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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<title>Pipelines in R</title>
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<meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
<!-- web fonts -->
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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>Pipelines in R</h1><p>Tristan Mahr, @tjmahr<br/>March 18, 2015</p>
<div class="slideContent" >
<p>Madison R Users Group</p>
<p>Repository for this talk: <a href="https://github.com/tjmahr/MadR_Pipelines">https://github.com/tjmahr/MadR_Pipelines</a></p>
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<h3>Scientific Computing</h3>
<div class="slideContent" >
<p>I'm interested in:</p>
<ul>
<li class="fragment">correctness
<ul>
<li class="fragment">but not necessarily robustness against corner-cases</li>
</ul></li>
<li class="fragment">optimizing for human readers
<ul>
<li class="fragment">collaborators, including me in the future</li>
</ul></li>
<li class="fragment">reproducibility</li>
<li class="fragment">automation</li>
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<h3>Make bricks, not monoliths</h3>
<div class="mediaInline slideContent" >
<p>I tackle these goals by building a problem-specific
language from simpler, understandable pieces of code.</p>
<p><img 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CcgySu2w+oy4/UGubk1+2fdi0kO8guBKVDY6ZA611Ft8C/GEuDKljB/v3GcfkDTtc+DeseHfD15q97qNk0dsgcxxbiWyQMZIA70+RXuSsRNR5Vaxxh1aHJK2CZP96Rj/ACIoGv3KAiKGCMHsFP8AjXp3h/4FHVtFstRu9aa3NzCsphS3BKgjIGSw7Edqx/iP8L7fwTo9nf2d5PdJJMYpTIoAUkZXGPXB/SnypoiNaUX7rOHbxBqJORKg4xgRqf5g1FJrGoynLXT/AIYA/THpXqHwl8AaD4s0O8vtWgllkiufLQLKVGNoPIHua9CfwH8NdJmWG5tNOimOAEubo7jnpwzd/pRZWJdSV9z5me7uXHzXErfVyf61DlmOSST6k5r3n4qfDTRLLwvca3pFqtnNabWkjjzskQkA8diM5yPevBRTtYnmb1uOPSlHSm0oNBaZIDUijnNRA1MgpMtasnUVMgNQpUydOoqWbxROuRTwT3H6VEOvUU8fUfnUHRFslUgkZHNUmdZfEEK3JLxRyJGQx42jAx9O5+pq6oORyD+NZ0iFtU8sNhiq4Y9m2g8/j1pxV2zHEt+76mhM8MV7cxMgjjmzgDOFOenP5VVvJ2igNujD94dz4PGM5A/z6VrRWaXtqFn0u+kuFBBktTlDjuQA36YrJ1C0azuVic+YvI44IwcHnvg8ZrqjVU4KPY4q9J05ue1zQ0C2inZVkYKGzyT37Aep9qTUC6M0DFhHuyIc4LEdC3oB6fnzUGnO8riGBhCDwSvLkHrzkDH4/ga6XVNMtLSwtxbwhWKfvZC5ZnPckkD8gAB6V1UqcmvIwrVouKjFGN4QkaPxVpkcse6K4voVJHVW3jBH4Ej/APVX1pXyj4XDP8QvD8SnCrfQsF9MMCSfc4r6vrmq72M4bBRRRWZYUUUUAFFFFAHL+PZntvCk1ymCYZ4XwRnpKvauLtNdsLuykIlEEyRjYC5CqFVAUUE5G7GNvIHqc11fxPl+z/DvVJgN2zyjgnH/AC1SvCbLU4rkfunKSEEFCcHB6j3Fc9Vzi7o9TA4ajiIOMpWl0OUnP7+Tt85/nUQPNSXH+vk/3z/Oox1rZbHBNWk0Nn/1J/D+dQW8D3M6wxAFm6ZOBU03+pb8P50/Rv8AkLQfU/yNJuybKowU6kYvZstL4cvD954l/En+lSjwxKfvXKD6KTXSUVxuvI+rWT4VbmAvhiL+O5c/RQKmXw1ZDG5pW/ED+lbkcUksgSJGdj0VQST+AqVbC8ecQC1mMxGdmw5x64x0qHXl3NFl+Ch9lfeYR0KwjjZhESQCRlie1cjXpF/ZXNlbF7iB0RwVV8ZUnHTI4z7V5x3row8nJNni5vTowcfY2sJXXfDLSbLWviDplnfqr25ZpCjdHKqWAPqCQOKm0P4V+K9f0631CytIfsk67o5JJ1XIyR0zkc57V1Wj/BLxjp+oW9/DqOn2lxA4kRhI7FSPouDXQeOj3nU7z+ytLluo7Oa4WBM+TbqNxA9ASAcDtXmcXx30q61K3srbSLwtPKsQMjKoBJAyQMnjNeo2K3YsYhfmFroKBIYc7Ce5GecV8y+LYLS3+NzxWQURf2jASq9A5KF/1JpsI2e59B+NvEMvhXwneaxDAs8lvsxG5IBywHJH1rxVvihrnxAuoPC76fZQ2+pSpDIYw5cLuBJBJxwAT0r0/wCMZx8MdU9zEP8AyIteT/AnR/t3jSbUXX93p8BYHtvf5R+m78qTCOiue1eN9cfwt4UNzZxM0wkjhgjRSSeRkAD/AGQar/EPTV8R/DjUUhXc3kC6iyOcrhunqQCPxpvi74maF4O1BLHUEupbhohKFgjDYBJHJJGOhqxoXjvw/wCJNA/tA3UNpDIzxtFdyojDHByM9CDn8aYa9jkvgCMeDtQPrfH/ANAWux1XwB4b1zWzq+pWH2m7woy0jAAL04BA/OuH+HHiDw34Q0vWbC91qzjVdUlMJ8wNvjwoVhjOQQOtZFx8XF0r4l30tlK+paDd+UDHEDkOEALICAc5GCO+PoaLqw3F3djsvilbeJdb0j/hH9B0l5orja09yZUVQoOQoyQc5AJPoPevDPEXw+8QeFNMjv8AVoIYopJBEoWUMxJBPQZ7A96+hB8Q0nQG08M+I58jIxYFR+ZIrzr4w69qOq+G7OK68PXmmwi6DLJcOhLHaeMAkjik2hpNaHjHajPSjtS0AmGalQ+9Q/jSq2KC09S4pwOtTIw45qkH464qRJOBk1LRspWNBSMDrUi49D+dUkk561MjioaN4zRbUbiFXAJ4BJ6E1lvdj+0ZrlVDBnZgD2BJxVySXZEzDggZH1HI/lWKXIq4Lc5sXUd4pdD0nT9ejsPDU00Q2Xc5ESv3jAUuW9+AMfXNc74it7FLgNpWo/boUiBJwQYixOQcgZGT1HHIrOF2j6EWDkTAiF0xx6qwPuuVP0FVbKVoJxIoDD7rKejA8EH6j/OadCPKn5mWLrOq02SWd41pcrIy5UHnHBxXYaxqcKadbEyDEqlgR3AxjH1yK5o2sRBCEsjcox646YPuDkH6emKuadLDBbCW5CvNYyq0CPyHBYEqB3PB57Zz2r0qcpU426M8+VpO7NjwLaOPHmiXFyhEkt0pRCOQACc/pmvqGvm3wJejUPiXo8jJieSVyQeREgRiAPUnHJ/yPpKuWtbm0NYbC0UUVkWFFFFABRRRQBy3xDkt4vAmqPdRCSBVQuhGQR5i9q+bNdsbC0is73TLkvHcbiVByY2GOM9R16HkfQg19G/FBS/w31oAZ/dKfydT/Svlc9KTKjpqDEkkk5JOST3pO+K7f4ZeFofEniIzX6A6XYIZrnecKeu1SfQkEn2Bqt478LHRfFWrJp0JOmwCOYMvKxpJjaM+mSQPYUh7nGzn90w+n86k0Y/8Ta3+p/kajn/1Z/D+dSaKCdXtgBklsD8jSn8LNsO7VY+p694R8PPrF5DCuxZJVaQySRiQRRKcbgp4JZjgZyBhjg4FbGi6bay2+parqV99k0myuXtkurWERy3WHwGJVSQBkDCAEnJJ4ra8Paff2/hLWrnSIPN1CZjZ2vzBQFi/d7skgD5vMf3Jq5bQazonw+0uLQv7OXyrLzriW7Y4UlQ5K44JJLHJ46Vz0aEHFSktTXF4ypVqyak0jBWDRY9Ol128u9TvNGuLhYLC3aQrJOTwSzDDsoIYgE8AE4ORUzWPh+OXV9TjlkufDmmQqTaGZmjkueSVBJJIAKDBJGW6cVvx24s7bw5qovrSHRdOsWaZn5LlkUAr2z1568kAHNZcV1o/iHwzIL7UINOVtUa6vre4YK5RZCVRgSCCVEfPPStlTpLojj5pPqYnjezsbXTYpbbTobCS60szXNtCAqq++LZwABkFnGcAkZr58r2zx1rf9qXV1KAyiYARqwwVhQHbkdQWLO+DzgrmvE6yotSlJrY66tKVOjBy63PozwB4uvLLwJpNnaeF9YvvKhK+dFGixt8xPDEjPXHTqDWlY/ETX9Y1a+0vTfCDC6sSBcC6vVQIT0zgHPTsTWZ8BNa+2eFbvSpGzJYz7kB7I4yMfiG/OvSbLR7ax1bUdQiUedfsjSn/AHF2iulXOduN9jzrxd4p+IOmWlpGumaZaPf3C2sUkMrTPG7dDyAPXsa4fXfhVqfhXTrnxVqGvwSXNq4nAWIsZJSwxkkjOSRnj1r6EvdPt7/7OLiMN5Eyzpns69D+teX/ABwvJLq10Tw1bHM2o3YJUdwCAM+2Wz+FDQRldpJDtI8L698QfBVrceIvEt0tvfKJGtIbeJRgNlTnGecA/jWF42+HY8CeDJ9R8OatqsbiZPtI+0bQyHIyQoHQkdc9TXqHiKWXw54BuY9Lglknt7QQW0cKlm3YCqQB6dfwp13bN4q8Ay29zA8U19Y4eORSpSQrnBB5GG/lRYOZ79DxT4QeH9O8Y6tqreIYW1AwRRlDNKxIJJB5ByenevU9Q0X4beFTGuo2OkWbSAlBOgYsB1xnJNcH+z9E0Wp6+jghkSNSD1BDNkV6/q3hvQtduo5NU062u5oEwnmru2gn098fpQloJtp2Zy/izwP4Y8Q+ELi6srK0hcWxntbm2jCdFyOgGQfQ+tcX8AtCsLgajrM6LJdwSLDFuAPlgjJI9z0z7H1r0fxnp+uXHho6N4ZtrWMTxmB5JJPLWGPGMKADyRwPSuO+Hnw58WeDNWNy2oae1pMAtzbqzksB0IOAARzg+9HUd9NztPGHjqy8FRwyX9jfSxS8LLAilQfQkkYP4V4n8S/iZY+N9MtLKysLm3EE/ml5ivzDaRjAJx1r2/4hw2c3gDWhfBTEto7At2cDKEe+7FfIQPOKTErWuSZ4qVba4eMSrBIYz0facfn0rc8OeErzWHW5nR7fTVUyPO4IDAdQvc88Z6e9erW3hzw4tjHJcrBdQqF2GYAoB7AnHOevXHHrl2E5WPGrTw9q9+qta2EsquSFZQMEg4POcdSB9SBXc6L8H76ZVl1q6FoDz5EOHkx6E9Afpmu+u7m2tdIMFlNFaqIv3Xl4HydRjnoeeR65ql4Rj1OLffSazdTW8x8mG1kleQqRyWyx5ABJIAzgDr3LCc2OsPh14b05GBsDck4y90+4gewGAPyqW98L+DkLS3ljp1uDySZfKA+mCAPwqLxtcpB4fQM5Z5JRKyJgsUGSTwAcHg/lmvC7yRZdRmm8rylkclUJztGeBmnYXM+56pdeDPB2qyCPRdSkinbkCJ/NjUA8k55P0BPboOaz7n4W6hGIhZ6hBOxBMnmI0YU5AAB5zx9On0o8CSTNIHeRJAtviJMfdwQOePQV0s2uyrrQ083UlvuyN0cYYA7dwPIJ7YpNJlKrJbM5C5+GmtYZWntvIDYMiEtnAyQABkcZ64q1eeCrV9NtsrBFZ2WZC0Tbru9R8EYG0DqDjk4B64Fbd/rF3FewIl3cu3yMX4AQk4I4APbHXnrXURuNTsiUcwyMUUSKATGARnjvkZHOevtQkkKc3J3Z4/qOna14gFqY9FSzWJNoQKI8IDhQdxBYgZ5xnGOK05/B4h0iC3s7K5n1BJY2urlQTCFIyVB9jjn69eK9B12GGLwPNLfzrbziUxpcAEE4fJICgk5VCehwCenNc/rviRPDnhnRZLY/bbe/tJIJdjbQSCjZIIJB5I5GeTVwdmZtXOXvNLs7M21pYzS3DEP9pkKERpKD0UkDKnkZ74BycVhXaKkskzgL5ZEaA8ZbGTn6Z6fhVyTxY877YNNQE9AXLH9AKZqFhrWtypLbaFfiJV6LA7Ak9STjvx+VdLqxUbIzUG3c6L4VPDL8SdKRFMhUTMXPQHyn59+TX0vXzp8JNCv7L4g2s93CIQkUvytKu8kqR9zOe/pX0XXNKTk7mkVZBRRRUlBRRRQAUUUUAcp8Sv8AknWt/wDXAf8AoQr5VCliAASScADqa+rfiIof4fa2D2tifyINeCfD3wtca9qF1fplYtMiNwrHo0o5RST2JGT7D3pMqKO38BaDc6Dqt/4P1wEQa3pyzpsJBBAIdQfUAkH/AHR613HjDSLOfQLzTLO3je81gJbxDPA2Dhs9ggUn68d6TXg2osmq20LfadFnjuoJAp/fQOoMig9yVLcDuF9a5/wvqEFz4j8aatpKzagLQj7FAHyCzgmTYM4AZ0ByOoFIpdz56uY2iEiOpV0OCDwQQcEGnaMSNXtiDgh8g/gal1OWe5ubqe6BFxJIzygjBDk5PHbnPFQ6R/yFbf8A3v6Gpl8LNKH8WPqesJ4qnSzlt0mv44pmZ5beK4CxszHLEfJvAJJJAYdTgiqf9usLMWqQuIF+7bvcyNAvfiMtjGexyPasikLqvVgPqcV5tntdn2H9n4NauKND+1GXDRWlrFKDkSJGcqfVQSVU+4AI7Ug1e+yrGYNIowsjxq0ij2cgsPwNZT3lsn3riIfVxUD6zp8fW6Qn2yf5U/ZN9B2wVNW938C7cu0iSu7FmYElmOSTjqTXnucV1kuv2BjZVd2JBAwh/rXJkZNddCLindWPDzmtSqyj7N3sejfBPWf7M8fRWrtiLUImgOf7w+Zf1GPxr6P13U00bQb/AFKQjbbQPLz3IBIH4nAr4z069n0zUra/tmCz28qyoT0BByP5V1mvfFPxT4j0ybTr65gW0nAEkcUIXIBBAzyeoHeui541r6n0r4Q1ka/4S0zUy2554FMh/wBscN+oNeb/API1ftCZ+/a6HB+AcD+e5/0rxqx8YeItM05NPsNYu7a1UkiOGQqAScnkc9azv7RvfPmm+1ziWclpXEhBkJOSSc88k9aBqybsfUnjf4k6Z4IktYLm2muprhWcJCQNoBAySenJ/Q1V8MfFnw/r2n3F1eTwaS0UuwRXM43MMZ3Dge44z0r5ed5JDl2LH1YkmkRS7AKCSewGTRdistj3Dwr4r8KeFfHHiu6fVY/sN68cls8SM4bO5mAwD0JxzWb4y+K8f/CY6ZrHhi5kkjt4DFcRyIVWUFs4IPUY6HqDXmcHh/WbkBoNJv5Qe6WzkfmBUp8Naqg/fQJb+ouZ44cf99MKBtq9z2Q/tCaeIFI0G6MuPmUzKFB9jgk/lWZc/tCXjZFroEKehluC36ACvLI9CLTpDJqmlRyOwVQLxJMknAH7vd3rSu/Bdzpctsuo3UCJOSFdXBQgHk7jgcD+Yp6k3XYu+LPijr3i2JLa7W3hslYMbaFSFkI6biSSR7ZAp3gvwemt3B1PUlENhktFGn/LRgemCchB065OMDuRLoXge2vdStmeZpLbHmOEO75QeCSFwATx1ycHpnjpNYuzOtzpelwTNcxoH2QoCAvOcAdBgj6cYqHOKlyPcqzavsjsdeu4I/D92qEKGtHRFXgA9OB0AwCMdK8W0tIPEXiM/wBtuf7K0u08x0RtuQMAAnqOWBJ9Aema7DTpbybwpc2skUxuRA8e0/Nklg4AwTgkE8HHQ9ua5rQdMt7TSdYa91GOJr2I272pT94MNg45JByPTGcZz0rRJ2uZO19COO/u9U8RrqaagtxZmIxKgO0R4QAqE4AAIBGBjGPTj2S209LKxW2Ry3kR+WQEJG/G5ifrxg9RnGe1edeFPDU093pt4hZrOynAUALvGwbwCeM5JAJwOvHNeqQPKbeRpBcHMRIMvAIbJAI7EYA7e+aAbujzKyvXuLG6WcCSRrKaaWZyS+dpAA578/kMUvw40yz1VZ7m4sbC5uN4UxXSCQogAJYKSADyAMjk9wATWOuq21paXMEJLXEqGIkJkAIjBh9ckfka3vAHiHUNLtZYINNNxb3E+BJkKY5NoAyeSQR1JGBj1OKBFbw5b/2XrupWMpQGCR0AQgjAY4wATgYI/I+lZ/iOdDqs3mkDgHJOOi8VYSS+v/G+stcn/SlKqzK2VVB0AOBnjHYH1rLu5Irm+WbcztJHFNtnAEeckYb1AwRjvkZ6HJtqFrs7HRNVW28L3NosYM8jtGBgYO89ScdcHAyeMDp1pdM11LS0ZJXQEA4DEAgjrXMafdrbakLiW6tmlNxJMI1AbKYJxtJ6DBOcA8dT0rkb20uf7bmliYStcM8iomSxyTgYHekitHodprutx+JLiOyWdhaWm4iV8lWdgASBjnGAOfU8Vla/r2o3HheOa1h23VrOFuXjtlZEj8sCNiSDgkZBPH3B9TkzyTWE6mWGVYxGiqowAxHBOCpzlt3b1rsfhdBe/wBp315e2U7WN3F5e5x8krdAp7HgnJxwM+vL6C6nmDeKvEBTb/bV+q/3Y52VfyBArNmvLm6Obi4llOOsjls/ma634j6LZaH4rlh0yF1tCoY5B8sSHO5UPoMdM+vbFcb78n0oA9U/Z+jLfErI6JZSsfzUcfnX1RXzB+ztFv8AiFeuQTs02Qg9smSMfyJr6foAKKKKACiiigAooooA5r4gI0ngHXFRSzG0fAHfAzXIjw8fDnwpvdAtJxHrc1g95OqcswBG8D2wdgrtvGMxt/BusTYyY7SR8euATXH+IPs9n4q8P+N7e8aXT74pY3CswKCKRTtI9ADyQe/40mUitYa1rGr+HPBWm6W4jjv7eSO8n6siRKEYj0PJIPqBVz/RtB8c6NJ4atIZLLVUksrqOH5VUwNgycDquWB9cepzXKafpV54P1LQPEa3TyaI19NbIhGBFbysQjH2OS2fZfWvUNQn0LwnpFxfiOFBpsTlY1I3AyEMQPQuwHP/ANekU9ND57+K1nBZ+PdYWAqFeRZCijoWVWOfqSTXCJI8UgdGKsOQR1FegzWMOp+Gtd8c+JWlcSTiO1hjkEZnlLAkAkHCheOB2PpXEnxFp0Z/c+G7Ijsbi4mc/wDjrqP0osK9noQte3Tn5riU/VzUTOx+8xP1NWD4suVP+jaZpFv/ANuSSf8AozdTf+Ex1/OIL0QHH/LrbxwEf98KO1PlG6knuxILK6uzi2tZpiegjjLH9BVw+FPEJUM2jX0anndLA0Y/NgBWVceJddvF23OtajMDjIkunYfkTWaxZyWZiSRyTzzRYnmOoXw3epnzrjTIcdRJqVuCPqA5P6Un9l2Ef+v8R6VGe4UzSH81jIP51y4HHYk8UFDxyKLCudMU8ORcS65cSH/p2sCwP4u6/wAqQ3vheLgJq90enJig/wDi65rbkZzn3pNvXkce9Fguzozruhx8waDM/tdX5Yf+OIn86b/wlES4+z+HtKiI7kTSH8nkI/SueHBGe1Jkjp3FMLs3j4x1QZESadB6GLTrdSPx2Z/Wmt4v8SSfKNc1BFPVYp2RfyUgVjBAw46jv2PX/Ct3RPCeta0d1lYSvGPvTMNqKPdjgD8TSbS3E3YpPPeXh3XN1PMSefMkLH9SatWWjXd/IsVrbSSuxAAQE9fftXo/hbwNottfRHVtQj1CfJ/0SzBkQEdNzjjH04969De0t0sFihSOxgL7VSFQCSOQSB6YzXHVxfI7RVzNyPIdK+GF/dSBp9Rt7GdVEkQA3ktk4BIIA6A8E9ecHNXNXOu2lne2PiaF75bWGUWUwCRqp3xoXyCCQM4wcnkcY5HReJpbaLSZJrFcyW5E8bhuDsKkE9uQenoParfiGWz1bQ7G6vLYYe3S5ceaBkswQj5SCcFV55HSuqnPnXNaxSd0cX8PL+4m8W2mnzSFraWKRQrk/LhWcEYPXIH1Ga0PEr3uhaldyRTpJJPjEtuCSQSMxk8HAA+nAHtWlY6RYQSR3ltpscbrllcAkgE4OMn1IHt24yKluNCn1W+jWZpo7NyWMsag7Rnk4xk4wfxP4VzzTddaaHRB2pPudfpfhnSotP04SvPM06LdyyNKU2kqm7aFAwDkD1x3OK5bxFoGlafq00NgwVGiE5eYFpH3jdnJwAOg6HGOeuRt3uo6xBeXFtYaaWsWSOO3d5HBVURQdy5wScdeMdzniq+s2h1fX7SWLTpo7cQRwedIdrOQDjIBOOOcckAHOM12NuyTMLE3gJGPh+72xTEm5KB0IUAMqAkHrxtGfrxmszxr4lv9M1OOxtWFujR+a+1slmyR19MAHHHXmuz0+DTrCxSKCGeZEBmGEODkYPHAPsMe4Gea5vxX4OtdRvBqJuJLOC3i8uUOAFCgZyCT749sGk9VoaUpKMryPG53doJiEYr5ryAlDgK54JPQc9K39A1yK38NSWFwJQXciKWNiDGSRgqQQcgjP+TXYQ6B4cecqdTSVmIJUTAqwI4Gc8g4yQDk/Tilt9G8OQygW9tI5iYKHhwSQTksDxz2JHQcDHdmZ52ks1nqV5bm9uEUs6mRSQzdcEgEn0z9TU+nWFrcfLMlzcoxEWRv4JBwB2BAyRnPc13+p6To8d7HdNpFzeXM7SGVy5jU5HHXAyMYA7k5J71PZ6paWGiYWCxs4448Jm6DEkkg8DkuB14xngetAHCQX1s9ubXTdMNsseTJLISzsTlRyBjByf6GtW18B6rlr+5uILYNE8vzswKgABQcHocH6dSDmtmbxjYRXuz+0mVDb+UFsrQgqcgjJcc4GcYGBknmp7e60rxDOYbIGeRIECG6lZgQcBuCcAZB4OckZ6YoA0ILextpdKVoYtQnIDuY4h8pA2qSSQFUc9TknkDjNZmta48WitYLbTTYnIFvDGPJ2ZGAWGC3TnGATk9ABVqS5llma2luIpFgAA8lgQD0wSOpGMe3SqVzdzW8+1CCpwR8vIGOf1pAYWt2mseKvCc6OPJNtO10UufkyqxnITjvngdOK8nBAYbhwOSAcH8K+kmihubOS2nBaOaJo3AOCQQQcHt1rw7xto0Wk+I7tLGymttOLgQF9xUkKCwDHrgk9zQCPQ/2cEJ8X6s/YWGD9TIp/pX0rXzp+zfEP7d12QKcLbRrkjplicfp+lfRdAwooooAKKKKACiiigDE8XwNdeDdbgRWd3sZgqr1J2HAH44rhrjwza6Z4O0Dwfc+ZI9zdRy3hTJ2DcNxz2BZkQH3z2Nd54plkg8JazLCxWWOxmdCOoIQkfrWJ4Pa41rzPEd0Y3i1SBPLjXkQCNiAufUkkn0IPpSZUe5V0/T21rwpF4duo2kszb3FlLJ3hkgkCIfqQMj/AHR6mvMPGLXPi7xVoegQxsNYigFnfvk7S6sckjuAAXz6NXc+M9YvfDWieKFsLgW84v4J4mz822VVyB7lkf8ADNcNoj3HhzwhqPjC6Ytrmsl4LBn+8oJzJL9c5wfYdjQk27Ibdlc5z4p63bT3MPhzSmxpGix+RHg8SSj77n1JPGfYnvXnljZtqGo29pFJDE80ixh5X2IpJxksegHcnpWrd2jGJgwOSOvXNUUsDjhCfrWnJLsZ8yO38e+AdN8Lp4UtbW9jkl1KI/ab0y5hLEoAynoEG4nPcDNdroOjfDvU/EzeCtN8PHU4Uti0+vJclsMFzuBHAGSBkEDJxgis3xzo76xofw009MK89hHACeQCwiUfzrstc8G6vpWj/wDCN+FZ9J0TSWjAur25uCs90SOckAkDqOvsMDilysLniXhLwPJ4t8VXei2l8kMcCSyC4MZYMEYAYAI5OQetc3d2N5YOkd5aTWzuu9VmjKFlyQCAQMjIPI9DXsPw++IFz4OlfQ9Tli/se1SYRtbw72eQvkHPcZJx0GMV57r1/r3jDUlvdVklvrpIxGrrEAQgJIGFAHUnt3p8kuwuZHL7ucLzgYAFBwSSM4HqelaZ0K9H3reWIZ5Mi7QPxOBVB7V0JAIIHX/PepcWh3RDkk4BHPrilGSx2gZ9aTbgncCM+3St/wALaKuua5a6cZhAs7YMhGdoAyeO54pNpK7BuxiCKR2xySTkjqSa7vRPhncX1pDd3d2EhlUMIrdDJJ9D0Cn6njNdgnwkS3uYZ7HXFEiMGiMkHcHg9T6Vav8Awf42uAdnihGUk/KspjGe/AGK4p4qMtIOxLbexXsfBmnaOgkg0xC6jia6U3D/AFCjCD8SakuHluZBFMbVggyp1K/QIvP8MMZAH0OayG+Fnii5bN1qcDEnGXnZjn8AaF+EV9GSZtSiJHXZDIx/lWPNDeU9Sdep250a3jQI/iANtQOILMpDGeMnhckj1PpVPVPPlkOmzxeRcGZLq0kHO4BhuIIHUZAIOAAc8gVB4T8HQaJqck8txJcN5Rj2ywFFAPUjJ54BH410MUWn/a57gmczWQ8ku3KqD8xxk+5GR9OmKdKUIXle9xpo4XXQ9tb6hbSxqUFtK8bqDkAg5U/QhcHvn1pZIxe/DrS7XDG7aELtQAsYlkxkE4P39nAI/HGaveMb7TZ9Bv2tHDzeU67wScjgEencVTk1NtE8FaTftE80Rt0gjjwAHcuzkk5yMAEdMcj8O6lPnV7WKTujmJZbuBZYmtrvbbp5Tu135WC3IwDnkgHjngHsCa6vStTk1uXbbz3itbxyn5r1QWwACFIU5B7n0rj11ePVbk3d8AkK3KMY/wCAKSeoOc4wACegJ9a1fEmu2l5pi2mjQvHJI+S8SFAQAcgHAHPHStNikm9EdVrviRbaaztmn1aRrckO7aiiIMqRkEJyR2H55p+lazfaxbi2046vJLBBGCxu12k4xkkJkjg5OAenrXkqaZqN2wZbeQ5wflUseepOe475I611HgyDUrbxlpCi/Fqwl2mNGUlkOSVKjJIIHfoeR0FGhTg1ueq3fhvUUtZmjv7u7mBQJG1y4zn7wJJA78f5FeW6/qt1ZPc2M9lbzkAhpXd5Apz2BYg4/EV7fqYlSEsJpCXlOQRgAEEYx+HXrXj3jRoTf3URwNtqAFHABLHt9AKZBh2niTWYSzxG2QHBBFsn3gpw3Tr2z6VYtpta1KSSWfULkliGIRyqgjkEAYAxjPApt7d6dYWscYdXmwCyr/DlQME9M5PTt3pLbxZb21pMsUcaybcIW+bJzyT6cdPXvQB2GmadLPaTPezyzsM4MzliOPc1HY2KWwm86EKCQEzyQeTnH0rz65vrjWryXZKXLElQXKhQew4xjpn1p4sbm1DTPKiMuGHzuSexGQw6j+XBFOLs7sTV00d9rGlQT6RM1sEEsoKmR/lCkEEAsMZyQAB09awoPDWlsLWS8v4YRGhEot5w7uc9Sccc5GOgwB61hJrN7cwrbXNxJNbqd6xnAGRwDyTz2Hp196s/bCo2/Z3DArs5whPIIBGcBRkZ9TnoaurUU2naxFOHInqdRZXOi6dJLDHMEjBwqgO54yTk461PLqmlXEqBJZScgACAnt15x07/AFrhra/vSGFpo7ySAl3yjMoXsCMDpg55xxWfK2t3bBfLm6bflG0nPqe+ffrWZoeuDXLIR70huWwMgBR1zgDr1PUeorlfibHe6lo1i9rBPPBCZJZSqFhGoCjJ9OvWpfD1gbTQri5vXdpxkMXYkmQjAHf7owPqT6Ve167eHwzqyK5ANs6YBwDkY/qKQFv9myMG48SS7s7Vtkxj1Mp/pX0BXg/7NaEWXiKTAGZLdc9zgOf6/rXvFAwooooAKKKKACiiigDI8Uf8ilrX/XhP/wCizXkvwS8Sllu/C9xKV3q01oSeQcfOo/Rh9DXrviRPM8L6smcbrKYZ+qGvkSw1C60q+hv7OUxXELBkdeoP/wCrIpMaPRtXuJ/iV4807TBE9uYIVi1FweAYixdsdMDcwGe5x3p/iW/tte1gJbIq6bZILazjHQRrxkD3xn6YHam6dC/hLwH5zZ/tzxEM5J+aK1BySe4L5/EEdxWXZuIpSkgAAGQB1rWkmtTOo76Cv4eguI8gFR3xU1n4WtZLiOFbZ5mYgBQ2CSfc9K2YZElgUQ4LHqB1FWIEljnhY4Zg4OCQowDnGTx2rqTbRzsP+EauriD98kTCy3xwR3Fy7MqoQG2cgADHt046Vow+BoHN0CtsGgAJKQiQElC/JYkgY4yM5PatE3odJi0cKSuZQjlydiSElgQAQTyRn3NLPrP2NDLPLEBIw2MkRJUhQpIJI5xjrmovLoOy6mVqfg+2sbSCSFyrOcP5aqgB2g/w8jqRg4PGawrrwtHcR7XmnYejOSPyNdvK91eRp5kNy+G4HlCMsSOpwDk4B5PPBpUtleEsYQjAA7JSdxB7gADj3rSEmlruDS6Hld14HGCYnBx2IxXP33hK5gyTESB3Ar3EwofuwxgnnIBP8yapXFgu0sSADzk8VquWXxIl3WqZ8/XGlyxEgqR9RVRUeBwVJQjoele16vo1t5ZNzCqk9CBya4y/8MiRS9uCR6Ec1nLDRl8I1Xs7SMHQr+7udXt7KXV7mzhmcKZAzHB7cA+vH416hcz3Ph+KGGXWbu3ZQAZLuLz4XfuQw5XJ7YryK80yW2YjBBB6dMfStfRvG2o6Sv2S8QX+nkYaCbkgegJz+XIrysThJJ6LY10eqPTItb1ZojIkCXkXXz9LnWTHuUbJB/KtLRL+51WSQQazGrRoWeG5tCsinOMYyAfwzXna6Jpuug3/AIR1BrS8HzPZO5Ug9flOf8R9Krp4s8RaVcfZtXhW42nBF1FlgPZ+D+tcEsNFr3dxo9jQ6hGwiuprYyhyQ4BChCOCckEHJP6VUja51TQ79jCiSLLJAo6bgDwefUHNUtC1G21Pw/aX8rPbiWTAj8wsSwfgDOSRkcjPTOeK1oYhaW00UV19oUytIWOAzE4BGB6YpQpUaaXtVqO66nl+uaedM8O3ETBDczyRwADllYtuODnuFq343uUtbC2sQ4dIblIY0MQBjKRASc9TlnUk+2O1V7ixXWfHVvZSkCO133144GQCADjvkAKAPY+tYHjW/udT8VXAsFWS1iSMxJg5G8bzkHkEknPQDAr1ItNKxYNp9tcabb+TM/26TdKYYzgqACQcEZbjJOOlM0nXDYW0izeW03nNiR4w7kYHds9PpmnaXZ6lFD9vuIIXaKMABPm2xvggFgCEz2yc4J4GeT7Ot1o92CwSWO4MgjOMhdnU8jjPAIB98d3YabR0iaTqWuacLuS4LWzKSEaUkYH+yOB+lN+H+kQJ8SYY5TuNvC88eCQAwAAJ+mT+lYZeGXw/cyG/WG5tkh8mLeRnAIOMEAk/Qke2a6z4RbNQ1nWLm4jV5hAi7yMkBicgegOB+VFxHourPBaxLIHLiNSGwdxJJGM+5JwPrXi3jA3Alk1ArsM7rGB1CjBIwe5wP58V7PqltFNI6zKBDsQkZwPlOR0+grzj4lCI+GbWaIY3XhA4xwFIoA4PSNPt9XvPKnZ1AU4KnkY6df19a27jw7ounafcTz+YwAOxmfBz2AA659/0rG8OzJFqQWQFcggMDgD1z+RqPX9XbU7gpDk2sBITHJY9Cx/p6D60xFdLn7JbiG1ybh8M8ijkHsAD7ZrU8PXLXN5JFfAzKV+Xf0Ug9x79K3PAHgy6vNTN3dxRNZiLkM+HLMARgEdQMZzjrxmm3mnXngvxNfILGC7jnicxASALErEjOSByMHr6g0r62LsmrlsQWgYr5MG4cAEAZ79M0TKgjI2xL0OFQEnHA6c57CsHTtfjnjKzZWVW+8QWyD0yR3rQE7lQ+UIIB68n9aZBA97KWZMvAVOGQrtIBGegqnLLnBExI7HPeppbS51a4lhshI1ywBIQAk9ABjOfQcD6+tc+kN1ZyTQTAo8blHQjJUgkEH05zQB3nh+WN/Dd5Et0ftRnUMGfpGSpOAQckkAY9AffOlPp8GsWdzY3U0kMM4AaRACwAYE4z7A1yFvcxaXZWN9LGXM+9VGccKxyR+YH516B4d/0vR7e5mhLNIDJwOACTj9MUMaNL4A2Mdhb+J4I5GkWK/EQZhjIUEA47HnmvZq8s+CcY+w+J5UbcjazKoJ7kKpP869TpDCiiigAooooAKKKKAM3X/8AkXNU/wCvSX/0A18w+BfDsfiDxEovCF0yzQ3V7IeAIl5IJ9zx9MntX1Hq/wDyBr7/AK95P/QTXgOoR/8ACHeCrXw8o26rqoW61EjrHH/BGfT1I+vY0JXYXsirrWsP4h1ybU2UrGSI4I+gjiBwoA7ccn3Jo8iMyBm4PqP89KyIrpImKAnzAOnYVIssxUTmQkOQpGPT/Irogmc82kbZ820uNyNtGMZ6g1paVqbG/heWItGCQQFDE8dgevris63nje0dWO/CZzjkYH/66t6VF5+ZnjAiXoM4z+P9a2SujFtpnYHVrGCBZptOV2BBIdkUsAMZIzgZPOO31rOvfEkd7am2RII14AGWwAAoyCBjOFx+JrOe5XdJEWBRhnIwc8cAHsP8azWTDZK4J5GQMHgHt9aqFNN6kTqu2h1UfiBxIsm/aRjDCIvgjPOWOe5H5U601Hzb3LmRycAPkAcAADABxwPWuf0/7MbtDOAqE4zjNdWdJEUhMDgDAOT057VLSTegQbkr3NXy0KAiIc9ySf5YqM2gdWinUFWGCB0IplkL6O4MUsOYgcbsHA9MdvzrZVFdQcZx3xQnY1TuchqGlQGLyMMGjyw5JIB7j2rCOnLGHVlO4HAJHA/GvSJYC/IADjoSOD7E9qpSWiO4E0JOOh6n6GtIzM5wTZ5tc+HE1NWUKBKOox+orz/XfDU9hKyuhGOhA4Ne+3WnrATNBChb+7wMj2965jV5La+BguICvUYJ5B9q1uqitISfs+p4KPPs7hZYXeKVDkMhIIPsRXfeG/HdtePHZeKLeK5hGQkzpkg4wN3qPfr9azvEGgfZ5XMY3IDwQMVyUsRjkII6frXm4rCpdPmdUJqauj37+z4oNJi/saOEQyjciZyM7g2QepAIyB6E8dMc/NcPbGYCd0WIbpJG6uTyzHoQGIIGCMBBjg1xfhLxldaROtpKslxbPhEjHLISRyuf5V6hqnhhNQUDU7uK3tmjDSwRuTNIAcKuRwckkcZ/w4KUKkXyT1Ror7M5PQraWDQNX8RXchjfUyfIQHEhhVhkg5BAyFGQDwDwcipdN8PrrEeoXF9bG28yUyRTKwVZHwSCQcttyFwCc4yK3LgW08+GhTyFiSCCFgCI4lAAUcHOSATnIyMAE8DmvEdteXd4nkRhVeNgSpUopBJBOQSeoyQCSeMk5rrSKNeHUYdT8I2+mWwe2coxcRPtSaQEgs+QSxIAOM8ZGMda4qztLYXRvtYlZNOkdlIicqzYHQjnIzgnHXnFX4PEN9oenWdq0QkuFQ5IG4BMn1BB7jjjr3yQ6K/8PeIxax6rPPpsajDhIx5O4AgbXIO09yCDn1BosLcw7CXTkW6giIcgPtdxhHQoQARgkEE8HOOnTGa7/wCDGnqujanfrK6ySzrCQCMBUAbj3O8j6VyWqHwFaFBp0+pzuo2yCAALIR33OBjPfAI54xXpHwwuYr3Q754LL7HEt0QkIctgbVOc4Hr6UDOvTbE1xNK2EjBYljkKAMnn0GTXjPjnxdb+JZLS0it547eG4JcyKAxIAAwASQOT1A7V2fxGltjowhlvBA6TibywpZpQAQVABHHzDJ7CuBu9bl22OpRW6Rw20gZhgZMjkliMjrhcjJOCRikBzeoS26anutYhsAAdHUkE9CMEZ65/zzVCQiC6M1qHjQNmMhslT9eK9X8CQWXijWbiPX7Nne2j+0wWMaFbcICByAMk5YHBOPrkiqHxQ0O0i1u2mtEsrRJ42DwQRBAgU4ViASMkEjPAJU5xTAb8Mmvrmy8QXRv50FusMjMAHYgls8tnsPxwKz9esprf4gXen2tpLqqSETPCiB3lyoJJKDI55OPxpuj6FqX9mTNZusdvLnBc4DcYyADk98Z4yTitfwhPb+EfEE0t7qoSe4EUf7qIsWUliV4yeqDPQ89aQ9LaHms8Vzp9wbW6tpbeeM/vEkQqwJ55BGRwf85r0YJpkmh3s2nqsscabRK4OVIVSQOg6nrjufSl8YiXxH4j1DxDp2k6g+mrbCGW4a3OGZOCQRnA4AJzwAelQT20sen3Fjp9pcr5joNgQjLNggkDjJAyPUCnYSdjG077akWparZ30ltJYQCUFQCGJdUxzwM55PPAxXPXFy7s0srl5pCWZmOSSeST+Ndrb6bf/wDCJ66v9myxyTwpsBXblVkBI5xkgLn1OaxrnwJrQt2uFtiNpAKSOikZAIwd3vj2xzQI0vD3hlvEFtbC5m228CE5AztU5c/qSf0r0GR4NE0ezsDNGs8tuEhQAk8AAk9gADnJ+nNYeiXU2iaTb6daxLLem1zPK8q+XbngkEgEHA564GB6mse81C2tbOd/NkvrlbWRmvZHYncFYqFBx2OCT3PFAz0f4BMJfBOpXGCPO1aZ8+uVSvVq8s+ACbfhoGznfeyn9FH9K9TpDCiiigAooooAKKKKAI5nEcEjkZCqSR64FfJ19q11rer3mrXjAzTuZCM8KOyj2AAA9hX1def8eU//AFzb+Rr5CjBNuwX0q4Ey2LsEDMyMCTyMnHfrWojJHYw7lLIZQXAOMjrj8qPDkAubMlzncTg9x2zWvd6YINCkXJcxEMhPUj/J/SuhO2hg4tq5Fp4hDTxMQFDHJHPyjrjHWtVp1RlSBWA24Aj5GORknkfU1zulbpbvIY5wTwMkk+3fmt+4EtlaymKcASqEZWwWAPXn1Pp6VU3ZbmDvuWILmC5aSGZoxCEz5g+U5HHA/AdKj/sy+vmBgUyRgff6Aj3B6VnWOn3M8okgtJpowc5SMsOO3HFaUVzrFtOzuILcMDlJJ0iwT3wxBJ+hx9KmnW5d3YqNGVTZN/IsGyn03CvsdmxhuuPTGK1tMuZlmEczSzsxA2l8YPYg8e+awpr23e3MM2oWkOTkjc0hJ+qgjHHH41paZqItrWPaby4gUkqYbXAP0LEE/gKh1IX5uY3WCxC+w0duQ8CK4lCEgZxyMfjTopWVgCSwJyCBgeuf8/1riLnxnLHaFJdIvpVAx5sn7rv7Aj9ahPjPVVj8m30y0hjUByZHdjGMDkkEY4OcD8qh4qmjrhleIlZ6L5nqGwTRfKfn64PANVQpLlZkKMO/Y/WvKI/iRryXUcjNbtCh5hEQAYemTkj65r0ew8QRXlla3MMcjwTJvPmEAxjJBHvggjPt70Ua8ajaiPG5fWwkVKpszQngKoDs3DHOO/uK5nW9INzGWUZAOQQAevUHuO3tXWWl3b3cWVbaDkYPPIrH1N0E4HnpgjG3JBP9a6oNp2PLqJNHnt1pw8tknUEEFSD1B9a888RaIbSZioyp5BHQivcpNHS8V2UMCBj5hkNx6iuP1/RAA0LcgjKkiulNTXKzGDlTd+h558OtKi1Hx3YpcOiRwEzkOcBigyo/PB+gNey3ulTpLIXIG4knqc8YPJOTx6kEjrtHB8esLlPC/iNL6e2aaNQyOqtggEYJHqR1A4Bx1Feraf4hjubI3NpOmoaexIODlozkcEHlTwSARjnPPBrzKtNwlY9KElJXRkz6ddvcEo4JJJ5BJORgemeMjHAx/dGc0NbsjZaEbqYgzJKAmBxggDOe/fnAHHAxiupfT4r9JLrTbsEICzxMcMuM8nPUADjJBJOSSBis298O6jqNhIhbzYBhiUAfIIBzkDJGPxJPQCphJxegTSasclrcCWniBLBVDRuQxB5wACQAMZxx0HpgVoXth4fOlWljIbwmecxuqMPmlyCc56YyOnY960Lvw3dXOtR39wjgwlSFXr0J6nOQAMkgHB4HJzWc/hjWZLm4iWEraFmuYJnf51kcjBwOckKBgkAAZz3pzk5O7FFJKyM+20qyt5yNP0mENHKY3klPmkOCcgA9+M9uOeK9M8IRNHoEc0shaSWRnbA2qcZUAD0wAfc89OKoeHvDWpRWESaleB4wGJCjLvuJJyTzjkDnkgfQ11AAGFVcKnAA+lQWecePIbuC4guYo0VZEltjNMSUjV1IYnHIOAACc9eBnFcxpN7b3ehLp9/pU8siz4G9SOoyMdDkDJ9g2cmvY720h1G1MFwivGwBKHnPQj8jzXK3/hJIfMe1mKwxxtI4lxgY6KGOOCRz6AckZFIDjdH1W4svGdjOYJZrVozGEjiClgyuAuAeRkjBPXGccCuw8b6jG/hiy225W0uJfIke5tlR4hjcEQsA2CRkkDHGAahstI0+C/jlfU4JWhIcSJLtJLDlwQcAg8D0FT+JdX0HXzaW93FNdPYynJB3g5IJwSAOwB68ZGKYHnepS6oNGR7K+LWlq7xlA43KCwwcE5IyQPYn06LoOkaqJY5jpwu2lcbJnbhFAywByCOCBkfhmusurnRrMQwWWipPud3cOgCc9Tjn2AGOMU4a7fpp7Q22mxwsIiiMqkBRyRgHgH1J645oA6nSUgfRWiuLa8iYQDNu5whBAO4HOAcjHPOOowc1i3F/olhKJri9Se4MDzA23zkucDqOBgYCg9ME+9Yu251OeNNT1lY2MRAgRssVJweF4BPGMkdPasq11rT8qNK0ppCFCm4vBnY5BxgKcEAZwD1644xQFnY3Zdev76CRNK0lLe3eAK8lwS6oRgkgkhQBgnJ6k5PpVQ29zqTSC+1xbmZNiyQwsGKgcjO3C54J9ea35LdNa8EXNreXYSSRCQUUJ8m3JO0ADAIBOR1NeZeDLZbUXi3TTQxySKgIBDMVBIU8cA7h+VS2krlwg5M9DcgxLBADHAECsoxlyAMliOucdOgrhPHeo3GnqunQNGkNxDmQY+Y8np7cY/Gu8tXiSBizAYzkk8DHXr6e/pXlXjzULfUvECNaTJLFFAE3ocgnJJwR16ihO6uJqzt2Pon4FR7PhXYNtC+ZNM3Hf94Rn9MfhXpNcB8FoxH8J9FGevnH85nrv6YgooooAKKKKACiiigBjgNGwIBBHINfIFkQ6hSSoPGR2r7BP3cV8a284gnKS8KCQSOxFXAmR2WhssUscKrgbSfwzxXR3sUsti6IoZWXGAORjnNc1oMsVxMGQEcDOe4FdpbSqrbTwQM/hWqM91Y4S0cw+coAEgQlD0II5yKt6U9xe3qQTO4VtzyOBk4AJYjPUkDv3xUmr2jxXZlXayNkkA4BI649AT/OtPQtMtxdC4