34q/6Bf/AJMRf/FVm6kO6NEzmM0oPNdN/wAK78Vf9Av/AMmIv/iqUfDzxVn/AJBf/kxF/wDFVLnDujVSXc5mlHSum/4V54p/6Bf/AJMRf/FUo+HvinH/ACC//JiL/wCKqHKPc0U49zmaMmum/wCFe+Kf+gX/AOTEX/xVH/CvfFP/AEC//JiL/wCKrNyj3NFUj3OaFOHWukHw+8Uf9Av/AMmIv/iqcPh94oz/AMgz/wAmIv8A4qs20bxq0/5l95zdFdL/AMK/8T/9Az/yPF/8VR/wr/xP/wBAz/yPF/8AFVm2bRrU/wCZfec0OtOrpB4A8T5/5Bn/AJHi/wDiqX/hAPE//QM/8jxf/FVmzVV6X8y+85qiul/4QDxP/wBAz/yPF/8AFUf8IB4n/wCgZ/5Hi/8Aiqlo0WIpfzr70c1SjpXSf8IB4n/6Bn/keL/4qlHgHxNj/kGf+R4//iqzcWaRxNH+dfejmx1p1dGPAPibP/IM/wDI8f8A8VS/8IF4m/6Bv/keP/4qocX2NViqH86+9HNUtdH/AMIF4m/6Bv8A5Hj/APiqX/hAvE3/AEDf/I8f/wAVUckuxSxVD+dfejm6cOldF/wgXib/AKBv/keP/wCKpR4D8S4/5Bv/AJHj/wDiqThLsaLF4f8AnX3o52iuj/4QPxL/ANA3/wAjx/8AxVH/AAgfiX/oG/8AkeP/AOKqeSXYr63h/wDn4vvRzlFdH/wgfiX/AKBv/keP/wCKo/4QPxL/ANA3/wAjx/8AxVLkn2H9cw//AD8X3o5yiuj/AOED8S/9A3/yPH/8VR/wgfiX/oG/+R4//iqOSfYPrmH/AOfkfvRzlFdH/wAIH4l/6Bv/AJHj/wDiqP8AhA/Ev/QN/wDI8f8A8VRyS7B9cw//AD8j96Ocoro/+ED8S/8AQN/8jx//ABVH/CB+Jf8AoG/+R4//AIqjkl2D65h/+fkfvRzlFdH/AMIH4l/6Bv8A5Hj/APiqP+ED8S/9A3/yPH/8VRyS7B9cw/8Az8j96Ocoro/+ED8S/wDQN/8AI8f/AMVR/wAIH4l/6Bv/AJHj/wDiqOSXYPrmH/5+R+9HOUV0f/CB+Jf+gb/5Hj/+Ko/4QPxL/wBA3/yPH/8AFUckuwfXMP8A8/I/ejnKM10f/CB+Jf8AoG/+R4//AIqj/hA/Ev8A0Df/ACPH/wDFUckuwfXMP/z8j96OdzS10I8B+Jc/8g3/AMjx/wDxVO/4QTxJ/wBA3/yPH/8AFUckuwfXMP8A8/I/ejnKK6P/AIQTxJ/0Df8AyPH/APFUf8IJ4k/6Bv8A5Hj/APiqOSXYPreH/wCfkfvRzlFdH/wgniT/AKBv/keP/wCKpP8AhBPEn/QN/wDI8f8A8VSdOfYPreH/AOfi+9HOjrTq6EeBPEmf+Qb/AOR4/wD4ql/4QXxJ/wBA7/yPH/8AFUvZz7MX1vD/APPxfejnaK6L/hBfEn/QN/8AI8f/AMVR/wAIL4k/6B3/AJHj/wDiqPZz7Ml4vD/zr70c7Rmui/4QXxJ/0Dv/ACPH/wDFUf8ACC+JP+gd/wCR4/8A4qj2c+zF9bw/86+9HPZpa6AeBfEmf+Qd/wCR4/8A4qnf8IN4j/6B3/keP/4qj2c+zD63h/5196Odorof+EG8R/8AQO/8jx//ABVL/wAIN4j/AOgd/wCR4/8A4qj2c+zF9bofzr70c7RXRf8ACDeI/wDoHf8AkeP/AOKo/wCEG8R/9A7/AMjx/wDxVHs59mH1qh/OvvRztFdF/wAIN4j/AOgd/wCR4/8A4qj/AIQbxH/0Dv8AyPH/APFUezn2YfWqH86+9HPAZFLgV0I8D+IwP+Qd/wCR4/8A4ql/4QfxH/0Dv/I8f/xVHs59mH1qh/OvvRz1FdD/AMIP4j/6B3/keP8A+KpP+EH8R/8AQO/8jx//ABVJ059mJ4qh/OvvRz4606t8eB/EWf8AkHf+R4//AIql/wCEI8Rf9A7/AMjR/wDxVL2c+zI+tUP5196MAdKWt8eCPEWP+Qf/AORo/wD4ql/4QnxF/wBA/wD8jR//ABVHs59mS8VR/nX3owVp9bg8E+IR/wAw/wD8jR//ABVO/wCEL8Qf9A//AMjR/wDxVHs59mZvE0f5196MEU6t0eC/EH/QP/8AI0f/AMVS/wDCGeIP+fD/AMjR/wDxVHs59mZPEUv5l96MIUvet0eDNf8A+fD/AMjR/wDxVL/whuv/APPh/wCRo/8A4qp9lPszGVenf4l95h0q1uf8Ibr/APz4f+Ro/wD4qlHg7Xh/y4f+Ro//AIqj2c+zMZVYfzL7zEHWnVtf8Ifr3/Ph/wCRk/8Aiqd/wiGu/wDPj/5GT/4qj2dTszJ1Id0YgpRW0PCGu/8APj/5GT/4qlHhDXf+fH/yKn/xVV7OfZmEpx7mNRW3/wAIjrn/AD4/+RU/+KpP+ER1z/nx/wDIqf8AxVHs59mYyku5