S4jfckmEYMpAKkEkdMZPXOKKzUY8xjCKdRRe1zB1HUZdRnBI8uFRtihU8IvYe57k9ySar+QyvGsoaIyFQhdSAQSQDk+47Zzg+ldbo+mCJJZ2kijVV6+UjKCeQQ+STwD3HJFYNzDYJLpuo6kltfGSIH7OLgh4Oc5dQT1BOBjPA74ryaMfa3k3ofXYnMVQtRoRSt1NTRobWC9iia2jYiBpruS5GTCAcfLg45BU9zjNc/4tv11e+jgS6V4re58uIA7SUPI54zwcZ/Out0V4Z/CE91YWiQF3kjdHXcsir1PPJGDjHHOa506mtgTHM8EHzBOEUEgbs9fcLzXZGKirI8OtiKlV802Lpmr341G2kZJzaRlAY0RpCBjBJCgnHf3x+NdJJPca3pMsFzFFZzMCkQZlJkAYEAkZIPykYIHoaxLTUrSeIPPLdzSMFAMYdwRjBwBx69q1hqtra2hkGkXZiifd5kkWAq9j82PXp9KppNWIp1ZQmpLocaQVYqwIIOCD2NejaDd3EGi6YkDAEwHggYP7x+DmuM1lorqZNRgQol1klD1Dg4P55B+pNdlpFoZtC0qTGFEByc/wDTR6zwKUazTPYz+uquAhUj1f8AmbLT3McchaGKGfAw8TlVOR2xwT071nB5zHl5mZRk7HG7Hvk1qIwa2EQUBM5znr6E8fWrv2aAWCl3RWYk4U/eIHHHY816qqpdD4xXl1MO01ieIHYmdp6gkfgR0PSn6jdQXqqjIVmJ4BGAO/X39KeLYwXzMgVg4JAzwSD0zXE6VJ4vudTuDq1i0MYf5FIQR4zg8jJz0x265PSqdSKkmkaU1Jxab0KXivRCVeRUwR1FUfBngzXINW03WoriC209nEkoa42mSFJAHBA6jgcHrxXoUsX2m3YXKwAAEEuGP4cHJPSuT1XR9LuWWA31pZr82Spd8dOxx1z29DWVeSmtjqoLlVr3NzQ5NH8YrefY1uLW4siEnJRSkjnPKgHgZB/wFN09Ibma5tLXUHtpo5DG0cymMyEZB27Scjg9ccEetUfCqW3gyaeCxnOofbxveR4DEkXlozjGT82QfUYHNbNxr+rzE+VahRwCTbYx+cnXn0rhOkkstM1ayDR6depHgAFRIUBABwBkAHHt0zVLTtVv2ib7DqcFyFABH2hJCoyRyGJIPUc89Patuw1AxaCLu9DsUJBCKCTzxwDj9a+e72RXuZNgIHmOwJGCMn8/zpNpFKLep7qNU1PlbnUrSIYBBa4hXH4Zpn9pGSQKPEWnbhk7Rfx5AA5OAfSvAsDPQZNW7K+NlHcIsQZpVC7+Mgc8dPXB7cgUubsWqd3qewz63bEsD4otA2MHF2Tj8s1j6pqOm3emzx3HidJI2Q5SFpJHfHOACACT05IHPWuF0+fZahdiMTkknqTyahsWhigLTEAgjaDjp1NF7uwuSyu0dnYa54ehxFHBqcihQQRGgJPcEbuMevNVrzxWbN3NnokSxEhg1yxLEdDkAgdfToKo2jRRklQPMVxww5AIqnczvPcRrJgrImCAMAE9vx5/KpcrOxpCnzLQ6Xw54mufEF81osEVnMAXH2dMAqOoJJJ6kdKl8bxXdroESm/uD5kwjdA5AZcMSCM88461Q8N2D6fLFeoyCRiYyQOSCe/5D8a1PHjMdGtCxzmfv/un/GrTurmM1yuxxml7YJC3m4kAG1Vz+p6VradFrc9/IumufIkJLIMA5JOTgjrjuay9MsJr0zi3ZVZE3ZPUkkAAAckkkCu58I2L6RdO90wk+diGjychcBjg4GAeM9yCBTauKLadyvqHhjxM6NPc3Uttp1tAWmAYj5ACQBgAMegq34Hi1HUdDt7qaeMIZnSMyQljkAEEnvyG+hAxXod/qEN5ZPbx24LOgjMsmARkgkAfQZ69cccVyInn0y1jtknMMIdpBGhwE3EnGe55NZ1KblGyNFVd7s43U/Flu8+q3U6m388YihIJJbywvYcZK5yfWvLMHIBGcc10HizxBNrGotE7RmG1kdIjGCMjOMnJPOAKwBszk85HTP61aVkkQ3d3PsD4RoY/hZoIIAJhc4HvIxrtq5L4ZRiP4aeHwOAbRW598n+tdbTEFFFFABRRRQAUUUUAJ2r4tnA+1tjBy54P1r7S7V8c3CxjVZ9ykxrM4KqOQMnFXDcmRseHpiuoQgYHUbQOvHau+tiy6gHYExsgUAdjmvPtPiU3StasirjIJOOfyzXbxu50sMV3sq8kNg8Z/lit0Yli/kgt5WfUIFeIDMYGeTkkD2Jx+Zrn9K1GW58SxlgEjIkCIAAVG04AIA5HrS6j4gmm0iOxeEeYSCSTyQOQR9c1V8NW15ea1FdNC3lxhstjCj5SPxq2v3bv2JhrUjbujorIveaMtlalJnvJBA0gjCuoOAQxGOcZAJJySORzXKXOw6nczSxAJFOSQmcjDbQQQeOD9PTAwK2/CrWMc0ss98bS7jIaAn7mQDknPGfTJ78c1r/8Ix+/AW6a0hYAv9nLKXOT82QRkkHj6V5dBe7oe5j6ao15XV7ovaPHa2/gzSGmWMWwgM08jkKFLFjkjjOW4Ax9eleWz6dLYa4dJ1fzbSC8KNKxIZwGXKknkYDEE56YI6jn1jULjS4oEit7oxT29uYEDzpllwAA2WGTkdT3zXPavbabq0wnmu1x5SRruu0YHknIIBI4Y8AgE4zmtrnm2e9jIspotDsdKsPtJlW7iLk7yQpDMCQRnAwBgdwAeMkVpT29zBoV4kV/JODFCYYo2BC5bIIOM5IwOSfx4qDz7WylOkW1snmRuHSGSMMwyDlgSDgYAHQdfrS2uqx/bB51urwyFkEaEBiFAAOOAByAOP8AChtJXY1ByehXNqI/B1sZxsu4pAHjyGKgg5BI6E8HHXj613/h1A/hfTAenkt+P7x64zxLPB9ntorR8wygSlM52kDAwBwBgn8q7vw2ka+EdLkdtpaI4ycAgO+cH1HFTSf752O7GwksshfuWxEoBGcADoakSN3EcaDeoyVUDPXGcd6eYhKpK8qxJGR1HaoEimgICtIpBGMEjI/Cu3RrzPmktQvImgfY6gSIec8gf5FVX+eINgMBnkHODxWrsO0QuobpjIIOT15zzmqV7EunxNNEVR2YJsl4RyTjGcEA9s1SnbctQbdkZVyqiJig6nOOtcN4lub+yty9pcPCrN8wTABIHB/L+VdiuowuZlKvG0LhXJGUVsA43DIPB9axNftkn065iBDDG9CDkHHofoa2puMtH1KSlBrQ8hv/ABDrTTF21K53jjcHwQMAdR7ACvRPA1tD47sJNPFzqNvdWaoZ5jcbxKzbssCQGH3c4yRz0rzPVIQkjDucj6V23wiDWEmrayRITBEIkCylVDMCSWwecAYHBOW456cNSPLJo707q56Sk/k+HtSWLym+yXrwAqMAkMATwevJrwS5Ez3UjSoVdyWIwR15yPbmvdtDUXnhPVZryP7PHPqMkgwCoIJQ5APIBOeteQ3sMVtK7JG0sQYgk46Z4rlm2pHXSScLmGIjjLZAxWhaaXaXdpG51m0t7hiwMM6uAACADuCkc89cfWu68AaZa6jHqs82k/bgkS7EMO4KcEkAnABOOpPb61w9pbaQGMd/NcxyrK4cQoGAAxt5zjk55GelEW+qJm03ZM6DRPCdzebILaSzvHOSfs92jYHPUZBHHqBzUHiXw7e6PYQW91aTo0ajYQgIYc7iSuQO3Un+ge2k2lloVnrGlXlwRNLLAwlQRuroobIIJyCGHPByOlMvNW154DLbXmoxtEQTMLk4CAEnkAHAznGfXiq0bFdpblTQcS3EUflGV3bG3JJPBx39cUXc6G+a3EBhkXgA+oJxz9civQvh1OdZuVOp6mlw4YMiLtMoKEHLNjIXOBjOST6ZzzvxGs7a08dq1mjB2USS7myCMkAj0GB0pTKpS1SuN0ZzLe243EjGcE8DnNT/ABFn8qx01DnDSSNx6gD/ABp2nXKvdxRLEEO4sSOBzk4x6c/pUfxGLeVo6xAM2ZiAQDnGzqPSqprREYhtz1MS2sDaaNBqzTFTLKFSIJ8/Q5IBIJ5A6DHPWux0TU7BYRPcxalIFV8vIoVCAuScbucdB7muNu7i1Xw9p62k1vHfcGQRqN5wARyuSMHdkHHUADg1WufE2s3lmbS6vppIi4OJG4ByQB6e5z6CtEYs9LsPEej280zXSzx2/QGUmQl8AsAATgAYB9STXB+PvGdrqsUthZQuUlKMJX4G0c4x1ByPyrOMsVhpxvtRnBZhutrMglp/Rm54TIz7jgGuRvLx726knkCh5DkhVwB2AA7DFAIr4Oc7vfrzRn+X4imkHHSnYOSOPXikM+2fASeX8PfDik5P9m25z9Ywa6KsTwgnl+CtCTbt26fbjHpiNeK26ACiiigAooooAKKKKACvjXVQ8WrXC5IZZ3yPfcRX2VXyPqcHm6tegKCftT9TyPmNXDcmQulbPORydoJwxJGCfUgjg/8A1+ldNHckSNGXVgMFEyGXGBjOPx5HrXOpBI5lYRbgAA6Djk9xjtV22KnT5SX8tlAwAME885OOgz0z1rZPXU527DbmIXN6IlAVVIU5GADnHOO1bOl3q2fiaLTVcyRoWhBUkAHByffJOMknge9ZiaeTbyTCUswBIOcljnH1OAc5H6cmtzwzY2v2iBiQ7KwIAGNrAfqffvVVJJRt3HR+NeqMC3liikBlt0mXOcMxH8iKt+KdYnvfCxnQhJmuY0lII3EKrbSeOOp6emDWdWodNbWvDL2kFu6SRyiRrqRysK4B5JxgHBxyR0HvXjUm1Kx9tmlGEqSm1dnncbyQ30E8rEgncrOScjJH4ciujRHGkWTzSwst0rbI2fkBDgEgdM4OM9cGtyDw7Yvavaac9tcTrGZEmEqOSATkqQBkZBBAB+mQDWVcI6zRId8yxoR5bruYMcj72F45zjJBOc112uj5iUrM37xL/wDt651m3tt4gt4o3mYEgZGCffAIJGe4q7bajpsksUcsdpaz2IZXKYBkJBB4HtyPTrWRPqd1JNcSSyXOn6eg3EghUclQMEnJc8ADjgjjknNbwppupeN9YuLTS7i1sLRAZpXl+Z2GeWYA5JJPcgDPB4onfYVGMXJc2iuNldGYLEpSFBtjQknao6DJJP6969U8PSyN4a0q3ZlMQiJEZHOdzck148WuI9Rkt0lgu7ZCQLmJXRW9wGGfy4969m8MQE+HdNlCE/uMZHb5mrLDK1R3PYzuUZYKCp6JM6O1hBjJLbCBnB7ipYgCMgBu+Rwa8o+IPiW9sdftYNOvpIhBFmTyzldzNjDDocAZwf05qrpnxSuktWhu0EUhUgXEI3BSQOSntkDI79K7uZI+YjS0TPaDFbzAoxAYDJB4IHrXJ+K4by700waZe26kSgubpTsIHUEgZzkDkdMda4vSop/tDawNSe8uFQkkyMGwScZPBI9iBjjGcUzUPFk2RcoimKFDI5uE3727KgyO+CW7cGoc2zVQSdy9Za7q1paXMstuIxExVBG4MMwAI3IGAIBPI5yfYA1UutVa9160l8lY7VY3MsVuAjMegDEgnOfTPIPODWFpeq3lzevdalE0tuyEbHkIJIBOQOmBnjA9frVfU3e78PtpUToL6e58+KIyEHYODycAHIxjI6E1FzQreP8AQrC3gXUNMWUJ5m2dZDkqSMg8dv8AGtH4b6XfHwfeXumXQiuTeFShjEi4VVIO0jOQSQMEdeemRg2N5rayPpOpvMbeSJ/MjuE3HaqluGIJA47Ee1Z3hDxrdeFb/aytPYl9zw7iNpOMsvbPAz6gY461TberEl2ParSK/m8I3yXcdsJ3mBAtsiMgbASNxPGQeRgHGe9ec3FvF9luBO0ccfIIB+diMHAA579frzXf2fi6PVLM3WmaYL+0kZRNJHOFKOQMB1IGCBjoTivOvENhq8+o3Qh0ae3SZwVRYtwVR05APPHPPJJrGVPmd7nTTrckeWx33wwmvX8ImTEUds188EbSAllXYGHAGSOo5JOT6CvMf7MbWPGFxp24Qq928KMke2NfmIHHOOgABPpzxXZeCNTtNA0wW2p3ssVyHY/ZrgnbGOoIQjAJHert7d+F9VvXddSMd7INwmDlduDnvgdzge9Xay0Mbpu7FvbN9D8J6fp26xV4ARO0md8bk5JUNwQcZJ9sdq4eaWGbVIxPfedCgDFRICuRzgg8YPcfhXW32meHL2cz3OuoZjuO/wA+MHJJJPPBOSeaydPu/CmnSzabOovdkh2TkbywIHAIODjpwMcVnyybv0NVOCjZq7NPwz48EWugJo9oLxozCj2ahS+SCc9QRxnJBxjriqPxAvdP1PxWL2C4mlu1VY5oigCBQMZDA5J5xjA9atXcmi3mnXK6Nol0968BEUsVo527uASSMAHJ59M1zw8DeICwdLdiUIJEk4UqOxPcf/WrS11ZmV7O6NfRNPkN1HMCWOBkYxgdAf0qD4hBVbSWZwSiykp3AJXBP16fhS6UNW0+6ljOs6ctxIBEVdXlCMuSBwMDIyc9yPxraTw3aavqrX15K+pmOBHSZwYoWBzgbOwBycdT2zmhJRVkEpuTuzzmDSbi9G2ytpbmQkAmNQUXIycsOAewHp71JI9hodu91Nd215qCOVSyCllR84LOe+BnA9cc9au/EHxWLmVNH0tooLKLP2hLX5Ud93AOB2ABwCRknk4Fef7hyDknHFMmxZ1HULjVL2S8u3DzSEEkDAAAwAB0AAGAB6VVwdxGM/SkJ6gHj+dLxx6460DFxgHHPuOlIMA5JOfelBI5ye9L7Ecngd6APujQY/K8PaZHnOy0iXOOuFArRqCzTy7K3jxt2xqMDtgDip6ACiiigAooooAKKKKACvk/VCsXiDVVAA23cqqD3wxxX1hXyZrTMnijVxty63kw2kdSJDkVcNyZbGjo0gVhK5CzLncpGARnBx+Na+pWiS6e86AI8v8ArM/5/XrWPZ2kvlo64JYnfzjgjOPz71vPLa3EChSSgTOO/wCI+uK1MGZej/vbWO3Yjcu5sEAEDoecfz4/Kr2nK0OvWaQs8kZmAJxwAeOfTrVEym01CMW0YIX5ZATwMknBxzngn/8AVXTadKJdWtBFFsKFd7NkEgkgY9c4J/CnN6MVJXmvU5DSE0mLW7ObXPtEmmo+ZkQkgjBxkDkgHGQO2a1PGHhrU/GOqtNo2uadfaUD/otnb3UcaW6dh5eRz6nGT+gwqjezhnJZrdHIGSSgJA9c15EavLofdYnL/bS507abPY3NL8H+PdIjhitJ0SGLJRZDCQuTk4JbgfiKlm0TV4p2l1LxRounMxBZTcQgjBzwBuP5VkWfhlLsBhBbRpxgykDOfQHk/XpWnp/h+2+2QQDT5WjkQFpkZUCk5wMYPPB5zjg1tFylsjya1KhRlaTXyu/1Kkum+D1k83UNW1bX5gSfLtYzHHn03yYGPoKluNelbTn0vSNPt9E0uT/WQ2xLSz/9dJDgkewx6ZxV3VNJ0qygcxXVyZBAs6F1QpICQODkEdepHY9ayZ7Vbe23vICxkCgAghhgnI79ufSom6iXY68JTwU2nzXf3FUAAAAYA4AFe1eDXI8OaYpAK+SScnp8xrxWvU9G1D7J4d0xAQpNvkE9/mbinhVeYcQ+7h4+p5f8RNLvdL8XX0rwyJb3E8kkDh9wYEjOAOnLYx7kkVzhnilNvvwhLfPKgAH3ic/oMdMAdK9R8a6d/wAJJBERgXUJ+RicZBxkHjrwMHtXAaZE+heIraXUrVJEUspEi5BJUqD3BwTx16ZrunBxfkfKwmpadSve38yaoZraZl8pAokjcggn3HbLdO+OeBXR+K3e3sFtY1EQkhhNwqDAXcQSCABjggcdvrXKa15MHiK4NkFSPerbEAKqTjIweCMnp7+1enWTTa3pdnJc+U9xd2wWWQIFypA6gcdxg47VKi5OyKnJRV2W4P7OuZbSeFoILKwiTeJAcy5GMAY5JOKo6l4PeOWHVQyFhC+9GG1yWIIG4dguR9a1ND0TTNO8rPmG8JCkyZIUgYDYJIyeDwODyMcVra/Kp0lXUnDDH4EYrelQu/eM51lb3eh5d4svxa+HodOTynMo3ORhjEAeg7AnvjHHHc15bccTMOeg/wAa7rxT2HTANcJcA+aeD9KVemqbUUVSm5K7EVmTPXBGDjOCK1rbxPrtlaCztdYvYbYNuWKOZgAc54APGTzx171jDbjknNBAGCCPw71zmp7r4N1XVdd8IwJ/aCTaisrlTNErsRk4yeSeM5zyRwCOtEsWoRlWm0DSZJDgPPNGyuQCc5VTgYAycHgepHPjuk63f6Hdi5sZQp7o4DI/BA3KeDjJxkcHkV12kfFfVNPmaS4s7aZGQoVhJhJBJPbI7nqPfrkkBM9ZtINHubdZotLt14BKNEQVyMjPPcEGuJ1nWdQtWMEdlZWEgk+V44gWA5OMkkYPqAM1R0/4s2ce5rrTp0kKqAY2STOM5BJAI7c5Oe+MVbuPiP4f1CaJk0jULmYAgAwR8E8YAy2e/OB1oFYzYtX8U3tubQXty8bAgor/AHgTjBxzgk9OgHoKs2nhC5nlWO9mWABwrLI+0kAZxz6nP0A9Oadp2qeLBKjab4Mu9jFgjXIlVWycjkFBxjkDg+wGKbLb+P7q4mvXvNL0lHkDERzRYUgYx8u9+hBIJOePQYdwsbM9jo/h6zkNzdo+yIFyGG0lyA3IyTxwAAe/XtzfjL4ji43WHh1/JtXiCzzxggtxyq7sEADjOAcZA45NbWPCTND/AGt4h8VrdTSBf+PeJppGB4AAkKcDPTjHNOs/B3h5rWac/wBrXaQuELh44FJJxnGHOBxnnvSA86JyOvfv1pMk8dQO1e8+E/B3g3UPDram2jK0w3bEmuXYgAgZIBAPOe1Q6pc6DplnNbWEOl2l2wKRGC2jMgcjj5sEjnuTQB4pbafe3zlbSzuLlvSKIsf0BrWj8FeInIL6ZJbehu3W3/8ARhFdPc3+o37tb/bdRvyYQojR3IWQkDBBOOxrStNKTRjbvqShhJncd4JjxjBx3GSAcZIz04IqmrCTucJqHhjULC0e5drWZIiBOLadZTFk4BbaTwTxkEjPBIJGciAeZcRoe7ge/WvVpbiyj1C0FjHbMs6SF5I5ASU2ksjqOxBBwfXj0HmmkwmTXNPiIwXuIgMjHVhj8OakZ91qMKB6Clo7UUDCiiigAooooAKKKKACvkrXZQnj7XFc4U6jcD8fMavrWvkPxgip4711ckAajOefeQmqjuKRvRXbwbFVQQy5BPqO2MjtSh1Mccy4CknpkDjk/ofX86rQ7bu1QRndIgDKffp/TH41Ys8yRrEFfDHcuzk5BIPH+cVt0OeYlyBIzzRMWLA4J6gkYJx6nr9a6nwnp2+5SaeKV7uJw2ScAKc4JOeQMYxjgg1zBspVwUR0ZWBIwQSMjIHfPP6V6Bo0q6ebS3YFpZyGLKSxckgEnOSAMg/r602rrUVJe+n5nmNbmkWsqw+dO0gtXDgIjgEkqRuwSOOPUZx7VkWsQuL62tS20zyCMH3PP8ga9Bkt7K3ZVdIhEAq/ORjA45z7V5VGF3zM+yzfGezpqlF6s5/U7hDfWxgCQW0czsz3UqKWJbO0EFug4PPYcGorzxBCumyJbtFZxgK0hiZ3ZlRQg5AUYJIJHPJPHo7WPs32eSKKK2Dl0KtEgyQGBJJx6da5y9u7vUr23tbWKIOYzCiAiQsc/wAQOAAcdD0612I+WO10q1sda8DrGIhMbdPKMkqHepPYAK2BnB4544warpEthBPF5VokUSeVsxkrK+zacuQcYPPGQOtQeF7a6uNJ8SaTcQvHM1uxIkJyXCAbsgkkFlJ4Iznriub0/fb3BJskCoCHUuwZxtIAJ5P3gcjoeMk9aTSasXCbhJNdAkjaKRkcYZSQR7g4NdtBcxx6ZpkbMQRbAkDngk4/r/k1yd/bS2jrC04eHYGRAoAjOADgjk5IBIPTpXQx2xmgsW37QLRBxxknPX9aywqUarR6+c4h1sBCo1Z3LqXNzNOssSqFcFd3JwP6Yxiuk0TRbDU4DDdWsdzbSIUZGTlHwQSGIGDgE5BBGRzWBavFa25jChYkQkkcnPbP4nr6VLFd3t7FHY2YZljJKsPlznk5JxgZz1xkGvQlK6sfJxlZ33ZzHi/wF5Gum4glNyUIJjLlSygdM84OQRjjPXNdVp1tFbaRCEjMYiQDkkHAzg8nIOMfTnHAq3HpF3cyrcXV1bKzEFzGSxIAzn5QQTgfjRc6ZYyLcT3niBPJt8NOVA+QZwCxLDA6445wcZrOKjfVmzdWatbQzLWd7jUQwnOc5Lkk4AwAPpk4H1rU19Vj02OLOfLC/jgYrFj8U+AtMkUJqc9zMxAAQMeecDhMYzjv79ubGr6zcxeJLjTJIrR4Y4XfcICSSIi44YkcGtqmKpwatqdGEwFWvzRTPK/Fr7pyOpxyBx2FcxD4d1rUHZ7PSL+4U/xRW7sB+IGK9t0mO+1WCa4iuZ7dY9uZY4lhHJOcBAM8DHXgkdc1a1iG/bTprRY5ZZGhIRSQVLEDJLsTzg4ycVzVa/tXzJaHS8KsO/Zylr1PIbD4ZeLL9Glj09EReC0lxGCOOmN2c47Yp6eAHiP+l61ZR4OCsUcrsCOo5QDP416DplvquiOb03NtHCQPNQyZEYDEEErkZwQeDjjmmaz9ifTpNbt7l47aSTy54VQGMzEE7geoBB5xwc/WsW3bQ0pKl7TllqvuMlfhNpNvp0N9c6xe3KyxCVYo4FiJB9yX/lVuTwR4W0/UIYls2ulaUI63VwxPIyT+72AAdMYrq7vXbR9EgLXUSlLOIspcAjfGGHB55GcDrXns+vFdXtbkynGfM3Y3bs4GCPTBI6d6pPRXM5Qbb5dkXLW40aF9Ut