i0Vt/wDCI65/z4/+RU/+Ko/4RHXP+fH/AMip/wDFUezn2Zi2YmSKXJzWz/wiOuZ/48f/ACKn/wAVSjwjrmf+PH/yKn/xVHs59mYu5j0ZIra/4RPW/wDny/8AIqf40f8ACJ63/wA+X/kVP8aapz7MzaZjZ5pa2P8AhE9b/wCfL/yKn+NO/wCET1v/AJ8v/Iqf40/Zz7MzcZdjGHSlrYHhTW/+fL/yKn+NL/wimtf8+X/kVP8AGmoS7C5Jdg/tTUP+f66/7/N/jR/amof8/wBdf9/m/wAaqUV8V7er/M/vPseSPYt/2pqH/P8AXX/f5v8AGj+1NQ/5/rr/AL/N/jVSij29X+Z/eHJHsW/7U1D/AJ/rr/v83+NH9qah/wA/11/3+b/GqlFHt6v8z+8OSPYt/wBqah/z/XX/AH+b/Gj+1NQ/5/rr/v8AN/jVSij29X+Z/eHJHsW/7U1D/n+uv+/zf40f2pqH/P8AXX/f5v8AGqlFHt6v8z+8OSPYt/2pqH/P9df9/m/xo/tTUP8An+uv+/zf41Uoo9vV/mf3hyR7Fv8AtTUP+f66/wC/zf40f2pqH/P9df8Af5v8aqUUe3q/zP7w5I9i3/amof8AP9df9/m/xo/tTUP+f66/7/N/jVSij29X+Z/eHJHsW/7U1D/n+uv+/wA3+NH9qah/z/XX/f5v8aqUUe3q/wAz+8OSPYt/2pqH/P8AXX/f5v8AGj+1NQ/5/rr/AL/N/jVSij29X+Z/eHJHsW/7U1D/AJ/rr/v83+NH9qah/wA/11/3+b/GqlFHt6v8z+8OSPYt/wBqah/z/XX/AH+b/Gj+1NQ/5/rr/v8AN/jVSij29X+Z/eHJHsW/7U1D/n+uv+/zf40f2pqH/P8AXX/f5v8AGqlFHt6v8z+8OSPYt/2pqH/P9df9/m/xo/tTUP8An+uv+/zf41Uoo9vV/mf3hyR7Fv8AtTUP+f66/wC/zf40f2pqH/P9df8Af5v8aqUUe3q/zP7w5I9i3/amof8AP9df9/m/xo/tTUP+f66/7/N/jVSij29X+Z/eHJHsW/7U1D/n+uv+/wA3+NH9qah/z/XX/f5v8aqUUe3q/wAz+8OSPYt/2pqH/P8AXX/f5v8AGj+1NQ/5/rr/AL/N/jVSij29X+Z/eHJHsW/7U1D/AJ/rr/v83+NH9qah/wA/11/3+b/GqlFHt6v8z+8OSPYt/wBqah/z/XX/AH+b/Gj+1NQ/5/rr/v8AN/jVSij29X+Z/eHJHsW/7U1D/n+uv+/zf40f2pqH/P8AXX/f5v8AGqlFHt6v8z+8OSPYt/2pqH/P9df9/m/xo/tTUP8An+uv+/zf41Uoo9vV/mf3hyR7Fv8AtTUP+f66/wC/zf40f2pqH/P9df8Af5v8aqUUe3q/zP7w5I9i3/amof8AP9df9/m/xo/tTUP+f66/7/N/jVSij29X+Z/eHJHsW/7U1D/n+uv+/wA3+NH9qah/z/XX/f5v8aqUUe3q/wAz+8OSPYt/2pqH/P8AXX/f5v8AGj+1NQ/5/rr/AL/N/jVSij29X+Z/eHJHsW/7U1D/AJ/rr/v83+NH9qah/wA/11/3+b/GqlFHt6v8z+8OSPYt/wBqah/z/XX/AH+b/Gj+1NQ/5/rr/v8AN/jVSij29X+Z/eHJHsW/7U1D/n+uv+/zf40f2pqH/P8AXX/f5v8AGqlFHt6v8z+8OSPYt/2pqH/P9df9/m/xo/tTUP8An+uv+/zf41Uoo9vV/mf3hyR7Fv8AtTUP+f66/wC/zf40f2pqH/P9df8Af5v8aqUUe3q/zP7w5I9i3/amof8AP9df9/m/xo/tTUP+f66/7/N/jVSij29X+Z/eHJHsW/7U1D/n+uv+/wA3+NH9qah/z/XX/f5v8aqUUe3q/wAz+8OSPYt/2pqH/P8AXX/f5v8AGj+1NQ/5/rr/AL/N/jVSij29X+Z/eHJHsW/7U1D/AJ/rr/v83+NH9qah/wA/11/3+b/GqlFHt6v8z+8OSPYt/wBqah/z/XX/AH+b/Gj+1NQ/5/rr/v8AN/jVSij29X+Z/eHJHsW/7U1D/n+uv+/zf40f2pqH/P8AXX/f5v8AGqlFHt6v8z+8OSPYt/2pqH/P9df9/m/xo/tTUP8An+uv+/zf41Uoo9vV/mf3hyR7Fv8AtTUP+f66/wC/zf40f2pqH/P9df8Af5v8aqUUe3q/zP7w5I9i3/amof8AP9df9/m/xo/tTUP+f66/7/N/jVSij29X+Z/eHJHsW/7U1D/n+uv+/wA3+NH9qah/z/XX/f5v8aqUUe3q/wAz+8OSPYt/2pqH/P8AXX/f5v8AGj+1NQ/5/rr/AL/N/jVSij29X+Z/eHJHsW/7U1D/AJ/rr/v83+NH9qah/wA/11/3+b/GqlFHt6v8z+8O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alt=""/></p>