7XTNIR1BW0It0lIY5AJeTdgAheScc1Vl1bUn0W7MGpXCC3kCuiS7FIyASAuBglhjHHymsp7+1V51t7IW5KCIyRtvJIbO4A8gnAGOABWhp2madqcFxMuo20MoYf6OIHDAk4xgk57nJz0HI7UrPUzaadj1e5fZ4c0qcATT2sineSd2PKI5JPPJryLWb27UeWLmT97M5ccYwTgduK7a7kntNGtC1yYI3uWUx4z5gCjAA5wTxzngnrXKPpFnd39zPe3u3ykMkcEQ3GU7iSucEAgc8n8uTRsri3djNNrZSsHV7u4txAZQjpnc4HJIBBC559cfWm6Q6XbLbTXUVqJMiQ7GIYAgkkE9QORjAAHvTl+azkUukishVQNy5HRQTtxgAMxAIyCeeMC1ZeG5vKN0JWe4a2cJDGu45ZSATg5A57im+4kujO10LTLGCwvEWc3NlJBhXijK7v3iLwmTk59Tz9Kyjr+laXqdt9gtYg8EmQJjgA4I9DtIycE8jjrgVueDrDVbaxMVxEkQjtCIyckMRKhJyDx19/6VWv9HsNYv7/AE8wR2+oTxCbzonDBgGABIwDyexOTg+ual67j2ehh2XiUxaxdsqxF7+IySeauQshYnIwf7gAHIyACeeDlT3MF3aXN3ehi0MhUSQxGQEkErkk4xnggk8+vQ7Uvw61Oe9EMaoUEgP2wnll2AfdzxyCMYyM9cV12m+C7bRLSaOcmSGcYl+1EBWB4PXAHoecggH1oVkrDs2zyvw4EvNXJmm8tWgl3mNQCQI2yAowCRjOCRk1f8PeHPDsXiDTR5epXEn2qIK7zpGudwwSoUn8N1X7zRdP8NahctZ38d75qFbdI3DCBHBDFyDgtgkAD1JOOMnhhS/izRwOv22H/wBDFYzqPmSiethcHF0pTqr0Pp8dKKQdKWtjyQooooAKKKKACiiigAr5C8b5/wCE71/t/wATCb/0M19e18q/E/Rb/SvHWpz3duyQ3s7z28o5WRSc8H1GcEdR9CCajuJmHpV69tDI4fJUjCnPqM10VtO0F9G0UoMP3iUP8LAZH6D8a4yOVtvlZJXOce/StrTLkxPEzk7Pusc8hSecVt0MZo9Q01lkmXKcE74mIJDHryRntWnLfJBq9miPG00lwilN2GA6E4APqOuO3rXKWGoNb28aE4KAncCMEdj78Z4qzbX8N14gsn3PuNyhR9vGNwABzzk89BgH86G/dYoP3l6mP4fQpdT3xd1jtYyz7FJJLHYBx7nPfp+NJK2nS2JJkubi5kBAaVmAycnnoBjnntin+HZwl7NblQWnTCHJG1gQQcgg9Ae/pWxLhLqO1WYGaMqWL3bRhNwIB65PC8gY6j1rhoNcp7mbprEXezSOZEOs/YprtrRpgU8tN6ZJ3MOQoxgjJwec5wR6UrPQNXVra5S0VZN7M4unVSW6hQCcjpnnGc+2T0Bj1iWO3uojK0EiOTGxJdTwAcscHJz9RzSwS6hutCsYkllErSxgqMgEAkHgZA6HqO1bLQ8o6XwVpzxLfXV3AHE8shEMZ3jljkE4AIByOcdKybnwlGuqyK+oPHE0vkiNEBeMtlwCwJA4Oeg4IrpNLN5o1tft5+VS0aeMJkqW28DnAJyD0x1A9a53/hKXl0++eG1fc+SlwRzuwAScd8EEEdj35qXKyua06fPNQ7swtXlCTtbRoNgbPms25pRzg57DHQDj61t27IpsTJIEQWiE556Z7VyNekWei2VzomlXLzyC5ltxGFUgAAggcAZ5wcn0/CscM3Ko2z2M9w6pYOFOPRlDT9327ypCGt2HmOyHIxjj24JBI9qW40LW9SsLZdP106dBIWaV40JkchiAM5GAAAQARyTnOBhB4f1mxVpkspZI1I2Mgzjoc4HPp6Y5roLfVUFjZC9IjnER3IiEgAM+CSAQCdp6nPBrtm7Kx8th4NS1Ry/jTQNInntrvWNR1FyIlhW3tnUB8ZyxBB655P0rJ0+/8PaNY3llp+gvJDeqqz/abkt5gUkgEAYHJPTFafj+3mudTsbe1ANxPAVjBIHOSc5PoAT+FYt7YNp22GGeIlwInzKpYDAwG7jpknoc4zxXDOc76H1ODw+GtBVFeTJ4teW0G7T9D0izA4Dx2gLfmc10upXseoaRpN3HbJbmWC8JRAAARCwJH1I/lXna3tpp1/ILx3aOdfJfKZWI5O2QHJOARg4AyCeoPPrnh/TIr3wVbrLErsttcKjAjK794JUngZHf0oUZPfUdSvh4awjZxdvlY5pLyXSPBdrJJckuZPMRN5ACk4AGDz03dcZI9Ki0u++1pLJFbTuwzIXdwzpGCRkjBzwCOByAO3NQ+MNRNtqEdpaW80yW0YUTKNykBSB05BAAJ6VzKX08rzW89kSz5Vpo4XOT0yVBByBxXRFWSR41ao6lRz7mzPq1zpzPpdpbRfZp5ySs4EgbcoII4AxxnHJ9xWzpxuNV0690i9tLeK2kQtAI4EUSsh2sQAeu4DGRkce1YMGjXkRNzb2F1clgF8wwGNFJAGckfKTjJwD9a2tIu005YTfalptn5aHINz5rklizHaSSCcgHg9PejSxCve63OX8QSC2vU32kbTfY7XHmEkKfIUFQAME89c4GRVK0eCOHUVuLQLbXIQIiKDINmHIQnJXIxyQQRyTxXaT+I/CUeuTakbrz2lt4kcQ2zM4dRgkFgoAIwOOOPeoX+IWjRFVsdGuZCDhN7JFg4xwAGobTXoaKnUbv3PPbbTTqKBLcorncR5hJIyQAOM5wOmADknjAFdBaeGtQtNXWaytp5hIfMlaUFRnJPAIzjnuK6Cx1TxJcPM+k+FJD9okMjSPDI5yf9obRgdsiteLRfidqKkbIrGJhgj9ynH4At+dLm7Ir2DXxNIWfRdX1XQ9HltFMEwnkeYFGLqPkwAB2JUHJwSMEYzTLfS4mt7qDV7xLYb3hJuJVjMiYAyA5J5OSMY7Vej+FXie/UDVfEvynqoeSUAemCQK0rT4KaTHg3epXkx7+WFQH8wT+tK8ilTor4pXOTNn4E06BYHvLa4KDGViaRm4IyXCj+fQ/hUVv4q0LTLS2gtUvLiSAgl3iQK4AxjknH1wcYFenWnww8J2uCdOM7D+KaVm/TIH6VvWnh7RbDBtdKs4SOhSBQfzxmi0u4Xw62TZ43b+KtRuFC6R4euZeWOXd5sgtuI+VRxnHGccD0zT7XQvGt1ete2mgwWczrsMjxoCBknGJCSBknoK9zCgDgAUtHK3uyvrMI/DBHkcfgPxzfD/TdeWBD1RJ24/BQB+tWbf4Mws+/UNbnmJ6+XGFP5kn+Vep0UezXUTxlXpp6I4e0+FHhi3x5sNxcn1lmP8A7Lit6x8J6BprpJa6TaxyIQVk8sMwI7gnkfnW1RTUUjKVepL4pMWiiiqMgooooAKKKKACiiigArI8QeHtO8T6VLp2pQCWFuVI4ZGHRlPYj/6xyCRWvRQB8l+MvBOo+CtXEF1mWzlJNvdKDtcZ6H0Ydx+WRzVC0UTxMN2CCBnpn/PFfWWsaNYa9pc2najAs1tKMFT1B7EHsR2NfOni/wAC3ngq9xuebT55dsFwB267X7Bhx7HBI7gbRldWM5rS5Dazu9ojSh8KSoOcA8cHnj1yfpUujNNqfivTBEUWGG5ibIbAIDAkAHk5z16c+lR2SvJasr5ZYkIUEcDkZ6fUmpvC1yLbXLC2FshKzxq+CCSQwG7PpnB/CnokzCHxoqQzvbXKzRnDI2Qckfhx2rtIr1dUgiuILq4t3TBkS3Qs47DoDgZ74rz++uls0MjRyPzjCLn/APVWH/wlOrRT79PV7Yg8FQWJ+uRj9K8yi5J+R9nmsaM6au/eXY9b1W/S2S2VTI6FHXgZJIIPOOPXrWBpFxdtqheSzmNuodYpREQHDkjqcDAGORWLD4yutThhi1S21KMx7ixsmKrKTnlgSOvH6+uKt2qLPcw3Gm6Dqc8sTKwLuCCAOQRyQM46eldPMj55UZtaROr+0JD4cvre2lvbeSYEBpQzOBgFgnrkL6nr71wjeNNMtrd7Sy+0NG42maVRnGAOAMAcAep5NautL4jlYRX9xbaJG0YCxyTKkhQ5B5cqcHnkDnHtXPQ6b4b09w76tBJIvOEEkhB9sKFP51M3dWSOrDUnTkpzaVi1bXcd2C0Yk2jozIQD9M1P4k8T61pl1a2VjqM1pGlpCcQkIwJXOSwAPQ8ZPQ1WfxJo1oDJbJdXc6g+Ws0Kxx7uxOHJIB5xgZxg9awI7LV9cupLiK0vL6eZyzvHE0hYk8ngGopQcW3sdWZ4yFeEYRd7Ed3qd/qDFr2+ubkk5JmlZyfzJr0rwBZ6Nq9jZSNdTf2lp0UkL2oYAMju5DAYJb/WYODkEDI5BPNWXwv8aXxHlaBcxg95ysWPqGIP6V02m/A3xYXWWW9sbEjuJXZxkYONox0963R47tY67xBpcp1fStWeW2tzZOSUupUiBBBA5Y8YyexPSsd77wva6jd32p6zo081xtBCh7rYFBAChFAHB756Dmrln+z9AcPqPiGaRj1ENuF/Uk5+uK6Ky+CHg61IM0V5eEdp7gj/ANAC0uVNlKbi1rseWa94j8KXN8JrZPMZIzGskengLyST8pcDvwSCcfStGL4qzyWA07TNCdyEKBkkIY5zggKCQRn17V7LZfD/AMJad/x7+H7DI6NJEJD+bZNb8FtBbRiOCGOJB0WNAo/IU7aE8+t2fP73fxD167a5tvDDwSSYG9oHVSAMDiVtvQnt3NX4PA/xQ1Ekz38enhiSQLhY+vX/AFINe780UWDn8jxWL4HajesJNX8S727hYmkP4MzD+Vbtl8D/AA3b83N1f3J7gyKqn8AM/rXp1JRZA6kmcnZfDXwhY48vRIJCO85aX/0ImugtNL0+wXFnY21uB2hiVP5CrlFFieZsWiiimIKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACqeoafa6rZTWd7Ak1vKNro4yCP8fQ9quUUAeF+J/Ck/hDUBcoHm0eUlTITygPGHx6dj0P14rmBpkQuyLa6iW5bBg2OQTjJxxyD0OcmvpS5toby2kt7mJJYZBtdGGQwPYisK08B+GbG4W4h0qLzlGAzsz/AKEkfpWimkrMxdLXQ8Oup1ecDUtMlkvAfnktphGJRwQSpU5bHUjAP1yTJDbX96F/srwpLIBgF5IpZCD3GchcD3FfQ8NjaW5zDawRH1SMD+VWazcYdInV9ZxPKo87PA7fwh8QLoqYbCCxUn7wEMJA+qjd/Wuv0b4camNQW713UUukjG5IDI8is46Fs4yAcEgdcCvTaKd9DJ8zfvNs8pufgjaaxqk2pa/4gv7y6nfc5hRYh9ADuwAMADsBWvYfBnwTZYLaZJcsP4ri4c5+oBAP5V6BRU2KuYlj4R8O6bg2WhadCw/jW2Xd+eM/rWyFVRhQAB0AFOopiCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA/9k=" alt=""/></p>