</div>
</section>
<section data-transition="linear" data-transition-speed="default">
<h3>Introduction to R</h3>
<div class="mediaInline slideContent" >
<p>“R is a language and environment for statistical computing and graphics” – the official description of R at its homepage <a href="http://www.r-project.org">www.r-project.org</a></p>
<p>It also happens to be Free Software (just like Python). You can use it without paying money, and you can copy it and modify it and distribute it.</p>
<p><img src="data:image/jpeg;base64,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" alt=""/></p>
<p>You can download it from <a href="http://cran.r-project.org/">http://cran.r-project.org/</a></p>
<p>I highly recommend you also install RStudio, an Integrated Development Environment (IDE) for R that works on Windows, Mac and Linux, from <a href="http://www.rstudio.com/products/rstudio/download/">http://www.rstudio.com/products/rstudio/download/</a></p>
</div>
</section>
<section data-transition="linear" data-transition-speed="default">
<h3>Functions in R</h3>
<div class="slideContent" >
<p>R uses <em>functions</em> to carry out procedures on (optional) inputs (aka <em>arguments</em>).</p>
<p>For example, the <code>sum</code> function calculates the sum of its inputs (so original!).</p>
<pre><code class="r">sum(3,5,500,pi)
</code></pre>
<pre><code>[1] 511.1416
</code></pre>
</div>
</section>
<section data-transition="linear" data-transition-speed="default">
<h3>Vectors in R</h3>
<div class="slideContent" >
<p>To create a vector of numbers we use the <code>c</code> function [short for “concatenate”]. We can save this vector to a variable using <code><-</code>.</p>
<pre><code class="r">x <- c(1,8,7,15)
x
</code></pre>
<pre><code>[1] 1 8 7 15
</code></pre>
<p>Many functions in R are “vectorized”, which means they know what to do with vectors. Adding two vectors, for example, works how you'd expect:</p>
<pre><code class="r">y <- c(20,8,4,1)
y + x
</code></pre>
<pre><code>[1] 21 16 11 16
</code></pre>
</div>
</section>
<section data-transition="linear" data-transition-speed="default">
<h3>Objects in R</h3>
<div class="slideContent" >
<p>What objects have we created so far? Use <code>ls()</code> to find out:</p>
<pre><code class="r">ls()
</code></pre>
<pre><code>[1] "x" "y"
</code></pre>
<p>Delete anything you don't want any more with <code>rm()</code>:</p>
<pre><code class="r">rm(y)
ls()
</code></pre>
<pre><code>[1] "x"
</code></pre>