<p>(But see also <a href="http://journals.plos.org/plosbiology/article?id=10.1371/journal.pbio.1001745">Best Practices for Scientific Computing</a>
for more tools and strategies.)</p>
</div>
</section>
<section data-transition="linear" data-transition-speed="default">
<h3>Working with bricks</h3>
<div class="slideContent" >
<ol>
<li class="fragment">Develop a core vocabulary of functions.
<ul>
<li class="fragment">including others' functions/packages.</li>
</ul></li>
<li class="fragment">Construct your own functions on top of that core.</li>
<li class="fragment">Continue upwards.</li>
</ol>
</div>
</section>
<section data-transition="linear" data-transition-speed="default">
<h3>Vocabulary</h3>
<div class="slideContent" >
<ul>
<li><a href="http://adv-r.had.co.nz/Vocabulary.html">R Vocabulary</a></li>
<li><a href="https://github.com/qinwf/awesome-R">Awesome R</a></li>
<li>Packages that do one thing very well: <code>dplyr</code>, <code>stringr</code>,
<code>lubridate</code>, <code>broom</code>, <code>tidyr</code>, <code>rvest</code></li>
</ul>
</div>
</section>
<section data-state="prompt" data-transition="linear" data-transition-speed="default">
<h3>Pause to demonstrate any requested functions</h3>
<div class="slideContent" >
<pre><code class="r">a_to_f <- head(letters)
a_to_f
tail(letters)
seq_along(a_to_f)
xs <- seq_len(10)
xs
ifelse(xs %% 2 == 0, xs, NA)
</code></pre>
</div>
</section>
<section data-transition="linear" data-transition-speed="default">
<h3>Functions Are Great</h3>
<div class="slideContent" >
<p>Solve a problem once, then re-use that solution elsewhere.</p>
<pre class="fragment"><code class="r"># Squish values into a range
squish <- function(xs, lower, upper) {
xs[xs < lower] <- lower
xs[upper < xs] <- upper
xs
}
squish(rnorm(5), -.3, 1)
</code></pre>
<pre class="fragment"><code>[1] 1.0000000 -0.3000000 0.7980856
[4] -0.3000000 0.2153025
</code></pre>
</div>
</section>
<section data-transition="linear" data-transition-speed="default">
<h3>Bootstrap from many smaller functions</h3>
<div class="slideContent" >
<p>Create my own problem-specific language.</p>
<pre class="fragment"><code class="r"># Insert values into the second-to-last
# position, in case last one is a delimiter
insert_line <- function(xs, ys) {
c(but_last(xs), ys, last(xs))
}
</code></pre>
<pre class="fragment"><code class="r">but_last <- function(...) head(..., n = -1)
last <- function(...) tail(..., n = 1)
</code></pre>
<pre class="fragment"><code class="r">insert_line(c("x", "y", "z"), "&")
</code></pre>
<pre class="fragment"><code>[1] "x" "y" "&" "z"
</code></pre>
</div>
</section>
<section data-transition="linear" data-transition-speed="default">
<h3>But readability quickly slips away.</h3>
<div class="slideContent" >
<p>Here's a function adapted from the <code>strsplit</code> help page.</p>
<pre class="fragment"><code class="r">mystery_func <- function(xs) {
sapply(lapply(strsplit(xs, NULL), rev),
paste, collapse = "")
}
</code></pre>
<p class="fragment">Okay, maybe it would help if it were built out of
understandable chunks.</p>
</div>
</section>
<section data-transition="linear" data-transition-speed="default">
<h3>With chunks!</h3>
<div class="slideContent" >
<p>“Extract function” refactoring</p>
<pre class="fragment"><code class="r">str_tokenize <- function(xs) {
strsplit(xs, split = NULL)
}
str_collapse <- function(..., joiner = "") {
paste(..., collapse = joiner)
}
</code></pre>
<pre class="fragment"><code class="r">mystery_func <- function(xs) {
sapply(lapply(str_tokenize(xs), rev),
str_collapse)
}
</code></pre>
<p class="fragment">Okay, maybe it would help if it weren't a one-liner</p>
</div>
</section>
<section data-transition="linear" data-transition-speed="default">
<h3>Un-nest the function calls</h3>
<div class="slideContent" >
<p>Do one thing per line.</p>
<pre class="fragment"><code class="r">mystery_func <- function(xs) {
char_sets <- str_tokenize(xs)
char_sets_rev <- lapply(char_sets, rev)
sapply(char_sets_rev, str_collapse)
}
</code></pre>
<p class="fragment">Pretty good, but now we have these intermediate values we don't care
about cluttering things up.</p>
</div>
</section>
<section data-state="section" data-transition="linear" data-transition-speed="default">
<h2>Pipelines to the rescue</h2>
<div class="mediaInline slideContent" >
<p><img 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" alt=""/></p>
<p>A way to express successive data transformations.</p>
</div>
</section>
<section data-transition="linear" data-transition-speed="default">
<h3>Basic Idea</h3>
<div class="slideContent" >
<p>Use the value on the left-hand side as the first argument
to the function on the right-hand side.</p>
<pre class="fragment"><code class="r">library("magrittr")
# Rule 1
f(xs)
xs %>% f
# Rule 2
g(xs, n = 5)
xs %>% g(n = 5)
</code></pre>
</div>
</section>
<section data-transition="linear" data-transition-speed="default">
<h3>Chaining pipes together</h3>
<div class="slideContent" >
<p>Do function composition by chaining pipes together.</p>
<pre class="fragment"><code class="r"># Rule 3
g(f(xs), n = 5)
xs %>% f %>% g(n = 5)
</code></pre>
<p class="fragment">Mentally, read <code>%>%</code> as “then”.</p>
<blockquote class="fragment">
<p>Take <code>xs</code> <em>then</em> do <code>f</code> <em>then</em> do <code>g</code> with <code>n = 5</code>.</p>
</blockquote>