</div>
</section>
<section data-transition="linear" data-transition-speed="default">
<h3>Matrices in R (with some help)</h3>
<div class="slideContent" >
<p>The <code>matrix</code> function in R creates matrices. How? Let's use R's help system.</p>
<pre><code class="r">?matrix
matrix(data=c(1,2,3,4), nrow=2, ncol=2)
</code></pre>
<pre><code> [,1] [,2]
[1,] 1 3
[2,] 2 4
</code></pre>
<pre><code class="r">matrix(c(1,2,3,4), 2, 2)
</code></pre>
<pre><code> [,1] [,2]
[1,] 1 3
[2,] 2 4
</code></pre>
</div>
</section>
<section data-transition="linear" data-transition-speed="default">
<h3>Random variables in R</h3>
<div class="slideContent" >
<p>We can simulate a sample from common probability distributions and calculate summary statistics easily.</p>
<pre><code class="r">set.seed(3) # to make sure our random numbers are the same!
y <- rnorm(100) # 100 random normal variables with mean 0 and s.d. 1
</code></pre>
<pre><code class="r">mean(y)
</code></pre>
<pre><code>[1] 0.01103557
</code></pre>
<pre><code class="r">var(y)
</code></pre>
<pre><code>[1] 0.7328675
</code></pre>
</div>
</section>
<section data-transition="linear" data-transition-speed="default">
<h3>Random variables in R</h3>
<div class="slideContent" >
<p>Standard deviation is the square root of the variance.</p>
<pre><code class="r">sqrt(var(y))
</code></pre>
<pre><code>[1] 0.8560768
</code></pre>
<pre><code class="r">sd(y)
</code></pre>
<pre><code>[1] 0.8560768
</code></pre>
</div>
</section>
<section data-transition="linear" data-transition-speed="default">
<h3>Graphics in R</h3>
<div class="slideContent" >
<pre><code class="r">x=rnorm(100)
y=rnorm(100)
plot(x,y)
</code></pre>
<p><img 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" title="plot of chunk unnamed-chunk-11" alt="plot of chunk unnamed-chunk-11" height="550px" style="display: block; margin: auto;" /></p>
</div>
</section>
<section data-transition="linear" data-transition-speed="default">
<h3>Annotations in R</h3>
<div class="slideContent" >
<pre><code class="r">plot(x,y,xlab="this is the x-axis",ylab="this is the y-axis",
main="Plot of X vs Y")
</code></pre>
<p><img 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" title="plot of chunk unnamed-chunk-12" alt="plot of chunk unnamed-chunk-12" height="550px" style="display: block; margin: auto;" /></p>
</div>
</section>
<section data-transition="linear" data-transition-speed="default">
<h3>Contour plots</h3>
<div class="slideContent" >